2021-04-15 03:21:30,108 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 2021-04-15 03:21:30,116 INFO : Args: {'conf': ConfigTree([('max_epochs', 200), ('log_interval', 10), ('use_amp', False), ('only_evaluate', False), ('auto_resume', True), ('sync_batchnorm', False), ('data', ConfigTree([('type_', 'cifar100'), ('is_vit', False), ('image_size', 32), ('num_classes', 100), ('root', 'data/cifar100'), ('mean', [0.507, 0.4865, 0.4409]), ('std', [0.2673, 0.2564, 0.2761]), ('batch_size', 256), ('num_workers', 4)])), ('model', ConfigTree([('type_', 'PyTorchHub'), ('force_reload', False), ('repo', 'chenyaofo/pytorch-cifar-models'), ('name', 'cifar100_repvgg_a0'), ('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://127.0.0.1:42639', 'modifications': ['model.name=cifar100_repvgg_a0'], 'node_rank': 0, 'output_dir': PosixPath('output/cifar100/repvgg_a0'), 'world_size': 1} 2021-04-15 03:21:30,362 INFO : Model details: n_params=7.96M, flops=489.19M. 2021-04-15 03:21:36,318 INFO : Train start, epoch=0001, lr=0.100000 2021-04-15 03:21:40,032 INFO : TRAIN, epoch=0001, iter=00010/00196, fetch data time cost=1.33ms, fps=689 images/s, loss=5.1602, top1-acc=1.21%, top5-acc=5.27%, remaining_time=0:01:09.064590, arrival_time=2021-04-15 03:22:49.096658, cost_time=0:00:03.713154 2021-04-15 03:21:42,835 INFO : TRAIN, epoch=0001, iter=00020/00196, fetch data time cost=1.34ms, fps=913 images/s, loss=4.9034, top1-acc=1.48%, top5-acc=6.33%, remaining_time=0:00:57.343968, arrival_time=2021-04-15 03:22:40.179031, cost_time=0:00:06.516351 2021-04-15 03:21:45,637 INFO : TRAIN, epoch=0001, iter=00030/00196, fetch data time cost=1.53ms, fps=914 images/s, loss=4.7959, top1-acc=1.52%, top5-acc=6.68%, remaining_time=0:00:51.564912, arrival_time=2021-04-15 03:22:37.202577, cost_time=0:00:09.318950 2021-04-15 03:21:48,439 INFO : TRAIN, epoch=0001, iter=00040/00196, fetch data time cost=1.33ms, fps=914 images/s, loss=4.7393, top1-acc=1.68%, top5-acc=6.94%, remaining_time=0:00:47.270028, arrival_time=2021-04-15 03:22:35.709242, cost_time=0:00:12.120505 2021-04-15 03:21:51,248 INFO : TRAIN, epoch=0001, iter=00050/00196, fetch data time cost=1.39ms, fps=912 images/s, loss=4.6996, top1-acc=1.84%, top5-acc=7.13%, remaining_time=0:00:43.593410, arrival_time=2021-04-15 03:22:34.841386, cost_time=0:00:14.929262 2021-04-15 03:21:54,050 INFO : TRAIN, epoch=0001, iter=00060/00196, fetch data time cost=1.59ms, fps=914 images/s, loss=4.6706, top1-acc=1.90%, top5-acc=7.56%, remaining_time=0:00:40.192488, arrival_time=2021-04-15 03:22:34.243244, cost_time=0:00:17.731987 2021-04-15 03:21:56,855 INFO : TRAIN, epoch=0001, iter=00070/00196, fetch data time cost=1.52ms, fps=913 images/s, loss=4.6429, top1-acc=2.15%, top5-acc=8.35%, remaining_time=0:00:36.966888, arrival_time=2021-04-15 03:22:33.822768, cost_time=0:00:20.537179 2021-04-15 03:21:59,661 INFO : TRAIN, epoch=0001, iter=00080/00196, fetch data time cost=1.35ms, fps=913 images/s, loss=4.6089, top1-acc=2.34%, top5-acc=9.32%, remaining_time=0:00:33.846828, arrival_time=2021-04-15 03:22:33.508181, cost_time=0:00:23.342647 2021-04-15 03:22:02,466 INFO : TRAIN, epoch=0001, iter=00090/00196, fetch data time cost=1.48ms, fps=913 images/s, loss=4.5694, top1-acc=2.62%, top5-acc=10.36%, remaining_time=0:00:30.796392, arrival_time=2021-04-15 03:22:33.263001, cost_time=0:00:26.147901 2021-04-15 03:22:05,271 INFO : TRAIN, epoch=0001, iter=00100/00196, fetch data time cost=1.46ms, fps=913 images/s, loss=4.5327, top1-acc=2.86%, top5-acc=11.36%, remaining_time=0:00:27.794688, arrival_time=2021-04-15 03:22:33.066206, cost_time=0:00:28.952816 2021-04-15 03:22:08,074 INFO : TRAIN, epoch=0001, iter=00110/00196, fetch data time cost=1.58ms, fps=913 images/s, loss=4.4954, top1-acc=3.12%, top5-acc=12.36%, remaining_time=0:00:24.827254, arrival_time=2021-04-15 03:22:32.901779, cost_time=0:00:31.755810 2021-04-15 03:22:10,882 INFO : TRAIN, epoch=0001, iter=00120/00196, fetch data time cost=1.45ms, fps=912 images/s, loss=4.4659, top1-acc=3.26%, top5-acc=12.99%, remaining_time=0:00:21.890584, arrival_time=2021-04-15 03:22:32.773375, cost_time=0:00:34.564047 2021-04-15 03:22:13,698 INFO : TRAIN, epoch=0001, iter=00130/00196, fetch data time cost=1.39ms, fps=909 images/s, loss=4.4330, top1-acc=3.47%, top5-acc=13.79%, remaining_time=0:00:18.977244, arrival_time=2021-04-15 03:22:32.675387, cost_time=0:00:37.379411 2021-04-15 03:22:16,509 INFO : TRAIN, epoch=0001, iter=00140/00196, fetch data time cost=1.36ms, fps=911 images/s, loss=4.4029, top1-acc=3.69%, top5-acc=14.55%, remaining_time=0:00:16.076200, arrival_time=2021-04-15 03:22:32.585466, cost_time=0:00:40.190466 2021-04-15 03:22:19,322 INFO : TRAIN, epoch=0001, iter=00150/00196, fetch data time cost=2.23ms, fps=910 images/s, loss=4.3752, top1-acc=3.90%, top5-acc=15.26%, remaining_time=0:00:13.187878, arrival_time=2021-04-15 03:22:32.510566, cost_time=0:00:43.003928 2021-04-15 03:22:22,134 INFO : TRAIN, epoch=0001, iter=00160/00196, fetch data time cost=1.38ms, fps=911 images/s, loss=4.3506, top1-acc=4.17%, top5-acc=15.92%, remaining_time=0:00:10.308600, arrival_time=2021-04-15 03:22:32.443279, cost_time=0:00:45.815944 2021-04-15 03:22:24,941 INFO : TRAIN, epoch=0001, iter=00170/00196, fetch data time cost=1.47ms, fps=912 images/s, loss=4.3231, top1-acc=4.42%, top5-acc=16.66%, remaining_time=0:00:07.436468, arrival_time=2021-04-15 03:22:32.378242, cost_time=0:00:48.623064 2021-04-15 03:22:27,756 INFO : TRAIN, epoch=0001, iter=00180/00196, fetch data time cost=1.41ms, fps=910 images/s, loss=4.2991, top1-acc=4.75%, top5-acc=17.39%, remaining_time=0:00:04.572272, arrival_time=2021-04-15 03:22:32.329062, cost_time=0:00:51.438013 2021-04-15 03:22:30,565 INFO : TRAIN, epoch=0001, iter=00190/00196, fetch data time cost=1.28ms, fps=912 images/s, loss=4.2791, top1-acc=4.96%, top5-acc=17.98%, remaining_time=0:00:01.713054, arrival_time=2021-04-15 03:22:32.278511, cost_time=0:00:54.246730 2021-04-15 03:22:32,077 INFO : TRAIN, epoch=0001, iter=00196/00196, fetch data time cost=1.21ms, fps=899 images/s, loss=4.2653, top1-acc=5.08%, top5-acc=18.34%, remaining_time=0:00:00, arrival_time=2021-04-15 03:22:32.077865, cost_time=0:00:55.759170 2021-04-15 03:22:33,158 INFO : EVAL, epoch=0001, iter=00010/00040, fetch data time cost=0.20ms, fps=2374 images/s, loss=3.9097, top1-acc=9.45%, top5-acc=29.77%, remaining_time=0:00:03.235320, arrival_time=2021-04-15 03:22:36.393580, cost_time=0:00:01.078442 2021-04-15 03:22:33,932 INFO : EVAL, epoch=0001, iter=00020/00040, fetch data time cost=1.44ms, fps=3311 images/s, loss=3.8972, top1-acc=9.30%, top5-acc=29.86%, remaining_time=0:00:01.852260, arrival_time=2021-04-15 03:22:35.784225, cost_time=0:00:01.852264 2021-04-15 03:22:34,707 INFO : EVAL, epoch=0001, iter=00030/00040, fetch data time cost=1.24ms, fps=3303 images/s, loss=3.8939, top1-acc=9.19%, top5-acc=29.77%, remaining_time=0:00:00.875840, arrival_time=2021-04-15 03:22:35.583094, cost_time=0:00:02.627535 2021-04-15 03:22:35,417 INFO : EVAL, epoch=0001, iter=00040/00040, fetch data time cost=0.06ms, fps=3268 images/s, loss=3.8952, top1-acc=9.13%, top5-acc=29.76%, remaining_time=0:00:00, arrival_time=2021-04-15 03:22:35.417562, cost_time=0:00:03.337872 2021-04-15 03:22:35,729 INFO : Epoch=0001 complete, best val top1-acc=9.13%, top5-acc=29.76% (epoch=1), remaining_time=3:17:02.890092, arrival_time=2021-04-15 06:39:38.619207, cost_time=0:00:59.411508 2021-04-15 03:22:35,730 INFO : Train start, epoch=0002, lr=0.099994 2021-04-15 03:22:38,698 INFO : TRAIN, epoch=0002, iter=00010/00196, fetch data time cost=1.38ms, fps=863 images/s, loss=3.7994, top1-acc=10.43%, top5-acc=30.94%, remaining_time=0:00:55.198290, arrival_time=2021-04-15 03:23:33.896825, cost_time=0:00:02.967651 2021-04-15 03:22:41,514 INFO : TRAIN, epoch=0002, iter=00020/00196, fetch data time cost=1.35ms, fps=909 images/s, loss=3.7815, top1-acc=11.19%, top5-acc=32.29%, remaining_time=0:00:50.891456, arrival_time=2021-04-15 03:23:32.405445, cost_time=0:00:05.783113 2021-04-15 03:22:44,329 INFO : TRAIN, epoch=0002, iter=00030/00196, fetch data time cost=1.56ms, fps=909 images/s, loss=3.7703, top1-acc=11.20%, top5-acc=32.60%, remaining_time=0:00:47.576928, arrival_time=2021-04-15 03:23:31.906121, cost_time=0:00:08.598251 2021-04-15 03:22:47,137 INFO : TRAIN, epoch=0002, iter=00040/00196, fetch data time cost=1.42ms, fps=912 images/s, loss=3.7594, top1-acc=11.21%, top5-acc=33.19%, remaining_time=0:00:44.485740, arrival_time=2021-04-15 03:23:31.623259, cost_time=0:00:11.406609 2021-04-15 03:22:49,947 INFO : TRAIN, epoch=0002, iter=00050/00196, fetch data time cost=1.49ms, fps=911 images/s, loss=3.7521, top1-acc=11.33%, top5-acc=33.54%, remaining_time=0:00:41.511450, arrival_time=2021-04-15 03:23:31.458611, cost_time=0:00:14.216256 2021-04-15 03:22:52,752 INFO : TRAIN, epoch=0002, iter=00060/00196, fetch data time cost=1.36ms, fps=913 images/s, loss=3.7412, top1-acc=11.48%, top5-acc=34.06%, remaining_time=0:00:38.582112, arrival_time=2021-04-15 03:23:31.334486, cost_time=0:00:17.021496 2021-04-15 03:22:55,560 INFO : TRAIN, epoch=0002, iter=00070/00196, fetch data time cost=1.51ms, fps=912 images/s, loss=3.7283, top1-acc=11.69%, top5-acc=34.43%, remaining_time=0:00:35.692776, arrival_time=2021-04-15 03:23:31.252966, cost_time=0:00:19.829313 2021-04-15 03:22:58,363 INFO : TRAIN, epoch=0002, iter=00080/00196, fetch data time cost=1.38ms, fps=913 images/s, loss=3.7108, top1-acc=11.98%, top5-acc=35.01%, remaining_time=0:00:32.817212, arrival_time=2021-04-15 03:23:31.180654, cost_time=0:00:22.632562 2021-04-15 03:23:01,177 INFO : TRAIN, epoch=0002, iter=00090/00196, fetch data time cost=1.39ms, fps=910 images/s, loss=3.7013, top1-acc=12.10%, top5-acc=35.45%, remaining_time=0:00:29.970546, arrival_time=2021-04-15 03:23:31.148143, cost_time=0:00:25.446711 2021-04-15 03:23:03,991 INFO : TRAIN, epoch=0002, iter=00100/00196, fetch data time cost=1.69ms, fps=910 images/s, loss=3.6875, top1-acc=12.18%, top5-acc=35.79%, remaining_time=0:00:27.130176, arrival_time=2021-04-15 03:23:31.121627, cost_time=0:00:28.260567 2021-04-15 03:23:06,804 INFO : TRAIN, epoch=0002, iter=00110/00196, fetch data time cost=1.38ms, fps=910 images/s, loss=3.6747, top1-acc=12.50%, top5-acc=36.21%, remaining_time=0:00:24.293452, arrival_time=2021-04-15 03:23:31.097452, cost_time=0:00:31.073046 2021-04-15 03:23:09,617 INFO : TRAIN, epoch=0002, iter=00120/00196, fetch data time cost=1.34ms, fps=910 images/s, loss=3.6596, top1-acc=12.67%, top5-acc=36.63%, remaining_time=0:00:21.461716, arrival_time=2021-04-15 03:23:31.079605, cost_time=0:00:33.886933 2021-04-15 03:23:12,438 INFO : TRAIN, epoch=0002, iter=00130/00196, fetch data time cost=1.70ms, fps=908 images/s, loss=3.6480, top1-acc=12.89%, top5-acc=37.05%, remaining_time=0:00:18.635958, arrival_time=2021-04-15 03:23:31.074056, cost_time=0:00:36.707142 2021-04-15 03:23:15,256 INFO : TRAIN, epoch=0002, iter=00140/00196, fetch data time cost=1.51ms, fps=908 images/s, loss=3.6313, top1-acc=13.14%, top5-acc=37.59%, remaining_time=0:00:15.810368, arrival_time=2021-04-15 03:23:31.067178, cost_time=0:00:39.525923 2021-04-15 03:23:18,071 INFO : TRAIN, epoch=0002, iter=00150/00196, fetch data time cost=1.38ms, fps=910 images/s, loss=3.6244, top1-acc=13.25%, top5-acc=37.77%, remaining_time=0:00:12.984374, arrival_time=2021-04-15 03:23:31.055763, cost_time=0:00:42.340414 2021-04-15 03:23:20,890 INFO : TRAIN, epoch=0002, iter=00160/00196, fetch data time cost=1.36ms, fps=908 images/s, loss=3.6138, top1-acc=13.48%, top5-acc=38.10%, remaining_time=0:00:10.160820, arrival_time=2021-04-15 03:23:31.050962, cost_time=0:00:45.159263 2021-04-15 03:23:23,702 INFO : TRAIN, epoch=0002, iter=00170/00196, fetch data time cost=1.44ms, fps=910 images/s, loss=3.6027, top1-acc=13.68%, top5-acc=38.44%, remaining_time=0:00:07.336810, arrival_time=2021-04-15 03:23:31.039158, cost_time=0:00:47.971467 2021-04-15 03:23:26,521 INFO : TRAIN, epoch=0002, iter=00180/00196, fetch data time cost=1.35ms, fps=908 images/s, loss=3.5880, top1-acc=13.88%, top5-acc=38.83%, remaining_time=0:00:04.514752, arrival_time=2021-04-15 03:23:31.036543, cost_time=0:00:50.790901 2021-04-15 03:23:29,339 INFO : TRAIN, epoch=0002, iter=00190/00196, fetch data time cost=1.24ms, fps=909 images/s, loss=3.5755, top1-acc=14.20%, top5-acc=39.18%, remaining_time=0:00:01.692906, arrival_time=2021-04-15 03:23:31.032435, cost_time=0:00:53.608640 2021-04-15 03:23:30,853 INFO : TRAIN, epoch=0002, iter=00196/00196, fetch data time cost=1.26ms, fps=899 images/s, loss=3.5694, top1-acc=14.30%, top5-acc=39.34%, remaining_time=0:00:00, arrival_time=2021-04-15 03:23:30.853494, cost_time=0:00:55.122539 2021-04-15 03:23:31,790 INFO : EVAL, epoch=0002, iter=00010/00040, fetch data time cost=1.38ms, fps=2737 images/s, loss=3.7870, top1-acc=12.19%, top5-acc=36.45%, remaining_time=0:00:02.806140, arrival_time=2021-04-15 03:23:34.597013, cost_time=0:00:00.935380 2021-04-15 03:23:32,569 INFO : EVAL, epoch=0002, iter=00020/00040, fetch data time cost=1.44ms, fps=3291 images/s, loss=3.8083, top1-acc=12.17%, top5-acc=35.35%, remaining_time=0:00:01.713520, arrival_time=2021-04-15 03:23:34.282527, cost_time=0:00:01.713519 2021-04-15 03:23:33,343 INFO : EVAL, epoch=0002, iter=00030/00040, fetch data time cost=1.34ms, fps=3305 images/s, loss=3.7923, top1-acc=12.55%, top5-acc=35.43%, remaining_time=0:00:00.829480, arrival_time=2021-04-15 03:23:34.173402, cost_time=0:00:02.488428 2021-04-15 03:23:34,058 INFO : EVAL, epoch=0002, iter=00040/00040, fetch data time cost=0.08ms, fps=3247 images/s, loss=3.7839, top1-acc=12.66%, top5-acc=35.50%, remaining_time=0:00:00, arrival_time=2021-04-15 03:23:34.058807, cost_time=0:00:03.203269 2021-04-15 03:23:34,888 INFO : Epoch=0002 complete, best val top1-acc=12.66%, top5-acc=35.50% (epoch=2), remaining_time=3:15:38.528208, arrival_time=2021-04-15 06:39:13.416782, cost_time=0:01:58.570992 2021-04-15 03:23:34,889 INFO : Train start, epoch=0003, lr=0.099975 2021-04-15 03:23:37,863 INFO : TRAIN, epoch=0003, iter=00010/00196, fetch data time cost=1.37ms, fps=861 images/s, loss=3.3032, top1-acc=18.98%, top5-acc=47.07%, remaining_time=0:00:55.303380, arrival_time=2021-04-15 03:24:33.166624, cost_time=0:00:02.973295 2021-04-15 03:23:40,677 INFO : TRAIN, epoch=0003, iter=00020/00196, fetch data time cost=1.74ms, fps=910 images/s, loss=3.2973, top1-acc=19.08%, top5-acc=47.38%, remaining_time=0:00:50.928944, arrival_time=2021-04-15 03:24:31.606376, cost_time=0:00:05.787379 2021-04-15 03:23:43,491 INFO : TRAIN, epoch=0003, iter=00030/00196, fetch data time cost=1.89ms, fps=910 images/s, loss=3.2818, top1-acc=19.66%, top5-acc=48.01%, remaining_time=0:00:47.595354, arrival_time=2021-04-15 03:24:31.086931, cost_time=0:00:08.601574 2021-04-15 03:23:46,301 INFO : TRAIN, epoch=0003, iter=00040/00196, fetch data time cost=1.50ms, fps=911 images/s, loss=3.2771, top1-acc=19.57%, top5-acc=48.04%, remaining_time=0:00:44.505864, arrival_time=2021-04-15 03:24:30.807620, cost_time=0:00:11.411780 2021-04-15 03:23:49,119 INFO : TRAIN, epoch=0003, iter=00050/00196, fetch data time cost=1.40ms, fps=909 images/s, loss=3.2581, top1-acc=19.68%, top5-acc=48.41%, remaining_time=0:00:41.549702, arrival_time=2021-04-15 03:24:30.669012, cost_time=0:00:14.229360 2021-04-15 03:23:51,934 INFO : TRAIN, epoch=0003, iter=00060/00196, fetch data time cost=1.35ms, fps=909 images/s, loss=3.2423, top1-acc=19.97%, top5-acc=48.89%, remaining_time=0:00:38.634608, arrival_time=2021-04-15 03:24:30.569283, cost_time=0:00:17.044665 2021-04-15 03:23:54,754 INFO : TRAIN, epoch=0003, iter=00070/00196, fetch data time cost=1.45ms, fps=908 images/s, loss=3.2378, top1-acc=19.92%, top5-acc=49.06%, remaining_time=0:00:35.756406, arrival_time=2021-04-15 03:24:30.511010, cost_time=0:00:19.864641 2021-04-15 03:23:57,564 INFO : TRAIN, epoch=0003, iter=00080/00196, fetch data time cost=1.42ms, fps=911 images/s, loss=3.2299, top1-acc=20.22%, top5-acc=49.16%, remaining_time=0:00:32.878344, arrival_time=2021-04-15 03:24:30.443024, cost_time=0:00:22.674726 2021-04-15 03:24:00,376 INFO : TRAIN, epoch=0003, iter=00090/00196, fetch data time cost=1.37ms, fps=910 images/s, loss=3.2202, top1-acc=20.35%, top5-acc=49.46%, remaining_time=0:00:30.017822, arrival_time=2021-04-15 03:24:30.394586, cost_time=0:00:25.486815 2021-04-15 03:24:03,188 INFO : TRAIN, epoch=0003, iter=00100/00196, fetch data time cost=1.48ms, fps=911 images/s, loss=3.2100, top1-acc=20.61%, top5-acc=49.72%, remaining_time=0:00:27.166848, arrival_time=2021-04-15 03:24:30.355581, cost_time=0:00:28.298782 2021-04-15 03:24:06,003 INFO : TRAIN, epoch=0003, iter=00110/00196, fetch data time cost=1.36ms, fps=910 images/s, loss=3.1996, top1-acc=20.75%, top5-acc=50.04%, remaining_time=0:00:24.325272, arrival_time=2021-04-15 03:24:30.329046, cost_time=0:00:31.113768 2021-04-15 03:24:08,817 INFO : TRAIN, epoch=0003, iter=00120/00196, fetch data time cost=1.40ms, fps=910 images/s, loss=3.1918, top1-acc=20.88%, top5-acc=50.31%, remaining_time=0:00:21.487404, arrival_time=2021-04-15 03:24:30.304874, cost_time=0:00:33.927508 2021-04-15 03:24:11,636 INFO : TRAIN, epoch=0003, iter=00130/00196, fetch data time cost=1.81ms, fps=908 images/s, loss=3.1840, top1-acc=21.08%, top5-acc=50.46%, remaining_time=0:00:18.655758, arrival_time=2021-04-15 03:24:30.291941, cost_time=0:00:36.746216 2021-04-15 03:24:14,466 INFO : TRAIN, epoch=0003, iter=00140/00196, fetch data time cost=1.70ms, fps=905 images/s, loss=3.1746, top1-acc=21.26%, top5-acc=50.71%, remaining_time=0:00:15.830472, arrival_time=2021-04-15 03:24:30.296696, cost_time=0:00:39.576240 2021-04-15 03:24:17,279 INFO : TRAIN, epoch=0003, iter=00150/00196, fetch data time cost=1.52ms, fps=910 images/s, loss=3.1670, top1-acc=21.35%, top5-acc=50.92%, remaining_time=0:00:12.999416, arrival_time=2021-04-15 03:24:30.278767, cost_time=0:00:42.389330 2021-04-15 03:24:20,097 INFO : TRAIN, epoch=0003, iter=00160/00196, fetch data time cost=1.38ms, fps=908 images/s, loss=3.1548, top1-acc=21.55%, top5-acc=51.29%, remaining_time=0:00:10.171728, arrival_time=2021-04-15 03:24:30.269501, cost_time=0:00:45.207756 2021-04-15 03:24:22,909 INFO : TRAIN, epoch=0003, iter=00170/00196, fetch data time cost=1.53ms, fps=911 images/s, loss=3.1438, top1-acc=21.73%, top5-acc=51.56%, remaining_time=0:00:07.344116, arrival_time=2021-04-15 03:24:30.253406, cost_time=0:00:48.019273 2021-04-15 03:24:25,722 INFO : TRAIN, epoch=0003, iter=00180/00196, fetch data time cost=1.36ms, fps=910 images/s, loss=3.1329, top1-acc=21.98%, top5-acc=51.84%, remaining_time=0:00:04.518432, arrival_time=2021-04-15 03:24:30.240754, cost_time=0:00:50.832366 2021-04-15 03:24:28,536 INFO : TRAIN, epoch=0003, iter=00190/00196, fetch data time cost=1.41ms, fps=910 images/s, loss=3.1245, top1-acc=22.19%, top5-acc=52.07%, remaining_time=0:00:01.694088, arrival_time=2021-04-15 03:24:30.230119, cost_time=0:00:53.646082 2021-04-15 03:24:30,050 INFO : TRAIN, epoch=0003, iter=00196/00196, fetch data time cost=1.27ms, fps=898 images/s, loss=3.1173, top1-acc=22.30%, top5-acc=52.24%, remaining_time=0:00:00, arrival_time=2021-04-15 03:24:30.050813, cost_time=0:00:55.160886 2021-04-15 03:24:30,937 INFO : EVAL, epoch=0003, iter=00010/00040, fetch data time cost=1.36ms, fps=2892 images/s, loss=3.0946, top1-acc=22.97%, top5-acc=53.36%, remaining_time=0:00:02.655540, arrival_time=2021-04-15 03:24:33.593096, cost_time=0:00:00.885178 2021-04-15 03:24:31,714 INFO : EVAL, epoch=0003, iter=00020/00040, fetch data time cost=1.35ms, fps=3296 images/s, loss=3.1106, top1-acc=22.71%, top5-acc=52.36%, remaining_time=0:00:01.662260, arrival_time=2021-04-15 03:24:33.376902, cost_time=0:00:01.662254 2021-04-15 03:24:32,490 INFO : EVAL, epoch=0003, iter=00030/00040, fetch data time cost=1.42ms, fps=3300 images/s, loss=3.1248, top1-acc=22.21%, top5-acc=51.81%, remaining_time=0:00:00.812820, arrival_time=2021-04-15 03:24:33.303711, cost_time=0:00:02.438452 2021-04-15 03:24:33,200 INFO : EVAL, epoch=0003, iter=00040/00040, fetch data time cost=0.06ms, fps=3271 images/s, loss=3.1195, top1-acc=22.02%, top5-acc=51.90%, remaining_time=0:00:00, arrival_time=2021-04-15 03:24:33.200565, cost_time=0:00:03.148194 2021-04-15 03:24:34,101 INFO : Epoch=0003 complete, best val top1-acc=22.02%, top5-acc=51.90% (epoch=3), remaining_time=3:14:34.483980, arrival_time=2021-04-15 06:39:08.585581, cost_time=0:02:57.784021 2021-04-15 03:24:34,102 INFO : Train start, epoch=0004, lr=0.099944 2021-04-15 03:24:37,085 INFO : TRAIN, epoch=0004, iter=00010/00196, fetch data time cost=1.51ms, fps=858 images/s, loss=2.8448, top1-acc=26.60%, top5-acc=58.36%, remaining_time=0:00:55.481196, arrival_time=2021-04-15 03:25:32.567111, cost_time=0:00:02.982856 2021-04-15 03:24:39,899 INFO : TRAIN, epoch=0004, iter=00020/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=2.8721, top1-acc=26.80%, top5-acc=58.61%, remaining_time=0:00:51.008496, arrival_time=2021-04-15 03:25:30.907974, cost_time=0:00:05.796428 2021-04-15 03:24:42,726 INFO : TRAIN, epoch=0004, iter=00030/00196, fetch data time cost=1.34ms, fps=906 images/s, loss=2.8618, top1-acc=27.32%, top5-acc=58.78%, remaining_time=0:00:47.717862, arrival_time=2021-04-15 03:25:30.444628, cost_time=0:00:08.623707 2021-04-15 03:24:45,541 INFO : TRAIN, epoch=0004, iter=00040/00196, fetch data time cost=1.53ms, fps=910 images/s, loss=2.8697, top1-acc=27.19%, top5-acc=58.62%, remaining_time=0:00:44.610696, arrival_time=2021-04-15 03:25:30.152406, cost_time=0:00:11.438655 2021-04-15 03:24:48,365 INFO : TRAIN, epoch=0004, iter=00050/00196, fetch data time cost=1.49ms, fps=907 images/s, loss=2.8719, top1-acc=27.26%, top5-acc=58.69%, remaining_time=0:00:41.647376, arrival_time=2021-04-15 03:25:30.013300, cost_time=0:00:14.262809 2021-04-15 03:24:51,180 INFO : TRAIN, epoch=0004, iter=00060/00196, fetch data time cost=1.77ms, fps=910 images/s, loss=2.8566, top1-acc=27.36%, top5-acc=58.91%, remaining_time=0:00:38.709136, arrival_time=2021-04-15 03:25:29.889769, cost_time=0:00:17.077556 2021-04-15 03:24:53,997 INFO : TRAIN, epoch=0004, iter=00070/00196, fetch data time cost=1.58ms, fps=909 images/s, loss=2.8404, top1-acc=27.72%, top5-acc=59.39%, remaining_time=0:00:35.808948, arrival_time=2021-04-15 03:25:29.805992, cost_time=0:00:19.893884 2021-04-15 03:24:56,813 INFO : TRAIN, epoch=0004, iter=00080/00196, fetch data time cost=1.45ms, fps=909 images/s, loss=2.8328, top1-acc=27.97%, top5-acc=59.54%, remaining_time=0:00:32.930428, arrival_time=2021-04-15 03:25:29.744208, cost_time=0:00:22.710652 2021-04-15 03:24:59,629 INFO : TRAIN, epoch=0004, iter=00090/00196, fetch data time cost=1.37ms, fps=909 images/s, loss=2.8177, top1-acc=28.14%, top5-acc=59.85%, remaining_time=0:00:30.064780, arrival_time=2021-04-15 03:25:29.694646, cost_time=0:00:25.526743 2021-04-15 03:25:02,446 INFO : TRAIN, epoch=0004, iter=00100/00196, fetch data time cost=1.64ms, fps=909 images/s, loss=2.8040, top1-acc=28.36%, top5-acc=60.19%, remaining_time=0:00:27.209952, arrival_time=2021-04-15 03:25:29.656670, cost_time=0:00:28.343654 2021-04-15 03:25:05,259 INFO : TRAIN, epoch=0004, iter=00110/00196, fetch data time cost=1.93ms, fps=910 images/s, loss=2.7923, top1-acc=28.59%, top5-acc=60.44%, remaining_time=0:00:24.358554, arrival_time=2021-04-15 03:25:29.617983, cost_time=0:00:31.156330 2021-04-15 03:25:08,069 INFO : TRAIN, epoch=0004, iter=00120/00196, fetch data time cost=1.41ms, fps=911 images/s, loss=2.7813, top1-acc=28.79%, top5-acc=60.68%, remaining_time=0:00:21.512028, arrival_time=2021-04-15 03:25:29.581483, cost_time=0:00:33.966376 2021-04-15 03:25:10,877 INFO : TRAIN, epoch=0004, iter=00130/00196, fetch data time cost=1.55ms, fps=912 images/s, loss=2.7753, top1-acc=28.86%, top5-acc=60.79%, remaining_time=0:00:18.669948, arrival_time=2021-04-15 03:25:29.547165, cost_time=0:00:36.774151 2021-04-15 03:25:13,687 INFO : TRAIN, epoch=0004, iter=00140/00196, fetch data time cost=1.51ms, fps=911 images/s, loss=2.7616, top1-acc=29.16%, top5-acc=61.05%, remaining_time=0:00:15.833608, arrival_time=2021-04-15 03:25:29.520729, cost_time=0:00:39.584070 2021-04-15 03:25:16,501 INFO : TRAIN, epoch=0004, iter=00150/00196, fetch data time cost=1.49ms, fps=910 images/s, loss=2.7535, top1-acc=29.37%, top5-acc=61.28%, remaining_time=0:00:13.002176, arrival_time=2021-04-15 03:25:29.503751, cost_time=0:00:42.398473 2021-04-15 03:25:19,319 INFO : TRAIN, epoch=0004, iter=00160/00196, fetch data time cost=1.47ms, fps=909 images/s, loss=2.7444, top1-acc=29.54%, top5-acc=61.50%, remaining_time=0:00:10.173600, arrival_time=2021-04-15 03:25:29.492619, cost_time=0:00:45.215970 2021-04-15 03:25:22,132 INFO : TRAIN, epoch=0004, iter=00170/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=2.7373, top1-acc=29.68%, top5-acc=61.65%, remaining_time=0:00:07.345676, arrival_time=2021-04-15 03:25:29.478133, cost_time=0:00:48.029340 2021-04-15 03:25:24,947 INFO : TRAIN, epoch=0004, iter=00180/00196, fetch data time cost=1.62ms, fps=910 images/s, loss=2.7278, top1-acc=29.88%, top5-acc=61.86%, remaining_time=0:00:04.519504, arrival_time=2021-04-15 03:25:29.466935, cost_time=0:00:50.844359 2021-04-15 03:25:27,759 INFO : TRAIN, epoch=0004, iter=00190/00196, fetch data time cost=1.30ms, fps=911 images/s, loss=2.7187, top1-acc=30.04%, top5-acc=62.07%, remaining_time=0:00:01.694406, arrival_time=2021-04-15 03:25:29.453672, cost_time=0:00:53.656209 2021-04-15 03:25:29,271 INFO : TRAIN, epoch=0004, iter=00196/00196, fetch data time cost=1.16ms, fps=899 images/s, loss=2.7124, top1-acc=30.14%, top5-acc=62.21%, remaining_time=0:00:00, arrival_time=2021-04-15 03:25:29.271796, cost_time=0:00:55.168755 2021-04-15 03:25:30,170 INFO : EVAL, epoch=0004, iter=00010/00040, fetch data time cost=1.46ms, fps=2854 images/s, loss=2.9274, top1-acc=26.02%, top5-acc=58.79%, remaining_time=0:00:02.690460, arrival_time=2021-04-15 03:25:32.860682, cost_time=0:00:00.896824 2021-04-15 03:25:30,947 INFO : EVAL, epoch=0004, iter=00020/00040, fetch data time cost=1.46ms, fps=3295 images/s, loss=2.9831, top1-acc=25.25%, top5-acc=57.85%, remaining_time=0:00:01.674060, arrival_time=2021-04-15 03:25:32.621520, cost_time=0:00:01.674064 2021-04-15 03:25:31,733 INFO : EVAL, epoch=0004, iter=00030/00040, fetch data time cost=1.35ms, fps=3257 images/s, loss=2.9867, top1-acc=25.29%, top5-acc=57.90%, remaining_time=0:00:00.820140, arrival_time=2021-04-15 03:25:32.553959, cost_time=0:00:02.460425 2021-04-15 03:25:32,446 INFO : EVAL, epoch=0004, iter=00040/00040, fetch data time cost=0.07ms, fps=3257 images/s, loss=2.9573, top1-acc=25.44%, top5-acc=58.19%, remaining_time=0:00:00, arrival_time=2021-04-15 03:25:32.446452, cost_time=0:00:03.173012 2021-04-15 03:25:33,287 INFO : Epoch=0004 complete, best val top1-acc=25.44%, top5-acc=58.19% (epoch=4), remaining_time=3:13:31.547248, arrival_time=2021-04-15 06:39:04.835176, cost_time=0:03:56.970351 2021-04-15 03:25:33,289 INFO : Train start, epoch=0005, lr=0.099901 2021-04-15 03:25:36,290 INFO : TRAIN, epoch=0005, iter=00010/00196, fetch data time cost=1.46ms, fps=853 images/s, loss=2.5287, top1-acc=33.40%, top5-acc=66.33%, remaining_time=0:00:55.819902, arrival_time=2021-04-15 03:26:32.110293, cost_time=0:00:03.001074 2021-04-15 03:25:39,101 INFO : TRAIN, epoch=0005, iter=00020/00196, fetch data time cost=1.58ms, fps=911 images/s, loss=2.4944, top1-acc=33.89%, top5-acc=67.29%, remaining_time=0:00:51.149648, arrival_time=2021-04-15 03:26:30.251501, cost_time=0:00:05.812451 2021-04-15 03:25:41,918 INFO : TRAIN, epoch=0005, iter=00030/00196, fetch data time cost=1.69ms, fps=909 images/s, loss=2.4952, top1-acc=34.02%, top5-acc=67.50%, remaining_time=0:00:47.744920, arrival_time=2021-04-15 03:26:29.662941, cost_time=0:00:08.628597 2021-04-15 03:25:44,732 INFO : TRAIN, epoch=0005, iter=00040/00196, fetch data time cost=1.47ms, fps=910 images/s, loss=2.4886, top1-acc=34.39%, top5-acc=67.54%, remaining_time=0:00:44.629104, arrival_time=2021-04-15 03:26:29.361828, cost_time=0:00:11.443379 2021-04-15 03:25:47,553 INFO : TRAIN, epoch=0005, iter=00050/00196, fetch data time cost=1.41ms, fps=908 images/s, loss=2.4707, top1-acc=34.74%, top5-acc=68.07%, remaining_time=0:00:41.649858, arrival_time=2021-04-15 03:26:29.202812, cost_time=0:00:14.263627 2021-04-15 03:25:50,365 INFO : TRAIN, epoch=0005, iter=00060/00196, fetch data time cost=1.32ms, fps=911 images/s, loss=2.4529, top1-acc=35.25%, top5-acc=68.47%, remaining_time=0:00:38.704784, arrival_time=2021-04-15 03:26:29.069804, cost_time=0:00:17.075628 2021-04-15 03:25:53,182 INFO : TRAIN, epoch=0005, iter=00070/00196, fetch data time cost=1.40ms, fps=909 images/s, loss=2.4468, top1-acc=35.36%, top5-acc=68.69%, remaining_time=0:00:35.807940, arrival_time=2021-04-15 03:26:28.990561, cost_time=0:00:19.893282 2021-04-15 03:25:55,997 INFO : TRAIN, epoch=0005, iter=00080/00196, fetch data time cost=1.33ms, fps=910 images/s, loss=2.4350, top1-acc=35.61%, top5-acc=68.88%, remaining_time=0:00:32.926484, arrival_time=2021-04-15 03:26:28.923748, cost_time=0:00:22.707940 2021-04-15 03:25:58,811 INFO : TRAIN, epoch=0005, iter=00090/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=2.4345, top1-acc=35.67%, top5-acc=68.98%, remaining_time=0:00:30.059268, arrival_time=2021-04-15 03:26:28.870618, cost_time=0:00:25.522012 2021-04-15 03:26:01,630 INFO : TRAIN, epoch=0005, iter=00100/00196, fetch data time cost=1.47ms, fps=908 images/s, loss=2.4273, top1-acc=35.84%, top5-acc=69.15%, remaining_time=0:00:27.207840, arrival_time=2021-04-15 03:26:28.838721, cost_time=0:00:28.341517 2021-04-15 03:26:04,445 INFO : TRAIN, epoch=0005, iter=00110/00196, fetch data time cost=1.51ms, fps=910 images/s, loss=2.4256, top1-acc=35.99%, top5-acc=69.20%, remaining_time=0:00:24.358468, arrival_time=2021-04-15 03:26:28.803948, cost_time=0:00:31.156128 2021-04-15 03:26:07,258 INFO : TRAIN, epoch=0005, iter=00120/00196, fetch data time cost=1.37ms, fps=910 images/s, loss=2.4213, top1-acc=36.05%, top5-acc=69.26%, remaining_time=0:00:21.513472, arrival_time=2021-04-15 03:26:28.771473, cost_time=0:00:33.968662 2021-04-15 03:26:10,073 INFO : TRAIN, epoch=0005, iter=00130/00196, fetch data time cost=1.30ms, fps=909 images/s, loss=2.4167, top1-acc=36.23%, top5-acc=69.36%, remaining_time=0:00:18.674832, arrival_time=2021-04-15 03:26:28.747944, cost_time=0:00:36.783785 2021-04-15 03:26:12,896 INFO : TRAIN, epoch=0005, iter=00140/00196, fetch data time cost=1.33ms, fps=907 images/s, loss=2.4084, top1-acc=36.44%, top5-acc=69.51%, remaining_time=0:00:15.842792, arrival_time=2021-04-15 03:26:28.739052, cost_time=0:00:39.606926 2021-04-15 03:26:15,709 INFO : TRAIN, epoch=0005, iter=00150/00196, fetch data time cost=1.33ms, fps=910 images/s, loss=2.3976, top1-acc=36.67%, top5-acc=69.72%, remaining_time=0:00:13.008892, arrival_time=2021-04-15 03:26:28.718553, cost_time=0:00:42.420325 2021-04-15 03:26:18,523 INFO : TRAIN, epoch=0005, iter=00160/00196, fetch data time cost=1.45ms, fps=910 images/s, loss=2.3901, top1-acc=36.74%, top5-acc=69.88%, remaining_time=0:00:10.177704, arrival_time=2021-04-15 03:26:28.701206, cost_time=0:00:45.234167 2021-04-15 03:26:21,336 INFO : TRAIN, epoch=0005, iter=00170/00196, fetch data time cost=1.41ms, fps=910 images/s, loss=2.3811, top1-acc=36.96%, top5-acc=70.11%, remaining_time=0:00:07.348406, arrival_time=2021-04-15 03:26:28.685048, cost_time=0:00:48.047317 2021-04-15 03:26:24,157 INFO : TRAIN, epoch=0005, iter=00180/00196, fetch data time cost=1.38ms, fps=908 images/s, loss=2.3750, top1-acc=37.12%, top5-acc=70.17%, remaining_time=0:00:04.521584, arrival_time=2021-04-15 03:26:28.678803, cost_time=0:00:50.867884 2021-04-15 03:26:26,977 INFO : TRAIN, epoch=0005, iter=00190/00196, fetch data time cost=1.25ms, fps=908 images/s, loss=2.3687, top1-acc=37.32%, top5-acc=70.30%, remaining_time=0:00:01.695414, arrival_time=2021-04-15 03:26:28.672950, cost_time=0:00:53.688142 2021-04-15 03:26:28,497 INFO : TRAIN, epoch=0005, iter=00196/00196, fetch data time cost=1.87ms, fps=895 images/s, loss=2.3641, top1-acc=37.42%, top5-acc=70.38%, remaining_time=0:00:00, arrival_time=2021-04-15 03:26:28.497058, cost_time=0:00:55.207682 2021-04-15 03:26:29,385 INFO : EVAL, epoch=0005, iter=00010/00040, fetch data time cost=1.47ms, fps=2890 images/s, loss=2.6544, top1-acc=31.37%, top5-acc=65.04%, remaining_time=0:00:02.657880, arrival_time=2021-04-15 03:26:32.043795, cost_time=0:00:00.885957 2021-04-15 03:26:30,162 INFO : EVAL, epoch=0005, iter=00020/00040, fetch data time cost=1.29ms, fps=3300 images/s, loss=2.6504, top1-acc=31.50%, top5-acc=64.82%, remaining_time=0:00:01.662040, arrival_time=2021-04-15 03:26:31.824097, cost_time=0:00:01.662046 2021-04-15 03:26:30,942 INFO : EVAL, epoch=0005, iter=00030/00040, fetch data time cost=1.40ms, fps=3284 images/s, loss=2.6367, top1-acc=31.71%, top5-acc=64.62%, remaining_time=0:00:00.814060, arrival_time=2021-04-15 03:26:31.756238, cost_time=0:00:02.442176 2021-04-15 03:26:31,656 INFO : EVAL, epoch=0005, iter=00040/00040, fetch data time cost=0.07ms, fps=3250 images/s, loss=2.6212, top1-acc=32.23%, top5-acc=64.94%, remaining_time=0:00:00, arrival_time=2021-04-15 03:26:31.656586, cost_time=0:00:03.156557 2021-04-15 03:26:32,541 INFO : Epoch=0005 complete, best val top1-acc=32.23%, top5-acc=64.94% (epoch=5), remaining_time=3:12:32.722155, arrival_time=2021-04-15 06:39:05.263386, cost_time=0:04:56.223646 2021-04-15 03:26:32,542 INFO : Train start, epoch=0006, lr=0.099846 2021-04-15 03:26:35,534 INFO : TRAIN, epoch=0006, iter=00010/00196, fetch data time cost=1.49ms, fps=856 images/s, loss=2.1543, top1-acc=41.48%, top5-acc=74.26%, remaining_time=0:00:55.644690, arrival_time=2021-04-15 03:27:31.178967, cost_time=0:00:02.991646 2021-04-15 03:26:38,347 INFO : TRAIN, epoch=0006, iter=00020/00196, fetch data time cost=1.50ms, fps=910 images/s, loss=2.1619, top1-acc=41.31%, top5-acc=74.10%, remaining_time=0:00:51.079952, arrival_time=2021-04-15 03:27:29.427124, cost_time=0:00:05.804544 2021-04-15 03:26:41,162 INFO : TRAIN, epoch=0006, iter=00030/00196, fetch data time cost=1.34ms, fps=910 images/s, loss=2.1571, top1-acc=41.85%, top5-acc=74.37%, remaining_time=0:00:47.693460, arrival_time=2021-04-15 03:27:28.855440, cost_time=0:00:08.619288 2021-04-15 03:26:43,981 INFO : TRAIN, epoch=0006, iter=00040/00196, fetch data time cost=1.31ms, fps=908 images/s, loss=2.1646, top1-acc=41.61%, top5-acc=74.37%, remaining_time=0:00:44.612568, arrival_time=2021-04-15 03:27:28.594324, cost_time=0:00:11.439127 2021-04-15 03:26:46,799 INFO : TRAIN, epoch=0006, iter=00050/00196, fetch data time cost=1.58ms, fps=909 images/s, loss=2.1637, top1-acc=41.58%, top5-acc=74.34%, remaining_time=0:00:41.630148, arrival_time=2021-04-15 03:27:28.429753, cost_time=0:00:14.256914 2021-04-15 03:26:49,614 INFO : TRAIN, epoch=0006, iter=00060/00196, fetch data time cost=1.37ms, fps=910 images/s, loss=2.1579, top1-acc=41.66%, top5-acc=74.60%, remaining_time=0:00:38.695400, arrival_time=2021-04-15 03:27:28.309550, cost_time=0:00:17.071508 2021-04-15 03:26:52,431 INFO : TRAIN, epoch=0006, iter=00070/00196, fetch data time cost=1.64ms, fps=909 images/s, loss=2.1564, top1-acc=41.77%, top5-acc=74.62%, remaining_time=0:00:35.800506, arrival_time=2021-04-15 03:27:28.232288, cost_time=0:00:19.889150 2021-04-15 03:26:55,244 INFO : TRAIN, epoch=0006, iter=00080/00196, fetch data time cost=1.58ms, fps=910 images/s, loss=2.1522, top1-acc=41.82%, top5-acc=74.67%, remaining_time=0:00:32.917204, arrival_time=2021-04-15 03:27:28.161313, cost_time=0:00:22.701489 2021-04-15 03:26:58,059 INFO : TRAIN, epoch=0006, iter=00090/00196, fetch data time cost=1.38ms, fps=909 images/s, loss=2.1492, top1-acc=41.92%, top5-acc=74.66%, remaining_time=0:00:30.053332, arrival_time=2021-04-15 03:27:28.112950, cost_time=0:00:25.516984 2021-04-15 03:27:00,878 INFO : TRAIN, epoch=0006, iter=00100/00196, fetch data time cost=1.52ms, fps=908 images/s, loss=2.1434, top1-acc=41.95%, top5-acc=74.77%, remaining_time=0:00:27.202464, arrival_time=2021-04-15 03:27:28.081098, cost_time=0:00:28.335944 2021-04-15 03:27:03,698 INFO : TRAIN, epoch=0006, iter=00110/00196, fetch data time cost=1.37ms, fps=908 images/s, loss=2.1388, top1-acc=42.16%, top5-acc=74.96%, remaining_time=0:00:24.357780, arrival_time=2021-04-15 03:27:28.055767, cost_time=0:00:31.155311 2021-04-15 03:27:06,512 INFO : TRAIN, epoch=0006, iter=00120/00196, fetch data time cost=1.44ms, fps=910 images/s, loss=2.1357, top1-acc=42.21%, top5-acc=75.01%, remaining_time=0:00:21.514004, arrival_time=2021-04-15 03:27:28.026067, cost_time=0:00:33.969426 2021-04-15 03:27:09,319 INFO : TRAIN, epoch=0006, iter=00130/00196, fetch data time cost=1.63ms, fps=912 images/s, loss=2.1310, top1-acc=42.30%, top5-acc=75.13%, remaining_time=0:00:18.671136, arrival_time=2021-04-15 03:27:27.990196, cost_time=0:00:36.776430 2021-04-15 03:27:12,131 INFO : TRAIN, epoch=0006, iter=00140/00196, fetch data time cost=1.39ms, fps=911 images/s, loss=2.1257, top1-acc=42.46%, top5-acc=75.22%, remaining_time=0:00:15.835344, arrival_time=2021-04-15 03:27:27.966361, cost_time=0:00:39.588384 2021-04-15 03:27:14,941 INFO : TRAIN, epoch=0006, iter=00150/00196, fetch data time cost=1.56ms, fps=911 images/s, loss=2.1175, top1-acc=42.63%, top5-acc=75.36%, remaining_time=0:00:13.002176, arrival_time=2021-04-15 03:27:27.943167, cost_time=0:00:42.398358 2021-04-15 03:27:17,755 INFO : TRAIN, epoch=0006, iter=00160/00196, fetch data time cost=1.38ms, fps=910 images/s, loss=2.1166, top1-acc=42.64%, top5-acc=75.36%, remaining_time=0:00:10.172916, arrival_time=2021-04-15 03:27:27.928466, cost_time=0:00:45.212918 2021-04-15 03:27:20,569 INFO : TRAIN, epoch=0006, iter=00170/00196, fetch data time cost=1.50ms, fps=910 images/s, loss=2.1110, top1-acc=42.81%, top5-acc=75.47%, remaining_time=0:00:07.345338, arrival_time=2021-04-15 03:27:27.915179, cost_time=0:00:48.027212 2021-04-15 03:27:23,376 INFO : TRAIN, epoch=0006, iter=00180/00196, fetch data time cost=1.37ms, fps=912 images/s, loss=2.1036, top1-acc=42.98%, top5-acc=75.60%, remaining_time=0:00:04.518544, arrival_time=2021-04-15 03:27:27.894863, cost_time=0:00:50.833705 2021-04-15 03:27:26,182 INFO : TRAIN, epoch=0006, iter=00190/00196, fetch data time cost=1.18ms, fps=912 images/s, loss=2.1008, top1-acc=42.99%, top5-acc=75.66%, remaining_time=0:00:01.693878, arrival_time=2021-04-15 03:27:27.876115, cost_time=0:00:53.639561 2021-04-15 03:27:27,690 INFO : TRAIN, epoch=0006, iter=00196/00196, fetch data time cost=1.23ms, fps=902 images/s, loss=2.1001, top1-acc=43.00%, top5-acc=75.68%, remaining_time=0:00:00, arrival_time=2021-04-15 03:27:27.690766, cost_time=0:00:55.148098 2021-04-15 03:27:28,594 INFO : EVAL, epoch=0006, iter=00010/00040, fetch data time cost=1.13ms, fps=2837 images/s, loss=2.1741, top1-acc=41.76%, top5-acc=74.30%, remaining_time=0:00:02.706720, arrival_time=2021-04-15 03:27:31.301446, cost_time=0:00:00.902237 2021-04-15 03:27:29,372 INFO : EVAL, epoch=0006, iter=00020/00040, fetch data time cost=1.53ms, fps=3294 images/s, loss=2.1626, top1-acc=41.91%, top5-acc=74.71%, remaining_time=0:00:01.679800, arrival_time=2021-04-15 03:27:31.052093, cost_time=0:00:01.679806 2021-04-15 03:27:30,148 INFO : EVAL, epoch=0006, iter=00030/00040, fetch data time cost=1.36ms, fps=3302 images/s, loss=2.1699, top1-acc=41.82%, top5-acc=74.40%, remaining_time=0:00:00.818490, arrival_time=2021-04-15 03:27:30.966461, cost_time=0:00:02.455477 2021-04-15 03:27:30,860 INFO : EVAL, epoch=0006, iter=00040/00040, fetch data time cost=0.06ms, fps=3258 images/s, loss=2.1692, top1-acc=41.93%, top5-acc=74.78%, remaining_time=0:00:00, arrival_time=2021-04-15 03:27:30.860346, cost_time=0:00:03.167876 2021-04-15 03:27:31,763 INFO : Epoch=0006 complete, best val top1-acc=41.93%, top5-acc=74.78% (epoch=6), remaining_time=3:11:32.734212, arrival_time=2021-04-15 06:39:04.497176, cost_time=0:05:55.445387 2021-04-15 03:27:31,764 INFO : Train start, epoch=0007, lr=0.099778 2021-04-15 03:27:34,745 INFO : TRAIN, epoch=0007, iter=00010/00196, fetch data time cost=1.40ms, fps=859 images/s, loss=1.9645, top1-acc=45.31%, top5-acc=78.87%, remaining_time=0:00:55.438602, arrival_time=2021-04-15 03:28:30.183611, cost_time=0:00:02.980574 2021-04-15 03:27:37,571 INFO : TRAIN, epoch=0007, iter=00020/00196, fetch data time cost=1.38ms, fps=906 images/s, loss=1.9219, top1-acc=46.74%, top5-acc=79.94%, remaining_time=0:00:51.106176, arrival_time=2021-04-15 03:28:28.678011, cost_time=0:00:05.807513 2021-04-15 03:27:40,387 INFO : TRAIN, epoch=0007, iter=00030/00196, fetch data time cost=1.34ms, fps=910 images/s, loss=1.9115, top1-acc=47.41%, top5-acc=80.00%, remaining_time=0:00:47.712052, arrival_time=2021-04-15 03:28:28.099079, cost_time=0:00:08.622653 2021-04-15 03:27:43,199 INFO : TRAIN, epoch=0007, iter=00040/00196, fetch data time cost=1.45ms, fps=911 images/s, loss=1.9052, top1-acc=47.63%, top5-acc=79.94%, remaining_time=0:00:44.595564, arrival_time=2021-04-15 03:28:27.794613, cost_time=0:00:11.434765 2021-04-15 03:27:46,013 INFO : TRAIN, epoch=0007, iter=00050/00196, fetch data time cost=1.48ms, fps=910 images/s, loss=1.9030, top1-acc=47.46%, top5-acc=79.89%, remaining_time=0:00:41.608394, arrival_time=2021-04-15 03:28:27.622212, cost_time=0:00:14.249449 2021-04-15 03:27:48,830 INFO : TRAIN, epoch=0007, iter=00060/00196, fetch data time cost=1.55ms, fps=909 images/s, loss=1.8956, top1-acc=47.66%, top5-acc=79.82%, remaining_time=0:00:38.683568, arrival_time=2021-04-15 03:28:27.514151, cost_time=0:00:17.066283 2021-04-15 03:27:51,648 INFO : TRAIN, epoch=0007, iter=00070/00196, fetch data time cost=1.39ms, fps=909 images/s, loss=1.9023, top1-acc=47.47%, top5-acc=79.64%, remaining_time=0:00:35.791686, arrival_time=2021-04-15 03:28:27.440263, cost_time=0:00:19.884266 2021-04-15 03:27:54,458 INFO : TRAIN, epoch=0007, iter=00080/00196, fetch data time cost=1.55ms, fps=911 images/s, loss=1.9024, top1-acc=47.51%, top5-acc=79.64%, remaining_time=0:00:32.906648, arrival_time=2021-04-15 03:28:27.365189, cost_time=0:00:22.694253 2021-04-15 03:27:57,269 INFO : TRAIN, epoch=0007, iter=00090/00196, fetch data time cost=1.45ms, fps=911 images/s, loss=1.9032, top1-acc=47.47%, top5-acc=79.71%, remaining_time=0:00:30.039234, arrival_time=2021-04-15 03:28:27.308513, cost_time=0:00:25.504985 2021-04-15 03:28:00,088 INFO : TRAIN, epoch=0007, iter=00100/00196, fetch data time cost=1.52ms, fps=908 images/s, loss=1.8986, top1-acc=47.62%, top5-acc=79.74%, remaining_time=0:00:27.190944, arrival_time=2021-04-15 03:28:27.279245, cost_time=0:00:28.323866 2021-04-15 03:28:02,906 INFO : TRAIN, epoch=0007, iter=00110/00196, fetch data time cost=1.53ms, fps=908 images/s, loss=1.9023, top1-acc=47.58%, top5-acc=79.70%, remaining_time=0:00:24.347804, arrival_time=2021-04-15 03:28:27.254622, cost_time=0:00:31.142497 2021-04-15 03:28:05,718 INFO : TRAIN, epoch=0007, iter=00120/00196, fetch data time cost=1.40ms, fps=911 images/s, loss=1.8994, top1-acc=47.67%, top5-acc=79.70%, remaining_time=0:00:21.504352, arrival_time=2021-04-15 03:28:27.222873, cost_time=0:00:33.954217 2021-04-15 03:28:08,533 INFO : TRAIN, epoch=0007, iter=00130/00196, fetch data time cost=1.54ms, fps=910 images/s, loss=1.8951, top1-acc=47.79%, top5-acc=79.71%, remaining_time=0:00:18.667440, arrival_time=2021-04-15 03:28:27.200957, cost_time=0:00:36.769219 2021-04-15 03:28:11,346 INFO : TRAIN, epoch=0007, iter=00140/00196, fetch data time cost=1.41ms, fps=910 images/s, loss=1.8926, top1-acc=47.73%, top5-acc=79.75%, remaining_time=0:00:15.832936, arrival_time=2021-04-15 03:28:27.179562, cost_time=0:00:39.582322 2021-04-15 03:28:14,158 INFO : TRAIN, epoch=0007, iter=00150/00196, fetch data time cost=1.59ms, fps=911 images/s, loss=1.8883, top1-acc=47.82%, top5-acc=79.90%, remaining_time=0:00:13.000796, arrival_time=2021-04-15 03:28:27.159033, cost_time=0:00:42.393937 2021-04-15 03:28:16,971 INFO : TRAIN, epoch=0007, iter=00160/00196, fetch data time cost=1.43ms, fps=910 images/s, loss=1.8840, top1-acc=47.95%, top5-acc=79.95%, remaining_time=0:00:10.171620, arrival_time=2021-04-15 03:28:27.143188, cost_time=0:00:45.207268 2021-04-15 03:28:19,787 INFO : TRAIN, epoch=0007, iter=00170/00196, fetch data time cost=1.39ms, fps=909 images/s, loss=1.8835, top1-acc=48.00%, top5-acc=79.98%, remaining_time=0:00:07.344740, arrival_time=2021-04-15 03:28:27.132271, cost_time=0:00:48.023236 2021-04-15 03:28:22,594 INFO : TRAIN, epoch=0007, iter=00180/00196, fetch data time cost=1.51ms, fps=912 images/s, loss=1.8823, top1-acc=48.01%, top5-acc=79.99%, remaining_time=0:00:04.518208, arrival_time=2021-04-15 03:28:27.112405, cost_time=0:00:50.829902 2021-04-15 03:28:25,409 INFO : TRAIN, epoch=0007, iter=00190/00196, fetch data time cost=1.23ms, fps=909 images/s, loss=1.8792, top1-acc=48.10%, top5-acc=80.02%, remaining_time=0:00:01.694064, arrival_time=2021-04-15 03:28:27.103686, cost_time=0:00:53.645279 2021-04-15 03:28:26,924 INFO : TRAIN, epoch=0007, iter=00196/00196, fetch data time cost=1.39ms, fps=898 images/s, loss=1.8774, top1-acc=48.13%, top5-acc=80.07%, remaining_time=0:00:00, arrival_time=2021-04-15 03:28:26.923984, cost_time=0:00:55.159688 2021-04-15 03:28:27,809 INFO : EVAL, epoch=0007, iter=00010/00040, fetch data time cost=1.43ms, fps=2896 images/s, loss=2.1536, top1-acc=41.29%, top5-acc=75.31%, remaining_time=0:00:02.651880, arrival_time=2021-04-15 03:28:30.461556, cost_time=0:00:00.883955 2021-04-15 03:28:28,584 INFO : EVAL, epoch=0007, iter=00020/00040, fetch data time cost=1.24ms, fps=3305 images/s, loss=2.1071, top1-acc=43.22%, top5-acc=75.88%, remaining_time=0:00:01.659060, arrival_time=2021-04-15 03:28:30.243826, cost_time=0:00:01.659061 2021-04-15 03:28:29,358 INFO : EVAL, epoch=0007, iter=00030/00040, fetch data time cost=1.28ms, fps=3311 images/s, loss=2.1095, top1-acc=43.16%, top5-acc=75.57%, remaining_time=0:00:00.810880, arrival_time=2021-04-15 03:28:30.169223, cost_time=0:00:02.432632 2021-04-15 03:28:30,068 INFO : EVAL, epoch=0007, iter=00040/00040, fetch data time cost=0.07ms, fps=3268 images/s, loss=2.1159, top1-acc=43.03%, top5-acc=75.58%, remaining_time=0:00:00, arrival_time=2021-04-15 03:28:30.068515, cost_time=0:00:03.142813 2021-04-15 03:28:30,971 INFO : Epoch=0007 complete, best val top1-acc=43.03%, top5-acc=75.58% (epoch=7), remaining_time=3:10:32.606093, arrival_time=2021-04-15 06:39:03.577783, cost_time=0:06:54.654108 2021-04-15 03:28:30,972 INFO : Train start, epoch=0008, lr=0.099698 2021-04-15 03:28:33,943 INFO : TRAIN, epoch=0008, iter=00010/00196, fetch data time cost=1.61ms, fps=862 images/s, loss=1.7573, top1-acc=52.19%, top5-acc=81.64%, remaining_time=0:00:55.242930, arrival_time=2021-04-15 03:29:29.186146, cost_time=0:00:02.970047 2021-04-15 03:28:36,788 INFO : TRAIN, epoch=0008, iter=00020/00196, fetch data time cost=1.42ms, fps=900 images/s, loss=1.7555, top1-acc=51.70%, top5-acc=81.93%, remaining_time=0:00:51.172704, arrival_time=2021-04-15 03:29:27.960882, cost_time=0:00:05.815076 2021-04-15 03:28:39,605 INFO : TRAIN, epoch=0008, iter=00030/00196, fetch data time cost=1.90ms, fps=909 images/s, loss=1.7606, top1-acc=51.52%, top5-acc=81.84%, remaining_time=0:00:47.764674, arrival_time=2021-04-15 03:29:27.370044, cost_time=0:00:08.632177 2021-04-15 03:28:42,429 INFO : TRAIN, epoch=0008, iter=00040/00196, fetch data time cost=1.55ms, fps=907 images/s, loss=1.7396, top1-acc=51.68%, top5-acc=82.54%, remaining_time=0:00:44.679336, arrival_time=2021-04-15 03:29:27.108684, cost_time=0:00:11.456229 2021-04-15 03:28:45,250 INFO : TRAIN, epoch=0008, iter=00050/00196, fetch data time cost=2.23ms, fps=908 images/s, loss=1.7339, top1-acc=51.87%, top5-acc=82.57%, remaining_time=0:00:41.689278, arrival_time=2021-04-15 03:29:26.939586, cost_time=0:00:14.277132 2021-04-15 03:28:48,069 INFO : TRAIN, epoch=0008, iter=00060/00196, fetch data time cost=1.43ms, fps=908 images/s, loss=1.7312, top1-acc=51.87%, top5-acc=82.74%, remaining_time=0:00:38.752792, arrival_time=2021-04-15 03:29:26.822734, cost_time=0:00:17.096842 2021-04-15 03:28:50,884 INFO : TRAIN, epoch=0008, iter=00070/00196, fetch data time cost=1.52ms, fps=910 images/s, loss=1.7281, top1-acc=52.05%, top5-acc=82.67%, remaining_time=0:00:35.840952, arrival_time=2021-04-15 03:29:26.725765, cost_time=0:00:19.911650 2021-04-15 03:28:53,701 INFO : TRAIN, epoch=0008, iter=00080/00196, fetch data time cost=1.45ms, fps=909 images/s, loss=1.7178, top1-acc=52.39%, top5-acc=82.85%, remaining_time=0:00:32.956064, arrival_time=2021-04-15 03:29:26.657518, cost_time=0:00:22.728291 2021-04-15 03:28:56,522 INFO : TRAIN, epoch=0008, iter=00090/00196, fetch data time cost=1.41ms, fps=908 images/s, loss=1.7202, top1-acc=52.45%, top5-acc=82.79%, remaining_time=0:00:30.091916, arrival_time=2021-04-15 03:29:26.614796, cost_time=0:00:25.549780 2021-04-15 03:28:59,335 INFO : TRAIN, epoch=0008, iter=00100/00196, fetch data time cost=1.41ms, fps=910 images/s, loss=1.7243, top1-acc=52.26%, top5-acc=82.74%, remaining_time=0:00:27.228000, arrival_time=2021-04-15 03:29:26.563597, cost_time=0:00:28.362508 2021-04-15 03:29:02,149 INFO : TRAIN, epoch=0008, iter=00110/00196, fetch data time cost=1.92ms, fps=910 images/s, loss=1.7239, top1-acc=52.23%, top5-acc=82.81%, remaining_time=0:00:24.374120, arrival_time=2021-04-15 03:29:26.523521, cost_time=0:00:31.176253 2021-04-15 03:29:04,965 INFO : TRAIN, epoch=0008, iter=00120/00196, fetch data time cost=1.92ms, fps=909 images/s, loss=1.7245, top1-acc=52.21%, top5-acc=82.76%, remaining_time=0:00:21.528292, arrival_time=2021-04-15 03:29:26.493452, cost_time=0:00:33.992028 2021-04-15 03:29:07,782 INFO : TRAIN, epoch=0008, iter=00130/00196, fetch data time cost=1.36ms, fps=909 images/s, loss=1.7252, top1-acc=52.15%, top5-acc=82.75%, remaining_time=0:00:18.687900, arrival_time=2021-04-15 03:29:26.470517, cost_time=0:00:36.809509 2021-04-15 03:29:10,594 INFO : TRAIN, epoch=0008, iter=00140/00196, fetch data time cost=1.67ms, fps=911 images/s, loss=1.7271, top1-acc=52.05%, top5-acc=82.76%, remaining_time=0:00:15.848560, arrival_time=2021-04-15 03:29:26.443027, cost_time=0:00:39.621369 2021-04-15 03:29:13,415 INFO : TRAIN, epoch=0008, iter=00150/00196, fetch data time cost=1.48ms, fps=908 images/s, loss=1.7256, top1-acc=52.00%, top5-acc=82.84%, remaining_time=0:00:13.015700, arrival_time=2021-04-15 03:29:26.431334, cost_time=0:00:42.442533 2021-04-15 03:29:16,235 INFO : TRAIN, epoch=0008, iter=00160/00196, fetch data time cost=1.47ms, fps=908 images/s, loss=1.7241, top1-acc=52.04%, top5-acc=82.83%, remaining_time=0:00:10.184076, arrival_time=2021-04-15 03:29:26.419795, cost_time=0:00:45.262614 2021-04-15 03:29:19,053 INFO : TRAIN, epoch=0008, iter=00170/00196, fetch data time cost=1.33ms, fps=909 images/s, loss=1.7235, top1-acc=52.02%, top5-acc=82.85%, remaining_time=0:00:07.353476, arrival_time=2021-04-15 03:29:26.407033, cost_time=0:00:48.080456 2021-04-15 03:29:21,872 INFO : TRAIN, epoch=0008, iter=00180/00196, fetch data time cost=1.59ms, fps=908 images/s, loss=1.7225, top1-acc=52.03%, top5-acc=82.89%, remaining_time=0:00:04.524368, arrival_time=2021-04-15 03:29:26.396640, cost_time=0:00:50.899132 2021-04-15 03:29:24,693 INFO : TRAIN, epoch=0008, iter=00190/00196, fetch data time cost=1.21ms, fps=908 images/s, loss=1.7213, top1-acc=52.06%, top5-acc=82.88%, remaining_time=0:00:01.696434, arrival_time=2021-04-15 03:29:26.389866, cost_time=0:00:53.720334 2021-04-15 03:29:26,207 INFO : TRAIN, epoch=0008, iter=00196/00196, fetch data time cost=1.42ms, fps=898 images/s, loss=1.7191, top1-acc=52.09%, top5-acc=82.96%, remaining_time=0:00:00, arrival_time=2021-04-15 03:29:26.207758, cost_time=0:00:55.234674 2021-04-15 03:29:27,092 INFO : EVAL, epoch=0008, iter=00010/00040, fetch data time cost=1.31ms, fps=2897 images/s, loss=2.0993, top1-acc=43.83%, top5-acc=77.11%, remaining_time=0:00:02.650800, arrival_time=2021-04-15 03:29:29.743737, cost_time=0:00:00.883596 2021-04-15 03:29:27,870 INFO : EVAL, epoch=0008, iter=00020/00040, fetch data time cost=1.31ms, fps=3295 images/s, loss=2.0801, top1-acc=44.36%, top5-acc=77.21%, remaining_time=0:00:01.660940, arrival_time=2021-04-15 03:29:29.531301, cost_time=0:00:01.660949 2021-04-15 03:29:28,645 INFO : EVAL, epoch=0008, iter=00030/00040, fetch data time cost=1.31ms, fps=3307 images/s, loss=2.0806, top1-acc=44.30%, top5-acc=76.72%, remaining_time=0:00:00.811870, arrival_time=2021-04-15 03:29:29.456830, cost_time=0:00:02.435621 2021-04-15 03:29:29,353 INFO : EVAL, epoch=0008, iter=00040/00040, fetch data time cost=0.06ms, fps=3277 images/s, loss=2.0816, top1-acc=44.05%, top5-acc=76.67%, remaining_time=0:00:00, arrival_time=2021-04-15 03:29:29.353211, cost_time=0:00:03.143892 2021-04-15 03:29:30,242 INFO : Epoch=0008 complete, best val top1-acc=44.05%, top5-acc=76.67% (epoch=8), remaining_time=3:09:34.186368, arrival_time=2021-04-15 06:39:04.428388, cost_time=0:07:53.924431 2021-04-15 03:29:30,243 INFO : Train start, epoch=0009, lr=0.099606 2021-04-15 03:29:33,244 INFO : TRAIN, epoch=0009, iter=00010/00196, fetch data time cost=1.44ms, fps=853 images/s, loss=1.6694, top1-acc=53.98%, top5-acc=83.63%, remaining_time=0:00:55.824366, arrival_time=2021-04-15 03:30:29.069046, cost_time=0:00:03.001306 2021-04-15 03:29:36,060 INFO : TRAIN, epoch=0009, iter=00020/00196, fetch data time cost=1.49ms, fps=909 images/s, loss=1.6409, top1-acc=54.08%, top5-acc=84.08%, remaining_time=0:00:51.194176, arrival_time=2021-04-15 03:30:27.255080, cost_time=0:00:05.817526 2021-04-15 03:29:38,874 INFO : TRAIN, epoch=0009, iter=00030/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=1.6142, top1-acc=54.09%, top5-acc=84.67%, remaining_time=0:00:47.760524, arrival_time=2021-04-15 03:30:26.635315, cost_time=0:00:08.631411 2021-04-15 03:29:41,678 INFO : TRAIN, epoch=0009, iter=00040/00196, fetch data time cost=1.32ms, fps=913 images/s, loss=1.6253, top1-acc=54.03%, top5-acc=84.58%, remaining_time=0:00:44.596032, arrival_time=2021-04-15 03:30:26.274292, cost_time=0:00:11.434894 2021-04-15 03:29:44,487 INFO : TRAIN, epoch=0009, iter=00050/00196, fetch data time cost=1.42ms, fps=911 images/s, loss=1.6225, top1-acc=53.97%, top5-acc=84.77%, remaining_time=0:00:41.592042, arrival_time=2021-04-15 03:30:26.079267, cost_time=0:00:14.243848 2021-04-15 03:29:47,299 INFO : TRAIN, epoch=0009, iter=00060/00196, fetch data time cost=1.40ms, fps=911 images/s, loss=1.6265, top1-acc=54.05%, top5-acc=84.69%, remaining_time=0:00:38.659360, arrival_time=2021-04-15 03:30:25.958354, cost_time=0:00:17.055619 2021-04-15 03:29:50,112 INFO : TRAIN, epoch=0009, iter=00070/00196, fetch data time cost=1.34ms, fps=910 images/s, loss=1.6172, top1-acc=54.46%, top5-acc=84.70%, remaining_time=0:00:35.764218, arrival_time=2021-04-15 03:30:25.876602, cost_time=0:00:19.869002 2021-04-15 03:29:52,931 INFO : TRAIN, epoch=0009, iter=00080/00196, fetch data time cost=1.58ms, fps=908 images/s, loss=1.6120, top1-acc=54.55%, top5-acc=84.83%, remaining_time=0:00:32.897484, arrival_time=2021-04-15 03:30:25.828748, cost_time=0:00:22.687886 2021-04-15 03:29:55,747 INFO : TRAIN, epoch=0009, iter=00090/00196, fetch data time cost=1.37ms, fps=909 images/s, loss=1.6137, top1-acc=54.42%, top5-acc=84.85%, remaining_time=0:00:30.038492, arrival_time=2021-04-15 03:30:25.786254, cost_time=0:00:25.504396 2021-04-15 03:29:58,556 INFO : TRAIN, epoch=0009, iter=00100/00196, fetch data time cost=1.61ms, fps=911 images/s, loss=1.6180, top1-acc=54.39%, top5-acc=84.73%, remaining_time=0:00:27.180864, arrival_time=2021-04-15 03:30:25.737678, cost_time=0:00:28.313437 2021-04-15 03:30:01,375 INFO : TRAIN, epoch=0009, iter=00110/00196, fetch data time cost=1.47ms, fps=908 images/s, loss=1.6148, top1-acc=54.52%, top5-acc=84.79%, remaining_time=0:00:24.339462, arrival_time=2021-04-15 03:30:25.714732, cost_time=0:00:31.131892 2021-04-15 03:30:04,195 INFO : TRAIN, epoch=0009, iter=00120/00196, fetch data time cost=1.45ms, fps=908 images/s, loss=1.6103, top1-acc=54.72%, top5-acc=84.82%, remaining_time=0:00:21.502680, arrival_time=2021-04-15 03:30:25.697637, cost_time=0:00:33.951583 2021-04-15 03:30:07,014 INFO : TRAIN, epoch=0009, iter=00130/00196, fetch data time cost=1.37ms, fps=908 images/s, loss=1.6132, top1-acc=54.65%, top5-acc=84.68%, remaining_time=0:00:18.668430, arrival_time=2021-04-15 03:30:25.683003, cost_time=0:00:36.771199 2021-04-15 03:30:09,826 INFO : TRAIN, epoch=0009, iter=00140/00196, fetch data time cost=1.45ms, fps=911 images/s, loss=1.6114, top1-acc=54.68%, top5-acc=84.72%, remaining_time=0:00:15.833048, arrival_time=2021-04-15 03:30:25.659084, cost_time=0:00:39.582592 2021-04-15 03:30:12,646 INFO : TRAIN, epoch=0009, iter=00150/00196, fetch data time cost=1.53ms, fps=908 images/s, loss=1.6127, top1-acc=54.66%, top5-acc=84.68%, remaining_time=0:00:13.003602, arrival_time=2021-04-15 03:30:25.650094, cost_time=0:00:42.403117 2021-04-15 03:30:15,461 INFO : TRAIN, epoch=0009, iter=00160/00196, fetch data time cost=1.53ms, fps=909 images/s, loss=1.6116, top1-acc=54.64%, top5-acc=84.72%, remaining_time=0:00:10.174140, arrival_time=2021-04-15 03:30:25.635923, cost_time=0:00:45.218398 2021-04-15 03:30:18,275 INFO : TRAIN, epoch=0009, iter=00170/00196, fetch data time cost=1.41ms, fps=910 images/s, loss=1.6127, top1-acc=54.61%, top5-acc=84.73%, remaining_time=0:00:07.346092, arrival_time=2021-04-15 03:30:25.621593, cost_time=0:00:48.032124 2021-04-15 03:30:21,087 INFO : TRAIN, epoch=0009, iter=00180/00196, fetch data time cost=1.42ms, fps=911 images/s, loss=1.6101, top1-acc=54.68%, top5-acc=84.79%, remaining_time=0:00:04.519440, arrival_time=2021-04-15 03:30:25.606546, cost_time=0:00:50.843732 2021-04-15 03:30:23,906 INFO : TRAIN, epoch=0009, iter=00190/00196, fetch data time cost=1.28ms, fps=908 images/s, loss=1.6062, top1-acc=54.79%, top5-acc=84.85%, remaining_time=0:00:01.694622, arrival_time=2021-04-15 03:30:25.601005, cost_time=0:00:53.663009 2021-04-15 03:30:25,420 INFO : TRAIN, epoch=0009, iter=00196/00196, fetch data time cost=1.28ms, fps=899 images/s, loss=1.6041, top1-acc=54.86%, top5-acc=84.90%, remaining_time=0:00:00, arrival_time=2021-04-15 03:30:25.420533, cost_time=0:00:55.177158 2021-04-15 03:30:26,316 INFO : EVAL, epoch=0009, iter=00010/00040, fetch data time cost=1.31ms, fps=2862 images/s, loss=1.9010, top1-acc=47.85%, top5-acc=79.34%, remaining_time=0:00:02.683470, arrival_time=2021-04-15 03:30:29.000112, cost_time=0:00:00.894492 2021-04-15 03:30:27,091 INFO : EVAL, epoch=0009, iter=00020/00040, fetch data time cost=1.33ms, fps=3304 images/s, loss=1.9031, top1-acc=47.73%, top5-acc=79.37%, remaining_time=0:00:01.669640, arrival_time=2021-04-15 03:30:28.761436, cost_time=0:00:01.669644 2021-04-15 03:30:27,867 INFO : EVAL, epoch=0009, iter=00030/00040, fetch data time cost=1.25ms, fps=3301 images/s, loss=1.8748, top1-acc=48.45%, top5-acc=79.92%, remaining_time=0:00:00.815190, arrival_time=2021-04-15 03:30:28.682910, cost_time=0:00:02.445566 2021-04-15 03:30:28,577 INFO : EVAL, epoch=0009, iter=00040/00040, fetch data time cost=0.06ms, fps=3272 images/s, loss=1.8689, top1-acc=48.66%, top5-acc=80.09%, remaining_time=0:00:00, arrival_time=2021-04-15 03:30:28.577071, cost_time=0:00:03.154939 2021-04-15 03:30:29,562 INFO : Epoch=0009 complete, best val top1-acc=48.66%, top5-acc=80.09% (epoch=9), remaining_time=3:08:36.651062, arrival_time=2021-04-15 06:39:06.213978, cost_time=0:08:53.245338 2021-04-15 03:30:29,564 INFO : Train start, epoch=0010, lr=0.099501 2021-04-15 03:30:32,560 INFO : TRAIN, epoch=0010, iter=00010/00196, fetch data time cost=1.39ms, fps=854 images/s, loss=1.5793, top1-acc=54.41%, top5-acc=84.96%, remaining_time=0:00:55.736202, arrival_time=2021-04-15 03:31:28.296958, cost_time=0:00:02.996568 2021-04-15 03:30:35,369 INFO : TRAIN, epoch=0010, iter=00020/00196, fetch data time cost=1.51ms, fps=912 images/s, loss=1.5258, top1-acc=56.54%, top5-acc=86.05%, remaining_time=0:00:51.084880, arrival_time=2021-04-15 03:31:26.454164, cost_time=0:00:05.805095 2021-04-15 03:30:38,184 INFO : TRAIN, epoch=0010, iter=00030/00196, fetch data time cost=1.51ms, fps=909 images/s, loss=1.5126, top1-acc=57.23%, top5-acc=86.22%, remaining_time=0:00:47.699602, arrival_time=2021-04-15 03:31:25.884196, cost_time=0:00:08.620400 2021-04-15 03:30:41,004 INFO : TRAIN, epoch=0010, iter=00040/00196, fetch data time cost=1.54ms, fps=908 images/s, loss=1.4981, top1-acc=57.45%, top5-acc=86.36%, remaining_time=0:00:44.616936, arrival_time=2021-04-15 03:31:25.621383, cost_time=0:00:11.440250 2021-04-15 03:30:43,822 INFO : TRAIN, epoch=0010, iter=00050/00196, fetch data time cost=1.44ms, fps=909 images/s, loss=1.4996, top1-acc=57.37%, top5-acc=86.37%, remaining_time=0:00:41.634090, arrival_time=2021-04-15 03:31:25.456590, cost_time=0:00:14.258248 2021-04-15 03:30:46,636 INFO : TRAIN, epoch=0010, iter=00060/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=1.5033, top1-acc=57.46%, top5-acc=86.30%, remaining_time=0:00:38.696760, arrival_time=2021-04-15 03:31:25.333073, cost_time=0:00:17.072129 2021-04-15 03:30:49,448 INFO : TRAIN, epoch=0010, iter=00070/00196, fetch data time cost=1.53ms, fps=911 images/s, loss=1.5089, top1-acc=57.40%, top5-acc=86.26%, remaining_time=0:00:35.791182, arrival_time=2021-04-15 03:31:25.239373, cost_time=0:00:19.883979 2021-04-15 03:30:52,260 INFO : TRAIN, epoch=0010, iter=00080/00196, fetch data time cost=1.43ms, fps=910 images/s, loss=1.5063, top1-acc=57.33%, top5-acc=86.28%, remaining_time=0:00:32.909432, arrival_time=2021-04-15 03:31:25.169781, cost_time=0:00:22.696153 2021-04-15 03:30:55,077 INFO : TRAIN, epoch=0010, iter=00090/00196, fetch data time cost=1.38ms, fps=909 images/s, loss=1.5082, top1-acc=57.19%, top5-acc=86.26%, remaining_time=0:00:30.049304, arrival_time=2021-04-15 03:31:25.127077, cost_time=0:00:25.513566 2021-04-15 03:30:57,887 INFO : TRAIN, epoch=0010, iter=00100/00196, fetch data time cost=1.34ms, fps=911 images/s, loss=1.5028, top1-acc=57.34%, top5-acc=86.31%, remaining_time=0:00:27.190752, arrival_time=2021-04-15 03:31:25.078621, cost_time=0:00:28.323680 2021-04-15 03:31:00,702 INFO : TRAIN, epoch=0010, iter=00110/00196, fetch data time cost=1.62ms, fps=910 images/s, loss=1.5105, top1-acc=57.12%, top5-acc=86.15%, remaining_time=0:00:24.344794, arrival_time=2021-04-15 03:31:25.047656, cost_time=0:00:31.138674 2021-04-15 03:31:03,520 INFO : TRAIN, epoch=0010, iter=00120/00196, fetch data time cost=1.41ms, fps=909 images/s, loss=1.5104, top1-acc=57.17%, top5-acc=86.15%, remaining_time=0:00:21.505872, arrival_time=2021-04-15 03:31:25.026753, cost_time=0:00:33.956682 2021-04-15 03:31:06,332 INFO : TRAIN, epoch=0010, iter=00130/00196, fetch data time cost=1.41ms, fps=911 images/s, loss=1.5104, top1-acc=57.18%, top5-acc=86.09%, remaining_time=0:00:18.666846, arrival_time=2021-04-15 03:31:24.999066, cost_time=0:00:36.768025 2021-04-15 03:31:09,140 INFO : TRAIN, epoch=0010, iter=00140/00196, fetch data time cost=1.42ms, fps=912 images/s, loss=1.5074, top1-acc=57.25%, top5-acc=86.14%, remaining_time=0:00:15.830584, arrival_time=2021-04-15 03:31:24.971175, cost_time=0:00:39.576391 2021-04-15 03:31:11,951 INFO : TRAIN, epoch=0010, iter=00150/00196, fetch data time cost=1.38ms, fps=911 images/s, loss=1.5065, top1-acc=57.27%, top5-acc=86.16%, remaining_time=0:00:12.998726, arrival_time=2021-04-15 03:31:24.950040, cost_time=0:00:42.387142 2021-04-15 03:31:14,774 INFO : TRAIN, epoch=0010, iter=00160/00196, fetch data time cost=1.42ms, fps=907 images/s, loss=1.5067, top1-acc=57.27%, top5-acc=86.17%, remaining_time=0:00:10.172412, arrival_time=2021-04-15 03:31:24.947337, cost_time=0:00:45.210728 2021-04-15 03:31:17,591 INFO : TRAIN, epoch=0010, iter=00170/00196, fetch data time cost=1.70ms, fps=909 images/s, loss=1.5091, top1-acc=57.26%, top5-acc=86.17%, remaining_time=0:00:07.345338, arrival_time=2021-04-15 03:31:24.936661, cost_time=0:00:48.027134 2021-04-15 03:31:20,407 INFO : TRAIN, epoch=0010, iter=00180/00196, fetch data time cost=1.46ms, fps=909 images/s, loss=1.5052, top1-acc=57.38%, top5-acc=86.21%, remaining_time=0:00:04.519376, arrival_time=2021-04-15 03:31:24.926600, cost_time=0:00:50.843031 2021-04-15 03:31:23,223 INFO : TRAIN, epoch=0010, iter=00190/00196, fetch data time cost=1.45ms, fps=909 images/s, loss=1.5071, top1-acc=57.37%, top5-acc=86.11%, remaining_time=0:00:01.694490, arrival_time=2021-04-15 03:31:24.917533, cost_time=0:00:53.658792 2021-04-15 03:31:24,733 INFO : TRAIN, epoch=0010, iter=00196/00196, fetch data time cost=1.23ms, fps=901 images/s, loss=1.5068, top1-acc=57.39%, top5-acc=86.11%, remaining_time=0:00:00, arrival_time=2021-04-15 03:31:24.733657, cost_time=0:00:55.169477 2021-04-15 03:31:25,680 INFO : EVAL, epoch=0010, iter=00010/00040, fetch data time cost=0.18ms, fps=2708 images/s, loss=1.7271, top1-acc=52.46%, top5-acc=81.84%, remaining_time=0:00:02.835690, arrival_time=2021-04-15 03:31:28.516371, cost_time=0:00:00.945227 2021-04-15 03:31:26,456 INFO : EVAL, epoch=0010, iter=00020/00040, fetch data time cost=1.81ms, fps=3300 images/s, loss=1.7093, top1-acc=52.32%, top5-acc=82.75%, remaining_time=0:00:01.721340, arrival_time=2021-04-15 03:31:28.178162, cost_time=0:00:01.721349 2021-04-15 03:31:27,233 INFO : EVAL, epoch=0010, iter=00030/00040, fetch data time cost=1.24ms, fps=3300 images/s, loss=1.7025, top1-acc=52.32%, top5-acc=83.28%, remaining_time=0:00:00.832510, arrival_time=2021-04-15 03:31:28.065495, cost_time=0:00:02.497522 2021-04-15 03:31:27,945 INFO : EVAL, epoch=0010, iter=00040/00040, fetch data time cost=0.08ms, fps=3260 images/s, loss=1.7009, top1-acc=52.19%, top5-acc=83.20%, remaining_time=0:00:00, arrival_time=2021-04-15 03:31:27.945117, cost_time=0:00:03.209696 2021-04-15 03:31:28,834 INFO : Epoch=0010 complete, best val top1-acc=52.19%, top5-acc=83.20% (epoch=10), remaining_time=3:07:37.819580, arrival_time=2021-04-15 06:39:06.653998, cost_time=0:09:52.516824 2021-04-15 03:31:28,835 INFO : Train start, epoch=0011, lr=0.099384 2021-04-15 03:31:31,798 INFO : TRAIN, epoch=0011, iter=00010/00196, fetch data time cost=1.35ms, fps=864 images/s, loss=1.3666, top1-acc=60.08%, top5-acc=88.79%, remaining_time=0:00:55.107708, arrival_time=2021-04-15 03:32:26.906250, cost_time=0:00:02.962778 2021-04-15 03:31:34,619 INFO : TRAIN, epoch=0011, iter=00020/00196, fetch data time cost=1.32ms, fps=908 images/s, loss=1.3709, top1-acc=60.59%, top5-acc=88.83%, remaining_time=0:00:50.894272, arrival_time=2021-04-15 03:32:25.513481, cost_time=0:00:05.783434 2021-04-15 03:31:37,440 INFO : TRAIN, epoch=0011, iter=00030/00196, fetch data time cost=1.50ms, fps=908 images/s, loss=1.3890, top1-acc=60.18%, top5-acc=88.53%, remaining_time=0:00:47.612452, arrival_time=2021-04-15 03:32:25.052883, cost_time=0:00:08.604669 2021-04-15 03:31:40,254 INFO : TRAIN, epoch=0011, iter=00040/00196, fetch data time cost=1.48ms, fps=910 images/s, loss=1.4020, top1-acc=59.88%, top5-acc=88.26%, remaining_time=0:00:44.534412, arrival_time=2021-04-15 03:32:24.789250, cost_time=0:00:11.419074 2021-04-15 03:31:43,066 INFO : TRAIN, epoch=0011, iter=00050/00196, fetch data time cost=1.51ms, fps=911 images/s, loss=1.4152, top1-acc=59.69%, top5-acc=87.95%, remaining_time=0:00:41.552914, arrival_time=2021-04-15 03:32:24.619142, cost_time=0:00:14.230465 2021-04-15 03:31:45,881 INFO : TRAIN, epoch=0011, iter=00060/00196, fetch data time cost=1.34ms, fps=909 images/s, loss=1.4151, top1-acc=59.68%, top5-acc=88.00%, remaining_time=0:00:38.636648, arrival_time=2021-04-15 03:32:24.517997, cost_time=0:00:17.045588 2021-04-15 03:31:48,688 INFO : TRAIN, epoch=0011, iter=00070/00196, fetch data time cost=1.40ms, fps=912 images/s, loss=1.4162, top1-acc=59.60%, top5-acc=87.94%, remaining_time=0:00:35.733978, arrival_time=2021-04-15 03:32:24.421949, cost_time=0:00:19.852210 2021-04-15 03:31:51,493 INFO : TRAIN, epoch=0011, iter=00080/00196, fetch data time cost=1.40ms, fps=913 images/s, loss=1.4154, top1-acc=59.62%, top5-acc=87.90%, remaining_time=0:00:32.853520, arrival_time=2021-04-15 03:32:24.346886, cost_time=0:00:22.657607 2021-04-15 03:31:54,301 INFO : TRAIN, epoch=0011, iter=00090/00196, fetch data time cost=1.30ms, fps=912 images/s, loss=1.4196, top1-acc=59.64%, top5-acc=87.72%, remaining_time=0:00:29.992488, arrival_time=2021-04-15 03:32:24.293562, cost_time=0:00:25.465313 2021-04-15 03:31:57,106 INFO : TRAIN, epoch=0011, iter=00100/00196, fetch data time cost=1.40ms, fps=913 images/s, loss=1.4182, top1-acc=59.69%, top5-acc=87.67%, remaining_time=0:00:27.140256, arrival_time=2021-04-15 03:32:24.247083, cost_time=0:00:28.271061 2021-04-15 03:31:59,927 INFO : TRAIN, epoch=0011, iter=00110/00196, fetch data time cost=1.37ms, fps=908 images/s, loss=1.4154, top1-acc=59.72%, top5-acc=87.67%, remaining_time=0:00:24.308158, arrival_time=2021-04-15 03:32:24.235795, cost_time=0:00:31.091872 2021-04-15 03:32:02,745 INFO : TRAIN, epoch=0011, iter=00120/00196, fetch data time cost=1.42ms, fps=909 images/s, loss=1.4197, top1-acc=59.60%, top5-acc=87.66%, remaining_time=0:00:21.476080, arrival_time=2021-04-15 03:32:24.221470, cost_time=0:00:33.909559 2021-04-15 03:32:05,556 INFO : TRAIN, epoch=0011, iter=00130/00196, fetch data time cost=1.39ms, fps=911 images/s, loss=1.4174, top1-acc=59.58%, top5-acc=87.72%, remaining_time=0:00:18.642624, arrival_time=2021-04-15 03:32:24.198743, cost_time=0:00:36.720359 2021-04-15 03:32:08,365 INFO : TRAIN, epoch=0011, iter=00140/00196, fetch data time cost=1.50ms, fps=911 images/s, loss=1.4209, top1-acc=59.42%, top5-acc=87.69%, remaining_time=0:00:15.811936, arrival_time=2021-04-15 03:32:24.177598, cost_time=0:00:39.529875 2021-04-15 03:32:11,181 INFO : TRAIN, epoch=0011, iter=00150/00196, fetch data time cost=1.39ms, fps=909 images/s, loss=1.4203, top1-acc=59.45%, top5-acc=87.76%, remaining_time=0:00:12.985892, arrival_time=2021-04-15 03:32:24.166922, cost_time=0:00:42.345263 2021-04-15 03:32:14,000 INFO : TRAIN, epoch=0011, iter=00160/00196, fetch data time cost=1.50ms, fps=908 images/s, loss=1.4210, top1-acc=59.36%, top5-acc=87.69%, remaining_time=0:00:10.162080, arrival_time=2021-04-15 03:32:24.162655, cost_time=0:00:45.164779 2021-04-15 03:32:16,810 INFO : TRAIN, epoch=0011, iter=00170/00196, fetch data time cost=1.40ms, fps=911 images/s, loss=1.4212, top1-acc=59.37%, top5-acc=87.72%, remaining_time=0:00:07.337304, arrival_time=2021-04-15 03:32:24.147665, cost_time=0:00:47.974597 2021-04-15 03:32:19,626 INFO : TRAIN, epoch=0011, iter=00180/00196, fetch data time cost=1.34ms, fps=909 images/s, loss=1.4215, top1-acc=59.31%, top5-acc=87.71%, remaining_time=0:00:04.514752, arrival_time=2021-04-15 03:32:24.141451, cost_time=0:00:50.790928 2021-04-15 03:32:22,443 INFO : TRAIN, epoch=0011, iter=00190/00196, fetch data time cost=1.21ms, fps=909 images/s, loss=1.4194, top1-acc=59.38%, top5-acc=87.71%, remaining_time=0:00:01.692870, arrival_time=2021-04-15 03:32:24.136182, cost_time=0:00:53.607549 2021-04-15 03:32:23,957 INFO : TRAIN, epoch=0011, iter=00196/00196, fetch data time cost=1.42ms, fps=898 images/s, loss=1.4225, top1-acc=59.34%, top5-acc=87.70%, remaining_time=0:00:00, arrival_time=2021-04-15 03:32:23.957587, cost_time=0:00:55.121837 2021-04-15 03:32:24,843 INFO : EVAL, epoch=0011, iter=00010/00040, fetch data time cost=0.20ms, fps=2897 images/s, loss=1.9100, top1-acc=49.26%, top5-acc=80.08%, remaining_time=0:00:02.651160, arrival_time=2021-04-15 03:32:27.494128, cost_time=0:00:00.883724 2021-04-15 03:32:25,618 INFO : EVAL, epoch=0011, iter=00020/00040, fetch data time cost=1.36ms, fps=3304 images/s, loss=1.8853, top1-acc=49.22%, top5-acc=80.20%, remaining_time=0:00:01.658760, arrival_time=2021-04-15 03:32:27.276784, cost_time=0:00:01.658770 2021-04-15 03:32:26,392 INFO : EVAL, epoch=0011, iter=00030/00040, fetch data time cost=1.31ms, fps=3309 images/s, loss=1.8661, top1-acc=49.75%, top5-acc=80.52%, remaining_time=0:00:00.810920, arrival_time=2021-04-15 03:32:27.202921, cost_time=0:00:02.432757 2021-04-15 03:32:27,102 INFO : EVAL, epoch=0011, iter=00040/00040, fetch data time cost=0.06ms, fps=3265 images/s, loss=1.8698, top1-acc=49.25%, top5-acc=79.98%, remaining_time=0:00:00, arrival_time=2021-04-15 03:32:27.102916, cost_time=0:00:03.143695 2021-04-15 03:32:27,553 INFO : Epoch=0011 complete, best val top1-acc=52.19%, top5-acc=83.20% (epoch=10), remaining_time=3:06:29.417652, arrival_time=2021-04-15 06:38:56.971187, cost_time=0:10:51.235944 2021-04-15 03:32:27,554 INFO : Train start, epoch=0012, lr=0.099255 2021-04-15 03:32:30,525 INFO : TRAIN, epoch=0012, iter=00010/00196, fetch data time cost=1.35ms, fps=862 images/s, loss=1.3781, top1-acc=61.02%, top5-acc=88.67%, remaining_time=0:00:55.245720, arrival_time=2021-04-15 03:33:25.770884, cost_time=0:00:02.970204 2021-04-15 03:32:33,332 INFO : TRAIN, epoch=0012, iter=00020/00196, fetch data time cost=1.44ms, fps=912 images/s, loss=1.3654, top1-acc=61.25%, top5-acc=88.81%, remaining_time=0:00:50.839008, arrival_time=2021-04-15 03:33:24.171147, cost_time=0:00:05.777170 2021-04-15 03:32:36,148 INFO : TRAIN, epoch=0012, iter=00030/00196, fetch data time cost=1.41ms, fps=909 images/s, loss=1.3614, top1-acc=61.22%, top5-acc=89.00%, remaining_time=0:00:47.548376, arrival_time=2021-04-15 03:33:23.696402, cost_time=0:00:08.593072 2021-04-15 03:32:38,956 INFO : TRAIN, epoch=0012, iter=00040/00196, fetch data time cost=1.36ms, fps=912 images/s, loss=1.3684, top1-acc=60.94%, top5-acc=88.81%, remaining_time=0:00:44.465928, arrival_time=2021-04-15 03:33:23.422425, cost_time=0:00:11.401518 2021-04-15 03:32:41,766 INFO : TRAIN, epoch=0012, iter=00050/00196, fetch data time cost=1.55ms, fps=911 images/s, loss=1.3605, top1-acc=61.16%, top5-acc=88.89%, remaining_time=0:00:41.496266, arrival_time=2021-04-15 03:33:23.262413, cost_time=0:00:14.211047 2021-04-15 03:32:44,580 INFO : TRAIN, epoch=0012, iter=00060/00196, fetch data time cost=1.36ms, fps=910 images/s, loss=1.3601, top1-acc=61.09%, top5-acc=88.85%, remaining_time=0:00:38.591360, arrival_time=2021-04-15 03:33:23.171909, cost_time=0:00:17.025581 2021-04-15 03:32:47,388 INFO : TRAIN, epoch=0012, iter=00070/00196, fetch data time cost=1.34ms, fps=912 images/s, loss=1.3514, top1-acc=61.29%, top5-acc=88.95%, remaining_time=0:00:35.701092, arrival_time=2021-04-15 03:33:23.090009, cost_time=0:00:19.833925 2021-04-15 03:32:50,201 INFO : TRAIN, epoch=0012, iter=00080/00196, fetch data time cost=1.61ms, fps=910 images/s, loss=1.3512, top1-acc=61.23%, top5-acc=88.92%, remaining_time=0:00:32.837976, arrival_time=2021-04-15 03:33:23.039840, cost_time=0:00:22.646905 2021-04-15 03:32:53,019 INFO : TRAIN, epoch=0012, iter=00090/00196, fetch data time cost=1.40ms, fps=909 images/s, loss=1.3440, top1-acc=61.39%, top5-acc=89.01%, remaining_time=0:00:29.991958, arrival_time=2021-04-15 03:33:23.011765, cost_time=0:00:25.464836 2021-04-15 03:32:55,833 INFO : TRAIN, epoch=0012, iter=00100/00196, fetch data time cost=1.41ms, fps=910 images/s, loss=1.3466, top1-acc=61.30%, top5-acc=88.95%, remaining_time=0:00:27.146976, arrival_time=2021-04-15 03:33:22.980050, cost_time=0:00:28.278111 2021-04-15 03:32:58,645 INFO : TRAIN, epoch=0012, iter=00110/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=1.3562, top1-acc=61.08%, top5-acc=88.70%, remaining_time=0:00:24.307470, arrival_time=2021-04-15 03:33:22.953385, cost_time=0:00:31.090951 2021-04-15 03:33:01,455 INFO : TRAIN, epoch=0012, iter=00120/00196, fetch data time cost=1.42ms, fps=911 images/s, loss=1.3597, top1-acc=60.91%, top5-acc=88.67%, remaining_time=0:00:21.470380, arrival_time=2021-04-15 03:33:22.925989, cost_time=0:00:33.900646 2021-04-15 03:33:04,268 INFO : TRAIN, epoch=0012, iter=00130/00196, fetch data time cost=1.54ms, fps=910 images/s, loss=1.3627, top1-acc=60.85%, top5-acc=88.62%, remaining_time=0:00:18.639060, arrival_time=2021-04-15 03:33:22.907287, cost_time=0:00:36.713269 2021-04-15 03:33:07,089 INFO : TRAIN, epoch=0012, iter=00140/00196, fetch data time cost=1.66ms, fps=908 images/s, loss=1.3597, top1-acc=60.97%, top5-acc=88.68%, remaining_time=0:00:15.813728, arrival_time=2021-04-15 03:33:22.903071, cost_time=0:00:39.534372 2021-04-15 03:33:09,907 INFO : TRAIN, epoch=0012, iter=00150/00196, fetch data time cost=1.33ms, fps=909 images/s, loss=1.3566, top1-acc=61.01%, top5-acc=88.71%, remaining_time=0:00:12.988100, arrival_time=2021-04-15 03:33:22.895514, cost_time=0:00:42.352447 2021-04-15 03:33:12,721 INFO : TRAIN, epoch=0012, iter=00160/00196, fetch data time cost=1.44ms, fps=910 images/s, loss=1.3574, top1-acc=61.00%, top5-acc=88.70%, remaining_time=0:00:10.162476, arrival_time=2021-04-15 03:33:22.884115, cost_time=0:00:45.166504 2021-04-15 03:33:15,542 INFO : TRAIN, epoch=0012, iter=00170/00196, fetch data time cost=1.35ms, fps=908 images/s, loss=1.3563, top1-acc=61.00%, top5-acc=88.74%, remaining_time=0:00:07.339176, arrival_time=2021-04-15 03:33:22.881148, cost_time=0:00:47.986964 2021-04-15 03:33:18,357 INFO : TRAIN, epoch=0012, iter=00180/00196, fetch data time cost=1.41ms, fps=910 images/s, loss=1.3585, top1-acc=60.95%, top5-acc=88.68%, remaining_time=0:00:04.515728, arrival_time=2021-04-15 03:33:22.872721, cost_time=0:00:50.801941 2021-04-15 03:33:21,168 INFO : TRAIN, epoch=0012, iter=00190/00196, fetch data time cost=1.35ms, fps=911 images/s, loss=1.3571, top1-acc=61.00%, top5-acc=88.69%, remaining_time=0:00:01.693074, arrival_time=2021-04-15 03:33:22.862013, cost_time=0:00:53.613975 2021-04-15 03:33:22,683 INFO : TRAIN, epoch=0012, iter=00196/00196, fetch data time cost=1.22ms, fps=898 images/s, loss=1.3580, top1-acc=61.01%, top5-acc=88.68%, remaining_time=0:00:00, arrival_time=2021-04-15 03:33:22.683319, cost_time=0:00:55.128215 2021-04-15 03:33:23,572 INFO : EVAL, epoch=0012, iter=00010/00040, fetch data time cost=1.39ms, fps=2886 images/s, loss=1.8333, top1-acc=50.62%, top5-acc=81.09%, remaining_time=0:00:02.660700, arrival_time=2021-04-15 03:33:26.233437, cost_time=0:00:00.886901 2021-04-15 03:33:24,348 INFO : EVAL, epoch=0012, iter=00020/00040, fetch data time cost=1.36ms, fps=3302 images/s, loss=1.8206, top1-acc=51.07%, top5-acc=81.41%, remaining_time=0:00:01.662660, arrival_time=2021-04-15 03:33:26.011172, cost_time=0:00:01.662655 2021-04-15 03:33:25,125 INFO : EVAL, epoch=0012, iter=00030/00040, fetch data time cost=1.74ms, fps=3297 images/s, loss=1.8093, top1-acc=50.92%, top5-acc=81.65%, remaining_time=0:00:00.813230, arrival_time=2021-04-15 03:33:25.938738, cost_time=0:00:02.439682 2021-04-15 03:33:25,836 INFO : EVAL, epoch=0012, iter=00040/00040, fetch data time cost=0.07ms, fps=3263 images/s, loss=1.8089, top1-acc=51.12%, top5-acc=81.52%, remaining_time=0:00:00, arrival_time=2021-04-15 03:33:25.836858, cost_time=0:00:03.151048 2021-04-15 03:33:26,258 INFO : Epoch=0012 complete, best val top1-acc=52.19%, top5-acc=83.20% (epoch=10), remaining_time=3:05:22.408812, arrival_time=2021-04-15 06:38:48.667391, cost_time=0:11:49.940986 2021-04-15 03:33:26,259 INFO : Train start, epoch=0013, lr=0.099114 2021-04-15 03:33:29,229 INFO : TRAIN, epoch=0013, iter=00010/00196, fetch data time cost=1.29ms, fps=862 images/s, loss=1.2767, top1-acc=63.52%, top5-acc=89.92%, remaining_time=0:00:55.231584, arrival_time=2021-04-15 03:34:24.461119, cost_time=0:00:02.969438 2021-04-15 03:33:32,053 INFO : TRAIN, epoch=0013, iter=00020/00196, fetch data time cost=2.00ms, fps=907 images/s, loss=1.2726, top1-acc=63.20%, top5-acc=89.69%, remaining_time=0:00:50.978928, arrival_time=2021-04-15 03:34:23.032247, cost_time=0:00:05.793062 2021-04-15 03:33:34,872 INFO : TRAIN, epoch=0013, iter=00030/00196, fetch data time cost=1.35ms, fps=908 images/s, loss=1.2442, top1-acc=64.30%, top5-acc=90.14%, remaining_time=0:00:47.655944, arrival_time=2021-04-15 03:34:22.528649, cost_time=0:00:08.612519 2021-04-15 03:33:37,683 INFO : TRAIN, epoch=0013, iter=00040/00196, fetch data time cost=1.51ms, fps=911 images/s, loss=1.2422, top1-acc=64.44%, top5-acc=90.06%, remaining_time=0:00:44.552040, arrival_time=2021-04-15 03:34:22.235878, cost_time=0:00:11.423601 2021-04-15 03:33:40,494 INFO : TRAIN, epoch=0013, iter=00050/00196, fetch data time cost=1.35ms, fps=911 images/s, loss=1.2520, top1-acc=64.24%, top5-acc=89.97%, remaining_time=0:00:41.565470, arrival_time=2021-04-15 03:34:22.060330, cost_time=0:00:14.234761 2021-04-15 03:33:43,313 INFO : TRAIN, epoch=0013, iter=00060/00196, fetch data time cost=1.60ms, fps=908 images/s, loss=1.2598, top1-acc=63.91%, top5-acc=89.85%, remaining_time=0:00:38.653512, arrival_time=2021-04-15 03:34:21.966724, cost_time=0:00:17.053030 2021-04-15 03:33:46,127 INFO : TRAIN, epoch=0013, iter=00070/00196, fetch data time cost=1.62ms, fps=910 images/s, loss=1.2624, top1-acc=63.90%, top5-acc=89.73%, remaining_time=0:00:35.760690, arrival_time=2021-04-15 03:34:21.887864, cost_time=0:00:19.867063 2021-04-15 03:33:48,945 INFO : TRAIN, epoch=0013, iter=00080/00196, fetch data time cost=1.41ms, fps=908 images/s, loss=1.2718, top1-acc=63.73%, top5-acc=89.66%, remaining_time=0:00:32.893772, arrival_time=2021-04-15 03:34:21.839233, cost_time=0:00:22.685366 2021-04-15 03:33:51,759 INFO : TRAIN, epoch=0013, iter=00090/00196, fetch data time cost=1.42ms, fps=910 images/s, loss=1.2711, top1-acc=63.68%, top5-acc=89.76%, remaining_time=0:00:30.032874, arrival_time=2021-04-15 03:34:21.792588, cost_time=0:00:25.499621 2021-04-15 03:33:54,573 INFO : TRAIN, epoch=0013, iter=00100/00196, fetch data time cost=1.39ms, fps=910 images/s, loss=1.2715, top1-acc=63.63%, top5-acc=89.77%, remaining_time=0:00:27.180864, arrival_time=2021-04-15 03:34:21.754330, cost_time=0:00:28.313368 2021-04-15 03:33:57,386 INFO : TRAIN, epoch=0013, iter=00110/00196, fetch data time cost=1.41ms, fps=910 images/s, loss=1.2772, top1-acc=63.50%, top5-acc=89.68%, remaining_time=0:00:24.334818, arrival_time=2021-04-15 03:34:21.720957, cost_time=0:00:31.125912 2021-04-15 03:34:00,200 INFO : TRAIN, epoch=0013, iter=00120/00196, fetch data time cost=1.41ms, fps=910 images/s, loss=1.2799, top1-acc=63.39%, top5-acc=89.72%, remaining_time=0:00:21.495688, arrival_time=2021-04-15 03:34:21.696382, cost_time=0:00:33.940581 2021-04-15 03:34:03,010 INFO : TRAIN, epoch=0013, iter=00130/00196, fetch data time cost=1.33ms, fps=911 images/s, loss=1.2840, top1-acc=63.25%, top5-acc=89.69%, remaining_time=0:00:18.657870, arrival_time=2021-04-15 03:34:21.668286, cost_time=0:00:36.750316 2021-04-15 03:34:05,819 INFO : TRAIN, epoch=0013, iter=00140/00196, fetch data time cost=1.47ms, fps=911 images/s, loss=1.2877, top1-acc=63.12%, top5-acc=89.61%, remaining_time=0:00:15.823864, arrival_time=2021-04-15 03:34:21.643683, cost_time=0:00:39.559726 2021-04-15 03:34:08,636 INFO : TRAIN, epoch=0013, iter=00150/00196, fetch data time cost=1.30ms, fps=909 images/s, loss=1.2923, top1-acc=62.97%, top5-acc=89.53%, remaining_time=0:00:12.995322, arrival_time=2021-04-15 03:34:21.631426, cost_time=0:00:42.376019 2021-04-15 03:34:11,441 INFO : TRAIN, epoch=0013, iter=00160/00196, fetch data time cost=1.44ms, fps=913 images/s, loss=1.2947, top1-acc=62.90%, top5-acc=89.52%, remaining_time=0:00:10.165752, arrival_time=2021-04-15 03:34:21.607039, cost_time=0:00:45.181191 2021-04-15 03:34:14,260 INFO : TRAIN, epoch=0013, iter=00170/00196, fetch data time cost=1.37ms, fps=908 images/s, loss=1.2993, top1-acc=62.79%, top5-acc=89.43%, remaining_time=0:00:07.341178, arrival_time=2021-04-15 03:34:21.601320, cost_time=0:00:48.000043 2021-04-15 03:34:17,078 INFO : TRAIN, epoch=0013, iter=00180/00196, fetch data time cost=1.41ms, fps=908 images/s, loss=1.3005, top1-acc=62.76%, top5-acc=89.40%, remaining_time=0:00:04.517200, arrival_time=2021-04-15 03:34:21.595726, cost_time=0:00:50.818424 2021-04-15 03:34:19,891 INFO : TRAIN, epoch=0013, iter=00190/00196, fetch data time cost=1.23ms, fps=910 images/s, loss=1.2978, top1-acc=62.85%, top5-acc=89.45%, remaining_time=0:00:01.693602, arrival_time=2021-04-15 03:34:21.584521, cost_time=0:00:53.630742 2021-04-15 03:34:21,405 INFO : TRAIN, epoch=0013, iter=00196/00196, fetch data time cost=1.23ms, fps=898 images/s, loss=1.2981, top1-acc=62.87%, top5-acc=89.45%, remaining_time=0:00:00, arrival_time=2021-04-15 03:34:21.405080, cost_time=0:00:55.144999 2021-04-15 03:34:22,310 INFO : EVAL, epoch=0013, iter=00010/00040, fetch data time cost=1.49ms, fps=2834 images/s, loss=1.8778, top1-acc=49.22%, top5-acc=81.09%, remaining_time=0:00:02.710260, arrival_time=2021-04-15 03:34:25.020372, cost_time=0:00:00.903417 2021-04-15 03:34:23,085 INFO : EVAL, epoch=0013, iter=00020/00040, fetch data time cost=1.34ms, fps=3302 images/s, loss=1.8782, top1-acc=50.29%, top5-acc=80.86%, remaining_time=0:00:01.678940, arrival_time=2021-04-15 03:34:24.764595, cost_time=0:00:01.678944 2021-04-15 03:34:23,864 INFO : EVAL, epoch=0013, iter=00030/00040, fetch data time cost=1.44ms, fps=3287 images/s, loss=1.8753, top1-acc=50.27%, top5-acc=81.02%, remaining_time=0:00:00.819370, arrival_time=2021-04-15 03:34:24.684178, cost_time=0:00:02.458113 2021-04-15 03:34:24,576 INFO : EVAL, epoch=0013, iter=00040/00040, fetch data time cost=0.07ms, fps=3262 images/s, loss=1.8663, top1-acc=50.00%, top5-acc=80.70%, remaining_time=0:00:00, arrival_time=2021-04-15 03:34:24.576450, cost_time=0:00:03.169786 2021-04-15 03:34:25,012 INFO : Epoch=0013 complete, best val top1-acc=52.19%, top5-acc=83.20% (epoch=10), remaining_time=3:04:17.384800, arrival_time=2021-04-15 06:38:42.397590, cost_time=0:12:48.695204 2021-04-15 03:34:25,013 INFO : Train start, epoch=0014, lr=0.098961 2021-04-15 03:34:27,985 INFO : TRAIN, epoch=0014, iter=00010/00196, fetch data time cost=1.78ms, fps=862 images/s, loss=1.2406, top1-acc=65.35%, top5-acc=90.27%, remaining_time=0:00:55.258182, arrival_time=2021-04-15 03:35:23.243134, cost_time=0:00:02.970866 2021-04-15 03:34:30,799 INFO : TRAIN, epoch=0014, iter=00020/00196, fetch data time cost=1.47ms, fps=910 images/s, loss=1.2750, top1-acc=64.12%, top5-acc=89.65%, remaining_time=0:00:50.914864, arrival_time=2021-04-15 03:35:21.714730, cost_time=0:00:05.785787 2021-04-15 03:34:33,620 INFO : TRAIN, epoch=0014, iter=00030/00196, fetch data time cost=1.38ms, fps=908 images/s, loss=1.2640, top1-acc=63.96%, top5-acc=89.93%, remaining_time=0:00:47.621250, arrival_time=2021-04-15 03:35:21.241593, cost_time=0:00:08.606259 2021-04-15 03:34:36,433 INFO : TRAIN, epoch=0014, iter=00040/00196, fetch data time cost=1.33ms, fps=910 images/s, loss=1.2561, top1-acc=63.99%, top5-acc=90.00%, remaining_time=0:00:44.536596, arrival_time=2021-04-15 03:35:20.970317, cost_time=0:00:11.419641 2021-04-15 03:34:39,245 INFO : TRAIN, epoch=0014, iter=00050/00196, fetch data time cost=1.42ms, fps=911 images/s, loss=1.2470, top1-acc=64.05%, top5-acc=90.03%, remaining_time=0:00:41.555542, arrival_time=2021-04-15 03:35:20.800950, cost_time=0:00:14.231331 2021-04-15 03:34:42,053 INFO : TRAIN, epoch=0014, iter=00060/00196, fetch data time cost=1.32ms, fps=912 images/s, loss=1.2450, top1-acc=64.14%, top5-acc=90.10%, remaining_time=0:00:38.623728, arrival_time=2021-04-15 03:35:20.677671, cost_time=0:00:17.039860 2021-04-15 03:34:44,864 INFO : TRAIN, epoch=0014, iter=00070/00196, fetch data time cost=1.46ms, fps=911 images/s, loss=1.2401, top1-acc=64.22%, top5-acc=90.12%, remaining_time=0:00:35.731080, arrival_time=2021-04-15 03:35:20.595789, cost_time=0:00:19.850630 2021-04-15 03:34:47,682 INFO : TRAIN, epoch=0014, iter=00080/00196, fetch data time cost=1.40ms, fps=909 images/s, loss=1.2435, top1-acc=64.01%, top5-acc=90.09%, remaining_time=0:00:32.869528, arrival_time=2021-04-15 03:35:20.552252, cost_time=0:00:22.668642 2021-04-15 03:34:50,506 INFO : TRAIN, epoch=0014, iter=00090/00196, fetch data time cost=1.54ms, fps=907 images/s, loss=1.2489, top1-acc=63.91%, top5-acc=89.97%, remaining_time=0:00:30.023652, arrival_time=2021-04-15 03:35:20.529605, cost_time=0:00:25.491823 2021-04-15 03:34:53,337 INFO : TRAIN, epoch=0014, iter=00100/00196, fetch data time cost=1.42ms, fps=904 images/s, loss=1.2498, top1-acc=63.85%, top5-acc=90.00%, remaining_time=0:00:27.189984, arrival_time=2021-04-15 03:35:20.527118, cost_time=0:00:28.322906 2021-04-15 03:34:56,171 INFO : TRAIN, epoch=0014, iter=00110/00196, fetch data time cost=1.45ms, fps=903 images/s, loss=1.2473, top1-acc=63.91%, top5-acc=90.02%, remaining_time=0:00:24.359328, arrival_time=2021-04-15 03:35:20.530786, cost_time=0:00:31.157289 2021-04-15 03:34:59,001 INFO : TRAIN, epoch=0014, iter=00120/00196, fetch data time cost=5.69ms, fps=905 images/s, loss=1.2477, top1-acc=63.95%, top5-acc=90.04%, remaining_time=0:00:21.525556, arrival_time=2021-04-15 03:35:20.527440, cost_time=0:00:33.987708 2021-04-15 03:35:01,817 INFO : TRAIN, epoch=0014, iter=00130/00196, fetch data time cost=1.35ms, fps=909 images/s, loss=1.2483, top1-acc=63.94%, top5-acc=90.02%, remaining_time=0:00:18.684798, arrival_time=2021-04-15 03:35:20.502340, cost_time=0:00:36.803451 2021-04-15 03:35:04,635 INFO : TRAIN, epoch=0014, iter=00140/00196, fetch data time cost=1.57ms, fps=909 images/s, loss=1.2522, top1-acc=63.84%, top5-acc=89.96%, remaining_time=0:00:15.848504, arrival_time=2021-04-15 03:35:20.484027, cost_time=0:00:39.621264 2021-04-15 03:35:07,455 INFO : TRAIN, epoch=0014, iter=00150/00196, fetch data time cost=1.33ms, fps=908 images/s, loss=1.2544, top1-acc=63.78%, top5-acc=89.93%, remaining_time=0:00:13.015286, arrival_time=2021-04-15 03:35:20.470479, cost_time=0:00:42.441099 2021-04-15 03:35:10,270 INFO : TRAIN, epoch=0014, iter=00160/00196, fetch data time cost=1.34ms, fps=909 images/s, loss=1.2573, top1-acc=63.75%, top5-acc=89.90%, remaining_time=0:00:10.182672, arrival_time=2021-04-15 03:35:20.453033, cost_time=0:00:45.256282 2021-04-15 03:35:13,087 INFO : TRAIN, epoch=0014, iter=00170/00196, fetch data time cost=1.38ms, fps=909 images/s, loss=1.2589, top1-acc=63.73%, top5-acc=89.86%, remaining_time=0:00:07.352462, arrival_time=2021-04-15 03:35:20.440386, cost_time=0:00:48.073839 2021-04-15 03:35:15,906 INFO : TRAIN, epoch=0014, iter=00180/00196, fetch data time cost=1.64ms, fps=908 images/s, loss=1.2592, top1-acc=63.66%, top5-acc=89.92%, remaining_time=0:00:04.523760, arrival_time=2021-04-15 03:35:20.430081, cost_time=0:00:50.892238 2021-04-15 03:35:18,724 INFO : TRAIN, epoch=0014, iter=00190/00196, fetch data time cost=1.22ms, fps=909 images/s, loss=1.2604, top1-acc=63.65%, top5-acc=89.90%, remaining_time=0:00:01.696104, arrival_time=2021-04-15 03:35:20.420183, cost_time=0:00:53.709921 2021-04-15 03:35:20,239 INFO : TRAIN, epoch=0014, iter=00196/00196, fetch data time cost=1.54ms, fps=898 images/s, loss=1.2621, top1-acc=63.65%, top5-acc=89.84%, remaining_time=0:00:00, arrival_time=2021-04-15 03:35:20.239325, cost_time=0:00:55.225250 2021-04-15 03:35:21,127 INFO : EVAL, epoch=0014, iter=00010/00040, fetch data time cost=2.27ms, fps=2888 images/s, loss=1.7794, top1-acc=52.77%, top5-acc=81.76%, remaining_time=0:00:02.658810, arrival_time=2021-04-15 03:35:23.786181, cost_time=0:00:00.886273 2021-04-15 03:35:21,902 INFO : EVAL, epoch=0014, iter=00020/00040, fetch data time cost=1.53ms, fps=3302 images/s, loss=1.7684, top1-acc=52.17%, top5-acc=81.76%, remaining_time=0:00:01.661840, arrival_time=2021-04-15 03:35:23.564786, cost_time=0:00:01.661847 2021-04-15 03:35:22,682 INFO : EVAL, epoch=0014, iter=00030/00040, fetch data time cost=2.44ms, fps=3284 images/s, loss=1.7538, top1-acc=52.07%, top5-acc=82.16%, remaining_time=0:00:00.813910, arrival_time=2021-04-15 03:35:23.496734, cost_time=0:00:02.441736 2021-04-15 03:35:23,394 INFO : EVAL, epoch=0014, iter=00040/00040, fetch data time cost=0.07ms, fps=3261 images/s, loss=1.7664, top1-acc=51.85%, top5-acc=82.01%, remaining_time=0:00:00, arrival_time=2021-04-15 03:35:23.394619, cost_time=0:00:03.153557 2021-04-15 03:35:23,833 INFO : Epoch=0014 complete, best val top1-acc=52.19%, top5-acc=83.20% (epoch=10), remaining_time=3:03:14.136546, arrival_time=2021-04-15 06:38:37.969803, cost_time=0:13:47.515658 2021-04-15 03:35:23,835 INFO : Train start, epoch=0015, lr=0.098796 2021-04-15 03:35:26,809 INFO : TRAIN, epoch=0015, iter=00010/00196, fetch data time cost=1.37ms, fps=861 images/s, loss=1.1983, top1-acc=64.30%, top5-acc=91.41%, remaining_time=0:00:55.314168, arrival_time=2021-04-15 03:36:22.123386, cost_time=0:00:02.973882 2021-04-15 03:35:29,624 INFO : TRAIN, epoch=0015, iter=00020/00196, fetch data time cost=1.52ms, fps=909 images/s, loss=1.2197, top1-acc=63.93%, top5-acc=90.98%, remaining_time=0:00:50.944432, arrival_time=2021-04-15 03:36:20.568896, cost_time=0:00:05.789135 2021-04-15 03:35:32,436 INFO : TRAIN, epoch=0015, iter=00030/00196, fetch data time cost=2.22ms, fps=910 images/s, loss=1.2058, top1-acc=64.32%, top5-acc=91.16%, remaining_time=0:00:47.594026, arrival_time=2021-04-15 03:36:20.030710, cost_time=0:00:08.601341 2021-04-15 03:35:35,248 INFO : TRAIN, epoch=0015, iter=00040/00196, fetch data time cost=1.44ms, fps=910 images/s, loss=1.2059, top1-acc=64.79%, top5-acc=90.90%, remaining_time=0:00:44.512884, arrival_time=2021-04-15 03:36:19.761793, cost_time=0:00:11.413572 2021-04-15 03:35:38,067 INFO : TRAIN, epoch=0015, iter=00050/00196, fetch data time cost=1.32ms, fps=908 images/s, loss=1.2128, top1-acc=64.45%, top5-acc=90.87%, remaining_time=0:00:41.557002, arrival_time=2021-04-15 03:36:19.624186, cost_time=0:00:14.231841 2021-04-15 03:35:40,883 INFO : TRAIN, epoch=0015, iter=00060/00196, fetch data time cost=1.54ms, fps=909 images/s, loss=1.2047, top1-acc=64.56%, top5-acc=90.97%, remaining_time=0:00:38.643584, arrival_time=2021-04-15 03:36:19.527530, cost_time=0:00:17.048615 2021-04-15 03:35:43,700 INFO : TRAIN, epoch=0015, iter=00070/00196, fetch data time cost=1.41ms, fps=909 images/s, loss=1.2046, top1-acc=64.66%, top5-acc=90.97%, remaining_time=0:00:35.756532, arrival_time=2021-04-15 03:36:19.456572, cost_time=0:00:19.864708 2021-04-15 03:35:46,510 INFO : TRAIN, epoch=0015, iter=00080/00196, fetch data time cost=1.44ms, fps=911 images/s, loss=1.2062, top1-acc=64.71%, top5-acc=90.87%, remaining_time=0:00:32.878924, arrival_time=2021-04-15 03:36:19.389373, cost_time=0:00:22.675116 2021-04-15 03:35:49,326 INFO : TRAIN, epoch=0015, iter=00090/00196, fetch data time cost=1.36ms, fps=909 images/s, loss=1.1961, top1-acc=65.09%, top5-acc=90.98%, remaining_time=0:00:30.022486, arrival_time=2021-04-15 03:36:19.348664, cost_time=0:00:25.490785 2021-04-15 03:35:52,146 INFO : TRAIN, epoch=0015, iter=00100/00196, fetch data time cost=1.31ms, fps=909 images/s, loss=1.1958, top1-acc=65.07%, top5-acc=90.90%, remaining_time=0:00:27.179040, arrival_time=2021-04-15 03:36:19.325908, cost_time=0:00:28.311502 2021-04-15 03:35:54,963 INFO : TRAIN, epoch=0015, iter=00110/00196, fetch data time cost=1.39ms, fps=909 images/s, loss=1.1983, top1-acc=64.99%, top5-acc=90.88%, remaining_time=0:00:24.336538, arrival_time=2021-04-15 03:36:19.300051, cost_time=0:00:31.128176 2021-04-15 03:35:57,774 INFO : TRAIN, epoch=0015, iter=00120/00196, fetch data time cost=1.42ms, fps=911 images/s, loss=1.2046, top1-acc=64.85%, top5-acc=90.78%, remaining_time=0:00:21.494776, arrival_time=2021-04-15 03:36:19.269232, cost_time=0:00:33.939112 2021-04-15 03:36:00,597 INFO : TRAIN, epoch=0015, iter=00130/00196, fetch data time cost=1.49ms, fps=907 images/s, loss=1.2082, top1-acc=64.78%, top5-acc=90.78%, remaining_time=0:00:18.663876, arrival_time=2021-04-15 03:36:19.261403, cost_time=0:00:36.762186 2021-04-15 03:36:03,408 INFO : TRAIN, epoch=0015, iter=00140/00196, fetch data time cost=1.32ms, fps=911 images/s, loss=1.2074, top1-acc=64.87%, top5-acc=90.73%, remaining_time=0:00:15.829128, arrival_time=2021-04-15 03:36:19.237289, cost_time=0:00:39.572825 2021-04-15 03:36:06,225 INFO : TRAIN, epoch=0015, iter=00150/00196, fetch data time cost=1.51ms, fps=909 images/s, loss=1.2095, top1-acc=64.85%, top5-acc=90.73%, remaining_time=0:00:12.999554, arrival_time=2021-04-15 03:36:19.224681, cost_time=0:00:42.389788 2021-04-15 03:36:09,037 INFO : TRAIN, epoch=0015, iter=00160/00196, fetch data time cost=1.55ms, fps=910 images/s, loss=1.2056, top1-acc=64.96%, top5-acc=90.73%, remaining_time=0:00:10.170576, arrival_time=2021-04-15 03:36:19.208458, cost_time=0:00:45.202547 2021-04-15 03:36:11,853 INFO : TRAIN, epoch=0015, iter=00170/00196, fetch data time cost=1.50ms, fps=909 images/s, loss=1.2075, top1-acc=64.92%, top5-acc=90.68%, remaining_time=0:00:07.343986, arrival_time=2021-04-15 03:36:19.197668, cost_time=0:00:48.018343 2021-04-15 03:36:14,663 INFO : TRAIN, epoch=0015, iter=00180/00196, fetch data time cost=1.32ms, fps=911 images/s, loss=1.2076, top1-acc=64.91%, top5-acc=90.64%, remaining_time=0:00:04.518096, arrival_time=2021-04-15 03:36:19.182003, cost_time=0:00:50.828568 2021-04-15 03:36:17,469 INFO : TRAIN, epoch=0015, iter=00190/00196, fetch data time cost=1.20ms, fps=913 images/s, loss=1.2101, top1-acc=64.84%, top5-acc=90.63%, remaining_time=0:00:01.693704, arrival_time=2021-04-15 03:36:19.162955, cost_time=0:00:53.633922 2021-04-15 03:36:18,979 INFO : TRAIN, epoch=0015, iter=00196/00196, fetch data time cost=1.21ms, fps=901 images/s, loss=1.2126, top1-acc=64.78%, top5-acc=90.60%, remaining_time=0:00:00, arrival_time=2021-04-15 03:36:18.979308, cost_time=0:00:55.143980 2021-04-15 03:36:19,864 INFO : EVAL, epoch=0015, iter=00010/00040, fetch data time cost=1.26ms, fps=2898 images/s, loss=1.6382, top1-acc=54.77%, top5-acc=84.84%, remaining_time=0:00:02.650140, arrival_time=2021-04-15 03:36:22.514638, cost_time=0:00:00.883379 2021-04-15 03:36:20,640 INFO : EVAL, epoch=0015, iter=00020/00040, fetch data time cost=1.33ms, fps=3303 images/s, loss=1.6998, top1-acc=53.67%, top5-acc=83.34%, remaining_time=0:00:01.658900, arrival_time=2021-04-15 03:36:22.298909, cost_time=0:00:01.658893 2021-04-15 03:36:21,415 INFO : EVAL, epoch=0015, iter=00030/00040, fetch data time cost=1.40ms, fps=3301 images/s, loss=1.6933, top1-acc=53.54%, top5-acc=83.11%, remaining_time=0:00:00.811560, arrival_time=2021-04-15 03:36:22.227350, cost_time=0:00:02.434692 2021-04-15 03:36:22,123 INFO : EVAL, epoch=0015, iter=00040/00040, fetch data time cost=0.07ms, fps=3279 images/s, loss=1.6961, top1-acc=53.62%, top5-acc=83.33%, remaining_time=0:00:00, arrival_time=2021-04-15 03:36:22.123742, cost_time=0:00:03.142657 2021-04-15 03:36:22,953 INFO : Epoch=0015 complete, best val top1-acc=53.62%, top5-acc=83.33% (epoch=15), remaining_time=3:02:15.179245, arrival_time=2021-04-15 06:38:38.132982, cost_time=0:14:46.636148 2021-04-15 03:36:22,954 INFO : Train start, epoch=0016, lr=0.098618 2021-04-15 03:36:25,946 INFO : TRAIN, epoch=0016, iter=00010/00196, fetch data time cost=1.36ms, fps=856 images/s, loss=1.1634, top1-acc=65.66%, top5-acc=91.52%, remaining_time=0:00:55.632228, arrival_time=2021-04-15 03:37:21.578234, cost_time=0:00:02.990979 2021-04-15 03:36:28,762 INFO : TRAIN, epoch=0016, iter=00020/00196, fetch data time cost=1.44ms, fps=909 images/s, loss=1.1698, top1-acc=65.33%, top5-acc=91.27%, remaining_time=0:00:51.103712, arrival_time=2021-04-15 03:37:19.865986, cost_time=0:00:05.807242 2021-04-15 03:36:31,577 INFO : TRAIN, epoch=0016, iter=00030/00196, fetch data time cost=1.75ms, fps=910 images/s, loss=1.1515, top1-acc=66.02%, top5-acc=91.65%, remaining_time=0:00:47.710226, arrival_time=2021-04-15 03:37:19.287719, cost_time=0:00:08.622325 2021-04-15 03:36:34,399 INFO : TRAIN, epoch=0016, iter=00040/00196, fetch data time cost=1.47ms, fps=907 images/s, loss=1.1538, top1-acc=66.00%, top5-acc=91.53%, remaining_time=0:00:44.631444, arrival_time=2021-04-15 03:37:19.030428, cost_time=0:00:11.443946 2021-04-15 03:36:37,216 INFO : TRAIN, epoch=0016, iter=00050/00196, fetch data time cost=1.57ms, fps=909 images/s, loss=1.1609, top1-acc=65.75%, top5-acc=91.49%, remaining_time=0:00:41.642996, arrival_time=2021-04-15 03:37:18.859363, cost_time=0:00:14.261316 2021-04-15 03:36:40,032 INFO : TRAIN, epoch=0016, iter=00060/00196, fetch data time cost=1.42ms, fps=909 images/s, loss=1.1626, top1-acc=65.79%, top5-acc=91.49%, remaining_time=0:00:38.709680, arrival_time=2021-04-15 03:37:18.742533, cost_time=0:00:17.077825 2021-04-15 03:36:42,855 INFO : TRAIN, epoch=0016, iter=00070/00196, fetch data time cost=1.48ms, fps=907 images/s, loss=1.1634, top1-acc=65.93%, top5-acc=91.45%, remaining_time=0:00:35.820792, arrival_time=2021-04-15 03:37:18.676302, cost_time=0:00:19.900464 2021-04-15 03:36:45,670 INFO : TRAIN, epoch=0016, iter=00080/00196, fetch data time cost=1.39ms, fps=910 images/s, loss=1.1655, top1-acc=65.81%, top5-acc=91.53%, remaining_time=0:00:32.937156, arrival_time=2021-04-15 03:37:18.607443, cost_time=0:00:22.715256 2021-04-15 03:36:48,484 INFO : TRAIN, epoch=0016, iter=00090/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=1.1635, top1-acc=65.89%, top5-acc=91.52%, remaining_time=0:00:30.068278, arrival_time=2021-04-15 03:37:18.552966, cost_time=0:00:25.529661 2021-04-15 03:36:51,297 INFO : TRAIN, epoch=0016, iter=00100/00196, fetch data time cost=1.56ms, fps=910 images/s, loss=1.1647, top1-acc=65.91%, top5-acc=91.50%, remaining_time=0:00:27.208416, arrival_time=2021-04-15 03:37:18.505592, cost_time=0:00:28.342146 2021-04-15 03:36:54,112 INFO : TRAIN, epoch=0016, iter=00110/00196, fetch data time cost=1.32ms, fps=909 images/s, loss=1.1639, top1-acc=65.99%, top5-acc=91.50%, remaining_time=0:00:24.359414, arrival_time=2021-04-15 03:37:18.471777, cost_time=0:00:31.157341 2021-04-15 03:36:56,925 INFO : TRAIN, epoch=0016, iter=00120/00196, fetch data time cost=1.39ms, fps=910 images/s, loss=1.1664, top1-acc=65.95%, top5-acc=91.43%, remaining_time=0:00:21.514764, arrival_time=2021-04-15 03:37:18.440516, cost_time=0:00:33.970732 2021-04-15 03:36:59,737 INFO : TRAIN, epoch=0016, iter=00130/00196, fetch data time cost=1.42ms, fps=911 images/s, loss=1.1721, top1-acc=65.78%, top5-acc=91.34%, remaining_time=0:00:18.674106, arrival_time=2021-04-15 03:37:18.411420, cost_time=0:00:36.782287 2021-04-15 03:37:02,562 INFO : TRAIN, epoch=0016, iter=00140/00196, fetch data time cost=1.39ms, fps=906 images/s, loss=1.1740, top1-acc=65.70%, top5-acc=91.34%, remaining_time=0:00:15.843184, arrival_time=2021-04-15 03:37:18.406118, cost_time=0:00:39.607900 2021-04-15 03:37:05,377 INFO : TRAIN, epoch=0016, iter=00150/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=1.1760, top1-acc=65.64%, top5-acc=91.28%, remaining_time=0:00:13.009628, arrival_time=2021-04-15 03:37:18.387417, cost_time=0:00:42.422764 2021-04-15 03:37:08,192 INFO : TRAIN, epoch=0016, iter=00160/00196, fetch data time cost=1.38ms, fps=910 images/s, loss=1.1763, top1-acc=65.65%, top5-acc=91.25%, remaining_time=0:00:10.178460, arrival_time=2021-04-15 03:37:18.371146, cost_time=0:00:45.237670 2021-04-15 03:37:11,004 INFO : TRAIN, epoch=0016, iter=00170/00196, fetch data time cost=1.96ms, fps=911 images/s, loss=1.1807, top1-acc=65.57%, top5-acc=91.18%, remaining_time=0:00:07.348744, arrival_time=2021-04-15 03:37:18.353356, cost_time=0:00:48.049490 2021-04-15 03:37:13,817 INFO : TRAIN, epoch=0016, iter=00180/00196, fetch data time cost=1.40ms, fps=910 images/s, loss=1.1827, top1-acc=65.52%, top5-acc=91.16%, remaining_time=0:00:04.521072, arrival_time=2021-04-15 03:37:18.338142, cost_time=0:00:50.862046 2021-04-15 03:37:16,631 INFO : TRAIN, epoch=0016, iter=00190/00196, fetch data time cost=1.20ms, fps=910 images/s, loss=1.1840, top1-acc=65.49%, top5-acc=91.17%, remaining_time=0:00:01.695042, arrival_time=2021-04-15 03:37:18.326463, cost_time=0:00:53.676386 2021-04-15 03:37:18,144 INFO : TRAIN, epoch=0016, iter=00196/00196, fetch data time cost=1.28ms, fps=899 images/s, loss=1.1857, top1-acc=65.49%, top5-acc=91.18%, remaining_time=0:00:00, arrival_time=2021-04-15 03:37:18.144322, cost_time=0:00:55.189309 2021-04-15 03:37:19,029 INFO : EVAL, epoch=0016, iter=00010/00040, fetch data time cost=0.19ms, fps=2898 images/s, loss=1.6775, top1-acc=54.18%, top5-acc=83.32%, remaining_time=0:00:02.650380, arrival_time=2021-04-15 03:37:21.679769, cost_time=0:00:00.883458 2021-04-15 03:37:19,805 INFO : EVAL, epoch=0016, iter=00020/00040, fetch data time cost=1.58ms, fps=3302 images/s, loss=1.6911, top1-acc=53.67%, top5-acc=83.36%, remaining_time=0:00:01.659080, arrival_time=2021-04-15 03:37:21.464096, cost_time=0:00:01.659078 2021-04-15 03:37:20,581 INFO : EVAL, epoch=0016, iter=00030/00040, fetch data time cost=1.39ms, fps=3297 images/s, loss=1.6650, top1-acc=54.37%, top5-acc=83.61%, remaining_time=0:00:00.812000, arrival_time=2021-04-15 03:37:21.393923, cost_time=0:00:02.435990 2021-04-15 03:37:21,291 INFO : EVAL, epoch=0016, iter=00040/00040, fetch data time cost=0.05ms, fps=3272 images/s, loss=1.6771, top1-acc=54.15%, top5-acc=83.67%, remaining_time=0:00:00, arrival_time=2021-04-15 03:37:21.291389, cost_time=0:00:03.145482 2021-04-15 03:37:22,104 INFO : Epoch=0016 complete, best val top1-acc=54.15%, top5-acc=83.67% (epoch=16), remaining_time=3:01:16.548384, arrival_time=2021-04-15 06:38:38.652796, cost_time=0:15:45.786821 2021-04-15 03:37:22,105 INFO : Train start, epoch=0017, lr=0.098429 2021-04-15 03:37:25,055 INFO : TRAIN, epoch=0017, iter=00010/00196, fetch data time cost=2.08ms, fps=868 images/s, loss=1.1479, top1-acc=67.11%, top5-acc=91.68%, remaining_time=0:00:54.861630, arrival_time=2021-04-15 03:38:19.917011, cost_time=0:00:02.949551 2021-04-15 03:37:27,867 INFO : TRAIN, epoch=0017, iter=00020/00196, fetch data time cost=1.36ms, fps=911 images/s, loss=1.1190, top1-acc=67.75%, top5-acc=91.89%, remaining_time=0:00:50.699616, arrival_time=2021-04-15 03:38:18.566890, cost_time=0:00:05.761321 2021-04-15 03:37:30,678 INFO : TRAIN, epoch=0017, iter=00030/00196, fetch data time cost=1.46ms, fps=911 images/s, loss=1.1110, top1-acc=67.89%, top5-acc=91.84%, remaining_time=0:00:47.435164, arrival_time=2021-04-15 03:38:18.113551, cost_time=0:00:08.572617 2021-04-15 03:37:33,492 INFO : TRAIN, epoch=0017, iter=00040/00196, fetch data time cost=1.40ms, fps=910 images/s, loss=1.1108, top1-acc=67.71%, top5-acc=91.99%, remaining_time=0:00:44.407896, arrival_time=2021-04-15 03:38:17.900297, cost_time=0:00:11.386647 2021-04-15 03:37:36,308 INFO : TRAIN, epoch=0017, iter=00050/00196, fetch data time cost=1.34ms, fps=909 images/s, loss=1.1061, top1-acc=67.70%, top5-acc=92.19%, remaining_time=0:00:41.470570, arrival_time=2021-04-15 03:38:17.778669, cost_time=0:00:14.202266 2021-04-15 03:37:39,129 INFO : TRAIN, epoch=0017, iter=00060/00196, fetch data time cost=1.40ms, fps=908 images/s, loss=1.1049, top1-acc=67.75%, top5-acc=92.18%, remaining_time=0:00:38.586872, arrival_time=2021-04-15 03:38:17.716254, cost_time=0:00:17.023634 2021-04-15 03:37:41,948 INFO : TRAIN, epoch=0017, iter=00070/00196, fetch data time cost=1.48ms, fps=908 images/s, loss=1.1126, top1-acc=67.60%, top5-acc=92.07%, remaining_time=0:00:35.716716, arrival_time=2021-04-15 03:38:17.665057, cost_time=0:00:19.842602 2021-04-15 03:37:44,759 INFO : TRAIN, epoch=0017, iter=00080/00196, fetch data time cost=1.30ms, fps=911 images/s, loss=1.1163, top1-acc=67.52%, top5-acc=91.98%, remaining_time=0:00:32.847720, arrival_time=2021-04-15 03:38:17.607069, cost_time=0:00:22.653606 2021-04-15 03:37:47,578 INFO : TRAIN, epoch=0017, iter=00090/00196, fetch data time cost=1.33ms, fps=908 images/s, loss=1.1191, top1-acc=67.44%, top5-acc=91.97%, remaining_time=0:00:30.001180, arrival_time=2021-04-15 03:38:17.579747, cost_time=0:00:25.472728 2021-04-15 03:37:50,391 INFO : TRAIN, epoch=0017, iter=00100/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=1.1255, top1-acc=67.22%, top5-acc=91.87%, remaining_time=0:00:27.154368, arrival_time=2021-04-15 03:38:17.545910, cost_time=0:00:28.285776 2021-04-15 03:37:53,201 INFO : TRAIN, epoch=0017, iter=00110/00196, fetch data time cost=1.42ms, fps=911 images/s, loss=1.1317, top1-acc=67.08%, top5-acc=91.78%, remaining_time=0:00:24.311598, arrival_time=2021-04-15 03:38:17.513529, cost_time=0:00:31.096182 2021-04-15 03:37:56,010 INFO : TRAIN, epoch=0017, iter=00120/00196, fetch data time cost=1.52ms, fps=912 images/s, loss=1.1348, top1-acc=66.98%, top5-acc=91.72%, remaining_time=0:00:21.472888, arrival_time=2021-04-15 03:38:17.483290, cost_time=0:00:33.904603 2021-04-15 03:37:58,819 INFO : TRAIN, epoch=0017, iter=00130/00196, fetch data time cost=1.51ms, fps=912 images/s, loss=1.1397, top1-acc=66.85%, top5-acc=91.72%, remaining_time=0:00:18.639258, arrival_time=2021-04-15 03:38:17.458635, cost_time=0:00:36.713634 2021-04-15 03:38:01,631 INFO : TRAIN, epoch=0017, iter=00140/00196, fetch data time cost=1.49ms, fps=910 images/s, loss=1.1459, top1-acc=66.64%, top5-acc=91.61%, remaining_time=0:00:15.810368, arrival_time=2021-04-15 03:38:17.441998, cost_time=0:00:39.525894 2021-04-15 03:38:04,442 INFO : TRAIN, epoch=0017, iter=00150/00196, fetch data time cost=1.36ms, fps=911 images/s, loss=1.1463, top1-acc=66.62%, top5-acc=91.63%, remaining_time=0:00:12.983316, arrival_time=2021-04-15 03:38:17.426001, cost_time=0:00:42.336938 2021-04-15 03:38:07,256 INFO : TRAIN, epoch=0017, iter=00160/00196, fetch data time cost=1.44ms, fps=910 images/s, loss=1.1468, top1-acc=66.65%, top5-acc=91.63%, remaining_time=0:00:10.158984, arrival_time=2021-04-15 03:38:17.415814, cost_time=0:00:45.151086 2021-04-15 03:38:10,070 INFO : TRAIN, epoch=0017, iter=00170/00196, fetch data time cost=1.56ms, fps=910 images/s, loss=1.1475, top1-acc=66.64%, top5-acc=91.60%, remaining_time=0:00:07.335770, arrival_time=2021-04-15 03:38:17.406333, cost_time=0:00:47.964609 2021-04-15 03:38:12,892 INFO : TRAIN, epoch=0017, iter=00180/00196, fetch data time cost=1.37ms, fps=908 images/s, loss=1.1505, top1-acc=66.49%, top5-acc=91.58%, remaining_time=0:00:04.514336, arrival_time=2021-04-15 03:38:17.406296, cost_time=0:00:50.786215 2021-04-15 03:38:15,721 INFO : TRAIN, epoch=0017, iter=00190/00196, fetch data time cost=1.50ms, fps=905 images/s, loss=1.1508, top1-acc=66.55%, top5-acc=91.58%, remaining_time=0:00:01.693128, arrival_time=2021-04-15 03:38:17.414843, cost_time=0:00:53.615762 2021-04-15 03:38:17,240 INFO : TRAIN, epoch=0017, iter=00196/00196, fetch data time cost=1.74ms, fps=896 images/s, loss=1.1519, top1-acc=66.47%, top5-acc=91.55%, remaining_time=0:00:00, arrival_time=2021-04-15 03:38:17.240012, cost_time=0:00:55.134196 2021-04-15 03:38:18,127 INFO : EVAL, epoch=0017, iter=00010/00040, fetch data time cost=1.50ms, fps=2890 images/s, loss=1.7083, top1-acc=55.16%, top5-acc=82.77%, remaining_time=0:00:02.656980, arrival_time=2021-04-15 03:38:20.784597, cost_time=0:00:00.885656 2021-04-15 03:38:18,911 INFO : EVAL, epoch=0017, iter=00020/00040, fetch data time cost=1.73ms, fps=3266 images/s, loss=1.7107, top1-acc=53.67%, top5-acc=82.68%, remaining_time=0:00:01.669900, arrival_time=2021-04-15 03:38:20.581786, cost_time=0:00:01.669904 2021-04-15 03:38:19,689 INFO : EVAL, epoch=0017, iter=00030/00040, fetch data time cost=1.24ms, fps=3293 images/s, loss=1.7126, top1-acc=53.35%, top5-acc=82.75%, remaining_time=0:00:00.815930, arrival_time=2021-04-15 03:38:20.505754, cost_time=0:00:02.447783 2021-04-15 03:38:20,401 INFO : EVAL, epoch=0017, iter=00040/00040, fetch data time cost=0.08ms, fps=3261 images/s, loss=1.7055, top1-acc=53.28%, top5-acc=82.86%, remaining_time=0:00:00, arrival_time=2021-04-15 03:38:20.401749, cost_time=0:00:03.159822 2021-04-15 03:38:20,791 INFO : Epoch=0017 complete, best val top1-acc=54.15%, top5-acc=83.67% (epoch=16), remaining_time=3:00:12.862623, arrival_time=2021-04-15 06:38:33.653773, cost_time=0:16:44.473569 2021-04-15 03:38:20,792 INFO : Train start, epoch=0018, lr=0.098228 2021-04-15 03:38:23,774 INFO : TRAIN, epoch=0018, iter=00010/00196, fetch data time cost=1.48ms, fps=858 images/s, loss=1.1083, top1-acc=68.05%, top5-acc=91.95%, remaining_time=0:00:55.469478, arrival_time=2021-04-15 03:39:19.244339, cost_time=0:00:02.982230 2021-04-15 03:38:26,594 INFO : TRAIN, epoch=0018, iter=00020/00196, fetch data time cost=1.35ms, fps=908 images/s, loss=1.0860, top1-acc=68.91%, top5-acc=92.25%, remaining_time=0:00:51.056016, arrival_time=2021-04-15 03:39:17.650458, cost_time=0:00:05.801811 2021-04-15 03:38:29,410 INFO : TRAIN, epoch=0018, iter=00030/00196, fetch data time cost=1.42ms, fps=909 images/s, loss=1.0727, top1-acc=69.04%, top5-acc=92.38%, remaining_time=0:00:47.684828, arrival_time=2021-04-15 03:39:17.095128, cost_time=0:00:08.617733 2021-04-15 03:38:32,218 INFO : TRAIN, epoch=0018, iter=00040/00196, fetch data time cost=2.00ms, fps=912 images/s, loss=1.0658, top1-acc=68.96%, top5-acc=92.42%, remaining_time=0:00:44.558748, arrival_time=2021-04-15 03:39:16.776706, cost_time=0:00:11.425338 2021-04-15 03:38:35,031 INFO : TRAIN, epoch=0018, iter=00050/00196, fetch data time cost=1.50ms, fps=910 images/s, loss=1.0754, top1-acc=68.62%, top5-acc=92.34%, remaining_time=0:00:41.576274, arrival_time=2021-04-15 03:39:16.607253, cost_time=0:00:14.238432 2021-04-15 03:38:37,840 INFO : TRAIN, epoch=0018, iter=00060/00196, fetch data time cost=1.32ms, fps=911 images/s, loss=1.0740, top1-acc=68.64%, top5-acc=92.42%, remaining_time=0:00:38.642768, arrival_time=2021-04-15 03:39:16.483585, cost_time=0:00:17.048277 2021-04-15 03:38:40,648 INFO : TRAIN, epoch=0018, iter=00070/00196, fetch data time cost=1.36ms, fps=912 images/s, loss=1.0799, top1-acc=68.41%, top5-acc=92.35%, remaining_time=0:00:35.740530, arrival_time=2021-04-15 03:39:16.388944, cost_time=0:00:19.855868 2021-04-15 03:38:43,467 INFO : TRAIN, epoch=0018, iter=00080/00196, fetch data time cost=1.46ms, fps=908 images/s, loss=1.0888, top1-acc=68.10%, top5-acc=92.32%, remaining_time=0:00:32.878460, arrival_time=2021-04-15 03:39:16.345806, cost_time=0:00:22.674799 2021-04-15 03:38:46,287 INFO : TRAIN, epoch=0018, iter=00090/00196, fetch data time cost=1.46ms, fps=908 images/s, loss=1.0975, top1-acc=67.80%, top5-acc=92.19%, remaining_time=0:00:30.026832, arrival_time=2021-04-15 03:39:16.313920, cost_time=0:00:25.494471 2021-04-15 03:38:49,102 INFO : TRAIN, epoch=0018, iter=00100/00196, fetch data time cost=1.29ms, fps=909 images/s, loss=1.1041, top1-acc=67.58%, top5-acc=92.09%, remaining_time=0:00:27.177696, arrival_time=2021-04-15 03:39:16.280352, cost_time=0:00:28.310113 2021-04-15 03:38:51,922 INFO : TRAIN, epoch=0018, iter=00110/00196, fetch data time cost=1.51ms, fps=908 images/s, loss=1.1058, top1-acc=67.55%, top5-acc=92.10%, remaining_time=0:00:24.338172, arrival_time=2021-04-15 03:39:16.261019, cost_time=0:00:31.130273 2021-04-15 03:38:54,741 INFO : TRAIN, epoch=0018, iter=00120/00196, fetch data time cost=1.43ms, fps=908 images/s, loss=1.1084, top1-acc=67.51%, top5-acc=92.13%, remaining_time=0:00:21.500856, arrival_time=2021-04-15 03:39:16.242061, cost_time=0:00:33.948670 2021-04-15 03:38:57,552 INFO : TRAIN, epoch=0018, iter=00130/00196, fetch data time cost=1.52ms, fps=911 images/s, loss=1.1138, top1-acc=67.36%, top5-acc=92.03%, remaining_time=0:00:18.662886, arrival_time=2021-04-15 03:39:16.215633, cost_time=0:00:36.760198 2021-04-15 03:39:00,369 INFO : TRAIN, epoch=0018, iter=00140/00196, fetch data time cost=1.62ms, fps=909 images/s, loss=1.1192, top1-acc=67.17%, top5-acc=91.98%, remaining_time=0:00:15.830640, arrival_time=2021-04-15 03:39:16.199787, cost_time=0:00:39.576604 2021-04-15 03:39:03,188 INFO : TRAIN, epoch=0018, iter=00150/00196, fetch data time cost=1.32ms, fps=908 images/s, loss=1.1151, top1-acc=67.39%, top5-acc=91.97%, remaining_time=0:00:13.001532, arrival_time=2021-04-15 03:39:16.190418, cost_time=0:00:42.396342 2021-04-15 03:39:06,007 INFO : TRAIN, epoch=0018, iter=00160/00196, fetch data time cost=1.34ms, fps=908 images/s, loss=1.1173, top1-acc=67.34%, top5-acc=91.91%, remaining_time=0:00:10.173312, arrival_time=2021-04-15 03:39:16.180697, cost_time=0:00:45.214756 2021-04-15 03:39:08,818 INFO : TRAIN, epoch=0018, iter=00170/00196, fetch data time cost=1.35ms, fps=911 images/s, loss=1.1196, top1-acc=67.28%, top5-acc=91.90%, remaining_time=0:00:07.345130, arrival_time=2021-04-15 03:39:16.163569, cost_time=0:00:48.025899 2021-04-15 03:39:11,629 INFO : TRAIN, epoch=0018, iter=00180/00196, fetch data time cost=1.32ms, fps=911 images/s, loss=1.1197, top1-acc=67.29%, top5-acc=91.89%, remaining_time=0:00:04.518880, arrival_time=2021-04-15 03:39:16.148785, cost_time=0:00:50.837350 2021-04-15 03:39:14,448 INFO : TRAIN, epoch=0018, iter=00190/00196, fetch data time cost=1.22ms, fps=908 images/s, loss=1.1211, top1-acc=67.23%, top5-acc=91.88%, remaining_time=0:00:01.694400, arrival_time=2021-04-15 03:39:16.142997, cost_time=0:00:53.656042 2021-04-15 03:39:15,966 INFO : TRAIN, epoch=0018, iter=00196/00196, fetch data time cost=1.21ms, fps=896 images/s, loss=1.1240, top1-acc=67.19%, top5-acc=91.84%, remaining_time=0:00:00, arrival_time=2021-04-15 03:39:15.966945, cost_time=0:00:55.174423 2021-04-15 03:39:16,907 INFO : EVAL, epoch=0018, iter=00010/00040, fetch data time cost=1.50ms, fps=2728 images/s, loss=1.6767, top1-acc=55.78%, top5-acc=83.63%, remaining_time=0:00:02.815380, arrival_time=2021-04-15 03:39:19.722367, cost_time=0:00:00.938464 2021-04-15 03:39:17,683 INFO : EVAL, epoch=0018, iter=00020/00040, fetch data time cost=1.42ms, fps=3300 images/s, loss=1.6950, top1-acc=54.67%, top5-acc=83.65%, remaining_time=0:00:01.714560, arrival_time=2021-04-15 03:39:19.397648, cost_time=0:00:01.714565 2021-04-15 03:39:18,457 INFO : EVAL, epoch=0018, iter=00030/00040, fetch data time cost=1.65ms, fps=3305 images/s, loss=1.6991, top1-acc=54.64%, top5-acc=83.46%, remaining_time=0:00:00.829790, arrival_time=2021-04-15 03:39:19.287696, cost_time=0:00:02.489378 2021-04-15 03:39:19,168 INFO : EVAL, epoch=0018, iter=00040/00040, fetch data time cost=0.06ms, fps=3267 images/s, loss=1.7040, top1-acc=54.68%, top5-acc=83.21%, remaining_time=0:00:00, arrival_time=2021-04-15 03:39:19.168430, cost_time=0:00:03.199935 2021-04-15 03:39:20,047 INFO : Epoch=0018 complete, best val top1-acc=54.68%, top5-acc=83.21% (epoch=18), remaining_time=2:59:15.485832, arrival_time=2021-04-15 06:38:35.532787, cost_time=0:17:43.729367 2021-04-15 03:39:20,048 INFO : Train start, epoch=0019, lr=0.098015 2021-04-15 03:39:23,042 INFO : TRAIN, epoch=0019, iter=00010/00196, fetch data time cost=1.62ms, fps=855 images/s, loss=1.0599, top1-acc=69.45%, top5-acc=92.38%, remaining_time=0:00:55.696956, arrival_time=2021-04-15 03:40:18.739779, cost_time=0:00:02.994459 2021-04-15 03:39:25,858 INFO : TRAIN, epoch=0019, iter=00020/00196, fetch data time cost=1.32ms, fps=909 images/s, loss=1.0750, top1-acc=68.69%, top5-acc=92.42%, remaining_time=0:00:51.130640, arrival_time=2021-04-15 03:40:16.989351, cost_time=0:00:05.810291 2021-04-15 03:39:28,676 INFO : TRAIN, epoch=0019, iter=00030/00196, fetch data time cost=1.42ms, fps=909 images/s, loss=1.0780, top1-acc=68.55%, top5-acc=92.32%, remaining_time=0:00:47.739442, arrival_time=2021-04-15 03:40:16.415364, cost_time=0:00:08.627621 2021-04-15 03:39:31,497 INFO : TRAIN, epoch=0019, iter=00040/00196, fetch data time cost=1.36ms, fps=907 images/s, loss=1.0704, top1-acc=68.80%, top5-acc=92.31%, remaining_time=0:00:44.652348, arrival_time=2021-04-15 03:40:16.149939, cost_time=0:00:11.449315 2021-04-15 03:39:34,317 INFO : TRAIN, epoch=0019, iter=00050/00196, fetch data time cost=1.68ms, fps=908 images/s, loss=1.0655, top1-acc=68.87%, top5-acc=92.46%, remaining_time=0:00:41.666356, arrival_time=2021-04-15 03:40:15.984015, cost_time=0:00:14.269303 2021-04-15 03:39:37,128 INFO : TRAIN, epoch=0019, iter=00060/00196, fetch data time cost=1.33ms, fps=911 images/s, loss=1.0673, top1-acc=68.85%, top5-acc=92.42%, remaining_time=0:00:38.714984, arrival_time=2021-04-15 03:40:15.843365, cost_time=0:00:17.080113 2021-04-15 03:39:39,950 INFO : TRAIN, epoch=0019, iter=00070/00196, fetch data time cost=1.50ms, fps=907 images/s, loss=1.0627, top1-acc=68.96%, top5-acc=92.37%, remaining_time=0:00:35.824194, arrival_time=2021-04-15 03:40:15.774769, cost_time=0:00:19.902305 2021-04-15 03:39:42,762 INFO : TRAIN, epoch=0019, iter=00080/00196, fetch data time cost=1.57ms, fps=910 images/s, loss=1.0683, top1-acc=68.83%, top5-acc=92.35%, remaining_time=0:00:32.936112, arrival_time=2021-04-15 03:40:15.698939, cost_time=0:00:22.714564 2021-04-15 03:39:45,581 INFO : TRAIN, epoch=0019, iter=00090/00196, fetch data time cost=1.79ms, fps=908 images/s, loss=1.0727, top1-acc=68.65%, top5-acc=92.33%, remaining_time=0:00:30.072306, arrival_time=2021-04-15 03:40:15.653765, cost_time=0:00:25.533127 2021-04-15 03:39:48,401 INFO : TRAIN, epoch=0019, iter=00100/00196, fetch data time cost=1.52ms, fps=908 images/s, loss=1.0731, top1-acc=68.60%, top5-acc=92.34%, remaining_time=0:00:27.219264, arrival_time=2021-04-15 03:40:15.620987, cost_time=0:00:28.353428 2021-04-15 03:39:51,217 INFO : TRAIN, epoch=0019, iter=00110/00196, fetch data time cost=1.54ms, fps=909 images/s, loss=1.0774, top1-acc=68.49%, top5-acc=92.30%, remaining_time=0:00:24.369046, arrival_time=2021-04-15 03:40:15.586990, cost_time=0:00:31.169659 2021-04-15 03:39:54,032 INFO : TRAIN, epoch=0019, iter=00120/00196, fetch data time cost=1.39ms, fps=910 images/s, loss=1.0788, top1-acc=68.40%, top5-acc=92.36%, remaining_time=0:00:21.523048, arrival_time=2021-04-15 03:40:15.555019, cost_time=0:00:33.983709 2021-04-15 03:39:56,845 INFO : TRAIN, epoch=0019, iter=00130/00196, fetch data time cost=1.40ms, fps=910 images/s, loss=1.0822, top1-acc=68.31%, top5-acc=92.33%, remaining_time=0:00:18.681366, arrival_time=2021-04-15 03:40:15.526329, cost_time=0:00:36.796688 2021-04-15 03:39:59,660 INFO : TRAIN, epoch=0019, iter=00140/00196, fetch data time cost=1.41ms, fps=909 images/s, loss=1.0867, top1-acc=68.18%, top5-acc=92.23%, remaining_time=0:00:15.844808, arrival_time=2021-04-15 03:40:15.505164, cost_time=0:00:39.612078 2021-04-15 03:40:02,483 INFO : TRAIN, epoch=0019, iter=00150/00196, fetch data time cost=1.38ms, fps=907 images/s, loss=1.0885, top1-acc=68.09%, top5-acc=92.21%, remaining_time=0:00:13.013538, arrival_time=2021-04-15 03:40:15.497217, cost_time=0:00:42.435425 2021-04-15 03:40:05,304 INFO : TRAIN, epoch=0019, iter=00160/00196, fetch data time cost=1.83ms, fps=908 images/s, loss=1.0892, top1-acc=68.08%, top5-acc=92.18%, remaining_time=0:00:10.182528, arrival_time=2021-04-15 03:40:15.486608, cost_time=0:00:45.255719 2021-04-15 03:40:08,125 INFO : TRAIN, epoch=0019, iter=00170/00196, fetch data time cost=1.38ms, fps=908 images/s, loss=1.0896, top1-acc=68.07%, top5-acc=92.18%, remaining_time=0:00:07.352878, arrival_time=2021-04-15 03:40:15.477885, cost_time=0:00:48.076591 2021-04-15 03:40:10,943 INFO : TRAIN, epoch=0019, iter=00180/00196, fetch data time cost=1.41ms, fps=908 images/s, loss=1.0932, top1-acc=67.94%, top5-acc=92.14%, remaining_time=0:00:04.524048, arrival_time=2021-04-15 03:40:15.467858, cost_time=0:00:50.895508 2021-04-15 03:40:13,757 INFO : TRAIN, epoch=0019, iter=00190/00196, fetch data time cost=1.27ms, fps=910 images/s, loss=1.0941, top1-acc=67.87%, top5-acc=92.15%, remaining_time=0:00:01.696098, arrival_time=2021-04-15 03:40:15.454047, cost_time=0:00:53.709677 2021-04-15 03:40:15,271 INFO : TRAIN, epoch=0019, iter=00196/00196, fetch data time cost=1.20ms, fps=899 images/s, loss=1.0950, top1-acc=67.83%, top5-acc=92.15%, remaining_time=0:00:00, arrival_time=2021-04-15 03:40:15.271592, cost_time=0:00:55.223282 2021-04-15 03:40:16,164 INFO : EVAL, epoch=0019, iter=00010/00040, fetch data time cost=0.21ms, fps=2873 images/s, loss=1.8304, top1-acc=51.72%, top5-acc=80.47%, remaining_time=0:00:02.673270, arrival_time=2021-04-15 03:40:18.837616, cost_time=0:00:00.891090 2021-04-15 03:40:16,939 INFO : EVAL, epoch=0019, iter=00020/00040, fetch data time cost=1.27ms, fps=3303 images/s, loss=1.8235, top1-acc=52.23%, top5-acc=81.23%, remaining_time=0:00:01.666680, arrival_time=2021-04-15 03:40:18.606585, cost_time=0:00:01.666674 2021-04-15 03:40:17,715 INFO : EVAL, epoch=0019, iter=00030/00040, fetch data time cost=1.31ms, fps=3304 images/s, loss=1.8351, top1-acc=51.55%, top5-acc=80.86%, remaining_time=0:00:00.813950, arrival_time=2021-04-15 03:40:18.529015, cost_time=0:00:02.441838 2021-04-15 03:40:18,423 INFO : EVAL, epoch=0019, iter=00040/00040, fetch data time cost=0.06ms, fps=3276 images/s, loss=1.8208, top1-acc=52.22%, top5-acc=81.22%, remaining_time=0:00:00, arrival_time=2021-04-15 03:40:18.423463, cost_time=0:00:03.150263 2021-04-15 03:40:18,833 INFO : Epoch=0019 complete, best val top1-acc=54.68%, top5-acc=83.21% (epoch=18), remaining_time=2:58:13.443619, arrival_time=2021-04-15 06:38:32.277383, cost_time=0:18:42.516175 2021-04-15 03:40:18,834 INFO : Train start, epoch=0020, lr=0.097790 2021-04-15 03:40:21,835 INFO : TRAIN, epoch=0020, iter=00010/00196, fetch data time cost=1.43ms, fps=853 images/s, loss=1.0855, top1-acc=68.87%, top5-acc=92.46%, remaining_time=0:00:55.805022, arrival_time=2021-04-15 03:41:17.640408, cost_time=0:00:03.000269 2021-04-15 03:40:24,652 INFO : TRAIN, epoch=0020, iter=00020/00196, fetch data time cost=1.43ms, fps=909 images/s, loss=1.0695, top1-acc=69.22%, top5-acc=92.64%, remaining_time=0:00:51.192240, arrival_time=2021-04-15 03:41:15.844675, cost_time=0:00:05.817302 2021-04-15 03:40:27,473 INFO : TRAIN, epoch=0020, iter=00030/00196, fetch data time cost=1.73ms, fps=908 images/s, loss=1.0728, top1-acc=68.84%, top5-acc=92.50%, remaining_time=0:00:47.796878, arrival_time=2021-04-15 03:41:15.269980, cost_time=0:00:08.638004 2021-04-15 03:40:30,290 INFO : TRAIN, epoch=0020, iter=00040/00196, fetch data time cost=1.78ms, fps=909 images/s, loss=1.0478, top1-acc=69.29%, top5-acc=92.79%, remaining_time=0:00:44.676528, arrival_time=2021-04-15 03:41:14.967375, cost_time=0:00:11.455502 2021-04-15 03:40:33,114 INFO : TRAIN, epoch=0020, iter=00050/00196, fetch data time cost=1.87ms, fps=907 images/s, loss=1.0382, top1-acc=69.67%, top5-acc=93.02%, remaining_time=0:00:41.694242, arrival_time=2021-04-15 03:41:14.808274, cost_time=0:00:14.278866 2021-04-15 03:40:35,933 INFO : TRAIN, epoch=0020, iter=00060/00196, fetch data time cost=1.63ms, fps=908 images/s, loss=1.0356, top1-acc=69.66%, top5-acc=93.06%, remaining_time=0:00:38.756600, arrival_time=2021-04-15 03:41:14.690243, cost_time=0:00:17.098501 2021-04-15 03:40:38,754 INFO : TRAIN, epoch=0020, iter=00070/00196, fetch data time cost=1.44ms, fps=908 images/s, loss=1.0346, top1-acc=69.63%, top5-acc=93.07%, remaining_time=0:00:35.854686, arrival_time=2021-04-15 03:41:14.609023, cost_time=0:00:19.919243 2021-04-15 03:40:41,568 INFO : TRAIN, epoch=0020, iter=00080/00196, fetch data time cost=1.38ms, fps=910 images/s, loss=1.0311, top1-acc=69.73%, top5-acc=93.02%, remaining_time=0:00:32.963604, arrival_time=2021-04-15 03:41:14.532298, cost_time=0:00:22.733484 2021-04-15 03:40:44,379 INFO : TRAIN, epoch=0020, iter=00090/00196, fetch data time cost=1.55ms, fps=911 images/s, loss=1.0392, top1-acc=69.52%, top5-acc=92.91%, remaining_time=0:00:30.085344, arrival_time=2021-04-15 03:41:14.464649, cost_time=0:00:25.544200 2021-04-15 03:40:47,186 INFO : TRAIN, epoch=0020, iter=00100/00196, fetch data time cost=1.37ms, fps=912 images/s, loss=1.0463, top1-acc=69.32%, top5-acc=92.81%, remaining_time=0:00:27.217152, arrival_time=2021-04-15 03:41:14.403452, cost_time=0:00:28.351199 2021-04-15 03:40:49,996 INFO : TRAIN, epoch=0020, iter=00110/00196, fetch data time cost=1.47ms, fps=911 images/s, loss=1.0466, top1-acc=69.34%, top5-acc=92.77%, remaining_time=0:00:24.362854, arrival_time=2021-04-15 03:41:14.359699, cost_time=0:00:31.161740 2021-04-15 03:40:52,811 INFO : TRAIN, epoch=0020, iter=00120/00196, fetch data time cost=1.43ms, fps=910 images/s, loss=1.0496, top1-acc=69.15%, top5-acc=92.78%, remaining_time=0:00:21.518488, arrival_time=2021-04-15 03:41:14.330246, cost_time=0:00:33.976539 2021-04-15 03:40:55,628 INFO : TRAIN, epoch=0020, iter=00130/00196, fetch data time cost=1.69ms, fps=909 images/s, loss=1.0530, top1-acc=69.02%, top5-acc=92.74%, remaining_time=0:00:18.679782, arrival_time=2021-04-15 03:41:14.308439, cost_time=0:00:36.793523 2021-04-15 03:40:58,451 INFO : TRAIN, epoch=0020, iter=00140/00196, fetch data time cost=1.37ms, fps=907 images/s, loss=1.0571, top1-acc=68.95%, top5-acc=92.67%, remaining_time=0:00:15.846656, arrival_time=2021-04-15 03:41:14.298471, cost_time=0:00:39.616706 2021-04-15 03:41:01,261 INFO : TRAIN, epoch=0020, iter=00150/00196, fetch data time cost=1.53ms, fps=911 images/s, loss=1.0582, top1-acc=68.91%, top5-acc=92.69%, remaining_time=0:00:13.010824, arrival_time=2021-04-15 03:41:14.272497, cost_time=0:00:42.426571 2021-04-15 03:41:04,078 INFO : TRAIN, epoch=0020, iter=00160/00196, fetch data time cost=1.53ms, fps=909 images/s, loss=1.0587, top1-acc=68.90%, top5-acc=92.66%, remaining_time=0:00:10.179684, arrival_time=2021-04-15 03:41:14.257909, cost_time=0:00:45.243115 2021-04-15 03:41:06,896 INFO : TRAIN, epoch=0020, iter=00170/00196, fetch data time cost=1.53ms, fps=909 images/s, loss=1.0592, top1-acc=68.81%, top5-acc=92.66%, remaining_time=0:00:07.350486, arrival_time=2021-04-15 03:41:14.246478, cost_time=0:00:48.060896 2021-04-15 03:41:09,707 INFO : TRAIN, epoch=0020, iter=00180/00196, fetch data time cost=1.32ms, fps=911 images/s, loss=1.0614, top1-acc=68.75%, top5-acc=92.64%, remaining_time=0:00:04.522016, arrival_time=2021-04-15 03:41:14.229859, cost_time=0:00:50.872736 2021-04-15 03:41:12,525 INFO : TRAIN, epoch=0020, iter=00190/00196, fetch data time cost=1.30ms, fps=909 images/s, loss=1.0671, top1-acc=68.59%, top5-acc=92.58%, remaining_time=0:00:01.695492, arrival_time=2021-04-15 03:41:14.221154, cost_time=0:00:53.690556 2021-04-15 03:41:14,042 INFO : TRAIN, epoch=0020, iter=00196/00196, fetch data time cost=1.20ms, fps=897 images/s, loss=1.0711, top1-acc=68.50%, top5-acc=92.52%, remaining_time=0:00:00, arrival_time=2021-04-15 03:41:14.042103, cost_time=0:00:55.207011 2021-04-15 03:41:14,932 INFO : EVAL, epoch=0020, iter=00010/00040, fetch data time cost=1.34ms, fps=2880 images/s, loss=1.7606, top1-acc=53.20%, top5-acc=82.07%, remaining_time=0:00:02.666580, arrival_time=2021-04-15 03:41:17.599217, cost_time=0:00:00.888856 2021-04-15 03:41:15,710 INFO : EVAL, epoch=0020, iter=00020/00040, fetch data time cost=1.44ms, fps=3294 images/s, loss=1.7263, top1-acc=53.95%, top5-acc=82.36%, remaining_time=0:00:01.666420, arrival_time=2021-04-15 03:41:17.376615, cost_time=0:00:01.666426 2021-04-15 03:41:16,486 INFO : EVAL, epoch=0020, iter=00030/00040, fetch data time cost=1.33ms, fps=3299 images/s, loss=1.7172, top1-acc=54.04%, top5-acc=82.70%, remaining_time=0:00:00.814270, arrival_time=2021-04-15 03:41:17.300845, cost_time=0:00:02.442803 2021-04-15 03:41:17,196 INFO : EVAL, epoch=0020, iter=00040/00040, fetch data time cost=0.06ms, fps=3270 images/s, loss=1.7349, top1-acc=54.22%, top5-acc=82.73%, remaining_time=0:00:00, arrival_time=2021-04-15 03:41:17.196503, cost_time=0:00:03.152748 2021-04-15 03:41:17,663 INFO : Epoch=0020 complete, best val top1-acc=54.68%, top5-acc=83.21% (epoch=18), remaining_time=2:57:12.111120, arrival_time=2021-04-15 06:38:29.774388, cost_time=0:19:41.345680 2021-04-15 03:41:17,664 INFO : Train start, epoch=0021, lr=0.097553 2021-04-15 03:41:20,634 INFO : TRAIN, epoch=0021, iter=00010/00196, fetch data time cost=1.65ms, fps=862 images/s, loss=1.0365, top1-acc=68.36%, top5-acc=92.46%, remaining_time=0:00:55.235118, arrival_time=2021-04-15 03:42:15.869425, cost_time=0:00:02.969633 2021-04-15 03:41:23,447 INFO : TRAIN, epoch=0021, iter=00020/00196, fetch data time cost=1.42ms, fps=910 images/s, loss=1.0282, top1-acc=68.91%, top5-acc=92.79%, remaining_time=0:00:50.887936, arrival_time=2021-04-15 03:42:14.335331, cost_time=0:00:05.782725 2021-04-15 03:41:26,266 INFO : TRAIN, epoch=0021, iter=00030/00196, fetch data time cost=1.43ms, fps=908 images/s, loss=1.0302, top1-acc=69.04%, top5-acc=92.85%, remaining_time=0:00:47.595852, arrival_time=2021-04-15 03:42:13.862192, cost_time=0:00:08.601663 2021-04-15 03:41:29,082 INFO : TRAIN, epoch=0021, iter=00040/00196, fetch data time cost=1.30ms, fps=909 images/s, loss=1.0266, top1-acc=69.25%, top5-acc=93.03%, remaining_time=0:00:44.528172, arrival_time=2021-04-15 03:42:13.610254, cost_time=0:00:11.417492 2021-04-15 03:41:31,902 INFO : TRAIN, epoch=0021, iter=00050/00196, fetch data time cost=1.56ms, fps=908 images/s, loss=1.0200, top1-acc=69.53%, top5-acc=93.25%, remaining_time=0:00:41.573938, arrival_time=2021-04-15 03:42:13.476246, cost_time=0:00:14.237643 2021-04-15 03:41:34,719 INFO : TRAIN, epoch=0021, iter=00060/00196, fetch data time cost=1.40ms, fps=909 images/s, loss=1.0268, top1-acc=69.23%, top5-acc=93.20%, remaining_time=0:00:38.656776, arrival_time=2021-04-15 03:42:13.375854, cost_time=0:00:17.054489 2021-04-15 03:41:37,535 INFO : TRAIN, epoch=0021, iter=00070/00196, fetch data time cost=1.38ms, fps=909 images/s, loss=1.0266, top1-acc=69.38%, top5-acc=93.21%, remaining_time=0:00:35.768124, arrival_time=2021-04-15 03:42:13.303899, cost_time=0:00:19.871189 2021-04-15 03:41:40,346 INFO : TRAIN, epoch=0021, iter=00080/00196, fetch data time cost=1.45ms, fps=911 images/s, loss=1.0275, top1-acc=69.44%, top5-acc=93.22%, remaining_time=0:00:32.888320, arrival_time=2021-04-15 03:42:13.234502, cost_time=0:00:22.681597 2021-04-15 03:41:43,156 INFO : TRAIN, epoch=0021, iter=00090/00196, fetch data time cost=1.41ms, fps=911 images/s, loss=1.0313, top1-acc=69.37%, top5-acc=93.19%, remaining_time=0:00:30.023970, arrival_time=2021-04-15 03:42:13.180746, cost_time=0:00:25.492094 2021-04-15 03:41:45,969 INFO : TRAIN, epoch=0021, iter=00100/00196, fetch data time cost=1.39ms, fps=910 images/s, loss=1.0307, top1-acc=69.33%, top5-acc=93.23%, remaining_time=0:00:27.172608, arrival_time=2021-04-15 03:42:13.141982, cost_time=0:00:28.304784 2021-04-15 03:41:48,789 INFO : TRAIN, epoch=0021, iter=00110/00196, fetch data time cost=1.48ms, fps=908 images/s, loss=1.0271, top1-acc=69.49%, top5-acc=93.22%, remaining_time=0:00:24.333614, arrival_time=2021-04-15 03:42:13.122641, cost_time=0:00:31.124438 2021-04-15 03:41:51,606 INFO : TRAIN, epoch=0021, iter=00120/00196, fetch data time cost=1.37ms, fps=909 images/s, loss=1.0293, top1-acc=69.46%, top5-acc=93.18%, remaining_time=0:00:21.496372, arrival_time=2021-04-15 03:42:13.102555, cost_time=0:00:33.941594 2021-04-15 03:41:54,430 INFO : TRAIN, epoch=0021, iter=00130/00196, fetch data time cost=7.21ms, fps=907 images/s, loss=1.0321, top1-acc=69.38%, top5-acc=93.09%, remaining_time=0:00:18.665592, arrival_time=2021-04-15 03:42:13.095724, cost_time=0:00:36.765550 2021-04-15 03:41:57,241 INFO : TRAIN, epoch=0021, iter=00140/00196, fetch data time cost=1.32ms, fps=911 images/s, loss=1.0385, top1-acc=69.23%, top5-acc=92.97%, remaining_time=0:00:15.830696, arrival_time=2021-04-15 03:42:13.072077, cost_time=0:00:39.576793 2021-04-15 03:42:00,055 INFO : TRAIN, epoch=0021, iter=00150/00196, fetch data time cost=1.51ms, fps=910 images/s, loss=1.0409, top1-acc=69.19%, top5-acc=92.93%, remaining_time=0:00:12.999738, arrival_time=2021-04-15 03:42:13.054738, cost_time=0:00:42.390408 2021-04-15 03:42:02,866 INFO : TRAIN, epoch=0021, iter=00160/00196, fetch data time cost=1.35ms, fps=911 images/s, loss=1.0418, top1-acc=69.12%, top5-acc=92.92%, remaining_time=0:00:10.170504, arrival_time=2021-04-15 03:42:13.037303, cost_time=0:00:45.202213 2021-04-15 03:42:05,685 INFO : TRAIN, epoch=0021, iter=00170/00196, fetch data time cost=1.44ms, fps=908 images/s, loss=1.0453, top1-acc=69.03%, top5-acc=92.88%, remaining_time=0:00:07.344428, arrival_time=2021-04-15 03:42:13.030227, cost_time=0:00:48.021207 2021-04-15 03:42:08,500 INFO : TRAIN, epoch=0021, iter=00180/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=1.0474, top1-acc=68.98%, top5-acc=92.88%, remaining_time=0:00:04.518752, arrival_time=2021-04-15 03:42:13.019358, cost_time=0:00:50.835943 2021-04-15 03:42:11,318 INFO : TRAIN, epoch=0021, iter=00190/00196, fetch data time cost=1.40ms, fps=909 images/s, loss=1.0517, top1-acc=68.90%, top5-acc=92.80%, remaining_time=0:00:01.694334, arrival_time=2021-04-15 03:42:13.012812, cost_time=0:00:53.653826 2021-04-15 03:42:12,835 INFO : TRAIN, epoch=0021, iter=00196/00196, fetch data time cost=1.30ms, fps=897 images/s, loss=1.0528, top1-acc=68.87%, top5-acc=92.77%, remaining_time=0:00:00, arrival_time=2021-04-15 03:42:12.835602, cost_time=0:00:55.171010 2021-04-15 03:42:13,723 INFO : EVAL, epoch=0021, iter=00010/00040, fetch data time cost=0.29ms, fps=2890 images/s, loss=1.7394, top1-acc=54.77%, top5-acc=82.93%, remaining_time=0:00:02.657220, arrival_time=2021-04-15 03:42:16.380414, cost_time=0:00:00.885736 2021-04-15 03:42:14,499 INFO : EVAL, epoch=0021, iter=00020/00040, fetch data time cost=1.35ms, fps=3301 images/s, loss=1.7377, top1-acc=54.18%, top5-acc=83.07%, remaining_time=0:00:01.661580, arrival_time=2021-04-15 03:42:16.160607, cost_time=0:00:01.661574 2021-04-15 03:42:15,275 INFO : EVAL, epoch=0021, iter=00030/00040, fetch data time cost=1.38ms, fps=3297 images/s, loss=1.7249, top1-acc=54.27%, top5-acc=83.52%, remaining_time=0:00:00.812790, arrival_time=2021-04-15 03:42:16.088617, cost_time=0:00:02.438369 2021-04-15 03:42:15,985 INFO : EVAL, epoch=0021, iter=00040/00040, fetch data time cost=0.08ms, fps=3270 images/s, loss=1.7318, top1-acc=54.08%, top5-acc=83.33%, remaining_time=0:00:00, arrival_time=2021-04-15 03:42:15.985628, cost_time=0:00:03.148203 2021-04-15 03:42:16,513 INFO : Epoch=0021 complete, best val top1-acc=54.68%, top5-acc=83.21% (epoch=18), remaining_time=2:56:11.193155, arrival_time=2021-04-15 06:38:27.706582, cost_time=0:20:40.195839 2021-04-15 03:42:16,515 INFO : Train start, epoch=0022, lr=0.097304 2021-04-15 03:42:19,438 INFO : TRAIN, epoch=0022, iter=00010/00196, fetch data time cost=1.52ms, fps=876 images/s, loss=1.0503, top1-acc=68.79%, top5-acc=92.89%, remaining_time=0:00:54.382680, arrival_time=2021-04-15 03:43:13.821630, cost_time=0:00:02.923796 2021-04-15 03:42:22,251 INFO : TRAIN, epoch=0022, iter=00020/00196, fetch data time cost=1.39ms, fps=910 images/s, loss=1.0410, top1-acc=68.67%, top5-acc=92.99%, remaining_time=0:00:50.483488, arrival_time=2021-04-15 03:43:12.735409, cost_time=0:00:05.736767 2021-04-15 03:42:25,063 INFO : TRAIN, epoch=0022, iter=00030/00196, fetch data time cost=1.34ms, fps=911 images/s, loss=1.0302, top1-acc=69.44%, top5-acc=93.09%, remaining_time=0:00:47.300206, arrival_time=2021-04-15 03:43:12.363590, cost_time=0:00:08.548232 2021-04-15 03:42:27,880 INFO : TRAIN, epoch=0022, iter=00040/00196, fetch data time cost=1.39ms, fps=909 images/s, loss=1.0170, top1-acc=69.82%, top5-acc=93.40%, remaining_time=0:00:44.323656, arrival_time=2021-04-15 03:43:12.203915, cost_time=0:00:11.365056 2021-04-15 03:42:30,695 INFO : TRAIN, epoch=0022, iter=00050/00196, fetch data time cost=1.37ms, fps=910 images/s, loss=1.0140, top1-acc=70.05%, top5-acc=93.36%, remaining_time=0:00:41.405454, arrival_time=2021-04-15 03:43:12.100573, cost_time=0:00:14.179964 2021-04-15 03:42:33,506 INFO : TRAIN, epoch=0022, iter=00060/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=1.0125, top1-acc=70.19%, top5-acc=93.33%, remaining_time=0:00:38.512480, arrival_time=2021-04-15 03:43:12.018453, cost_time=0:00:16.990814 2021-04-15 03:42:36,319 INFO : TRAIN, epoch=0022, iter=00070/00196, fetch data time cost=1.59ms, fps=910 images/s, loss=1.0186, top1-acc=70.18%, top5-acc=93.05%, remaining_time=0:00:35.648046, arrival_time=2021-04-15 03:43:11.967691, cost_time=0:00:19.804444 2021-04-15 03:42:39,133 INFO : TRAIN, epoch=0022, iter=00080/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=1.0182, top1-acc=70.08%, top5-acc=93.06%, remaining_time=0:00:32.795868, arrival_time=2021-04-15 03:43:11.928853, cost_time=0:00:22.617835 2021-04-15 03:42:41,946 INFO : TRAIN, epoch=0022, iter=00090/00196, fetch data time cost=1.45ms, fps=910 images/s, loss=1.0142, top1-acc=70.11%, top5-acc=93.18%, remaining_time=0:00:29.951890, arrival_time=2021-04-15 03:43:11.897897, cost_time=0:00:25.430856 2021-04-15 03:42:44,762 INFO : TRAIN, epoch=0022, iter=00100/00196, fetch data time cost=1.35ms, fps=909 images/s, loss=1.0140, top1-acc=69.99%, top5-acc=93.20%, remaining_time=0:00:27.117888, arrival_time=2021-04-15 03:43:11.880822, cost_time=0:00:28.247778 2021-04-15 03:42:47,580 INFO : TRAIN, epoch=0022, iter=00110/00196, fetch data time cost=1.31ms, fps=909 images/s, loss=1.0166, top1-acc=69.87%, top5-acc=93.16%, remaining_time=0:00:24.287604, arrival_time=2021-04-15 03:43:11.868387, cost_time=0:00:31.065573 2021-04-15 03:42:50,401 INFO : TRAIN, epoch=0022, iter=00120/00196, fetch data time cost=1.53ms, fps=908 images/s, loss=1.0148, top1-acc=69.88%, top5-acc=93.20%, remaining_time=0:00:21.461032, arrival_time=2021-04-15 03:43:11.862032, cost_time=0:00:33.885860 2021-04-15 03:42:53,217 INFO : TRAIN, epoch=0022, iter=00130/00196, fetch data time cost=1.54ms, fps=909 images/s, loss=1.0199, top1-acc=69.86%, top5-acc=93.08%, remaining_time=0:00:18.633516, arrival_time=2021-04-15 03:43:11.851136, cost_time=0:00:36.702440 2021-04-15 03:42:56,029 INFO : TRAIN, epoch=0022, iter=00140/00196, fetch data time cost=1.42ms, fps=911 images/s, loss=1.0209, top1-acc=69.89%, top5-acc=93.06%, remaining_time=0:00:15.805664, arrival_time=2021-04-15 03:43:11.835107, cost_time=0:00:39.514220 2021-04-15 03:42:58,845 INFO : TRAIN, epoch=0022, iter=00150/00196, fetch data time cost=1.55ms, fps=909 images/s, loss=1.0209, top1-acc=69.82%, top5-acc=93.04%, remaining_time=0:00:12.981200, arrival_time=2021-04-15 03:43:11.826294, cost_time=0:00:42.329940 2021-04-15 03:43:01,661 INFO : TRAIN, epoch=0022, iter=00160/00196, fetch data time cost=1.36ms, fps=909 images/s, loss=1.0238, top1-acc=69.78%, top5-acc=93.01%, remaining_time=0:00:10.157904, arrival_time=2021-04-15 03:43:11.819259, cost_time=0:00:45.146209 2021-04-15 03:43:04,469 INFO : TRAIN, epoch=0022, iter=00170/00196, fetch data time cost=1.43ms, fps=912 images/s, loss=1.0259, top1-acc=69.68%, top5-acc=92.98%, remaining_time=0:00:07.334158, arrival_time=2021-04-15 03:43:11.803362, cost_time=0:00:47.954048 2021-04-15 03:43:07,283 INFO : TRAIN, epoch=0022, iter=00180/00196, fetch data time cost=1.51ms, fps=910 images/s, loss=1.0265, top1-acc=69.62%, top5-acc=93.02%, remaining_time=0:00:04.512768, arrival_time=2021-04-15 03:43:11.796509, cost_time=0:00:50.768595 2021-04-15 03:43:10,097 INFO : TRAIN, epoch=0022, iter=00190/00196, fetch data time cost=1.43ms, fps=910 images/s, loss=1.0298, top1-acc=69.52%, top5-acc=92.98%, remaining_time=0:00:01.692078, arrival_time=2021-04-15 03:43:11.789660, cost_time=0:00:53.582426 2021-04-15 03:43:11,613 INFO : TRAIN, epoch=0022, iter=00196/00196, fetch data time cost=1.27ms, fps=897 images/s, loss=1.0309, top1-acc=69.49%, top5-acc=92.98%, remaining_time=0:00:00, arrival_time=2021-04-15 03:43:11.613434, cost_time=0:00:55.098289 2021-04-15 03:43:12,508 INFO : EVAL, epoch=0022, iter=00010/00040, fetch data time cost=1.69ms, fps=2867 images/s, loss=2.1259, top1-acc=47.07%, top5-acc=77.07%, remaining_time=0:00:02.678640, arrival_time=2021-04-15 03:43:15.186668, cost_time=0:00:00.892877 2021-04-15 03:43:13,283 INFO : EVAL, epoch=0022, iter=00020/00040, fetch data time cost=1.44ms, fps=3301 images/s, loss=2.1054, top1-acc=46.87%, top5-acc=77.50%, remaining_time=0:00:01.668760, arrival_time=2021-04-15 03:43:14.952658, cost_time=0:00:01.668757 2021-04-15 03:43:14,060 INFO : EVAL, epoch=0022, iter=00030/00040, fetch data time cost=1.32ms, fps=3296 images/s, loss=2.0996, top1-acc=47.23%, top5-acc=77.55%, remaining_time=0:00:00.815260, arrival_time=2021-04-15 03:43:14.876171, cost_time=0:00:02.445769 2021-04-15 03:43:14,773 INFO : EVAL, epoch=0022, iter=00040/00040, fetch data time cost=0.07ms, fps=3258 images/s, loss=2.0942, top1-acc=47.45%, top5-acc=77.90%, remaining_time=0:00:00, arrival_time=2021-04-15 03:43:14.773300, cost_time=0:00:03.158185 2021-04-15 03:43:15,227 INFO : Epoch=0022 complete, best val top1-acc=54.68%, top5-acc=83.21% (epoch=18), remaining_time=2:55:09.359766, arrival_time=2021-04-15 06:38:24.587004, cost_time=0:21:38.909643 2021-04-15 03:43:15,228 INFO : Train start, epoch=0023, lr=0.097044 2021-04-15 03:43:18,236 INFO : TRAIN, epoch=0023, iter=00010/00196, fetch data time cost=1.33ms, fps=851 images/s, loss=1.0315, top1-acc=69.61%, top5-acc=93.09%, remaining_time=0:00:55.938198, arrival_time=2021-04-15 03:44:14.174151, cost_time=0:00:03.007428 2021-04-15 03:43:21,049 INFO : TRAIN, epoch=0023, iter=00020/00196, fetch data time cost=1.49ms, fps=910 images/s, loss=1.0006, top1-acc=70.04%, top5-acc=93.63%, remaining_time=0:00:51.221632, arrival_time=2021-04-15 03:44:12.270802, cost_time=0:00:05.820639 2021-04-15 03:43:23,863 INFO : TRAIN, epoch=0023, iter=00030/00196, fetch data time cost=1.45ms, fps=910 images/s, loss=0.9849, top1-acc=70.49%, top5-acc=93.74%, remaining_time=0:00:47.781938, arrival_time=2021-04-15 03:44:11.645774, cost_time=0:00:08.635302 2021-04-15 03:43:26,683 INFO : TRAIN, epoch=0023, iter=00040/00196, fetch data time cost=1.47ms, fps=908 images/s, loss=0.9709, top1-acc=70.82%, top5-acc=93.83%, remaining_time=0:00:44.672784, arrival_time=2021-04-15 03:44:11.355860, cost_time=0:00:11.454541 2021-04-15 03:43:29,507 INFO : TRAIN, epoch=0023, iter=00050/00196, fetch data time cost=1.54ms, fps=906 images/s, loss=0.9744, top1-acc=70.79%, top5-acc=93.77%, remaining_time=0:00:41.694972, arrival_time=2021-04-15 03:44:11.202638, cost_time=0:00:14.279109 2021-04-15 03:43:32,352 INFO : TRAIN, epoch=0023, iter=00060/00196, fetch data time cost=1.41ms, fps=900 images/s, loss=0.9792, top1-acc=70.68%, top5-acc=93.67%, remaining_time=0:00:38.813992, arrival_time=2021-04-15 03:44:11.166529, cost_time=0:00:17.123818 2021-04-15 03:43:35,171 INFO : TRAIN, epoch=0023, iter=00070/00196, fetch data time cost=1.43ms, fps=908 images/s, loss=0.9830, top1-acc=70.55%, top5-acc=93.66%, remaining_time=0:00:35.896644, arrival_time=2021-04-15 03:44:11.067812, cost_time=0:00:19.942559 2021-04-15 03:43:37,984 INFO : TRAIN, epoch=0023, iter=00080/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=0.9871, top1-acc=70.42%, top5-acc=93.58%, remaining_time=0:00:32.995620, arrival_time=2021-04-15 03:44:10.979827, cost_time=0:00:22.755596 2021-04-15 03:43:40,799 INFO : TRAIN, epoch=0023, iter=00090/00196, fetch data time cost=1.36ms, fps=909 images/s, loss=0.9840, top1-acc=70.59%, top5-acc=93.59%, remaining_time=0:00:30.117356, arrival_time=2021-04-15 03:44:10.917247, cost_time=0:00:25.571362 2021-04-15 03:43:43,618 INFO : TRAIN, epoch=0023, iter=00100/00196, fetch data time cost=1.53ms, fps=909 images/s, loss=0.9901, top1-acc=70.39%, top5-acc=93.53%, remaining_time=0:00:27.253920, arrival_time=2021-04-15 03:44:10.872084, cost_time=0:00:28.389549 2021-04-15 03:43:46,431 INFO : TRAIN, epoch=0023, iter=00110/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.9918, top1-acc=70.39%, top5-acc=93.47%, remaining_time=0:00:24.395104, arrival_time=2021-04-15 03:44:10.826697, cost_time=0:00:31.203060 2021-04-15 03:43:49,248 INFO : TRAIN, epoch=0023, iter=00120/00196, fetch data time cost=1.36ms, fps=909 images/s, loss=0.9959, top1-acc=70.28%, top5-acc=93.43%, remaining_time=0:00:21.546076, arrival_time=2021-04-15 03:44:10.794772, cost_time=0:00:34.020168 2021-04-15 03:43:52,061 INFO : TRAIN, epoch=0023, iter=00130/00196, fetch data time cost=1.40ms, fps=910 images/s, loss=1.0021, top1-acc=70.17%, top5-acc=93.37%, remaining_time=0:00:18.699978, arrival_time=2021-04-15 03:44:10.761756, cost_time=0:00:36.833249 2021-04-15 03:43:54,878 INFO : TRAIN, epoch=0023, iter=00140/00196, fetch data time cost=1.32ms, fps=909 images/s, loss=1.0020, top1-acc=70.26%, top5-acc=93.39%, remaining_time=0:00:15.859928, arrival_time=2021-04-15 03:44:10.738334, cost_time=0:00:39.649801 2021-04-15 03:43:57,695 INFO : TRAIN, epoch=0023, iter=00150/00196, fetch data time cost=1.35ms, fps=909 images/s, loss=1.0065, top1-acc=70.17%, top5-acc=93.36%, remaining_time=0:00:13.023198, arrival_time=2021-04-15 03:44:10.718631, cost_time=0:00:42.466891 2021-04-15 03:44:00,514 INFO : TRAIN, epoch=0023, iter=00160/00196, fetch data time cost=1.38ms, fps=908 images/s, loss=1.0086, top1-acc=70.17%, top5-acc=93.30%, remaining_time=0:00:10.189404, arrival_time=2021-04-15 03:44:10.704199, cost_time=0:00:45.286260 2021-04-15 03:44:03,332 INFO : TRAIN, epoch=0023, iter=00170/00196, fetch data time cost=1.58ms, fps=909 images/s, loss=1.0112, top1-acc=70.12%, top5-acc=93.23%, remaining_time=0:00:07.357012, arrival_time=2021-04-15 03:44:10.689144, cost_time=0:00:48.103606 2021-04-15 03:44:06,148 INFO : TRAIN, epoch=0023, iter=00180/00196, fetch data time cost=1.31ms, fps=909 images/s, loss=1.0135, top1-acc=70.07%, top5-acc=93.24%, remaining_time=0:00:04.526256, arrival_time=2021-04-15 03:44:10.675089, cost_time=0:00:50.920305 2021-04-15 03:44:08,975 INFO : TRAIN, epoch=0023, iter=00190/00196, fetch data time cost=1.70ms, fps=906 images/s, loss=1.0180, top1-acc=69.95%, top5-acc=93.18%, remaining_time=0:00:01.697262, arrival_time=2021-04-15 03:44:10.672501, cost_time=0:00:53.746645 2021-04-15 03:44:10,497 INFO : TRAIN, epoch=0023, iter=00196/00196, fetch data time cost=1.23ms, fps=894 images/s, loss=1.0195, top1-acc=69.91%, top5-acc=93.17%, remaining_time=0:00:00, arrival_time=2021-04-15 03:44:10.496992, cost_time=0:00:55.268467 2021-04-15 03:44:11,386 INFO : EVAL, epoch=0023, iter=00010/00040, fetch data time cost=1.61ms, fps=2883 images/s, loss=2.1482, top1-acc=47.66%, top5-acc=77.03%, remaining_time=0:00:02.664210, arrival_time=2021-04-15 03:44:14.051111, cost_time=0:00:00.888071 2021-04-15 03:44:12,169 INFO : EVAL, epoch=0023, iter=00020/00040, fetch data time cost=2.06ms, fps=3273 images/s, loss=2.1481, top1-acc=47.23%, top5-acc=77.27%, remaining_time=0:00:01.670740, arrival_time=2021-04-15 03:44:13.840258, cost_time=0:00:01.670738 2021-04-15 03:44:12,947 INFO : EVAL, epoch=0023, iter=00030/00040, fetch data time cost=1.39ms, fps=3295 images/s, loss=2.1239, top1-acc=47.49%, top5-acc=77.71%, remaining_time=0:00:00.816170, arrival_time=2021-04-15 03:44:13.763573, cost_time=0:00:02.448516 2021-04-15 03:44:13,658 INFO : EVAL, epoch=0023, iter=00040/00040, fetch data time cost=0.06ms, fps=3266 images/s, loss=2.1060, top1-acc=47.62%, top5-acc=77.66%, remaining_time=0:00:00, arrival_time=2021-04-15 03:44:13.658194, cost_time=0:00:03.159469 2021-04-15 03:44:14,087 INFO : Epoch=0023 complete, best val top1-acc=54.68%, top5-acc=83.21% (epoch=18), remaining_time=2:54:08.924190, arrival_time=2021-04-15 06:38:23.011571, cost_time=0:22:37.769802 2021-04-15 03:44:14,088 INFO : Train start, epoch=0024, lr=0.096772 2021-04-15 03:44:17,060 INFO : TRAIN, epoch=0024, iter=00010/00196, fetch data time cost=1.42ms, fps=862 images/s, loss=0.9557, top1-acc=72.23%, top5-acc=94.26%, remaining_time=0:00:55.266924, arrival_time=2021-04-15 03:45:12.327066, cost_time=0:00:02.971345 2021-04-15 03:44:19,876 INFO : TRAIN, epoch=0024, iter=00020/00196, fetch data time cost=1.37ms, fps=909 images/s, loss=0.9494, top1-acc=72.32%, top5-acc=94.16%, remaining_time=0:00:50.931584, arrival_time=2021-04-15 03:45:10.808086, cost_time=0:00:05.787688 2021-04-15 03:44:22,696 INFO : TRAIN, epoch=0024, iter=00030/00196, fetch data time cost=1.51ms, fps=908 images/s, loss=0.9440, top1-acc=72.07%, top5-acc=94.17%, remaining_time=0:00:47.627226, arrival_time=2021-04-15 03:45:10.323456, cost_time=0:00:08.607344 2021-04-15 03:44:25,512 INFO : TRAIN, epoch=0024, iter=00040/00196, fetch data time cost=1.41ms, fps=909 images/s, loss=0.9517, top1-acc=71.81%, top5-acc=94.04%, remaining_time=0:00:44.550792, arrival_time=2021-04-15 03:45:10.062856, cost_time=0:00:11.423260 2021-04-15 03:44:28,326 INFO : TRAIN, epoch=0024, iter=00050/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.9564, top1-acc=71.67%, top5-acc=93.89%, remaining_time=0:00:41.573062, arrival_time=2021-04-15 03:45:09.899284, cost_time=0:00:14.237333 2021-04-15 03:44:31,142 INFO : TRAIN, epoch=0024, iter=00060/00196, fetch data time cost=1.43ms, fps=909 images/s, loss=0.9658, top1-acc=71.46%, top5-acc=93.74%, remaining_time=0:00:38.655280, arrival_time=2021-04-15 03:45:09.797886, cost_time=0:00:17.053787 2021-04-15 03:44:33,959 INFO : TRAIN, epoch=0024, iter=00070/00196, fetch data time cost=1.36ms, fps=909 images/s, loss=0.9758, top1-acc=71.15%, top5-acc=93.66%, remaining_time=0:00:35.767242, arrival_time=2021-04-15 03:45:09.726769, cost_time=0:00:19.870715 2021-04-15 03:44:36,774 INFO : TRAIN, epoch=0024, iter=00080/00196, fetch data time cost=1.57ms, fps=910 images/s, loss=0.9740, top1-acc=71.21%, top5-acc=93.65%, remaining_time=0:00:32.894468, arrival_time=2021-04-15 03:45:09.669102, cost_time=0:00:22.685833 2021-04-15 03:44:39,589 INFO : TRAIN, epoch=0024, iter=00090/00196, fetch data time cost=1.37ms, fps=910 images/s, loss=0.9762, top1-acc=71.18%, top5-acc=93.60%, remaining_time=0:00:30.034040, arrival_time=2021-04-15 03:45:09.623535, cost_time=0:00:25.500617 2021-04-15 03:44:42,403 INFO : TRAIN, epoch=0024, iter=00100/00196, fetch data time cost=1.36ms, fps=910 images/s, loss=0.9793, top1-acc=71.09%, top5-acc=93.62%, remaining_time=0:00:27.182208, arrival_time=2021-04-15 03:45:09.585822, cost_time=0:00:28.314752 2021-04-15 03:44:45,216 INFO : TRAIN, epoch=0024, iter=00110/00196, fetch data time cost=1.42ms, fps=910 images/s, loss=0.9830, top1-acc=71.04%, top5-acc=93.59%, remaining_time=0:00:24.335850, arrival_time=2021-04-15 03:45:09.551919, cost_time=0:00:31.127265 2021-04-15 03:44:48,030 INFO : TRAIN, epoch=0024, iter=00120/00196, fetch data time cost=1.40ms, fps=910 images/s, loss=0.9886, top1-acc=70.88%, top5-acc=93.50%, remaining_time=0:00:21.496144, arrival_time=2021-04-15 03:45:09.526236, cost_time=0:00:33.941297 2021-04-15 03:44:50,842 INFO : TRAIN, epoch=0024, iter=00130/00196, fetch data time cost=1.37ms, fps=910 images/s, loss=0.9918, top1-acc=70.77%, top5-acc=93.48%, remaining_time=0:00:18.659520, arrival_time=2021-04-15 03:45:09.501963, cost_time=0:00:36.753632 2021-04-15 03:44:53,659 INFO : TRAIN, epoch=0024, iter=00140/00196, fetch data time cost=1.49ms, fps=909 images/s, loss=0.9956, top1-acc=70.67%, top5-acc=93.42%, remaining_time=0:00:15.828176, arrival_time=2021-04-15 03:45:09.487443, cost_time=0:00:39.570463 2021-04-15 03:44:56,470 INFO : TRAIN, epoch=0024, iter=00150/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.9972, top1-acc=70.60%, top5-acc=93.40%, remaining_time=0:00:12.997070, arrival_time=2021-04-15 03:45:09.467563, cost_time=0:00:42.381681 2021-04-15 03:44:59,290 INFO : TRAIN, epoch=0024, iter=00160/00196, fetch data time cost=1.57ms, fps=908 images/s, loss=0.9979, top1-acc=70.57%, top5-acc=93.41%, remaining_time=0:00:10.170324, arrival_time=2021-04-15 03:45:09.460584, cost_time=0:00:45.201460 2021-04-15 03:45:02,102 INFO : TRAIN, epoch=0024, iter=00170/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=1.0005, top1-acc=70.52%, top5-acc=93.39%, remaining_time=0:00:07.343310, arrival_time=2021-04-15 03:45:09.446121, cost_time=0:00:48.014017 2021-04-15 03:45:04,916 INFO : TRAIN, epoch=0024, iter=00180/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=1.0024, top1-acc=70.50%, top5-acc=93.32%, remaining_time=0:00:04.518032, arrival_time=2021-04-15 03:45:09.434779, cost_time=0:00:50.827861 2021-04-15 03:45:07,729 INFO : TRAIN, epoch=0024, iter=00190/00196, fetch data time cost=1.26ms, fps=910 images/s, loss=1.0012, top1-acc=70.56%, top5-acc=93.36%, remaining_time=0:00:01.693914, arrival_time=2021-04-15 03:45:09.423482, cost_time=0:00:53.640696 2021-04-15 03:45:09,243 INFO : TRAIN, epoch=0024, iter=00196/00196, fetch data time cost=1.35ms, fps=898 images/s, loss=1.0026, top1-acc=70.53%, top5-acc=93.34%, remaining_time=0:00:00, arrival_time=2021-04-15 03:45:09.243856, cost_time=0:00:55.155056 2021-04-15 03:45:10,135 INFO : EVAL, epoch=0024, iter=00010/00040, fetch data time cost=1.45ms, fps=2875 images/s, loss=1.7112, top1-acc=55.94%, top5-acc=83.63%, remaining_time=0:00:02.670960, arrival_time=2021-04-15 03:45:12.806901, cost_time=0:00:00.890316 2021-04-15 03:45:10,912 INFO : EVAL, epoch=0024, iter=00020/00040, fetch data time cost=1.49ms, fps=3297 images/s, loss=1.7047, top1-acc=55.49%, top5-acc=83.22%, remaining_time=0:00:01.667080, arrival_time=2021-04-15 03:45:12.579789, cost_time=0:00:01.667089 2021-04-15 03:45:11,689 INFO : EVAL, epoch=0024, iter=00030/00040, fetch data time cost=1.42ms, fps=3298 images/s, loss=1.7134, top1-acc=55.18%, top5-acc=83.05%, remaining_time=0:00:00.814590, arrival_time=2021-04-15 03:45:12.503970, cost_time=0:00:02.443762 2021-04-15 03:45:12,399 INFO : EVAL, epoch=0024, iter=00040/00040, fetch data time cost=0.06ms, fps=3270 images/s, loss=1.7005, top1-acc=55.31%, top5-acc=83.16%, remaining_time=0:00:00, arrival_time=2021-04-15 03:45:12.399129, cost_time=0:00:03.153540 2021-04-15 03:45:13,344 INFO : Epoch=0024 complete, best val top1-acc=55.31%, top5-acc=83.16% (epoch=24), remaining_time=2:53:11.528224, arrival_time=2021-04-15 06:38:24.872393, cost_time=0:23:37.026577 2021-04-15 03:45:13,345 INFO : Train start, epoch=0025, lr=0.096489 2021-04-15 03:45:16,313 INFO : TRAIN, epoch=0025, iter=00010/00196, fetch data time cost=1.42ms, fps=863 images/s, loss=0.9469, top1-acc=71.99%, top5-acc=94.18%, remaining_time=0:00:55.195686, arrival_time=2021-04-15 03:46:11.508822, cost_time=0:00:02.967509 2021-04-15 03:45:19,122 INFO : TRAIN, epoch=0025, iter=00020/00196, fetch data time cost=2.04ms, fps=911 images/s, loss=0.9508, top1-acc=71.97%, top5-acc=94.14%, remaining_time=0:00:50.835312, arrival_time=2021-04-15 03:46:09.957811, cost_time=0:00:05.776744 2021-04-15 03:45:21,935 INFO : TRAIN, epoch=0025, iter=00030/00196, fetch data time cost=1.42ms, fps=910 images/s, loss=0.9444, top1-acc=72.33%, top5-acc=94.14%, remaining_time=0:00:47.528290, arrival_time=2021-04-15 03:46:09.463427, cost_time=0:00:08.589436 2021-04-15 03:45:24,747 INFO : TRAIN, epoch=0025, iter=00040/00196, fetch data time cost=1.51ms, fps=911 images/s, loss=0.9374, top1-acc=72.45%, top5-acc=94.10%, remaining_time=0:00:44.466084, arrival_time=2021-04-15 03:46:09.213361, cost_time=0:00:11.401567 2021-04-15 03:45:27,560 INFO : TRAIN, epoch=0025, iter=00050/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=0.9386, top1-acc=72.58%, top5-acc=94.07%, remaining_time=0:00:41.507654, arrival_time=2021-04-15 03:46:09.068232, cost_time=0:00:14.214954 2021-04-15 03:45:30,379 INFO : TRAIN, epoch=0025, iter=00060/00196, fetch data time cost=1.43ms, fps=908 images/s, loss=0.9398, top1-acc=72.40%, top5-acc=94.06%, remaining_time=0:00:38.610400, arrival_time=2021-04-15 03:46:08.990089, cost_time=0:00:17.033983 2021-04-15 03:45:33,194 INFO : TRAIN, epoch=0025, iter=00070/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.9404, top1-acc=72.28%, top5-acc=94.12%, remaining_time=0:00:35.727552, arrival_time=2021-04-15 03:46:08.921822, cost_time=0:00:19.848629 2021-04-15 03:45:36,005 INFO : TRAIN, epoch=0025, iter=00080/00196, fetch data time cost=1.41ms, fps=911 images/s, loss=0.9488, top1-acc=71.98%, top5-acc=93.99%, remaining_time=0:00:32.857116, arrival_time=2021-04-15 03:46:08.862833, cost_time=0:00:22.660103 2021-04-15 03:45:38,819 INFO : TRAIN, epoch=0025, iter=00090/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=0.9562, top1-acc=71.73%, top5-acc=93.89%, remaining_time=0:00:30.002558, arrival_time=2021-04-15 03:46:08.822095, cost_time=0:00:25.473914 2021-04-15 03:45:41,641 INFO : TRAIN, epoch=0025, iter=00100/00196, fetch data time cost=1.45ms, fps=907 images/s, loss=0.9592, top1-acc=71.62%, top5-acc=93.81%, remaining_time=0:00:27.163968, arrival_time=2021-04-15 03:46:08.805616, cost_time=0:00:28.295832 2021-04-15 03:45:44,456 INFO : TRAIN, epoch=0025, iter=00110/00196, fetch data time cost=1.33ms, fps=910 images/s, loss=0.9585, top1-acc=71.66%, top5-acc=93.81%, remaining_time=0:00:24.322950, arrival_time=2021-04-15 03:46:08.779289, cost_time=0:00:31.110714 2021-04-15 03:45:47,271 INFO : TRAIN, epoch=0025, iter=00120/00196, fetch data time cost=1.54ms, fps=910 images/s, loss=0.9603, top1-acc=71.67%, top5-acc=93.76%, remaining_time=0:00:21.486340, arrival_time=2021-04-15 03:46:08.757804, cost_time=0:00:33.925831 2021-04-15 03:45:50,087 INFO : TRAIN, epoch=0025, iter=00130/00196, fetch data time cost=1.57ms, fps=909 images/s, loss=0.9612, top1-acc=71.66%, top5-acc=93.78%, remaining_time=0:00:18.653448, arrival_time=2021-04-15 03:46:08.740677, cost_time=0:00:36.741617 2021-04-15 03:45:52,898 INFO : TRAIN, epoch=0025, iter=00140/00196, fetch data time cost=1.36ms, fps=911 images/s, loss=0.9668, top1-acc=71.44%, top5-acc=93.76%, remaining_time=0:00:15.821288, arrival_time=2021-04-15 03:46:08.720189, cost_time=0:00:39.553278 2021-04-15 03:45:55,709 INFO : TRAIN, epoch=0025, iter=00150/00196, fetch data time cost=1.53ms, fps=911 images/s, loss=0.9696, top1-acc=71.34%, top5-acc=93.76%, remaining_time=0:00:12.991688, arrival_time=2021-04-15 03:46:08.701460, cost_time=0:00:42.364156 2021-04-15 03:45:58,521 INFO : TRAIN, epoch=0025, iter=00160/00196, fetch data time cost=1.40ms, fps=911 images/s, loss=0.9722, top1-acc=71.26%, top5-acc=93.74%, remaining_time=0:00:10.164564, arrival_time=2021-04-15 03:46:08.686100, cost_time=0:00:45.175908 2021-04-15 03:46:01,334 INFO : TRAIN, epoch=0025, iter=00170/00196, fetch data time cost=1.52ms, fps=910 images/s, loss=0.9770, top1-acc=71.14%, top5-acc=93.70%, remaining_time=0:00:07.339540, arrival_time=2021-04-15 03:46:08.674469, cost_time=0:00:47.989307 2021-04-15 03:46:04,148 INFO : TRAIN, epoch=0025, iter=00180/00196, fetch data time cost=1.40ms, fps=910 images/s, loss=0.9804, top1-acc=71.04%, top5-acc=93.68%, remaining_time=0:00:04.515824, arrival_time=2021-04-15 03:46:08.664432, cost_time=0:00:50.802989 2021-04-15 03:46:06,964 INFO : TRAIN, epoch=0025, iter=00190/00196, fetch data time cost=1.15ms, fps=909 images/s, loss=0.9855, top1-acc=70.87%, top5-acc=93.60%, remaining_time=0:00:01.693236, arrival_time=2021-04-15 03:46:08.658025, cost_time=0:00:53.619105 2021-04-15 03:46:08,477 INFO : TRAIN, epoch=0025, iter=00196/00196, fetch data time cost=1.25ms, fps=900 images/s, loss=0.9867, top1-acc=70.84%, top5-acc=93.56%, remaining_time=0:00:00, arrival_time=2021-04-15 03:46:08.477173, cost_time=0:00:55.131546 2021-04-15 03:46:09,389 INFO : EVAL, epoch=0025, iter=00010/00040, fetch data time cost=0.20ms, fps=2811 images/s, loss=1.6715, top1-acc=55.74%, top5-acc=84.18%, remaining_time=0:00:02.731950, arrival_time=2021-04-15 03:46:12.121695, cost_time=0:00:00.910651 2021-04-15 03:46:10,166 INFO : EVAL, epoch=0025, iter=00020/00040, fetch data time cost=1.53ms, fps=3296 images/s, loss=1.5991, top1-acc=57.48%, top5-acc=85.02%, remaining_time=0:00:01.687660, arrival_time=2021-04-15 03:46:11.854395, cost_time=0:00:01.687651 2021-04-15 03:46:10,944 INFO : EVAL, epoch=0025, iter=00030/00040, fetch data time cost=1.42ms, fps=3295 images/s, loss=1.6061, top1-acc=57.12%, top5-acc=84.96%, remaining_time=0:00:00.821640, arrival_time=2021-04-15 03:46:11.765672, cost_time=0:00:02.464935 2021-04-15 03:46:11,652 INFO : EVAL, epoch=0025, iter=00040/00040, fetch data time cost=0.09ms, fps=3276 images/s, loss=1.6014, top1-acc=57.30%, top5-acc=85.07%, remaining_time=0:00:00, arrival_time=2021-04-15 03:46:11.652561, cost_time=0:00:03.173496 2021-04-15 03:46:12,481 INFO : Epoch=0025 complete, best val top1-acc=57.30%, top5-acc=85.07% (epoch=25), remaining_time=2:52:13.149750, arrival_time=2021-04-15 06:38:25.631613, cost_time=0:24:36.164262 2021-04-15 03:46:12,483 INFO : Train start, epoch=0026, lr=0.096194 2021-04-15 03:46:15,459 INFO : TRAIN, epoch=0026, iter=00010/00196, fetch data time cost=1.41ms, fps=860 images/s, loss=0.9566, top1-acc=71.56%, top5-acc=94.10%, remaining_time=0:00:55.356204, arrival_time=2021-04-15 03:47:10.815542, cost_time=0:00:02.976145 2021-04-15 03:46:18,275 INFO : TRAIN, epoch=0026, iter=00020/00196, fetch data time cost=1.37ms, fps=909 images/s, loss=0.9389, top1-acc=71.93%, top5-acc=94.26%, remaining_time=0:00:50.970480, arrival_time=2021-04-15 03:47:09.245777, cost_time=0:00:05.792106 2021-04-15 03:46:21,087 INFO : TRAIN, epoch=0026, iter=00030/00196, fetch data time cost=1.37ms, fps=911 images/s, loss=0.9415, top1-acc=71.81%, top5-acc=94.09%, remaining_time=0:00:47.609298, arrival_time=2021-04-15 03:47:08.696573, cost_time=0:00:08.604096 2021-04-15 03:46:23,901 INFO : TRAIN, epoch=0026, iter=00040/00196, fetch data time cost=1.36ms, fps=910 images/s, loss=0.9261, top1-acc=72.39%, top5-acc=94.28%, remaining_time=0:00:44.530200, arrival_time=2021-04-15 03:47:08.431399, cost_time=0:00:11.418004 2021-04-15 03:46:26,722 INFO : TRAIN, epoch=0026, iter=00050/00196, fetch data time cost=1.36ms, fps=908 images/s, loss=0.9189, top1-acc=72.39%, top5-acc=94.41%, remaining_time=0:00:41.577296, arrival_time=2021-04-15 03:47:08.299377, cost_time=0:00:14.238823 2021-04-15 03:46:29,537 INFO : TRAIN, epoch=0026, iter=00060/00196, fetch data time cost=1.46ms, fps=909 images/s, loss=0.9170, top1-acc=72.49%, top5-acc=94.43%, remaining_time=0:00:38.657184, arrival_time=2021-04-15 03:47:08.195035, cost_time=0:00:17.054653 2021-04-15 03:46:32,352 INFO : TRAIN, epoch=0026, iter=00070/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=0.9149, top1-acc=72.65%, top5-acc=94.55%, remaining_time=0:00:35.764218, arrival_time=2021-04-15 03:47:08.116437, cost_time=0:00:19.869028 2021-04-15 03:46:35,166 INFO : TRAIN, epoch=0026, iter=00080/00196, fetch data time cost=1.42ms, fps=910 images/s, loss=0.9217, top1-acc=72.41%, top5-acc=94.36%, remaining_time=0:00:32.890176, arrival_time=2021-04-15 03:47:08.056215, cost_time=0:00:22.682842 2021-04-15 03:46:37,984 INFO : TRAIN, epoch=0026, iter=00090/00196, fetch data time cost=1.35ms, fps=908 images/s, loss=0.9220, top1-acc=72.47%, top5-acc=94.31%, remaining_time=0:00:30.034676, arrival_time=2021-04-15 03:47:08.018994, cost_time=0:00:25.501124 2021-04-15 03:46:40,793 INFO : TRAIN, epoch=0026, iter=00100/00196, fetch data time cost=1.51ms, fps=912 images/s, loss=0.9266, top1-acc=72.36%, top5-acc=94.27%, remaining_time=0:00:27.177504, arrival_time=2021-04-15 03:47:07.970631, cost_time=0:00:28.309937 2021-04-15 03:46:43,607 INFO : TRAIN, epoch=0026, iter=00110/00196, fetch data time cost=1.40ms, fps=910 images/s, loss=0.9306, top1-acc=72.26%, top5-acc=94.18%, remaining_time=0:00:24.333528, arrival_time=2021-04-15 03:47:07.940979, cost_time=0:00:31.124252 2021-04-15 03:46:46,421 INFO : TRAIN, epoch=0026, iter=00120/00196, fetch data time cost=1.44ms, fps=910 images/s, loss=0.9349, top1-acc=72.22%, top5-acc=94.14%, remaining_time=0:00:21.494016, arrival_time=2021-04-15 03:47:07.915092, cost_time=0:00:33.937894 2021-04-15 03:46:49,232 INFO : TRAIN, epoch=0026, iter=00130/00196, fetch data time cost=1.40ms, fps=911 images/s, loss=0.9415, top1-acc=72.00%, top5-acc=94.07%, remaining_time=0:00:18.657540, arrival_time=2021-04-15 03:47:07.890490, cost_time=0:00:36.749746 2021-04-15 03:46:52,056 INFO : TRAIN, epoch=0026, iter=00140/00196, fetch data time cost=2.97ms, fps=907 images/s, loss=0.9456, top1-acc=71.88%, top5-acc=94.00%, remaining_time=0:00:15.829240, arrival_time=2021-04-15 03:47:07.885649, cost_time=0:00:39.573113 2021-04-15 03:46:54,879 INFO : TRAIN, epoch=0026, iter=00150/00196, fetch data time cost=1.42ms, fps=907 images/s, loss=0.9481, top1-acc=71.86%, top5-acc=93.97%, remaining_time=0:00:13.001348, arrival_time=2021-04-15 03:47:07.880503, cost_time=0:00:42.395773 2021-04-15 03:46:57,703 INFO : TRAIN, epoch=0026, iter=00160/00196, fetch data time cost=1.41ms, fps=907 images/s, loss=0.9547, top1-acc=71.69%, top5-acc=93.92%, remaining_time=0:00:10.174500, arrival_time=2021-04-15 03:47:07.877779, cost_time=0:00:45.220068 2021-04-15 03:47:00,525 INFO : TRAIN, epoch=0026, iter=00170/00196, fetch data time cost=1.55ms, fps=907 images/s, loss=0.9570, top1-acc=71.63%, top5-acc=93.90%, remaining_time=0:00:07.347600, arrival_time=2021-04-15 03:47:07.872715, cost_time=0:00:48.041929 2021-04-15 03:47:03,340 INFO : TRAIN, epoch=0026, iter=00180/00196, fetch data time cost=1.53ms, fps=910 images/s, loss=0.9583, top1-acc=71.63%, top5-acc=93.88%, remaining_time=0:00:04.520608, arrival_time=2021-04-15 03:47:07.860689, cost_time=0:00:50.856796 2021-04-15 03:47:06,154 INFO : TRAIN, epoch=0026, iter=00190/00196, fetch data time cost=1.23ms, fps=910 images/s, loss=0.9603, top1-acc=71.59%, top5-acc=93.85%, remaining_time=0:00:01.694868, arrival_time=2021-04-15 03:47:07.848864, cost_time=0:00:53.670797 2021-04-15 03:47:07,665 INFO : TRAIN, epoch=0026, iter=00196/00196, fetch data time cost=1.23ms, fps=900 images/s, loss=0.9633, top1-acc=71.51%, top5-acc=93.81%, remaining_time=0:00:00, arrival_time=2021-04-15 03:47:07.665675, cost_time=0:00:55.182492 2021-04-15 03:47:08,572 INFO : EVAL, epoch=0026, iter=00010/00040, fetch data time cost=1.40ms, fps=2828 images/s, loss=1.7286, top1-acc=53.83%, top5-acc=82.77%, remaining_time=0:00:02.715930, arrival_time=2021-04-15 03:47:11.288648, cost_time=0:00:00.905310 2021-04-15 03:47:09,350 INFO : EVAL, epoch=0026, iter=00020/00040, fetch data time cost=1.95ms, fps=3292 images/s, loss=1.7136, top1-acc=54.37%, top5-acc=82.99%, remaining_time=0:00:01.683340, arrival_time=2021-04-15 03:47:11.034073, cost_time=0:00:01.683342 2021-04-15 03:47:10,127 INFO : EVAL, epoch=0026, iter=00030/00040, fetch data time cost=1.28ms, fps=3298 images/s, loss=1.7129, top1-acc=54.23%, top5-acc=83.22%, remaining_time=0:00:00.820000, arrival_time=2021-04-15 03:47:10.947387, cost_time=0:00:02.459994 2021-04-15 03:47:10,837 INFO : EVAL, epoch=0026, iter=00040/00040, fetch data time cost=0.06ms, fps=3269 images/s, loss=1.7061, top1-acc=54.40%, top5-acc=83.23%, remaining_time=0:00:00, arrival_time=2021-04-15 03:47:10.837495, cost_time=0:00:03.170128 2021-04-15 03:47:11,279 INFO : Epoch=0026 complete, best val top1-acc=57.30%, top5-acc=85.07% (epoch=25), remaining_time=2:51:12.435912, arrival_time=2021-04-15 06:38:23.715189, cost_time=0:25:34.961693 2021-04-15 03:47:11,280 INFO : Train start, epoch=0027, lr=0.095888 2021-04-15 03:47:14,257 INFO : TRAIN, epoch=0027, iter=00010/00196, fetch data time cost=1.40ms, fps=860 images/s, loss=0.9121, top1-acc=72.89%, top5-acc=94.37%, remaining_time=0:00:55.369968, arrival_time=2021-04-15 03:48:09.627413, cost_time=0:00:02.976885 2021-04-15 03:47:17,078 INFO : TRAIN, epoch=0027, iter=00020/00196, fetch data time cost=1.52ms, fps=908 images/s, loss=0.9038, top1-acc=73.16%, top5-acc=94.53%, remaining_time=0:00:51.023280, arrival_time=2021-04-15 03:48:08.102033, cost_time=0:00:05.798105 2021-04-15 03:47:19,898 INFO : TRAIN, epoch=0027, iter=00030/00196, fetch data time cost=1.32ms, fps=908 images/s, loss=0.9052, top1-acc=73.02%, top5-acc=94.51%, remaining_time=0:00:47.688148, arrival_time=2021-04-15 03:48:07.587062, cost_time=0:00:08.618350 2021-04-15 03:47:22,717 INFO : TRAIN, epoch=0027, iter=00040/00196, fetch data time cost=1.77ms, fps=908 images/s, loss=0.9158, top1-acc=72.86%, top5-acc=94.46%, remaining_time=0:00:44.605080, arrival_time=2021-04-15 03:48:07.322981, cost_time=0:00:11.437200 2021-04-15 03:47:25,538 INFO : TRAIN, epoch=0027, iter=00050/00196, fetch data time cost=2.10ms, fps=908 images/s, loss=0.9096, top1-acc=72.93%, top5-acc=94.46%, remaining_time=0:00:41.633068, arrival_time=2021-04-15 03:48:07.171631, cost_time=0:00:14.257917 2021-04-15 03:47:28,357 INFO : TRAIN, epoch=0027, iter=00060/00196, fetch data time cost=1.46ms, fps=908 images/s, loss=0.9173, top1-acc=72.58%, top5-acc=94.36%, remaining_time=0:00:38.707640, arrival_time=2021-04-15 03:48:07.065106, cost_time=0:00:17.076889 2021-04-15 03:47:31,173 INFO : TRAIN, epoch=0027, iter=00070/00196, fetch data time cost=1.45ms, fps=909 images/s, loss=0.9147, top1-acc=72.81%, top5-acc=94.31%, remaining_time=0:00:35.807562, arrival_time=2021-04-15 03:48:06.981230, cost_time=0:00:19.893111 2021-04-15 03:47:33,981 INFO : TRAIN, epoch=0027, iter=00080/00196, fetch data time cost=1.50ms, fps=912 images/s, loss=0.9150, top1-acc=72.76%, top5-acc=94.36%, remaining_time=0:00:32.916624, arrival_time=2021-04-15 03:48:06.898380, cost_time=0:00:22.701105 2021-04-15 03:47:36,791 INFO : TRAIN, epoch=0027, iter=00090/00196, fetch data time cost=1.47ms, fps=911 images/s, loss=0.9188, top1-acc=72.58%, top5-acc=94.32%, remaining_time=0:00:30.046548, arrival_time=2021-04-15 03:48:06.838300, cost_time=0:00:25.511191 2021-04-15 03:47:39,606 INFO : TRAIN, epoch=0027, iter=00100/00196, fetch data time cost=1.58ms, fps=910 images/s, loss=0.9217, top1-acc=72.56%, top5-acc=94.33%, remaining_time=0:00:27.192480, arrival_time=2021-04-15 03:48:06.798561, cost_time=0:00:28.325520 2021-04-15 03:47:42,425 INFO : TRAIN, epoch=0027, iter=00110/00196, fetch data time cost=1.48ms, fps=908 images/s, loss=0.9283, top1-acc=72.34%, top5-acc=94.25%, remaining_time=0:00:24.349610, arrival_time=2021-04-15 03:48:06.775156, cost_time=0:00:31.144857 2021-04-15 03:47:45,242 INFO : TRAIN, epoch=0027, iter=00120/00196, fetch data time cost=1.47ms, fps=909 images/s, loss=0.9313, top1-acc=72.33%, top5-acc=94.26%, remaining_time=0:00:21.508988, arrival_time=2021-04-15 03:48:06.751237, cost_time=0:00:33.961592 2021-04-15 03:47:48,060 INFO : TRAIN, epoch=0027, iter=00130/00196, fetch data time cost=1.42ms, fps=909 images/s, loss=0.9353, top1-acc=72.27%, top5-acc=94.19%, remaining_time=0:00:18.672588, arrival_time=2021-04-15 03:48:06.732619, cost_time=0:00:36.779370 2021-04-15 03:47:50,878 INFO : TRAIN, epoch=0027, iter=00140/00196, fetch data time cost=1.38ms, fps=909 images/s, loss=0.9394, top1-acc=72.13%, top5-acc=94.19%, remaining_time=0:00:15.838984, arrival_time=2021-04-15 03:48:06.717070, cost_time=0:00:39.597432 2021-04-15 03:47:53,696 INFO : TRAIN, epoch=0027, iter=00150/00196, fetch data time cost=1.41ms, fps=909 images/s, loss=0.9444, top1-acc=72.04%, top5-acc=94.10%, remaining_time=0:00:13.007466, arrival_time=2021-04-15 03:48:06.703633, cost_time=0:00:42.415599 2021-04-15 03:47:56,518 INFO : TRAIN, epoch=0027, iter=00160/00196, fetch data time cost=1.35ms, fps=907 images/s, loss=0.9462, top1-acc=71.94%, top5-acc=94.09%, remaining_time=0:00:10.178460, arrival_time=2021-04-15 03:48:06.696779, cost_time=0:00:45.237668 2021-04-15 03:47:59,337 INFO : TRAIN, epoch=0027, iter=00170/00196, fetch data time cost=1.34ms, fps=908 images/s, loss=0.9507, top1-acc=71.84%, top5-acc=94.02%, remaining_time=0:00:07.349888, arrival_time=2021-04-15 03:48:06.687385, cost_time=0:00:48.056933 2021-04-15 03:48:02,152 INFO : TRAIN, epoch=0027, iter=00180/00196, fetch data time cost=3.37ms, fps=910 images/s, loss=0.9549, top1-acc=71.75%, top5-acc=94.00%, remaining_time=0:00:04.521904, arrival_time=2021-04-15 03:48:06.673870, cost_time=0:00:50.871404 2021-04-15 03:48:04,970 INFO : TRAIN, epoch=0027, iter=00190/00196, fetch data time cost=1.22ms, fps=908 images/s, loss=0.9572, top1-acc=71.66%, top5-acc=93.96%, remaining_time=0:00:01.695486, arrival_time=2021-04-15 03:48:06.666406, cost_time=0:00:53.690319 2021-04-15 03:48:06,485 INFO : TRAIN, epoch=0027, iter=00196/00196, fetch data time cost=1.18ms, fps=898 images/s, loss=0.9573, top1-acc=71.65%, top5-acc=93.98%, remaining_time=0:00:00, arrival_time=2021-04-15 03:48:06.485755, cost_time=0:00:55.205220 2021-04-15 03:48:07,373 INFO : EVAL, epoch=0027, iter=00010/00040, fetch data time cost=1.39ms, fps=2889 images/s, loss=1.9605, top1-acc=51.45%, top5-acc=80.74%, remaining_time=0:00:02.658690, arrival_time=2021-04-15 03:48:10.032231, cost_time=0:00:00.886230 2021-04-15 03:48:08,150 INFO : EVAL, epoch=0027, iter=00020/00040, fetch data time cost=1.51ms, fps=3295 images/s, loss=1.9371, top1-acc=52.32%, top5-acc=81.45%, remaining_time=0:00:01.663620, arrival_time=2021-04-15 03:48:09.814520, cost_time=0:00:01.663624 2021-04-15 03:48:08,925 INFO : EVAL, epoch=0027, iter=00030/00040, fetch data time cost=1.38ms, fps=3306 images/s, loss=1.9257, top1-acc=52.14%, top5-acc=81.65%, remaining_time=0:00:00.812750, arrival_time=2021-04-15 03:48:09.738283, cost_time=0:00:02.438243 2021-04-15 03:48:09,636 INFO : EVAL, epoch=0027, iter=00040/00040, fetch data time cost=0.06ms, fps=3267 images/s, loss=1.9106, top1-acc=52.35%, top5-acc=81.80%, remaining_time=0:00:00, arrival_time=2021-04-15 03:48:09.636063, cost_time=0:00:03.148819 2021-04-15 03:48:10,067 INFO : Epoch=0027 complete, best val top1-acc=57.30%, top5-acc=85.07% (epoch=25), remaining_time=2:50:11.802999, arrival_time=2021-04-15 06:38:21.870185, cost_time=0:26:33.749601 2021-04-15 03:48:10,068 INFO : Train start, epoch=0028, lr=0.095570 2021-04-15 03:48:13,054 INFO : TRAIN, epoch=0028, iter=00010/00196, fetch data time cost=2.17ms, fps=857 images/s, loss=0.8849, top1-acc=74.26%, top5-acc=94.96%, remaining_time=0:00:55.529370, arrival_time=2021-04-15 03:49:08.583451, cost_time=0:00:02.985452 2021-04-15 03:48:15,872 INFO : TRAIN, epoch=0028, iter=00020/00196, fetch data time cost=1.40ms, fps=908 images/s, loss=0.8860, top1-acc=73.85%, top5-acc=95.02%, remaining_time=0:00:51.076256, arrival_time=2021-04-15 03:49:06.949140, cost_time=0:00:05.804125 2021-04-15 03:48:18,689 INFO : TRAIN, epoch=0028, iter=00030/00196, fetch data time cost=1.77ms, fps=909 images/s, loss=0.8847, top1-acc=73.84%, top5-acc=94.83%, remaining_time=0:00:47.703254, arrival_time=2021-04-15 03:49:06.392899, cost_time=0:00:08.621082 2021-04-15 03:48:21,508 INFO : TRAIN, epoch=0028, iter=00040/00196, fetch data time cost=1.31ms, fps=908 images/s, loss=0.8790, top1-acc=73.86%, top5-acc=94.96%, remaining_time=0:00:44.613816, arrival_time=2021-04-15 03:49:06.121784, cost_time=0:00:11.439423 2021-04-15 03:48:24,326 INFO : TRAIN, epoch=0028, iter=00050/00196, fetch data time cost=1.36ms, fps=909 images/s, loss=0.8828, top1-acc=73.74%, top5-acc=94.80%, remaining_time=0:00:41.631462, arrival_time=2021-04-15 03:49:05.957463, cost_time=0:00:14.257362 2021-04-15 03:48:27,139 INFO : TRAIN, epoch=0028, iter=00060/00196, fetch data time cost=1.34ms, fps=910 images/s, loss=0.8878, top1-acc=73.64%, top5-acc=94.67%, remaining_time=0:00:38.694584, arrival_time=2021-04-15 03:49:05.834274, cost_time=0:00:17.071144 2021-04-15 03:48:29,954 INFO : TRAIN, epoch=0028, iter=00070/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.8856, top1-acc=73.55%, top5-acc=94.67%, remaining_time=0:00:35.794710, arrival_time=2021-04-15 03:49:05.749221, cost_time=0:00:19.885963 2021-04-15 03:48:32,764 INFO : TRAIN, epoch=0028, iter=00080/00196, fetch data time cost=1.35ms, fps=911 images/s, loss=0.8915, top1-acc=73.47%, top5-acc=94.62%, remaining_time=0:00:32.908736, arrival_time=2021-04-15 03:49:05.672973, cost_time=0:00:22.695689 2021-04-15 03:48:35,577 INFO : TRAIN, epoch=0028, iter=00090/00196, fetch data time cost=1.55ms, fps=910 images/s, loss=0.8932, top1-acc=73.47%, top5-acc=94.65%, remaining_time=0:00:30.043368, arrival_time=2021-04-15 03:49:05.620522, cost_time=0:00:25.508519 2021-04-15 03:48:38,396 INFO : TRAIN, epoch=0028, iter=00100/00196, fetch data time cost=1.36ms, fps=908 images/s, loss=0.8979, top1-acc=73.23%, top5-acc=94.60%, remaining_time=0:00:27.194688, arrival_time=2021-04-15 03:49:05.591102, cost_time=0:00:28.327843 2021-04-15 03:48:41,219 INFO : TRAIN, epoch=0028, iter=00110/00196, fetch data time cost=1.32ms, fps=907 images/s, loss=0.9008, top1-acc=73.28%, top5-acc=94.55%, remaining_time=0:00:24.354770, arrival_time=2021-04-15 03:49:05.574723, cost_time=0:00:31.151409 2021-04-15 03:48:44,038 INFO : TRAIN, epoch=0028, iter=00120/00196, fetch data time cost=1.33ms, fps=908 images/s, loss=0.9057, top1-acc=73.07%, top5-acc=94.48%, remaining_time=0:00:21.514460, arrival_time=2021-04-15 03:49:05.553262, cost_time=0:00:33.970250 2021-04-15 03:48:46,848 INFO : TRAIN, epoch=0028, iter=00130/00196, fetch data time cost=1.37ms, fps=911 images/s, loss=0.9102, top1-acc=72.91%, top5-acc=94.44%, remaining_time=0:00:18.672918, arrival_time=2021-04-15 03:49:05.521404, cost_time=0:00:36.779927 2021-04-15 03:48:49,660 INFO : TRAIN, epoch=0028, iter=00140/00196, fetch data time cost=1.49ms, fps=910 images/s, loss=0.9132, top1-acc=72.77%, top5-acc=94.41%, remaining_time=0:00:15.836968, arrival_time=2021-04-15 03:49:05.497900, cost_time=0:00:39.592378 2021-04-15 03:48:52,474 INFO : TRAIN, epoch=0028, iter=00150/00196, fetch data time cost=1.55ms, fps=910 images/s, loss=0.9172, top1-acc=72.64%, top5-acc=94.36%, remaining_time=0:00:13.004384, arrival_time=2021-04-15 03:49:05.478549, cost_time=0:00:42.405617 2021-04-15 03:48:55,283 INFO : TRAIN, epoch=0028, iter=00160/00196, fetch data time cost=1.40ms, fps=911 images/s, loss=0.9218, top1-acc=72.45%, top5-acc=94.35%, remaining_time=0:00:10.173456, arrival_time=2021-04-15 03:49:05.457337, cost_time=0:00:45.215348 2021-04-15 03:48:58,103 INFO : TRAIN, epoch=0028, iter=00170/00196, fetch data time cost=1.38ms, fps=908 images/s, loss=0.9225, top1-acc=72.48%, top5-acc=94.34%, remaining_time=0:00:07.346508, arrival_time=2021-04-15 03:49:05.450117, cost_time=0:00:48.034867 2021-04-15 03:49:00,920 INFO : TRAIN, epoch=0028, iter=00180/00196, fetch data time cost=1.49ms, fps=909 images/s, loss=0.9273, top1-acc=72.31%, top5-acc=94.28%, remaining_time=0:00:04.520160, arrival_time=2021-04-15 03:49:05.440565, cost_time=0:00:50.851852 2021-04-15 03:49:03,735 INFO : TRAIN, epoch=0028, iter=00190/00196, fetch data time cost=1.32ms, fps=909 images/s, loss=0.9320, top1-acc=72.19%, top5-acc=94.22%, remaining_time=0:00:01.694748, arrival_time=2021-04-15 03:49:05.430334, cost_time=0:00:53.667023 2021-04-15 03:49:05,252 INFO : TRAIN, epoch=0028, iter=00196/00196, fetch data time cost=1.24ms, fps=897 images/s, loss=0.9349, top1-acc=72.10%, top5-acc=94.19%, remaining_time=0:00:00, arrival_time=2021-04-15 03:49:05.251971, cost_time=0:00:55.183428 2021-04-15 03:49:06,137 INFO : EVAL, epoch=0028, iter=00010/00040, fetch data time cost=1.40ms, fps=2898 images/s, loss=1.9714, top1-acc=50.27%, top5-acc=80.62%, remaining_time=0:00:02.650470, arrival_time=2021-04-15 03:49:08.787690, cost_time=0:00:00.883486 2021-04-15 03:49:06,915 INFO : EVAL, epoch=0028, iter=00020/00040, fetch data time cost=1.45ms, fps=3289 images/s, loss=1.9714, top1-acc=50.78%, top5-acc=79.90%, remaining_time=0:00:01.662120, arrival_time=2021-04-15 03:49:08.577966, cost_time=0:00:01.662117 2021-04-15 03:49:07,692 INFO : EVAL, epoch=0028, iter=00030/00040, fetch data time cost=1.51ms, fps=3299 images/s, loss=1.9694, top1-acc=51.04%, top5-acc=79.87%, remaining_time=0:00:00.812810, arrival_time=2021-04-15 03:49:08.504961, cost_time=0:00:02.438427 2021-04-15 03:49:08,402 INFO : EVAL, epoch=0028, iter=00040/00040, fetch data time cost=0.06ms, fps=3270 images/s, loss=1.9611, top1-acc=51.08%, top5-acc=79.83%, remaining_time=0:00:00, arrival_time=2021-04-15 03:49:08.402021, cost_time=0:00:03.148321 2021-04-15 03:49:08,824 INFO : Epoch=0028 complete, best val top1-acc=57.30%, top5-acc=85.07% (epoch=25), remaining_time=2:49:11.112340, arrival_time=2021-04-15 06:38:19.936590, cost_time=0:27:32.506663 2021-04-15 03:49:08,825 INFO : Train start, epoch=0029, lr=0.095241 2021-04-15 03:49:11,803 INFO : TRAIN, epoch=0029, iter=00010/00196, fetch data time cost=2.04ms, fps=860 images/s, loss=0.9232, top1-acc=72.42%, top5-acc=94.69%, remaining_time=0:00:55.388568, arrival_time=2021-04-15 03:50:07.192133, cost_time=0:00:02.977882 2021-04-15 03:49:14,624 INFO : TRAIN, epoch=0029, iter=00020/00196, fetch data time cost=1.48ms, fps=908 images/s, loss=0.9074, top1-acc=72.71%, top5-acc=94.53%, remaining_time=0:00:51.030496, arrival_time=2021-04-15 03:50:05.655122, cost_time=0:00:05.798917 2021-04-15 03:49:17,438 INFO : TRAIN, epoch=0029, iter=00030/00196, fetch data time cost=1.47ms, fps=910 images/s, loss=0.8986, top1-acc=72.90%, top5-acc=94.62%, remaining_time=0:00:47.655280, arrival_time=2021-04-15 03:50:05.093370, cost_time=0:00:08.612397 2021-04-15 03:49:20,256 INFO : TRAIN, epoch=0029, iter=00040/00196, fetch data time cost=1.45ms, fps=908 images/s, loss=0.8930, top1-acc=73.15%, top5-acc=94.74%, remaining_time=0:00:44.581680, arrival_time=2021-04-15 03:50:04.838589, cost_time=0:00:11.431204 2021-04-15 03:49:23,070 INFO : TRAIN, epoch=0029, iter=00050/00196, fetch data time cost=1.42ms, fps=910 images/s, loss=0.8911, top1-acc=73.03%, top5-acc=94.69%, remaining_time=0:00:41.596130, arrival_time=2021-04-15 03:50:04.666984, cost_time=0:00:14.245239 2021-04-15 03:49:25,887 INFO : TRAIN, epoch=0029, iter=00060/00196, fetch data time cost=2.12ms, fps=909 images/s, loss=0.8904, top1-acc=73.16%, top5-acc=94.67%, remaining_time=0:00:38.673640, arrival_time=2021-04-15 03:50:04.561266, cost_time=0:00:17.061920 2021-04-15 03:49:28,697 INFO : TRAIN, epoch=0029, iter=00070/00196, fetch data time cost=1.60ms, fps=911 images/s, loss=0.8953, top1-acc=73.06%, top5-acc=94.65%, remaining_time=0:00:35.770140, arrival_time=2021-04-15 03:50:04.468033, cost_time=0:00:19.872275 2021-04-15 03:49:31,514 INFO : TRAIN, epoch=0029, iter=00080/00196, fetch data time cost=2.01ms, fps=909 images/s, loss=0.8950, top1-acc=73.11%, top5-acc=94.67%, remaining_time=0:00:32.898876, arrival_time=2021-04-15 03:50:04.413568, cost_time=0:00:22.688911 2021-04-15 03:49:34,333 INFO : TRAIN, epoch=0029, iter=00090/00196, fetch data time cost=1.23ms, fps=908 images/s, loss=0.9005, top1-acc=73.10%, top5-acc=94.54%, remaining_time=0:00:30.042732, arrival_time=2021-04-15 03:50:04.376530, cost_time=0:00:25.508000 2021-04-15 03:49:37,144 INFO : TRAIN, epoch=0029, iter=00100/00196, fetch data time cost=1.42ms, fps=911 images/s, loss=0.9009, top1-acc=73.05%, top5-acc=94.50%, remaining_time=0:00:27.185856, arrival_time=2021-04-15 03:50:04.330065, cost_time=0:00:28.318593 2021-04-15 03:49:39,959 INFO : TRAIN, epoch=0029, iter=00110/00196, fetch data time cost=1.34ms, fps=909 images/s, loss=0.9028, top1-acc=72.96%, top5-acc=94.56%, remaining_time=0:00:24.341268, arrival_time=2021-04-15 03:50:04.301019, cost_time=0:00:31.134132 2021-04-15 03:49:42,776 INFO : TRAIN, epoch=0029, iter=00120/00196, fetch data time cost=1.37ms, fps=909 images/s, loss=0.9066, top1-acc=72.86%, top5-acc=94.50%, remaining_time=0:00:21.502224, arrival_time=2021-04-15 03:50:04.278753, cost_time=0:00:33.950820 2021-04-15 03:49:45,589 INFO : TRAIN, epoch=0029, iter=00130/00196, fetch data time cost=1.54ms, fps=910 images/s, loss=0.9109, top1-acc=72.73%, top5-acc=94.45%, remaining_time=0:00:18.664932, arrival_time=2021-04-15 03:50:04.254733, cost_time=0:00:36.764196 2021-04-15 03:49:48,397 INFO : TRAIN, epoch=0029, iter=00140/00196, fetch data time cost=1.28ms, fps=912 images/s, loss=0.9136, top1-acc=72.65%, top5-acc=94.45%, remaining_time=0:00:15.828736, arrival_time=2021-04-15 03:50:04.226155, cost_time=0:00:39.571805 2021-04-15 03:49:51,202 INFO : TRAIN, epoch=0029, iter=00150/00196, fetch data time cost=1.32ms, fps=913 images/s, loss=0.9187, top1-acc=72.50%, top5-acc=94.38%, remaining_time=0:00:12.995414, arrival_time=2021-04-15 03:50:04.197405, cost_time=0:00:42.376383 2021-04-15 03:49:54,018 INFO : TRAIN, epoch=0029, iter=00160/00196, fetch data time cost=1.37ms, fps=909 images/s, loss=0.9172, top1-acc=72.62%, top5-acc=94.38%, remaining_time=0:00:10.168272, arrival_time=2021-04-15 03:50:04.186343, cost_time=0:00:45.192367 2021-04-15 03:49:56,835 INFO : TRAIN, epoch=0029, iter=00170/00196, fetch data time cost=1.39ms, fps=909 images/s, loss=0.9187, top1-acc=72.63%, top5-acc=94.35%, remaining_time=0:00:07.342712, arrival_time=2021-04-15 03:50:04.178440, cost_time=0:00:48.010110 2021-04-15 03:49:59,649 INFO : TRAIN, epoch=0029, iter=00180/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.9204, top1-acc=72.56%, top5-acc=94.33%, remaining_time=0:00:04.517648, arrival_time=2021-04-15 03:50:04.166783, cost_time=0:00:50.823490 2021-04-15 03:50:02,463 INFO : TRAIN, epoch=0029, iter=00190/00196, fetch data time cost=1.13ms, fps=910 images/s, loss=0.9226, top1-acc=72.54%, top5-acc=94.32%, remaining_time=0:00:01.693824, arrival_time=2021-04-15 03:50:04.157200, cost_time=0:00:53.637773 2021-04-15 03:50:03,975 INFO : TRAIN, epoch=0029, iter=00196/00196, fetch data time cost=1.20ms, fps=900 images/s, loss=0.9248, top1-acc=72.52%, top5-acc=94.29%, remaining_time=0:00:00, arrival_time=2021-04-15 03:50:03.975031, cost_time=0:00:55.149445 2021-04-15 03:50:04,860 INFO : EVAL, epoch=0029, iter=00010/00040, fetch data time cost=1.49ms, fps=2897 images/s, loss=2.0562, top1-acc=49.80%, top5-acc=80.00%, remaining_time=0:00:02.651400, arrival_time=2021-04-15 03:50:07.511758, cost_time=0:00:00.883798 2021-04-15 03:50:05,634 INFO : EVAL, epoch=0029, iter=00020/00040, fetch data time cost=1.21ms, fps=3307 images/s, loss=2.0438, top1-acc=50.27%, top5-acc=79.98%, remaining_time=0:00:01.658200, arrival_time=2021-04-15 03:50:07.292945, cost_time=0:00:01.658198 2021-04-15 03:50:06,407 INFO : EVAL, epoch=0029, iter=00030/00040, fetch data time cost=1.37ms, fps=3312 images/s, loss=2.0527, top1-acc=50.26%, top5-acc=79.74%, remaining_time=0:00:00.810460, arrival_time=2021-04-15 03:50:07.218365, cost_time=0:00:02.431365 2021-04-15 03:50:07,115 INFO : EVAL, epoch=0029, iter=00040/00040, fetch data time cost=0.05ms, fps=3279 images/s, loss=2.0387, top1-acc=50.55%, top5-acc=80.04%, remaining_time=0:00:00, arrival_time=2021-04-15 03:50:07.115732, cost_time=0:00:03.139203 2021-04-15 03:50:07,624 INFO : Epoch=0029 complete, best val top1-acc=57.30%, top5-acc=85.07% (epoch=25), remaining_time=2:48:10.807641, arrival_time=2021-04-15 06:38:18.431799, cost_time=0:28:31.306570 2021-04-15 03:50:07,625 INFO : Train start, epoch=0030, lr=0.094901 2021-04-15 03:50:10,556 INFO : TRAIN, epoch=0030, iter=00010/00196, fetch data time cost=1.28ms, fps=873 images/s, loss=0.8755, top1-acc=74.61%, top5-acc=95.16%, remaining_time=0:00:54.520878, arrival_time=2021-04-15 03:51:05.077732, cost_time=0:00:02.931231 2021-04-15 03:50:13,371 INFO : TRAIN, epoch=0030, iter=00020/00196, fetch data time cost=1.28ms, fps=910 images/s, loss=0.8688, top1-acc=74.32%, top5-acc=95.18%, remaining_time=0:00:50.567264, arrival_time=2021-04-15 03:51:03.939181, cost_time=0:00:05.746287 2021-04-15 03:50:16,188 INFO : TRAIN, epoch=0030, iter=00030/00196, fetch data time cost=1.42ms, fps=909 images/s, loss=0.8562, top1-acc=74.52%, top5-acc=95.20%, remaining_time=0:00:47.381878, arrival_time=2021-04-15 03:51:03.570488, cost_time=0:00:08.563004 2021-04-15 03:50:19,010 INFO : TRAIN, epoch=0030, iter=00040/00196, fetch data time cost=1.21ms, fps=907 images/s, loss=0.8554, top1-acc=74.75%, top5-acc=95.23%, remaining_time=0:00:44.400252, arrival_time=2021-04-15 03:51:03.410678, cost_time=0:00:11.384696 2021-04-15 03:50:21,829 INFO : TRAIN, epoch=0030, iter=00050/00196, fetch data time cost=1.30ms, fps=908 images/s, loss=0.8617, top1-acc=74.66%, top5-acc=95.02%, remaining_time=0:00:41.475972, arrival_time=2021-04-15 03:51:03.305742, cost_time=0:00:14.204122 2021-04-15 03:50:24,645 INFO : TRAIN, epoch=0030, iter=00060/00196, fetch data time cost=1.36ms, fps=909 images/s, loss=0.8630, top1-acc=74.52%, top5-acc=95.01%, remaining_time=0:00:38.578984, arrival_time=2021-04-15 03:51:03.224752, cost_time=0:00:17.020145 2021-04-15 03:50:27,457 INFO : TRAIN, epoch=0030, iter=00070/00196, fetch data time cost=1.35ms, fps=911 images/s, loss=0.8757, top1-acc=74.11%, top5-acc=94.90%, remaining_time=0:00:35.696682, arrival_time=2021-04-15 03:51:03.153795, cost_time=0:00:19.831488 2021-04-15 03:50:30,269 INFO : TRAIN, epoch=0030, iter=00080/00196, fetch data time cost=1.37ms, fps=910 images/s, loss=0.8784, top1-acc=74.02%, top5-acc=94.85%, remaining_time=0:00:32.833220, arrival_time=2021-04-15 03:51:03.102396, cost_time=0:00:22.643569 2021-04-15 03:50:33,081 INFO : TRAIN, epoch=0030, iter=00090/00196, fetch data time cost=1.42ms, fps=910 images/s, loss=0.8800, top1-acc=73.97%, top5-acc=94.79%, remaining_time=0:00:29.981358, arrival_time=2021-04-15 03:51:03.062835, cost_time=0:00:25.455854 2021-04-15 03:50:35,898 INFO : TRAIN, epoch=0030, iter=00100/00196, fetch data time cost=1.39ms, fps=909 images/s, loss=0.8833, top1-acc=73.91%, top5-acc=94.77%, remaining_time=0:00:27.141792, arrival_time=2021-04-15 03:51:03.040097, cost_time=0:00:28.272695 2021-04-15 03:50:38,713 INFO : TRAIN, epoch=0030, iter=00110/00196, fetch data time cost=1.33ms, fps=909 images/s, loss=0.8857, top1-acc=73.76%, top5-acc=94.76%, remaining_time=0:00:24.305234, arrival_time=2021-04-15 03:51:03.018940, cost_time=0:00:31.088080 2021-04-15 03:50:41,530 INFO : TRAIN, epoch=0030, iter=00120/00196, fetch data time cost=1.42ms, fps=909 images/s, loss=0.8886, top1-acc=73.66%, top5-acc=94.76%, remaining_time=0:00:21.472964, arrival_time=2021-04-15 03:51:03.003250, cost_time=0:00:33.904665 2021-04-15 03:50:44,344 INFO : TRAIN, epoch=0030, iter=00130/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=0.8923, top1-acc=73.46%, top5-acc=94.75%, remaining_time=0:00:18.641898, arrival_time=2021-04-15 03:51:02.986452, cost_time=0:00:36.718923 2021-04-15 03:50:47,159 INFO : TRAIN, epoch=0030, iter=00140/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.8979, top1-acc=73.30%, top5-acc=94.65%, remaining_time=0:00:15.813392, arrival_time=2021-04-15 03:51:02.972512, cost_time=0:00:39.533499 2021-04-15 03:50:49,971 INFO : TRAIN, epoch=0030, iter=00150/00196, fetch data time cost=1.36ms, fps=910 images/s, loss=0.9030, top1-acc=73.20%, top5-acc=94.58%, remaining_time=0:00:12.986076, arrival_time=2021-04-15 03:51:02.957658, cost_time=0:00:42.345961 2021-04-15 03:50:52,789 INFO : TRAIN, epoch=0030, iter=00160/00196, fetch data time cost=1.36ms, fps=909 images/s, loss=0.9065, top1-acc=73.06%, top5-acc=94.56%, remaining_time=0:00:10.161756, arrival_time=2021-04-15 03:51:02.950771, cost_time=0:00:45.163396 2021-04-15 03:50:55,603 INFO : TRAIN, epoch=0030, iter=00170/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=0.9078, top1-acc=73.03%, top5-acc=94.51%, remaining_time=0:00:07.337850, arrival_time=2021-04-15 03:51:02.941738, cost_time=0:00:47.978196 2021-04-15 03:50:58,424 INFO : TRAIN, epoch=0030, iter=00180/00196, fetch data time cost=1.37ms, fps=908 images/s, loss=0.9104, top1-acc=72.99%, top5-acc=94.49%, remaining_time=0:00:04.515456, arrival_time=2021-04-15 03:51:02.939982, cost_time=0:00:50.798894 2021-04-15 03:51:01,237 INFO : TRAIN, epoch=0030, iter=00190/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.9129, top1-acc=72.95%, top5-acc=94.45%, remaining_time=0:00:01.693020, arrival_time=2021-04-15 03:51:02.930906, cost_time=0:00:53.612240 2021-04-15 03:51:02,750 INFO : TRAIN, epoch=0030, iter=00196/00196, fetch data time cost=1.12ms, fps=899 images/s, loss=0.9145, top1-acc=72.91%, top5-acc=94.45%, remaining_time=0:00:00, arrival_time=2021-04-15 03:51:02.750406, cost_time=0:00:55.124801 2021-04-15 03:51:03,652 INFO : EVAL, epoch=0030, iter=00010/00040, fetch data time cost=0.20ms, fps=2842 images/s, loss=1.8438, top1-acc=52.62%, top5-acc=81.45%, remaining_time=0:00:02.702640, arrival_time=2021-04-15 03:51:06.355485, cost_time=0:00:00.900879 2021-04-15 03:51:04,428 INFO : EVAL, epoch=0030, iter=00020/00040, fetch data time cost=1.22ms, fps=3302 images/s, loss=1.8330, top1-acc=52.83%, top5-acc=81.58%, remaining_time=0:00:01.676560, arrival_time=2021-04-15 03:51:06.105088, cost_time=0:00:01.676564 2021-04-15 03:51:05,205 INFO : EVAL, epoch=0030, iter=00030/00040, fetch data time cost=1.35ms, fps=3297 images/s, loss=1.8261, top1-acc=53.23%, top5-acc=81.73%, remaining_time=0:00:00.817770, arrival_time=2021-04-15 03:51:06.023030, cost_time=0:00:02.453302 2021-04-15 03:51:05,914 INFO : EVAL, epoch=0030, iter=00040/00040, fetch data time cost=0.06ms, fps=3273 images/s, loss=1.7972, top1-acc=53.85%, top5-acc=82.29%, remaining_time=0:00:00, arrival_time=2021-04-15 03:51:05.914342, cost_time=0:00:03.162408 2021-04-15 03:51:06,345 INFO : Epoch=0030 complete, best val top1-acc=57.30%, top5-acc=85.07% (epoch=25), remaining_time=2:47:10.158440, arrival_time=2021-04-15 06:38:16.503986, cost_time=0:29:30.027953 2021-04-15 03:51:06,346 INFO : Train start, epoch=0031, lr=0.094550 2021-04-15 03:51:09,318 INFO : TRAIN, epoch=0031, iter=00010/00196, fetch data time cost=1.86ms, fps=861 images/s, loss=0.8517, top1-acc=74.65%, top5-acc=95.00%, remaining_time=0:00:55.272132, arrival_time=2021-04-15 03:52:04.590631, cost_time=0:00:02.971624 2021-04-15 03:51:12,139 INFO : TRAIN, epoch=0031, iter=00020/00196, fetch data time cost=1.36ms, fps=908 images/s, loss=0.8636, top1-acc=74.32%, top5-acc=94.79%, remaining_time=0:00:50.970656, arrival_time=2021-04-15 03:52:03.109656, cost_time=0:00:05.792123 2021-04-15 03:51:14,953 INFO : TRAIN, epoch=0031, iter=00030/00196, fetch data time cost=1.34ms, fps=910 images/s, loss=0.8657, top1-acc=74.09%, top5-acc=94.86%, remaining_time=0:00:47.620254, arrival_time=2021-04-15 03:52:02.573211, cost_time=0:00:08.606083 2021-04-15 03:51:17,765 INFO : TRAIN, epoch=0031, iter=00040/00196, fetch data time cost=1.36ms, fps=910 images/s, loss=0.8699, top1-acc=73.95%, top5-acc=94.85%, remaining_time=0:00:44.530668, arrival_time=2021-04-15 03:52:02.295649, cost_time=0:00:11.418105 2021-04-15 03:51:20,576 INFO : TRAIN, epoch=0031, iter=00050/00196, fetch data time cost=1.43ms, fps=911 images/s, loss=0.8569, top1-acc=74.34%, top5-acc=95.06%, remaining_time=0:00:41.551016, arrival_time=2021-04-15 03:52:02.127699, cost_time=0:00:14.229799 2021-04-15 03:51:23,392 INFO : TRAIN, epoch=0031, iter=00060/00196, fetch data time cost=1.31ms, fps=909 images/s, loss=0.8602, top1-acc=74.10%, top5-acc=95.05%, remaining_time=0:00:38.636240, arrival_time=2021-04-15 03:52:02.028523, cost_time=0:00:17.045403 2021-04-15 03:51:26,204 INFO : TRAIN, epoch=0031, iter=00070/00196, fetch data time cost=1.43ms, fps=911 images/s, loss=0.8609, top1-acc=74.09%, top5-acc=95.07%, remaining_time=0:00:35.742672, arrival_time=2021-04-15 03:52:01.946620, cost_time=0:00:19.857040 2021-04-15 03:51:29,021 INFO : TRAIN, epoch=0031, iter=00080/00196, fetch data time cost=2.24ms, fps=909 images/s, loss=0.8637, top1-acc=74.13%, top5-acc=94.93%, remaining_time=0:00:32.877532, arrival_time=2021-04-15 03:52:01.898539, cost_time=0:00:22.674121 2021-04-15 03:51:31,842 INFO : TRAIN, epoch=0031, iter=00090/00196, fetch data time cost=1.34ms, fps=907 images/s, loss=0.8686, top1-acc=73.97%, top5-acc=94.87%, remaining_time=0:00:30.028634, arrival_time=2021-04-15 03:52:01.871540, cost_time=0:00:25.496030 2021-04-15 03:51:34,657 INFO : TRAIN, epoch=0031, iter=00100/00196, fetch data time cost=1.47ms, fps=910 images/s, loss=0.8729, top1-acc=73.91%, top5-acc=94.82%, remaining_time=0:00:27.178272, arrival_time=2021-04-15 03:52:01.835885, cost_time=0:00:28.310733 2021-04-15 03:51:37,470 INFO : TRAIN, epoch=0031, iter=00110/00196, fetch data time cost=1.44ms, fps=910 images/s, loss=0.8716, top1-acc=73.93%, top5-acc=94.82%, remaining_time=0:00:24.333012, arrival_time=2021-04-15 03:52:01.803550, cost_time=0:00:31.123661 2021-04-15 03:51:40,289 INFO : TRAIN, epoch=0031, iter=00120/00196, fetch data time cost=1.41ms, fps=908 images/s, loss=0.8768, top1-acc=73.82%, top5-acc=94.75%, remaining_time=0:00:21.496600, arrival_time=2021-04-15 03:52:01.785548, cost_time=0:00:33.942013 2021-04-15 03:51:43,102 INFO : TRAIN, epoch=0031, iter=00130/00196, fetch data time cost=1.28ms, fps=910 images/s, loss=0.8797, top1-acc=73.66%, top5-acc=94.76%, remaining_time=0:00:18.660378, arrival_time=2021-04-15 03:52:01.762528, cost_time=0:00:36.755266 2021-04-15 03:51:45,920 INFO : TRAIN, epoch=0031, iter=00140/00196, fetch data time cost=1.41ms, fps=908 images/s, loss=0.8811, top1-acc=73.62%, top5-acc=94.69%, remaining_time=0:00:15.829408, arrival_time=2021-04-15 03:52:01.749857, cost_time=0:00:39.573547 2021-04-15 03:51:48,736 INFO : TRAIN, epoch=0031, iter=00150/00196, fetch data time cost=1.32ms, fps=909 images/s, loss=0.8819, top1-acc=73.61%, top5-acc=94.69%, remaining_time=0:00:12.999370, arrival_time=2021-04-15 03:52:01.735496, cost_time=0:00:42.389243 2021-04-15 03:51:51,553 INFO : TRAIN, epoch=0031, iter=00160/00196, fetch data time cost=1.40ms, fps=909 images/s, loss=0.8823, top1-acc=73.62%, top5-acc=94.69%, remaining_time=0:00:10.171440, arrival_time=2021-04-15 03:52:01.724768, cost_time=0:00:45.206438 2021-04-15 03:51:54,364 INFO : TRAIN, epoch=0031, iter=00170/00196, fetch data time cost=1.30ms, fps=911 images/s, loss=0.8845, top1-acc=73.54%, top5-acc=94.68%, remaining_time=0:00:07.343804, arrival_time=2021-04-15 03:52:01.707892, cost_time=0:00:48.017217 2021-04-15 03:51:57,179 INFO : TRAIN, epoch=0031, iter=00180/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=0.8880, top1-acc=73.43%, top5-acc=94.66%, remaining_time=0:00:04.518416, arrival_time=2021-04-15 03:52:01.697487, cost_time=0:00:50.832194 2021-04-15 03:51:59,988 INFO : TRAIN, epoch=0031, iter=00190/00196, fetch data time cost=1.44ms, fps=911 images/s, loss=0.8912, top1-acc=73.35%, top5-acc=94.62%, remaining_time=0:00:01.693932, arrival_time=2021-04-15 03:52:01.681972, cost_time=0:00:53.641168 2021-04-15 03:52:01,495 INFO : TRAIN, epoch=0031, iter=00196/00196, fetch data time cost=1.39ms, fps=902 images/s, loss=0.8915, top1-acc=73.31%, top5-acc=94.61%, remaining_time=0:00:00, arrival_time=2021-04-15 03:52:01.495706, cost_time=0:00:55.148831 2021-04-15 03:52:02,391 INFO : EVAL, epoch=0031, iter=00010/00040, fetch data time cost=1.19ms, fps=2864 images/s, loss=1.7600, top1-acc=53.48%, top5-acc=84.92%, remaining_time=0:00:02.681940, arrival_time=2021-04-15 03:52:05.073332, cost_time=0:00:00.893983 2021-04-15 03:52:03,165 INFO : EVAL, epoch=0031, iter=00020/00040, fetch data time cost=1.20ms, fps=3307 images/s, loss=1.7639, top1-acc=53.61%, top5-acc=84.32%, remaining_time=0:00:01.668400, arrival_time=2021-04-15 03:52:04.834183, cost_time=0:00:01.668396 2021-04-15 03:52:03,942 INFO : EVAL, epoch=0031, iter=00030/00040, fetch data time cost=1.30ms, fps=3296 images/s, loss=1.7416, top1-acc=54.40%, top5-acc=84.37%, remaining_time=0:00:00.815100, arrival_time=2021-04-15 03:52:04.757885, cost_time=0:00:02.445309 2021-04-15 03:52:04,654 INFO : EVAL, epoch=0031, iter=00040/00040, fetch data time cost=0.07ms, fps=3263 images/s, loss=1.7832, top1-acc=54.40%, top5-acc=84.23%, remaining_time=0:00:00, arrival_time=2021-04-15 03:52:04.654241, cost_time=0:00:03.156854 2021-04-15 03:52:05,109 INFO : Epoch=0031 complete, best val top1-acc=57.30%, top5-acc=85.07% (epoch=25), remaining_time=2:46:09.864827, arrival_time=2021-04-15 06:38:14.974182, cost_time=0:30:28.791769 2021-04-15 03:52:05,110 INFO : Train start, epoch=0032, lr=0.094188 2021-04-15 03:52:08,071 INFO : TRAIN, epoch=0032, iter=00010/00196, fetch data time cost=1.48ms, fps=865 images/s, loss=0.9184, top1-acc=72.42%, top5-acc=94.77%, remaining_time=0:00:55.054698, arrival_time=2021-04-15 03:53:03.125741, cost_time=0:00:02.959931 2021-04-15 03:52:10,882 INFO : TRAIN, epoch=0032, iter=00020/00196, fetch data time cost=1.71ms, fps=911 images/s, loss=0.8703, top1-acc=73.91%, top5-acc=95.10%, remaining_time=0:00:50.787616, arrival_time=2021-04-15 03:53:01.670048, cost_time=0:00:05.771317 2021-04-15 03:52:13,698 INFO : TRAIN, epoch=0032, iter=00030/00196, fetch data time cost=1.29ms, fps=909 images/s, loss=0.8476, top1-acc=74.32%, top5-acc=95.31%, remaining_time=0:00:47.514678, arrival_time=2021-04-15 03:53:01.212702, cost_time=0:00:08.586986 2021-04-15 03:52:16,517 INFO : TRAIN, epoch=0032, iter=00040/00196, fetch data time cost=1.37ms, fps=908 images/s, loss=0.8346, top1-acc=74.75%, top5-acc=95.45%, remaining_time=0:00:44.485740, arrival_time=2021-04-15 03:53:01.003459, cost_time=0:00:11.406585 2021-04-15 03:52:19,331 INFO : TRAIN, epoch=0032, iter=00050/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.8476, top1-acc=74.18%, top5-acc=95.30%, remaining_time=0:00:41.522692, arrival_time=2021-04-15 03:53:00.853866, cost_time=0:00:14.220124 2021-04-15 03:52:22,144 INFO : TRAIN, epoch=0032, iter=00060/00196, fetch data time cost=1.41ms, fps=910 images/s, loss=0.8480, top1-acc=74.31%, top5-acc=95.23%, remaining_time=0:00:38.608632, arrival_time=2021-04-15 03:53:00.752863, cost_time=0:00:17.033205 2021-04-15 03:52:24,956 INFO : TRAIN, epoch=0032, iter=00070/00196, fetch data time cost=1.37ms, fps=910 images/s, loss=0.8612, top1-acc=74.00%, top5-acc=95.06%, remaining_time=0:00:35.722260, arrival_time=2021-04-15 03:53:00.678991, cost_time=0:00:19.845700 2021-04-15 03:52:27,769 INFO : TRAIN, epoch=0032, iter=00080/00196, fetch data time cost=1.36ms, fps=910 images/s, loss=0.8621, top1-acc=74.13%, top5-acc=95.02%, remaining_time=0:00:32.854796, arrival_time=2021-04-15 03:53:00.624343, cost_time=0:00:22.658516 2021-04-15 03:52:30,588 INFO : TRAIN, epoch=0032, iter=00090/00196, fetch data time cost=1.93ms, fps=908 images/s, loss=0.8623, top1-acc=74.03%, top5-acc=95.07%, remaining_time=0:00:30.007010, arrival_time=2021-04-15 03:53:00.595776, cost_time=0:00:25.477656 2021-04-15 03:52:33,403 INFO : TRAIN, epoch=0032, iter=00100/00196, fetch data time cost=1.49ms, fps=910 images/s, loss=0.8657, top1-acc=73.95%, top5-acc=95.00%, remaining_time=0:00:27.160416, arrival_time=2021-04-15 03:53:00.563591, cost_time=0:00:28.292140 2021-04-15 03:52:36,216 INFO : TRAIN, epoch=0032, iter=00110/00196, fetch data time cost=1.54ms, fps=910 images/s, loss=0.8713, top1-acc=73.74%, top5-acc=94.93%, remaining_time=0:00:24.318478, arrival_time=2021-04-15 03:53:00.534528, cost_time=0:00:31.105003 2021-04-15 03:52:39,034 INFO : TRAIN, epoch=0032, iter=00120/00196, fetch data time cost=1.53ms, fps=908 images/s, loss=0.8743, top1-acc=73.58%, top5-acc=94.89%, remaining_time=0:00:21.485124, arrival_time=2021-04-15 03:53:00.520027, cost_time=0:00:33.923876 2021-04-15 03:52:41,848 INFO : TRAIN, epoch=0032, iter=00130/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.8806, top1-acc=73.40%, top5-acc=94.86%, remaining_time=0:00:18.651468, arrival_time=2021-04-15 03:53:00.500216, cost_time=0:00:36.737716 2021-04-15 03:52:44,660 INFO : TRAIN, epoch=0032, iter=00140/00196, fetch data time cost=1.38ms, fps=911 images/s, loss=0.8859, top1-acc=73.28%, top5-acc=94.79%, remaining_time=0:00:15.819552, arrival_time=2021-04-15 03:53:00.479531, cost_time=0:00:39.548950 2021-04-15 03:52:47,480 INFO : TRAIN, epoch=0032, iter=00150/00196, fetch data time cost=1.47ms, fps=908 images/s, loss=0.8872, top1-acc=73.24%, top5-acc=94.78%, remaining_time=0:00:12.993252, arrival_time=2021-04-15 03:53:00.473554, cost_time=0:00:42.369272 2021-04-15 03:52:50,301 INFO : TRAIN, epoch=0032, iter=00160/00196, fetch data time cost=1.41ms, fps=908 images/s, loss=0.8881, top1-acc=73.20%, top5-acc=94.77%, remaining_time=0:00:10.167732, arrival_time=2021-04-15 03:53:00.468736, cost_time=0:00:45.189972 2021-04-15 03:52:53,120 INFO : TRAIN, epoch=0032, iter=00170/00196, fetch data time cost=1.33ms, fps=908 images/s, loss=0.8882, top1-acc=73.25%, top5-acc=94.78%, remaining_time=0:00:07.342556, arrival_time=2021-04-15 03:53:00.462665, cost_time=0:00:48.009079 2021-04-15 03:52:55,936 INFO : TRAIN, epoch=0032, iter=00180/00196, fetch data time cost=1.29ms, fps=909 images/s, loss=0.8886, top1-acc=73.25%, top5-acc=94.76%, remaining_time=0:00:04.517824, arrival_time=2021-04-15 03:53:00.454453, cost_time=0:00:50.825518 2021-04-15 03:52:58,748 INFO : TRAIN, epoch=0032, iter=00190/00196, fetch data time cost=1.35ms, fps=911 images/s, loss=0.8917, top1-acc=73.17%, top5-acc=94.71%, remaining_time=0:00:01.693806, arrival_time=2021-04-15 03:53:00.442017, cost_time=0:00:53.637166 2021-04-15 03:53:00,264 INFO : TRAIN, epoch=0032, iter=00196/00196, fetch data time cost=1.20ms, fps=897 images/s, loss=0.8917, top1-acc=73.14%, top5-acc=94.69%, remaining_time=0:00:00, arrival_time=2021-04-15 03:53:00.264418, cost_time=0:00:55.153389 2021-04-15 03:53:01,158 INFO : EVAL, epoch=0032, iter=00010/00040, fetch data time cost=0.19ms, fps=2868 images/s, loss=1.7283, top1-acc=55.43%, top5-acc=83.91%, remaining_time=0:00:02.677800, arrival_time=2021-04-15 03:53:03.836603, cost_time=0:00:00.892599 2021-04-15 03:53:01,934 INFO : EVAL, epoch=0032, iter=00020/00040, fetch data time cost=1.49ms, fps=3304 images/s, loss=1.7252, top1-acc=54.75%, top5-acc=84.18%, remaining_time=0:00:01.667780, arrival_time=2021-04-15 03:53:03.601768, cost_time=0:00:01.667788 2021-04-15 03:53:02,711 INFO : EVAL, epoch=0032, iter=00030/00040, fetch data time cost=1.37ms, fps=3295 images/s, loss=1.7289, top1-acc=55.07%, top5-acc=84.01%, remaining_time=0:00:00.814990, arrival_time=2021-04-15 03:53:03.526164, cost_time=0:00:02.444965 2021-04-15 03:53:03,419 INFO : EVAL, epoch=0032, iter=00040/00040, fetch data time cost=0.07ms, fps=3278 images/s, loss=1.7180, top1-acc=55.17%, top5-acc=83.98%, remaining_time=0:00:00, arrival_time=2021-04-15 03:53:03.419229, cost_time=0:00:03.153055 2021-04-15 03:53:03,897 INFO : Epoch=0032 complete, best val top1-acc=57.30%, top5-acc=85.07% (epoch=25), remaining_time=2:45:09.796680, arrival_time=2021-04-15 06:38:13.694595, cost_time=0:31:27.580325 2021-04-15 03:53:03,899 INFO : Train start, epoch=0033, lr=0.093815 2021-04-15 03:53:06,864 INFO : TRAIN, epoch=0033, iter=00010/00196, fetch data time cost=1.31ms, fps=863 images/s, loss=0.8484, top1-acc=74.73%, top5-acc=95.00%, remaining_time=0:00:55.146210, arrival_time=2021-04-15 03:54:02.010293, cost_time=0:00:02.964852 2021-04-15 03:53:09,677 INFO : TRAIN, epoch=0033, iter=00020/00196, fetch data time cost=1.33ms, fps=910 images/s, loss=0.8320, top1-acc=75.29%, top5-acc=95.33%, remaining_time=0:00:50.848160, arrival_time=2021-04-15 03:54:00.525593, cost_time=0:00:05.778204 2021-04-15 03:53:12,498 INFO : TRAIN, epoch=0033, iter=00030/00196, fetch data time cost=1.33ms, fps=908 images/s, loss=0.8197, top1-acc=75.60%, top5-acc=95.46%, remaining_time=0:00:47.580248, arrival_time=2021-04-15 03:54:00.078323, cost_time=0:00:08.598833 2021-04-15 03:53:15,319 INFO : TRAIN, epoch=0033, iter=00040/00196, fetch data time cost=1.32ms, fps=908 images/s, loss=0.8196, top1-acc=75.58%, top5-acc=95.51%, remaining_time=0:00:44.538000, arrival_time=2021-04-15 03:53:59.857251, cost_time=0:00:11.420008 2021-04-15 03:53:18,131 INFO : TRAIN, epoch=0033, iter=00050/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.8191, top1-acc=75.72%, top5-acc=95.44%, remaining_time=0:00:41.557878, arrival_time=2021-04-15 03:53:59.689253, cost_time=0:00:14.232135 2021-04-15 03:53:20,945 INFO : TRAIN, epoch=0033, iter=00060/00196, fetch data time cost=1.40ms, fps=910 images/s, loss=0.8203, top1-acc=75.74%, top5-acc=95.46%, remaining_time=0:00:38.638552, arrival_time=2021-04-15 03:53:59.584230, cost_time=0:00:17.046448 2021-04-15 03:53:23,758 INFO : TRAIN, epoch=0033, iter=00070/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.8215, top1-acc=75.68%, top5-acc=95.41%, remaining_time=0:00:35.746704, arrival_time=2021-04-15 03:53:59.505245, cost_time=0:00:19.859310 2021-04-15 03:53:26,573 INFO : TRAIN, epoch=0033, iter=00080/00196, fetch data time cost=1.38ms, fps=910 images/s, loss=0.8282, top1-acc=75.45%, top5-acc=95.36%, remaining_time=0:00:32.877300, arrival_time=2021-04-15 03:53:59.450550, cost_time=0:00:22.674019 2021-04-15 03:53:29,387 INFO : TRAIN, epoch=0033, iter=00090/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.8297, top1-acc=75.45%, top5-acc=95.35%, remaining_time=0:00:30.019094, arrival_time=2021-04-15 03:53:59.406198, cost_time=0:00:25.487876 2021-04-15 03:53:32,203 INFO : TRAIN, epoch=0033, iter=00100/00196, fetch data time cost=1.51ms, fps=909 images/s, loss=0.8311, top1-acc=75.21%, top5-acc=95.41%, remaining_time=0:00:27.172224, arrival_time=2021-04-15 03:53:59.375862, cost_time=0:00:28.304395 2021-04-15 03:53:35,018 INFO : TRAIN, epoch=0033, iter=00110/00196, fetch data time cost=1.40ms, fps=910 images/s, loss=0.8369, top1-acc=75.05%, top5-acc=95.33%, remaining_time=0:00:24.329658, arrival_time=2021-04-15 03:53:59.348231, cost_time=0:00:31.119339 2021-04-15 03:53:37,836 INFO : TRAIN, epoch=0033, iter=00120/00196, fetch data time cost=1.40ms, fps=909 images/s, loss=0.8419, top1-acc=74.90%, top5-acc=95.23%, remaining_time=0:00:21.493332, arrival_time=2021-04-15 03:53:59.329438, cost_time=0:00:33.936805 2021-04-15 03:53:40,653 INFO : TRAIN, epoch=0033, iter=00130/00196, fetch data time cost=1.48ms, fps=909 images/s, loss=0.8443, top1-acc=74.81%, top5-acc=95.25%, remaining_time=0:00:18.660048, arrival_time=2021-04-15 03:53:59.313974, cost_time=0:00:36.754690 2021-04-15 03:53:43,473 INFO : TRAIN, epoch=0033, iter=00140/00196, fetch data time cost=1.47ms, fps=908 images/s, loss=0.8484, top1-acc=74.64%, top5-acc=95.21%, remaining_time=0:00:15.829856, arrival_time=2021-04-15 03:53:59.303698, cost_time=0:00:39.574588 2021-04-15 03:53:46,295 INFO : TRAIN, epoch=0033, iter=00150/00196, fetch data time cost=1.36ms, fps=907 images/s, loss=0.8557, top1-acc=74.40%, top5-acc=95.17%, remaining_time=0:00:13.001440, arrival_time=2021-04-15 03:53:59.296750, cost_time=0:00:42.396071 2021-04-15 03:53:49,107 INFO : TRAIN, epoch=0033, iter=00160/00196, fetch data time cost=1.39ms, fps=910 images/s, loss=0.8600, top1-acc=74.30%, top5-acc=95.12%, remaining_time=0:00:10.171944, arrival_time=2021-04-15 03:53:59.279829, cost_time=0:00:45.208645 2021-04-15 03:53:51,927 INFO : TRAIN, epoch=0033, iter=00170/00196, fetch data time cost=1.35ms, fps=908 images/s, loss=0.8650, top1-acc=74.07%, top5-acc=95.08%, remaining_time=0:00:07.345520, arrival_time=2021-04-15 03:53:59.273202, cost_time=0:00:48.028443 2021-04-15 03:53:54,750 INFO : TRAIN, epoch=0033, iter=00180/00196, fetch data time cost=1.60ms, fps=907 images/s, loss=0.8659, top1-acc=74.05%, top5-acc=95.05%, remaining_time=0:00:04.520096, arrival_time=2021-04-15 03:53:59.270421, cost_time=0:00:50.851010 2021-04-15 03:53:57,564 INFO : TRAIN, epoch=0033, iter=00190/00196, fetch data time cost=1.22ms, fps=910 images/s, loss=0.8661, top1-acc=74.03%, top5-acc=95.06%, remaining_time=0:00:01.694688, arrival_time=2021-04-15 03:53:59.259073, cost_time=0:00:53.665052 2021-04-15 03:53:59,080 INFO : TRAIN, epoch=0033, iter=00196/00196, fetch data time cost=1.44ms, fps=898 images/s, loss=0.8671, top1-acc=74.02%, top5-acc=95.04%, remaining_time=0:00:00, arrival_time=2021-04-15 03:53:59.080076, cost_time=0:00:55.180857 2021-04-15 03:53:59,965 INFO : EVAL, epoch=0033, iter=00010/00040, fetch data time cost=0.19ms, fps=2895 images/s, loss=1.8386, top1-acc=53.48%, top5-acc=82.85%, remaining_time=0:00:02.652720, arrival_time=2021-04-15 03:54:02.618623, cost_time=0:00:00.884243 2021-04-15 03:54:00,742 INFO : EVAL, epoch=0033, iter=00020/00040, fetch data time cost=1.34ms, fps=3296 images/s, loss=1.8348, top1-acc=53.36%, top5-acc=82.93%, remaining_time=0:00:01.661180, arrival_time=2021-04-15 03:54:02.404010, cost_time=0:00:01.661186 2021-04-15 03:54:01,517 INFO : EVAL, epoch=0033, iter=00030/00040, fetch data time cost=1.33ms, fps=3307 images/s, loss=1.8372, top1-acc=53.91%, top5-acc=82.75%, remaining_time=0:00:00.811870, arrival_time=2021-04-15 03:54:02.329122, cost_time=0:00:02.435599 2021-04-15 03:54:02,226 INFO : EVAL, epoch=0033, iter=00040/00040, fetch data time cost=0.05ms, fps=3272 images/s, loss=1.8451, top1-acc=53.94%, top5-acc=82.82%, remaining_time=0:00:00, arrival_time=2021-04-15 03:54:02.226682, cost_time=0:00:03.145063 2021-04-15 03:54:02,636 INFO : Epoch=0033 complete, best val top1-acc=57.30%, top5-acc=85.07% (epoch=25), remaining_time=2:44:09.555458, arrival_time=2021-04-15 06:38:12.192377, cost_time=0:32:26.319327 2021-04-15 03:54:02,638 INFO : Train start, epoch=0034, lr=0.093432 2021-04-15 03:54:05,629 INFO : TRAIN, epoch=0034, iter=00010/00196, fetch data time cost=1.41ms, fps=856 images/s, loss=0.8276, top1-acc=74.73%, top5-acc=95.47%, remaining_time=0:00:55.629252, arrival_time=2021-04-15 03:55:01.258704, cost_time=0:00:02.990817 2021-04-15 03:54:08,449 INFO : TRAIN, epoch=0034, iter=00020/00196, fetch data time cost=1.32ms, fps=908 images/s, loss=0.8330, top1-acc=74.71%, top5-acc=95.27%, remaining_time=0:00:51.138032, arrival_time=2021-04-15 03:54:59.587712, cost_time=0:00:05.811133 2021-04-15 03:54:11,258 INFO : TRAIN, epoch=0034, iter=00030/00196, fetch data time cost=1.38ms, fps=911 images/s, loss=0.8248, top1-acc=75.14%, top5-acc=95.29%, remaining_time=0:00:47.699270, arrival_time=2021-04-15 03:54:58.958158, cost_time=0:00:08.620353 2021-04-15 03:54:14,066 INFO : TRAIN, epoch=0034, iter=00040/00196, fetch data time cost=1.36ms, fps=912 images/s, loss=0.8253, top1-acc=75.04%, top5-acc=95.23%, remaining_time=0:00:44.567328, arrival_time=2021-04-15 03:54:58.633408, cost_time=0:00:11.427537 2021-04-15 03:54:16,871 INFO : TRAIN, epoch=0034, iter=00050/00196, fetch data time cost=1.38ms, fps=913 images/s, loss=0.8245, top1-acc=75.05%, top5-acc=95.20%, remaining_time=0:00:41.561382, arrival_time=2021-04-15 03:54:58.433286, cost_time=0:00:14.233372 2021-04-15 03:54:19,680 INFO : TRAIN, epoch=0034, iter=00060/00196, fetch data time cost=1.54ms, fps=912 images/s, loss=0.8302, top1-acc=74.99%, top5-acc=95.18%, remaining_time=0:00:38.629168, arrival_time=2021-04-15 03:54:58.310033, cost_time=0:00:17.042257 2021-04-15 03:54:22,487 INFO : TRAIN, epoch=0034, iter=00070/00196, fetch data time cost=1.30ms, fps=912 images/s, loss=0.8315, top1-acc=75.13%, top5-acc=95.15%, remaining_time=0:00:35.727804, arrival_time=2021-04-15 03:54:58.215109, cost_time=0:00:19.848757 2021-04-15 03:54:25,301 INFO : TRAIN, epoch=0034, iter=00080/00196, fetch data time cost=1.38ms, fps=910 images/s, loss=0.8280, top1-acc=75.21%, top5-acc=95.21%, remaining_time=0:00:32.860712, arrival_time=2021-04-15 03:54:58.161787, cost_time=0:00:22.662528 2021-04-15 03:54:28,115 INFO : TRAIN, epoch=0034, iter=00090/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.8270, top1-acc=75.29%, top5-acc=95.27%, remaining_time=0:00:30.006586, arrival_time=2021-04-15 03:54:58.122445, cost_time=0:00:25.477312 2021-04-15 03:54:30,932 INFO : TRAIN, epoch=0034, iter=00100/00196, fetch data time cost=1.41ms, fps=909 images/s, loss=0.8293, top1-acc=75.14%, top5-acc=95.31%, remaining_time=0:00:27.161952, arrival_time=2021-04-15 03:54:58.094171, cost_time=0:00:28.293677 2021-04-15 03:54:33,746 INFO : TRAIN, epoch=0034, iter=00110/00196, fetch data time cost=1.38ms, fps=910 images/s, loss=0.8331, top1-acc=75.09%, top5-acc=95.32%, remaining_time=0:00:24.320886, arrival_time=2021-04-15 03:54:58.067548, cost_time=0:00:31.108134 2021-04-15 03:54:36,566 INFO : TRAIN, epoch=0034, iter=00120/00196, fetch data time cost=1.51ms, fps=908 images/s, loss=0.8377, top1-acc=75.02%, top5-acc=95.18%, remaining_time=0:00:21.487784, arrival_time=2021-04-15 03:54:58.054465, cost_time=0:00:33.928138 2021-04-15 03:54:39,388 INFO : TRAIN, epoch=0034, iter=00130/00196, fetch data time cost=1.35ms, fps=907 images/s, loss=0.8380, top1-acc=75.01%, top5-acc=95.21%, remaining_time=0:00:18.657672, arrival_time=2021-04-15 03:54:58.046173, cost_time=0:00:36.749954 2021-04-15 03:54:42,207 INFO : TRAIN, epoch=0034, iter=00140/00196, fetch data time cost=1.34ms, fps=908 images/s, loss=0.8427, top1-acc=74.80%, top5-acc=95.20%, remaining_time=0:00:15.827392, arrival_time=2021-04-15 03:54:58.034484, cost_time=0:00:39.568549 2021-04-15 03:54:45,025 INFO : TRAIN, epoch=0034, iter=00150/00196, fetch data time cost=1.58ms, fps=908 images/s, loss=0.8460, top1-acc=74.66%, top5-acc=95.17%, remaining_time=0:00:12.998726, arrival_time=2021-04-15 03:54:58.024435, cost_time=0:00:42.387110 2021-04-15 03:54:47,843 INFO : TRAIN, epoch=0034, iter=00160/00196, fetch data time cost=1.56ms, fps=909 images/s, loss=0.8489, top1-acc=74.61%, top5-acc=95.13%, remaining_time=0:00:10.171152, arrival_time=2021-04-15 03:54:58.014856, cost_time=0:00:45.205145 2021-04-15 03:54:50,660 INFO : TRAIN, epoch=0034, iter=00170/00196, fetch data time cost=1.50ms, fps=909 images/s, loss=0.8529, top1-acc=74.50%, top5-acc=95.08%, remaining_time=0:00:07.344584, arrival_time=2021-04-15 03:54:58.005510, cost_time=0:00:48.022350 2021-04-15 03:54:53,482 INFO : TRAIN, epoch=0034, iter=00180/00196, fetch data time cost=1.43ms, fps=908 images/s, loss=0.8593, top1-acc=74.37%, top5-acc=94.98%, remaining_time=0:00:04.519424, arrival_time=2021-04-15 03:54:58.001534, cost_time=0:00:50.843564 2021-04-15 03:54:56,300 INFO : TRAIN, epoch=0034, iter=00190/00196, fetch data time cost=1.15ms, fps=908 images/s, loss=0.8626, top1-acc=74.24%, top5-acc=94.97%, remaining_time=0:00:01.694586, arrival_time=2021-04-15 03:54:57.994974, cost_time=0:00:53.661845 2021-04-15 03:54:57,817 INFO : TRAIN, epoch=0034, iter=00196/00196, fetch data time cost=1.23ms, fps=897 images/s, loss=0.8644, top1-acc=74.17%, top5-acc=94.96%, remaining_time=0:00:00, arrival_time=2021-04-15 03:54:57.817184, cost_time=0:00:55.178661 2021-04-15 03:54:58,722 INFO : EVAL, epoch=0034, iter=00010/00040, fetch data time cost=0.20ms, fps=2832 images/s, loss=1.7179, top1-acc=55.74%, top5-acc=83.09%, remaining_time=0:00:02.711430, arrival_time=2021-04-15 03:55:01.434015, cost_time=0:00:00.903806 2021-04-15 03:54:59,499 INFO : EVAL, epoch=0034, iter=00020/00040, fetch data time cost=1.54ms, fps=3299 images/s, loss=1.7312, top1-acc=55.92%, top5-acc=82.71%, remaining_time=0:00:01.680340, arrival_time=2021-04-15 03:55:01.179427, cost_time=0:00:01.680349 2021-04-15 03:55:00,274 INFO : EVAL, epoch=0034, iter=00030/00040, fetch data time cost=1.45ms, fps=3304 images/s, loss=1.7245, top1-acc=55.40%, top5-acc=82.90%, remaining_time=0:00:00.818530, arrival_time=2021-04-15 03:55:01.092854, cost_time=0:00:02.455585 2021-04-15 03:55:00,983 INFO : EVAL, epoch=0034, iter=00040/00040, fetch data time cost=0.05ms, fps=3273 images/s, loss=1.7390, top1-acc=55.19%, top5-acc=82.93%, remaining_time=0:00:00, arrival_time=2021-04-15 03:55:00.983567, cost_time=0:00:03.164857 2021-04-15 03:55:01,415 INFO : Epoch=0034 complete, best val top1-acc=57.30%, top5-acc=85.07% (epoch=25), remaining_time=2:43:09.595522, arrival_time=2021-04-15 06:38:11.010989, cost_time=0:33:25.097877 2021-04-15 03:55:01,416 INFO : Train start, epoch=0035, lr=0.093037 2021-04-15 03:55:04,411 INFO : TRAIN, epoch=0035, iter=00010/00196, fetch data time cost=1.50ms, fps=855 images/s, loss=0.8237, top1-acc=75.51%, top5-acc=95.39%, remaining_time=0:00:55.704024, arrival_time=2021-04-15 03:56:00.115725, cost_time=0:00:02.994844 2021-04-15 03:55:07,225 INFO : TRAIN, epoch=0035, iter=00020/00196, fetch data time cost=1.36ms, fps=910 images/s, loss=0.8449, top1-acc=74.63%, top5-acc=95.31%, remaining_time=0:00:51.117792, arrival_time=2021-04-15 03:55:58.343470, cost_time=0:00:05.808848 2021-04-15 03:55:10,039 INFO : TRAIN, epoch=0035, iter=00030/00196, fetch data time cost=1.33ms, fps=910 images/s, loss=0.8302, top1-acc=74.87%, top5-acc=95.62%, remaining_time=0:00:47.714210, arrival_time=2021-04-15 03:55:57.754078, cost_time=0:00:08.623048 2021-04-15 03:55:12,849 INFO : TRAIN, epoch=0035, iter=00040/00196, fetch data time cost=1.43ms, fps=911 images/s, loss=0.8213, top1-acc=75.01%, top5-acc=95.57%, remaining_time=0:00:44.588544, arrival_time=2021-04-15 03:55:57.438336, cost_time=0:00:11.432964 2021-04-15 03:55:15,663 INFO : TRAIN, epoch=0035, iter=00050/00196, fetch data time cost=1.89ms, fps=910 images/s, loss=0.8224, top1-acc=74.74%, top5-acc=95.56%, remaining_time=0:00:41.600656, arrival_time=2021-04-15 03:55:57.264247, cost_time=0:00:14.246775 2021-04-15 03:55:18,474 INFO : TRAIN, epoch=0035, iter=00060/00196, fetch data time cost=1.36ms, fps=911 images/s, loss=0.8184, top1-acc=74.92%, top5-acc=95.57%, remaining_time=0:00:38.664256, arrival_time=2021-04-15 03:55:57.138818, cost_time=0:00:17.057746 2021-04-15 03:55:21,288 INFO : TRAIN, epoch=0035, iter=00070/00196, fetch data time cost=1.37ms, fps=910 images/s, loss=0.8123, top1-acc=75.08%, top5-acc=95.63%, remaining_time=0:00:35.768628, arrival_time=2021-04-15 03:55:57.056917, cost_time=0:00:19.871453 2021-04-15 03:55:24,103 INFO : TRAIN, epoch=0035, iter=00080/00196, fetch data time cost=1.43ms, fps=910 images/s, loss=0.8142, top1-acc=75.07%, top5-acc=95.59%, remaining_time=0:00:32.895164, arrival_time=2021-04-15 03:55:56.998311, cost_time=0:00:22.686325 2021-04-15 03:55:26,917 INFO : TRAIN, epoch=0035, iter=00090/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=0.8125, top1-acc=75.15%, top5-acc=95.60%, remaining_time=0:00:30.033404, arrival_time=2021-04-15 03:55:56.950381, cost_time=0:00:25.500087 2021-04-15 03:55:29,734 INFO : TRAIN, epoch=0035, iter=00100/00196, fetch data time cost=1.33ms, fps=909 images/s, loss=0.8142, top1-acc=75.20%, top5-acc=95.56%, remaining_time=0:00:27.184608, arrival_time=2021-04-15 03:55:56.918729, cost_time=0:00:28.317301 2021-04-15 03:55:32,549 INFO : TRAIN, epoch=0035, iter=00110/00196, fetch data time cost=1.39ms, fps=909 images/s, loss=0.8129, top1-acc=75.32%, top5-acc=95.55%, remaining_time=0:00:24.340064, arrival_time=2021-04-15 03:55:56.889546, cost_time=0:00:31.132637 2021-04-15 03:55:35,362 INFO : TRAIN, epoch=0035, iter=00120/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.8153, top1-acc=75.27%, top5-acc=95.49%, remaining_time=0:00:21.498652, arrival_time=2021-04-15 03:55:56.860679, cost_time=0:00:33.945206 2021-04-15 03:55:38,181 INFO : TRAIN, epoch=0035, iter=00130/00196, fetch data time cost=1.34ms, fps=908 images/s, loss=0.8212, top1-acc=75.12%, top5-acc=95.43%, remaining_time=0:00:18.665262, arrival_time=2021-04-15 03:55:56.847052, cost_time=0:00:36.764959 2021-04-15 03:55:40,998 INFO : TRAIN, epoch=0035, iter=00140/00196, fetch data time cost=1.42ms, fps=909 images/s, loss=0.8256, top1-acc=75.02%, top5-acc=95.39%, remaining_time=0:00:15.832488, arrival_time=2021-04-15 03:55:56.830542, cost_time=0:00:39.581181 2021-04-15 03:55:43,822 INFO : TRAIN, epoch=0035, iter=00150/00196, fetch data time cost=1.53ms, fps=907 images/s, loss=0.8317, top1-acc=74.84%, top5-acc=95.31%, remaining_time=0:00:13.004292, arrival_time=2021-04-15 03:55:56.826354, cost_time=0:00:42.405242 2021-04-15 03:55:46,636 INFO : TRAIN, epoch=0035, iter=00160/00196, fetch data time cost=1.39ms, fps=910 images/s, loss=0.8335, top1-acc=74.86%, top5-acc=95.28%, remaining_time=0:00:10.174464, arrival_time=2021-04-15 03:55:56.811163, cost_time=0:00:45.219877 2021-04-15 03:55:49,451 INFO : TRAIN, epoch=0035, iter=00170/00196, fetch data time cost=1.39ms, fps=909 images/s, loss=0.8390, top1-acc=74.71%, top5-acc=95.24%, remaining_time=0:00:07.346534, arrival_time=2021-04-15 03:55:56.798335, cost_time=0:00:48.034976 2021-04-15 03:55:52,270 INFO : TRAIN, epoch=0035, iter=00180/00196, fetch data time cost=1.32ms, fps=908 images/s, loss=0.8420, top1-acc=74.66%, top5-acc=95.18%, remaining_time=0:00:04.520336, arrival_time=2021-04-15 03:55:56.790851, cost_time=0:00:50.853695 2021-04-15 03:55:55,090 INFO : TRAIN, epoch=0035, iter=00190/00196, fetch data time cost=1.19ms, fps=908 images/s, loss=0.8448, top1-acc=74.58%, top5-acc=95.13%, remaining_time=0:00:01.694970, arrival_time=2021-04-15 03:55:56.785918, cost_time=0:00:53.674125 2021-04-15 03:55:56,606 INFO : TRAIN, epoch=0035, iter=00196/00196, fetch data time cost=1.29ms, fps=898 images/s, loss=0.8472, top1-acc=74.51%, top5-acc=95.12%, remaining_time=0:00:00, arrival_time=2021-04-15 03:55:56.606559, cost_time=0:00:55.189746 2021-04-15 03:55:57,519 INFO : EVAL, epoch=0035, iter=00010/00040, fetch data time cost=1.34ms, fps=2809 images/s, loss=1.7383, top1-acc=55.16%, top5-acc=82.77%, remaining_time=0:00:02.733600, arrival_time=2021-04-15 03:56:00.253069, cost_time=0:00:00.911196 2021-04-15 03:55:58,293 INFO : EVAL, epoch=0035, iter=00020/00040, fetch data time cost=1.26ms, fps=3309 images/s, loss=1.7897, top1-acc=54.14%, top5-acc=82.30%, remaining_time=0:00:01.685180, arrival_time=2021-04-15 03:55:59.978606, cost_time=0:00:01.685171 2021-04-15 03:55:59,068 INFO : EVAL, epoch=0035, iter=00030/00040, fetch data time cost=1.58ms, fps=3304 images/s, loss=1.7826, top1-acc=54.45%, top5-acc=82.29%, remaining_time=0:00:00.820070, arrival_time=2021-04-15 03:55:59.888581, cost_time=0:00:02.460221 2021-04-15 03:55:59,777 INFO : EVAL, epoch=0035, iter=00040/00040, fetch data time cost=0.06ms, fps=3272 images/s, loss=1.7649, top1-acc=54.85%, top5-acc=82.34%, remaining_time=0:00:00, arrival_time=2021-04-15 03:55:59.777948, cost_time=0:00:03.169711 2021-04-15 03:56:00,523 INFO : Epoch=0035 complete, best val top1-acc=57.30%, top5-acc=85.07% (epoch=25), remaining_time=2:42:11.255985, arrival_time=2021-04-15 06:38:11.779428, cost_time=0:34:24.205830 2021-04-15 03:56:00,525 INFO : Train start, epoch=0036, lr=0.092632 2021-04-15 03:56:03,522 INFO : TRAIN, epoch=0036, iter=00010/00196, fetch data time cost=1.37ms, fps=854 images/s, loss=0.8306, top1-acc=75.47%, top5-acc=95.31%, remaining_time=0:00:55.739364, arrival_time=2021-04-15 03:56:59.261519, cost_time=0:00:02.996744 2021-04-15 03:56:06,341 INFO : TRAIN, epoch=0036, iter=00020/00196, fetch data time cost=1.39ms, fps=908 images/s, loss=0.8243, top1-acc=75.18%, top5-acc=95.43%, remaining_time=0:00:51.179040, arrival_time=2021-04-15 03:56:57.520265, cost_time=0:00:05.815808 2021-04-15 03:56:09,165 INFO : TRAIN, epoch=0036, iter=00030/00196, fetch data time cost=1.52ms, fps=907 images/s, loss=0.8170, top1-acc=75.25%, top5-acc=95.57%, remaining_time=0:00:47.806340, arrival_time=2021-04-15 03:56:56.971457, cost_time=0:00:08.639711 2021-04-15 03:56:11,985 INFO : TRAIN, epoch=0036, iter=00040/00196, fetch data time cost=1.40ms, fps=908 images/s, loss=0.8094, top1-acc=75.52%, top5-acc=95.74%, remaining_time=0:00:44.694936, arrival_time=2021-04-15 03:56:56.680508, cost_time=0:00:11.460248 2021-04-15 03:56:14,803 INFO : TRAIN, epoch=0036, iter=00050/00196, fetch data time cost=1.51ms, fps=909 images/s, loss=0.8055, top1-acc=75.59%, top5-acc=95.79%, remaining_time=0:00:41.691906, arrival_time=2021-04-15 03:56:56.495388, cost_time=0:00:14.278055 2021-04-15 03:56:17,622 INFO : TRAIN, epoch=0036, iter=00060/00196, fetch data time cost=1.43ms, fps=908 images/s, loss=0.8018, top1-acc=75.71%, top5-acc=95.80%, remaining_time=0:00:38.754288, arrival_time=2021-04-15 03:56:56.377083, cost_time=0:00:17.097465 2021-04-15 03:56:20,439 INFO : TRAIN, epoch=0036, iter=00070/00196, fetch data time cost=1.36ms, fps=909 images/s, loss=0.8035, top1-acc=75.68%, top5-acc=95.78%, remaining_time=0:00:35.845740, arrival_time=2021-04-15 03:56:56.285353, cost_time=0:00:19.914290 2021-04-15 03:56:23,251 INFO : TRAIN, epoch=0036, iter=00080/00196, fetch data time cost=1.34ms, fps=911 images/s, loss=0.8051, top1-acc=75.62%, top5-acc=95.75%, remaining_time=0:00:32.952468, arrival_time=2021-04-15 03:56:56.203615, cost_time=0:00:22.725830 2021-04-15 03:56:26,061 INFO : TRAIN, epoch=0036, iter=00090/00196, fetch data time cost=1.33ms, fps=911 images/s, loss=0.8076, top1-acc=75.53%, top5-acc=95.72%, remaining_time=0:00:30.076334, arrival_time=2021-04-15 03:56:56.138138, cost_time=0:00:25.536478 2021-04-15 03:56:28,875 INFO : TRAIN, epoch=0036, iter=00100/00196, fetch data time cost=1.58ms, fps=910 images/s, loss=0.8115, top1-acc=75.45%, top5-acc=95.67%, remaining_time=0:00:27.215808, arrival_time=2021-04-15 03:56:56.091041, cost_time=0:00:28.349837 2021-04-15 03:56:31,690 INFO : TRAIN, epoch=0036, iter=00110/00196, fetch data time cost=1.38ms, fps=909 images/s, loss=0.8171, top1-acc=75.38%, top5-acc=95.56%, remaining_time=0:00:24.365692, arrival_time=2021-04-15 03:56:56.056435, cost_time=0:00:31.165431 2021-04-15 03:56:34,502 INFO : TRAIN, epoch=0036, iter=00120/00196, fetch data time cost=1.32ms, fps=911 images/s, loss=0.8207, top1-acc=75.30%, top5-acc=95.50%, remaining_time=0:00:21.519020, arrival_time=2021-04-15 03:56:56.021744, cost_time=0:00:33.977392 2021-04-15 03:56:37,313 INFO : TRAIN, epoch=0036, iter=00130/00196, fetch data time cost=1.33ms, fps=911 images/s, loss=0.8236, top1-acc=75.24%, top5-acc=95.44%, remaining_time=0:00:18.676812, arrival_time=2021-04-15 03:56:55.989808, cost_time=0:00:36.787681 2021-04-15 03:56:40,129 INFO : TRAIN, epoch=0036, iter=00140/00196, fetch data time cost=1.37ms, fps=909 images/s, loss=0.8257, top1-acc=75.23%, top5-acc=95.40%, remaining_time=0:00:15.841728, arrival_time=2021-04-15 03:56:55.971366, cost_time=0:00:39.604315 2021-04-15 03:56:42,945 INFO : TRAIN, epoch=0036, iter=00150/00196, fetch data time cost=1.33ms, fps=909 images/s, loss=0.8314, top1-acc=75.08%, top5-acc=95.30%, remaining_time=0:00:13.008754, arrival_time=2021-04-15 03:56:55.953984, cost_time=0:00:42.419912 2021-04-15 03:56:45,756 INFO : TRAIN, epoch=0036, iter=00160/00196, fetch data time cost=1.42ms, fps=911 images/s, loss=0.8363, top1-acc=74.88%, top5-acc=95.25%, remaining_time=0:00:10.177128, arrival_time=2021-04-15 03:56:55.934054, cost_time=0:00:45.231610 2021-04-15 03:56:48,571 INFO : TRAIN, epoch=0036, iter=00170/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.8369, top1-acc=74.88%, top5-acc=95.26%, remaining_time=0:00:07.348276, arrival_time=2021-04-15 03:56:55.920037, cost_time=0:00:48.046443 2021-04-15 03:56:51,389 INFO : TRAIN, epoch=0036, iter=00180/00196, fetch data time cost=1.41ms, fps=909 images/s, loss=0.8395, top1-acc=74.84%, top5-acc=95.18%, remaining_time=0:00:04.521280, arrival_time=2021-04-15 03:56:55.911015, cost_time=0:00:50.864417 2021-04-15 03:56:54,211 INFO : TRAIN, epoch=0036, iter=00190/00196, fetch data time cost=1.23ms, fps=908 images/s, loss=0.8408, top1-acc=74.80%, top5-acc=95.16%, remaining_time=0:00:01.695336, arrival_time=2021-04-15 03:56:55.906404, cost_time=0:00:53.685686 2021-04-15 03:56:55,724 INFO : TRAIN, epoch=0036, iter=00196/00196, fetch data time cost=1.22ms, fps=899 images/s, loss=0.8415, top1-acc=74.78%, top5-acc=95.14%, remaining_time=0:00:00, arrival_time=2021-04-15 03:56:55.724464, cost_time=0:00:55.199162 2021-04-15 03:56:56,613 INFO : EVAL, epoch=0036, iter=00010/00040, fetch data time cost=1.30ms, fps=2884 images/s, loss=1.5864, top1-acc=56.80%, top5-acc=85.08%, remaining_time=0:00:02.662920, arrival_time=2021-04-15 03:56:59.276604, cost_time=0:00:00.887638 2021-04-15 03:56:57,389 INFO : EVAL, epoch=0036, iter=00020/00040, fetch data time cost=1.29ms, fps=3304 images/s, loss=1.5799, top1-acc=57.44%, top5-acc=84.94%, remaining_time=0:00:01.662980, arrival_time=2021-04-15 03:56:59.051989, cost_time=0:00:01.662979 2021-04-15 03:56:58,163 INFO : EVAL, epoch=0036, iter=00030/00040, fetch data time cost=1.32ms, fps=3306 images/s, loss=1.5747, top1-acc=57.71%, top5-acc=84.97%, remaining_time=0:00:00.812580, arrival_time=2021-04-15 03:56:58.976355, cost_time=0:00:02.437749 2021-04-15 03:56:58,872 INFO : EVAL, epoch=0036, iter=00040/00040, fetch data time cost=0.06ms, fps=3274 images/s, loss=1.6021, top1-acc=57.53%, top5-acc=84.87%, remaining_time=0:00:00, arrival_time=2021-04-15 03:56:58.872792, cost_time=0:00:03.146784 2021-04-15 03:56:59,742 INFO : Epoch=0036 complete, best val top1-acc=57.53%, top5-acc=84.87% (epoch=36), remaining_time=2:41:13.377968, arrival_time=2021-04-15 06:38:13.119999, cost_time=0:35:23.424432 2021-04-15 03:56:59,743 INFO : Train start, epoch=0037, lr=0.092216 2021-04-15 03:57:02,730 INFO : TRAIN, epoch=0037, iter=00010/00196, fetch data time cost=1.30ms, fps=857 images/s, loss=0.7463, top1-acc=77.89%, top5-acc=96.21%, remaining_time=0:00:55.559130, arrival_time=2021-04-15 03:57:58.289557, cost_time=0:00:02.987048 2021-04-15 03:57:05,552 INFO : TRAIN, epoch=0037, iter=00020/00196, fetch data time cost=1.28ms, fps=907 images/s, loss=0.7700, top1-acc=77.19%, top5-acc=96.00%, remaining_time=0:00:51.116384, arrival_time=2021-04-15 03:57:56.668435, cost_time=0:00:05.808689 2021-04-15 03:57:08,367 INFO : TRAIN, epoch=0037, iter=00030/00196, fetch data time cost=1.30ms, fps=909 images/s, loss=0.7807, top1-acc=76.72%, top5-acc=95.91%, remaining_time=0:00:47.719190, arrival_time=2021-04-15 03:57:56.086506, cost_time=0:00:08.623945 2021-04-15 03:57:11,178 INFO : TRAIN, epoch=0037, iter=00040/00196, fetch data time cost=1.33ms, fps=911 images/s, loss=0.7853, top1-acc=76.55%, top5-acc=95.84%, remaining_time=0:00:44.597124, arrival_time=2021-04-15 03:57:55.775661, cost_time=0:00:11.435176 2021-04-15 03:57:13,989 INFO : TRAIN, epoch=0037, iter=00050/00196, fetch data time cost=1.26ms, fps=911 images/s, loss=0.7914, top1-acc=76.44%, top5-acc=95.77%, remaining_time=0:00:41.597882, arrival_time=2021-04-15 03:57:55.587122, cost_time=0:00:14.245866 2021-04-15 03:57:16,810 INFO : TRAIN, epoch=0037, iter=00060/00196, fetch data time cost=1.37ms, fps=907 images/s, loss=0.7932, top1-acc=76.14%, top5-acc=95.75%, remaining_time=0:00:38.686288, arrival_time=2021-04-15 03:57:55.497130, cost_time=0:00:17.067472 2021-04-15 03:57:19,627 INFO : TRAIN, epoch=0037, iter=00070/00196, fetch data time cost=1.30ms, fps=909 images/s, loss=0.7969, top1-acc=76.03%, top5-acc=95.81%, remaining_time=0:00:35.792190, arrival_time=2021-04-15 03:57:55.420078, cost_time=0:00:19.884527 2021-04-15 03:57:22,434 INFO : TRAIN, epoch=0037, iter=00080/00196, fetch data time cost=1.26ms, fps=912 images/s, loss=0.7966, top1-acc=75.96%, top5-acc=95.79%, remaining_time=0:00:32.902008, arrival_time=2021-04-15 03:57:55.336397, cost_time=0:00:22.691018 2021-04-15 03:57:25,252 INFO : TRAIN, epoch=0037, iter=00090/00196, fetch data time cost=1.41ms, fps=908 images/s, loss=0.8010, top1-acc=75.84%, top5-acc=95.70%, remaining_time=0:00:30.044428, arrival_time=2021-04-15 03:57:55.297216, cost_time=0:00:25.509426 2021-04-15 03:57:28,070 INFO : TRAIN, epoch=0037, iter=00100/00196, fetch data time cost=1.36ms, fps=909 images/s, loss=0.8041, top1-acc=75.70%, top5-acc=95.66%, remaining_time=0:00:27.194016, arrival_time=2021-04-15 03:57:55.264503, cost_time=0:00:28.327111 2021-04-15 03:57:30,889 INFO : TRAIN, epoch=0037, iter=00110/00196, fetch data time cost=1.48ms, fps=908 images/s, loss=0.8102, top1-acc=75.55%, top5-acc=95.64%, remaining_time=0:00:24.350384, arrival_time=2021-04-15 03:57:55.239561, cost_time=0:00:31.145809 2021-04-15 03:57:33,703 INFO : TRAIN, epoch=0037, iter=00120/00196, fetch data time cost=1.48ms, fps=910 images/s, loss=0.8087, top1-acc=75.58%, top5-acc=95.71%, remaining_time=0:00:21.508076, arrival_time=2021-04-15 03:57:55.211587, cost_time=0:00:33.960150 2021-04-15 03:57:36,516 INFO : TRAIN, epoch=0037, iter=00130/00196, fetch data time cost=1.33ms, fps=910 images/s, loss=0.8123, top1-acc=75.53%, top5-acc=95.63%, remaining_time=0:00:18.669486, arrival_time=2021-04-15 03:57:55.186203, cost_time=0:00:36.773280 2021-04-15 03:57:39,328 INFO : TRAIN, epoch=0037, iter=00140/00196, fetch data time cost=1.51ms, fps=911 images/s, loss=0.8148, top1-acc=75.53%, top5-acc=95.59%, remaining_time=0:00:15.834112, arrival_time=2021-04-15 03:57:55.162709, cost_time=0:00:39.585233 2021-04-15 03:57:42,142 INFO : TRAIN, epoch=0037, iter=00150/00196, fetch data time cost=1.37ms, fps=910 images/s, loss=0.8170, top1-acc=75.45%, top5-acc=95.59%, remaining_time=0:00:13.002268, arrival_time=2021-04-15 03:57:55.144366, cost_time=0:00:42.398701 2021-04-15 03:57:44,959 INFO : TRAIN, epoch=0037, iter=00160/00196, fetch data time cost=1.51ms, fps=909 images/s, loss=0.8205, top1-acc=75.31%, top5-acc=95.54%, remaining_time=0:00:10.173636, arrival_time=2021-04-15 03:57:55.133165, cost_time=0:00:45.216163 2021-04-15 03:57:47,773 INFO : TRAIN, epoch=0037, iter=00170/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.8223, top1-acc=75.28%, top5-acc=95.54%, remaining_time=0:00:07.345832, arrival_time=2021-04-15 03:57:55.119687, cost_time=0:00:48.030476 2021-04-15 03:57:50,587 INFO : TRAIN, epoch=0037, iter=00180/00196, fetch data time cost=1.38ms, fps=910 images/s, loss=0.8242, top1-acc=75.24%, top5-acc=95.47%, remaining_time=0:00:04.519504, arrival_time=2021-04-15 03:57:55.107329, cost_time=0:00:50.844457 2021-04-15 03:57:53,409 INFO : TRAIN, epoch=0037, iter=00190/00196, fetch data time cost=1.24ms, fps=907 images/s, loss=0.8253, top1-acc=75.20%, top5-acc=95.45%, remaining_time=0:00:01.694712, arrival_time=2021-04-15 03:57:55.103988, cost_time=0:00:53.665913 2021-04-15 03:57:54,926 INFO : TRAIN, epoch=0037, iter=00196/00196, fetch data time cost=1.37ms, fps=897 images/s, loss=0.8310, top1-acc=75.09%, top5-acc=95.39%, remaining_time=0:00:00, arrival_time=2021-04-15 03:57:54.926040, cost_time=0:00:55.182679 2021-04-15 03:57:55,812 INFO : EVAL, epoch=0037, iter=00010/00040, fetch data time cost=2.11ms, fps=2893 images/s, loss=1.7692, top1-acc=53.67%, top5-acc=83.24%, remaining_time=0:00:02.654460, arrival_time=2021-04-15 03:57:58.466968, cost_time=0:00:00.884820 2021-04-15 03:57:56,589 INFO : EVAL, epoch=0037, iter=00020/00040, fetch data time cost=1.27ms, fps=3298 images/s, loss=1.7929, top1-acc=52.91%, top5-acc=82.87%, remaining_time=0:00:01.661420, arrival_time=2021-04-15 03:57:58.250504, cost_time=0:00:01.661412 2021-04-15 03:57:57,362 INFO : EVAL, epoch=0037, iter=00030/00040, fetch data time cost=1.23ms, fps=3313 images/s, loss=1.7947, top1-acc=52.89%, top5-acc=82.63%, remaining_time=0:00:00.811500, arrival_time=2021-04-15 03:57:58.173667, cost_time=0:00:02.434496 2021-04-15 03:57:58,070 INFO : EVAL, epoch=0037, iter=00040/00040, fetch data time cost=0.07ms, fps=3275 images/s, loss=1.8037, top1-acc=52.86%, top5-acc=82.41%, remaining_time=0:00:00, arrival_time=2021-04-15 03:57:58.070798, cost_time=0:00:03.143144 2021-04-15 03:57:58,516 INFO : Epoch=0037 complete, best val top1-acc=57.53%, top5-acc=84.87% (epoch=36), remaining_time=2:40:13.471539, arrival_time=2021-04-15 06:38:11.988191, cost_time=0:36:22.199058 2021-04-15 03:57:58,517 INFO : Train start, epoch=0038, lr=0.091790 2021-04-15 03:58:01,492 INFO : TRAIN, epoch=0038, iter=00010/00196, fetch data time cost=1.34ms, fps=861 images/s, loss=0.7746, top1-acc=76.72%, top5-acc=96.33%, remaining_time=0:00:55.324026, arrival_time=2021-04-15 03:58:56.816429, cost_time=0:00:02.974408 2021-04-15 03:58:04,305 INFO : TRAIN, epoch=0038, iter=00020/00196, fetch data time cost=1.50ms, fps=910 images/s, loss=0.7991, top1-acc=75.92%, top5-acc=95.76%, remaining_time=0:00:50.926480, arrival_time=2021-04-15 03:58:55.231572, cost_time=0:00:05.787095 2021-04-15 03:58:07,117 INFO : TRAIN, epoch=0038, iter=00030/00196, fetch data time cost=1.35ms, fps=911 images/s, loss=0.7949, top1-acc=76.17%, top5-acc=95.78%, remaining_time=0:00:47.580912, arrival_time=2021-04-15 03:58:54.697877, cost_time=0:00:08.598965 2021-04-15 03:58:09,927 INFO : TRAIN, epoch=0038, iter=00040/00196, fetch data time cost=1.49ms, fps=911 images/s, loss=0.7822, top1-acc=76.62%, top5-acc=95.84%, remaining_time=0:00:44.498064, arrival_time=2021-04-15 03:58:54.425816, cost_time=0:00:11.409747 2021-04-15 03:58:12,742 INFO : TRAIN, epoch=0038, iter=00050/00196, fetch data time cost=1.37ms, fps=910 images/s, loss=0.7794, top1-acc=76.87%, top5-acc=95.83%, remaining_time=0:00:41.534810, arrival_time=2021-04-15 03:58:54.277078, cost_time=0:00:14.224266 2021-04-15 03:58:15,564 INFO : TRAIN, epoch=0038, iter=00060/00196, fetch data time cost=1.70ms, fps=907 images/s, loss=0.7743, top1-acc=76.85%, top5-acc=95.81%, remaining_time=0:00:38.637736, arrival_time=2021-04-15 03:58:54.201773, cost_time=0:00:17.046041 2021-04-15 03:58:18,383 INFO : TRAIN, epoch=0038, iter=00070/00196, fetch data time cost=1.24ms, fps=908 images/s, loss=0.7787, top1-acc=76.62%, top5-acc=95.70%, remaining_time=0:00:35.758422, arrival_time=2021-04-15 03:58:54.142197, cost_time=0:00:19.865777 2021-04-15 03:58:21,205 INFO : TRAIN, epoch=0038, iter=00080/00196, fetch data time cost=1.38ms, fps=908 images/s, loss=0.7795, top1-acc=76.58%, top5-acc=95.76%, remaining_time=0:00:32.896092, arrival_time=2021-04-15 03:58:54.101101, cost_time=0:00:22.686930 2021-04-15 03:58:24,020 INFO : TRAIN, epoch=0038, iter=00090/00196, fetch data time cost=1.30ms, fps=909 images/s, loss=0.7842, top1-acc=76.46%, top5-acc=95.74%, remaining_time=0:00:30.036584, arrival_time=2021-04-15 03:58:54.057417, cost_time=0:00:25.502738 2021-04-15 03:58:26,836 INFO : TRAIN, epoch=0038, iter=00100/00196, fetch data time cost=1.61ms, fps=909 images/s, loss=0.7891, top1-acc=76.36%, top5-acc=95.68%, remaining_time=0:00:27.185472, arrival_time=2021-04-15 03:58:54.021788, cost_time=0:00:28.318236 2021-04-15 03:58:29,651 INFO : TRAIN, epoch=0038, iter=00110/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.7903, top1-acc=76.32%, top5-acc=95.68%, remaining_time=0:00:24.340752, arrival_time=2021-04-15 03:58:53.992293, cost_time=0:00:31.133548 2021-04-15 03:58:32,469 INFO : TRAIN, epoch=0038, iter=00120/00196, fetch data time cost=1.33ms, fps=909 images/s, loss=0.7890, top1-acc=76.29%, top5-acc=95.77%, remaining_time=0:00:21.502224, arrival_time=2021-04-15 03:58:53.971207, cost_time=0:00:33.950920 2021-04-15 03:58:35,278 INFO : TRAIN, epoch=0038, iter=00130/00196, fetch data time cost=1.37ms, fps=911 images/s, loss=0.7960, top1-acc=76.06%, top5-acc=95.74%, remaining_time=0:00:18.663216, arrival_time=2021-04-15 03:58:53.942124, cost_time=0:00:36.760882 2021-04-15 03:58:38,093 INFO : TRAIN, epoch=0038, iter=00140/00196, fetch data time cost=1.28ms, fps=910 images/s, loss=0.7981, top1-acc=76.02%, top5-acc=95.71%, remaining_time=0:00:15.830248, arrival_time=2021-04-15 03:58:53.923928, cost_time=0:00:39.575674 2021-04-15 03:58:40,906 INFO : TRAIN, epoch=0038, iter=00150/00196, fetch data time cost=1.39ms, fps=910 images/s, loss=0.8020, top1-acc=75.89%, top5-acc=95.68%, remaining_time=0:00:12.999232, arrival_time=2021-04-15 03:58:53.906094, cost_time=0:00:42.388874 2021-04-15 03:58:43,712 INFO : TRAIN, epoch=0038, iter=00160/00196, fetch data time cost=1.24ms, fps=913 images/s, loss=0.8078, top1-acc=75.72%, top5-acc=95.62%, remaining_time=0:00:10.168704, arrival_time=2021-04-15 03:58:53.880954, cost_time=0:00:45.194260 2021-04-15 03:58:46,517 INFO : TRAIN, epoch=0038, iter=00170/00196, fetch data time cost=1.35ms, fps=913 images/s, loss=0.8124, top1-acc=75.55%, top5-acc=95.59%, remaining_time=0:00:07.341152, arrival_time=2021-04-15 03:58:53.859003, cost_time=0:00:47.999778 2021-04-15 03:58:49,325 INFO : TRAIN, epoch=0038, iter=00180/00196, fetch data time cost=1.43ms, fps=912 images/s, loss=0.8145, top1-acc=75.52%, top5-acc=95.54%, remaining_time=0:00:04.516240, arrival_time=2021-04-15 03:58:53.841926, cost_time=0:00:50.807673 2021-04-15 03:58:52,136 INFO : TRAIN, epoch=0038, iter=00190/00196, fetch data time cost=1.05ms, fps=911 images/s, loss=0.8169, top1-acc=75.42%, top5-acc=95.50%, remaining_time=0:00:01.693224, arrival_time=2021-04-15 03:58:53.829950, cost_time=0:00:53.618720 2021-04-15 03:58:53,651 INFO : TRAIN, epoch=0038, iter=00196/00196, fetch data time cost=1.18ms, fps=898 images/s, loss=0.8177, top1-acc=75.41%, top5-acc=95.47%, remaining_time=0:00:00, arrival_time=2021-04-15 03:58:53.650969, cost_time=0:00:55.132990 2021-04-15 03:58:54,534 INFO : EVAL, epoch=0038, iter=00010/00040, fetch data time cost=0.18ms, fps=2903 images/s, loss=1.8532, top1-acc=53.67%, top5-acc=82.15%, remaining_time=0:00:02.645340, arrival_time=2021-04-15 03:58:57.179610, cost_time=0:00:00.881780 2021-04-15 03:58:55,307 INFO : EVAL, epoch=0038, iter=00020/00040, fetch data time cost=1.25ms, fps=3312 images/s, loss=1.8760, top1-acc=53.54%, top5-acc=82.29%, remaining_time=0:00:01.655040, arrival_time=2021-04-15 03:58:56.962588, cost_time=0:00:01.655045 2021-04-15 03:58:56,081 INFO : EVAL, epoch=0038, iter=00030/00040, fetch data time cost=1.29ms, fps=3307 images/s, loss=1.8568, top1-acc=53.26%, top5-acc=82.43%, remaining_time=0:00:00.809800, arrival_time=2021-04-15 03:58:56.891703, cost_time=0:00:02.429397 2021-04-15 03:58:56,791 INFO : EVAL, epoch=0038, iter=00040/00040, fetch data time cost=0.05ms, fps=3272 images/s, loss=1.8677, top1-acc=53.15%, top5-acc=82.49%, remaining_time=0:00:00, arrival_time=2021-04-15 03:58:56.791183, cost_time=0:00:03.138706 2021-04-15 03:58:57,237 INFO : Epoch=0038 complete, best val top1-acc=57.53%, top5-acc=84.87% (epoch=36), remaining_time=2:39:13.394178, arrival_time=2021-04-15 06:38:10.631405, cost_time=0:37:20.919605 2021-04-15 03:58:57,238 INFO : Train start, epoch=0039, lr=0.091354 2021-04-15 03:59:00,207 INFO : TRAIN, epoch=0039, iter=00010/00196, fetch data time cost=1.29ms, fps=862 images/s, loss=0.7772, top1-acc=76.87%, top5-acc=95.86%, remaining_time=0:00:55.223958, arrival_time=2021-04-15 03:59:55.431665, cost_time=0:00:02.969027 2021-04-15 03:59:03,017 INFO : TRAIN, epoch=0039, iter=00020/00196, fetch data time cost=1.26ms, fps=911 images/s, loss=0.7706, top1-acc=77.03%, top5-acc=95.76%, remaining_time=0:00:50.851328, arrival_time=2021-04-15 03:59:53.868574, cost_time=0:00:05.778564 2021-04-15 03:59:05,831 INFO : TRAIN, epoch=0039, iter=00030/00196, fetch data time cost=1.41ms, fps=910 images/s, loss=0.7612, top1-acc=77.16%, top5-acc=95.90%, remaining_time=0:00:47.548542, arrival_time=2021-04-15 03:59:53.380320, cost_time=0:00:08.593103 2021-04-15 03:59:08,647 INFO : TRAIN, epoch=0039, iter=00040/00196, fetch data time cost=1.43ms, fps=909 images/s, loss=0.7638, top1-acc=77.19%, top5-acc=95.85%, remaining_time=0:00:44.492448, arrival_time=2021-04-15 03:59:53.139433, cost_time=0:00:11.408311 2021-04-15 03:59:11,461 INFO : TRAIN, epoch=0039, iter=00050/00196, fetch data time cost=1.25ms, fps=910 images/s, loss=0.7756, top1-acc=76.82%, top5-acc=95.80%, remaining_time=0:00:41.530868, arrival_time=2021-04-15 03:59:52.992465, cost_time=0:00:14.222919 2021-04-15 03:59:14,272 INFO : TRAIN, epoch=0039, iter=00060/00196, fetch data time cost=1.35ms, fps=911 images/s, loss=0.7746, top1-acc=76.76%, top5-acc=95.83%, remaining_time=0:00:38.610264, arrival_time=2021-04-15 03:59:52.882889, cost_time=0:00:17.033951 2021-04-15 03:59:17,093 INFO : TRAIN, epoch=0039, iter=00070/00196, fetch data time cost=1.24ms, fps=908 images/s, loss=0.7777, top1-acc=76.53%, top5-acc=95.89%, remaining_time=0:00:35.738892, arrival_time=2021-04-15 03:59:52.832529, cost_time=0:00:19.854950 2021-04-15 03:59:19,906 INFO : TRAIN, epoch=0039, iter=00080/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.7791, top1-acc=76.39%, top5-acc=95.92%, remaining_time=0:00:32.867440, arrival_time=2021-04-15 03:59:52.773402, cost_time=0:00:22.667227 2021-04-15 03:59:22,724 INFO : TRAIN, epoch=0039, iter=00090/00196, fetch data time cost=1.30ms, fps=908 images/s, loss=0.7871, top1-acc=76.12%, top5-acc=95.82%, remaining_time=0:00:30.016868, arrival_time=2021-04-15 03:59:52.741667, cost_time=0:00:25.486060 2021-04-15 03:59:25,537 INFO : TRAIN, epoch=0039, iter=00100/00196, fetch data time cost=1.34ms, fps=910 images/s, loss=0.7850, top1-acc=76.18%, top5-acc=95.82%, remaining_time=0:00:27.167136, arrival_time=2021-04-15 03:59:52.704987, cost_time=0:00:28.299113 2021-04-15 03:59:28,353 INFO : TRAIN, epoch=0039, iter=00110/00196, fetch data time cost=1.47ms, fps=909 images/s, loss=0.7893, top1-acc=76.08%, top5-acc=95.84%, remaining_time=0:00:24.325788, arrival_time=2021-04-15 03:59:52.678822, cost_time=0:00:31.114356 2021-04-15 03:59:31,176 INFO : TRAIN, epoch=0039, iter=00120/00196, fetch data time cost=1.31ms, fps=907 images/s, loss=0.7908, top1-acc=76.08%, top5-acc=95.84%, remaining_time=0:00:21.493940, arrival_time=2021-04-15 03:59:52.670473, cost_time=0:00:33.937807 2021-04-15 03:59:33,995 INFO : TRAIN, epoch=0039, iter=00130/00196, fetch data time cost=1.33ms, fps=908 images/s, loss=0.7964, top1-acc=75.90%, top5-acc=95.76%, remaining_time=0:00:18.661170, arrival_time=2021-04-15 03:59:52.656700, cost_time=0:00:36.756857 2021-04-15 03:59:36,814 INFO : TRAIN, epoch=0039, iter=00140/00196, fetch data time cost=1.44ms, fps=908 images/s, loss=0.7992, top1-acc=75.78%, top5-acc=95.75%, remaining_time=0:00:15.830192, arrival_time=2021-04-15 03:59:52.644367, cost_time=0:00:39.575492 2021-04-15 03:59:39,627 INFO : TRAIN, epoch=0039, iter=00150/00196, fetch data time cost=1.47ms, fps=910 images/s, loss=0.8003, top1-acc=75.71%, top5-acc=95.75%, remaining_time=0:00:12.999140, arrival_time=2021-04-15 03:59:52.626368, cost_time=0:00:42.388547 2021-04-15 03:59:42,439 INFO : TRAIN, epoch=0039, iter=00160/00196, fetch data time cost=1.47ms, fps=911 images/s, loss=0.8028, top1-acc=75.66%, top5-acc=95.73%, remaining_time=0:00:10.170108, arrival_time=2021-04-15 03:59:52.609226, cost_time=0:00:45.200439 2021-04-15 03:59:45,251 INFO : TRAIN, epoch=0039, iter=00170/00196, fetch data time cost=1.48ms, fps=910 images/s, loss=0.8073, top1-acc=75.56%, top5-acc=95.67%, remaining_time=0:00:07.343102, arrival_time=2021-04-15 03:59:52.594348, cost_time=0:00:48.012564 2021-04-15 03:59:48,073 INFO : TRAIN, epoch=0039, iter=00180/00196, fetch data time cost=1.37ms, fps=907 images/s, loss=0.8095, top1-acc=75.52%, top5-acc=95.64%, remaining_time=0:00:04.518640, arrival_time=2021-04-15 03:59:52.592015, cost_time=0:00:50.834700 2021-04-15 03:59:50,885 INFO : TRAIN, epoch=0039, iter=00190/00196, fetch data time cost=1.18ms, fps=910 images/s, loss=0.8111, top1-acc=75.48%, top5-acc=95.62%, remaining_time=0:00:01.694118, arrival_time=2021-04-15 03:59:52.579850, cost_time=0:00:53.647048 2021-04-15 03:59:52,397 INFO : TRAIN, epoch=0039, iter=00196/00196, fetch data time cost=1.24ms, fps=900 images/s, loss=0.8144, top1-acc=75.39%, top5-acc=95.61%, remaining_time=0:00:00, arrival_time=2021-04-15 03:59:52.397629, cost_time=0:00:55.158975 2021-04-15 03:59:53,306 INFO : EVAL, epoch=0039, iter=00010/00040, fetch data time cost=0.17ms, fps=2821 images/s, loss=1.5804, top1-acc=58.09%, top5-acc=85.86%, remaining_time=0:00:02.722470, arrival_time=2021-04-15 03:59:56.029125, cost_time=0:00:00.907492 2021-04-15 03:59:54,082 INFO : EVAL, epoch=0039, iter=00020/00040, fetch data time cost=1.43ms, fps=3301 images/s, loss=1.5476, top1-acc=59.08%, top5-acc=86.25%, remaining_time=0:00:01.683260, arrival_time=2021-04-15 03:59:55.765697, cost_time=0:00:01.683263 2021-04-15 03:59:54,862 INFO : EVAL, epoch=0039, iter=00030/00040, fetch data time cost=1.47ms, fps=3284 images/s, loss=1.5698, top1-acc=58.54%, top5-acc=85.95%, remaining_time=0:00:00.821080, arrival_time=2021-04-15 03:59:55.683501, cost_time=0:00:02.463247 2021-04-15 03:59:55,573 INFO : EVAL, epoch=0039, iter=00040/00040, fetch data time cost=0.05ms, fps=3267 images/s, loss=1.6038, top1-acc=57.92%, top5-acc=85.73%, remaining_time=0:00:00, arrival_time=2021-04-15 03:59:55.573028, cost_time=0:00:03.173812 2021-04-15 03:59:56,504 INFO : Epoch=0039 complete, best val top1-acc=57.92%, top5-acc=85.73% (epoch=39), remaining_time=2:38:15.643311, arrival_time=2021-04-15 06:38:12.147790, cost_time=0:38:20.186870 2021-04-15 03:59:56,505 INFO : Train start, epoch=0040, lr=0.090907 2021-04-15 03:59:59,483 INFO : TRAIN, epoch=0040, iter=00010/00196, fetch data time cost=1.41ms, fps=860 images/s, loss=0.7999, top1-acc=75.70%, top5-acc=95.23%, remaining_time=0:00:55.378710, arrival_time=2021-04-15 04:00:54.861916, cost_time=0:00:02.977352 2021-04-15 04:00:02,298 INFO : TRAIN, epoch=0040, iter=00020/00196, fetch data time cost=2.04ms, fps=910 images/s, loss=0.7934, top1-acc=75.94%, top5-acc=95.39%, remaining_time=0:00:50.972064, arrival_time=2021-04-15 04:00:53.270376, cost_time=0:00:05.792279 2021-04-15 04:00:05,114 INFO : TRAIN, epoch=0040, iter=00030/00196, fetch data time cost=1.28ms, fps=909 images/s, loss=0.7997, top1-acc=75.55%, top5-acc=95.46%, remaining_time=0:00:47.634530, arrival_time=2021-04-15 04:00:52.749137, cost_time=0:00:08.608664 2021-04-15 04:00:07,927 INFO : TRAIN, epoch=0040, iter=00040/00196, fetch data time cost=1.36ms, fps=910 images/s, loss=0.7875, top1-acc=75.86%, top5-acc=95.77%, remaining_time=0:00:44.542368, arrival_time=2021-04-15 04:00:52.469421, cost_time=0:00:11.421112 2021-04-15 04:00:10,742 INFO : TRAIN, epoch=0040, iter=00050/00196, fetch data time cost=1.31ms, fps=909 images/s, loss=0.7899, top1-acc=75.97%, top5-acc=95.67%, remaining_time=0:00:41.570872, arrival_time=2021-04-15 04:00:52.313345, cost_time=0:00:14.236599 2021-04-15 04:00:13,553 INFO : TRAIN, epoch=0040, iter=00060/00196, fetch data time cost=1.95ms, fps=911 images/s, loss=0.7850, top1-acc=76.24%, top5-acc=95.69%, remaining_time=0:00:38.641136, arrival_time=2021-04-15 04:00:52.194645, cost_time=0:00:17.047587 2021-04-15 04:00:16,373 INFO : TRAIN, epoch=0040, iter=00070/00196, fetch data time cost=1.49ms, fps=908 images/s, loss=0.7850, top1-acc=76.17%, top5-acc=95.73%, remaining_time=0:00:35.761068, arrival_time=2021-04-15 04:00:52.134224, cost_time=0:00:19.867265 2021-04-15 04:00:19,188 INFO : TRAIN, epoch=0040, iter=00080/00196, fetch data time cost=1.54ms, fps=910 images/s, loss=0.7851, top1-acc=76.29%, top5-acc=95.68%, remaining_time=0:00:32.889480, arrival_time=2021-04-15 04:00:52.077723, cost_time=0:00:22.682371 2021-04-15 04:00:21,998 INFO : TRAIN, epoch=0040, iter=00090/00196, fetch data time cost=1.40ms, fps=911 images/s, loss=0.7894, top1-acc=76.31%, top5-acc=95.57%, remaining_time=0:00:30.024182, arrival_time=2021-04-15 04:00:52.022254, cost_time=0:00:25.492212 2021-04-15 04:00:24,818 INFO : TRAIN, epoch=0040, iter=00100/00196, fetch data time cost=1.46ms, fps=908 images/s, loss=0.7908, top1-acc=76.22%, top5-acc=95.60%, remaining_time=0:00:27.180480, arrival_time=2021-04-15 04:00:51.999366, cost_time=0:00:28.313021 2021-04-15 04:00:27,634 INFO : TRAIN, epoch=0040, iter=00110/00196, fetch data time cost=1.40ms, fps=910 images/s, loss=0.7908, top1-acc=76.26%, top5-acc=95.60%, remaining_time=0:00:24.336452, arrival_time=2021-04-15 04:00:51.970430, cost_time=0:00:31.128050 2021-04-15 04:00:30,449 INFO : TRAIN, epoch=0040, iter=00120/00196, fetch data time cost=1.43ms, fps=909 images/s, loss=0.7911, top1-acc=76.19%, top5-acc=95.64%, remaining_time=0:00:21.497512, arrival_time=2021-04-15 04:00:51.946784, cost_time=0:00:33.943393 2021-04-15 04:00:33,271 INFO : TRAIN, epoch=0040, iter=00130/00196, fetch data time cost=1.54ms, fps=907 images/s, loss=0.7938, top1-acc=76.17%, top5-acc=95.61%, remaining_time=0:00:18.665658, arrival_time=2021-04-15 04:00:51.937163, cost_time=0:00:36.765633 2021-04-15 04:00:36,091 INFO : TRAIN, epoch=0040, iter=00140/00196, fetch data time cost=1.51ms, fps=908 images/s, loss=0.7935, top1-acc=76.11%, top5-acc=95.64%, remaining_time=0:00:15.834112, arrival_time=2021-04-15 04:00:51.925237, cost_time=0:00:39.585265 2021-04-15 04:00:38,910 INFO : TRAIN, epoch=0040, iter=00150/00196, fetch data time cost=1.36ms, fps=908 images/s, loss=0.7949, top1-acc=76.10%, top5-acc=95.64%, remaining_time=0:00:13.004062, arrival_time=2021-04-15 04:00:51.914460, cost_time=0:00:42.404544 2021-04-15 04:00:41,727 INFO : TRAIN, epoch=0040, iter=00160/00196, fetch data time cost=1.36ms, fps=909 images/s, loss=0.7950, top1-acc=76.08%, top5-acc=95.66%, remaining_time=0:00:10.174896, arrival_time=2021-04-15 04:00:51.902549, cost_time=0:00:45.221791 2021-04-15 04:00:44,537 INFO : TRAIN, epoch=0040, iter=00170/00196, fetch data time cost=1.41ms, fps=911 images/s, loss=0.7970, top1-acc=75.98%, top5-acc=95.66%, remaining_time=0:00:07.346092, arrival_time=2021-04-15 04:00:51.884036, cost_time=0:00:48.032089 2021-04-15 04:00:47,350 INFO : TRAIN, epoch=0040, iter=00180/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.7993, top1-acc=75.91%, top5-acc=95.64%, remaining_time=0:00:04.519536, arrival_time=2021-04-15 04:00:51.870242, cost_time=0:00:50.844848 2021-04-15 04:00:50,166 INFO : TRAIN, epoch=0040, iter=00190/00196, fetch data time cost=1.49ms, fps=909 images/s, loss=0.8047, top1-acc=75.77%, top5-acc=95.58%, remaining_time=0:00:01.694532, arrival_time=2021-04-15 04:00:51.860520, cost_time=0:00:53.660108 2021-04-15 04:00:51,681 INFO : TRAIN, epoch=0040, iter=00196/00196, fetch data time cost=1.17ms, fps=897 images/s, loss=0.8064, top1-acc=75.73%, top5-acc=95.57%, remaining_time=0:00:00, arrival_time=2021-04-15 04:00:51.681890, cost_time=0:00:55.175941 2021-04-15 04:00:52,570 INFO : EVAL, epoch=0040, iter=00010/00040, fetch data time cost=0.22ms, fps=2887 images/s, loss=1.8597, top1-acc=53.48%, top5-acc=82.19%, remaining_time=0:00:02.659890, arrival_time=2021-04-15 04:00:55.230205, cost_time=0:00:00.886634 2021-04-15 04:00:53,346 INFO : EVAL, epoch=0040, iter=00020/00040, fetch data time cost=1.39ms, fps=3301 images/s, loss=1.8383, top1-acc=53.54%, top5-acc=82.07%, remaining_time=0:00:01.662600, arrival_time=2021-04-15 04:00:55.008873, cost_time=0:00:01.662596 2021-04-15 04:00:54,121 INFO : EVAL, epoch=0040, iter=00030/00040, fetch data time cost=1.24ms, fps=3305 images/s, loss=1.8533, top1-acc=53.02%, top5-acc=82.11%, remaining_time=0:00:00.812490, arrival_time=2021-04-15 04:00:54.933622, cost_time=0:00:02.437457 2021-04-15 04:00:54,830 INFO : EVAL, epoch=0040, iter=00040/00040, fetch data time cost=0.05ms, fps=3274 images/s, loss=1.8411, top1-acc=53.07%, top5-acc=82.09%, remaining_time=0:00:00, arrival_time=2021-04-15 04:00:54.830014, cost_time=0:00:03.146372 2021-04-15 04:00:55,260 INFO : Epoch=0040 complete, best val top1-acc=57.92%, top5-acc=85.73% (epoch=39), remaining_time=2:37:15.772000, arrival_time=2021-04-15 06:38:11.032607, cost_time=0:39:18.943000 2021-04-15 04:00:55,261 INFO : Train start, epoch=0041, lr=0.090451 2021-04-15 04:00:58,221 INFO : TRAIN, epoch=0041, iter=00010/00196, fetch data time cost=1.31ms, fps=865 images/s, loss=0.7528, top1-acc=77.38%, top5-acc=96.48%, remaining_time=0:00:55.047816, arrival_time=2021-04-15 04:01:53.269446, cost_time=0:00:02.959561 2021-04-15 04:01:01,034 INFO : TRAIN, epoch=0041, iter=00020/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.7559, top1-acc=77.54%, top5-acc=96.33%, remaining_time=0:00:50.793776, arrival_time=2021-04-15 04:01:51.827864, cost_time=0:00:05.772018 2021-04-15 04:01:03,844 INFO : TRAIN, epoch=0041, iter=00030/00196, fetch data time cost=1.40ms, fps=911 images/s, loss=0.7598, top1-acc=77.30%, top5-acc=96.20%, remaining_time=0:00:47.488284, arrival_time=2021-04-15 04:01:51.332615, cost_time=0:00:08.582213 2021-04-15 04:01:06,660 INFO : TRAIN, epoch=0041, iter=00040/00196, fetch data time cost=1.28ms, fps=909 images/s, loss=0.7611, top1-acc=77.19%, top5-acc=96.08%, remaining_time=0:00:44.454540, arrival_time=2021-04-15 04:01:51.115214, cost_time=0:00:11.398612 2021-04-15 04:01:09,477 INFO : TRAIN, epoch=0041, iter=00050/00196, fetch data time cost=1.33ms, fps=909 images/s, loss=0.7576, top1-acc=77.29%, top5-acc=96.10%, remaining_time=0:00:41.509844, arrival_time=2021-04-15 04:01:50.987615, cost_time=0:00:14.215711 2021-04-15 04:01:12,296 INFO : TRAIN, epoch=0041, iter=00060/00196, fetch data time cost=1.37ms, fps=908 images/s, loss=0.7614, top1-acc=77.21%, top5-acc=96.01%, remaining_time=0:00:38.610808, arrival_time=2021-04-15 04:01:50.907048, cost_time=0:00:17.034180 2021-04-15 04:01:15,108 INFO : TRAIN, epoch=0041, iter=00070/00196, fetch data time cost=1.41ms, fps=911 images/s, loss=0.7533, top1-acc=77.51%, top5-acc=96.09%, remaining_time=0:00:35.723016, arrival_time=2021-04-15 04:01:50.831178, cost_time=0:00:19.846103 2021-04-15 04:01:17,921 INFO : TRAIN, epoch=0041, iter=00080/00196, fetch data time cost=1.33ms, fps=910 images/s, loss=0.7603, top1-acc=77.26%, top5-acc=96.03%, remaining_time=0:00:32.856768, arrival_time=2021-04-15 04:01:50.778627, cost_time=0:00:22.659810 2021-04-15 04:01:20,736 INFO : TRAIN, epoch=0041, iter=00090/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.7612, top1-acc=77.14%, top5-acc=96.05%, remaining_time=0:00:30.003300, arrival_time=2021-04-15 04:01:50.739871, cost_time=0:00:25.474483 2021-04-15 04:01:23,554 INFO : TRAIN, epoch=0041, iter=00100/00196, fetch data time cost=1.33ms, fps=909 images/s, loss=0.7675, top1-acc=76.97%, top5-acc=95.93%, remaining_time=0:00:27.160608, arrival_time=2021-04-15 04:01:50.714961, cost_time=0:00:28.292294 2021-04-15 04:01:26,368 INFO : TRAIN, epoch=0041, iter=00110/00196, fetch data time cost=1.46ms, fps=910 images/s, loss=0.7714, top1-acc=76.87%, top5-acc=95.92%, remaining_time=0:00:24.319252, arrival_time=2021-04-15 04:01:50.687308, cost_time=0:00:31.105990 2021-04-15 04:01:29,183 INFO : TRAIN, epoch=0041, iter=00120/00196, fetch data time cost=1.35ms, fps=909 images/s, loss=0.7767, top1-acc=76.66%, top5-acc=95.90%, remaining_time=0:00:21.483756, arrival_time=2021-04-15 04:01:50.667577, cost_time=0:00:33.921760 2021-04-15 04:01:31,999 INFO : TRAIN, epoch=0041, iter=00130/00196, fetch data time cost=1.38ms, fps=909 images/s, loss=0.7803, top1-acc=76.51%, top5-acc=95.89%, remaining_time=0:00:18.651534, arrival_time=2021-04-15 04:01:50.651399, cost_time=0:00:36.737808 2021-04-15 04:01:34,816 INFO : TRAIN, epoch=0041, iter=00140/00196, fetch data time cost=1.31ms, fps=909 images/s, loss=0.7823, top1-acc=76.41%, top5-acc=95.88%, remaining_time=0:00:15.821792, arrival_time=2021-04-15 04:01:50.638438, cost_time=0:00:39.554429 2021-04-15 04:01:37,635 INFO : TRAIN, epoch=0041, iter=00150/00196, fetch data time cost=1.37ms, fps=908 images/s, loss=0.7866, top1-acc=76.34%, top5-acc=95.83%, remaining_time=0:00:12.994632, arrival_time=2021-04-15 04:01:50.630560, cost_time=0:00:42.373869 2021-04-15 04:01:40,447 INFO : TRAIN, epoch=0041, iter=00160/00196, fetch data time cost=1.44ms, fps=911 images/s, loss=0.7886, top1-acc=76.31%, top5-acc=95.83%, remaining_time=0:00:10.166616, arrival_time=2021-04-15 04:01:50.613688, cost_time=0:00:45.184985 2021-04-15 04:01:43,261 INFO : TRAIN, epoch=0041, iter=00170/00196, fetch data time cost=1.40ms, fps=910 images/s, loss=0.7893, top1-acc=76.26%, top5-acc=95.82%, remaining_time=0:00:07.341048, arrival_time=2021-04-15 04:01:50.602244, cost_time=0:00:47.999142 2021-04-15 04:01:46,077 INFO : TRAIN, epoch=0041, iter=00180/00196, fetch data time cost=1.39ms, fps=909 images/s, loss=0.7935, top1-acc=76.07%, top5-acc=95.79%, remaining_time=0:00:04.516928, arrival_time=2021-04-15 04:01:50.594364, cost_time=0:00:50.815367 2021-04-15 04:01:48,891 INFO : TRAIN, epoch=0041, iter=00190/00196, fetch data time cost=1.12ms, fps=910 images/s, loss=0.7937, top1-acc=76.06%, top5-acc=95.78%, remaining_time=0:00:01.693554, arrival_time=2021-04-15 04:01:50.584745, cost_time=0:00:53.629135 2021-04-15 04:01:50,404 INFO : TRAIN, epoch=0041, iter=00196/00196, fetch data time cost=1.27ms, fps=899 images/s, loss=0.7949, top1-acc=76.00%, top5-acc=95.75%, remaining_time=0:00:00, arrival_time=2021-04-15 04:01:50.404691, cost_time=0:00:55.142648 2021-04-15 04:01:51,292 INFO : EVAL, epoch=0041, iter=00010/00040, fetch data time cost=0.19ms, fps=2889 images/s, loss=1.5753, top1-acc=59.26%, top5-acc=86.48%, remaining_time=0:00:02.657880, arrival_time=2021-04-15 04:01:53.950203, cost_time=0:00:00.885963 2021-04-15 04:01:52,067 INFO : EVAL, epoch=0041, iter=00020/00040, fetch data time cost=1.28ms, fps=3304 images/s, loss=1.6007, top1-acc=58.73%, top5-acc=85.80%, remaining_time=0:00:01.661040, arrival_time=2021-04-15 04:01:53.728420, cost_time=0:00:01.661042 2021-04-15 04:01:52,842 INFO : EVAL, epoch=0041, iter=00030/00040, fetch data time cost=1.15ms, fps=3306 images/s, loss=1.6069, top1-acc=58.28%, top5-acc=85.49%, remaining_time=0:00:00.811890, arrival_time=2021-04-15 04:01:53.653887, cost_time=0:00:02.435663 2021-04-15 04:01:53,549 INFO : EVAL, epoch=0041, iter=00040/00040, fetch data time cost=0.05ms, fps=3282 images/s, loss=1.6337, top1-acc=57.99%, top5-acc=85.39%, remaining_time=0:00:00, arrival_time=2021-04-15 04:01:53.549259, cost_time=0:00:03.142933 2021-04-15 04:01:54,483 INFO : Epoch=0041 complete, best val top1-acc=57.99%, top5-acc=85.39% (epoch=41), remaining_time=2:36:17.765145, arrival_time=2021-04-15 06:38:12.248588, cost_time=0:40:18.165851 2021-04-15 04:01:54,484 INFO : Train start, epoch=0042, lr=0.089984 2021-04-15 04:01:57,456 INFO : TRAIN, epoch=0042, iter=00010/00196, fetch data time cost=1.31ms, fps=861 images/s, loss=0.7125, top1-acc=78.09%, top5-acc=96.80%, remaining_time=0:00:55.275480, arrival_time=2021-04-15 04:02:52.732047, cost_time=0:00:02.971798 2021-04-15 04:02:00,268 INFO : TRAIN, epoch=0042, iter=00020/00196, fetch data time cost=1.37ms, fps=911 images/s, loss=0.7057, top1-acc=78.93%, top5-acc=96.52%, remaining_time=0:00:50.894976, arrival_time=2021-04-15 04:02:51.163237, cost_time=0:00:05.783510 2021-04-15 04:02:03,089 INFO : TRAIN, epoch=0042, iter=00030/00196, fetch data time cost=1.50ms, fps=908 images/s, loss=0.7190, top1-acc=78.32%, top5-acc=96.58%, remaining_time=0:00:47.611954, arrival_time=2021-04-15 04:02:50.701252, cost_time=0:00:08.604557 2021-04-15 04:02:05,900 INFO : TRAIN, epoch=0042, iter=00040/00196, fetch data time cost=1.43ms, fps=911 images/s, loss=0.7237, top1-acc=78.19%, top5-acc=96.61%, remaining_time=0:00:44.522556, arrival_time=2021-04-15 04:02:50.423323, cost_time=0:00:11.416021 2021-04-15 04:02:08,717 INFO : TRAIN, epoch=0042, iter=00050/00196, fetch data time cost=1.40ms, fps=909 images/s, loss=0.7296, top1-acc=78.05%, top5-acc=96.59%, remaining_time=0:00:41.558170, arrival_time=2021-04-15 04:02:50.275161, cost_time=0:00:14.232248 2021-04-15 04:02:11,539 INFO : TRAIN, epoch=0042, iter=00060/00196, fetch data time cost=1.32ms, fps=907 images/s, loss=0.7339, top1-acc=77.97%, top5-acc=96.52%, remaining_time=0:00:38.656640, arrival_time=2021-04-15 04:02:50.195808, cost_time=0:00:17.054422 2021-04-15 04:02:14,352 INFO : TRAIN, epoch=0042, iter=00070/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.7380, top1-acc=77.81%, top5-acc=96.48%, remaining_time=0:00:35.761572, arrival_time=2021-04-15 04:02:50.113888, cost_time=0:00:19.867565 2021-04-15 04:02:17,164 INFO : TRAIN, epoch=0042, iter=00080/00196, fetch data time cost=1.35ms, fps=911 images/s, loss=0.7376, top1-acc=77.78%, top5-acc=96.46%, remaining_time=0:00:32.884956, arrival_time=2021-04-15 04:02:50.048958, cost_time=0:00:22.679259 2021-04-15 04:02:19,982 INFO : TRAIN, epoch=0042, iter=00090/00196, fetch data time cost=1.50ms, fps=908 images/s, loss=0.7405, top1-acc=77.62%, top5-acc=96.43%, remaining_time=0:00:30.030648, arrival_time=2021-04-15 04:02:50.013081, cost_time=0:00:25.497694 2021-04-15 04:02:22,805 INFO : TRAIN, epoch=0042, iter=00100/00196, fetch data time cost=1.27ms, fps=907 images/s, loss=0.7471, top1-acc=77.47%, top5-acc=96.37%, remaining_time=0:00:27.187776, arrival_time=2021-04-15 04:02:49.993163, cost_time=0:00:28.320649 2021-04-15 04:02:25,622 INFO : TRAIN, epoch=0042, iter=00110/00196, fetch data time cost=1.47ms, fps=909 images/s, loss=0.7557, top1-acc=77.20%, top5-acc=96.27%, remaining_time=0:00:24.343934, arrival_time=2021-04-15 04:02:49.966327, cost_time=0:00:31.137585 2021-04-15 04:02:28,442 INFO : TRAIN, epoch=0042, iter=00120/00196, fetch data time cost=1.63ms, fps=908 images/s, loss=0.7588, top1-acc=77.10%, top5-acc=96.23%, remaining_time=0:00:21.506708, arrival_time=2021-04-15 04:02:49.949494, cost_time=0:00:33.957962 2021-04-15 04:02:31,260 INFO : TRAIN, epoch=0042, iter=00130/00196, fetch data time cost=1.57ms, fps=909 images/s, loss=0.7619, top1-acc=76.99%, top5-acc=96.20%, remaining_time=0:00:18.670608, arrival_time=2021-04-15 04:02:49.930864, cost_time=0:00:36.775480 2021-04-15 04:02:34,074 INFO : TRAIN, epoch=0042, iter=00140/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.7655, top1-acc=76.87%, top5-acc=96.15%, remaining_time=0:00:15.836072, arrival_time=2021-04-15 04:02:49.911016, cost_time=0:00:39.590197 2021-04-15 04:02:36,894 INFO : TRAIN, epoch=0042, iter=00150/00196, fetch data time cost=1.54ms, fps=908 images/s, loss=0.7684, top1-acc=76.73%, top5-acc=96.16%, remaining_time=0:00:13.005672, arrival_time=2021-04-15 04:02:49.900267, cost_time=0:00:42.409807 2021-04-15 04:02:39,708 INFO : TRAIN, epoch=0042, iter=00160/00196, fetch data time cost=1.48ms, fps=910 images/s, loss=0.7721, top1-acc=76.64%, top5-acc=96.13%, remaining_time=0:00:10.175292, arrival_time=2021-04-15 04:02:49.883511, cost_time=0:00:45.223477 2021-04-15 04:02:42,527 INFO : TRAIN, epoch=0042, iter=00170/00196, fetch data time cost=1.38ms, fps=908 images/s, loss=0.7751, top1-acc=76.59%, top5-acc=96.06%, remaining_time=0:00:07.347678, arrival_time=2021-04-15 04:02:49.874872, cost_time=0:00:48.042444 2021-04-15 04:02:45,339 INFO : TRAIN, epoch=0042, iter=00180/00196, fetch data time cost=1.88ms, fps=910 images/s, loss=0.7785, top1-acc=76.45%, top5-acc=96.04%, remaining_time=0:00:04.520432, arrival_time=2021-04-15 04:02:49.860113, cost_time=0:00:50.854934 2021-04-15 04:02:48,155 INFO : TRAIN, epoch=0042, iter=00190/00196, fetch data time cost=1.35ms, fps=909 images/s, loss=0.7811, top1-acc=76.33%, top5-acc=96.02%, remaining_time=0:00:01.694880, arrival_time=2021-04-15 04:02:49.850801, cost_time=0:00:53.671176 2021-04-15 04:02:49,673 INFO : TRAIN, epoch=0042, iter=00196/00196, fetch data time cost=1.14ms, fps=896 images/s, loss=0.7833, top1-acc=76.29%, top5-acc=95.99%, remaining_time=0:00:00, arrival_time=2021-04-15 04:02:49.673446, cost_time=0:00:55.188710 2021-04-15 04:02:50,560 INFO : EVAL, epoch=0042, iter=00010/00040, fetch data time cost=1.35ms, fps=2890 images/s, loss=1.6867, top1-acc=56.21%, top5-acc=84.69%, remaining_time=0:00:02.657160, arrival_time=2021-04-15 04:02:53.217955, cost_time=0:00:00.885723 2021-04-15 04:02:51,335 INFO : EVAL, epoch=0042, iter=00020/00040, fetch data time cost=1.29ms, fps=3307 images/s, loss=1.6306, top1-acc=57.50%, top5-acc=84.96%, remaining_time=0:00:01.660140, arrival_time=2021-04-15 04:02:52.995342, cost_time=0:00:01.660148 2021-04-15 04:02:52,110 INFO : EVAL, epoch=0042, iter=00030/00040, fetch data time cost=1.37ms, fps=3302 images/s, loss=1.6379, top1-acc=57.41%, top5-acc=85.17%, remaining_time=0:00:00.811920, arrival_time=2021-04-15 04:02:52.922743, cost_time=0:00:02.435764 2021-04-15 04:02:52,818 INFO : EVAL, epoch=0042, iter=00040/00040, fetch data time cost=0.07ms, fps=3279 images/s, loss=1.6291, top1-acc=57.39%, top5-acc=84.99%, remaining_time=0:00:00, arrival_time=2021-04-15 04:02:52.818797, cost_time=0:00:03.143757 2021-04-15 04:02:53,264 INFO : Epoch=0042 complete, best val top1-acc=57.99%, top5-acc=85.39% (epoch=41), remaining_time=2:35:18.038466, arrival_time=2021-04-15 06:38:11.303002, cost_time=0:41:16.946933 2021-04-15 04:02:53,265 INFO : Train start, epoch=0043, lr=0.089508 2021-04-15 04:02:56,233 INFO : TRAIN, epoch=0043, iter=00010/00196, fetch data time cost=1.23ms, fps=863 images/s, loss=0.7820, top1-acc=76.17%, top5-acc=96.13%, remaining_time=0:00:55.200708, arrival_time=2021-04-15 04:03:51.434337, cost_time=0:00:02.967780 2021-04-15 04:02:59,046 INFO : TRAIN, epoch=0043, iter=00020/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.7693, top1-acc=76.68%, top5-acc=96.17%, remaining_time=0:00:50.867872, arrival_time=2021-04-15 04:03:49.914163, cost_time=0:00:05.780446 2021-04-15 04:03:01,861 INFO : TRAIN, epoch=0043, iter=00030/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.7689, top1-acc=76.59%, top5-acc=96.22%, remaining_time=0:00:47.560494, arrival_time=2021-04-15 04:03:49.421592, cost_time=0:00:08.595257 2021-04-15 04:03:04,675 INFO : TRAIN, epoch=0043, iter=00040/00196, fetch data time cost=1.81ms, fps=910 images/s, loss=0.7661, top1-acc=76.81%, top5-acc=96.10%, remaining_time=0:00:44.496972, arrival_time=2021-04-15 04:03:49.172340, cost_time=0:00:11.409475 2021-04-15 04:03:07,489 INFO : TRAIN, epoch=0043, iter=00050/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.7529, top1-acc=77.24%, top5-acc=96.16%, remaining_time=0:00:41.534226, arrival_time=2021-04-15 04:03:49.024142, cost_time=0:00:14.224069 2021-04-15 04:03:10,302 INFO : TRAIN, epoch=0043, iter=00060/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.7455, top1-acc=77.36%, top5-acc=96.24%, remaining_time=0:00:38.617200, arrival_time=2021-04-15 04:03:48.920090, cost_time=0:00:17.037013 2021-04-15 04:03:13,107 INFO : TRAIN, epoch=0043, iter=00070/00196, fetch data time cost=1.31ms, fps=913 images/s, loss=0.7394, top1-acc=77.51%, top5-acc=96.37%, remaining_time=0:00:35.714826, arrival_time=2021-04-15 04:03:48.822227, cost_time=0:00:19.841560 2021-04-15 04:03:15,911 INFO : TRAIN, epoch=0043, iter=00080/00196, fetch data time cost=1.30ms, fps=913 images/s, loss=0.7416, top1-acc=77.49%, top5-acc=96.35%, remaining_time=0:00:32.836468, arrival_time=2021-04-15 04:03:48.748211, cost_time=0:00:22.645846 2021-04-15 04:03:18,723 INFO : TRAIN, epoch=0043, iter=00090/00196, fetch data time cost=1.30ms, fps=911 images/s, loss=0.7408, top1-acc=77.44%, top5-acc=96.34%, remaining_time=0:00:29.983690, arrival_time=2021-04-15 04:03:48.707404, cost_time=0:00:25.457876 2021-04-15 04:03:21,535 INFO : TRAIN, epoch=0043, iter=00100/00196, fetch data time cost=1.36ms, fps=911 images/s, loss=0.7456, top1-acc=77.39%, top5-acc=96.29%, remaining_time=0:00:27.138336, arrival_time=2021-04-15 04:03:48.673321, cost_time=0:00:28.269136 2021-04-15 04:03:24,348 INFO : TRAIN, epoch=0043, iter=00110/00196, fetch data time cost=1.39ms, fps=910 images/s, loss=0.7500, top1-acc=77.26%, top5-acc=96.20%, remaining_time=0:00:24.300848, arrival_time=2021-04-15 04:03:48.649150, cost_time=0:00:31.082455 2021-04-15 04:03:27,170 INFO : TRAIN, epoch=0043, iter=00120/00196, fetch data time cost=1.39ms, fps=907 images/s, loss=0.7567, top1-acc=77.09%, top5-acc=96.14%, remaining_time=0:00:21.473116, arrival_time=2021-04-15 04:03:48.643890, cost_time=0:00:33.904934 2021-04-15 04:03:29,990 INFO : TRAIN, epoch=0043, iter=00130/00196, fetch data time cost=1.36ms, fps=908 images/s, loss=0.7638, top1-acc=76.88%, top5-acc=96.05%, remaining_time=0:00:18.645000, arrival_time=2021-04-15 04:03:48.635797, cost_time=0:00:36.724946 2021-04-15 04:03:32,809 INFO : TRAIN, epoch=0043, iter=00140/00196, fetch data time cost=1.36ms, fps=908 images/s, loss=0.7660, top1-acc=76.84%, top5-acc=96.05%, remaining_time=0:00:15.817424, arrival_time=2021-04-15 04:03:48.626802, cost_time=0:00:39.543532 2021-04-15 04:03:35,620 INFO : TRAIN, epoch=0043, iter=00150/00196, fetch data time cost=1.54ms, fps=911 images/s, loss=0.7662, top1-acc=76.83%, top5-acc=96.04%, remaining_time=0:00:12.988698, arrival_time=2021-04-15 04:03:48.609034, cost_time=0:00:42.354491 2021-04-15 04:03:38,437 INFO : TRAIN, epoch=0043, iter=00160/00196, fetch data time cost=1.32ms, fps=909 images/s, loss=0.7687, top1-acc=76.75%, top5-acc=96.01%, remaining_time=0:00:10.163628, arrival_time=2021-04-15 04:03:48.601121, cost_time=0:00:45.171642 2021-04-15 04:03:41,251 INFO : TRAIN, epoch=0043, iter=00170/00196, fetch data time cost=1.53ms, fps=910 images/s, loss=0.7712, top1-acc=76.70%, top5-acc=95.94%, remaining_time=0:00:07.339020, arrival_time=2021-04-15 04:03:48.590707, cost_time=0:00:47.985839 2021-04-15 04:03:44,066 INFO : TRAIN, epoch=0043, iter=00180/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.7772, top1-acc=76.53%, top5-acc=95.89%, remaining_time=0:00:04.515632, arrival_time=2021-04-15 04:03:48.582481, cost_time=0:00:50.800926 2021-04-15 04:03:46,883 INFO : TRAIN, epoch=0043, iter=00190/00196, fetch data time cost=1.37ms, fps=909 images/s, loss=0.7783, top1-acc=76.52%, top5-acc=95.87%, remaining_time=0:00:01.693194, arrival_time=2021-04-15 04:03:48.576899, cost_time=0:00:53.617866 2021-04-15 04:03:48,396 INFO : TRAIN, epoch=0043, iter=00196/00196, fetch data time cost=1.39ms, fps=900 images/s, loss=0.7786, top1-acc=76.51%, top5-acc=95.87%, remaining_time=0:00:00, arrival_time=2021-04-15 04:03:48.395991, cost_time=0:00:55.130146 2021-04-15 04:03:49,286 INFO : EVAL, epoch=0043, iter=00010/00040, fetch data time cost=0.20ms, fps=2882 images/s, loss=1.9118, top1-acc=53.24%, top5-acc=81.64%, remaining_time=0:00:02.665110, arrival_time=2021-04-15 04:03:51.951151, cost_time=0:00:00.888373 2021-04-15 04:03:50,060 INFO : EVAL, epoch=0043, iter=00020/00040, fetch data time cost=1.40ms, fps=3306 images/s, loss=1.8725, top1-acc=53.34%, top5-acc=82.17%, remaining_time=0:00:01.663200, arrival_time=2021-04-15 04:03:51.724065, cost_time=0:00:01.663194 2021-04-15 04:03:50,838 INFO : EVAL, epoch=0043, iter=00030/00040, fetch data time cost=1.20ms, fps=3296 images/s, loss=1.8644, top1-acc=53.67%, top5-acc=82.20%, remaining_time=0:00:00.813450, arrival_time=2021-04-15 04:03:51.651460, cost_time=0:00:02.440353 2021-04-15 04:03:51,546 INFO : EVAL, epoch=0043, iter=00040/00040, fetch data time cost=0.05ms, fps=3277 images/s, loss=1.8635, top1-acc=53.65%, top5-acc=82.10%, remaining_time=0:00:00, arrival_time=2021-04-15 04:03:51.546325, cost_time=0:00:03.148685 2021-04-15 04:03:51,971 INFO : Epoch=0043 complete, best val top1-acc=57.99%, top5-acc=85.39% (epoch=41), remaining_time=2:34:18.083859, arrival_time=2021-04-15 06:38:10.054999, cost_time=0:42:15.653547 2021-04-15 04:03:51,972 INFO : Train start, epoch=0044, lr=0.089022 2021-04-15 04:03:54,940 INFO : TRAIN, epoch=0044, iter=00010/00196, fetch data time cost=1.39ms, fps=863 images/s, loss=0.7511, top1-acc=77.81%, top5-acc=96.13%, remaining_time=0:00:55.204986, arrival_time=2021-04-15 04:04:50.145412, cost_time=0:00:02.968006 2021-04-15 04:03:57,753 INFO : TRAIN, epoch=0044, iter=00020/00196, fetch data time cost=1.42ms, fps=910 images/s, loss=0.7081, top1-acc=79.04%, top5-acc=96.76%, remaining_time=0:00:50.874384, arrival_time=2021-04-15 04:04:48.627978, cost_time=0:00:05.781172 2021-04-15 04:04:00,565 INFO : TRAIN, epoch=0044, iter=00030/00196, fetch data time cost=1.40ms, fps=910 images/s, loss=0.7039, top1-acc=79.27%, top5-acc=96.61%, remaining_time=0:00:47.549372, arrival_time=2021-04-15 04:04:48.115037, cost_time=0:00:08.593246 2021-04-15 04:04:03,379 INFO : TRAIN, epoch=0044, iter=00040/00196, fetch data time cost=1.37ms, fps=910 images/s, loss=0.7012, top1-acc=79.32%, top5-acc=96.56%, remaining_time=0:00:44.486676, arrival_time=2021-04-15 04:04:47.865940, cost_time=0:00:11.406842 2021-04-15 04:04:06,193 INFO : TRAIN, epoch=0044, iter=00050/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.6991, top1-acc=79.33%, top5-acc=96.56%, remaining_time=0:00:41.525612, arrival_time=2021-04-15 04:04:47.719125, cost_time=0:00:14.221093 2021-04-15 04:04:09,009 INFO : TRAIN, epoch=0044, iter=00060/00196, fetch data time cost=1.55ms, fps=909 images/s, loss=0.7113, top1-acc=78.94%, top5-acc=96.43%, remaining_time=0:00:38.618288, arrival_time=2021-04-15 04:04:47.628169, cost_time=0:00:17.037456 2021-04-15 04:04:11,819 INFO : TRAIN, epoch=0044, iter=00070/00196, fetch data time cost=1.38ms, fps=911 images/s, loss=0.7181, top1-acc=78.62%, top5-acc=96.35%, remaining_time=0:00:35.725410, arrival_time=2021-04-15 04:04:47.545268, cost_time=0:00:19.847442 2021-04-15 04:04:14,636 INFO : TRAIN, epoch=0044, iter=00080/00196, fetch data time cost=1.49ms, fps=909 images/s, loss=0.7204, top1-acc=78.41%, top5-acc=96.39%, remaining_time=0:00:32.862452, arrival_time=2021-04-15 04:04:47.498639, cost_time=0:00:22.663762 2021-04-15 04:04:17,450 INFO : TRAIN, epoch=0044, iter=00090/00196, fetch data time cost=1.34ms, fps=910 images/s, loss=0.7264, top1-acc=78.16%, top5-acc=96.38%, remaining_time=0:00:30.007434, arrival_time=2021-04-15 04:04:47.457846, cost_time=0:00:25.477983 2021-04-15 04:04:20,261 INFO : TRAIN, epoch=0044, iter=00100/00196, fetch data time cost=1.35ms, fps=911 images/s, loss=0.7349, top1-acc=77.94%, top5-acc=96.29%, remaining_time=0:00:27.157248, arrival_time=2021-04-15 04:04:47.418427, cost_time=0:00:28.288763 2021-04-15 04:04:23,085 INFO : TRAIN, epoch=0044, iter=00110/00196, fetch data time cost=1.32ms, fps=906 images/s, loss=0.7412, top1-acc=77.76%, top5-acc=96.23%, remaining_time=0:00:24.324842, arrival_time=2021-04-15 04:04:47.410539, cost_time=0:00:31.113153 2021-04-15 04:04:25,901 INFO : TRAIN, epoch=0044, iter=00120/00196, fetch data time cost=1.35ms, fps=909 images/s, loss=0.7423, top1-acc=77.63%, top5-acc=96.23%, remaining_time=0:00:21.488544, arrival_time=2021-04-15 04:04:47.390251, cost_time=0:00:33.929296 2021-04-15 04:04:28,712 INFO : TRAIN, epoch=0044, iter=00130/00196, fetch data time cost=1.29ms, fps=911 images/s, loss=0.7441, top1-acc=77.54%, top5-acc=96.21%, remaining_time=0:00:18.652656, arrival_time=2021-04-15 04:04:47.365158, cost_time=0:00:36.740049 2021-04-15 04:04:31,532 INFO : TRAIN, epoch=0044, iter=00140/00196, fetch data time cost=1.50ms, fps=908 images/s, loss=0.7524, top1-acc=77.25%, top5-acc=96.15%, remaining_time=0:00:15.823976, arrival_time=2021-04-15 04:04:47.356361, cost_time=0:00:39.559967 2021-04-15 04:04:34,345 INFO : TRAIN, epoch=0044, iter=00150/00196, fetch data time cost=1.38ms, fps=910 images/s, loss=0.7547, top1-acc=77.15%, top5-acc=96.11%, remaining_time=0:00:12.994494, arrival_time=2021-04-15 04:04:47.340339, cost_time=0:00:42.373416 2021-04-15 04:04:37,161 INFO : TRAIN, epoch=0044, iter=00160/00196, fetch data time cost=1.63ms, fps=909 images/s, loss=0.7603, top1-acc=76.99%, top5-acc=96.06%, remaining_time=0:00:10.167444, arrival_time=2021-04-15 04:04:47.328437, cost_time=0:00:45.188567 2021-04-15 04:04:39,976 INFO : TRAIN, epoch=0044, iter=00170/00196, fetch data time cost=1.74ms, fps=910 images/s, loss=0.7626, top1-acc=76.87%, top5-acc=96.05%, remaining_time=0:00:07.341724, arrival_time=2021-04-15 04:04:47.317730, cost_time=0:00:48.003589 2021-04-15 04:04:42,793 INFO : TRAIN, epoch=0044, iter=00180/00196, fetch data time cost=1.48ms, fps=909 images/s, loss=0.7633, top1-acc=76.85%, top5-acc=96.02%, remaining_time=0:00:04.517440, arrival_time=2021-04-15 04:04:47.311146, cost_time=0:00:50.821284 2021-04-15 04:04:45,614 INFO : TRAIN, epoch=0044, iter=00190/00196, fetch data time cost=1.42ms, fps=908 images/s, loss=0.7660, top1-acc=76.74%, top5-acc=95.99%, remaining_time=0:00:01.693956, arrival_time=2021-04-15 04:04:47.308337, cost_time=0:00:53.641964 2021-04-15 04:04:47,130 INFO : TRAIN, epoch=0044, iter=00196/00196, fetch data time cost=1.32ms, fps=897 images/s, loss=0.7686, top1-acc=76.68%, top5-acc=95.95%, remaining_time=0:00:00, arrival_time=2021-04-15 04:04:47.130162, cost_time=0:00:55.157757 2021-04-15 04:04:48,014 INFO : EVAL, epoch=0044, iter=00010/00040, fetch data time cost=1.31ms, fps=2900 images/s, loss=1.6315, top1-acc=57.07%, top5-acc=84.92%, remaining_time=0:00:02.647950, arrival_time=2021-04-15 04:04:50.662349, cost_time=0:00:00.882651 2021-04-15 04:04:48,790 INFO : EVAL, epoch=0044, iter=00020/00040, fetch data time cost=1.25ms, fps=3301 images/s, loss=1.6499, top1-acc=56.89%, top5-acc=84.51%, remaining_time=0:00:01.658540, arrival_time=2021-04-15 04:04:50.448819, cost_time=0:00:01.658549 2021-04-15 04:04:49,564 INFO : EVAL, epoch=0044, iter=00030/00040, fetch data time cost=1.33ms, fps=3307 images/s, loss=1.6585, top1-acc=56.43%, top5-acc=84.60%, remaining_time=0:00:00.811010, arrival_time=2021-04-15 04:04:50.375756, cost_time=0:00:02.433016 2021-04-15 04:04:50,273 INFO : EVAL, epoch=0044, iter=00040/00040, fetch data time cost=0.05ms, fps=3276 images/s, loss=1.6643, top1-acc=56.26%, top5-acc=84.73%, remaining_time=0:00:00, arrival_time=2021-04-15 04:04:50.273161, cost_time=0:00:03.141450 2021-04-15 04:04:50,737 INFO : Epoch=0044 complete, best val top1-acc=57.99%, top5-acc=85.39% (epoch=41), remaining_time=2:33:18.398664, arrival_time=2021-04-15 06:38:09.136405, cost_time=0:43:14.420155 2021-04-15 04:04:50,738 INFO : Train start, epoch=0045, lr=0.088526 2021-04-15 04:04:53,702 INFO : TRAIN, epoch=0045, iter=00010/00196, fetch data time cost=1.28ms, fps=864 images/s, loss=0.7187, top1-acc=79.10%, top5-acc=96.48%, remaining_time=0:00:55.116078, arrival_time=2021-04-15 04:05:48.818339, cost_time=0:00:02.963228 2021-04-15 04:04:56,516 INFO : TRAIN, epoch=0045, iter=00020/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.7254, top1-acc=78.54%, top5-acc=96.29%, remaining_time=0:00:50.841472, arrival_time=2021-04-15 04:05:47.357991, cost_time=0:00:05.777450 2021-04-15 04:04:59,330 INFO : TRAIN, epoch=0045, iter=00030/00196, fetch data time cost=1.63ms, fps=910 images/s, loss=0.7121, top1-acc=78.89%, top5-acc=96.46%, remaining_time=0:00:47.541736, arrival_time=2021-04-15 04:05:46.872673, cost_time=0:00:08.591892 2021-04-15 04:05:02,144 INFO : TRAIN, epoch=0045, iter=00040/00196, fetch data time cost=1.26ms, fps=910 images/s, loss=0.7100, top1-acc=78.88%, top5-acc=96.56%, remaining_time=0:00:44.479656, arrival_time=2021-04-15 04:05:46.623727, cost_time=0:00:11.405036 2021-04-15 04:05:04,963 INFO : TRAIN, epoch=0045, iter=00050/00196, fetch data time cost=1.27ms, fps=908 images/s, loss=0.7173, top1-acc=78.35%, top5-acc=96.42%, remaining_time=0:00:41.534810, arrival_time=2021-04-15 04:05:46.498097, cost_time=0:00:14.224245 2021-04-15 04:05:07,774 INFO : TRAIN, epoch=0045, iter=00060/00196, fetch data time cost=1.74ms, fps=911 images/s, loss=0.7154, top1-acc=78.48%, top5-acc=96.48%, remaining_time=0:00:38.613120, arrival_time=2021-04-15 04:05:46.387407, cost_time=0:00:17.035203 2021-04-15 04:05:10,592 INFO : TRAIN, epoch=0045, iter=00070/00196, fetch data time cost=1.38ms, fps=908 images/s, loss=0.7171, top1-acc=78.45%, top5-acc=96.43%, remaining_time=0:00:35.736876, arrival_time=2021-04-15 04:05:46.329743, cost_time=0:00:19.853813 2021-04-15 04:05:13,410 INFO : TRAIN, epoch=0045, iter=00080/00196, fetch data time cost=1.38ms, fps=909 images/s, loss=0.7225, top1-acc=78.28%, top5-acc=96.42%, remaining_time=0:00:32.873704, arrival_time=2021-04-15 04:05:46.284320, cost_time=0:00:22.671551 2021-04-15 04:05:16,227 INFO : TRAIN, epoch=0045, iter=00090/00196, fetch data time cost=1.35ms, fps=909 images/s, loss=0.7230, top1-acc=78.19%, top5-acc=96.42%, remaining_time=0:00:30.019412, arrival_time=2021-04-15 04:05:46.246683, cost_time=0:00:25.488225 2021-04-15 04:05:19,040 INFO : TRAIN, epoch=0045, iter=00100/00196, fetch data time cost=1.38ms, fps=910 images/s, loss=0.7213, top1-acc=78.21%, top5-acc=96.44%, remaining_time=0:00:27.168960, arrival_time=2021-04-15 04:05:46.208970, cost_time=0:00:28.300956 2021-04-15 04:05:21,851 INFO : TRAIN, epoch=0045, iter=00110/00196, fetch data time cost=1.42ms, fps=911 images/s, loss=0.7255, top1-acc=78.08%, top5-acc=96.41%, remaining_time=0:00:24.324584, arrival_time=2021-04-15 04:05:46.176472, cost_time=0:00:31.112846 2021-04-15 04:05:24,664 INFO : TRAIN, epoch=0045, iter=00120/00196, fetch data time cost=1.38ms, fps=910 images/s, loss=0.7318, top1-acc=77.88%, top5-acc=96.35%, remaining_time=0:00:21.486340, arrival_time=2021-04-15 04:05:46.151196, cost_time=0:00:33.925808 2021-04-15 04:05:27,472 INFO : TRAIN, epoch=0045, iter=00130/00196, fetch data time cost=1.51ms, fps=912 images/s, loss=0.7351, top1-acc=77.76%, top5-acc=96.33%, remaining_time=0:00:18.649554, arrival_time=2021-04-15 04:05:46.122499, cost_time=0:00:36.733906 2021-04-15 04:05:30,285 INFO : TRAIN, epoch=0045, iter=00140/00196, fetch data time cost=1.38ms, fps=910 images/s, loss=0.7381, top1-acc=77.63%, top5-acc=96.32%, remaining_time=0:00:15.818768, arrival_time=2021-04-15 04:05:46.104712, cost_time=0:00:39.546907 2021-04-15 04:05:33,093 INFO : TRAIN, epoch=0045, iter=00150/00196, fetch data time cost=1.36ms, fps=912 images/s, loss=0.7453, top1-acc=77.43%, top5-acc=96.21%, remaining_time=0:00:12.988652, arrival_time=2021-04-15 04:05:46.081970, cost_time=0:00:42.354276 2021-04-15 04:05:35,907 INFO : TRAIN, epoch=0045, iter=00160/00196, fetch data time cost=1.37ms, fps=910 images/s, loss=0.7487, top1-acc=77.35%, top5-acc=96.19%, remaining_time=0:00:10.162800, arrival_time=2021-04-15 04:05:46.069786, cost_time=0:00:45.167939 2021-04-15 04:05:38,720 INFO : TRAIN, epoch=0045, iter=00170/00196, fetch data time cost=1.43ms, fps=910 images/s, loss=0.7507, top1-acc=77.27%, top5-acc=96.17%, remaining_time=0:00:07.338396, arrival_time=2021-04-15 04:05:46.059271, cost_time=0:00:47.981830 2021-04-15 04:05:41,543 INFO : TRAIN, epoch=0045, iter=00180/00196, fetch data time cost=1.77ms, fps=907 images/s, loss=0.7537, top1-acc=77.18%, top5-acc=96.13%, remaining_time=0:00:04.515904, arrival_time=2021-04-15 04:05:46.058933, cost_time=0:00:50.803977 2021-04-15 04:05:44,356 INFO : TRAIN, epoch=0045, iter=00190/00196, fetch data time cost=1.41ms, fps=910 images/s, loss=0.7558, top1-acc=77.08%, top5-acc=96.09%, remaining_time=0:00:01.693176, arrival_time=2021-04-15 04:05:46.049543, cost_time=0:00:53.617264 2021-04-15 04:05:45,868 INFO : TRAIN, epoch=0045, iter=00196/00196, fetch data time cost=1.26ms, fps=900 images/s, loss=0.7568, top1-acc=77.01%, top5-acc=96.09%, remaining_time=0:00:00, arrival_time=2021-04-15 04:05:45.868139, cost_time=0:00:55.129109 2021-04-15 04:05:46,756 INFO : EVAL, epoch=0045, iter=00010/00040, fetch data time cost=0.19ms, fps=2888 images/s, loss=1.5646, top1-acc=57.89%, top5-acc=85.20%, remaining_time=0:00:02.659680, arrival_time=2021-04-15 04:05:49.415986, cost_time=0:00:00.886565 2021-04-15 04:05:47,532 INFO : EVAL, epoch=0045, iter=00020/00040, fetch data time cost=1.24ms, fps=3299 images/s, loss=1.5894, top1-acc=57.54%, top5-acc=85.02%, remaining_time=0:00:01.662900, arrival_time=2021-04-15 04:05:49.195538, cost_time=0:00:01.662894 2021-04-15 04:05:48,307 INFO : EVAL, epoch=0045, iter=00030/00040, fetch data time cost=1.38ms, fps=3307 images/s, loss=1.6125, top1-acc=56.85%, top5-acc=85.14%, remaining_time=0:00:00.812430, arrival_time=2021-04-15 04:05:49.119474, cost_time=0:00:02.437295 2021-04-15 04:05:49,014 INFO : EVAL, epoch=0045, iter=00040/00040, fetch data time cost=0.06ms, fps=3282 images/s, loss=1.6141, top1-acc=56.92%, top5-acc=85.24%, remaining_time=0:00:00, arrival_time=2021-04-15 04:05:49.014173, cost_time=0:00:03.144449 2021-04-15 04:05:49,463 INFO : Epoch=0045 complete, best val top1-acc=57.99%, top5-acc=85.39% (epoch=41), remaining_time=2:32:18.613225, arrival_time=2021-04-15 06:38:08.076622, cost_time=0:44:13.145782 2021-04-15 04:05:49,465 INFO : Train start, epoch=0046, lr=0.088020 2021-04-15 04:05:52,436 INFO : TRAIN, epoch=0046, iter=00010/00196, fetch data time cost=1.54ms, fps=862 images/s, loss=0.7197, top1-acc=79.22%, top5-acc=96.52%, remaining_time=0:00:55.260972, arrival_time=2021-04-15 04:06:47.697433, cost_time=0:00:02.971015 2021-04-15 04:05:55,249 INFO : TRAIN, epoch=0046, iter=00020/00196, fetch data time cost=1.46ms, fps=910 images/s, loss=0.7035, top1-acc=79.12%, top5-acc=96.50%, remaining_time=0:00:50.900080, arrival_time=2021-04-15 04:06:46.149630, cost_time=0:00:05.784099 2021-04-15 04:05:58,065 INFO : TRAIN, epoch=0046, iter=00030/00196, fetch data time cost=1.66ms, fps=909 images/s, loss=0.7109, top1-acc=78.98%, top5-acc=96.41%, remaining_time=0:00:47.584232, arrival_time=2021-04-15 04:06:45.649274, cost_time=0:00:08.599557 2021-04-15 04:06:00,882 INFO : TRAIN, epoch=0046, iter=00040/00196, fetch data time cost=1.47ms, fps=909 images/s, loss=0.7059, top1-acc=78.89%, top5-acc=96.44%, remaining_time=0:00:44.527860, arrival_time=2021-04-15 04:06:45.410723, cost_time=0:00:11.417411 2021-04-15 04:06:03,698 INFO : TRAIN, epoch=0046, iter=00050/00196, fetch data time cost=1.34ms, fps=909 images/s, loss=0.7066, top1-acc=78.73%, top5-acc=96.47%, remaining_time=0:00:41.559630, arrival_time=2021-04-15 04:06:45.257819, cost_time=0:00:14.232733 2021-04-15 04:06:06,516 INFO : TRAIN, epoch=0046, iter=00060/00196, fetch data time cost=1.52ms, fps=909 images/s, loss=0.7065, top1-acc=78.77%, top5-acc=96.54%, remaining_time=0:00:38.648616, arrival_time=2021-04-15 04:06:45.164905, cost_time=0:00:17.050836 2021-04-15 04:06:09,335 INFO : TRAIN, epoch=0046, iter=00070/00196, fetch data time cost=1.48ms, fps=908 images/s, loss=0.7067, top1-acc=78.72%, top5-acc=96.55%, remaining_time=0:00:35.765982, arrival_time=2021-04-15 04:06:45.101408, cost_time=0:00:19.869973 2021-04-15 04:06:12,153 INFO : TRAIN, epoch=0046, iter=00080/00196, fetch data time cost=1.50ms, fps=908 images/s, loss=0.7087, top1-acc=78.58%, top5-acc=96.55%, remaining_time=0:00:32.898296, arrival_time=2021-04-15 04:06:45.052238, cost_time=0:00:22.688492 2021-04-15 04:06:14,966 INFO : TRAIN, epoch=0046, iter=00090/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.7158, top1-acc=78.44%, top5-acc=96.51%, remaining_time=0:00:30.034252, arrival_time=2021-04-15 04:06:45.000495, cost_time=0:00:25.500784 2021-04-15 04:06:17,778 INFO : TRAIN, epoch=0046, iter=00100/00196, fetch data time cost=1.49ms, fps=910 images/s, loss=0.7203, top1-acc=78.29%, top5-acc=96.44%, remaining_time=0:00:27.180768, arrival_time=2021-04-15 04:06:44.959628, cost_time=0:00:28.313341 2021-04-15 04:06:20,591 INFO : TRAIN, epoch=0046, iter=00110/00196, fetch data time cost=1.36ms, fps=910 images/s, loss=0.7256, top1-acc=78.16%, top5-acc=96.40%, remaining_time=0:00:24.335076, arrival_time=2021-04-15 04:06:44.926770, cost_time=0:00:31.126247 2021-04-15 04:06:23,409 INFO : TRAIN, epoch=0046, iter=00120/00196, fetch data time cost=1.38ms, fps=909 images/s, loss=0.7307, top1-acc=77.98%, top5-acc=96.35%, remaining_time=0:00:21.497512, arrival_time=2021-04-15 04:06:44.906487, cost_time=0:00:33.943495 2021-04-15 04:06:26,220 INFO : TRAIN, epoch=0046, iter=00130/00196, fetch data time cost=1.35ms, fps=911 images/s, loss=0.7348, top1-acc=77.89%, top5-acc=96.27%, remaining_time=0:00:18.660378, arrival_time=2021-04-15 04:06:44.881091, cost_time=0:00:36.755259 2021-04-15 04:06:29,035 INFO : TRAIN, epoch=0046, iter=00140/00196, fetch data time cost=1.38ms, fps=910 images/s, loss=0.7366, top1-acc=77.85%, top5-acc=96.27%, remaining_time=0:00:15.828064, arrival_time=2021-04-15 04:06:44.863733, cost_time=0:00:39.570206 2021-04-15 04:06:31,849 INFO : TRAIN, epoch=0046, iter=00150/00196, fetch data time cost=1.50ms, fps=910 images/s, loss=0.7384, top1-acc=77.79%, top5-acc=96.25%, remaining_time=0:00:12.997898, arrival_time=2021-04-15 04:06:44.847803, cost_time=0:00:42.384452 2021-04-15 04:06:34,659 INFO : TRAIN, epoch=0046, iter=00160/00196, fetch data time cost=1.39ms, fps=911 images/s, loss=0.7408, top1-acc=77.72%, top5-acc=96.22%, remaining_time=0:00:10.168668, arrival_time=2021-04-15 04:06:44.828233, cost_time=0:00:45.194112 2021-04-15 04:06:37,472 INFO : TRAIN, epoch=0046, iter=00170/00196, fetch data time cost=1.41ms, fps=910 images/s, loss=0.7416, top1-acc=77.68%, top5-acc=96.24%, remaining_time=0:00:07.342322, arrival_time=2021-04-15 04:06:44.815263, cost_time=0:00:48.007484 2021-04-15 04:06:40,286 INFO : TRAIN, epoch=0046, iter=00180/00196, fetch data time cost=1.39ms, fps=910 images/s, loss=0.7460, top1-acc=77.58%, top5-acc=96.21%, remaining_time=0:00:04.517376, arrival_time=2021-04-15 04:06:44.803360, cost_time=0:00:50.820533 2021-04-15 04:06:43,107 INFO : TRAIN, epoch=0046, iter=00190/00196, fetch data time cost=1.28ms, fps=908 images/s, loss=0.7474, top1-acc=77.56%, top5-acc=96.19%, remaining_time=0:00:01.693944, arrival_time=2021-04-15 04:06:44.801017, cost_time=0:00:53.641603 2021-04-15 04:06:44,623 INFO : TRAIN, epoch=0046, iter=00196/00196, fetch data time cost=1.22ms, fps=897 images/s, loss=0.7499, top1-acc=77.50%, top5-acc=96.19%, remaining_time=0:00:00, arrival_time=2021-04-15 04:06:44.623018, cost_time=0:00:55.157578 2021-04-15 04:06:45,529 INFO : EVAL, epoch=0046, iter=00010/00040, fetch data time cost=0.21ms, fps=2830 images/s, loss=1.9872, top1-acc=52.85%, top5-acc=80.00%, remaining_time=0:00:02.713560, arrival_time=2021-04-15 04:06:48.242688, cost_time=0:00:00.904520 2021-04-15 04:06:46,307 INFO : EVAL, epoch=0046, iter=00020/00040, fetch data time cost=1.23ms, fps=3292 images/s, loss=1.9850, top1-acc=52.87%, top5-acc=80.68%, remaining_time=0:00:01.682480, arrival_time=2021-04-15 04:06:47.989544, cost_time=0:00:01.682472 2021-04-15 04:06:47,082 INFO : EVAL, epoch=0046, iter=00030/00040, fetch data time cost=1.26ms, fps=3305 images/s, loss=1.9934, top1-acc=52.37%, top5-acc=80.70%, remaining_time=0:00:00.819130, arrival_time=2021-04-15 04:06:47.901114, cost_time=0:00:02.457381 2021-04-15 04:06:47,791 INFO : EVAL, epoch=0046, iter=00040/00040, fetch data time cost=0.08ms, fps=3273 images/s, loss=2.0135, top1-acc=52.21%, top5-acc=80.64%, remaining_time=0:00:00, arrival_time=2021-04-15 04:06:47.791134, cost_time=0:00:03.166560 2021-04-15 04:06:48,231 INFO : Epoch=0046 complete, best val top1-acc=57.99%, top5-acc=85.39% (epoch=41), remaining_time=2:31:19.015176, arrival_time=2021-04-15 06:38:07.246394, cost_time=0:45:11.913619 2021-04-15 04:06:48,232 INFO : Train start, epoch=0047, lr=0.087506 2021-04-15 04:06:51,202 INFO : TRAIN, epoch=0047, iter=00010/00196, fetch data time cost=1.38ms, fps=862 images/s, loss=0.7146, top1-acc=78.24%, top5-acc=96.87%, remaining_time=0:00:55.234746, arrival_time=2021-04-15 04:07:46.436902, cost_time=0:00:02.969612 2021-04-15 04:06:54,026 INFO : TRAIN, epoch=0047, iter=00020/00196, fetch data time cost=1.38ms, fps=907 images/s, loss=0.7177, top1-acc=78.05%, top5-acc=96.76%, remaining_time=0:00:50.981744, arrival_time=2021-04-15 04:07:45.007744, cost_time=0:00:05.793373 2021-04-15 04:06:56,862 INFO : TRAIN, epoch=0047, iter=00030/00196, fetch data time cost=1.40ms, fps=903 images/s, loss=0.7160, top1-acc=78.01%, top5-acc=96.89%, remaining_time=0:00:47.754050, arrival_time=2021-04-15 04:07:44.616931, cost_time=0:00:08.630251 2021-04-15 04:06:59,682 INFO : TRAIN, epoch=0047, iter=00040/00196, fetch data time cost=1.58ms, fps=908 images/s, loss=0.7042, top1-acc=78.34%, top5-acc=96.98%, remaining_time=0:00:44.654688, arrival_time=2021-04-15 04:07:44.337232, cost_time=0:00:11.449921 2021-04-15 04:07:02,499 INFO : TRAIN, epoch=0047, iter=00050/00196, fetch data time cost=1.30ms, fps=909 images/s, loss=0.6964, top1-acc=78.61%, top5-acc=96.98%, remaining_time=0:00:41.659640, arrival_time=2021-04-15 04:07:44.159177, cost_time=0:00:14.266999 2021-04-15 04:07:05,332 INFO : TRAIN, epoch=0047, iter=00060/00196, fetch data time cost=1.45ms, fps=904 images/s, loss=0.6938, top1-acc=78.78%, top5-acc=97.04%, remaining_time=0:00:38.758776, arrival_time=2021-04-15 04:07:44.090852, cost_time=0:00:17.099473 2021-04-15 04:07:08,146 INFO : TRAIN, epoch=0047, iter=00070/00196, fetch data time cost=1.34ms, fps=910 images/s, loss=0.6995, top1-acc=78.59%, top5-acc=96.90%, remaining_time=0:00:35.845362, arrival_time=2021-04-15 04:07:43.992051, cost_time=0:00:19.914122 2021-04-15 04:07:10,960 INFO : TRAIN, epoch=0047, iter=00080/00196, fetch data time cost=1.50ms, fps=910 images/s, loss=0.7014, top1-acc=78.46%, top5-acc=96.87%, remaining_time=0:00:32.956064, arrival_time=2021-04-15 04:07:43.916955, cost_time=0:00:22.728345 2021-04-15 04:07:13,775 INFO : TRAIN, epoch=0047, iter=00090/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.7069, top1-acc=78.34%, top5-acc=96.80%, remaining_time=0:00:30.083754, arrival_time=2021-04-15 04:07:43.859112, cost_time=0:00:25.542818 2021-04-15 04:07:16,593 INFO : TRAIN, epoch=0047, iter=00100/00196, fetch data time cost=1.30ms, fps=909 images/s, loss=0.7065, top1-acc=78.45%, top5-acc=96.78%, remaining_time=0:00:27.226464, arrival_time=2021-04-15 04:07:43.819924, cost_time=0:00:28.360919 2021-04-15 04:07:19,406 INFO : TRAIN, epoch=0047, iter=00110/00196, fetch data time cost=2.46ms, fps=910 images/s, loss=0.7110, top1-acc=78.37%, top5-acc=96.72%, remaining_time=0:00:24.372572, arrival_time=2021-04-15 04:07:43.779403, cost_time=0:00:31.174203 2021-04-15 04:07:22,219 INFO : TRAIN, epoch=0047, iter=00120/00196, fetch data time cost=1.42ms, fps=910 images/s, loss=0.7099, top1-acc=78.37%, top5-acc=96.69%, remaining_time=0:00:21.524948, arrival_time=2021-04-15 04:07:43.744262, cost_time=0:00:33.986768 2021-04-15 04:07:25,035 INFO : TRAIN, epoch=0047, iter=00130/00196, fetch data time cost=1.35ms, fps=909 images/s, loss=0.7124, top1-acc=78.29%, top5-acc=96.64%, remaining_time=0:00:18.684798, arrival_time=2021-04-15 04:07:43.720694, cost_time=0:00:36.803343 2021-04-15 04:07:27,856 INFO : TRAIN, epoch=0047, iter=00140/00196, fetch data time cost=1.52ms, fps=908 images/s, loss=0.7152, top1-acc=78.16%, top5-acc=96.59%, remaining_time=0:00:15.849680, arrival_time=2021-04-15 04:07:43.706394, cost_time=0:00:39.624172 2021-04-15 04:07:30,670 INFO : TRAIN, epoch=0047, iter=00150/00196, fetch data time cost=1.36ms, fps=910 images/s, loss=0.7209, top1-acc=78.04%, top5-acc=96.57%, remaining_time=0:00:13.014320, arrival_time=2021-04-15 04:07:43.684841, cost_time=0:00:42.437977 2021-04-15 04:07:33,487 INFO : TRAIN, epoch=0047, iter=00160/00196, fetch data time cost=1.37ms, fps=909 images/s, loss=0.7218, top1-acc=78.01%, top5-acc=96.57%, remaining_time=0:00:10.182384, arrival_time=2021-04-15 04:07:43.669894, cost_time=0:00:45.254967 2021-04-15 04:07:36,302 INFO : TRAIN, epoch=0047, iter=00170/00196, fetch data time cost=1.33ms, fps=910 images/s, loss=0.7244, top1-acc=77.90%, top5-acc=96.55%, remaining_time=0:00:07.351890, arrival_time=2021-04-15 04:07:43.654455, cost_time=0:00:48.070026 2021-04-15 04:07:39,112 INFO : TRAIN, epoch=0047, iter=00180/00196, fetch data time cost=1.40ms, fps=911 images/s, loss=0.7285, top1-acc=77.79%, top5-acc=96.53%, remaining_time=0:00:04.522624, arrival_time=2021-04-15 04:07:43.634712, cost_time=0:00:50.879549 2021-04-15 04:07:41,926 INFO : TRAIN, epoch=0047, iter=00190/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.7349, top1-acc=77.57%, top5-acc=96.51%, remaining_time=0:00:01.695606, arrival_time=2021-04-15 04:07:43.622405, cost_time=0:00:53.694261 2021-04-15 04:07:43,438 INFO : TRAIN, epoch=0047, iter=00196/00196, fetch data time cost=1.26ms, fps=900 images/s, loss=0.7370, top1-acc=77.53%, top5-acc=96.49%, remaining_time=0:00:00, arrival_time=2021-04-15 04:07:43.438584, cost_time=0:00:55.205970 2021-04-15 04:07:44,339 INFO : EVAL, epoch=0047, iter=00010/00040, fetch data time cost=0.20ms, fps=2849 images/s, loss=1.9109, top1-acc=54.49%, top5-acc=82.73%, remaining_time=0:00:02.696070, arrival_time=2021-04-15 04:07:47.035193, cost_time=0:00:00.898693 2021-04-15 04:07:45,113 INFO : EVAL, epoch=0047, iter=00020/00040, fetch data time cost=1.29ms, fps=3308 images/s, loss=1.9384, top1-acc=53.71%, top5-acc=82.44%, remaining_time=0:00:01.673020, arrival_time=2021-04-15 04:07:46.786454, cost_time=0:00:01.673012 2021-04-15 04:07:45,887 INFO : EVAL, epoch=0047, iter=00030/00040, fetch data time cost=1.34ms, fps=3308 images/s, loss=1.9515, top1-acc=53.71%, top5-acc=82.33%, remaining_time=0:00:00.815750, arrival_time=2021-04-15 04:07:46.703405, cost_time=0:00:02.447239 2021-04-15 04:07:46,599 INFO : EVAL, epoch=0047, iter=00040/00040, fetch data time cost=0.10ms, fps=3261 images/s, loss=1.9636, top1-acc=53.60%, top5-acc=82.21%, remaining_time=0:00:00, arrival_time=2021-04-15 04:07:46.599444, cost_time=0:00:03.159019 2021-04-15 04:07:47,177 INFO : Epoch=0047 complete, best val top1-acc=57.99%, top5-acc=85.39% (epoch=41), remaining_time=2:30:20.032686, arrival_time=2021-04-15 06:38:07.209977, cost_time=0:46:10.859703 2021-04-15 04:07:47,178 INFO : Train start, epoch=0048, lr=0.086982 2021-04-15 04:07:50,158 INFO : TRAIN, epoch=0048, iter=00010/00196, fetch data time cost=1.29ms, fps=859 images/s, loss=0.7510, top1-acc=77.15%, top5-acc=95.94%, remaining_time=0:00:55.434324, arrival_time=2021-04-15 04:08:45.593229, cost_time=0:00:02.980337 2021-04-15 04:07:52,978 INFO : TRAIN, epoch=0048, iter=00020/00196, fetch data time cost=1.39ms, fps=908 images/s, loss=0.7286, top1-acc=78.14%, top5-acc=96.25%, remaining_time=0:00:51.035072, arrival_time=2021-04-15 04:08:44.013081, cost_time=0:00:05.799441 2021-04-15 04:07:55,792 INFO : TRAIN, epoch=0048, iter=00030/00196, fetch data time cost=1.37ms, fps=910 images/s, loss=0.7095, top1-acc=78.36%, top5-acc=96.42%, remaining_time=0:00:47.660924, arrival_time=2021-04-15 04:08:43.452919, cost_time=0:00:08.613415 2021-04-15 04:07:58,603 INFO : TRAIN, epoch=0048, iter=00040/00196, fetch data time cost=1.36ms, fps=911 images/s, loss=0.6919, top1-acc=78.78%, top5-acc=96.64%, remaining_time=0:00:44.555940, arrival_time=2021-04-15 04:08:43.159152, cost_time=0:00:11.424599 2021-04-15 04:08:01,424 INFO : TRAIN, epoch=0048, iter=00050/00196, fetch data time cost=1.38ms, fps=908 images/s, loss=0.6905, top1-acc=78.80%, top5-acc=96.73%, remaining_time=0:00:41.597006, arrival_time=2021-04-15 04:08:43.021127, cost_time=0:00:14.245559 2021-04-15 04:08:04,234 INFO : TRAIN, epoch=0048, iter=00060/00196, fetch data time cost=1.27ms, fps=911 images/s, loss=0.6941, top1-acc=78.77%, top5-acc=96.68%, remaining_time=0:00:38.660720, arrival_time=2021-04-15 04:08:42.895510, cost_time=0:00:17.056221 2021-04-15 04:08:07,051 INFO : TRAIN, epoch=0048, iter=00070/00196, fetch data time cost=1.55ms, fps=909 images/s, loss=0.6942, top1-acc=78.76%, top5-acc=96.63%, remaining_time=0:00:35.770518, arrival_time=2021-04-15 04:08:42.821562, cost_time=0:00:19.872477 2021-04-15 04:08:09,861 INFO : TRAIN, epoch=0048, iter=00080/00196, fetch data time cost=1.47ms, fps=911 images/s, loss=0.6978, top1-acc=78.75%, top5-acc=96.58%, remaining_time=0:00:32.890524, arrival_time=2021-04-15 04:08:42.752218, cost_time=0:00:22.683129 2021-04-15 04:08:12,672 INFO : TRAIN, epoch=0048, iter=00090/00196, fetch data time cost=1.48ms, fps=911 images/s, loss=0.7052, top1-acc=78.61%, top5-acc=96.45%, remaining_time=0:00:30.026514, arrival_time=2021-04-15 04:08:42.699330, cost_time=0:00:25.494243 2021-04-15 04:08:15,485 INFO : TRAIN, epoch=0048, iter=00100/00196, fetch data time cost=1.54ms, fps=910 images/s, loss=0.7074, top1-acc=78.50%, top5-acc=96.46%, remaining_time=0:00:27.174624, arrival_time=2021-04-15 04:08:42.660064, cost_time=0:00:28.306865 2021-04-15 04:08:18,301 INFO : TRAIN, epoch=0048, iter=00110/00196, fetch data time cost=1.49ms, fps=909 images/s, loss=0.7062, top1-acc=78.59%, top5-acc=96.48%, remaining_time=0:00:24.332066, arrival_time=2021-04-15 04:08:42.633057, cost_time=0:00:31.122420 2021-04-15 04:08:21,116 INFO : TRAIN, epoch=0048, iter=00120/00196, fetch data time cost=1.57ms, fps=909 images/s, loss=0.7093, top1-acc=78.53%, top5-acc=96.48%, remaining_time=0:00:21.493940, arrival_time=2021-04-15 04:08:42.610345, cost_time=0:00:33.937834 2021-04-15 04:08:23,941 INFO : TRAIN, epoch=0048, iter=00130/00196, fetch data time cost=1.44ms, fps=906 images/s, loss=0.7127, top1-acc=78.43%, top5-acc=96.42%, remaining_time=0:00:18.664074, arrival_time=2021-04-15 04:08:42.605251, cost_time=0:00:36.762604 2021-04-15 04:08:26,758 INFO : TRAIN, epoch=0048, iter=00140/00196, fetch data time cost=1.57ms, fps=909 images/s, loss=0.7174, top1-acc=78.27%, top5-acc=96.37%, remaining_time=0:00:15.832096, arrival_time=2021-04-15 04:08:42.590929, cost_time=0:00:39.580265 2021-04-15 04:08:29,578 INFO : TRAIN, epoch=0048, iter=00150/00196, fetch data time cost=1.36ms, fps=908 images/s, loss=0.7204, top1-acc=78.21%, top5-acc=96.32%, remaining_time=0:00:13.002774, arrival_time=2021-04-15 04:08:42.581703, cost_time=0:00:42.400306 2021-04-15 04:08:32,394 INFO : TRAIN, epoch=0048, iter=00160/00196, fetch data time cost=1.48ms, fps=909 images/s, loss=0.7239, top1-acc=78.10%, top5-acc=96.30%, remaining_time=0:00:10.173636, arrival_time=2021-04-15 04:08:42.568332, cost_time=0:00:45.216125 2021-04-15 04:08:35,206 INFO : TRAIN, epoch=0048, iter=00170/00196, fetch data time cost=1.33ms, fps=911 images/s, loss=0.7289, top1-acc=77.95%, top5-acc=96.24%, remaining_time=0:00:07.345416, arrival_time=2021-04-15 04:08:42.551759, cost_time=0:00:48.027748 2021-04-15 04:08:38,025 INFO : TRAIN, epoch=0048, iter=00180/00196, fetch data time cost=1.53ms, fps=908 images/s, loss=0.7310, top1-acc=77.87%, top5-acc=96.23%, remaining_time=0:00:04.519696, arrival_time=2021-04-15 04:08:42.544907, cost_time=0:00:50.846623 2021-04-15 04:08:40,840 INFO : TRAIN, epoch=0048, iter=00190/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.7323, top1-acc=77.83%, top5-acc=96.21%, remaining_time=0:00:01.694580, arrival_time=2021-04-15 04:08:42.534816, cost_time=0:00:53.661667 2021-04-15 04:08:42,357 INFO : TRAIN, epoch=0048, iter=00196/00196, fetch data time cost=1.12ms, fps=897 images/s, loss=0.7343, top1-acc=77.80%, top5-acc=96.19%, remaining_time=0:00:00, arrival_time=2021-04-15 04:08:42.357383, cost_time=0:00:55.178825 2021-04-15 04:08:43,243 INFO : EVAL, epoch=0048, iter=00010/00040, fetch data time cost=0.31ms, fps=2893 images/s, loss=1.6127, top1-acc=58.71%, top5-acc=85.90%, remaining_time=0:00:02.654700, arrival_time=2021-04-15 04:08:45.898557, cost_time=0:00:00.884902 2021-04-15 04:08:44,020 INFO : EVAL, epoch=0048, iter=00020/00040, fetch data time cost=1.40ms, fps=3296 images/s, loss=1.6327, top1-acc=57.23%, top5-acc=85.43%, remaining_time=0:00:01.661860, arrival_time=2021-04-15 04:08:45.682654, cost_time=0:00:01.661866 2021-04-15 04:08:44,798 INFO : EVAL, epoch=0048, iter=00030/00040, fetch data time cost=1.29ms, fps=3294 images/s, loss=1.6501, top1-acc=56.99%, top5-acc=85.35%, remaining_time=0:00:00.813140, arrival_time=2021-04-15 04:08:45.611504, cost_time=0:00:02.439434 2021-04-15 04:08:45,509 INFO : EVAL, epoch=0048, iter=00040/00040, fetch data time cost=0.06ms, fps=3265 images/s, loss=1.6501, top1-acc=56.85%, top5-acc=85.17%, remaining_time=0:00:00, arrival_time=2021-04-15 04:08:45.509291, cost_time=0:00:03.150379 2021-04-15 04:08:45,941 INFO : Epoch=0048 complete, best val top1-acc=57.99%, top5-acc=85.39% (epoch=41), remaining_time=2:29:20.475392, arrival_time=2021-04-15 06:38:06.416788, cost_time=0:47:09.623805 2021-04-15 04:08:45,942 INFO : Train start, epoch=0049, lr=0.086448 2021-04-15 04:08:48,901 INFO : TRAIN, epoch=0049, iter=00010/00196, fetch data time cost=1.46ms, fps=865 images/s, loss=0.6882, top1-acc=78.40%, top5-acc=96.64%, remaining_time=0:00:55.041306, arrival_time=2021-04-15 04:09:43.943204, cost_time=0:00:02.959210 2021-04-15 04:08:51,717 INFO : TRAIN, epoch=0049, iter=00020/00196, fetch data time cost=1.36ms, fps=909 images/s, loss=0.6763, top1-acc=79.02%, top5-acc=96.97%, remaining_time=0:00:50.820352, arrival_time=2021-04-15 04:09:42.538072, cost_time=0:00:05.775043 2021-04-15 04:08:54,531 INFO : TRAIN, epoch=0049, iter=00030/00196, fetch data time cost=1.47ms, fps=910 images/s, loss=0.6699, top1-acc=79.54%, top5-acc=96.99%, remaining_time=0:00:47.524140, arrival_time=2021-04-15 04:09:42.055530, cost_time=0:00:08.588708 2021-04-15 04:08:57,342 INFO : TRAIN, epoch=0049, iter=00040/00196, fetch data time cost=1.28ms, fps=911 images/s, loss=0.6699, top1-acc=79.44%, top5-acc=96.97%, remaining_time=0:00:44.460468, arrival_time=2021-04-15 04:09:41.803284, cost_time=0:00:11.400130 2021-04-15 04:09:00,161 INFO : TRAIN, epoch=0049, iter=00050/00196, fetch data time cost=1.38ms, fps=908 images/s, loss=0.6748, top1-acc=79.38%, top5-acc=96.95%, remaining_time=0:00:41.519480, arrival_time=2021-04-15 04:09:41.681163, cost_time=0:00:14.218996 2021-04-15 04:09:02,976 INFO : TRAIN, epoch=0049, iter=00060/00196, fetch data time cost=1.60ms, fps=910 images/s, loss=0.6864, top1-acc=79.10%, top5-acc=96.84%, remaining_time=0:00:38.610128, arrival_time=2021-04-15 04:09:41.586682, cost_time=0:00:17.033856 2021-04-15 04:09:05,788 INFO : TRAIN, epoch=0049, iter=00070/00196, fetch data time cost=1.34ms, fps=910 images/s, loss=0.6892, top1-acc=79.15%, top5-acc=96.72%, remaining_time=0:00:35.722890, arrival_time=2021-04-15 04:09:41.511633, cost_time=0:00:19.846059 2021-04-15 04:09:08,600 INFO : TRAIN, epoch=0049, iter=00080/00196, fetch data time cost=1.33ms, fps=911 images/s, loss=0.6935, top1-acc=79.04%, top5-acc=96.70%, remaining_time=0:00:32.853984, arrival_time=2021-04-15 04:09:41.454592, cost_time=0:00:22.657921 2021-04-15 04:09:11,414 INFO : TRAIN, epoch=0049, iter=00090/00196, fetch data time cost=1.27ms, fps=910 images/s, loss=0.7019, top1-acc=78.80%, top5-acc=96.61%, remaining_time=0:00:30.000120, arrival_time=2021-04-15 04:09:41.414594, cost_time=0:00:25.471796 2021-04-15 04:09:14,231 INFO : TRAIN, epoch=0049, iter=00100/00196, fetch data time cost=1.36ms, fps=909 images/s, loss=0.7104, top1-acc=78.55%, top5-acc=96.46%, remaining_time=0:00:27.157536, arrival_time=2021-04-15 04:09:41.389337, cost_time=0:00:28.289051 2021-04-15 04:09:17,050 INFO : TRAIN, epoch=0049, iter=00110/00196, fetch data time cost=1.36ms, fps=909 images/s, loss=0.7094, top1-acc=78.60%, top5-acc=96.44%, remaining_time=0:00:24.320284, arrival_time=2021-04-15 04:09:41.370337, cost_time=0:00:31.107308 2021-04-15 04:09:19,864 INFO : TRAIN, epoch=0049, iter=00120/00196, fetch data time cost=1.36ms, fps=910 images/s, loss=0.7132, top1-acc=78.45%, top5-acc=96.40%, remaining_time=0:00:21.483832, arrival_time=2021-04-15 04:09:41.348332, cost_time=0:00:33.921804 2021-04-15 04:09:22,677 INFO : TRAIN, epoch=0049, iter=00130/00196, fetch data time cost=1.51ms, fps=910 images/s, loss=0.7176, top1-acc=78.29%, top5-acc=96.40%, remaining_time=0:00:18.649752, arrival_time=2021-04-15 04:09:41.326845, cost_time=0:00:36.734398 2021-04-15 04:09:25,491 INFO : TRAIN, epoch=0049, iter=00140/00196, fetch data time cost=1.51ms, fps=910 images/s, loss=0.7178, top1-acc=78.24%, top5-acc=96.41%, remaining_time=0:00:15.819496, arrival_time=2021-04-15 04:09:41.310971, cost_time=0:00:39.548789 2021-04-15 04:09:28,303 INFO : TRAIN, epoch=0049, iter=00150/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.7213, top1-acc=78.15%, top5-acc=96.38%, remaining_time=0:00:12.990722, arrival_time=2021-04-15 04:09:41.294415, cost_time=0:00:42.361005 2021-04-15 04:09:31,119 INFO : TRAIN, epoch=0049, iter=00160/00196, fetch data time cost=1.28ms, fps=909 images/s, loss=0.7241, top1-acc=78.01%, top5-acc=96.39%, remaining_time=0:00:10.164672, arrival_time=2021-04-15 04:09:41.283660, cost_time=0:00:45.176309 2021-04-15 04:09:33,929 INFO : TRAIN, epoch=0049, iter=00170/00196, fetch data time cost=1.53ms, fps=911 images/s, loss=0.7286, top1-acc=77.90%, top5-acc=96.35%, remaining_time=0:00:07.339228, arrival_time=2021-04-15 04:09:41.269162, cost_time=0:00:47.987248 2021-04-15 04:09:36,743 INFO : TRAIN, epoch=0049, iter=00180/00196, fetch data time cost=1.43ms, fps=910 images/s, loss=0.7303, top1-acc=77.83%, top5-acc=96.34%, remaining_time=0:00:04.515632, arrival_time=2021-04-15 04:09:41.259104, cost_time=0:00:50.800791 2021-04-15 04:09:39,557 INFO : TRAIN, epoch=0049, iter=00190/00196, fetch data time cost=1.25ms, fps=910 images/s, loss=0.7313, top1-acc=77.84%, top5-acc=96.33%, remaining_time=0:00:01.693098, arrival_time=2021-04-15 04:09:41.250548, cost_time=0:00:53.614769 2021-04-15 04:09:41,068 INFO : TRAIN, epoch=0049, iter=00196/00196, fetch data time cost=1.18ms, fps=900 images/s, loss=0.7356, top1-acc=77.74%, top5-acc=96.31%, remaining_time=0:00:00, arrival_time=2021-04-15 04:09:41.068709, cost_time=0:00:55.126031 2021-04-15 04:09:41,974 INFO : EVAL, epoch=0049, iter=00010/00040, fetch data time cost=1.23ms, fps=2833 images/s, loss=1.8824, top1-acc=51.56%, top5-acc=81.29%, remaining_time=0:00:02.710470, arrival_time=2021-04-15 04:09:44.684451, cost_time=0:00:00.903492 2021-04-15 04:09:42,748 INFO : EVAL, epoch=0049, iter=00020/00040, fetch data time cost=1.29ms, fps=3308 images/s, loss=1.8998, top1-acc=52.50%, top5-acc=81.23%, remaining_time=0:00:01.677800, arrival_time=2021-04-15 04:09:44.426084, cost_time=0:00:01.677800 2021-04-15 04:09:43,523 INFO : EVAL, epoch=0049, iter=00030/00040, fetch data time cost=1.36ms, fps=3303 images/s, loss=1.9440, top1-acc=52.30%, top5-acc=80.60%, remaining_time=0:00:00.817690, arrival_time=2021-04-15 04:09:44.341255, cost_time=0:00:02.453081 2021-04-15 04:09:44,232 INFO : EVAL, epoch=0049, iter=00040/00040, fetch data time cost=0.06ms, fps=3274 images/s, loss=1.9478, top1-acc=52.17%, top5-acc=80.20%, remaining_time=0:00:00, arrival_time=2021-04-15 04:09:44.232571, cost_time=0:00:03.162097 2021-04-15 04:09:44,722 INFO : Epoch=0049 complete, best val top1-acc=57.99%, top5-acc=85.39% (epoch=41), remaining_time=2:28:21.003040, arrival_time=2021-04-15 06:38:05.725615, cost_time=0:48:08.404941 2021-04-15 04:09:44,724 INFO : Train start, epoch=0050, lr=0.085906 2021-04-15 04:09:47,730 INFO : TRAIN, epoch=0050, iter=00010/00196, fetch data time cost=1.31ms, fps=852 images/s, loss=0.6967, top1-acc=79.30%, top5-acc=97.11%, remaining_time=0:00:55.912902, arrival_time=2021-04-15 04:10:43.643146, cost_time=0:00:03.006074 2021-04-15 04:09:50,545 INFO : TRAIN, epoch=0050, iter=00020/00196, fetch data time cost=1.31ms, fps=909 images/s, loss=0.7081, top1-acc=78.38%, top5-acc=96.74%, remaining_time=0:00:51.231312, arrival_time=2021-04-15 04:10:41.777231, cost_time=0:00:05.821749 2021-04-15 04:09:53,358 INFO : TRAIN, epoch=0050, iter=00030/00196, fetch data time cost=1.41ms, fps=910 images/s, loss=0.6969, top1-acc=78.89%, top5-acc=96.84%, remaining_time=0:00:47.776128, arrival_time=2021-04-15 04:10:41.134539, cost_time=0:00:08.634234 2021-04-15 04:09:56,169 INFO : TRAIN, epoch=0050, iter=00040/00196, fetch data time cost=1.34ms, fps=911 images/s, loss=0.6919, top1-acc=78.94%, top5-acc=96.84%, remaining_time=0:00:44.638308, arrival_time=2021-04-15 04:10:40.808212, cost_time=0:00:11.445734 2021-04-15 04:09:58,978 INFO : TRAIN, epoch=0050, iter=00050/00196, fetch data time cost=1.29ms, fps=912 images/s, loss=0.6917, top1-acc=78.98%, top5-acc=96.86%, remaining_time=0:00:41.622556, arrival_time=2021-04-15 04:10:40.601098, cost_time=0:00:14.254303 2021-04-15 04:10:01,793 INFO : TRAIN, epoch=0050, iter=00060/00196, fetch data time cost=1.38ms, fps=909 images/s, loss=0.6941, top1-acc=78.96%, top5-acc=96.78%, remaining_time=0:00:38.691048, arrival_time=2021-04-15 04:10:40.484810, cost_time=0:00:17.069555 2021-04-15 04:10:04,605 INFO : TRAIN, epoch=0050, iter=00070/00196, fetch data time cost=1.35ms, fps=911 images/s, loss=0.6944, top1-acc=78.83%, top5-acc=96.78%, remaining_time=0:00:35.786898, arrival_time=2021-04-15 04:10:40.392696, cost_time=0:00:19.881627 2021-04-15 04:10:07,417 INFO : TRAIN, epoch=0050, iter=00080/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.6977, top1-acc=78.62%, top5-acc=96.75%, remaining_time=0:00:32.905256, arrival_time=2021-04-15 04:10:40.322700, cost_time=0:00:22.693269 2021-04-15 04:10:10,234 INFO : TRAIN, epoch=0050, iter=00090/00196, fetch data time cost=1.42ms, fps=909 images/s, loss=0.7010, top1-acc=78.51%, top5-acc=96.72%, remaining_time=0:00:30.045064, arrival_time=2021-04-15 04:10:40.279253, cost_time=0:00:25.509979 2021-04-15 04:10:13,047 INFO : TRAIN, epoch=0050, iter=00100/00196, fetch data time cost=1.40ms, fps=910 images/s, loss=0.6986, top1-acc=78.59%, top5-acc=96.73%, remaining_time=0:00:27.189984, arrival_time=2021-04-15 04:10:40.237044, cost_time=0:00:28.322883 2021-04-15 04:10:15,872 INFO : TRAIN, epoch=0050, iter=00110/00196, fetch data time cost=1.85ms, fps=906 images/s, loss=0.7021, top1-acc=78.48%, top5-acc=96.70%, remaining_time=0:00:24.352362, arrival_time=2021-04-15 04:10:40.224905, cost_time=0:00:31.148356 2021-04-15 04:10:18,687 INFO : TRAIN, epoch=0050, iter=00120/00196, fetch data time cost=1.49ms, fps=910 images/s, loss=0.7034, top1-acc=78.46%, top5-acc=96.66%, remaining_time=0:00:21.509976, arrival_time=2021-04-15 04:10:40.197256, cost_time=0:00:33.963109 2021-04-15 04:10:21,501 INFO : TRAIN, epoch=0050, iter=00130/00196, fetch data time cost=1.50ms, fps=910 images/s, loss=0.7077, top1-acc=78.36%, top5-acc=96.63%, remaining_time=0:00:18.671400, arrival_time=2021-04-15 04:10:40.172590, cost_time=0:00:36.777016 2021-04-15 04:10:24,316 INFO : TRAIN, epoch=0050, iter=00140/00196, fetch data time cost=1.52ms, fps=909 images/s, loss=0.7086, top1-acc=78.34%, top5-acc=96.59%, remaining_time=0:00:15.837024, arrival_time=2021-04-15 04:10:40.153705, cost_time=0:00:39.592504 2021-04-15 04:10:27,133 INFO : TRAIN, epoch=0050, iter=00150/00196, fetch data time cost=1.46ms, fps=909 images/s, loss=0.7125, top1-acc=78.28%, top5-acc=96.55%, remaining_time=0:00:13.005534, arrival_time=2021-04-15 04:10:40.139007, cost_time=0:00:42.409301 2021-04-15 04:10:29,947 INFO : TRAIN, epoch=0050, iter=00160/00196, fetch data time cost=1.52ms, fps=910 images/s, loss=0.7169, top1-acc=78.17%, top5-acc=96.48%, remaining_time=0:00:10.175328, arrival_time=2021-04-15 04:10:40.123197, cost_time=0:00:45.223695 2021-04-15 04:10:32,760 INFO : TRAIN, epoch=0050, iter=00170/00196, fetch data time cost=1.54ms, fps=910 images/s, loss=0.7191, top1-acc=78.07%, top5-acc=96.45%, remaining_time=0:00:07.346690, arrival_time=2021-04-15 04:10:40.106860, cost_time=0:00:48.035999 2021-04-15 04:10:35,575 INFO : TRAIN, epoch=0050, iter=00180/00196, fetch data time cost=1.40ms, fps=909 images/s, loss=0.7203, top1-acc=78.04%, top5-acc=96.46%, remaining_time=0:00:04.520112, arrival_time=2021-04-15 04:10:40.095509, cost_time=0:00:50.851224 2021-04-15 04:10:38,398 INFO : TRAIN, epoch=0050, iter=00190/00196, fetch data time cost=1.35ms, fps=907 images/s, loss=0.7222, top1-acc=78.01%, top5-acc=96.43%, remaining_time=0:00:01.694970, arrival_time=2021-04-15 04:10:40.093158, cost_time=0:00:53.673962 2021-04-15 04:10:39,913 INFO : TRAIN, epoch=0050, iter=00196/00196, fetch data time cost=1.32ms, fps=898 images/s, loss=0.7243, top1-acc=77.95%, top5-acc=96.42%, remaining_time=0:00:00, arrival_time=2021-04-15 04:10:39.913030, cost_time=0:00:55.188864 2021-04-15 04:10:40,799 INFO : EVAL, epoch=0050, iter=00010/00040, fetch data time cost=0.19ms, fps=2895 images/s, loss=1.8789, top1-acc=54.34%, top5-acc=81.91%, remaining_time=0:00:02.652390, arrival_time=2021-04-15 04:10:43.451283, cost_time=0:00:00.884131 2021-04-15 04:10:41,574 INFO : EVAL, epoch=0050, iter=00020/00040, fetch data time cost=1.22ms, fps=3303 images/s, loss=1.8781, top1-acc=53.54%, top5-acc=81.99%, remaining_time=0:00:01.659940, arrival_time=2021-04-15 04:10:43.234602, cost_time=0:00:01.659944 2021-04-15 04:10:42,350 INFO : EVAL, epoch=0050, iter=00030/00040, fetch data time cost=1.36ms, fps=3303 images/s, loss=1.9043, top1-acc=53.49%, top5-acc=81.97%, remaining_time=0:00:00.811750, arrival_time=2021-04-15 04:10:43.161719, cost_time=0:00:02.435255 2021-04-15 04:10:43,058 INFO : EVAL, epoch=0050, iter=00040/00040, fetch data time cost=0.07ms, fps=3278 images/s, loss=1.9246, top1-acc=53.06%, top5-acc=81.58%, remaining_time=0:00:00, arrival_time=2021-04-15 04:10:43.058030, cost_time=0:00:03.143337 2021-04-15 04:10:43,508 INFO : Epoch=0050 complete, best val top1-acc=57.99%, top5-acc=85.39% (epoch=41), remaining_time=2:27:21.572850, arrival_time=2021-04-15 06:38:05.081417, cost_time=0:49:07.190972 2021-04-15 04:10:43,509 INFO : Train start, epoch=0051, lr=0.085355 2021-04-15 04:10:46,506 INFO : TRAIN, epoch=0051, iter=00010/00196, fetch data time cost=1.30ms, fps=854 images/s, loss=0.6852, top1-acc=78.32%, top5-acc=97.34%, remaining_time=0:00:55.737132, arrival_time=2021-04-15 04:11:42.243642, cost_time=0:00:02.996624 2021-04-15 04:10:49,320 INFO : TRAIN, epoch=0051, iter=00020/00196, fetch data time cost=1.40ms, fps=910 images/s, loss=0.6922, top1-acc=78.50%, top5-acc=96.97%, remaining_time=0:00:51.133104, arrival_time=2021-04-15 04:11:40.453567, cost_time=0:00:05.810571 2021-04-15 04:10:52,136 INFO : TRAIN, epoch=0051, iter=00030/00196, fetch data time cost=1.32ms, fps=909 images/s, loss=0.6778, top1-acc=79.24%, top5-acc=96.93%, remaining_time=0:00:47.733964, arrival_time=2021-04-15 04:11:39.870473, cost_time=0:00:08.626616 2021-04-15 04:10:54,948 INFO : TRAIN, epoch=0051, iter=00040/00196, fetch data time cost=1.41ms, fps=911 images/s, loss=0.6835, top1-acc=79.11%, top5-acc=96.87%, remaining_time=0:00:44.609136, arrival_time=2021-04-15 04:11:39.557276, cost_time=0:00:11.438256 2021-04-15 04:10:57,763 INFO : TRAIN, epoch=0051, iter=00050/00196, fetch data time cost=1.28ms, fps=909 images/s, loss=0.6888, top1-acc=78.86%, top5-acc=96.83%, remaining_time=0:00:41.621096, arrival_time=2021-04-15 04:11:39.384800, cost_time=0:00:14.253818 2021-04-15 04:11:00,585 INFO : TRAIN, epoch=0051, iter=00060/00196, fetch data time cost=1.43ms, fps=907 images/s, loss=0.6884, top1-acc=78.89%, top5-acc=96.79%, remaining_time=0:00:38.704104, arrival_time=2021-04-15 04:11:39.289309, cost_time=0:00:17.075320 2021-04-15 04:11:03,403 INFO : TRAIN, epoch=0051, iter=00070/00196, fetch data time cost=1.29ms, fps=908 images/s, loss=0.6795, top1-acc=79.23%, top5-acc=96.83%, remaining_time=0:00:35.808696, arrival_time=2021-04-15 04:11:39.212314, cost_time=0:00:19.893739 2021-04-15 04:11:06,223 INFO : TRAIN, epoch=0051, iter=00080/00196, fetch data time cost=1.33ms, fps=908 images/s, loss=0.6824, top1-acc=79.21%, top5-acc=96.82%, remaining_time=0:00:32.934024, arrival_time=2021-04-15 04:11:39.157057, cost_time=0:00:22.713146 2021-04-15 04:11:09,041 INFO : TRAIN, epoch=0051, iter=00090/00196, fetch data time cost=1.41ms, fps=908 images/s, loss=0.6839, top1-acc=79.31%, top5-acc=96.78%, remaining_time=0:00:30.070610, arrival_time=2021-04-15 04:11:39.112168, cost_time=0:00:25.531678 2021-04-15 04:11:11,853 INFO : TRAIN, epoch=0051, iter=00100/00196, fetch data time cost=1.41ms, fps=911 images/s, loss=0.6864, top1-acc=79.20%, top5-acc=96.78%, remaining_time=0:00:27.209856, arrival_time=2021-04-15 04:11:39.063362, cost_time=0:00:28.343623 2021-04-15 04:11:14,670 INFO : TRAIN, epoch=0051, iter=00110/00196, fetch data time cost=1.37ms, fps=909 images/s, loss=0.6897, top1-acc=79.00%, top5-acc=96.76%, remaining_time=0:00:24.361994, arrival_time=2021-04-15 04:11:39.032562, cost_time=0:00:31.160685 2021-04-15 04:11:17,487 INFO : TRAIN, epoch=0051, iter=00120/00196, fetch data time cost=1.33ms, fps=909 images/s, loss=0.6937, top1-acc=78.89%, top5-acc=96.72%, remaining_time=0:00:21.519172, arrival_time=2021-04-15 04:11:39.006721, cost_time=0:00:33.977668 2021-04-15 04:11:20,301 INFO : TRAIN, epoch=0051, iter=00130/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.6991, top1-acc=78.70%, top5-acc=96.69%, remaining_time=0:00:18.678594, arrival_time=2021-04-15 04:11:38.979713, cost_time=0:00:36.791232 2021-04-15 04:11:23,116 INFO : TRAIN, epoch=0051, iter=00140/00196, fetch data time cost=1.35ms, fps=909 images/s, loss=0.7024, top1-acc=78.64%, top5-acc=96.67%, remaining_time=0:00:15.842624, arrival_time=2021-04-15 04:11:38.959180, cost_time=0:00:39.606604 2021-04-15 04:11:25,930 INFO : TRAIN, epoch=0051, iter=00150/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.7067, top1-acc=78.48%, top5-acc=96.63%, remaining_time=0:00:13.008892, arrival_time=2021-04-15 04:11:38.939126, cost_time=0:00:42.420323 2021-04-15 04:11:28,746 INFO : TRAIN, epoch=0051, iter=00160/00196, fetch data time cost=1.51ms, fps=909 images/s, loss=0.7090, top1-acc=78.41%, top5-acc=96.63%, remaining_time=0:00:10.178316, arrival_time=2021-04-15 04:11:38.925130, cost_time=0:00:45.236929 2021-04-15 04:11:31,566 INFO : TRAIN, epoch=0051, iter=00170/00196, fetch data time cost=1.40ms, fps=908 images/s, loss=0.7107, top1-acc=78.32%, top5-acc=96.63%, remaining_time=0:00:07.349758, arrival_time=2021-04-15 04:11:38.915787, cost_time=0:00:48.056137 2021-04-15 04:11:34,384 INFO : TRAIN, epoch=0051, iter=00180/00196, fetch data time cost=1.28ms, fps=909 images/s, loss=0.7137, top1-acc=78.21%, top5-acc=96.61%, remaining_time=0:00:04.522144, arrival_time=2021-04-15 04:11:38.906161, cost_time=0:00:50.874134 2021-04-15 04:11:37,201 INFO : TRAIN, epoch=0051, iter=00190/00196, fetch data time cost=1.19ms, fps=909 images/s, loss=0.7173, top1-acc=78.11%, top5-acc=96.60%, remaining_time=0:00:01.695516, arrival_time=2021-04-15 04:11:38.896721, cost_time=0:00:53.691331 2021-04-15 04:11:38,719 INFO : TRAIN, epoch=0051, iter=00196/00196, fetch data time cost=1.16ms, fps=896 images/s, loss=0.7186, top1-acc=78.07%, top5-acc=96.58%, remaining_time=0:00:00, arrival_time=2021-04-15 04:11:38.719814, cost_time=0:00:55.209939 2021-04-15 04:11:39,606 INFO : EVAL, epoch=0051, iter=00010/00040, fetch data time cost=1.38ms, fps=2893 images/s, loss=2.0407, top1-acc=52.54%, top5-acc=80.00%, remaining_time=0:00:02.654820, arrival_time=2021-04-15 04:11:42.261226, cost_time=0:00:00.884943 2021-04-15 04:11:40,383 INFO : EVAL, epoch=0051, iter=00020/00040, fetch data time cost=1.39ms, fps=3294 images/s, loss=2.0110, top1-acc=51.80%, top5-acc=80.84%, remaining_time=0:00:01.662440, arrival_time=2021-04-15 04:11:42.046344, cost_time=0:00:01.662448 2021-04-15 04:11:41,160 INFO : EVAL, epoch=0051, iter=00030/00040, fetch data time cost=1.37ms, fps=3297 images/s, loss=1.9888, top1-acc=51.71%, top5-acc=80.79%, remaining_time=0:00:00.813090, arrival_time=2021-04-15 04:11:41.973802, cost_time=0:00:02.439256 2021-04-15 04:11:41,872 INFO : EVAL, epoch=0051, iter=00040/00040, fetch data time cost=0.06ms, fps=3263 images/s, loss=1.9918, top1-acc=51.80%, top5-acc=80.95%, remaining_time=0:00:00, arrival_time=2021-04-15 04:11:41.871971, cost_time=0:00:03.150546 2021-04-15 04:11:42,324 INFO : Epoch=0051 complete, best val top1-acc=57.99%, top5-acc=85.39% (epoch=41), remaining_time=2:26:22.255935, arrival_time=2021-04-15 06:38:04.580599, cost_time=0:50:06.007076 2021-04-15 04:11:42,326 INFO : Train start, epoch=0052, lr=0.084796 2021-04-15 04:11:45,319 INFO : TRAIN, epoch=0052, iter=00010/00196, fetch data time cost=1.35ms, fps=855 images/s, loss=0.7209, top1-acc=78.63%, top5-acc=96.17%, remaining_time=0:00:55.663476, arrival_time=2021-04-15 04:12:40.982582, cost_time=0:00:02.992655 2021-04-15 04:11:48,131 INFO : TRAIN, epoch=0052, iter=00020/00196, fetch data time cost=1.44ms, fps=910 images/s, loss=0.6834, top1-acc=79.34%, top5-acc=96.60%, remaining_time=0:00:51.083296, arrival_time=2021-04-15 04:12:39.214628, cost_time=0:00:05.804912 2021-04-15 04:11:50,945 INFO : TRAIN, epoch=0052, iter=00030/00196, fetch data time cost=1.33ms, fps=910 images/s, loss=0.6655, top1-acc=80.01%, top5-acc=96.87%, remaining_time=0:00:47.691634, arrival_time=2021-04-15 04:12:38.637055, cost_time=0:00:08.618976 2021-04-15 04:11:53,761 INFO : TRAIN, epoch=0052, iter=00040/00196, fetch data time cost=1.33ms, fps=909 images/s, loss=0.6574, top1-acc=80.30%, top5-acc=96.92%, remaining_time=0:00:44.596500, arrival_time=2021-04-15 04:12:38.357909, cost_time=0:00:11.434981 2021-04-15 04:11:56,575 INFO : TRAIN, epoch=0052, iter=00050/00196, fetch data time cost=1.43ms, fps=910 images/s, loss=0.6621, top1-acc=80.12%, top5-acc=96.88%, remaining_time=0:00:41.605912, arrival_time=2021-04-15 04:12:38.180918, cost_time=0:00:14.248582 2021-04-15 04:11:59,392 INFO : TRAIN, epoch=0052, iter=00060/00196, fetch data time cost=1.39ms, fps=909 images/s, loss=0.6742, top1-acc=79.74%, top5-acc=96.83%, remaining_time=0:00:38.683976, arrival_time=2021-04-15 04:12:38.076849, cost_time=0:00:17.066460 2021-04-15 04:12:02,202 INFO : TRAIN, epoch=0052, iter=00070/00196, fetch data time cost=1.30ms, fps=911 images/s, loss=0.6722, top1-acc=79.67%, top5-acc=96.84%, remaining_time=0:00:35.776062, arrival_time=2021-04-15 04:12:37.978055, cost_time=0:00:19.875576 2021-04-15 04:12:05,020 INFO : TRAIN, epoch=0052, iter=00080/00196, fetch data time cost=1.41ms, fps=908 images/s, loss=0.6772, top1-acc=79.58%, top5-acc=96.84%, remaining_time=0:00:32.906068, arrival_time=2021-04-15 04:12:37.926362, cost_time=0:00:22.693867 2021-04-15 04:12:07,831 INFO : TRAIN, epoch=0052, iter=00090/00196, fetch data time cost=1.34ms, fps=911 images/s, loss=0.6814, top1-acc=79.51%, top5-acc=96.77%, remaining_time=0:00:30.039340, arrival_time=2021-04-15 04:12:37.870895, cost_time=0:00:25.505138 2021-04-15 04:12:10,643 INFO : TRAIN, epoch=0052, iter=00100/00196, fetch data time cost=1.53ms, fps=911 images/s, loss=0.6798, top1-acc=79.53%, top5-acc=96.82%, remaining_time=0:00:27.184128, arrival_time=2021-04-15 04:12:37.827451, cost_time=0:00:28.316842 2021-04-15 04:12:13,452 INFO : TRAIN, epoch=0052, iter=00110/00196, fetch data time cost=1.38ms, fps=912 images/s, loss=0.6856, top1-acc=79.36%, top5-acc=96.75%, remaining_time=0:00:24.334560, arrival_time=2021-04-15 04:12:37.786570, cost_time=0:00:31.125593 2021-04-15 04:12:16,256 INFO : TRAIN, epoch=0052, iter=00120/00196, fetch data time cost=1.29ms, fps=913 images/s, loss=0.6875, top1-acc=79.25%, top5-acc=96.71%, remaining_time=0:00:21.489076, arrival_time=2021-04-15 04:12:37.745675, cost_time=0:00:33.930156 2021-04-15 04:12:19,071 INFO : TRAIN, epoch=0052, iter=00130/00196, fetch data time cost=1.51ms, fps=910 images/s, loss=0.6897, top1-acc=79.18%, top5-acc=96.69%, remaining_time=0:00:18.655032, arrival_time=2021-04-15 04:12:37.726168, cost_time=0:00:36.744718 2021-04-15 04:12:21,887 INFO : TRAIN, epoch=0052, iter=00140/00196, fetch data time cost=1.32ms, fps=909 images/s, loss=0.6925, top1-acc=79.15%, top5-acc=96.66%, remaining_time=0:00:15.824312, arrival_time=2021-04-15 04:12:37.711496, cost_time=0:00:39.560742 2021-04-15 04:12:24,701 INFO : TRAIN, epoch=0052, iter=00150/00196, fetch data time cost=1.55ms, fps=910 images/s, loss=0.6948, top1-acc=79.09%, top5-acc=96.64%, remaining_time=0:00:12.995184, arrival_time=2021-04-15 04:12:37.697137, cost_time=0:00:42.375536 2021-04-15 04:12:27,514 INFO : TRAIN, epoch=0052, iter=00160/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.6991, top1-acc=78.98%, top5-acc=96.57%, remaining_time=0:00:10.167408, arrival_time=2021-04-15 04:12:37.682332, cost_time=0:00:45.188511 2021-04-15 04:12:30,328 INFO : TRAIN, epoch=0052, iter=00170/00196, fetch data time cost=1.39ms, fps=910 images/s, loss=0.7031, top1-acc=78.82%, top5-acc=96.53%, remaining_time=0:00:07.341516, arrival_time=2021-04-15 04:12:37.670189, cost_time=0:00:48.002244 2021-04-15 04:12:33,147 INFO : TRAIN, epoch=0052, iter=00180/00196, fetch data time cost=1.37ms, fps=908 images/s, loss=0.7057, top1-acc=78.70%, top5-acc=96.51%, remaining_time=0:00:04.517440, arrival_time=2021-04-15 04:12:37.665093, cost_time=0:00:50.821239 2021-04-15 04:12:35,957 INFO : TRAIN, epoch=0052, iter=00190/00196, fetch data time cost=1.12ms, fps=911 images/s, loss=0.7071, top1-acc=78.67%, top5-acc=96.49%, remaining_time=0:00:01.693626, arrival_time=2021-04-15 04:12:37.651554, cost_time=0:00:53.631508 2021-04-15 04:12:37,470 INFO : TRAIN, epoch=0052, iter=00196/00196, fetch data time cost=1.20ms, fps=900 images/s, loss=0.7073, top1-acc=78.65%, top5-acc=96.48%, remaining_time=0:00:00, arrival_time=2021-04-15 04:12:37.470048, cost_time=0:00:55.143643 2021-04-15 04:12:38,356 INFO : EVAL, epoch=0052, iter=00010/00040, fetch data time cost=0.17ms, fps=2893 images/s, loss=1.7813, top1-acc=56.56%, top5-acc=82.70%, remaining_time=0:00:02.654730, arrival_time=2021-04-15 04:12:41.011262, cost_time=0:00:00.884913 2021-04-15 04:12:39,131 INFO : EVAL, epoch=0052, iter=00020/00040, fetch data time cost=1.34ms, fps=3305 images/s, loss=1.7979, top1-acc=55.47%, top5-acc=82.93%, remaining_time=0:00:01.659800, arrival_time=2021-04-15 04:12:40.791210, cost_time=0:00:01.659796 2021-04-15 04:12:39,907 INFO : EVAL, epoch=0052, iter=00030/00040, fetch data time cost=1.27ms, fps=3301 images/s, loss=1.8304, top1-acc=54.84%, top5-acc=82.59%, remaining_time=0:00:00.811850, arrival_time=2021-04-15 04:12:40.719017, cost_time=0:00:02.435561 2021-04-15 04:12:40,616 INFO : EVAL, epoch=0052, iter=00040/00040, fetch data time cost=0.05ms, fps=3270 images/s, loss=1.8449, top1-acc=54.95%, top5-acc=82.93%, remaining_time=0:00:00, arrival_time=2021-04-15 04:12:40.616927, cost_time=0:00:03.145349 2021-04-15 04:12:41,036 INFO : Epoch=0052 complete, best val top1-acc=57.99%, top5-acc=85.39% (epoch=41), remaining_time=2:25:22.662384, arrival_time=2021-04-15 06:38:03.699211, cost_time=0:51:04.719231 2021-04-15 04:12:41,038 INFO : Train start, epoch=0053, lr=0.084227 2021-04-15 04:12:43,968 INFO : TRAIN, epoch=0053, iter=00010/00196, fetch data time cost=1.34ms, fps=874 images/s, loss=0.6677, top1-acc=80.51%, top5-acc=97.23%, remaining_time=0:00:54.511392, arrival_time=2021-04-15 04:13:38.480246, cost_time=0:00:02.930721 2021-04-15 04:12:46,785 INFO : TRAIN, epoch=0053, iter=00020/00196, fetch data time cost=1.45ms, fps=909 images/s, loss=0.6601, top1-acc=80.80%, top5-acc=97.25%, remaining_time=0:00:50.577824, arrival_time=2021-04-15 04:13:37.363440, cost_time=0:00:05.747476 2021-04-15 04:12:49,595 INFO : TRAIN, epoch=0053, iter=00030/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.6546, top1-acc=80.48%, top5-acc=97.11%, remaining_time=0:00:47.347848, arrival_time=2021-04-15 04:13:36.942818, cost_time=0:00:08.556832 2021-04-15 04:12:52,408 INFO : TRAIN, epoch=0053, iter=00040/00196, fetch data time cost=1.51ms, fps=910 images/s, loss=0.6537, top1-acc=80.20%, top5-acc=97.10%, remaining_time=0:00:44.343780, arrival_time=2021-04-15 04:13:36.752119, cost_time=0:00:11.370207 2021-04-15 04:12:55,222 INFO : TRAIN, epoch=0053, iter=00050/00196, fetch data time cost=1.36ms, fps=910 images/s, loss=0.6591, top1-acc=80.07%, top5-acc=97.12%, remaining_time=0:00:41.416842, arrival_time=2021-04-15 04:13:36.638841, cost_time=0:00:14.183859 2021-04-15 04:12:58,037 INFO : TRAIN, epoch=0053, iter=00060/00196, fetch data time cost=1.53ms, fps=909 images/s, loss=0.6656, top1-acc=79.79%, top5-acc=97.07%, remaining_time=0:00:38.531928, arrival_time=2021-04-15 04:13:36.569448, cost_time=0:00:16.999382 2021-04-15 04:13:00,861 INFO : TRAIN, epoch=0053, iter=00070/00196, fetch data time cost=1.41ms, fps=907 images/s, loss=0.6732, top1-acc=79.56%, top5-acc=96.98%, remaining_time=0:00:35.681814, arrival_time=2021-04-15 04:13:36.543256, cost_time=0:00:19.823237 2021-04-15 04:13:03,674 INFO : TRAIN, epoch=0053, iter=00080/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.6750, top1-acc=79.56%, top5-acc=96.96%, remaining_time=0:00:32.822548, arrival_time=2021-04-15 04:13:36.496894, cost_time=0:00:22.636211 2021-04-15 04:13:06,487 INFO : TRAIN, epoch=0053, iter=00090/00196, fetch data time cost=1.38ms, fps=910 images/s, loss=0.6745, top1-acc=79.41%, top5-acc=96.99%, remaining_time=0:00:29.973090, arrival_time=2021-04-15 04:13:36.460073, cost_time=0:00:25.448826 2021-04-15 04:13:09,300 INFO : TRAIN, epoch=0053, iter=00100/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.6801, top1-acc=79.15%, top5-acc=96.96%, remaining_time=0:00:27.131520, arrival_time=2021-04-15 04:13:36.431709, cost_time=0:00:28.262005 2021-04-15 04:13:12,116 INFO : TRAIN, epoch=0053, iter=00110/00196, fetch data time cost=1.38ms, fps=909 images/s, loss=0.6818, top1-acc=79.12%, top5-acc=96.96%, remaining_time=0:00:24.297408, arrival_time=2021-04-15 04:13:36.413656, cost_time=0:00:31.078111 2021-04-15 04:13:14,930 INFO : TRAIN, epoch=0053, iter=00120/00196, fetch data time cost=1.39ms, fps=910 images/s, loss=0.6842, top1-acc=79.08%, top5-acc=96.96%, remaining_time=0:00:21.464908, arrival_time=2021-04-15 04:13:36.394991, cost_time=0:00:33.891944 2021-04-15 04:13:17,746 INFO : TRAIN, epoch=0053, iter=00130/00196, fetch data time cost=1.34ms, fps=909 images/s, loss=0.6809, top1-acc=79.21%, top5-acc=97.00%, remaining_time=0:00:18.636288, arrival_time=2021-04-15 04:13:36.382308, cost_time=0:00:36.707885 2021-04-15 04:13:20,562 INFO : TRAIN, epoch=0053, iter=00140/00196, fetch data time cost=1.33ms, fps=909 images/s, loss=0.6873, top1-acc=79.00%, top5-acc=96.91%, remaining_time=0:00:15.809920, arrival_time=2021-04-15 04:13:36.372811, cost_time=0:00:39.524755 2021-04-15 04:13:23,377 INFO : TRAIN, epoch=0053, iter=00150/00196, fetch data time cost=1.45ms, fps=910 images/s, loss=0.6887, top1-acc=78.90%, top5-acc=96.90%, remaining_time=0:00:12.984006, arrival_time=2021-04-15 04:13:36.361231, cost_time=0:00:42.339089 2021-04-15 04:13:26,190 INFO : TRAIN, epoch=0053, iter=00160/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=0.6908, top1-acc=78.84%, top5-acc=96.90%, remaining_time=0:00:10.159308, arrival_time=2021-04-15 04:13:36.349998, cost_time=0:00:45.152556 2021-04-15 04:13:29,004 INFO : TRAIN, epoch=0053, iter=00170/00196, fetch data time cost=1.37ms, fps=910 images/s, loss=0.6952, top1-acc=78.75%, top5-acc=96.85%, remaining_time=0:00:07.335978, arrival_time=2021-04-15 04:13:36.340133, cost_time=0:00:47.966012 2021-04-15 04:13:31,821 INFO : TRAIN, epoch=0053, iter=00180/00196, fetch data time cost=1.38ms, fps=909 images/s, loss=0.6969, top1-acc=78.71%, top5-acc=96.81%, remaining_time=0:00:04.514080, arrival_time=2021-04-15 04:13:36.335613, cost_time=0:00:50.783397 2021-04-15 04:13:34,637 INFO : TRAIN, epoch=0053, iter=00190/00196, fetch data time cost=1.22ms, fps=909 images/s, loss=0.6990, top1-acc=78.67%, top5-acc=96.79%, remaining_time=0:00:01.692624, arrival_time=2021-04-15 04:13:36.330543, cost_time=0:00:53.599784 2021-04-15 04:13:36,148 INFO : TRAIN, epoch=0053, iter=00196/00196, fetch data time cost=1.21ms, fps=900 images/s, loss=0.7028, top1-acc=78.61%, top5-acc=96.76%, remaining_time=0:00:00, arrival_time=2021-04-15 04:13:36.148644, cost_time=0:00:55.110518 2021-04-15 04:13:37,042 INFO : EVAL, epoch=0053, iter=00010/00040, fetch data time cost=1.43ms, fps=2868 images/s, loss=2.1229, top1-acc=50.51%, top5-acc=78.87%, remaining_time=0:00:02.677440, arrival_time=2021-04-15 04:13:39.720133, cost_time=0:00:00.892485 2021-04-15 04:13:37,817 INFO : EVAL, epoch=0053, iter=00020/00040, fetch data time cost=1.37ms, fps=3304 images/s, loss=2.1360, top1-acc=50.66%, top5-acc=78.20%, remaining_time=0:00:01.667620, arrival_time=2021-04-15 04:13:39.485441, cost_time=0:00:01.667617 2021-04-15 04:13:38,596 INFO : EVAL, epoch=0053, iter=00030/00040, fetch data time cost=1.94ms, fps=3289 images/s, loss=2.1654, top1-acc=49.87%, top5-acc=77.62%, remaining_time=0:00:00.815400, arrival_time=2021-04-15 04:13:39.411892, cost_time=0:00:02.446195 2021-04-15 04:13:39,306 INFO : EVAL, epoch=0053, iter=00040/00040, fetch data time cost=0.06ms, fps=3271 images/s, loss=2.1727, top1-acc=49.97%, top5-acc=77.55%, remaining_time=0:00:00, arrival_time=2021-04-15 04:13:39.306203, cost_time=0:00:03.156022 2021-04-15 04:13:39,776 INFO : Epoch=0053 complete, best val top1-acc=57.99%, top5-acc=85.39% (epoch=41), remaining_time=2:24:23.178636, arrival_time=2021-04-15 06:38:02.955189, cost_time=0:52:03.458970 2021-04-15 04:13:39,777 INFO : Train start, epoch=0054, lr=0.083651 2021-04-15 04:13:42,756 INFO : TRAIN, epoch=0054, iter=00010/00196, fetch data time cost=1.35ms, fps=859 images/s, loss=0.6816, top1-acc=78.95%, top5-acc=96.95%, remaining_time=0:00:55.402332, arrival_time=2021-04-15 04:14:38.158866, cost_time=0:00:02.978621 2021-04-15 04:13:45,568 INFO : TRAIN, epoch=0054, iter=00020/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.6567, top1-acc=79.80%, top5-acc=97.23%, remaining_time=0:00:50.956048, arrival_time=2021-04-15 04:14:36.524418, cost_time=0:00:05.790467 2021-04-15 04:13:48,381 INFO : TRAIN, epoch=0054, iter=00030/00196, fetch data time cost=1.33ms, fps=910 images/s, loss=0.6614, top1-acc=79.78%, top5-acc=97.17%, remaining_time=0:00:47.605812, arrival_time=2021-04-15 04:14:35.987171, cost_time=0:00:08.603448 2021-04-15 04:13:51,192 INFO : TRAIN, epoch=0054, iter=00040/00196, fetch data time cost=1.28ms, fps=911 images/s, loss=0.6599, top1-acc=79.95%, top5-acc=97.19%, remaining_time=0:00:44.516472, arrival_time=2021-04-15 04:14:35.708873, cost_time=0:00:11.414486 2021-04-15 04:13:54,005 INFO : TRAIN, epoch=0054, iter=00050/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=0.6566, top1-acc=80.06%, top5-acc=97.09%, remaining_time=0:00:41.542986, arrival_time=2021-04-15 04:14:35.547942, cost_time=0:00:14.227050 2021-04-15 04:13:56,816 INFO : TRAIN, epoch=0054, iter=00060/00196, fetch data time cost=1.43ms, fps=911 images/s, loss=0.6600, top1-acc=79.99%, top5-acc=97.02%, remaining_time=0:00:38.619648, arrival_time=2021-04-15 04:14:35.435634, cost_time=0:00:17.038081 2021-04-15 04:13:59,625 INFO : TRAIN, epoch=0054, iter=00070/00196, fetch data time cost=1.39ms, fps=911 images/s, loss=0.6626, top1-acc=79.80%, top5-acc=97.01%, remaining_time=0:00:35.725914, arrival_time=2021-04-15 04:14:35.351553, cost_time=0:00:19.847727 2021-04-15 04:14:02,439 INFO : TRAIN, epoch=0054, iter=00080/00196, fetch data time cost=1.38ms, fps=910 images/s, loss=0.6624, top1-acc=79.74%, top5-acc=97.07%, remaining_time=0:00:32.859784, arrival_time=2021-04-15 04:14:35.299593, cost_time=0:00:22.661899 2021-04-15 04:14:05,253 INFO : TRAIN, epoch=0054, iter=00090/00196, fetch data time cost=1.53ms, fps=910 images/s, loss=0.6637, top1-acc=79.70%, top5-acc=97.07%, remaining_time=0:00:30.004572, arrival_time=2021-04-15 04:14:35.258062, cost_time=0:00:25.475587 2021-04-15 04:14:08,073 INFO : TRAIN, epoch=0054, iter=00100/00196, fetch data time cost=1.40ms, fps=908 images/s, loss=0.6658, top1-acc=79.72%, top5-acc=97.05%, remaining_time=0:00:27.163488, arrival_time=2021-04-15 04:14:35.236675, cost_time=0:00:28.295278 2021-04-15 04:14:10,887 INFO : TRAIN, epoch=0054, iter=00110/00196, fetch data time cost=1.52ms, fps=910 images/s, loss=0.6733, top1-acc=79.44%, top5-acc=97.05%, remaining_time=0:00:24.321746, arrival_time=2021-04-15 04:14:35.208866, cost_time=0:00:31.109204 2021-04-15 04:14:13,701 INFO : TRAIN, epoch=0054, iter=00120/00196, fetch data time cost=1.42ms, fps=910 images/s, loss=0.6779, top1-acc=79.28%, top5-acc=97.00%, remaining_time=0:00:21.484820, arrival_time=2021-04-15 04:14:35.186110, cost_time=0:00:33.923381 2021-04-15 04:14:16,518 INFO : TRAIN, epoch=0054, iter=00130/00196, fetch data time cost=1.63ms, fps=909 images/s, loss=0.6821, top1-acc=79.19%, top5-acc=96.95%, remaining_time=0:00:18.652788, arrival_time=2021-04-15 04:14:35.171033, cost_time=0:00:36.740334 2021-04-15 04:14:19,339 INFO : TRAIN, epoch=0054, iter=00140/00196, fetch data time cost=1.32ms, fps=908 images/s, loss=0.6849, top1-acc=79.16%, top5-acc=96.89%, remaining_time=0:00:15.824424, arrival_time=2021-04-15 04:14:35.163422, cost_time=0:00:39.561087 2021-04-15 04:14:22,150 INFO : TRAIN, epoch=0054, iter=00150/00196, fetch data time cost=1.52ms, fps=911 images/s, loss=0.6905, top1-acc=78.99%, top5-acc=96.85%, remaining_time=0:00:12.994172, arrival_time=2021-04-15 04:14:35.144375, cost_time=0:00:42.372301 2021-04-15 04:14:24,957 INFO : TRAIN, epoch=0054, iter=00160/00196, fetch data time cost=1.31ms, fps=912 images/s, loss=0.6946, top1-acc=78.89%, top5-acc=96.82%, remaining_time=0:00:10.165392, arrival_time=2021-04-15 04:14:35.122892, cost_time=0:00:45.179503 2021-04-15 04:14:27,769 INFO : TRAIN, epoch=0054, iter=00170/00196, fetch data time cost=1.38ms, fps=911 images/s, loss=0.6958, top1-acc=78.84%, top5-acc=96.81%, remaining_time=0:00:07.339852, arrival_time=2021-04-15 04:14:35.109132, cost_time=0:00:47.991374 2021-04-15 04:14:30,577 INFO : TRAIN, epoch=0054, iter=00180/00196, fetch data time cost=1.88ms, fps=912 images/s, loss=0.6986, top1-acc=78.76%, top5-acc=96.79%, remaining_time=0:00:04.515536, arrival_time=2021-04-15 04:14:35.093199, cost_time=0:00:50.799746 2021-04-15 04:14:33,393 INFO : TRAIN, epoch=0054, iter=00190/00196, fetch data time cost=1.29ms, fps=909 images/s, loss=0.7021, top1-acc=78.62%, top5-acc=96.75%, remaining_time=0:00:01.693134, arrival_time=2021-04-15 04:14:35.087005, cost_time=0:00:53.615960 2021-04-15 04:14:34,907 INFO : TRAIN, epoch=0054, iter=00196/00196, fetch data time cost=1.03ms, fps=899 images/s, loss=0.7057, top1-acc=78.53%, top5-acc=96.73%, remaining_time=0:00:00, arrival_time=2021-04-15 04:14:34.907016, cost_time=0:00:55.129139 2021-04-15 04:14:35,823 INFO : EVAL, epoch=0054, iter=00010/00040, fetch data time cost=0.30ms, fps=2800 images/s, loss=1.8414, top1-acc=52.70%, top5-acc=81.95%, remaining_time=0:00:02.743290, arrival_time=2021-04-15 04:14:38.566254, cost_time=0:00:00.914431 2021-04-15 04:14:36,597 INFO : EVAL, epoch=0054, iter=00020/00040, fetch data time cost=1.19ms, fps=3308 images/s, loss=1.8051, top1-acc=53.79%, top5-acc=82.64%, remaining_time=0:00:01.688600, arrival_time=2021-04-15 04:14:38.285717, cost_time=0:00:01.688597 2021-04-15 04:14:37,374 INFO : EVAL, epoch=0054, iter=00030/00040, fetch data time cost=1.22ms, fps=3297 images/s, loss=1.7955, top1-acc=54.28%, top5-acc=82.77%, remaining_time=0:00:00.821820, arrival_time=2021-04-15 04:14:38.195811, cost_time=0:00:02.465459 2021-04-15 04:14:38,081 INFO : EVAL, epoch=0054, iter=00040/00040, fetch data time cost=0.05ms, fps=3280 images/s, loss=1.8025, top1-acc=54.17%, top5-acc=82.24%, remaining_time=0:00:00, arrival_time=2021-04-15 04:14:38.081722, cost_time=0:00:03.173220 2021-04-15 04:14:38,526 INFO : Epoch=0054 complete, best val top1-acc=57.99%, top5-acc=85.39% (epoch=41), remaining_time=2:23:23.750070, arrival_time=2021-04-15 06:38:02.276612, cost_time=0:53:02.208949 2021-04-15 04:14:38,527 INFO : Train start, epoch=0055, lr=0.083066 2021-04-15 04:14:41,456 INFO : TRAIN, epoch=0055, iter=00010/00196, fetch data time cost=1.28ms, fps=874 images/s, loss=0.6520, top1-acc=79.73%, top5-acc=97.23%, remaining_time=0:00:54.478098, arrival_time=2021-04-15 04:15:35.934897, cost_time=0:00:02.928926 2021-04-15 04:14:44,275 INFO : TRAIN, epoch=0055, iter=00020/00196, fetch data time cost=1.47ms, fps=908 images/s, loss=0.6546, top1-acc=80.25%, top5-acc=96.99%, remaining_time=0:00:50.582400, arrival_time=2021-04-15 04:15:34.858281, cost_time=0:00:05.748006 2021-04-15 04:14:47,089 INFO : TRAIN, epoch=0055, iter=00030/00196, fetch data time cost=1.34ms, fps=910 images/s, loss=0.6552, top1-acc=80.21%, top5-acc=97.02%, remaining_time=0:00:47.372748, arrival_time=2021-04-15 04:15:34.461947, cost_time=0:00:08.561331 2021-04-15 04:14:49,902 INFO : TRAIN, epoch=0055, iter=00040/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.6480, top1-acc=80.39%, top5-acc=97.06%, remaining_time=0:00:44.361876, arrival_time=2021-04-15 04:15:34.264589, cost_time=0:00:11.374837 2021-04-15 04:14:52,722 INFO : TRAIN, epoch=0055, iter=00050/00196, fetch data time cost=1.38ms, fps=908 images/s, loss=0.6466, top1-acc=80.37%, top5-acc=97.09%, remaining_time=0:00:41.448524, arrival_time=2021-04-15 04:15:34.171071, cost_time=0:00:14.194681 2021-04-15 04:14:55,540 INFO : TRAIN, epoch=0055, iter=00060/00196, fetch data time cost=1.38ms, fps=909 images/s, loss=0.6455, top1-acc=80.50%, top5-acc=97.10%, remaining_time=0:00:38.562120, arrival_time=2021-04-15 04:15:34.102710, cost_time=0:00:17.012700 2021-04-15 04:14:58,357 INFO : TRAIN, epoch=0055, iter=00070/00196, fetch data time cost=1.40ms, fps=909 images/s, loss=0.6440, top1-acc=80.44%, top5-acc=97.17%, remaining_time=0:00:35.693406, arrival_time=2021-04-15 04:15:34.050950, cost_time=0:00:19.829679 2021-04-15 04:15:01,171 INFO : TRAIN, epoch=0055, iter=00080/00196, fetch data time cost=1.38ms, fps=910 images/s, loss=0.6463, top1-acc=80.28%, top5-acc=97.18%, remaining_time=0:00:32.832988, arrival_time=2021-04-15 04:15:34.004267, cost_time=0:00:22.643406 2021-04-15 04:15:03,991 INFO : TRAIN, epoch=0055, iter=00090/00196, fetch data time cost=1.28ms, fps=908 images/s, loss=0.6519, top1-acc=80.13%, top5-acc=97.17%, remaining_time=0:00:29.990686, arrival_time=2021-04-15 04:15:33.982399, cost_time=0:00:25.463829 2021-04-15 04:15:06,802 INFO : TRAIN, epoch=0055, iter=00100/00196, fetch data time cost=1.37ms, fps=911 images/s, loss=0.6526, top1-acc=80.13%, top5-acc=97.19%, remaining_time=0:00:27.143616, arrival_time=2021-04-15 04:15:33.946089, cost_time=0:00:28.274604 2021-04-15 04:15:09,620 INFO : TRAIN, epoch=0055, iter=00110/00196, fetch data time cost=1.28ms, fps=909 images/s, loss=0.6537, top1-acc=80.06%, top5-acc=97.20%, remaining_time=0:00:24.308330, arrival_time=2021-04-15 04:15:33.928274, cost_time=0:00:31.092004 2021-04-15 04:15:12,437 INFO : TRAIN, epoch=0055, iter=00120/00196, fetch data time cost=1.42ms, fps=909 images/s, loss=0.6572, top1-acc=79.96%, top5-acc=97.19%, remaining_time=0:00:21.476156, arrival_time=2021-04-15 04:15:33.913846, cost_time=0:00:33.909763 2021-04-15 04:15:15,251 INFO : TRAIN, epoch=0055, iter=00130/00196, fetch data time cost=1.24ms, fps=910 images/s, loss=0.6604, top1-acc=79.86%, top5-acc=97.12%, remaining_time=0:00:18.644076, arrival_time=2021-04-15 04:15:33.895113, cost_time=0:00:36.723163 2021-04-15 04:15:18,062 INFO : TRAIN, epoch=0055, iter=00140/00196, fetch data time cost=1.30ms, fps=911 images/s, loss=0.6654, top1-acc=79.65%, top5-acc=97.07%, remaining_time=0:00:15.813840, arrival_time=2021-04-15 04:15:33.876353, cost_time=0:00:39.534621 2021-04-15 04:15:20,875 INFO : TRAIN, epoch=0055, iter=00150/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.6684, top1-acc=79.60%, top5-acc=97.04%, remaining_time=0:00:12.986582, arrival_time=2021-04-15 04:15:33.862017, cost_time=0:00:42.347567 2021-04-15 04:15:23,689 INFO : TRAIN, epoch=0055, iter=00160/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=0.6722, top1-acc=79.45%, top5-acc=97.00%, remaining_time=0:00:10.161324, arrival_time=2021-04-15 04:15:33.850593, cost_time=0:00:45.161391 2021-04-15 04:15:26,503 INFO : TRAIN, epoch=0055, iter=00170/00196, fetch data time cost=1.41ms, fps=910 images/s, loss=0.6767, top1-acc=79.30%, top5-acc=96.96%, remaining_time=0:00:07.337486, arrival_time=2021-04-15 04:15:33.841267, cost_time=0:00:47.975905 2021-04-15 04:15:29,317 INFO : TRAIN, epoch=0055, iter=00180/00196, fetch data time cost=1.56ms, fps=910 images/s, loss=0.6797, top1-acc=79.22%, top5-acc=96.92%, remaining_time=0:00:04.514656, arrival_time=2021-04-15 04:15:33.832489, cost_time=0:00:50.789964 2021-04-15 04:15:32,133 INFO : TRAIN, epoch=0055, iter=00190/00196, fetch data time cost=1.21ms, fps=909 images/s, loss=0.6849, top1-acc=79.10%, top5-acc=96.86%, remaining_time=0:00:01.692798, arrival_time=2021-04-15 04:15:33.825881, cost_time=0:00:53.605208 2021-04-15 04:15:33,644 INFO : TRAIN, epoch=0055, iter=00196/00196, fetch data time cost=1.17ms, fps=900 images/s, loss=0.6866, top1-acc=79.04%, top5-acc=96.84%, remaining_time=0:00:00, arrival_time=2021-04-15 04:15:33.644205, cost_time=0:00:55.116348 2021-04-15 04:15:34,535 INFO : EVAL, epoch=0055, iter=00010/00040, fetch data time cost=1.28ms, fps=2877 images/s, loss=1.6835, top1-acc=57.81%, top5-acc=83.87%, remaining_time=0:00:02.669010, arrival_time=2021-04-15 04:15:37.204437, cost_time=0:00:00.889670 2021-04-15 04:15:35,312 INFO : EVAL, epoch=0055, iter=00020/00040, fetch data time cost=1.28ms, fps=3297 images/s, loss=1.6916, top1-acc=57.03%, top5-acc=84.30%, remaining_time=0:00:01.666420, arrival_time=2021-04-15 04:15:36.978595, cost_time=0:00:01.666428 2021-04-15 04:15:36,086 INFO : EVAL, epoch=0055, iter=00030/00040, fetch data time cost=1.19ms, fps=3308 images/s, loss=1.6970, top1-acc=57.21%, top5-acc=84.14%, remaining_time=0:00:00.813570, arrival_time=2021-04-15 04:15:36.900033, cost_time=0:00:02.440710 2021-04-15 04:15:36,795 INFO : EVAL, epoch=0055, iter=00040/00040, fetch data time cost=0.06ms, fps=3272 images/s, loss=1.6838, top1-acc=57.29%, top5-acc=84.35%, remaining_time=0:00:00, arrival_time=2021-04-15 04:15:36.795926, cost_time=0:00:03.150199 2021-04-15 04:15:37,256 INFO : Epoch=0055 complete, best val top1-acc=57.99%, top5-acc=85.39% (epoch=41), remaining_time=2:22:24.294215, arrival_time=2021-04-15 06:38:01.550980, cost_time=0:54:00.939179 2021-04-15 04:15:37,258 INFO : Train start, epoch=0056, lr=0.082472 2021-04-15 04:15:40,190 INFO : TRAIN, epoch=0056, iter=00010/00196, fetch data time cost=1.49ms, fps=873 images/s, loss=0.6495, top1-acc=79.69%, top5-acc=97.46%, remaining_time=0:00:54.547290, arrival_time=2021-04-15 04:16:34.738159, cost_time=0:00:02.932648 2021-04-15 04:15:43,003 INFO : TRAIN, epoch=0056, iter=00020/00196, fetch data time cost=1.34ms, fps=910 images/s, loss=0.6574, top1-acc=79.96%, top5-acc=97.23%, remaining_time=0:00:50.556000, arrival_time=2021-04-15 04:16:33.559227, cost_time=0:00:05.745001 2021-04-15 04:15:45,819 INFO : TRAIN, epoch=0056, iter=00030/00196, fetch data time cost=1.34ms, fps=909 images/s, loss=0.6449, top1-acc=80.35%, top5-acc=97.28%, remaining_time=0:00:47.374408, arrival_time=2021-04-15 04:16:33.194259, cost_time=0:00:08.561637 2021-04-15 04:15:48,633 INFO : TRAIN, epoch=0056, iter=00040/00196, fetch data time cost=1.39ms, fps=910 images/s, loss=0.6465, top1-acc=80.23%, top5-acc=97.25%, remaining_time=0:00:44.363592, arrival_time=2021-04-15 04:16:32.997089, cost_time=0:00:11.375276 2021-04-15 04:15:51,442 INFO : TRAIN, epoch=0056, iter=00050/00196, fetch data time cost=1.36ms, fps=911 images/s, loss=0.6427, top1-acc=80.16%, top5-acc=97.30%, remaining_time=0:00:41.418886, arrival_time=2021-04-15 04:16:32.861675, cost_time=0:00:14.184571 2021-04-15 04:15:54,249 INFO : TRAIN, epoch=0056, iter=00060/00196, fetch data time cost=1.29ms, fps=912 images/s, loss=0.6407, top1-acc=80.31%, top5-acc=97.27%, remaining_time=0:00:38.513704, arrival_time=2021-04-15 04:16:32.763307, cost_time=0:00:16.991315 2021-04-15 04:15:57,060 INFO : TRAIN, epoch=0056, iter=00070/00196, fetch data time cost=1.32ms, fps=911 images/s, loss=0.6402, top1-acc=80.40%, top5-acc=97.23%, remaining_time=0:00:35.643258, arrival_time=2021-04-15 04:16:32.703324, cost_time=0:00:19.801794 2021-04-15 04:15:59,869 INFO : TRAIN, epoch=0056, iter=00080/00196, fetch data time cost=1.32ms, fps=911 images/s, loss=0.6414, top1-acc=80.50%, top5-acc=97.23%, remaining_time=0:00:32.785892, arrival_time=2021-04-15 04:16:32.655097, cost_time=0:00:22.610987 2021-04-15 04:16:02,688 INFO : TRAIN, epoch=0056, iter=00090/00196, fetch data time cost=1.28ms, fps=908 images/s, loss=0.6504, top1-acc=80.16%, top5-acc=97.19%, remaining_time=0:00:29.950830, arrival_time=2021-04-15 04:16:32.639002, cost_time=0:00:25.429924 2021-04-15 04:16:05,502 INFO : TRAIN, epoch=0056, iter=00100/00196, fetch data time cost=1.41ms, fps=910 images/s, loss=0.6527, top1-acc=80.12%, top5-acc=97.16%, remaining_time=0:00:27.114912, arrival_time=2021-04-15 04:16:32.617864, cost_time=0:00:28.244737 2021-04-15 04:16:08,312 INFO : TRAIN, epoch=0056, iter=00110/00196, fetch data time cost=1.35ms, fps=911 images/s, loss=0.6555, top1-acc=79.97%, top5-acc=97.15%, remaining_time=0:00:24.278660, arrival_time=2021-04-15 04:16:32.590956, cost_time=0:00:31.054077 2021-04-15 04:16:11,123 INFO : TRAIN, epoch=0056, iter=00120/00196, fetch data time cost=1.27ms, fps=911 images/s, loss=0.6608, top1-acc=79.78%, top5-acc=97.12%, remaining_time=0:00:21.448112, arrival_time=2021-04-15 04:16:32.571806, cost_time=0:00:33.865467 2021-04-15 04:16:13,939 INFO : TRAIN, epoch=0056, iter=00130/00196, fetch data time cost=1.39ms, fps=909 images/s, loss=0.6626, top1-acc=79.68%, top5-acc=97.09%, remaining_time=0:00:18.623022, arrival_time=2021-04-15 04:16:32.562952, cost_time=0:00:36.681705 2021-04-15 04:16:16,758 INFO : TRAIN, epoch=0056, iter=00140/00196, fetch data time cost=1.31ms, fps=908 images/s, loss=0.6672, top1-acc=79.49%, top5-acc=97.08%, remaining_time=0:00:15.800232, arrival_time=2021-04-15 04:16:32.558979, cost_time=0:00:39.500517 2021-04-15 04:16:19,572 INFO : TRAIN, epoch=0056, iter=00150/00196, fetch data time cost=1.39ms, fps=910 images/s, loss=0.6672, top1-acc=79.54%, top5-acc=97.07%, remaining_time=0:00:12.976370, arrival_time=2021-04-15 04:16:32.548928, cost_time=0:00:42.314323 2021-04-15 04:16:22,389 INFO : TRAIN, epoch=0056, iter=00160/00196, fetch data time cost=1.36ms, fps=909 images/s, loss=0.6696, top1-acc=79.47%, top5-acc=97.05%, remaining_time=0:00:10.154556, arrival_time=2021-04-15 04:16:32.544147, cost_time=0:00:45.131371 2021-04-15 04:16:25,209 INFO : TRAIN, epoch=0056, iter=00170/00196, fetch data time cost=1.26ms, fps=908 images/s, loss=0.6730, top1-acc=79.41%, top5-acc=96.99%, remaining_time=0:00:07.333690, arrival_time=2021-04-15 04:16:32.542937, cost_time=0:00:47.951027 2021-04-15 04:16:28,018 INFO : TRAIN, epoch=0056, iter=00180/00196, fetch data time cost=1.24ms, fps=911 images/s, loss=0.6750, top1-acc=79.33%, top5-acc=96.98%, remaining_time=0:00:04.512048, arrival_time=2021-04-15 04:16:32.530826, cost_time=0:00:50.760555 2021-04-15 04:16:30,835 INFO : TRAIN, epoch=0056, iter=00190/00196, fetch data time cost=1.21ms, fps=909 images/s, loss=0.6775, top1-acc=79.21%, top5-acc=96.97%, remaining_time=0:00:01.691910, arrival_time=2021-04-15 04:16:32.527351, cost_time=0:00:53.577232 2021-04-15 04:16:32,354 INFO : TRAIN, epoch=0056, iter=00196/00196, fetch data time cost=1.14ms, fps=896 images/s, loss=0.6795, top1-acc=79.16%, top5-acc=96.96%, remaining_time=0:00:00, arrival_time=2021-04-15 04:16:32.354016, cost_time=0:00:55.095739 2021-04-15 04:16:33,260 INFO : EVAL, epoch=0056, iter=00010/00040, fetch data time cost=1.23ms, fps=2831 images/s, loss=1.7398, top1-acc=56.29%, top5-acc=84.10%, remaining_time=0:00:02.713050, arrival_time=2021-04-15 04:16:35.973065, cost_time=0:00:00.904346 2021-04-15 04:16:34,035 INFO : EVAL, epoch=0056, iter=00020/00040, fetch data time cost=1.32ms, fps=3302 images/s, loss=1.7256, top1-acc=56.15%, top5-acc=84.73%, remaining_time=0:00:01.679980, arrival_time=2021-04-15 04:16:35.715604, cost_time=0:00:01.679976 2021-04-15 04:16:34,810 INFO : EVAL, epoch=0056, iter=00030/00040, fetch data time cost=1.25ms, fps=3303 images/s, loss=1.7202, top1-acc=56.12%, top5-acc=85.04%, remaining_time=0:00:00.818420, arrival_time=2021-04-15 04:16:35.629331, cost_time=0:00:02.455250 2021-04-15 04:16:35,520 INFO : EVAL, epoch=0056, iter=00040/00040, fetch data time cost=0.06ms, fps=3273 images/s, loss=1.6968, top1-acc=56.28%, top5-acc=85.06%, remaining_time=0:00:00, arrival_time=2021-04-15 04:16:35.520090, cost_time=0:00:03.164459 2021-04-15 04:16:35,947 INFO : Epoch=0056 complete, best val top1-acc=57.99%, top5-acc=85.39% (epoch=41), remaining_time=2:21:24.763104, arrival_time=2021-04-15 06:38:00.710812, cost_time=0:54:59.630118 2021-04-15 04:16:35,948 INFO : Train start, epoch=0057, lr=0.081871 2021-04-15 04:16:38,909 INFO : TRAIN, epoch=0057, iter=00010/00196, fetch data time cost=1.28ms, fps=865 images/s, loss=0.6644, top1-acc=79.41%, top5-acc=96.95%, remaining_time=0:00:55.063068, arrival_time=2021-04-15 04:17:33.972431, cost_time=0:00:02.960379 2021-04-15 04:16:41,718 INFO : TRAIN, epoch=0057, iter=00020/00196, fetch data time cost=1.37ms, fps=912 images/s, loss=0.6502, top1-acc=80.33%, top5-acc=97.15%, remaining_time=0:00:50.769136, arrival_time=2021-04-15 04:17:32.487371, cost_time=0:00:05.769211 2021-04-15 04:16:44,526 INFO : TRAIN, epoch=0057, iter=00030/00196, fetch data time cost=1.39ms, fps=912 images/s, loss=0.6429, top1-acc=80.46%, top5-acc=97.28%, remaining_time=0:00:47.463052, arrival_time=2021-04-15 04:17:31.989705, cost_time=0:00:08.577673 2021-04-15 04:16:47,336 INFO : TRAIN, epoch=0057, iter=00040/00196, fetch data time cost=1.38ms, fps=911 images/s, loss=0.6411, top1-acc=80.48%, top5-acc=97.32%, remaining_time=0:00:44.409144, arrival_time=2021-04-15 04:17:31.745097, cost_time=0:00:11.386957 2021-04-15 04:16:50,149 INFO : TRAIN, epoch=0057, iter=00050/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.6407, top1-acc=80.45%, top5-acc=97.25%, remaining_time=0:00:41.464438, arrival_time=2021-04-15 04:17:31.613560, cost_time=0:00:14.200131 2021-04-15 04:16:52,960 INFO : TRAIN, epoch=0057, iter=00060/00196, fetch data time cost=1.55ms, fps=911 images/s, loss=0.6387, top1-acc=80.55%, top5-acc=97.32%, remaining_time=0:00:38.559944, arrival_time=2021-04-15 04:17:31.520667, cost_time=0:00:17.011740 2021-04-15 04:16:55,771 INFO : TRAIN, epoch=0057, iter=00070/00196, fetch data time cost=1.33ms, fps=911 images/s, loss=0.6387, top1-acc=80.44%, top5-acc=97.30%, remaining_time=0:00:35.680806, arrival_time=2021-04-15 04:17:31.452430, cost_time=0:00:19.822636 2021-04-15 04:16:58,583 INFO : TRAIN, epoch=0057, iter=00080/00196, fetch data time cost=1.30ms, fps=911 images/s, loss=0.6386, top1-acc=80.47%, top5-acc=97.28%, remaining_time=0:00:32.820228, arrival_time=2021-04-15 04:17:31.403842, cost_time=0:00:22.634620 2021-04-15 04:17:01,394 INFO : TRAIN, epoch=0057, iter=00090/00196, fetch data time cost=1.40ms, fps=911 images/s, loss=0.6400, top1-acc=80.47%, top5-acc=97.21%, remaining_time=0:00:29.968532, arrival_time=2021-04-15 04:17:31.362515, cost_time=0:00:25.444993 2021-04-15 04:17:04,212 INFO : TRAIN, epoch=0057, iter=00100/00196, fetch data time cost=1.31ms, fps=908 images/s, loss=0.6431, top1-acc=80.36%, top5-acc=97.13%, remaining_time=0:00:27.132672, arrival_time=2021-04-15 04:17:31.344860, cost_time=0:00:28.263207 2021-04-15 04:17:07,032 INFO : TRAIN, epoch=0057, iter=00110/00196, fetch data time cost=1.38ms, fps=908 images/s, loss=0.6448, top1-acc=80.27%, top5-acc=97.14%, remaining_time=0:00:24.301880, arrival_time=2021-04-15 04:17:31.334644, cost_time=0:00:31.083788 2021-04-15 04:17:09,844 INFO : TRAIN, epoch=0057, iter=00120/00196, fetch data time cost=1.36ms, fps=911 images/s, loss=0.6480, top1-acc=80.12%, top5-acc=97.13%, remaining_time=0:00:21.466960, arrival_time=2021-04-15 04:17:31.311083, cost_time=0:00:33.895140 2021-04-15 04:17:12,660 INFO : TRAIN, epoch=0057, iter=00130/00196, fetch data time cost=1.33ms, fps=909 images/s, loss=0.6512, top1-acc=80.03%, top5-acc=97.12%, remaining_time=0:00:18.638004, arrival_time=2021-04-15 04:17:31.298248, cost_time=0:00:36.711251 2021-04-15 04:17:15,481 INFO : TRAIN, epoch=0057, iter=00140/00196, fetch data time cost=1.40ms, fps=908 images/s, loss=0.6526, top1-acc=79.97%, top5-acc=97.11%, remaining_time=0:00:15.812944, arrival_time=2021-04-15 04:17:31.294324, cost_time=0:00:39.532388 2021-04-15 04:17:18,294 INFO : TRAIN, epoch=0057, iter=00150/00196, fetch data time cost=1.26ms, fps=910 images/s, loss=0.6536, top1-acc=79.96%, top5-acc=97.14%, remaining_time=0:00:12.985938, arrival_time=2021-04-15 04:17:31.280370, cost_time=0:00:42.345442 2021-04-15 04:17:21,109 INFO : TRAIN, epoch=0057, iter=00160/00196, fetch data time cost=1.69ms, fps=910 images/s, loss=0.6580, top1-acc=79.80%, top5-acc=97.09%, remaining_time=0:00:10.161000, arrival_time=2021-04-15 04:17:31.270032, cost_time=0:00:45.159982 2021-04-15 04:17:23,920 INFO : TRAIN, epoch=0057, iter=00170/00196, fetch data time cost=1.46ms, fps=911 images/s, loss=0.6619, top1-acc=79.68%, top5-acc=97.05%, remaining_time=0:00:07.336784, arrival_time=2021-04-15 04:17:31.257095, cost_time=0:00:47.971329 2021-04-15 04:17:26,735 INFO : TRAIN, epoch=0057, iter=00180/00196, fetch data time cost=1.66ms, fps=910 images/s, loss=0.6653, top1-acc=79.64%, top5-acc=97.02%, remaining_time=0:00:04.514336, arrival_time=2021-04-15 04:17:31.249695, cost_time=0:00:50.786352 2021-04-15 04:17:29,548 INFO : TRAIN, epoch=0057, iter=00190/00196, fetch data time cost=1.22ms, fps=910 images/s, loss=0.6682, top1-acc=79.58%, top5-acc=97.00%, remaining_time=0:00:01.692630, arrival_time=2021-04-15 04:17:31.241530, cost_time=0:00:53.599913 2021-04-15 04:17:31,067 INFO : TRAIN, epoch=0057, iter=00196/00196, fetch data time cost=1.14ms, fps=896 images/s, loss=0.6710, top1-acc=79.51%, top5-acc=96.97%, remaining_time=0:00:00, arrival_time=2021-04-15 04:17:31.067621, cost_time=0:00:55.118640 2021-04-15 04:17:31,957 INFO : EVAL, epoch=0057, iter=00010/00040, fetch data time cost=2.22ms, fps=2882 images/s, loss=1.5574, top1-acc=60.00%, top5-acc=85.90%, remaining_time=0:00:02.664540, arrival_time=2021-04-15 04:17:34.621991, cost_time=0:00:00.888183 2021-04-15 04:17:32,731 INFO : EVAL, epoch=0057, iter=00020/00040, fetch data time cost=1.19ms, fps=3308 images/s, loss=1.5984, top1-acc=59.08%, top5-acc=85.10%, remaining_time=0:00:01.662380, arrival_time=2021-04-15 04:17:34.394015, cost_time=0:00:01.662372 2021-04-15 04:17:33,506 INFO : EVAL, epoch=0057, iter=00030/00040, fetch data time cost=1.29ms, fps=3305 images/s, loss=1.6102, top1-acc=58.82%, top5-acc=84.92%, remaining_time=0:00:00.812440, arrival_time=2021-04-15 04:17:34.319015, cost_time=0:00:02.437321 2021-04-15 04:17:34,215 INFO : EVAL, epoch=0057, iter=00040/00040, fetch data time cost=0.05ms, fps=3276 images/s, loss=1.5885, top1-acc=58.73%, top5-acc=85.03%, remaining_time=0:00:00, arrival_time=2021-04-15 04:17:34.215087, cost_time=0:00:03.145843 2021-04-15 04:17:35,064 INFO : Epoch=0057 complete, best val top1-acc=58.73%, top5-acc=85.03% (epoch=57), remaining_time=2:20:26.329769, arrival_time=2021-04-15 06:38:01.394185, cost_time=0:55:58.746822 2021-04-15 04:17:35,065 INFO : Train start, epoch=0058, lr=0.081262 2021-04-15 04:17:38,042 INFO : TRAIN, epoch=0058, iter=00010/00196, fetch data time cost=1.43ms, fps=860 images/s, loss=0.6513, top1-acc=79.73%, top5-acc=97.54%, remaining_time=0:00:55.376664, arrival_time=2021-04-15 04:18:33.419607, cost_time=0:00:02.977240 2021-04-15 04:17:40,858 INFO : TRAIN, epoch=0058, iter=00020/00196, fetch data time cost=1.27ms, fps=910 images/s, loss=0.6514, top1-acc=79.75%, top5-acc=97.36%, remaining_time=0:00:50.972416, arrival_time=2021-04-15 04:18:31.830441, cost_time=0:00:05.792313 2021-04-15 04:17:43,671 INFO : TRAIN, epoch=0058, iter=00030/00196, fetch data time cost=1.37ms, fps=910 images/s, loss=0.6451, top1-acc=80.09%, top5-acc=97.34%, remaining_time=0:00:47.619756, arrival_time=2021-04-15 04:18:31.291440, cost_time=0:00:08.605989 2021-04-15 04:17:46,488 INFO : TRAIN, epoch=0058, iter=00040/00196, fetch data time cost=1.38ms, fps=909 images/s, loss=0.6363, top1-acc=80.60%, top5-acc=97.29%, remaining_time=0:00:44.548452, arrival_time=2021-04-15 04:18:31.036839, cost_time=0:00:11.422682 2021-04-15 04:17:49,301 INFO : TRAIN, epoch=0058, iter=00050/00196, fetch data time cost=1.40ms, fps=910 images/s, loss=0.6321, top1-acc=80.67%, top5-acc=97.30%, remaining_time=0:00:41.569558, arrival_time=2021-04-15 04:18:30.871440, cost_time=0:00:14.236172 2021-04-15 04:17:52,115 INFO : TRAIN, epoch=0058, iter=00060/00196, fetch data time cost=1.34ms, fps=910 images/s, loss=0.6360, top1-acc=80.58%, top5-acc=97.36%, remaining_time=0:00:38.645352, arrival_time=2021-04-15 04:18:30.760493, cost_time=0:00:17.049446 2021-04-15 04:17:54,923 INFO : TRAIN, epoch=0058, iter=00070/00196, fetch data time cost=1.32ms, fps=912 images/s, loss=0.6420, top1-acc=80.35%, top5-acc=97.27%, remaining_time=0:00:35.744184, arrival_time=2021-04-15 04:18:30.667786, cost_time=0:00:19.857896 2021-04-15 04:17:57,735 INFO : TRAIN, epoch=0058, iter=00080/00196, fetch data time cost=1.50ms, fps=911 images/s, loss=0.6427, top1-acc=80.33%, top5-acc=97.29%, remaining_time=0:00:32.870456, arrival_time=2021-04-15 04:18:30.605420, cost_time=0:00:22.669263 2021-04-15 04:18:00,553 INFO : TRAIN, epoch=0058, iter=00090/00196, fetch data time cost=1.33ms, fps=908 images/s, loss=0.6413, top1-acc=80.37%, top5-acc=97.26%, remaining_time=0:00:30.018882, arrival_time=2021-04-15 04:18:30.572359, cost_time=0:00:25.487762 2021-04-15 04:18:03,362 INFO : TRAIN, epoch=0058, iter=00100/00196, fetch data time cost=1.38ms, fps=911 images/s, loss=0.6392, top1-acc=80.46%, top5-acc=97.24%, remaining_time=0:00:27.165120, arrival_time=2021-04-15 04:18:30.527844, cost_time=0:00:28.297008 2021-04-15 04:18:06,177 INFO : TRAIN, epoch=0058, iter=00110/00196, fetch data time cost=1.57ms, fps=910 images/s, loss=0.6430, top1-acc=80.38%, top5-acc=97.21%, remaining_time=0:00:24.323466, arrival_time=2021-04-15 04:18:30.500533, cost_time=0:00:31.111364 2021-04-15 04:18:08,985 INFO : TRAIN, epoch=0058, iter=00120/00196, fetch data time cost=1.27ms, fps=912 images/s, loss=0.6451, top1-acc=80.36%, top5-acc=97.17%, remaining_time=0:00:21.482540, arrival_time=2021-04-15 04:18:30.468009, cost_time=0:00:33.919756 2021-04-15 04:18:11,797 INFO : TRAIN, epoch=0058, iter=00130/00196, fetch data time cost=1.67ms, fps=910 images/s, loss=0.6492, top1-acc=80.25%, top5-acc=97.10%, remaining_time=0:00:18.648630, arrival_time=2021-04-15 04:18:30.446545, cost_time=0:00:36.732144 2021-04-15 04:18:14,606 INFO : TRAIN, epoch=0058, iter=00140/00196, fetch data time cost=1.25ms, fps=912 images/s, loss=0.6527, top1-acc=80.17%, top5-acc=97.05%, remaining_time=0:00:15.816304, arrival_time=2021-04-15 04:18:30.422713, cost_time=0:00:39.540708 2021-04-15 04:18:17,418 INFO : TRAIN, epoch=0058, iter=00150/00196, fetch data time cost=1.51ms, fps=910 images/s, loss=0.6558, top1-acc=80.03%, top5-acc=97.03%, remaining_time=0:00:12.988238, arrival_time=2021-04-15 04:18:30.406926, cost_time=0:00:42.352953 2021-04-15 04:18:20,233 INFO : TRAIN, epoch=0058, iter=00160/00196, fetch data time cost=1.52ms, fps=909 images/s, loss=0.6599, top1-acc=79.91%, top5-acc=96.99%, remaining_time=0:00:10.162836, arrival_time=2021-04-15 04:18:30.396726, cost_time=0:00:45.168189 2021-04-15 04:18:23,048 INFO : TRAIN, epoch=0058, iter=00170/00196, fetch data time cost=1.33ms, fps=910 images/s, loss=0.6597, top1-acc=79.94%, top5-acc=97.00%, remaining_time=0:00:07.338500, arrival_time=2021-04-15 04:18:30.386776, cost_time=0:00:47.982535 2021-04-15 04:18:25,862 INFO : TRAIN, epoch=0058, iter=00180/00196, fetch data time cost=1.34ms, fps=910 images/s, loss=0.6625, top1-acc=79.84%, top5-acc=96.98%, remaining_time=0:00:04.515248, arrival_time=2021-04-15 04:18:30.377469, cost_time=0:00:50.796515 2021-04-15 04:18:28,673 INFO : TRAIN, epoch=0058, iter=00190/00196, fetch data time cost=1.18ms, fps=911 images/s, loss=0.6660, top1-acc=79.75%, top5-acc=96.95%, remaining_time=0:00:01.692876, arrival_time=2021-04-15 04:18:30.366427, cost_time=0:00:53.607805 2021-04-15 04:18:30,189 INFO : TRAIN, epoch=0058, iter=00196/00196, fetch data time cost=1.19ms, fps=898 images/s, loss=0.6673, top1-acc=79.71%, top5-acc=96.94%, remaining_time=0:00:00, arrival_time=2021-04-15 04:18:30.189249, cost_time=0:00:55.123548 2021-04-15 04:18:31,078 INFO : EVAL, epoch=0058, iter=00010/00040, fetch data time cost=1.38ms, fps=2885 images/s, loss=1.7391, top1-acc=55.90%, top5-acc=83.83%, remaining_time=0:00:02.662080, arrival_time=2021-04-15 04:18:33.740311, cost_time=0:00:00.887363 2021-04-15 04:18:31,854 INFO : EVAL, epoch=0058, iter=00020/00040, fetch data time cost=1.76ms, fps=3300 images/s, loss=1.7118, top1-acc=56.89%, top5-acc=84.30%, remaining_time=0:00:01.663500, arrival_time=2021-04-15 04:18:33.517866, cost_time=0:00:01.663494 2021-04-15 04:18:32,630 INFO : EVAL, epoch=0058, iter=00030/00040, fetch data time cost=1.37ms, fps=3300 images/s, loss=1.7053, top1-acc=57.19%, top5-acc=84.19%, remaining_time=0:00:00.813210, arrival_time=2021-04-15 04:18:33.443717, cost_time=0:00:02.439643 2021-04-15 04:18:33,340 INFO : EVAL, epoch=0058, iter=00040/00040, fetch data time cost=0.06ms, fps=3268 images/s, loss=1.6960, top1-acc=57.73%, top5-acc=84.23%, remaining_time=0:00:00, arrival_time=2021-04-15 04:18:33.340808, cost_time=0:00:03.149966 2021-04-15 04:18:33,774 INFO : Epoch=0058 complete, best val top1-acc=58.73%, top5-acc=85.03% (epoch=57), remaining_time=2:19:26.878276, arrival_time=2021-04-15 06:38:00.653197, cost_time=0:56:57.457336 2021-04-15 04:18:33,776 INFO : Train start, epoch=0059, lr=0.080645 2021-04-15 04:18:36,748 INFO : TRAIN, epoch=0059, iter=00010/00196, fetch data time cost=1.42ms, fps=861 images/s, loss=0.6758, top1-acc=79.73%, top5-acc=97.07%, remaining_time=0:00:55.274922, arrival_time=2021-04-15 04:19:32.022880, cost_time=0:00:02.971770 2021-04-15 04:18:39,569 INFO : TRAIN, epoch=0059, iter=00020/00196, fetch data time cost=1.93ms, fps=907 images/s, loss=0.6613, top1-acc=80.18%, top5-acc=97.21%, remaining_time=0:00:50.981744, arrival_time=2021-04-15 04:19:30.551412, cost_time=0:00:05.793379 2021-04-15 04:18:42,388 INFO : TRAIN, epoch=0059, iter=00030/00196, fetch data time cost=1.61ms, fps=908 images/s, loss=0.6399, top1-acc=80.79%, top5-acc=97.43%, remaining_time=0:00:47.653786, arrival_time=2021-04-15 04:19:30.042189, cost_time=0:00:08.612117 2021-04-15 04:18:45,209 INFO : TRAIN, epoch=0059, iter=00040/00196, fetch data time cost=1.41ms, fps=908 images/s, loss=0.6252, top1-acc=81.15%, top5-acc=97.52%, remaining_time=0:00:44.589948, arrival_time=2021-04-15 04:19:29.799589, cost_time=0:00:11.433314 2021-04-15 04:18:48,021 INFO : TRAIN, epoch=0059, iter=00050/00196, fetch data time cost=1.53ms, fps=911 images/s, loss=0.6241, top1-acc=81.20%, top5-acc=97.49%, remaining_time=0:00:41.595984, arrival_time=2021-04-15 04:19:29.617357, cost_time=0:00:14.245186 2021-04-15 04:18:50,832 INFO : TRAIN, epoch=0059, iter=00060/00196, fetch data time cost=1.58ms, fps=911 images/s, loss=0.6259, top1-acc=81.00%, top5-acc=97.45%, remaining_time=0:00:38.660720, arrival_time=2021-04-15 04:19:29.493174, cost_time=0:00:17.056202 2021-04-15 04:18:53,642 INFO : TRAIN, epoch=0059, iter=00070/00196, fetch data time cost=1.35ms, fps=911 images/s, loss=0.6242, top1-acc=80.97%, top5-acc=97.48%, remaining_time=0:00:35.759430, arrival_time=2021-04-15 04:19:29.402001, cost_time=0:00:19.866340 2021-04-15 04:18:56,454 INFO : TRAIN, epoch=0059, iter=00080/00196, fetch data time cost=1.43ms, fps=910 images/s, loss=0.6276, top1-acc=80.82%, top5-acc=97.50%, remaining_time=0:00:32.884028, arrival_time=2021-04-15 04:19:29.338865, cost_time=0:00:22.678652 2021-04-15 04:18:59,261 INFO : TRAIN, epoch=0059, iter=00090/00196, fetch data time cost=1.39ms, fps=912 images/s, loss=0.6305, top1-acc=80.70%, top5-acc=97.42%, remaining_time=0:00:30.015596, arrival_time=2021-04-15 04:19:29.276718, cost_time=0:00:25.484929 2021-04-15 04:19:02,073 INFO : TRAIN, epoch=0059, iter=00100/00196, fetch data time cost=1.39ms, fps=911 images/s, loss=0.6347, top1-acc=80.60%, top5-acc=97.36%, remaining_time=0:00:27.165024, arrival_time=2021-04-15 04:19:29.238068, cost_time=0:00:28.296854 2021-04-15 04:19:04,893 INFO : TRAIN, epoch=0059, iter=00110/00196, fetch data time cost=1.34ms, fps=908 images/s, loss=0.6382, top1-acc=80.49%, top5-acc=97.33%, remaining_time=0:00:24.328282, arrival_time=2021-04-15 04:19:29.222110, cost_time=0:00:31.117567 2021-04-15 04:19:07,710 INFO : TRAIN, epoch=0059, iter=00120/00196, fetch data time cost=1.37ms, fps=909 images/s, loss=0.6418, top1-acc=80.34%, top5-acc=97.30%, remaining_time=0:00:21.491432, arrival_time=2021-04-15 04:19:29.201430, cost_time=0:00:33.933781 2021-04-15 04:19:10,524 INFO : TRAIN, epoch=0059, iter=00130/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.6445, top1-acc=80.26%, top5-acc=97.27%, remaining_time=0:00:18.656550, arrival_time=2021-04-15 04:19:29.180515, cost_time=0:00:36.747753 2021-04-15 04:19:13,336 INFO : TRAIN, epoch=0059, iter=00140/00196, fetch data time cost=1.39ms, fps=910 images/s, loss=0.6462, top1-acc=80.18%, top5-acc=97.23%, remaining_time=0:00:15.824256, arrival_time=2021-04-15 04:19:29.161065, cost_time=0:00:39.560612 2021-04-15 04:19:16,153 INFO : TRAIN, epoch=0059, iter=00150/00196, fetch data time cost=1.31ms, fps=909 images/s, loss=0.6517, top1-acc=80.08%, top5-acc=97.17%, remaining_time=0:00:12.995644, arrival_time=2021-04-15 04:19:29.148927, cost_time=0:00:42.377087 2021-04-15 04:19:18,970 INFO : TRAIN, epoch=0059, iter=00160/00196, fetch data time cost=1.33ms, fps=909 images/s, loss=0.6554, top1-acc=79.98%, top5-acc=97.13%, remaining_time=0:00:10.168596, arrival_time=2021-04-15 04:19:29.138556, cost_time=0:00:45.193765 2021-04-15 04:19:21,781 INFO : TRAIN, epoch=0059, iter=00170/00196, fetch data time cost=1.37ms, fps=911 images/s, loss=0.6590, top1-acc=79.89%, top5-acc=97.10%, remaining_time=0:00:07.341906, arrival_time=2021-04-15 04:19:29.122899, cost_time=0:00:48.004797 2021-04-15 04:19:24,594 INFO : TRAIN, epoch=0059, iter=00180/00196, fetch data time cost=1.42ms, fps=910 images/s, loss=0.6599, top1-acc=79.88%, top5-acc=97.07%, remaining_time=0:00:04.517184, arrival_time=2021-04-15 04:19:29.111657, cost_time=0:00:50.818272 2021-04-15 04:19:27,404 INFO : TRAIN, epoch=0059, iter=00190/00196, fetch data time cost=1.26ms, fps=911 images/s, loss=0.6635, top1-acc=79.79%, top5-acc=97.03%, remaining_time=0:00:01.693512, arrival_time=2021-04-15 04:19:29.097655, cost_time=0:00:53.627957 2021-04-15 04:19:28,916 INFO : TRAIN, epoch=0059, iter=00196/00196, fetch data time cost=1.77ms, fps=900 images/s, loss=0.6645, top1-acc=79.79%, top5-acc=97.04%, remaining_time=0:00:00, arrival_time=2021-04-15 04:19:28.916335, cost_time=0:00:55.140108 2021-04-15 04:19:29,808 INFO : EVAL, epoch=0059, iter=00010/00040, fetch data time cost=1.27ms, fps=2876 images/s, loss=1.7343, top1-acc=56.95%, top5-acc=84.69%, remaining_time=0:00:02.669940, arrival_time=2021-04-15 04:19:32.477910, cost_time=0:00:00.889984 2021-04-15 04:19:30,585 INFO : EVAL, epoch=0059, iter=00020/00040, fetch data time cost=1.40ms, fps=3296 images/s, loss=1.7163, top1-acc=57.42%, top5-acc=85.04%, remaining_time=0:00:01.667040, arrival_time=2021-04-15 04:19:32.252067, cost_time=0:00:01.667038 2021-04-15 04:19:31,361 INFO : EVAL, epoch=0059, iter=00030/00040, fetch data time cost=1.28ms, fps=3297 images/s, loss=1.7114, top1-acc=57.79%, top5-acc=84.77%, remaining_time=0:00:00.814580, arrival_time=2021-04-15 04:19:32.176303, cost_time=0:00:02.443734 2021-04-15 04:19:32,070 INFO : EVAL, epoch=0059, iter=00040/00040, fetch data time cost=0.06ms, fps=3275 images/s, loss=1.7193, top1-acc=57.50%, top5-acc=84.66%, remaining_time=0:00:00, arrival_time=2021-04-15 04:19:32.070476, cost_time=0:00:03.152507 2021-04-15 04:19:32,498 INFO : Epoch=0059 complete, best val top1-acc=58.73%, top5-acc=85.03% (epoch=57), remaining_time=2:18:27.484107, arrival_time=2021-04-15 06:37:59.983001, cost_time=0:57:56.181303 2021-04-15 04:19:32,500 INFO : Train start, epoch=0060, lr=0.080021 2021-04-15 04:19:35,470 INFO : TRAIN, epoch=0060, iter=00010/00196, fetch data time cost=1.39ms, fps=862 images/s, loss=0.6268, top1-acc=81.25%, top5-acc=97.11%, remaining_time=0:00:55.255392, arrival_time=2021-04-15 04:20:30.726312, cost_time=0:00:02.970717 2021-04-15 04:19:38,291 INFO : TRAIN, epoch=0060, iter=00020/00196, fetch data time cost=1.89ms, fps=908 images/s, loss=0.6072, top1-acc=81.78%, top5-acc=97.36%, remaining_time=0:00:50.961856, arrival_time=2021-04-15 04:20:29.253270, cost_time=0:00:05.791110 2021-04-15 04:19:41,105 INFO : TRAIN, epoch=0060, iter=00030/00196, fetch data time cost=1.50ms, fps=910 images/s, loss=0.6030, top1-acc=82.21%, top5-acc=97.40%, remaining_time=0:00:47.613116, arrival_time=2021-04-15 04:20:28.718198, cost_time=0:00:08.604794 2021-04-15 04:19:43,916 INFO : TRAIN, epoch=0060, iter=00040/00196, fetch data time cost=1.53ms, fps=911 images/s, loss=0.6077, top1-acc=81.85%, top5-acc=97.46%, remaining_time=0:00:44.521932, arrival_time=2021-04-15 04:20:28.438080, cost_time=0:00:11.415863 2021-04-15 04:19:46,729 INFO : TRAIN, epoch=0060, iter=00050/00196, fetch data time cost=1.41ms, fps=910 images/s, loss=0.6051, top1-acc=81.70%, top5-acc=97.57%, remaining_time=0:00:41.550578, arrival_time=2021-04-15 04:20:28.280452, cost_time=0:00:14.229668 2021-04-15 04:19:49,541 INFO : TRAIN, epoch=0060, iter=00060/00196, fetch data time cost=1.40ms, fps=911 images/s, loss=0.6088, top1-acc=81.54%, top5-acc=97.57%, remaining_time=0:00:38.626448, arrival_time=2021-04-15 04:20:28.167847, cost_time=0:00:17.041051 2021-04-15 04:19:52,353 INFO : TRAIN, epoch=0060, iter=00070/00196, fetch data time cost=1.51ms, fps=911 images/s, loss=0.6130, top1-acc=81.53%, top5-acc=97.53%, remaining_time=0:00:35.735238, arrival_time=2021-04-15 04:20:28.088362, cost_time=0:00:19.852895 2021-04-15 04:19:55,168 INFO : TRAIN, epoch=0060, iter=00080/00196, fetch data time cost=1.66ms, fps=910 images/s, loss=0.6176, top1-acc=81.31%, top5-acc=97.47%, remaining_time=0:00:32.868716, arrival_time=2021-04-15 04:20:28.036997, cost_time=0:00:22.668084 2021-04-15 04:19:57,980 INFO : TRAIN, epoch=0060, iter=00090/00196, fetch data time cost=1.43ms, fps=910 images/s, loss=0.6207, top1-acc=81.13%, top5-acc=97.43%, remaining_time=0:00:30.010402, arrival_time=2021-04-15 04:20:27.991122, cost_time=0:00:25.480518 2021-04-15 04:20:00,792 INFO : TRAIN, epoch=0060, iter=00100/00196, fetch data time cost=1.67ms, fps=910 images/s, loss=0.6255, top1-acc=80.97%, top5-acc=97.38%, remaining_time=0:00:27.160896, arrival_time=2021-04-15 04:20:27.953652, cost_time=0:00:28.292560 2021-04-15 04:20:03,612 INFO : TRAIN, epoch=0060, iter=00110/00196, fetch data time cost=1.46ms, fps=908 images/s, loss=0.6288, top1-acc=80.84%, top5-acc=97.37%, remaining_time=0:00:24.323724, arrival_time=2021-04-15 04:20:27.935700, cost_time=0:00:31.111711 2021-04-15 04:20:06,427 INFO : TRAIN, epoch=0060, iter=00120/00196, fetch data time cost=1.38ms, fps=909 images/s, loss=0.6328, top1-acc=80.66%, top5-acc=97.33%, remaining_time=0:00:21.487252, arrival_time=2021-04-15 04:20:27.914685, cost_time=0:00:33.927210 2021-04-15 04:20:09,248 INFO : TRAIN, epoch=0060, iter=00130/00196, fetch data time cost=1.48ms, fps=908 images/s, loss=0.6348, top1-acc=80.56%, top5-acc=97.31%, remaining_time=0:00:18.656550, arrival_time=2021-04-15 04:20:27.904569, cost_time=0:00:36.747807 2021-04-15 04:20:12,066 INFO : TRAIN, epoch=0060, iter=00140/00196, fetch data time cost=1.36ms, fps=908 images/s, loss=0.6385, top1-acc=80.47%, top5-acc=97.29%, remaining_time=0:00:15.826608, arrival_time=2021-04-15 04:20:27.893296, cost_time=0:00:39.566484 2021-04-15 04:20:14,887 INFO : TRAIN, epoch=0060, iter=00150/00196, fetch data time cost=1.46ms, fps=908 images/s, loss=0.6420, top1-acc=80.34%, top5-acc=97.24%, remaining_time=0:00:12.998680, arrival_time=2021-04-15 04:20:27.885919, cost_time=0:00:42.387049 2021-04-15 04:20:17,700 INFO : TRAIN, epoch=0060, iter=00160/00196, fetch data time cost=1.42ms, fps=910 images/s, loss=0.6458, top1-acc=80.21%, top5-acc=97.18%, remaining_time=0:00:10.170000, arrival_time=2021-04-15 04:20:27.870263, cost_time=0:00:45.200059 2021-04-15 04:20:20,512 INFO : TRAIN, epoch=0060, iter=00170/00196, fetch data time cost=1.50ms, fps=910 images/s, loss=0.6476, top1-acc=80.16%, top5-acc=97.18%, remaining_time=0:00:07.343076, arrival_time=2021-04-15 04:20:27.855758, cost_time=0:00:48.012487 2021-04-15 04:20:23,326 INFO : TRAIN, epoch=0060, iter=00180/00196, fetch data time cost=1.34ms, fps=910 images/s, loss=0.6502, top1-acc=80.09%, top5-acc=97.16%, remaining_time=0:00:04.517888, arrival_time=2021-04-15 04:20:27.844255, cost_time=0:00:50.826167 2021-04-15 04:20:26,145 INFO : TRAIN, epoch=0060, iter=00190/00196, fetch data time cost=1.33ms, fps=908 images/s, loss=0.6533, top1-acc=80.04%, top5-acc=97.13%, remaining_time=0:00:01.694052, arrival_time=2021-04-15 04:20:27.839210, cost_time=0:00:53.644958 2021-04-15 04:20:27,657 INFO : TRAIN, epoch=0060, iter=00196/00196, fetch data time cost=1.18ms, fps=899 images/s, loss=0.6553, top1-acc=80.01%, top5-acc=97.12%, remaining_time=0:00:00, arrival_time=2021-04-15 04:20:27.657575, cost_time=0:00:55.157279 2021-04-15 04:20:28,545 INFO : EVAL, epoch=0060, iter=00010/00040, fetch data time cost=1.30ms, fps=2890 images/s, loss=1.6913, top1-acc=57.62%, top5-acc=84.41%, remaining_time=0:00:02.657430, arrival_time=2021-04-15 04:20:31.202621, cost_time=0:00:00.885810 2021-04-15 04:20:29,319 INFO : EVAL, epoch=0060, iter=00020/00040, fetch data time cost=1.24ms, fps=3306 images/s, loss=1.6794, top1-acc=57.42%, top5-acc=84.77%, remaining_time=0:00:01.660440, arrival_time=2021-04-15 04:20:30.980265, cost_time=0:00:01.660449 2021-04-15 04:20:30,094 INFO : EVAL, epoch=0060, iter=00030/00040, fetch data time cost=1.27ms, fps=3306 images/s, loss=1.6830, top1-acc=57.10%, top5-acc=84.74%, remaining_time=0:00:00.811680, arrival_time=2021-04-15 04:20:30.906085, cost_time=0:00:02.435040 2021-04-15 04:20:30,805 INFO : EVAL, epoch=0060, iter=00040/00040, fetch data time cost=0.05ms, fps=3265 images/s, loss=1.6918, top1-acc=57.25%, top5-acc=84.73%, remaining_time=0:00:00, arrival_time=2021-04-15 04:20:30.805189, cost_time=0:00:03.145842 2021-04-15 04:20:31,266 INFO : Epoch=0060 complete, best val top1-acc=58.73%, top5-acc=85.03% (epoch=57), remaining_time=2:17:28.213680, arrival_time=2021-04-15 06:37:59.480037, cost_time=0:58:54.948749 2021-04-15 04:20:31,267 INFO : Train start, epoch=0061, lr=0.079389 2021-04-15 04:20:34,201 INFO : TRAIN, epoch=0061, iter=00010/00196, fetch data time cost=1.42ms, fps=873 images/s, loss=0.6248, top1-acc=82.03%, top5-acc=97.62%, remaining_time=0:00:54.567006, arrival_time=2021-04-15 04:21:28.768530, cost_time=0:00:02.933708 2021-04-15 04:20:37,019 INFO : TRAIN, epoch=0061, iter=00020/00196, fetch data time cost=1.37ms, fps=909 images/s, loss=0.6086, top1-acc=82.27%, top5-acc=97.66%, remaining_time=0:00:50.609856, arrival_time=2021-04-15 04:21:27.628819, cost_time=0:00:05.751124 2021-04-15 04:20:39,824 INFO : TRAIN, epoch=0061, iter=00030/00196, fetch data time cost=1.43ms, fps=913 images/s, loss=0.6058, top1-acc=82.03%, top5-acc=97.68%, remaining_time=0:00:47.344860, arrival_time=2021-04-15 04:21:27.168983, cost_time=0:00:08.556309 2021-04-15 04:20:42,634 INFO : TRAIN, epoch=0061, iter=00040/00196, fetch data time cost=1.36ms, fps=911 images/s, loss=0.6047, top1-acc=81.93%, top5-acc=97.57%, remaining_time=0:00:44.328804, arrival_time=2021-04-15 04:21:26.963000, cost_time=0:00:11.366378 2021-04-15 04:20:45,444 INFO : TRAIN, epoch=0061, iter=00050/00196, fetch data time cost=1.44ms, fps=911 images/s, loss=0.6037, top1-acc=82.00%, top5-acc=97.58%, remaining_time=0:00:41.394942, arrival_time=2021-04-15 04:21:26.839127, cost_time=0:00:14.176360 2021-04-15 04:20:48,258 INFO : TRAIN, epoch=0061, iter=00060/00196, fetch data time cost=1.37ms, fps=910 images/s, loss=0.6090, top1-acc=81.74%, top5-acc=97.56%, remaining_time=0:00:38.511120, arrival_time=2021-04-15 04:21:26.769153, cost_time=0:00:16.990209 2021-04-15 04:20:51,068 INFO : TRAIN, epoch=0061, iter=00070/00196, fetch data time cost=1.59ms, fps=911 images/s, loss=0.6146, top1-acc=81.56%, top5-acc=97.54%, remaining_time=0:00:35.641494, arrival_time=2021-04-15 04:21:26.710136, cost_time=0:00:19.800821 2021-04-15 04:20:53,877 INFO : TRAIN, epoch=0061, iter=00080/00196, fetch data time cost=1.33ms, fps=911 images/s, loss=0.6141, top1-acc=81.45%, top5-acc=97.54%, remaining_time=0:00:32.784500, arrival_time=2021-04-15 04:21:26.662331, cost_time=0:00:22.610000 2021-04-15 04:20:56,697 INFO : TRAIN, epoch=0061, iter=00090/00196, fetch data time cost=1.32ms, fps=908 images/s, loss=0.6156, top1-acc=81.39%, top5-acc=97.48%, remaining_time=0:00:29.950300, arrival_time=2021-04-15 04:21:26.647589, cost_time=0:00:25.429463 2021-04-15 04:20:59,510 INFO : TRAIN, epoch=0061, iter=00100/00196, fetch data time cost=1.63ms, fps=910 images/s, loss=0.6169, top1-acc=81.30%, top5-acc=97.43%, remaining_time=0:00:27.112704, arrival_time=2021-04-15 04:21:26.622927, cost_time=0:00:28.242361 2021-04-15 04:21:02,331 INFO : TRAIN, epoch=0061, iter=00110/00196, fetch data time cost=1.34ms, fps=908 images/s, loss=0.6227, top1-acc=81.15%, top5-acc=97.38%, remaining_time=0:00:24.285798, arrival_time=2021-04-15 04:21:26.616827, cost_time=0:00:31.063206 2021-04-15 04:21:05,139 INFO : TRAIN, epoch=0061, iter=00120/00196, fetch data time cost=1.39ms, fps=912 images/s, loss=0.6260, top1-acc=81.01%, top5-acc=97.35%, remaining_time=0:00:21.451988, arrival_time=2021-04-15 04:21:26.591320, cost_time=0:00:33.871509 2021-04-15 04:21:07,946 INFO : TRAIN, epoch=0061, iter=00130/00196, fetch data time cost=1.33ms, fps=912 images/s, loss=0.6290, top1-acc=80.94%, top5-acc=97.35%, remaining_time=0:00:18.621438, arrival_time=2021-04-15 04:21:26.567893, cost_time=0:00:36.678629 2021-04-15 04:21:10,752 INFO : TRAIN, epoch=0061, iter=00140/00196, fetch data time cost=1.31ms, fps=912 images/s, loss=0.6319, top1-acc=80.79%, top5-acc=97.32%, remaining_time=0:00:15.793904, arrival_time=2021-04-15 04:21:26.546586, cost_time=0:00:39.484724 2021-04-15 04:21:13,560 INFO : TRAIN, epoch=0061, iter=00150/00196, fetch data time cost=1.30ms, fps=912 images/s, loss=0.6339, top1-acc=80.68%, top5-acc=97.30%, remaining_time=0:00:12.969838, arrival_time=2021-04-15 04:21:26.530626, cost_time=0:00:42.292967 2021-04-15 04:21:16,372 INFO : TRAIN, epoch=0061, iter=00160/00196, fetch data time cost=1.35ms, fps=911 images/s, loss=0.6374, top1-acc=80.63%, top5-acc=97.27%, remaining_time=0:00:10.148544, arrival_time=2021-04-15 04:21:26.521001, cost_time=0:00:45.104607 2021-04-15 04:21:19,187 INFO : TRAIN, epoch=0061, iter=00170/00196, fetch data time cost=1.59ms, fps=909 images/s, loss=0.6392, top1-acc=80.63%, top5-acc=97.24%, remaining_time=0:00:07.328958, arrival_time=2021-04-15 04:21:26.516862, cost_time=0:00:47.920049 2021-04-15 04:21:22,010 INFO : TRAIN, epoch=0061, iter=00180/00196, fetch data time cost=1.58ms, fps=907 images/s, loss=0.6440, top1-acc=80.46%, top5-acc=97.19%, remaining_time=0:00:04.510480, arrival_time=2021-04-15 04:21:26.521249, cost_time=0:00:50.742895 2021-04-15 04:21:24,830 INFO : TRAIN, epoch=0061, iter=00190/00196, fetch data time cost=1.39ms, fps=908 images/s, loss=0.6475, top1-acc=80.29%, top5-acc=97.19%, remaining_time=0:00:01.691448, arrival_time=2021-04-15 04:21:26.521764, cost_time=0:00:53.562501 2021-04-15 04:21:26,345 INFO : TRAIN, epoch=0061, iter=00196/00196, fetch data time cost=1.39ms, fps=898 images/s, loss=0.6498, top1-acc=80.23%, top5-acc=97.17%, remaining_time=0:00:00, arrival_time=2021-04-15 04:21:26.345092, cost_time=0:00:55.077277 2021-04-15 04:21:27,251 INFO : EVAL, epoch=0061, iter=00010/00040, fetch data time cost=1.27ms, fps=2830 images/s, loss=1.7217, top1-acc=56.91%, top5-acc=83.87%, remaining_time=0:00:02.714040, arrival_time=2021-04-15 04:21:29.965425, cost_time=0:00:00.904678 2021-04-15 04:21:28,026 INFO : EVAL, epoch=0061, iter=00020/00040, fetch data time cost=1.25ms, fps=3304 images/s, loss=1.7519, top1-acc=56.19%, top5-acc=83.57%, remaining_time=0:00:01.679760, arrival_time=2021-04-15 04:21:29.706224, cost_time=0:00:01.679766 2021-04-15 04:21:28,803 INFO : EVAL, epoch=0061, iter=00030/00040, fetch data time cost=1.49ms, fps=3297 images/s, loss=1.7299, top1-acc=56.64%, top5-acc=83.83%, remaining_time=0:00:00.818820, arrival_time=2021-04-15 04:21:29.621986, cost_time=0:00:02.456460 2021-04-15 04:21:29,514 INFO : EVAL, epoch=0061, iter=00040/00040, fetch data time cost=0.06ms, fps=3265 images/s, loss=1.7503, top1-acc=56.72%, top5-acc=83.65%, remaining_time=0:00:00, arrival_time=2021-04-15 04:21:29.513961, cost_time=0:00:03.167271 2021-04-15 04:21:29,960 INFO : Epoch=0061 complete, best val top1-acc=58.73%, top5-acc=85.03% (epoch=57), remaining_time=2:16:28.793159, arrival_time=2021-04-15 06:37:58.753807, cost_time=0:59:53.643061 2021-04-15 04:21:29,961 INFO : Train start, epoch=0062, lr=0.078750 2021-04-15 04:21:32,951 INFO : TRAIN, epoch=0062, iter=00010/00196, fetch data time cost=1.60ms, fps=856 images/s, loss=0.6407, top1-acc=79.80%, top5-acc=97.34%, remaining_time=0:00:55.610652, arrival_time=2021-04-15 04:22:28.562464, cost_time=0:00:02.989818 2021-04-15 04:21:35,768 INFO : TRAIN, epoch=0062, iter=00020/00196, fetch data time cost=1.32ms, fps=909 images/s, loss=0.6076, top1-acc=81.17%, top5-acc=97.32%, remaining_time=0:00:51.097376, arrival_time=2021-04-15 04:22:26.865902, cost_time=0:00:05.806521 2021-04-15 04:21:38,578 INFO : TRAIN, epoch=0062, iter=00030/00196, fetch data time cost=1.33ms, fps=911 images/s, loss=0.6117, top1-acc=80.96%, top5-acc=97.41%, remaining_time=0:00:47.676860, arrival_time=2021-04-15 04:22:26.255159, cost_time=0:00:08.616302 2021-04-15 04:21:41,392 INFO : TRAIN, epoch=0062, iter=00040/00196, fetch data time cost=1.34ms, fps=910 images/s, loss=0.6123, top1-acc=80.89%, top5-acc=97.40%, remaining_time=0:00:44.577624, arrival_time=2021-04-15 04:22:25.969782, cost_time=0:00:11.430163 2021-04-15 04:21:44,211 INFO : TRAIN, epoch=0062, iter=00050/00196, fetch data time cost=1.30ms, fps=908 images/s, loss=0.6089, top1-acc=80.96%, top5-acc=97.52%, remaining_time=0:00:41.608686, arrival_time=2021-04-15 04:22:25.820221, cost_time=0:00:14.249537 2021-04-15 04:21:47,029 INFO : TRAIN, epoch=0062, iter=00060/00196, fetch data time cost=1.46ms, fps=909 images/s, loss=0.6077, top1-acc=81.04%, top5-acc=97.53%, remaining_time=0:00:38.686288, arrival_time=2021-04-15 04:22:25.715789, cost_time=0:00:17.067506 2021-04-15 04:21:49,850 INFO : TRAIN, epoch=0062, iter=00070/00196, fetch data time cost=1.51ms, fps=908 images/s, loss=0.6102, top1-acc=81.06%, top5-acc=97.53%, remaining_time=0:00:35.799624, arrival_time=2021-04-15 04:22:25.650305, cost_time=0:00:19.888679 2021-04-15 04:21:52,669 INFO : TRAIN, epoch=0062, iter=00080/00196, fetch data time cost=1.30ms, fps=908 images/s, loss=0.6139, top1-acc=80.92%, top5-acc=97.47%, remaining_time=0:00:32.925208, arrival_time=2021-04-15 04:22:25.594291, cost_time=0:00:22.707080 2021-04-15 04:21:55,480 INFO : TRAIN, epoch=0062, iter=00090/00196, fetch data time cost=1.55ms, fps=911 images/s, loss=0.6158, top1-acc=80.88%, top5-acc=97.46%, remaining_time=0:00:30.055134, arrival_time=2021-04-15 04:22:25.535677, cost_time=0:00:25.518530 2021-04-15 04:21:58,293 INFO : TRAIN, epoch=0062, iter=00100/00196, fetch data time cost=1.36ms, fps=910 images/s, loss=0.6170, top1-acc=80.93%, top5-acc=97.41%, remaining_time=0:00:27.197856, arrival_time=2021-04-15 04:22:25.490964, cost_time=0:00:28.331099 2021-04-15 04:22:01,112 INFO : TRAIN, epoch=0062, iter=00110/00196, fetch data time cost=1.41ms, fps=908 images/s, loss=0.6218, top1-acc=80.73%, top5-acc=97.41%, remaining_time=0:00:24.353652, arrival_time=2021-04-15 04:22:25.465743, cost_time=0:00:31.150030 2021-04-15 04:22:03,924 INFO : TRAIN, epoch=0062, iter=00120/00196, fetch data time cost=1.40ms, fps=910 images/s, loss=0.6270, top1-acc=80.50%, top5-acc=97.43%, remaining_time=0:00:21.509444, arrival_time=2021-04-15 04:22:25.433735, cost_time=0:00:33.962291 2021-04-15 04:22:06,743 INFO : TRAIN, epoch=0062, iter=00130/00196, fetch data time cost=1.51ms, fps=908 images/s, loss=0.6327, top1-acc=80.35%, top5-acc=97.38%, remaining_time=0:00:18.673578, arrival_time=2021-04-15 04:22:25.416932, cost_time=0:00:36.781327 2021-04-15 04:22:09,557 INFO : TRAIN, epoch=0062, iter=00140/00196, fetch data time cost=1.34ms, fps=910 images/s, loss=0.6365, top1-acc=80.26%, top5-acc=97.37%, remaining_time=0:00:15.838200, arrival_time=2021-04-15 04:22:25.395728, cost_time=0:00:39.595536 2021-04-15 04:22:12,373 INFO : TRAIN, epoch=0062, iter=00150/00196, fetch data time cost=1.35ms, fps=909 images/s, loss=0.6403, top1-acc=80.23%, top5-acc=97.34%, remaining_time=0:00:13.006178, arrival_time=2021-04-15 04:22:25.379670, cost_time=0:00:42.411480 2021-04-15 04:22:15,182 INFO : TRAIN, epoch=0062, iter=00160/00196, fetch data time cost=1.40ms, fps=912 images/s, loss=0.6396, top1-acc=80.29%, top5-acc=97.33%, remaining_time=0:00:10.174572, arrival_time=2021-04-15 04:22:25.356908, cost_time=0:00:45.220340 2021-04-15 04:22:17,995 INFO : TRAIN, epoch=0062, iter=00170/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.6416, top1-acc=80.23%, top5-acc=97.30%, remaining_time=0:00:07.346274, arrival_time=2021-04-15 04:22:25.341601, cost_time=0:00:48.033331 2021-04-15 04:22:20,809 INFO : TRAIN, epoch=0062, iter=00180/00196, fetch data time cost=1.56ms, fps=910 images/s, loss=0.6442, top1-acc=80.15%, top5-acc=97.29%, remaining_time=0:00:04.519792, arrival_time=2021-04-15 04:22:25.329522, cost_time=0:00:50.847679 2021-04-15 04:22:23,622 INFO : TRAIN, epoch=0062, iter=00190/00196, fetch data time cost=1.21ms, fps=910 images/s, loss=0.6454, top1-acc=80.17%, top5-acc=97.25%, remaining_time=0:00:01.694556, arrival_time=2021-04-15 04:22:25.317439, cost_time=0:00:53.660891 2021-04-15 04:22:25,134 INFO : TRAIN, epoch=0062, iter=00196/00196, fetch data time cost=1.27ms, fps=900 images/s, loss=0.6468, top1-acc=80.14%, top5-acc=97.24%, remaining_time=0:00:00, arrival_time=2021-04-15 04:22:25.134949, cost_time=0:00:55.172961 2021-04-15 04:22:26,020 INFO : EVAL, epoch=0062, iter=00010/00040, fetch data time cost=0.19ms, fps=2898 images/s, loss=1.9100, top1-acc=53.28%, top5-acc=82.97%, remaining_time=0:00:02.650500, arrival_time=2021-04-15 04:22:28.670587, cost_time=0:00:00.883498 2021-04-15 04:22:26,795 INFO : EVAL, epoch=0062, iter=00020/00040, fetch data time cost=1.34ms, fps=3302 images/s, loss=1.9336, top1-acc=53.79%, top5-acc=82.64%, remaining_time=0:00:01.659080, arrival_time=2021-04-15 04:22:28.454729, cost_time=0:00:01.659072 2021-04-15 04:22:27,569 INFO : EVAL, epoch=0062, iter=00030/00040, fetch data time cost=1.24ms, fps=3309 images/s, loss=1.9284, top1-acc=53.83%, top5-acc=82.21%, remaining_time=0:00:00.811050, arrival_time=2021-04-15 04:22:28.380779, cost_time=0:00:02.433137 2021-04-15 04:22:28,279 INFO : EVAL, epoch=0062, iter=00040/00040, fetch data time cost=0.06ms, fps=3271 images/s, loss=1.9410, top1-acc=53.80%, top5-acc=82.27%, remaining_time=0:00:00, arrival_time=2021-04-15 04:22:28.279419, cost_time=0:00:03.142853 2021-04-15 04:22:28,707 INFO : Epoch=0062 complete, best val top1-acc=58.73%, top5-acc=85.03% (epoch=57), remaining_time=2:15:29.513070, arrival_time=2021-04-15 06:37:58.220575, cost_time=1:00:52.389910 2021-04-15 04:22:28,708 INFO : Train start, epoch=0063, lr=0.078104 2021-04-15 04:22:31,677 INFO : TRAIN, epoch=0063, iter=00010/00196, fetch data time cost=1.35ms, fps=862 images/s, loss=0.5961, top1-acc=81.64%, top5-acc=97.30%, remaining_time=0:00:55.222470, arrival_time=2021-04-15 04:23:26.900391, cost_time=0:00:02.968950 2021-04-15 04:22:34,489 INFO : TRAIN, epoch=0063, iter=00020/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.5857, top1-acc=82.01%, top5-acc=97.77%, remaining_time=0:00:50.871744, arrival_time=2021-04-15 04:23:25.361591, cost_time=0:00:05.780890 2021-04-15 04:22:37,300 INFO : TRAIN, epoch=0063, iter=00030/00196, fetch data time cost=1.40ms, fps=911 images/s, loss=0.5822, top1-acc=81.98%, top5-acc=97.90%, remaining_time=0:00:47.541072, arrival_time=2021-04-15 04:23:24.841814, cost_time=0:00:08.591762 2021-04-15 04:22:40,110 INFO : TRAIN, epoch=0063, iter=00040/00196, fetch data time cost=1.33ms, fps=911 images/s, loss=0.5835, top1-acc=81.80%, top5-acc=97.78%, remaining_time=0:00:44.466084, arrival_time=2021-04-15 04:23:24.576603, cost_time=0:00:11.401559 2021-04-15 04:22:42,919 INFO : TRAIN, epoch=0063, iter=00050/00196, fetch data time cost=1.40ms, fps=911 images/s, loss=0.5844, top1-acc=81.97%, top5-acc=97.77%, remaining_time=0:00:41.495974, arrival_time=2021-04-15 04:23:24.415889, cost_time=0:00:14.210951 2021-04-15 04:22:45,729 INFO : TRAIN, epoch=0063, iter=00060/00196, fetch data time cost=1.37ms, fps=911 images/s, loss=0.5859, top1-acc=81.86%, top5-acc=97.75%, remaining_time=0:00:38.579256, arrival_time=2021-04-15 04:23:24.308489, cost_time=0:00:17.020261 2021-04-15 04:22:48,541 INFO : TRAIN, epoch=0063, iter=00070/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.5899, top1-acc=81.77%, top5-acc=97.67%, remaining_time=0:00:35.698824, arrival_time=2021-04-15 04:23:24.240448, cost_time=0:00:19.832663 2021-04-15 04:22:51,351 INFO : TRAIN, epoch=0063, iter=00080/00196, fetch data time cost=1.25ms, fps=911 images/s, loss=0.5967, top1-acc=81.55%, top5-acc=97.62%, remaining_time=0:00:32.831364, arrival_time=2021-04-15 04:23:24.182738, cost_time=0:00:22.642334 2021-04-15 04:22:54,161 INFO : TRAIN, epoch=0063, iter=00090/00196, fetch data time cost=1.32ms, fps=911 images/s, loss=0.5992, top1-acc=81.41%, top5-acc=97.58%, remaining_time=0:00:29.976906, arrival_time=2021-04-15 04:23:24.137954, cost_time=0:00:25.452082 2021-04-15 04:22:56,973 INFO : TRAIN, epoch=0063, iter=00100/00196, fetch data time cost=1.54ms, fps=911 images/s, loss=0.6019, top1-acc=81.38%, top5-acc=97.54%, remaining_time=0:00:27.133440, arrival_time=2021-04-15 04:23:24.106489, cost_time=0:00:28.264050 2021-04-15 04:22:59,788 INFO : TRAIN, epoch=0063, iter=00110/00196, fetch data time cost=1.57ms, fps=909 images/s, loss=0.6026, top1-acc=81.40%, top5-acc=97.54%, remaining_time=0:00:24.298784, arrival_time=2021-04-15 04:23:24.087602, cost_time=0:00:31.079841 2021-04-15 04:23:02,601 INFO : TRAIN, epoch=0063, iter=00120/00196, fetch data time cost=1.46ms, fps=910 images/s, loss=0.6074, top1-acc=81.32%, top5-acc=97.45%, remaining_time=0:00:21.465136, arrival_time=2021-04-15 04:23:24.066383, cost_time=0:00:33.892274 2021-04-15 04:23:05,412 INFO : TRAIN, epoch=0063, iter=00130/00196, fetch data time cost=1.38ms, fps=911 images/s, loss=0.6084, top1-acc=81.36%, top5-acc=97.44%, remaining_time=0:00:18.633846, arrival_time=2021-04-15 04:23:24.045906, cost_time=0:00:36.703084 2021-04-15 04:23:08,223 INFO : TRAIN, epoch=0063, iter=00140/00196, fetch data time cost=1.61ms, fps=911 images/s, loss=0.6122, top1-acc=81.27%, top5-acc=97.41%, remaining_time=0:00:15.805888, arrival_time=2021-04-15 04:23:24.029643, cost_time=0:00:39.514778 2021-04-15 04:23:11,044 INFO : TRAIN, epoch=0063, iter=00150/00196, fetch data time cost=1.38ms, fps=908 images/s, loss=0.6161, top1-acc=81.13%, top5-acc=97.40%, remaining_time=0:00:12.982764, arrival_time=2021-04-15 04:23:24.026893, cost_time=0:00:42.335151 2021-04-15 04:23:13,861 INFO : TRAIN, epoch=0063, iter=00160/00196, fetch data time cost=1.35ms, fps=909 images/s, loss=0.6203, top1-acc=81.00%, top5-acc=97.32%, remaining_time=0:00:10.159344, arrival_time=2021-04-15 04:23:24.021026, cost_time=0:00:45.152704 2021-04-15 04:23:16,678 INFO : TRAIN, epoch=0063, iter=00170/00196, fetch data time cost=1.31ms, fps=909 images/s, loss=0.6258, top1-acc=80.85%, top5-acc=97.28%, remaining_time=0:00:07.336498, arrival_time=2021-04-15 04:23:24.014917, cost_time=0:00:47.969445 2021-04-15 04:23:19,486 INFO : TRAIN, epoch=0063, iter=00180/00196, fetch data time cost=1.35ms, fps=912 images/s, loss=0.6299, top1-acc=80.73%, top5-acc=97.28%, remaining_time=0:00:04.513600, arrival_time=2021-04-15 04:23:24.000530, cost_time=0:00:50.777965 2021-04-15 04:23:22,294 INFO : TRAIN, epoch=0063, iter=00190/00196, fetch data time cost=1.22ms, fps=912 images/s, loss=0.6309, top1-acc=80.67%, top5-acc=97.28%, remaining_time=0:00:01.692174, arrival_time=2021-04-15 04:23:23.986760, cost_time=0:00:53.585581 2021-04-15 04:23:23,803 INFO : TRAIN, epoch=0063, iter=00196/00196, fetch data time cost=1.30ms, fps=901 images/s, loss=0.6317, top1-acc=80.63%, top5-acc=97.28%, remaining_time=0:00:00, arrival_time=2021-04-15 04:23:23.803701, cost_time=0:00:55.094751 2021-04-15 04:23:24,692 INFO : EVAL, epoch=0063, iter=00010/00040, fetch data time cost=2.29ms, fps=2885 images/s, loss=1.6130, top1-acc=58.95%, top5-acc=84.92%, remaining_time=0:00:02.662350, arrival_time=2021-04-15 04:23:27.355085, cost_time=0:00:00.887452 2021-04-15 04:23:25,466 INFO : EVAL, epoch=0063, iter=00020/00040, fetch data time cost=1.34ms, fps=3309 images/s, loss=1.6063, top1-acc=59.02%, top5-acc=86.11%, remaining_time=0:00:01.661340, arrival_time=2021-04-15 04:23:27.127955, cost_time=0:00:01.661333 2021-04-15 04:23:26,240 INFO : EVAL, epoch=0063, iter=00030/00040, fetch data time cost=1.20ms, fps=3308 images/s, loss=1.6308, top1-acc=58.79%, top5-acc=85.82%, remaining_time=0:00:00.811880, arrival_time=2021-04-15 04:23:27.052806, cost_time=0:00:02.435655 2021-04-15 04:23:26,950 INFO : EVAL, epoch=0063, iter=00040/00040, fetch data time cost=0.08ms, fps=3270 images/s, loss=1.6390, top1-acc=58.60%, top5-acc=85.65%, remaining_time=0:00:00, arrival_time=2021-04-15 04:23:26.950815, cost_time=0:00:03.145560 2021-04-15 04:23:27,415 INFO : Epoch=0063 complete, best val top1-acc=58.73%, top5-acc=85.03% (epoch=57), remaining_time=2:14:30.164881, arrival_time=2021-04-15 06:37:57.580194, cost_time=1:01:51.097718 2021-04-15 04:23:27,416 INFO : Train start, epoch=0064, lr=0.077451 2021-04-15 04:23:30,368 INFO : TRAIN, epoch=0064, iter=00010/00196, fetch data time cost=1.29ms, fps=867 images/s, loss=0.6007, top1-acc=81.45%, top5-acc=97.97%, remaining_time=0:00:54.904782, arrival_time=2021-04-15 04:24:25.273458, cost_time=0:00:02.951869 2021-04-15 04:23:33,183 INFO : TRAIN, epoch=0064, iter=00020/00196, fetch data time cost=1.42ms, fps=910 images/s, loss=0.5889, top1-acc=81.58%, top5-acc=97.93%, remaining_time=0:00:50.743264, arrival_time=2021-04-15 04:24:23.926438, cost_time=0:00:05.766282 2021-04-15 04:23:35,995 INFO : TRAIN, epoch=0064, iter=00030/00196, fetch data time cost=1.36ms, fps=910 images/s, loss=0.5895, top1-acc=81.74%, top5-acc=97.96%, remaining_time=0:00:47.468530, arrival_time=2021-04-15 04:24:23.464073, cost_time=0:00:08.578656 2021-04-15 04:23:38,810 INFO : TRAIN, epoch=0064, iter=00040/00196, fetch data time cost=1.37ms, fps=910 images/s, loss=0.5905, top1-acc=81.75%, top5-acc=97.97%, remaining_time=0:00:44.436288, arrival_time=2021-04-15 04:24:23.247119, cost_time=0:00:11.393939 2021-04-15 04:23:41,626 INFO : TRAIN, epoch=0064, iter=00050/00196, fetch data time cost=1.36ms, fps=911 images/s, loss=0.5962, top1-acc=81.57%, top5-acc=97.91%, remaining_time=0:00:41.491740, arrival_time=2021-04-15 04:24:23.118044, cost_time=0:00:14.209509 2021-04-15 04:23:44,443 INFO : TRAIN, epoch=0064, iter=00060/00196, fetch data time cost=1.39ms, fps=909 images/s, loss=0.5960, top1-acc=81.67%, top5-acc=97.85%, remaining_time=0:00:38.594216, arrival_time=2021-04-15 04:24:23.037979, cost_time=0:00:17.026887 2021-04-15 04:23:47,255 INFO : TRAIN, epoch=0064, iter=00070/00196, fetch data time cost=1.42ms, fps=911 images/s, loss=0.5962, top1-acc=81.79%, top5-acc=97.82%, remaining_time=0:00:35.709660, arrival_time=2021-04-15 04:24:22.965179, cost_time=0:00:19.838714 2021-04-15 04:23:50,070 INFO : TRAIN, epoch=0064, iter=00080/00196, fetch data time cost=1.41ms, fps=910 images/s, loss=0.5964, top1-acc=81.74%, top5-acc=97.81%, remaining_time=0:00:32.847256, arrival_time=2021-04-15 04:24:22.917303, cost_time=0:00:22.653256 2021-04-15 04:23:52,883 INFO : TRAIN, epoch=0064, iter=00090/00196, fetch data time cost=1.44ms, fps=910 images/s, loss=0.5978, top1-acc=81.68%, top5-acc=97.74%, remaining_time=0:00:29.994608, arrival_time=2021-04-15 04:24:22.878545, cost_time=0:00:25.467142 2021-04-15 04:23:55,698 INFO : TRAIN, epoch=0064, iter=00100/00196, fetch data time cost=1.41ms, fps=910 images/s, loss=0.5978, top1-acc=81.67%, top5-acc=97.74%, remaining_time=0:00:27.150240, arrival_time=2021-04-15 04:24:22.848661, cost_time=0:00:28.281536 2021-04-15 04:23:58,508 INFO : TRAIN, epoch=0064, iter=00110/00196, fetch data time cost=1.33ms, fps=911 images/s, loss=0.6011, top1-acc=81.59%, top5-acc=97.69%, remaining_time=0:00:24.308330, arrival_time=2021-04-15 04:24:22.817192, cost_time=0:00:31.092000 2021-04-15 04:24:01,326 INFO : TRAIN, epoch=0064, iter=00120/00196, fetch data time cost=1.30ms, fps=909 images/s, loss=0.6037, top1-acc=81.54%, top5-acc=97.69%, remaining_time=0:00:21.476308, arrival_time=2021-04-15 04:24:22.803044, cost_time=0:00:33.909939 2021-04-15 04:24:04,144 INFO : TRAIN, epoch=0064, iter=00130/00196, fetch data time cost=1.50ms, fps=909 images/s, loss=0.6074, top1-acc=81.44%, top5-acc=97.66%, remaining_time=0:00:18.646452, arrival_time=2021-04-15 04:24:22.791163, cost_time=0:00:36.727917 2021-04-15 04:24:06,962 INFO : TRAIN, epoch=0064, iter=00140/00196, fetch data time cost=1.33ms, fps=909 images/s, loss=0.6101, top1-acc=81.34%, top5-acc=97.64%, remaining_time=0:00:15.818376, arrival_time=2021-04-15 04:24:22.781160, cost_time=0:00:39.545986 2021-04-15 04:24:09,779 INFO : TRAIN, epoch=0064, iter=00150/00196, fetch data time cost=1.32ms, fps=909 images/s, loss=0.6127, top1-acc=81.18%, top5-acc=97.60%, remaining_time=0:00:12.991090, arrival_time=2021-04-15 04:24:22.770134, cost_time=0:00:42.362244 2021-04-15 04:24:12,596 INFO : TRAIN, epoch=0064, iter=00160/00196, fetch data time cost=1.29ms, fps=909 images/s, loss=0.6164, top1-acc=81.05%, top5-acc=97.56%, remaining_time=0:00:10.165320, arrival_time=2021-04-15 04:24:22.761359, cost_time=0:00:45.179242 2021-04-15 04:24:15,406 INFO : TRAIN, epoch=0064, iter=00170/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.6176, top1-acc=81.02%, top5-acc=97.55%, remaining_time=0:00:07.339566, arrival_time=2021-04-15 04:24:22.745863, cost_time=0:00:47.989484 2021-04-15 04:24:18,224 INFO : TRAIN, epoch=0064, iter=00180/00196, fetch data time cost=1.34ms, fps=909 images/s, loss=0.6218, top1-acc=80.92%, top5-acc=97.51%, remaining_time=0:00:04.516224, arrival_time=2021-04-15 04:24:22.740610, cost_time=0:00:50.807594 2021-04-15 04:24:21,043 INFO : TRAIN, epoch=0064, iter=00190/00196, fetch data time cost=1.33ms, fps=908 images/s, loss=0.6267, top1-acc=80.78%, top5-acc=97.48%, remaining_time=0:00:01.693476, arrival_time=2021-04-15 04:24:22.737128, cost_time=0:00:53.626777 2021-04-15 04:24:22,556 INFO : TRAIN, epoch=0064, iter=00196/00196, fetch data time cost=1.21ms, fps=900 images/s, loss=0.6296, top1-acc=80.70%, top5-acc=97.47%, remaining_time=0:00:00, arrival_time=2021-04-15 04:24:22.555963, cost_time=0:00:55.139182 2021-04-15 04:24:23,445 INFO : EVAL, epoch=0064, iter=00010/00040, fetch data time cost=1.30ms, fps=2884 images/s, loss=1.9820, top1-acc=52.93%, top5-acc=81.02%, remaining_time=0:00:02.663130, arrival_time=2021-04-15 04:24:26.108367, cost_time=0:00:00.887708 2021-04-15 04:24:24,219 INFO : EVAL, epoch=0064, iter=00020/00040, fetch data time cost=1.28ms, fps=3307 images/s, loss=1.9422, top1-acc=53.89%, top5-acc=81.19%, remaining_time=0:00:01.662240, arrival_time=2021-04-15 04:24:25.882030, cost_time=0:00:01.662242 2021-04-15 04:24:24,996 INFO : EVAL, epoch=0064, iter=00030/00040, fetch data time cost=1.20ms, fps=3297 images/s, loss=1.9472, top1-acc=54.30%, top5-acc=81.47%, remaining_time=0:00:00.812990, arrival_time=2021-04-15 04:24:25.809511, cost_time=0:00:02.438980 2021-04-15 04:24:25,704 INFO : EVAL, epoch=0064, iter=00040/00040, fetch data time cost=0.06ms, fps=3278 images/s, loss=1.9186, top1-acc=54.61%, top5-acc=81.71%, remaining_time=0:00:00, arrival_time=2021-04-15 04:24:25.704685, cost_time=0:00:03.147182 2021-04-15 04:24:26,157 INFO : Epoch=0064 complete, best val top1-acc=58.73%, top5-acc=85.03% (epoch=57), remaining_time=2:13:30.910136, arrival_time=2021-04-15 06:37:57.067761, cost_time=1:02:49.840035 2021-04-15 04:24:26,158 INFO : Train start, epoch=0065, lr=0.076791 2021-04-15 04:24:29,123 INFO : TRAIN, epoch=0065, iter=00010/00196, fetch data time cost=1.34ms, fps=863 images/s, loss=0.6273, top1-acc=80.90%, top5-acc=97.54%, remaining_time=0:00:55.144350, arrival_time=2021-04-15 04:25:24.268031, cost_time=0:00:02.964748 2021-04-15 04:24:31,941 INFO : TRAIN, epoch=0065, iter=00020/00196, fetch data time cost=1.38ms, fps=909 images/s, loss=0.6144, top1-acc=81.17%, top5-acc=97.56%, remaining_time=0:00:50.881952, arrival_time=2021-04-15 04:25:22.822928, cost_time=0:00:05.782035 2021-04-15 04:24:34,751 INFO : TRAIN, epoch=0065, iter=00030/00196, fetch data time cost=1.34ms, fps=911 images/s, loss=0.6098, top1-acc=81.42%, top5-acc=97.66%, remaining_time=0:00:47.543562, arrival_time=2021-04-15 04:25:22.294705, cost_time=0:00:08.592210 2021-04-15 04:24:37,565 INFO : TRAIN, epoch=0065, iter=00040/00196, fetch data time cost=1.40ms, fps=910 images/s, loss=0.6004, top1-acc=81.84%, top5-acc=97.71%, remaining_time=0:00:44.483712, arrival_time=2021-04-15 04:25:22.048723, cost_time=0:00:11.406070 2021-04-15 04:24:40,381 INFO : TRAIN, epoch=0065, iter=00050/00196, fetch data time cost=1.31ms, fps=909 images/s, loss=0.5978, top1-acc=81.94%, top5-acc=97.73%, remaining_time=0:00:41.530138, arrival_time=2021-04-15 04:25:21.911725, cost_time=0:00:14.222652 2021-04-15 04:24:43,197 INFO : TRAIN, epoch=0065, iter=00060/00196, fetch data time cost=1.45ms, fps=909 images/s, loss=0.6032, top1-acc=81.70%, top5-acc=97.68%, remaining_time=0:00:38.620328, arrival_time=2021-04-15 04:25:21.817663, cost_time=0:00:17.038407 2021-04-15 04:24:46,008 INFO : TRAIN, epoch=0065, iter=00070/00196, fetch data time cost=1.30ms, fps=911 images/s, loss=0.5996, top1-acc=81.89%, top5-acc=97.65%, remaining_time=0:00:35.729694, arrival_time=2021-04-15 04:25:21.738498, cost_time=0:00:19.849860 2021-04-15 04:24:48,823 INFO : TRAIN, epoch=0065, iter=00080/00196, fetch data time cost=1.51ms, fps=910 images/s, loss=0.5994, top1-acc=81.72%, top5-acc=97.61%, remaining_time=0:00:32.863148, arrival_time=2021-04-15 04:25:21.686314, cost_time=0:00:22.664232 2021-04-15 04:24:51,634 INFO : TRAIN, epoch=0065, iter=00090/00196, fetch data time cost=1.28ms, fps=911 images/s, loss=0.6038, top1-acc=81.61%, top5-acc=97.54%, remaining_time=0:00:30.004148, arrival_time=2021-04-15 04:25:21.638350, cost_time=0:00:25.475261 2021-04-15 04:24:54,448 INFO : TRAIN, epoch=0065, iter=00100/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.6042, top1-acc=81.59%, top5-acc=97.53%, remaining_time=0:00:27.158016, arrival_time=2021-04-15 04:25:21.606589, cost_time=0:00:28.289617 2021-04-15 04:24:57,260 INFO : TRAIN, epoch=0065, iter=00110/00196, fetch data time cost=1.33ms, fps=910 images/s, loss=0.6054, top1-acc=81.56%, top5-acc=97.48%, remaining_time=0:00:24.316070, arrival_time=2021-04-15 04:25:21.576958, cost_time=0:00:31.101960 2021-04-15 04:25:00,075 INFO : TRAIN, epoch=0065, iter=00120/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.6089, top1-acc=81.52%, top5-acc=97.46%, remaining_time=0:00:21.480412, arrival_time=2021-04-15 04:25:21.555799, cost_time=0:00:33.916439 2021-04-15 04:25:02,886 INFO : TRAIN, epoch=0065, iter=00130/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.6119, top1-acc=81.38%, top5-acc=97.44%, remaining_time=0:00:18.646056, arrival_time=2021-04-15 04:25:21.532081, cost_time=0:00:36.727093 2021-04-15 04:25:05,702 INFO : TRAIN, epoch=0065, iter=00140/00196, fetch data time cost=1.36ms, fps=909 images/s, loss=0.6115, top1-acc=81.31%, top5-acc=97.45%, remaining_time=0:00:15.817200, arrival_time=2021-04-15 04:25:21.519226, cost_time=0:00:39.543022 2021-04-15 04:25:08,522 INFO : TRAIN, epoch=0065, iter=00150/00196, fetch data time cost=1.36ms, fps=908 images/s, loss=0.6115, top1-acc=81.36%, top5-acc=97.44%, remaining_time=0:00:12.991412, arrival_time=2021-04-15 04:25:21.513664, cost_time=0:00:42.363269 2021-04-15 04:25:11,332 INFO : TRAIN, epoch=0065, iter=00160/00196, fetch data time cost=1.25ms, fps=911 images/s, loss=0.6150, top1-acc=81.27%, top5-acc=97.39%, remaining_time=0:00:10.164096, arrival_time=2021-04-15 04:25:21.496751, cost_time=0:00:45.173725 2021-04-15 04:25:14,149 INFO : TRAIN, epoch=0065, iter=00170/00196, fetch data time cost=1.38ms, fps=909 images/s, loss=0.6176, top1-acc=81.23%, top5-acc=97.36%, remaining_time=0:00:07.339670, arrival_time=2021-04-15 04:25:21.488812, cost_time=0:00:47.990188 2021-04-15 04:25:16,960 INFO : TRAIN, epoch=0065, iter=00180/00196, fetch data time cost=1.41ms, fps=911 images/s, loss=0.6213, top1-acc=81.05%, top5-acc=97.33%, remaining_time=0:00:04.515728, arrival_time=2021-04-15 04:25:21.476670, cost_time=0:00:50.801967 2021-04-15 04:25:19,780 INFO : TRAIN, epoch=0065, iter=00190/00196, fetch data time cost=1.22ms, fps=908 images/s, loss=0.6232, top1-acc=80.97%, top5-acc=97.33%, remaining_time=0:00:01.693308, arrival_time=2021-04-15 04:25:21.473755, cost_time=0:00:53.621510 2021-04-15 04:25:21,293 INFO : TRAIN, epoch=0065, iter=00196/00196, fetch data time cost=1.22ms, fps=899 images/s, loss=0.6247, top1-acc=80.89%, top5-acc=97.33%, remaining_time=0:00:00, arrival_time=2021-04-15 04:25:21.293323, cost_time=0:00:55.134396 2021-04-15 04:25:22,200 INFO : EVAL, epoch=0065, iter=00010/00040, fetch data time cost=0.21ms, fps=2826 images/s, loss=1.6817, top1-acc=57.97%, top5-acc=85.16%, remaining_time=0:00:02.717640, arrival_time=2021-04-15 04:25:24.918537, cost_time=0:00:00.905885 2021-04-15 04:25:22,975 INFO : EVAL, epoch=0065, iter=00020/00040, fetch data time cost=1.31ms, fps=3309 images/s, loss=1.7243, top1-acc=57.05%, top5-acc=84.18%, remaining_time=0:00:01.680000, arrival_time=2021-04-15 04:25:24.654992, cost_time=0:00:01.679993 2021-04-15 04:25:23,750 INFO : EVAL, epoch=0065, iter=00030/00040, fetch data time cost=1.25ms, fps=3303 images/s, loss=1.7202, top1-acc=57.06%, top5-acc=84.58%, remaining_time=0:00:00.818420, arrival_time=2021-04-15 04:25:24.568678, cost_time=0:00:02.455256 2021-04-15 04:25:24,461 INFO : EVAL, epoch=0065, iter=00040/00040, fetch data time cost=0.12ms, fps=3264 images/s, loss=1.7436, top1-acc=57.03%, top5-acc=84.57%, remaining_time=0:00:00, arrival_time=2021-04-15 04:25:24.461283, cost_time=0:00:03.166271 2021-04-15 04:25:25,095 INFO : Epoch=0065 complete, best val top1-acc=58.73%, top5-acc=85.03% (epoch=57), remaining_time=2:12:32.077530, arrival_time=2021-04-15 06:37:57.173199, cost_time=1:03:48.778047 2021-04-15 04:25:25,098 INFO : Train start, epoch=0066, lr=0.076125 2021-04-15 04:25:28,060 INFO : TRAIN, epoch=0066, iter=00010/00196, fetch data time cost=1.26ms, fps=864 images/s, loss=0.5849, top1-acc=82.23%, top5-acc=97.58%, remaining_time=0:00:55.100640, arrival_time=2021-04-15 04:26:23.161230, cost_time=0:00:02.962399 2021-04-15 04:25:30,872 INFO : TRAIN, epoch=0066, iter=00020/00196, fetch data time cost=1.38ms, fps=911 images/s, loss=0.5659, top1-acc=82.75%, top5-acc=97.71%, remaining_time=0:00:50.813488, arrival_time=2021-04-15 04:26:21.685927, cost_time=0:00:05.774267 2021-04-15 04:25:33,682 INFO : TRAIN, epoch=0066, iter=00030/00196, fetch data time cost=3.25ms, fps=911 images/s, loss=0.5708, top1-acc=82.51%, top5-acc=97.81%, remaining_time=0:00:47.498742, arrival_time=2021-04-15 04:26:21.181026, cost_time=0:00:08.584111 2021-04-15 04:25:36,488 INFO : TRAIN, epoch=0066, iter=00040/00196, fetch data time cost=1.26ms, fps=912 images/s, loss=0.5670, top1-acc=82.69%, top5-acc=97.89%, remaining_time=0:00:44.422872, arrival_time=2021-04-15 04:26:20.911538, cost_time=0:00:11.390492 2021-04-15 04:25:39,297 INFO : TRAIN, epoch=0066, iter=00050/00196, fetch data time cost=1.33ms, fps=912 images/s, loss=0.5624, top1-acc=82.89%, top5-acc=97.95%, remaining_time=0:00:41.461518, arrival_time=2021-04-15 04:26:20.758852, cost_time=0:00:14.199169 2021-04-15 04:25:42,104 INFO : TRAIN, epoch=0066, iter=00060/00196, fetch data time cost=1.23ms, fps=912 images/s, loss=0.5662, top1-acc=82.77%, top5-acc=97.91%, remaining_time=0:00:38.548656, arrival_time=2021-04-15 04:26:20.653590, cost_time=0:00:17.006752 2021-04-15 04:25:44,913 INFO : TRAIN, epoch=0066, iter=00070/00196, fetch data time cost=1.37ms, fps=912 images/s, loss=0.5673, top1-acc=82.67%, top5-acc=97.90%, remaining_time=0:00:35.666820, arrival_time=2021-04-15 04:26:20.579980, cost_time=0:00:19.814924 2021-04-15 04:25:47,737 INFO : TRAIN, epoch=0066, iter=00080/00196, fetch data time cost=1.29ms, fps=907 images/s, loss=0.5719, top1-acc=82.35%, top5-acc=97.92%, remaining_time=0:00:32.826260, arrival_time=2021-04-15 04:26:20.563226, cost_time=0:00:22.638798 2021-04-15 04:25:50,552 INFO : TRAIN, epoch=0066, iter=00090/00196, fetch data time cost=1.29ms, fps=909 images/s, loss=0.5771, top1-acc=82.20%, top5-acc=97.92%, remaining_time=0:00:29.979556, arrival_time=2021-04-15 04:26:20.532095, cost_time=0:00:25.454316 2021-04-15 04:25:53,369 INFO : TRAIN, epoch=0066, iter=00100/00196, fetch data time cost=1.57ms, fps=909 images/s, loss=0.5799, top1-acc=82.11%, top5-acc=97.89%, remaining_time=0:00:27.140640, arrival_time=2021-04-15 04:26:20.510289, cost_time=0:00:28.271462 2021-04-15 04:25:56,184 INFO : TRAIN, epoch=0066, iter=00110/00196, fetch data time cost=1.40ms, fps=910 images/s, loss=0.5829, top1-acc=82.01%, top5-acc=97.86%, remaining_time=0:00:24.303514, arrival_time=2021-04-15 04:26:20.487593, cost_time=0:00:31.085898 2021-04-15 04:25:59,002 INFO : TRAIN, epoch=0066, iter=00120/00196, fetch data time cost=1.39ms, fps=908 images/s, loss=0.5888, top1-acc=81.88%, top5-acc=97.81%, remaining_time=0:00:21.473040, arrival_time=2021-04-15 04:26:20.475978, cost_time=0:00:33.904760 2021-04-15 04:26:01,818 INFO : TRAIN, epoch=0066, iter=00130/00196, fetch data time cost=1.32ms, fps=909 images/s, loss=0.5938, top1-acc=81.78%, top5-acc=97.76%, remaining_time=0:00:18.642558, arrival_time=2021-04-15 04:26:20.460885, cost_time=0:00:36.720151 2021-04-15 04:26:04,629 INFO : TRAIN, epoch=0066, iter=00140/00196, fetch data time cost=1.29ms, fps=911 images/s, loss=0.5973, top1-acc=81.72%, top5-acc=97.73%, remaining_time=0:00:15.812608, arrival_time=2021-04-15 04:26:20.442268, cost_time=0:00:39.531479 2021-04-15 04:26:07,451 INFO : TRAIN, epoch=0066, iter=00150/00196, fetch data time cost=1.34ms, fps=907 images/s, loss=0.6015, top1-acc=81.60%, top5-acc=97.70%, remaining_time=0:00:12.988422, arrival_time=2021-04-15 04:26:20.440175, cost_time=0:00:42.353551 2021-04-15 04:26:10,272 INFO : TRAIN, epoch=0066, iter=00160/00196, fetch data time cost=1.30ms, fps=908 images/s, loss=0.6041, top1-acc=81.51%, top5-acc=97.66%, remaining_time=0:00:10.164168, arrival_time=2021-04-15 04:26:20.436422, cost_time=0:00:45.174070 2021-04-15 04:26:13,095 INFO : TRAIN, epoch=0066, iter=00170/00196, fetch data time cost=1.31ms, fps=907 images/s, loss=0.6086, top1-acc=81.37%, top5-acc=97.61%, remaining_time=0:00:07.340840, arrival_time=2021-04-15 04:26:20.436782, cost_time=0:00:47.997768 2021-04-15 04:26:15,910 INFO : TRAIN, epoch=0066, iter=00180/00196, fetch data time cost=1.45ms, fps=910 images/s, loss=0.6095, top1-acc=81.35%, top5-acc=97.61%, remaining_time=0:00:04.516656, arrival_time=2021-04-15 04:26:20.427286, cost_time=0:00:50.812449 2021-04-15 04:26:18,725 INFO : TRAIN, epoch=0066, iter=00190/00196, fetch data time cost=1.21ms, fps=910 images/s, loss=0.6136, top1-acc=81.22%, top5-acc=97.58%, remaining_time=0:00:01.693482, arrival_time=2021-04-15 04:26:20.418646, cost_time=0:00:53.626970 2021-04-15 04:26:20,242 INFO : TRAIN, epoch=0066, iter=00196/00196, fetch data time cost=1.31ms, fps=896 images/s, loss=0.6151, top1-acc=81.23%, top5-acc=97.56%, remaining_time=0:00:00, arrival_time=2021-04-15 04:26:20.242940, cost_time=0:00:55.144775 2021-04-15 04:26:21,131 INFO : EVAL, epoch=0066, iter=00010/00040, fetch data time cost=1.47ms, fps=2886 images/s, loss=1.8271, top1-acc=55.74%, top5-acc=83.48%, remaining_time=0:00:02.661150, arrival_time=2021-04-15 04:26:23.792687, cost_time=0:00:00.887047 2021-04-15 04:26:21,907 INFO : EVAL, epoch=0066, iter=00020/00040, fetch data time cost=1.27ms, fps=3301 images/s, loss=1.8244, top1-acc=55.98%, top5-acc=83.73%, remaining_time=0:00:01.662820, arrival_time=2021-04-15 04:26:23.570128, cost_time=0:00:01.662823 2021-04-15 04:26:22,686 INFO : EVAL, epoch=0066, iter=00030/00040, fetch data time cost=1.40ms, fps=3286 images/s, loss=1.8400, top1-acc=55.83%, top5-acc=83.37%, remaining_time=0:00:00.814050, arrival_time=2021-04-15 04:26:23.500738, cost_time=0:00:02.442145 2021-04-15 04:26:23,396 INFO : EVAL, epoch=0066, iter=00040/00040, fetch data time cost=0.05ms, fps=3270 images/s, loss=1.8450, top1-acc=55.93%, top5-acc=83.29%, remaining_time=0:00:00, arrival_time=2021-04-15 04:26:23.396501, cost_time=0:00:03.152030 2021-04-15 04:26:23,806 INFO : Epoch=0066 complete, best val top1-acc=58.73%, top5-acc=85.03% (epoch=57), remaining_time=2:11:32.780632, arrival_time=2021-04-15 06:37:56.587185, cost_time=1:04:47.488955 2021-04-15 04:26:23,807 INFO : Train start, epoch=0067, lr=0.075452 2021-04-15 04:26:26,747 INFO : TRAIN, epoch=0067, iter=00010/00196, fetch data time cost=1.41ms, fps=871 images/s, loss=0.5985, top1-acc=82.27%, top5-acc=98.24%, remaining_time=0:00:54.682326, arrival_time=2021-04-15 04:27:21.430156, cost_time=0:00:02.939908 2021-04-15 04:26:29,568 INFO : TRAIN, epoch=0067, iter=00020/00196, fetch data time cost=1.55ms, fps=908 images/s, loss=0.6085, top1-acc=81.35%, top5-acc=97.70%, remaining_time=0:00:50.688704, arrival_time=2021-04-15 04:27:20.256727, cost_time=0:00:05.760078 2021-04-15 04:26:32,383 INFO : TRAIN, epoch=0067, iter=00030/00196, fetch data time cost=1.38ms, fps=909 images/s, loss=0.6057, top1-acc=81.59%, top5-acc=97.50%, remaining_time=0:00:47.452428, arrival_time=2021-04-15 04:27:19.836082, cost_time=0:00:08.575743 2021-04-15 04:26:35,201 INFO : TRAIN, epoch=0067, iter=00040/00196, fetch data time cost=1.38ms, fps=909 images/s, loss=0.5913, top1-acc=81.99%, top5-acc=97.51%, remaining_time=0:00:44.433948, arrival_time=2021-04-15 04:27:19.635202, cost_time=0:00:11.393324 2021-04-15 04:26:38,016 INFO : TRAIN, epoch=0067, iter=00050/00196, fetch data time cost=1.38ms, fps=910 images/s, loss=0.5905, top1-acc=82.13%, top5-acc=97.54%, remaining_time=0:00:41.487506, arrival_time=2021-04-15 04:27:19.503499, cost_time=0:00:14.208074 2021-04-15 04:26:40,835 INFO : TRAIN, epoch=0067, iter=00060/00196, fetch data time cost=1.36ms, fps=908 images/s, loss=0.5902, top1-acc=82.04%, top5-acc=97.60%, remaining_time=0:00:38.595304, arrival_time=2021-04-15 04:27:19.430563, cost_time=0:00:17.027338 2021-04-15 04:26:43,653 INFO : TRAIN, epoch=0067, iter=00070/00196, fetch data time cost=1.35ms, fps=908 images/s, loss=0.5920, top1-acc=82.05%, top5-acc=97.53%, remaining_time=0:00:35.722386, arrival_time=2021-04-15 04:27:19.376048, cost_time=0:00:19.845748 2021-04-15 04:26:46,464 INFO : TRAIN, epoch=0067, iter=00080/00196, fetch data time cost=1.40ms, fps=911 images/s, loss=0.5920, top1-acc=82.02%, top5-acc=97.57%, remaining_time=0:00:32.851432, arrival_time=2021-04-15 04:27:19.315496, cost_time=0:00:22.656151 2021-04-15 04:26:49,278 INFO : TRAIN, epoch=0067, iter=00090/00196, fetch data time cost=1.42ms, fps=910 images/s, loss=0.5929, top1-acc=81.98%, top5-acc=97.53%, remaining_time=0:00:29.999166, arrival_time=2021-04-15 04:27:19.278087, cost_time=0:00:25.470999 2021-04-15 04:26:52,098 INFO : TRAIN, epoch=0067, iter=00100/00196, fetch data time cost=1.40ms, fps=908 images/s, loss=0.5941, top1-acc=81.86%, top5-acc=97.52%, remaining_time=0:00:27.159168, arrival_time=2021-04-15 04:27:19.257843, cost_time=0:00:28.290758 2021-04-15 04:26:54,915 INFO : TRAIN, epoch=0067, iter=00110/00196, fetch data time cost=1.39ms, fps=909 images/s, loss=0.6000, top1-acc=81.70%, top5-acc=97.46%, remaining_time=0:00:24.320800, arrival_time=2021-04-15 04:27:19.236730, cost_time=0:00:31.108012 2021-04-15 04:26:57,736 INFO : TRAIN, epoch=0067, iter=00120/00196, fetch data time cost=1.64ms, fps=908 images/s, loss=0.6006, top1-acc=81.67%, top5-acc=97.49%, remaining_time=0:00:21.487860, arrival_time=2021-04-15 04:27:19.223920, cost_time=0:00:33.928143 2021-04-15 04:27:00,549 INFO : TRAIN, epoch=0067, iter=00130/00196, fetch data time cost=1.28ms, fps=910 images/s, loss=0.6035, top1-acc=81.55%, top5-acc=97.50%, remaining_time=0:00:18.653514, arrival_time=2021-04-15 04:27:19.203170, cost_time=0:00:36.741745 2021-04-15 04:27:03,373 INFO : TRAIN, epoch=0067, iter=00140/00196, fetch data time cost=1.38ms, fps=907 images/s, loss=0.6056, top1-acc=81.48%, top5-acc=97.48%, remaining_time=0:00:15.826048, arrival_time=2021-04-15 04:27:19.199147, cost_time=0:00:39.565123 2021-04-15 04:27:06,191 INFO : TRAIN, epoch=0067, iter=00150/00196, fetch data time cost=1.32ms, fps=909 images/s, loss=0.6062, top1-acc=81.47%, top5-acc=97.48%, remaining_time=0:00:12.997484, arrival_time=2021-04-15 04:27:19.188482, cost_time=0:00:42.383085 2021-04-15 04:27:09,003 INFO : TRAIN, epoch=0067, iter=00160/00196, fetch data time cost=1.34ms, fps=911 images/s, loss=0.6083, top1-acc=81.37%, top5-acc=97.48%, remaining_time=0:00:10.168884, arrival_time=2021-04-15 04:27:19.171812, cost_time=0:00:45.194983 2021-04-15 04:27:11,819 INFO : TRAIN, epoch=0067, iter=00170/00196, fetch data time cost=1.37ms, fps=909 images/s, loss=0.6096, top1-acc=81.29%, top5-acc=97.46%, remaining_time=0:00:07.342868, arrival_time=2021-04-15 04:27:19.161858, cost_time=0:00:48.011077 2021-04-15 04:27:14,637 INFO : TRAIN, epoch=0067, iter=00180/00196, fetch data time cost=1.39ms, fps=908 images/s, loss=0.6108, top1-acc=81.23%, top5-acc=97.47%, remaining_time=0:00:04.518208, arrival_time=2021-04-15 04:27:19.155975, cost_time=0:00:50.829850 2021-04-15 04:27:17,455 INFO : TRAIN, epoch=0067, iter=00190/00196, fetch data time cost=1.14ms, fps=909 images/s, loss=0.6108, top1-acc=81.21%, top5-acc=97.46%, remaining_time=0:00:01.694124, arrival_time=2021-04-15 04:27:19.149247, cost_time=0:00:53.647204 2021-04-15 04:27:18,967 INFO : TRAIN, epoch=0067, iter=00196/00196, fetch data time cost=1.17ms, fps=899 images/s, loss=0.6126, top1-acc=81.17%, top5-acc=97.45%, remaining_time=0:00:00, arrival_time=2021-04-15 04:27:18.967957, cost_time=0:00:55.160058 2021-04-15 04:27:19,856 INFO : EVAL, epoch=0067, iter=00010/00040, fetch data time cost=1.28ms, fps=2887 images/s, loss=1.5047, top1-acc=59.73%, top5-acc=86.48%, remaining_time=0:00:02.659920, arrival_time=2021-04-15 04:27:22.516090, cost_time=0:00:00.886644 2021-04-15 04:27:20,633 INFO : EVAL, epoch=0067, iter=00020/00040, fetch data time cost=1.57ms, fps=3294 images/s, loss=1.5373, top1-acc=59.98%, top5-acc=86.23%, remaining_time=0:00:01.664180, arrival_time=2021-04-15 04:27:22.297866, cost_time=0:00:01.664172 2021-04-15 04:27:21,410 INFO : EVAL, epoch=0067, iter=00030/00040, fetch data time cost=1.27ms, fps=3297 images/s, loss=1.5472, top1-acc=59.45%, top5-acc=85.99%, remaining_time=0:00:00.813620, arrival_time=2021-04-15 04:27:22.223998, cost_time=0:00:02.440868 2021-04-15 04:27:22,119 INFO : EVAL, epoch=0067, iter=00040/00040, fetch data time cost=0.05ms, fps=3273 images/s, loss=1.5209, top1-acc=60.18%, top5-acc=86.29%, remaining_time=0:00:00, arrival_time=2021-04-15 04:27:22.119545, cost_time=0:00:03.150051 2021-04-15 04:27:23,033 INFO : Epoch=0067 complete, best val top1-acc=60.18%, top5-acc=86.29% (epoch=67), remaining_time=2:10:34.524467, arrival_time=2021-04-15 06:37:57.557412, cost_time=1:05:46.715324 2021-04-15 04:27:23,035 INFO : Train start, epoch=0068, lr=0.074773 2021-04-15 04:27:26,007 INFO : TRAIN, epoch=0068, iter=00010/00196, fetch data time cost=1.38ms, fps=861 images/s, loss=0.5655, top1-acc=82.66%, top5-acc=97.73%, remaining_time=0:00:55.278642, arrival_time=2021-04-15 04:28:21.285712, cost_time=0:00:02.971966 2021-04-15 04:27:28,827 INFO : TRAIN, epoch=0068, iter=00020/00196, fetch data time cost=1.28ms, fps=908 images/s, loss=0.5796, top1-acc=82.29%, top5-acc=97.75%, remaining_time=0:00:50.969424, arrival_time=2021-04-15 04:28:19.796508, cost_time=0:00:05.791984 2021-04-15 04:27:31,644 INFO : TRAIN, epoch=0068, iter=00030/00196, fetch data time cost=1.34ms, fps=909 images/s, loss=0.5737, top1-acc=82.50%, top5-acc=97.79%, remaining_time=0:00:47.636356, arrival_time=2021-04-15 04:28:19.280436, cost_time=0:00:08.608975 2021-04-15 04:27:34,455 INFO : TRAIN, epoch=0068, iter=00040/00196, fetch data time cost=1.37ms, fps=911 images/s, loss=0.5756, top1-acc=82.40%, top5-acc=97.81%, remaining_time=0:00:44.537688, arrival_time=2021-04-15 04:28:18.992728, cost_time=0:00:11.419937 2021-04-15 04:27:37,266 INFO : TRAIN, epoch=0068, iter=00050/00196, fetch data time cost=1.33ms, fps=911 images/s, loss=0.5706, top1-acc=82.55%, top5-acc=97.94%, remaining_time=0:00:41.556126, arrival_time=2021-04-15 04:28:18.822804, cost_time=0:00:14.231560 2021-04-15 04:27:40,083 INFO : TRAIN, epoch=0068, iter=00060/00196, fetch data time cost=1.45ms, fps=909 images/s, loss=0.5680, top1-acc=82.42%, top5-acc=97.96%, remaining_time=0:00:38.643312, arrival_time=2021-04-15 04:28:18.726937, cost_time=0:00:17.048518 2021-04-15 04:27:42,898 INFO : TRAIN, epoch=0068, iter=00070/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=0.5625, top1-acc=82.69%, top5-acc=97.90%, remaining_time=0:00:35.753634, arrival_time=2021-04-15 04:28:18.651931, cost_time=0:00:19.863132 2021-04-15 04:27:45,709 INFO : TRAIN, epoch=0068, iter=00080/00196, fetch data time cost=1.33ms, fps=911 images/s, loss=0.5651, top1-acc=82.59%, top5-acc=97.83%, remaining_time=0:00:32.878344, arrival_time=2021-04-15 04:28:18.588148, cost_time=0:00:22.674693 2021-04-15 04:27:48,524 INFO : TRAIN, epoch=0068, iter=00090/00196, fetch data time cost=1.40ms, fps=910 images/s, loss=0.5643, top1-acc=82.58%, top5-acc=97.83%, remaining_time=0:00:30.021108, arrival_time=2021-04-15 04:28:18.545888, cost_time=0:00:25.489649 2021-04-15 04:27:51,342 INFO : TRAIN, epoch=0068, iter=00100/00196, fetch data time cost=1.32ms, fps=909 images/s, loss=0.5665, top1-acc=82.57%, top5-acc=97.80%, remaining_time=0:00:27.175008, arrival_time=2021-04-15 04:28:18.517376, cost_time=0:00:28.307267 2021-04-15 04:27:54,151 INFO : TRAIN, epoch=0068, iter=00110/00196, fetch data time cost=1.38ms, fps=911 images/s, loss=0.5727, top1-acc=82.43%, top5-acc=97.76%, remaining_time=0:00:24.327508, arrival_time=2021-04-15 04:28:18.479211, cost_time=0:00:31.116590 2021-04-15 04:27:56,962 INFO : TRAIN, epoch=0068, iter=00120/00196, fetch data time cost=1.36ms, fps=911 images/s, loss=0.5750, top1-acc=82.38%, top5-acc=97.75%, remaining_time=0:00:21.487252, arrival_time=2021-04-15 04:28:18.449619, cost_time=0:00:33.927268 2021-04-15 04:27:59,770 INFO : TRAIN, epoch=0068, iter=00130/00196, fetch data time cost=1.39ms, fps=912 images/s, loss=0.5764, top1-acc=82.32%, top5-acc=97.74%, remaining_time=0:00:18.650082, arrival_time=2021-04-15 04:28:18.420143, cost_time=0:00:36.734951 2021-04-15 04:28:02,591 INFO : TRAIN, epoch=0068, iter=00140/00196, fetch data time cost=1.36ms, fps=908 images/s, loss=0.5824, top1-acc=82.14%, top5-acc=97.68%, remaining_time=0:00:15.822352, arrival_time=2021-04-15 04:28:18.413321, cost_time=0:00:39.555869 2021-04-15 04:28:05,406 INFO : TRAIN, epoch=0068, iter=00150/00196, fetch data time cost=1.62ms, fps=909 images/s, loss=0.5863, top1-acc=81.99%, top5-acc=97.67%, remaining_time=0:00:12.993988, arrival_time=2021-04-15 04:28:18.400766, cost_time=0:00:42.371643 2021-04-15 04:28:08,226 INFO : TRAIN, epoch=0068, iter=00160/00196, fetch data time cost=1.30ms, fps=908 images/s, loss=0.5866, top1-acc=81.93%, top5-acc=97.69%, remaining_time=0:00:10.168020, arrival_time=2021-04-15 04:28:18.394304, cost_time=0:00:45.191181 2021-04-15 04:28:11,043 INFO : TRAIN, epoch=0068, iter=00170/00196, fetch data time cost=1.38ms, fps=909 images/s, loss=0.5886, top1-acc=81.87%, top5-acc=97.66%, remaining_time=0:00:07.342400, arrival_time=2021-04-15 04:28:18.385461, cost_time=0:00:48.007962 2021-04-15 04:28:13,856 INFO : TRAIN, epoch=0068, iter=00180/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.5910, top1-acc=81.78%, top5-acc=97.66%, remaining_time=0:00:04.517456, arrival_time=2021-04-15 04:28:18.373946, cost_time=0:00:50.821367 2021-04-15 04:28:16,670 INFO : TRAIN, epoch=0068, iter=00190/00196, fetch data time cost=1.27ms, fps=910 images/s, loss=0.5924, top1-acc=81.73%, top5-acc=97.65%, remaining_time=0:00:01.693740, arrival_time=2021-04-15 04:28:18.364001, cost_time=0:00:53.635158 2021-04-15 04:28:18,186 INFO : TRAIN, epoch=0068, iter=00196/00196, fetch data time cost=1.14ms, fps=897 images/s, loss=0.5938, top1-acc=81.65%, top5-acc=97.64%, remaining_time=0:00:00, arrival_time=2021-04-15 04:28:18.186144, cost_time=0:00:55.151050 2021-04-15 04:28:19,074 INFO : EVAL, epoch=0068, iter=00010/00040, fetch data time cost=1.45ms, fps=2887 images/s, loss=1.5462, top1-acc=60.16%, top5-acc=86.64%, remaining_time=0:00:02.660490, arrival_time=2021-04-15 04:28:21.735050, cost_time=0:00:00.886829 2021-04-15 04:28:19,850 INFO : EVAL, epoch=0068, iter=00020/00040, fetch data time cost=1.27ms, fps=3300 images/s, loss=1.5276, top1-acc=60.70%, top5-acc=86.80%, remaining_time=0:00:01.662880, arrival_time=2021-04-15 04:28:21.513489, cost_time=0:00:01.662884 2021-04-15 04:28:20,626 INFO : EVAL, epoch=0068, iter=00030/00040, fetch data time cost=1.28ms, fps=3302 images/s, loss=1.5489, top1-acc=60.25%, top5-acc=86.67%, remaining_time=0:00:00.812820, arrival_time=2021-04-15 04:28:21.439003, cost_time=0:00:02.438468 2021-04-15 04:28:21,338 INFO : EVAL, epoch=0068, iter=00040/00040, fetch data time cost=0.14ms, fps=3258 images/s, loss=1.5343, top1-acc=60.35%, top5-acc=86.67%, remaining_time=0:00:00, arrival_time=2021-04-15 04:28:21.338688, cost_time=0:00:03.150917 2021-04-15 04:28:22,235 INFO : Epoch=0068 complete, best val top1-acc=60.35%, top5-acc=86.67% (epoch=68), remaining_time=2:09:36.194316, arrival_time=2021-04-15 06:37:58.430225, cost_time=1:06:45.918309 2021-04-15 04:28:22,237 INFO : Train start, epoch=0069, lr=0.074088 2021-04-15 04:28:25,233 INFO : TRAIN, epoch=0069, iter=00010/00196, fetch data time cost=1.34ms, fps=854 images/s, loss=0.5977, top1-acc=81.68%, top5-acc=98.16%, remaining_time=0:00:55.732482, arrival_time=2021-04-15 04:29:20.966163, cost_time=0:00:02.996370 2021-04-15 04:28:28,047 INFO : TRAIN, epoch=0069, iter=00020/00196, fetch data time cost=1.37ms, fps=910 images/s, loss=0.5724, top1-acc=82.46%, top5-acc=98.05%, remaining_time=0:00:51.129408, arrival_time=2021-04-15 04:29:19.176900, cost_time=0:00:05.810150 2021-04-15 04:28:30,859 INFO : TRAIN, epoch=0069, iter=00030/00196, fetch data time cost=1.40ms, fps=911 images/s, loss=0.5514, top1-acc=83.14%, top5-acc=98.18%, remaining_time=0:00:47.709064, arrival_time=2021-04-15 04:29:18.568488, cost_time=0:00:08.622117 2021-04-15 04:28:33,678 INFO : TRAIN, epoch=0069, iter=00040/00196, fetch data time cost=1.37ms, fps=908 images/s, loss=0.5483, top1-acc=83.37%, top5-acc=98.13%, remaining_time=0:00:44.620524, arrival_time=2021-04-15 04:29:18.299018, cost_time=0:00:11.441166 2021-04-15 04:28:36,494 INFO : TRAIN, epoch=0069, iter=00050/00196, fetch data time cost=1.40ms, fps=909 images/s, loss=0.5466, top1-acc=83.45%, top5-acc=98.14%, remaining_time=0:00:41.630586, arrival_time=2021-04-15 04:29:18.124936, cost_time=0:00:14.257038 2021-04-15 04:28:39,306 INFO : TRAIN, epoch=0069, iter=00060/00196, fetch data time cost=1.26ms, fps=910 images/s, loss=0.5470, top1-acc=83.63%, top5-acc=98.10%, remaining_time=0:00:38.691048, arrival_time=2021-04-15 04:29:17.997955, cost_time=0:00:17.069593 2021-04-15 04:28:42,120 INFO : TRAIN, epoch=0069, iter=00070/00196, fetch data time cost=1.27ms, fps=910 images/s, loss=0.5490, top1-acc=83.44%, top5-acc=98.09%, remaining_time=0:00:35.789166, arrival_time=2021-04-15 04:29:17.909350, cost_time=0:00:19.882872 2021-04-15 04:28:44,935 INFO : TRAIN, epoch=0069, iter=00080/00196, fetch data time cost=1.41ms, fps=910 images/s, loss=0.5517, top1-acc=83.31%, top5-acc=98.08%, remaining_time=0:00:32.911868, arrival_time=2021-04-15 04:29:17.847027, cost_time=0:00:22.697836 2021-04-15 04:28:47,749 INFO : TRAIN, epoch=0069, iter=00090/00196, fetch data time cost=1.36ms, fps=910 images/s, loss=0.5548, top1-acc=83.09%, top5-acc=98.06%, remaining_time=0:00:30.047820, arrival_time=2021-04-15 04:29:17.797406, cost_time=0:00:25.512269 2021-04-15 04:28:50,563 INFO : TRAIN, epoch=0069, iter=00100/00196, fetch data time cost=1.62ms, fps=910 images/s, loss=0.5581, top1-acc=82.94%, top5-acc=98.04%, remaining_time=0:00:27.193536, arrival_time=2021-04-15 04:29:17.757414, cost_time=0:00:28.326562 2021-04-15 04:28:53,383 INFO : TRAIN, epoch=0069, iter=00110/00196, fetch data time cost=1.39ms, fps=908 images/s, loss=0.5628, top1-acc=82.84%, top5-acc=98.00%, remaining_time=0:00:24.350384, arrival_time=2021-04-15 04:29:17.733545, cost_time=0:00:31.145848 2021-04-15 04:28:56,193 INFO : TRAIN, epoch=0069, iter=00120/00196, fetch data time cost=1.48ms, fps=911 images/s, loss=0.5669, top1-acc=82.66%, top5-acc=97.95%, remaining_time=0:00:21.505568, arrival_time=2021-04-15 04:29:17.699053, cost_time=0:00:33.956170 2021-04-15 04:28:59,006 INFO : TRAIN, epoch=0069, iter=00130/00196, fetch data time cost=1.38ms, fps=910 images/s, loss=0.5706, top1-acc=82.56%, top5-acc=97.92%, remaining_time=0:00:18.667572, arrival_time=2021-04-15 04:29:17.674369, cost_time=0:00:36.769472 2021-04-15 04:29:01,830 INFO : TRAIN, epoch=0069, iter=00140/00196, fetch data time cost=1.83ms, fps=907 images/s, loss=0.5768, top1-acc=82.33%, top5-acc=97.86%, remaining_time=0:00:15.837080, arrival_time=2021-04-15 04:29:17.667133, cost_time=0:00:39.592672 2021-04-15 04:29:04,640 INFO : TRAIN, epoch=0069, iter=00150/00196, fetch data time cost=1.42ms, fps=911 images/s, loss=0.5815, top1-acc=82.20%, top5-acc=97.80%, remaining_time=0:00:13.003740, arrival_time=2021-04-15 04:29:17.644621, cost_time=0:00:42.403568 2021-04-15 04:29:07,454 INFO : TRAIN, epoch=0069, iter=00160/00196, fetch data time cost=1.37ms, fps=910 images/s, loss=0.5848, top1-acc=82.12%, top5-acc=97.78%, remaining_time=0:00:10.173852, arrival_time=2021-04-15 04:29:17.628240, cost_time=0:00:45.217064 2021-04-15 04:29:10,273 INFO : TRAIN, epoch=0069, iter=00170/00196, fetch data time cost=1.42ms, fps=908 images/s, loss=0.5887, top1-acc=81.96%, top5-acc=97.73%, remaining_time=0:00:07.346768, arrival_time=2021-04-15 04:29:17.620596, cost_time=0:00:48.036518 2021-04-15 04:29:13,094 INFO : TRAIN, epoch=0069, iter=00180/00196, fetch data time cost=1.40ms, fps=908 images/s, loss=0.5893, top1-acc=81.95%, top5-acc=97.74%, remaining_time=0:00:04.520624, arrival_time=2021-04-15 04:29:17.615051, cost_time=0:00:50.857106 2021-04-15 04:29:15,909 INFO : TRAIN, epoch=0069, iter=00190/00196, fetch data time cost=1.12ms, fps=909 images/s, loss=0.5916, top1-acc=81.85%, top5-acc=97.73%, remaining_time=0:00:01.694922, arrival_time=2021-04-15 04:29:17.604686, cost_time=0:00:53.672450 2021-04-15 04:29:17,422 INFO : TRAIN, epoch=0069, iter=00196/00196, fetch data time cost=1.20ms, fps=899 images/s, loss=0.5939, top1-acc=81.80%, top5-acc=97.72%, remaining_time=0:00:00, arrival_time=2021-04-15 04:29:17.422601, cost_time=0:00:55.185312 2021-04-15 04:29:18,326 INFO : EVAL, epoch=0069, iter=00010/00040, fetch data time cost=0.20ms, fps=2837 images/s, loss=2.0139, top1-acc=52.62%, top5-acc=81.33%, remaining_time=0:00:02.706840, arrival_time=2021-04-15 04:29:21.033263, cost_time=0:00:00.902275 2021-04-15 04:29:19,101 INFO : EVAL, epoch=0069, iter=00020/00040, fetch data time cost=1.47ms, fps=3303 images/s, loss=2.0409, top1-acc=51.70%, top5-acc=80.80%, remaining_time=0:00:01.677680, arrival_time=2021-04-15 04:29:20.779506, cost_time=0:00:01.677687 2021-04-15 04:29:19,877 INFO : EVAL, epoch=0069, iter=00030/00040, fetch data time cost=1.28ms, fps=3304 images/s, loss=2.0157, top1-acc=52.30%, top5-acc=80.78%, remaining_time=0:00:00.817610, arrival_time=2021-04-15 04:29:20.694588, cost_time=0:00:02.452838 2021-04-15 04:29:20,585 INFO : EVAL, epoch=0069, iter=00040/00040, fetch data time cost=0.05ms, fps=3274 images/s, loss=2.0025, top1-acc=52.36%, top5-acc=80.73%, remaining_time=0:00:00, arrival_time=2021-04-15 04:29:20.585905, cost_time=0:00:03.161786 2021-04-15 04:29:21,147 INFO : Epoch=0069 complete, best val top1-acc=60.35%, top5-acc=86.67% (epoch=68), remaining_time=2:08:37.285849, arrival_time=2021-04-15 06:37:58.433404, cost_time=1:07:44.829961 2021-04-15 04:29:21,148 INFO : Train start, epoch=0070, lr=0.073396 2021-04-15 04:29:24,124 INFO : TRAIN, epoch=0070, iter=00010/00196, fetch data time cost=1.31ms, fps=860 images/s, loss=0.5931, top1-acc=81.95%, top5-acc=97.58%, remaining_time=0:00:55.337976, arrival_time=2021-04-15 04:30:19.462005, cost_time=0:00:02.975157 2021-04-15 04:29:26,945 INFO : TRAIN, epoch=0070, iter=00020/00196, fetch data time cost=1.73ms, fps=907 images/s, loss=0.5859, top1-acc=81.87%, top5-acc=97.87%, remaining_time=0:00:51.010784, arrival_time=2021-04-15 04:30:17.956501, cost_time=0:00:05.796675 2021-04-15 04:29:29,761 INFO : TRAIN, epoch=0070, iter=00030/00196, fetch data time cost=1.35ms, fps=909 images/s, loss=0.5754, top1-acc=81.97%, top5-acc=97.92%, remaining_time=0:00:47.656442, arrival_time=2021-04-15 04:30:17.417984, cost_time=0:00:08.612596 2021-04-15 04:29:32,583 INFO : TRAIN, epoch=0070, iter=00040/00196, fetch data time cost=1.51ms, fps=908 images/s, loss=0.5688, top1-acc=82.44%, top5-acc=97.87%, remaining_time=0:00:44.592912, arrival_time=2021-04-15 04:30:17.175930, cost_time=0:00:11.434063 2021-04-15 04:29:35,402 INFO : TRAIN, epoch=0070, iter=00050/00196, fetch data time cost=1.36ms, fps=908 images/s, loss=0.5630, top1-acc=82.57%, top5-acc=97.98%, remaining_time=0:00:41.619490, arrival_time=2021-04-15 04:30:17.021610, cost_time=0:00:14.253254 2021-04-15 04:29:38,218 INFO : TRAIN, epoch=0070, iter=00060/00196, fetch data time cost=1.32ms, fps=909 images/s, loss=0.5633, top1-acc=82.70%, top5-acc=98.01%, remaining_time=0:00:38.690912, arrival_time=2021-04-15 04:30:16.909378, cost_time=0:00:17.069514 2021-04-15 04:29:41,035 INFO : TRAIN, epoch=0070, iter=00070/00196, fetch data time cost=1.31ms, fps=909 images/s, loss=0.5639, top1-acc=82.54%, top5-acc=98.04%, remaining_time=0:00:35.795214, arrival_time=2021-04-15 04:30:16.830300, cost_time=0:00:19.886205 2021-04-15 04:29:43,849 INFO : TRAIN, epoch=0070, iter=00080/00196, fetch data time cost=1.36ms, fps=910 images/s, loss=0.5621, top1-acc=82.75%, top5-acc=97.98%, remaining_time=0:00:32.915464, arrival_time=2021-04-15 04:30:16.764646, cost_time=0:00:22.700321 2021-04-15 04:29:46,659 INFO : TRAIN, epoch=0070, iter=00090/00196, fetch data time cost=1.50ms, fps=911 images/s, loss=0.5669, top1-acc=82.53%, top5-acc=97.94%, remaining_time=0:00:30.046336, arrival_time=2021-04-15 04:30:16.706265, cost_time=0:00:25.511064 2021-04-15 04:29:49,482 INFO : TRAIN, epoch=0070, iter=00100/00196, fetch data time cost=2.08ms, fps=907 images/s, loss=0.5689, top1-acc=82.46%, top5-acc=97.93%, remaining_time=0:00:27.200064, arrival_time=2021-04-15 04:30:16.682368, cost_time=0:00:28.333367 2021-04-15 04:29:52,298 INFO : TRAIN, epoch=0070, iter=00110/00196, fetch data time cost=1.37ms, fps=909 images/s, loss=0.5699, top1-acc=82.54%, top5-acc=97.93%, remaining_time=0:00:24.353394, arrival_time=2021-04-15 04:30:16.651901, cost_time=0:00:31.149638 2021-04-15 04:29:55,118 INFO : TRAIN, epoch=0070, iter=00120/00196, fetch data time cost=1.50ms, fps=908 images/s, loss=0.5699, top1-acc=82.50%, top5-acc=97.90%, remaining_time=0:00:21.514232, arrival_time=2021-04-15 04:30:16.632977, cost_time=0:00:33.969850 2021-04-15 04:29:57,937 INFO : TRAIN, epoch=0070, iter=00130/00196, fetch data time cost=1.49ms, fps=908 images/s, loss=0.5729, top1-acc=82.43%, top5-acc=97.88%, remaining_time=0:00:18.677142, arrival_time=2021-04-15 04:30:16.614341, cost_time=0:00:36.788335 2021-04-15 04:30:00,749 INFO : TRAIN, epoch=0070, iter=00140/00196, fetch data time cost=1.40ms, fps=910 images/s, loss=0.5732, top1-acc=82.39%, top5-acc=97.88%, remaining_time=0:00:15.840216, arrival_time=2021-04-15 04:30:16.589588, cost_time=0:00:39.600509 2021-04-15 04:30:03,557 INFO : TRAIN, epoch=0070, iter=00150/00196, fetch data time cost=1.36ms, fps=912 images/s, loss=0.5753, top1-acc=82.32%, top5-acc=97.85%, remaining_time=0:00:13.005212, arrival_time=2021-04-15 04:30:16.562383, cost_time=0:00:42.408308 2021-04-15 04:30:06,367 INFO : TRAIN, epoch=0070, iter=00160/00196, fetch data time cost=1.42ms, fps=911 images/s, loss=0.5795, top1-acc=82.19%, top5-acc=97.81%, remaining_time=0:00:10.174140, arrival_time=2021-04-15 04:30:16.541451, cost_time=0:00:45.218452 2021-04-15 04:30:09,176 INFO : TRAIN, epoch=0070, iter=00170/00196, fetch data time cost=1.51ms, fps=911 images/s, loss=0.5831, top1-acc=82.09%, top5-acc=97.76%, remaining_time=0:00:07.345390, arrival_time=2021-04-15 04:30:16.521822, cost_time=0:00:48.027568 2021-04-15 04:30:11,985 INFO : TRAIN, epoch=0070, iter=00180/00196, fetch data time cost=1.32ms, fps=911 images/s, loss=0.5863, top1-acc=82.02%, top5-acc=97.74%, remaining_time=0:00:04.518832, arrival_time=2021-04-15 04:30:16.504575, cost_time=0:00:50.836873 2021-04-15 04:30:14,800 INFO : TRAIN, epoch=0070, iter=00190/00196, fetch data time cost=1.16ms, fps=910 images/s, loss=0.5877, top1-acc=81.95%, top5-acc=97.73%, remaining_time=0:00:01.694268, arrival_time=2021-04-15 04:30:16.495023, cost_time=0:00:53.651819 2021-04-15 04:30:16,312 INFO : TRAIN, epoch=0070, iter=00196/00196, fetch data time cost=1.16ms, fps=900 images/s, loss=0.5911, top1-acc=81.86%, top5-acc=97.70%, remaining_time=0:00:00, arrival_time=2021-04-15 04:30:16.312612, cost_time=0:00:55.163766 2021-04-15 04:30:17,214 INFO : EVAL, epoch=0070, iter=00010/00040, fetch data time cost=0.18ms, fps=2843 images/s, loss=1.5263, top1-acc=61.02%, top5-acc=86.41%, remaining_time=0:00:02.701260, arrival_time=2021-04-15 04:30:19.915830, cost_time=0:00:00.900420 2021-04-15 04:30:17,990 INFO : EVAL, epoch=0070, iter=00020/00040, fetch data time cost=1.32ms, fps=3300 images/s, loss=1.5390, top1-acc=60.04%, top5-acc=86.41%, remaining_time=0:00:01.676460, arrival_time=2021-04-15 04:30:19.667075, cost_time=0:00:01.676469 2021-04-15 04:30:18,766 INFO : EVAL, epoch=0070, iter=00030/00040, fetch data time cost=1.26ms, fps=3301 images/s, loss=1.5451, top1-acc=59.92%, top5-acc=86.13%, remaining_time=0:00:00.817430, arrival_time=2021-04-15 04:30:19.583890, cost_time=0:00:02.452299 2021-04-15 04:30:19,474 INFO : EVAL, epoch=0070, iter=00040/00040, fetch data time cost=0.05ms, fps=3276 images/s, loss=1.5512, top1-acc=59.91%, top5-acc=86.42%, remaining_time=0:00:00, arrival_time=2021-04-15 04:30:19.474858, cost_time=0:00:03.160731 2021-04-15 04:30:19,904 INFO : Epoch=0070 complete, best val top1-acc=60.35%, top5-acc=86.67% (epoch=68), remaining_time=2:07:38.089270, arrival_time=2021-04-15 06:37:57.993366, cost_time=1:08:43.586500 2021-04-15 04:30:19,905 INFO : Train start, epoch=0071, lr=0.072700 2021-04-15 04:30:22,859 INFO : TRAIN, epoch=0071, iter=00010/00196, fetch data time cost=1.46ms, fps=867 images/s, loss=0.5710, top1-acc=82.70%, top5-acc=97.97%, remaining_time=0:00:54.950352, arrival_time=2021-04-15 04:31:17.810065, cost_time=0:00:02.954321 2021-04-15 04:30:25,669 INFO : TRAIN, epoch=0071, iter=00020/00196, fetch data time cost=1.30ms, fps=911 images/s, loss=0.5759, top1-acc=82.25%, top5-acc=97.97%, remaining_time=0:00:50.722672, arrival_time=2021-04-15 04:31:16.392000, cost_time=0:00:05.763934 2021-04-15 04:30:28,482 INFO : TRAIN, epoch=0071, iter=00030/00196, fetch data time cost=1.41ms, fps=910 images/s, loss=0.5713, top1-acc=82.59%, top5-acc=98.02%, remaining_time=0:00:47.462388, arrival_time=2021-04-15 04:31:15.945323, cost_time=0:00:08.577539 2021-04-15 04:30:31,305 INFO : TRAIN, epoch=0071, iter=00040/00196, fetch data time cost=1.33ms, fps=907 images/s, loss=0.5623, top1-acc=82.91%, top5-acc=98.00%, remaining_time=0:00:44.461560, arrival_time=2021-04-15 04:31:15.767336, cost_time=0:00:11.400383 2021-04-15 04:30:34,119 INFO : TRAIN, epoch=0071, iter=00050/00196, fetch data time cost=1.37ms, fps=910 images/s, loss=0.5644, top1-acc=82.77%, top5-acc=98.01%, remaining_time=0:00:41.506340, arrival_time=2021-04-15 04:31:15.626217, cost_time=0:00:14.214480 2021-04-15 04:30:36,934 INFO : TRAIN, epoch=0071, iter=00060/00196, fetch data time cost=1.41ms, fps=910 images/s, loss=0.5626, top1-acc=82.63%, top5-acc=97.96%, remaining_time=0:00:38.599384, arrival_time=2021-04-15 04:31:15.533943, cost_time=0:00:17.029167 2021-04-15 04:30:39,749 INFO : TRAIN, epoch=0071, iter=00070/00196, fetch data time cost=1.35ms, fps=909 images/s, loss=0.5616, top1-acc=82.76%, top5-acc=97.96%, remaining_time=0:00:35.719740, arrival_time=2021-04-15 04:31:15.469400, cost_time=0:00:19.844265 2021-04-15 04:30:42,571 INFO : TRAIN, epoch=0071, iter=00080/00196, fetch data time cost=1.47ms, fps=907 images/s, loss=0.5619, top1-acc=82.66%, top5-acc=97.99%, remaining_time=0:00:32.865932, arrival_time=2021-04-15 04:31:15.437503, cost_time=0:00:22.666177 2021-04-15 04:30:45,389 INFO : TRAIN, epoch=0071, iter=00090/00196, fetch data time cost=1.39ms, fps=909 images/s, loss=0.5659, top1-acc=82.52%, top5-acc=97.92%, remaining_time=0:00:30.014112, arrival_time=2021-04-15 04:31:15.403218, cost_time=0:00:25.483703 2021-04-15 04:30:48,199 INFO : TRAIN, epoch=0071, iter=00100/00196, fetch data time cost=1.72ms, fps=911 images/s, loss=0.5695, top1-acc=82.39%, top5-acc=97.91%, remaining_time=0:00:27.161856, arrival_time=2021-04-15 04:31:15.360927, cost_time=0:00:28.293612 2021-04-15 04:30:51,017 INFO : TRAIN, epoch=0071, iter=00110/00196, fetch data time cost=1.40ms, fps=908 images/s, loss=0.5711, top1-acc=82.35%, top5-acc=97.89%, remaining_time=0:00:24.323896, arrival_time=2021-04-15 04:31:15.341244, cost_time=0:00:31.111958 2021-04-15 04:30:53,839 INFO : TRAIN, epoch=0071, iter=00120/00196, fetch data time cost=1.42ms, fps=907 images/s, loss=0.5705, top1-acc=82.35%, top5-acc=97.88%, remaining_time=0:00:21.491508, arrival_time=2021-04-15 04:31:15.330873, cost_time=0:00:33.933944 2021-04-15 04:30:56,659 INFO : TRAIN, epoch=0071, iter=00130/00196, fetch data time cost=1.36ms, fps=908 images/s, loss=0.5733, top1-acc=82.29%, top5-acc=97.85%, remaining_time=0:00:18.659850, arrival_time=2021-04-15 04:31:15.319501, cost_time=0:00:36.754254 2021-04-15 04:30:59,478 INFO : TRAIN, epoch=0071, iter=00140/00196, fetch data time cost=1.33ms, fps=908 images/s, loss=0.5713, top1-acc=82.37%, top5-acc=97.87%, remaining_time=0:00:15.829128, arrival_time=2021-04-15 04:31:15.307386, cost_time=0:00:39.572820 2021-04-15 04:31:02,296 INFO : TRAIN, epoch=0071, iter=00150/00196, fetch data time cost=1.35ms, fps=909 images/s, loss=0.5714, top1-acc=82.38%, top5-acc=97.85%, remaining_time=0:00:12.999784, arrival_time=2021-04-15 04:31:15.295814, cost_time=0:00:42.390635 2021-04-15 04:31:05,108 INFO : TRAIN, epoch=0071, iter=00160/00196, fetch data time cost=1.42ms, fps=910 images/s, loss=0.5746, top1-acc=82.22%, top5-acc=97.83%, remaining_time=0:00:10.170648, arrival_time=2021-04-15 04:31:15.278888, cost_time=0:00:45.202849 2021-04-15 04:31:07,926 INFO : TRAIN, epoch=0071, iter=00170/00196, fetch data time cost=1.38ms, fps=909 images/s, loss=0.5746, top1-acc=82.19%, top5-acc=97.84%, remaining_time=0:00:07.344350, arrival_time=2021-04-15 04:31:15.270520, cost_time=0:00:48.020779 2021-04-15 04:31:10,744 INFO : TRAIN, epoch=0071, iter=00180/00196, fetch data time cost=1.40ms, fps=908 images/s, loss=0.5758, top1-acc=82.17%, top5-acc=97.81%, remaining_time=0:00:04.519056, arrival_time=2021-04-15 04:31:15.263750, cost_time=0:00:50.839298 2021-04-15 04:31:13,555 INFO : TRAIN, epoch=0071, iter=00190/00196, fetch data time cost=1.24ms, fps=911 images/s, loss=0.5791, top1-acc=82.07%, top5-acc=97.77%, remaining_time=0:00:01.694208, arrival_time=2021-04-15 04:31:15.249578, cost_time=0:00:53.649986 2021-04-15 04:31:15,067 INFO : TRAIN, epoch=0071, iter=00196/00196, fetch data time cost=1.39ms, fps=900 images/s, loss=0.5803, top1-acc=82.06%, top5-acc=97.77%, remaining_time=0:00:00, arrival_time=2021-04-15 04:31:15.067601, cost_time=0:00:55.162217 2021-04-15 04:31:15,954 INFO : EVAL, epoch=0071, iter=00010/00040, fetch data time cost=0.19ms, fps=2891 images/s, loss=1.6779, top1-acc=58.71%, top5-acc=85.90%, remaining_time=0:00:02.656830, arrival_time=2021-04-15 04:31:18.611686, cost_time=0:00:00.885608 2021-04-15 04:31:16,732 INFO : EVAL, epoch=0071, iter=00020/00040, fetch data time cost=1.27ms, fps=3294 images/s, loss=1.6712, top1-acc=58.96%, top5-acc=85.37%, remaining_time=0:00:01.663220, arrival_time=2021-04-15 04:31:18.395699, cost_time=0:00:01.663215 2021-04-15 04:31:17,509 INFO : EVAL, epoch=0071, iter=00030/00040, fetch data time cost=1.25ms, fps=3298 images/s, loss=1.6535, top1-acc=59.36%, top5-acc=85.56%, remaining_time=0:00:00.813250, arrival_time=2021-04-15 04:31:18.322246, cost_time=0:00:02.439742 2021-04-15 04:31:18,218 INFO : EVAL, epoch=0071, iter=00040/00040, fetch data time cost=0.06ms, fps=3272 images/s, loss=1.6336, top1-acc=59.49%, top5-acc=85.87%, remaining_time=0:00:00, arrival_time=2021-04-15 04:31:18.218310, cost_time=0:00:03.149077 2021-04-15 04:31:18,750 INFO : Epoch=0071 complete, best val top1-acc=60.35%, top5-acc=86.67% (epoch=68), remaining_time=2:06:39.068790, arrival_time=2021-04-15 06:37:57.819569, cost_time=1:09:42.433193 2021-04-15 04:31:18,751 INFO : Train start, epoch=0072, lr=0.071997 2021-04-15 04:31:21,748 INFO : TRAIN, epoch=0072, iter=00010/00196, fetch data time cost=1.31ms, fps=854 images/s, loss=0.5497, top1-acc=83.52%, top5-acc=98.01%, remaining_time=0:00:55.736016, arrival_time=2021-04-15 04:32:17.484623, cost_time=0:00:02.996563 2021-04-15 04:31:24,563 INFO : TRAIN, epoch=0072, iter=00020/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.5380, top1-acc=83.65%, top5-acc=98.12%, remaining_time=0:00:51.141376, arrival_time=2021-04-15 04:32:15.704941, cost_time=0:00:05.811515 2021-04-15 04:31:27,376 INFO : TRAIN, epoch=0072, iter=00030/00196, fetch data time cost=1.42ms, fps=910 images/s, loss=0.5282, top1-acc=84.00%, top5-acc=98.23%, remaining_time=0:00:47.724336, arrival_time=2021-04-15 04:32:15.101250, cost_time=0:00:08.624870 2021-04-15 04:31:30,189 INFO : TRAIN, epoch=0072, iter=00040/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=0.5236, top1-acc=84.25%, top5-acc=98.30%, remaining_time=0:00:44.606172, arrival_time=2021-04-15 04:32:14.795712, cost_time=0:00:11.437498 2021-04-15 04:31:33,007 INFO : TRAIN, epoch=0072, iter=00050/00196, fetch data time cost=1.52ms, fps=909 images/s, loss=0.5210, top1-acc=84.27%, top5-acc=98.24%, remaining_time=0:00:41.625038, arrival_time=2021-04-15 04:32:14.632301, cost_time=0:00:14.255147 2021-04-15 04:31:35,821 INFO : TRAIN, epoch=0072, iter=00060/00196, fetch data time cost=1.51ms, fps=910 images/s, loss=0.5228, top1-acc=84.21%, top5-acc=98.18%, remaining_time=0:00:38.691320, arrival_time=2021-04-15 04:32:14.513057, cost_time=0:00:17.069685 2021-04-15 04:31:38,637 INFO : TRAIN, epoch=0072, iter=00070/00196, fetch data time cost=1.37ms, fps=909 images/s, loss=0.5243, top1-acc=84.19%, top5-acc=98.17%, remaining_time=0:00:35.794458, arrival_time=2021-04-15 04:32:14.432373, cost_time=0:00:19.885835 2021-04-15 04:31:41,449 INFO : TRAIN, epoch=0072, iter=00080/00196, fetch data time cost=1.51ms, fps=911 images/s, loss=0.5295, top1-acc=84.08%, top5-acc=98.11%, remaining_time=0:00:32.910824, arrival_time=2021-04-15 04:32:14.359984, cost_time=0:00:22.697103 2021-04-15 04:31:44,271 INFO : TRAIN, epoch=0072, iter=00090/00196, fetch data time cost=1.31ms, fps=907 images/s, loss=0.5347, top1-acc=83.87%, top5-acc=98.09%, remaining_time=0:00:30.056406, arrival_time=2021-04-15 04:32:14.328020, cost_time=0:00:25.519552 2021-04-15 04:31:47,087 INFO : TRAIN, epoch=0072, iter=00100/00196, fetch data time cost=1.39ms, fps=909 images/s, loss=0.5374, top1-acc=83.75%, top5-acc=98.03%, remaining_time=0:00:27.202176, arrival_time=2021-04-15 04:32:14.289826, cost_time=0:00:28.335605 2021-04-15 04:31:49,903 INFO : TRAIN, epoch=0072, iter=00110/00196, fetch data time cost=1.33ms, fps=909 images/s, loss=0.5432, top1-acc=83.48%, top5-acc=98.01%, remaining_time=0:00:24.355028, arrival_time=2021-04-15 04:32:14.258909, cost_time=0:00:31.151831 2021-04-15 04:31:52,712 INFO : TRAIN, epoch=0072, iter=00120/00196, fetch data time cost=1.44ms, fps=911 images/s, loss=0.5472, top1-acc=83.37%, top5-acc=98.00%, remaining_time=0:00:21.508456, arrival_time=2021-04-15 04:32:14.221282, cost_time=0:00:33.960770 2021-04-15 04:31:55,530 INFO : TRAIN, epoch=0072, iter=00130/00196, fetch data time cost=1.57ms, fps=909 images/s, loss=0.5510, top1-acc=83.29%, top5-acc=97.96%, remaining_time=0:00:18.671928, arrival_time=2021-04-15 04:32:14.201966, cost_time=0:00:36.777987 2021-04-15 04:31:58,340 INFO : TRAIN, epoch=0072, iter=00140/00196, fetch data time cost=1.54ms, fps=911 images/s, loss=0.5541, top1-acc=83.12%, top5-acc=97.93%, remaining_time=0:00:15.835512, arrival_time=2021-04-15 04:32:14.176337, cost_time=0:00:39.588774 2021-04-15 04:32:01,155 INFO : TRAIN, epoch=0072, iter=00150/00196, fetch data time cost=1.36ms, fps=910 images/s, loss=0.5557, top1-acc=83.04%, top5-acc=97.91%, remaining_time=0:00:13.003786, arrival_time=2021-04-15 04:32:14.159500, cost_time=0:00:42.403666 2021-04-15 04:32:03,975 INFO : TRAIN, epoch=0072, iter=00160/00196, fetch data time cost=1.41ms, fps=908 images/s, loss=0.5587, top1-acc=82.96%, top5-acc=97.88%, remaining_time=0:00:10.175328, arrival_time=2021-04-15 04:32:14.151095, cost_time=0:00:45.223719 2021-04-15 04:32:06,794 INFO : TRAIN, epoch=0072, iter=00170/00196, fetch data time cost=1.50ms, fps=908 images/s, loss=0.5627, top1-acc=82.81%, top5-acc=97.86%, remaining_time=0:00:07.347626, arrival_time=2021-04-15 04:32:14.141857, cost_time=0:00:48.042185 2021-04-15 04:32:09,612 INFO : TRAIN, epoch=0072, iter=00180/00196, fetch data time cost=1.38ms, fps=908 images/s, loss=0.5661, top1-acc=82.70%, top5-acc=97.85%, remaining_time=0:00:04.520944, arrival_time=2021-04-15 04:32:14.133719, cost_time=0:00:50.860661 2021-04-15 04:32:12,435 INFO : TRAIN, epoch=0072, iter=00190/00196, fetch data time cost=1.31ms, fps=907 images/s, loss=0.5680, top1-acc=82.63%, top5-acc=97.82%, remaining_time=0:00:01.695252, arrival_time=2021-04-15 04:32:14.130367, cost_time=0:00:53.683033 2021-04-15 04:32:13,951 INFO : TRAIN, epoch=0072, iter=00196/00196, fetch data time cost=1.42ms, fps=897 images/s, loss=0.5694, top1-acc=82.56%, top5-acc=97.83%, remaining_time=0:00:00, arrival_time=2021-04-15 04:32:13.951629, cost_time=0:00:55.199559 2021-04-15 04:32:14,910 INFO : EVAL, epoch=0072, iter=00010/00040, fetch data time cost=0.21ms, fps=2678 images/s, loss=1.4318, top1-acc=62.58%, top5-acc=87.62%, remaining_time=0:00:02.868030, arrival_time=2021-04-15 04:32:17.778250, cost_time=0:00:00.956010 2021-04-15 04:32:15,686 INFO : EVAL, epoch=0072, iter=00020/00040, fetch data time cost=1.36ms, fps=3301 images/s, loss=1.4927, top1-acc=61.41%, top5-acc=87.11%, remaining_time=0:00:01.731840, arrival_time=2021-04-15 04:32:17.417889, cost_time=0:00:01.731843 2021-04-15 04:32:16,460 INFO : EVAL, epoch=0072, iter=00030/00040, fetch data time cost=1.39ms, fps=3309 images/s, loss=1.4887, top1-acc=61.52%, top5-acc=87.37%, remaining_time=0:00:00.835310, arrival_time=2021-04-15 04:32:17.295444, cost_time=0:00:02.505927 2021-04-15 04:32:17,168 INFO : EVAL, epoch=0072, iter=00040/00040, fetch data time cost=0.05ms, fps=3278 images/s, loss=1.4846, top1-acc=61.59%, top5-acc=87.15%, remaining_time=0:00:00, arrival_time=2021-04-15 04:32:17.168161, cost_time=0:00:03.213968 2021-04-15 04:32:18,024 INFO : Epoch=0072 complete, best val top1-acc=61.59%, top5-acc=87.15% (epoch=72), remaining_time=2:05:40.812544, arrival_time=2021-04-15 06:37:58.837234, cost_time=1:10:41.707089 2021-04-15 04:32:18,026 INFO : Train start, epoch=0073, lr=0.071289 2021-04-15 04:32:21,014 INFO : TRAIN, epoch=0073, iter=00010/00196, fetch data time cost=1.39ms, fps=857 images/s, loss=0.5276, top1-acc=84.26%, top5-acc=98.05%, remaining_time=0:00:55.584798, arrival_time=2021-04-15 04:33:16.599313, cost_time=0:00:02.988427 2021-04-15 04:32:23,830 INFO : TRAIN, epoch=0073, iter=00020/00196, fetch data time cost=1.36ms, fps=909 images/s, loss=0.5310, top1-acc=83.67%, top5-acc=98.05%, remaining_time=0:00:51.075376, arrival_time=2021-04-15 04:33:14.905490, cost_time=0:00:05.804022 2021-04-15 04:32:26,637 INFO : TRAIN, epoch=0073, iter=00030/00196, fetch data time cost=1.41ms, fps=912 images/s, loss=0.5286, top1-acc=83.92%, top5-acc=98.12%, remaining_time=0:00:47.649968, arrival_time=2021-04-15 04:33:14.287481, cost_time=0:00:08.611426 2021-04-15 04:32:29,451 INFO : TRAIN, epoch=0073, iter=00040/00196, fetch data time cost=1.37ms, fps=910 images/s, loss=0.5204, top1-acc=84.12%, top5-acc=98.25%, remaining_time=0:00:44.557188, arrival_time=2021-04-15 04:33:14.008193, cost_time=0:00:11.424910 2021-04-15 04:32:32,268 INFO : TRAIN, epoch=0073, iter=00050/00196, fetch data time cost=1.50ms, fps=909 images/s, loss=0.5218, top1-acc=83.87%, top5-acc=98.30%, remaining_time=0:00:41.587808, arrival_time=2021-04-15 04:33:13.856337, cost_time=0:00:14.242416 2021-04-15 04:32:35,085 INFO : TRAIN, epoch=0073, iter=00060/00196, fetch data time cost=1.33ms, fps=909 images/s, loss=0.5265, top1-acc=83.72%, top5-acc=98.26%, remaining_time=0:00:38.667520, arrival_time=2021-04-15 04:33:13.752821, cost_time=0:00:17.059205 2021-04-15 04:32:37,899 INFO : TRAIN, epoch=0073, iter=00070/00196, fetch data time cost=1.37ms, fps=910 images/s, loss=0.5304, top1-acc=83.41%, top5-acc=98.23%, remaining_time=0:00:35.771652, arrival_time=2021-04-15 04:33:13.670882, cost_time=0:00:19.873129 2021-04-15 04:32:40,712 INFO : TRAIN, epoch=0073, iter=00080/00196, fetch data time cost=1.45ms, fps=910 images/s, loss=0.5354, top1-acc=83.21%, top5-acc=98.21%, remaining_time=0:00:32.895280, arrival_time=2021-04-15 04:33:13.607802, cost_time=0:00:22.686420 2021-04-15 04:32:43,523 INFO : TRAIN, epoch=0073, iter=00090/00196, fetch data time cost=1.36ms, fps=911 images/s, loss=0.5383, top1-acc=83.08%, top5-acc=98.20%, remaining_time=0:00:30.029800, arrival_time=2021-04-15 04:33:13.552928, cost_time=0:00:25.497031 2021-04-15 04:32:46,340 INFO : TRAIN, epoch=0073, iter=00100/00196, fetch data time cost=1.51ms, fps=909 images/s, loss=0.5407, top1-acc=83.04%, top5-acc=98.19%, remaining_time=0:00:27.181632, arrival_time=2021-04-15 04:33:13.521946, cost_time=0:00:28.314219 2021-04-15 04:32:49,153 INFO : TRAIN, epoch=0073, iter=00110/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.5427, top1-acc=83.00%, top5-acc=98.15%, remaining_time=0:00:24.335678, arrival_time=2021-04-15 04:33:13.488895, cost_time=0:00:31.127060 2021-04-15 04:32:51,966 INFO : TRAIN, epoch=0073, iter=00120/00196, fetch data time cost=1.45ms, fps=910 images/s, loss=0.5476, top1-acc=82.86%, top5-acc=98.12%, remaining_time=0:00:21.495232, arrival_time=2021-04-15 04:33:13.461234, cost_time=0:00:33.939861 2021-04-15 04:32:54,781 INFO : TRAIN, epoch=0073, iter=00130/00196, fetch data time cost=1.41ms, fps=910 images/s, loss=0.5490, top1-acc=82.76%, top5-acc=98.07%, remaining_time=0:00:18.660246, arrival_time=2021-04-15 04:33:13.441411, cost_time=0:00:36.755073 2021-04-15 04:32:57,594 INFO : TRAIN, epoch=0073, iter=00140/00196, fetch data time cost=1.33ms, fps=910 images/s, loss=0.5520, top1-acc=82.65%, top5-acc=98.05%, remaining_time=0:00:15.827280, arrival_time=2021-04-15 04:33:13.421596, cost_time=0:00:39.568205 2021-04-15 04:33:00,408 INFO : TRAIN, epoch=0073, iter=00150/00196, fetch data time cost=1.38ms, fps=910 images/s, loss=0.5564, top1-acc=82.54%, top5-acc=98.04%, remaining_time=0:00:12.997346, arrival_time=2021-04-15 04:33:13.406172, cost_time=0:00:42.382720 2021-04-15 04:33:03,230 INFO : TRAIN, epoch=0073, iter=00160/00196, fetch data time cost=1.53ms, fps=907 images/s, loss=0.5602, top1-acc=82.48%, top5-acc=97.99%, remaining_time=0:00:10.171008, arrival_time=2021-04-15 04:33:13.401551, cost_time=0:00:45.204450 2021-04-15 04:33:06,045 INFO : TRAIN, epoch=0073, iter=00170/00196, fetch data time cost=1.37ms, fps=909 images/s, loss=0.5629, top1-acc=82.44%, top5-acc=97.95%, remaining_time=0:00:07.344194, arrival_time=2021-04-15 04:33:13.390036, cost_time=0:00:48.019746 2021-04-15 04:33:08,859 INFO : TRAIN, epoch=0073, iter=00180/00196, fetch data time cost=1.41ms, fps=910 images/s, loss=0.5634, top1-acc=82.45%, top5-acc=97.93%, remaining_time=0:00:04.518480, arrival_time=2021-04-15 04:33:13.377445, cost_time=0:00:50.832871 2021-04-15 04:33:11,676 INFO : TRAIN, epoch=0073, iter=00190/00196, fetch data time cost=1.18ms, fps=909 images/s, loss=0.5655, top1-acc=82.36%, top5-acc=97.92%, remaining_time=0:00:01.694214, arrival_time=2021-04-15 04:33:13.370396, cost_time=0:00:53.650089 2021-04-15 04:33:13,193 INFO : TRAIN, epoch=0073, iter=00196/00196, fetch data time cost=1.22ms, fps=897 images/s, loss=0.5667, top1-acc=82.33%, top5-acc=97.92%, remaining_time=0:00:00, arrival_time=2021-04-15 04:33:13.193359, cost_time=0:00:55.167273 2021-04-15 04:33:14,095 INFO : EVAL, epoch=0073, iter=00010/00040, fetch data time cost=0.19ms, fps=2842 images/s, loss=1.6586, top1-acc=58.95%, top5-acc=85.31%, remaining_time=0:00:02.702400, arrival_time=2021-04-15 04:33:16.798153, cost_time=0:00:00.900804 2021-04-15 04:33:14,874 INFO : EVAL, epoch=0073, iter=00020/00040, fetch data time cost=1.34ms, fps=3290 images/s, loss=1.6537, top1-acc=59.08%, top5-acc=85.70%, remaining_time=0:00:01.679380, arrival_time=2021-04-15 04:33:16.553674, cost_time=0:00:01.679375 2021-04-15 04:33:15,650 INFO : EVAL, epoch=0073, iter=00030/00040, fetch data time cost=1.28ms, fps=3299 images/s, loss=1.6242, top1-acc=59.83%, top5-acc=86.11%, remaining_time=0:00:00.818530, arrival_time=2021-04-15 04:33:16.469035, cost_time=0:00:02.455589 2021-04-15 04:33:16,362 INFO : EVAL, epoch=0073, iter=00040/00040, fetch data time cost=0.05ms, fps=3259 images/s, loss=1.6107, top1-acc=59.65%, top5-acc=86.10%, remaining_time=0:00:00, arrival_time=2021-04-15 04:33:16.362669, cost_time=0:00:03.167776 2021-04-15 04:33:16,815 INFO : Epoch=0073 complete, best val top1-acc=61.59%, top5-acc=87.15% (epoch=72), remaining_time=2:04:41.687602, arrival_time=2021-04-15 06:37:58.502780, cost_time=1:11:40.497590 2021-04-15 04:33:16,817 INFO : Train start, epoch=0074, lr=0.070576 2021-04-15 04:33:19,784 INFO : TRAIN, epoch=0074, iter=00010/00196, fetch data time cost=1.40ms, fps=863 images/s, loss=0.5606, top1-acc=82.58%, top5-acc=97.89%, remaining_time=0:00:55.190664, arrival_time=2021-04-15 04:34:14.975256, cost_time=0:00:02.967238 2021-04-15 04:33:22,596 INFO : TRAIN, epoch=0074, iter=00020/00196, fetch data time cost=1.39ms, fps=910 images/s, loss=0.5376, top1-acc=83.22%, top5-acc=98.26%, remaining_time=0:00:50.859952, arrival_time=2021-04-15 04:34:13.456840, cost_time=0:00:05.779531 2021-04-15 04:33:25,411 INFO : TRAIN, epoch=0074, iter=00030/00196, fetch data time cost=1.42ms, fps=910 images/s, loss=0.5313, top1-acc=83.16%, top5-acc=98.32%, remaining_time=0:00:47.552526, arrival_time=2021-04-15 04:34:12.963717, cost_time=0:00:08.593841 2021-04-15 04:33:28,227 INFO : TRAIN, epoch=0074, iter=00040/00196, fetch data time cost=1.39ms, fps=909 images/s, loss=0.5308, top1-acc=83.24%, top5-acc=98.33%, remaining_time=0:00:44.500248, arrival_time=2021-04-15 04:34:12.728044, cost_time=0:00:11.410328 2021-04-15 04:33:31,052 INFO : TRAIN, epoch=0074, iter=00050/00196, fetch data time cost=1.81ms, fps=906 images/s, loss=0.5341, top1-acc=83.09%, top5-acc=98.27%, remaining_time=0:00:41.566784, arrival_time=2021-04-15 04:34:12.619325, cost_time=0:00:14.235188 2021-04-15 04:33:33,866 INFO : TRAIN, epoch=0074, iter=00060/00196, fetch data time cost=1.40ms, fps=910 images/s, loss=0.5360, top1-acc=83.15%, top5-acc=98.22%, remaining_time=0:00:38.645080, arrival_time=2021-04-15 04:34:12.511781, cost_time=0:00:17.049325 2021-04-15 04:33:36,686 INFO : TRAIN, epoch=0074, iter=00070/00196, fetch data time cost=1.93ms, fps=908 images/s, loss=0.5318, top1-acc=83.32%, top5-acc=98.24%, remaining_time=0:00:35.764344, arrival_time=2021-04-15 04:34:12.450799, cost_time=0:00:19.869090 2021-04-15 04:33:39,504 INFO : TRAIN, epoch=0074, iter=00080/00196, fetch data time cost=1.42ms, fps=909 images/s, loss=0.5341, top1-acc=83.25%, top5-acc=98.25%, remaining_time=0:00:32.896208, arrival_time=2021-04-15 04:34:12.400569, cost_time=0:00:22.687006 2021-04-15 04:33:42,320 INFO : TRAIN, epoch=0074, iter=00090/00196, fetch data time cost=1.32ms, fps=909 images/s, loss=0.5316, top1-acc=83.32%, top5-acc=98.28%, remaining_time=0:00:30.036796, arrival_time=2021-04-15 04:34:12.357048, cost_time=0:00:25.502901 2021-04-15 04:33:45,135 INFO : TRAIN, epoch=0074, iter=00100/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=0.5335, top1-acc=83.25%, top5-acc=98.23%, remaining_time=0:00:27.185184, arrival_time=2021-04-15 04:34:12.320445, cost_time=0:00:28.317904 2021-04-15 04:33:47,953 INFO : TRAIN, epoch=0074, iter=00110/00196, fetch data time cost=1.35ms, fps=909 images/s, loss=0.5364, top1-acc=83.16%, top5-acc=98.19%, remaining_time=0:00:24.342472, arrival_time=2021-04-15 04:34:12.295521, cost_time=0:00:31.135699 2021-04-15 04:33:50,769 INFO : TRAIN, epoch=0074, iter=00120/00196, fetch data time cost=1.40ms, fps=909 images/s, loss=0.5371, top1-acc=83.07%, top5-acc=98.20%, remaining_time=0:00:21.502680, arrival_time=2021-04-15 04:34:12.271687, cost_time=0:00:33.951653 2021-04-15 04:33:53,581 INFO : TRAIN, epoch=0074, iter=00130/00196, fetch data time cost=1.37ms, fps=910 images/s, loss=0.5362, top1-acc=83.10%, top5-acc=98.19%, remaining_time=0:00:18.664932, arrival_time=2021-04-15 04:34:12.246480, cost_time=0:00:36.764196 2021-04-15 04:33:56,391 INFO : TRAIN, epoch=0074, iter=00140/00196, fetch data time cost=1.37ms, fps=911 images/s, loss=0.5400, top1-acc=83.00%, top5-acc=98.14%, remaining_time=0:00:15.829576, arrival_time=2021-04-15 04:34:12.220913, cost_time=0:00:39.573983 2021-04-15 04:33:59,204 INFO : TRAIN, epoch=0074, iter=00150/00196, fetch data time cost=1.33ms, fps=910 images/s, loss=0.5454, top1-acc=82.83%, top5-acc=98.08%, remaining_time=0:00:12.998818, arrival_time=2021-04-15 04:34:12.203664, cost_time=0:00:42.387496 2021-04-15 04:34:02,025 INFO : TRAIN, epoch=0074, iter=00160/00196, fetch data time cost=1.41ms, fps=908 images/s, loss=0.5504, top1-acc=82.69%, top5-acc=98.05%, remaining_time=0:00:10.171800, arrival_time=2021-04-15 04:34:12.197087, cost_time=0:00:45.207939 2021-04-15 04:34:04,840 INFO : TRAIN, epoch=0074, iter=00170/00196, fetch data time cost=1.36ms, fps=910 images/s, loss=0.5547, top1-acc=82.59%, top5-acc=98.00%, remaining_time=0:00:07.344636, arrival_time=2021-04-15 04:34:12.184625, cost_time=0:00:48.022634 2021-04-15 04:34:07,650 INFO : TRAIN, epoch=0074, iter=00180/00196, fetch data time cost=1.35ms, fps=911 images/s, loss=0.5593, top1-acc=82.50%, top5-acc=97.94%, remaining_time=0:00:04.518464, arrival_time=2021-04-15 04:34:12.168609, cost_time=0:00:50.832719 2021-04-15 04:34:10,469 INFO : TRAIN, epoch=0074, iter=00190/00196, fetch data time cost=1.25ms, fps=908 images/s, loss=0.5651, top1-acc=82.36%, top5-acc=97.87%, remaining_time=0:00:01.694262, arrival_time=2021-04-15 04:34:12.163279, cost_time=0:00:53.651657 2021-04-15 04:34:11,983 INFO : TRAIN, epoch=0074, iter=00196/00196, fetch data time cost=1.26ms, fps=898 images/s, loss=0.5670, top1-acc=82.31%, top5-acc=97.88%, remaining_time=0:00:00, arrival_time=2021-04-15 04:34:11.983551, cost_time=0:00:55.166211 2021-04-15 04:34:12,869 INFO : EVAL, epoch=0074, iter=00010/00040, fetch data time cost=1.40ms, fps=2894 images/s, loss=1.9776, top1-acc=54.96%, top5-acc=81.52%, remaining_time=0:00:02.654040, arrival_time=2021-04-15 04:34:15.523852, cost_time=0:00:00.884675 2021-04-15 04:34:13,646 INFO : EVAL, epoch=0074, iter=00020/00040, fetch data time cost=1.31ms, fps=3300 images/s, loss=1.9750, top1-acc=54.55%, top5-acc=81.91%, remaining_time=0:00:01.660820, arrival_time=2021-04-15 04:34:15.306787, cost_time=0:00:01.660822 2021-04-15 04:34:14,421 INFO : EVAL, epoch=0074, iter=00030/00040, fetch data time cost=1.27ms, fps=3303 images/s, loss=2.0004, top1-acc=54.18%, top5-acc=81.95%, remaining_time=0:00:00.812070, arrival_time=2021-04-15 04:34:15.233419, cost_time=0:00:02.436219 2021-04-15 04:34:15,129 INFO : EVAL, epoch=0074, iter=00040/00040, fetch data time cost=0.05ms, fps=3277 images/s, loss=1.9504, top1-acc=54.71%, top5-acc=82.42%, remaining_time=0:00:00, arrival_time=2021-04-15 04:34:15.129665, cost_time=0:00:03.144550 2021-04-15 04:34:15,554 INFO : Epoch=0074 complete, best val top1-acc=61.59%, top5-acc=87.15% (epoch=72), remaining_time=2:03:42.485112, arrival_time=2021-04-15 06:37:58.040001, cost_time=1:12:39.237302 2021-04-15 04:34:15,556 INFO : Train start, epoch=0075, lr=0.069857 2021-04-15 04:34:18,521 INFO : TRAIN, epoch=0075, iter=00010/00196, fetch data time cost=1.33ms, fps=863 images/s, loss=0.5351, top1-acc=83.40%, top5-acc=98.01%, remaining_time=0:00:55.157742, arrival_time=2021-04-15 04:35:13.679382, cost_time=0:00:02.965472 2021-04-15 04:34:21,332 INFO : TRAIN, epoch=0075, iter=00020/00196, fetch data time cost=1.42ms, fps=911 images/s, loss=0.5200, top1-acc=84.00%, top5-acc=98.30%, remaining_time=0:00:50.829680, arrival_time=2021-04-15 04:35:12.161954, cost_time=0:00:05.776107 2021-04-15 04:34:24,142 INFO : TRAIN, epoch=0075, iter=00030/00196, fetch data time cost=1.33ms, fps=911 images/s, loss=0.5122, top1-acc=84.10%, top5-acc=98.36%, remaining_time=0:00:47.510694, arrival_time=2021-04-15 04:35:11.653140, cost_time=0:00:08.586279 2021-04-15 04:34:26,964 INFO : TRAIN, epoch=0075, iter=00040/00196, fetch data time cost=1.31ms, fps=907 images/s, loss=0.5197, top1-acc=84.05%, top5-acc=98.23%, remaining_time=0:00:44.492136, arrival_time=2021-04-15 04:35:11.456524, cost_time=0:00:11.408228 2021-04-15 04:34:29,777 INFO : TRAIN, epoch=0075, iter=00050/00196, fetch data time cost=1.34ms, fps=910 images/s, loss=0.5158, top1-acc=84.28%, top5-acc=98.10%, remaining_time=0:00:41.526342, arrival_time=2021-04-15 04:35:11.303853, cost_time=0:00:14.221354 2021-04-15 04:34:32,582 INFO : TRAIN, epoch=0075, iter=00060/00196, fetch data time cost=1.26ms, fps=913 images/s, loss=0.5150, top1-acc=84.22%, top5-acc=98.15%, remaining_time=0:00:38.593264, arrival_time=2021-04-15 04:35:11.175901, cost_time=0:00:17.026470 2021-04-15 04:34:35,390 INFO : TRAIN, epoch=0075, iter=00070/00196, fetch data time cost=1.36ms, fps=912 images/s, loss=0.5087, top1-acc=84.42%, top5-acc=98.20%, remaining_time=0:00:35.701092, arrival_time=2021-04-15 04:35:11.091213, cost_time=0:00:19.833958 2021-04-15 04:34:38,201 INFO : TRAIN, epoch=0075, iter=00080/00196, fetch data time cost=1.29ms, fps=911 images/s, loss=0.5038, top1-acc=84.45%, top5-acc=98.27%, remaining_time=0:00:32.835424, arrival_time=2021-04-15 04:35:11.036676, cost_time=0:00:22.645088 2021-04-15 04:34:41,017 INFO : TRAIN, epoch=0075, iter=00090/00196, fetch data time cost=1.48ms, fps=909 images/s, loss=0.5052, top1-acc=84.36%, top5-acc=98.26%, remaining_time=0:00:29.987294, arrival_time=2021-04-15 04:35:11.004389, cost_time=0:00:25.460925 2021-04-15 04:34:43,828 INFO : TRAIN, epoch=0075, iter=00100/00196, fetch data time cost=1.28ms, fps=911 images/s, loss=0.5058, top1-acc=84.38%, top5-acc=98.22%, remaining_time=0:00:27.141792, arrival_time=2021-04-15 04:35:10.970651, cost_time=0:00:28.272697 2021-04-15 04:34:46,650 INFO : TRAIN, epoch=0075, iter=00110/00196, fetch data time cost=1.38ms, fps=908 images/s, loss=0.5088, top1-acc=84.30%, top5-acc=98.21%, remaining_time=0:00:24.309792, arrival_time=2021-04-15 04:35:10.959886, cost_time=0:00:31.093928 2021-04-15 04:34:49,463 INFO : TRAIN, epoch=0075, iter=00120/00196, fetch data time cost=1.48ms, fps=910 images/s, loss=0.5128, top1-acc=84.14%, top5-acc=98.20%, remaining_time=0:00:21.474712, arrival_time=2021-04-15 04:35:10.938304, cost_time=0:00:33.907428 2021-04-15 04:34:52,285 INFO : TRAIN, epoch=0075, iter=00130/00196, fetch data time cost=1.30ms, fps=907 images/s, loss=0.5163, top1-acc=83.97%, top5-acc=98.19%, remaining_time=0:00:18.646914, arrival_time=2021-04-15 04:35:10.931951, cost_time=0:00:36.728808 2021-04-15 04:34:55,103 INFO : TRAIN, epoch=0075, iter=00140/00196, fetch data time cost=1.49ms, fps=908 images/s, loss=0.5208, top1-acc=83.85%, top5-acc=98.14%, remaining_time=0:00:15.818992, arrival_time=2021-04-15 04:35:10.922593, cost_time=0:00:39.547432 2021-04-15 04:34:57,914 INFO : TRAIN, epoch=0075, iter=00150/00196, fetch data time cost=1.54ms, fps=911 images/s, loss=0.5247, top1-acc=83.74%, top5-acc=98.12%, remaining_time=0:00:12.989940, arrival_time=2021-04-15 04:35:10.904572, cost_time=0:00:42.358451 2021-04-15 04:35:00,726 INFO : TRAIN, epoch=0075, iter=00160/00196, fetch data time cost=1.69ms, fps=911 images/s, loss=0.5285, top1-acc=83.61%, top5-acc=98.13%, remaining_time=0:00:10.163304, arrival_time=2021-04-15 04:35:10.889793, cost_time=0:00:45.170309 2021-04-15 04:35:03,546 INFO : TRAIN, epoch=0075, iter=00170/00196, fetch data time cost=1.43ms, fps=908 images/s, loss=0.5336, top1-acc=83.44%, top5-acc=98.09%, remaining_time=0:00:07.339748, arrival_time=2021-04-15 04:35:10.886560, cost_time=0:00:47.990645 2021-04-15 04:35:06,364 INFO : TRAIN, epoch=0075, iter=00180/00196, fetch data time cost=1.51ms, fps=909 images/s, loss=0.5381, top1-acc=83.31%, top5-acc=98.02%, remaining_time=0:00:04.516288, arrival_time=2021-04-15 04:35:10.880728, cost_time=0:00:50.808276 2021-04-15 04:35:09,184 INFO : TRAIN, epoch=0075, iter=00190/00196, fetch data time cost=1.22ms, fps=908 images/s, loss=0.5414, top1-acc=83.25%, top5-acc=98.00%, remaining_time=0:00:01.693536, arrival_time=2021-04-15 04:35:10.878273, cost_time=0:00:53.628587 2021-04-15 04:35:10,693 INFO : TRAIN, epoch=0075, iter=00196/00196, fetch data time cost=1.17ms, fps=902 images/s, loss=0.5439, top1-acc=83.15%, top5-acc=97.98%, remaining_time=0:00:00, arrival_time=2021-04-15 04:35:10.693654, cost_time=0:00:55.137513 2021-04-15 04:35:11,580 INFO : EVAL, epoch=0075, iter=00010/00040, fetch data time cost=0.21ms, fps=2892 images/s, loss=1.8074, top1-acc=56.17%, top5-acc=83.67%, remaining_time=0:00:02.655720, arrival_time=2021-04-15 04:35:14.236174, cost_time=0:00:00.885237 2021-04-15 04:35:12,355 INFO : EVAL, epoch=0075, iter=00020/00040, fetch data time cost=1.21ms, fps=3305 images/s, loss=1.8668, top1-acc=55.74%, top5-acc=82.79%, remaining_time=0:00:01.660140, arrival_time=2021-04-15 04:35:14.015492, cost_time=0:00:01.660146 2021-04-15 04:35:13,129 INFO : EVAL, epoch=0075, iter=00030/00040, fetch data time cost=1.29ms, fps=3309 images/s, loss=1.8304, top1-acc=56.29%, top5-acc=83.35%, remaining_time=0:00:00.811390, arrival_time=2021-04-15 04:35:13.940764, cost_time=0:00:02.434157 2021-04-15 04:35:13,837 INFO : EVAL, epoch=0075, iter=00040/00040, fetch data time cost=0.05ms, fps=3279 images/s, loss=1.8694, top1-acc=55.60%, top5-acc=83.09%, remaining_time=0:00:00, arrival_time=2021-04-15 04:35:13.837254, cost_time=0:00:03.142065 2021-04-15 04:35:14,216 INFO : Epoch=0075 complete, best val top1-acc=61.59%, top5-acc=87.15% (epoch=72), remaining_time=2:02:43.164500, arrival_time=2021-04-15 06:37:57.380807, cost_time=1:13:37.898718 2021-04-15 04:35:14,217 INFO : Train start, epoch=0076, lr=0.069134 2021-04-15 04:35:17,182 INFO : TRAIN, epoch=0076, iter=00010/00196, fetch data time cost=1.21ms, fps=864 images/s, loss=0.5249, top1-acc=83.55%, top5-acc=98.52%, remaining_time=0:00:55.139328, arrival_time=2021-04-15 04:36:12.321429, cost_time=0:00:02.964479 2021-04-15 04:35:19,999 INFO : TRAIN, epoch=0076, iter=00020/00196, fetch data time cost=1.35ms, fps=909 images/s, loss=0.5220, top1-acc=83.65%, top5-acc=98.34%, remaining_time=0:00:50.881248, arrival_time=2021-04-15 04:36:10.880842, cost_time=0:00:05.781969 2021-04-15 04:35:22,813 INFO : TRAIN, epoch=0076, iter=00030/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=0.5207, top1-acc=84.01%, top5-acc=98.19%, remaining_time=0:00:47.565972, arrival_time=2021-04-15 04:36:10.379841, cost_time=0:00:08.596249 2021-04-15 04:35:25,624 INFO : TRAIN, epoch=0076, iter=00040/00196, fetch data time cost=1.34ms, fps=911 images/s, loss=0.5111, top1-acc=84.22%, top5-acc=98.31%, remaining_time=0:00:44.488392, arrival_time=2021-04-15 04:36:10.113322, cost_time=0:00:11.407300 2021-04-15 04:35:28,438 INFO : TRAIN, epoch=0076, iter=00050/00196, fetch data time cost=1.33ms, fps=910 images/s, loss=0.5146, top1-acc=84.16%, top5-acc=98.33%, remaining_time=0:00:41.526050, arrival_time=2021-04-15 04:36:09.964904, cost_time=0:00:14.221245 2021-04-15 04:35:31,251 INFO : TRAIN, epoch=0076, iter=00060/00196, fetch data time cost=1.34ms, fps=910 images/s, loss=0.5213, top1-acc=83.95%, top5-acc=98.29%, remaining_time=0:00:38.610808, arrival_time=2021-04-15 04:36:09.862593, cost_time=0:00:17.034157 2021-04-15 04:35:34,069 INFO : TRAIN, epoch=0076, iter=00070/00196, fetch data time cost=1.40ms, fps=909 images/s, loss=0.5228, top1-acc=83.86%, top5-acc=98.30%, remaining_time=0:00:35.733096, arrival_time=2021-04-15 04:36:09.802395, cost_time=0:00:19.851686 2021-04-15 04:35:36,878 INFO : TRAIN, epoch=0076, iter=00080/00196, fetch data time cost=1.51ms, fps=911 images/s, loss=0.5233, top1-acc=83.82%, top5-acc=98.33%, remaining_time=0:00:32.857812, arrival_time=2021-04-15 04:36:09.736019, cost_time=0:00:22.660578 2021-04-15 04:35:39,695 INFO : TRAIN, epoch=0076, iter=00090/00196, fetch data time cost=1.45ms, fps=909 images/s, loss=0.5265, top1-acc=83.63%, top5-acc=98.29%, remaining_time=0:00:30.007010, arrival_time=2021-04-15 04:36:09.702318, cost_time=0:00:25.477681 2021-04-15 04:35:42,510 INFO : TRAIN, epoch=0076, iter=00100/00196, fetch data time cost=1.39ms, fps=909 images/s, loss=0.5278, top1-acc=83.69%, top5-acc=98.26%, remaining_time=0:00:27.161184, arrival_time=2021-04-15 04:36:09.671772, cost_time=0:00:28.292903 2021-04-15 04:35:45,327 INFO : TRAIN, epoch=0076, iter=00110/00196, fetch data time cost=1.57ms, fps=909 images/s, loss=0.5279, top1-acc=83.78%, top5-acc=98.26%, remaining_time=0:00:24.321918, arrival_time=2021-04-15 04:36:09.649034, cost_time=0:00:31.109460 2021-04-15 04:35:48,143 INFO : TRAIN, epoch=0076, iter=00120/00196, fetch data time cost=1.47ms, fps=909 images/s, loss=0.5265, top1-acc=83.81%, top5-acc=98.23%, remaining_time=0:00:21.486036, arrival_time=2021-04-15 04:36:09.629005, cost_time=0:00:33.925319 2021-04-15 04:35:50,957 INFO : TRAIN, epoch=0076, iter=00130/00196, fetch data time cost=1.37ms, fps=910 images/s, loss=0.5287, top1-acc=83.77%, top5-acc=98.19%, remaining_time=0:00:18.652326, arrival_time=2021-04-15 04:36:09.609339, cost_time=0:00:36.739379 2021-04-15 04:35:53,773 INFO : TRAIN, epoch=0076, iter=00140/00196, fetch data time cost=1.33ms, fps=909 images/s, loss=0.5303, top1-acc=83.71%, top5-acc=98.14%, remaining_time=0:00:15.822352, arrival_time=2021-04-15 04:36:09.595828, cost_time=0:00:39.555851 2021-04-15 04:35:56,586 INFO : TRAIN, epoch=0076, iter=00150/00196, fetch data time cost=1.33ms, fps=910 images/s, loss=0.5338, top1-acc=83.58%, top5-acc=98.11%, remaining_time=0:00:12.993114, arrival_time=2021-04-15 04:36:09.579646, cost_time=0:00:42.368907 2021-04-15 04:35:59,401 INFO : TRAIN, epoch=0076, iter=00160/00196, fetch data time cost=1.37ms, fps=909 images/s, loss=0.5350, top1-acc=83.55%, top5-acc=98.10%, remaining_time=0:00:10.166400, arrival_time=2021-04-15 04:36:09.568032, cost_time=0:00:45.184000 2021-04-15 04:36:02,223 INFO : TRAIN, epoch=0076, iter=00170/00196, fetch data time cost=2.47ms, fps=907 images/s, loss=0.5390, top1-acc=83.39%, top5-acc=98.09%, remaining_time=0:00:07.342062, arrival_time=2021-04-15 04:36:09.565432, cost_time=0:00:48.005745 2021-04-15 04:36:05,037 INFO : TRAIN, epoch=0076, iter=00180/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.5400, top1-acc=83.38%, top5-acc=98.08%, remaining_time=0:00:04.517296, arrival_time=2021-04-15 04:36:09.554542, cost_time=0:00:50.819630 2021-04-15 04:36:07,853 INFO : TRAIN, epoch=0076, iter=00190/00196, fetch data time cost=1.19ms, fps=909 images/s, loss=0.5426, top1-acc=83.26%, top5-acc=98.05%, remaining_time=0:00:01.693776, arrival_time=2021-04-15 04:36:09.547676, cost_time=0:00:53.636275 2021-04-15 04:36:09,366 INFO : TRAIN, epoch=0076, iter=00196/00196, fetch data time cost=1.16ms, fps=899 images/s, loss=0.5458, top1-acc=83.18%, top5-acc=98.03%, remaining_time=0:00:00, arrival_time=2021-04-15 04:36:09.366753, cost_time=0:00:55.149135 2021-04-15 04:36:10,257 INFO : EVAL, epoch=0076, iter=00010/00040, fetch data time cost=1.51ms, fps=2880 images/s, loss=1.9222, top1-acc=54.34%, top5-acc=82.07%, remaining_time=0:00:02.666400, arrival_time=2021-04-15 04:36:12.923558, cost_time=0:00:00.888804 2021-04-15 04:36:11,033 INFO : EVAL, epoch=0076, iter=00020/00040, fetch data time cost=1.37ms, fps=3299 images/s, loss=1.9285, top1-acc=54.39%, top5-acc=82.25%, remaining_time=0:00:01.665160, arrival_time=2021-04-15 04:36:12.698651, cost_time=0:00:01.665158 2021-04-15 04:36:11,810 INFO : EVAL, epoch=0076, iter=00030/00040, fetch data time cost=1.37ms, fps=3295 images/s, loss=1.9345, top1-acc=54.06%, top5-acc=82.23%, remaining_time=0:00:00.814140, arrival_time=2021-04-15 04:36:12.624888, cost_time=0:00:02.442409 2021-04-15 04:36:12,519 INFO : EVAL, epoch=0076, iter=00040/00040, fetch data time cost=0.05ms, fps=3273 images/s, loss=1.9615, top1-acc=54.56%, top5-acc=81.96%, remaining_time=0:00:00, arrival_time=2021-04-15 04:36:12.519905, cost_time=0:00:03.151590 2021-04-15 04:36:12,989 INFO : Epoch=0076 complete, best val top1-acc=61.59%, top5-acc=87.15% (epoch=72), remaining_time=2:01:44.042804, arrival_time=2021-04-15 06:37:57.031821, cost_time=1:14:36.671381 2021-04-15 04:36:12,990 INFO : Train start, epoch=0077, lr=0.068406 2021-04-15 04:36:15,981 INFO : TRAIN, epoch=0077, iter=00010/00196, fetch data time cost=1.40ms, fps=856 images/s, loss=0.5123, top1-acc=84.92%, top5-acc=98.28%, remaining_time=0:00:55.638180, arrival_time=2021-04-15 04:37:11.619996, cost_time=0:00:02.991300 2021-04-15 04:36:18,792 INFO : TRAIN, epoch=0077, iter=00020/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.4955, top1-acc=85.12%, top5-acc=98.46%, remaining_time=0:00:51.060592, arrival_time=2021-04-15 04:37:09.853456, cost_time=0:00:05.802349 2021-04-15 04:36:21,608 INFO : TRAIN, epoch=0077, iter=00030/00196, fetch data time cost=1.52ms, fps=909 images/s, loss=0.5020, top1-acc=84.49%, top5-acc=98.40%, remaining_time=0:00:47.684496, arrival_time=2021-04-15 04:37:09.292734, cost_time=0:00:08.617695 2021-04-15 04:36:24,425 INFO : TRAIN, epoch=0077, iter=00040/00196, fetch data time cost=1.28ms, fps=909 images/s, loss=0.5009, top1-acc=84.55%, top5-acc=98.43%, remaining_time=0:00:44.598060, arrival_time=2021-04-15 04:37:09.024001, cost_time=0:00:11.435400 2021-04-15 04:36:27,243 INFO : TRAIN, epoch=0077, iter=00050/00196, fetch data time cost=1.30ms, fps=909 images/s, loss=0.5016, top1-acc=84.48%, top5-acc=98.44%, remaining_time=0:00:41.618030, arrival_time=2021-04-15 04:37:08.861311, cost_time=0:00:14.252769 2021-04-15 04:36:30,057 INFO : TRAIN, epoch=0077, iter=00060/00196, fetch data time cost=1.36ms, fps=910 images/s, loss=0.5006, top1-acc=84.64%, top5-acc=98.40%, remaining_time=0:00:38.684248, arrival_time=2021-04-15 04:37:08.741428, cost_time=0:00:17.066599 2021-04-15 04:36:32,864 INFO : TRAIN, epoch=0077, iter=00070/00196, fetch data time cost=1.30ms, fps=912 images/s, loss=0.5007, top1-acc=84.60%, top5-acc=98.36%, remaining_time=0:00:35.772912, arrival_time=2021-04-15 04:37:08.637236, cost_time=0:00:19.873814 2021-04-15 04:36:35,681 INFO : TRAIN, epoch=0077, iter=00080/00196, fetch data time cost=1.37ms, fps=909 images/s, loss=0.5021, top1-acc=84.61%, top5-acc=98.34%, remaining_time=0:00:32.902008, arrival_time=2021-04-15 04:37:08.583612, cost_time=0:00:22.691066 2021-04-15 04:36:38,497 INFO : TRAIN, epoch=0077, iter=00090/00196, fetch data time cost=1.33ms, fps=909 images/s, loss=0.5037, top1-acc=84.61%, top5-acc=98.29%, remaining_time=0:00:30.041672, arrival_time=2021-04-15 04:37:08.539217, cost_time=0:00:25.507044 2021-04-15 04:36:41,306 INFO : TRAIN, epoch=0077, iter=00100/00196, fetch data time cost=1.37ms, fps=911 images/s, loss=0.5118, top1-acc=84.40%, top5-acc=98.26%, remaining_time=0:00:27.183744, arrival_time=2021-04-15 04:37:08.490627, cost_time=0:00:28.316354 2021-04-15 04:36:44,122 INFO : TRAIN, epoch=0077, iter=00110/00196, fetch data time cost=1.31ms, fps=909 images/s, loss=0.5165, top1-acc=84.24%, top5-acc=98.25%, remaining_time=0:00:24.339548, arrival_time=2021-04-15 04:37:08.462023, cost_time=0:00:31.131928 2021-04-15 04:36:46,936 INFO : TRAIN, epoch=0077, iter=00120/00196, fetch data time cost=1.23ms, fps=910 images/s, loss=0.5177, top1-acc=84.24%, top5-acc=98.20%, remaining_time=0:00:21.499108, arrival_time=2021-04-15 04:37:08.435613, cost_time=0:00:33.945989 2021-04-15 04:36:49,742 INFO : TRAIN, epoch=0077, iter=00130/00196, fetch data time cost=1.41ms, fps=912 images/s, loss=0.5196, top1-acc=84.14%, top5-acc=98.21%, remaining_time=0:00:18.658926, arrival_time=2021-04-15 04:37:08.401823, cost_time=0:00:36.752395 2021-04-15 04:36:52,553 INFO : TRAIN, epoch=0077, iter=00140/00196, fetch data time cost=1.65ms, fps=911 images/s, loss=0.5199, top1-acc=84.12%, top5-acc=98.18%, remaining_time=0:00:15.825152, arrival_time=2021-04-15 04:37:08.378588, cost_time=0:00:39.562897 2021-04-15 04:36:55,359 INFO : TRAIN, epoch=0077, iter=00150/00196, fetch data time cost=1.34ms, fps=912 images/s, loss=0.5237, top1-acc=84.02%, top5-acc=98.17%, remaining_time=0:00:12.993160, arrival_time=2021-04-15 04:37:08.352650, cost_time=0:00:42.368942 2021-04-15 04:36:58,177 INFO : TRAIN, epoch=0077, iter=00160/00196, fetch data time cost=1.50ms, fps=909 images/s, loss=0.5259, top1-acc=83.91%, top5-acc=98.15%, remaining_time=0:00:10.166976, arrival_time=2021-04-15 04:37:08.344034, cost_time=0:00:45.186550 2021-04-15 04:37:00,995 INFO : TRAIN, epoch=0077, iter=00170/00196, fetch data time cost=1.34ms, fps=909 images/s, loss=0.5291, top1-acc=83.80%, top5-acc=98.13%, remaining_time=0:00:07.341906, arrival_time=2021-04-15 04:37:08.337158, cost_time=0:00:48.004691 2021-04-15 04:37:03,805 INFO : TRAIN, epoch=0077, iter=00180/00196, fetch data time cost=1.51ms, fps=911 images/s, loss=0.5310, top1-acc=83.74%, top5-acc=98.12%, remaining_time=0:00:04.516880, arrival_time=2021-04-15 04:37:08.322215, cost_time=0:00:50.814819 2021-04-15 04:37:06,620 INFO : TRAIN, epoch=0077, iter=00190/00196, fetch data time cost=1.25ms, fps=910 images/s, loss=0.5324, top1-acc=83.68%, top5-acc=98.13%, remaining_time=0:00:01.693560, arrival_time=2021-04-15 04:37:08.313531, cost_time=0:00:53.629465 2021-04-15 04:37:08,130 INFO : TRAIN, epoch=0077, iter=00196/00196, fetch data time cost=1.38ms, fps=900 images/s, loss=0.5323, top1-acc=83.66%, top5-acc=98.13%, remaining_time=0:00:00, arrival_time=2021-04-15 04:37:08.130762, cost_time=0:00:55.140260 2021-04-15 04:37:09,018 INFO : EVAL, epoch=0077, iter=00010/00040, fetch data time cost=1.53ms, fps=2888 images/s, loss=1.5464, top1-acc=61.41%, top5-acc=86.52%, remaining_time=0:00:02.659200, arrival_time=2021-04-15 04:37:11.678024, cost_time=0:00:00.886397 2021-04-15 04:37:09,792 INFO : EVAL, epoch=0077, iter=00020/00040, fetch data time cost=1.22ms, fps=3309 images/s, loss=1.5352, top1-acc=61.48%, top5-acc=86.82%, remaining_time=0:00:01.660400, arrival_time=2021-04-15 04:37:11.453166, cost_time=0:00:01.660409 2021-04-15 04:37:10,567 INFO : EVAL, epoch=0077, iter=00030/00040, fetch data time cost=1.26ms, fps=3307 images/s, loss=1.5268, top1-acc=61.39%, top5-acc=86.93%, remaining_time=0:00:00.811590, arrival_time=2021-04-15 04:37:11.378725, cost_time=0:00:02.434758 2021-04-15 04:37:11,275 INFO : EVAL, epoch=0077, iter=00040/00040, fetch data time cost=0.06ms, fps=3278 images/s, loss=1.5372, top1-acc=61.08%, top5-acc=86.74%, remaining_time=0:00:00, arrival_time=2021-04-15 04:37:11.275218, cost_time=0:00:03.142868 2021-04-15 04:37:11,710 INFO : Epoch=0077 complete, best val top1-acc=61.59%, top5-acc=87.15% (epoch=72), remaining_time=2:00:44.847723, arrival_time=2021-04-15 06:37:56.557818, cost_time=1:15:35.392490 2021-04-15 04:37:11,712 INFO : Train start, epoch=0078, lr=0.067674 2021-04-15 04:37:14,677 INFO : TRAIN, epoch=0078, iter=00010/00196, fetch data time cost=1.36ms, fps=863 images/s, loss=0.4967, top1-acc=84.84%, top5-acc=98.28%, remaining_time=0:00:55.150674, arrival_time=2021-04-15 04:38:09.827987, cost_time=0:00:02.965090 2021-04-15 04:37:17,490 INFO : TRAIN, epoch=0078, iter=00020/00196, fetch data time cost=1.50ms, fps=910 images/s, loss=0.4973, top1-acc=84.79%, top5-acc=98.48%, remaining_time=0:00:50.849744, arrival_time=2021-04-15 04:38:08.340345, cost_time=0:00:05.778374 2021-04-15 04:37:20,310 INFO : TRAIN, epoch=0078, iter=00030/00196, fetch data time cost=1.41ms, fps=908 images/s, loss=0.4993, top1-acc=84.57%, top5-acc=98.37%, remaining_time=0:00:47.574604, arrival_time=2021-04-15 04:38:07.884685, cost_time=0:00:08.597828 2021-04-15 04:37:23,121 INFO : TRAIN, epoch=0078, iter=00040/00196, fetch data time cost=1.38ms, fps=911 images/s, loss=0.5014, top1-acc=84.48%, top5-acc=98.39%, remaining_time=0:00:44.495256, arrival_time=2021-04-15 04:38:07.616511, cost_time=0:00:11.409029 2021-04-15 04:37:25,935 INFO : TRAIN, epoch=0078, iter=00050/00196, fetch data time cost=1.27ms, fps=910 images/s, loss=0.5050, top1-acc=84.27%, top5-acc=98.36%, remaining_time=0:00:41.530284, arrival_time=2021-04-15 04:38:07.465245, cost_time=0:00:14.222716 2021-04-15 04:37:28,759 INFO : TRAIN, epoch=0078, iter=00060/00196, fetch data time cost=1.65ms, fps=907 images/s, loss=0.5015, top1-acc=84.39%, top5-acc=98.42%, remaining_time=0:00:38.640048, arrival_time=2021-04-15 04:38:07.399335, cost_time=0:00:17.047055 2021-04-15 04:37:31,575 INFO : TRAIN, epoch=0078, iter=00070/00196, fetch data time cost=1.27ms, fps=909 images/s, loss=0.5008, top1-acc=84.42%, top5-acc=98.34%, remaining_time=0:00:35.753382, arrival_time=2021-04-15 04:38:07.328596, cost_time=0:00:19.862985 2021-04-15 04:37:34,385 INFO : TRAIN, epoch=0078, iter=00080/00196, fetch data time cost=1.40ms, fps=911 images/s, loss=0.5023, top1-acc=84.41%, top5-acc=98.31%, remaining_time=0:00:32.876836, arrival_time=2021-04-15 04:38:07.262704, cost_time=0:00:22.673642 2021-04-15 04:37:37,201 INFO : TRAIN, epoch=0078, iter=00090/00196, fetch data time cost=1.31ms, fps=909 images/s, loss=0.5037, top1-acc=84.28%, top5-acc=98.34%, remaining_time=0:00:30.021002, arrival_time=2021-04-15 04:38:07.222786, cost_time=0:00:25.489559 2021-04-15 04:37:40,017 INFO : TRAIN, epoch=0078, iter=00100/00196, fetch data time cost=1.41ms, fps=909 images/s, loss=0.5028, top1-acc=84.31%, top5-acc=98.37%, remaining_time=0:00:27.173088, arrival_time=2021-04-15 04:38:07.190642, cost_time=0:00:28.305322 2021-04-15 04:37:42,830 INFO : TRAIN, epoch=0078, iter=00110/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.5055, top1-acc=84.26%, top5-acc=98.36%, remaining_time=0:00:24.328712, arrival_time=2021-04-15 04:38:07.159053, cost_time=0:00:31.118122 2021-04-15 04:37:45,644 INFO : TRAIN, epoch=0078, iter=00120/00196, fetch data time cost=1.57ms, fps=910 images/s, loss=0.5089, top1-acc=84.13%, top5-acc=98.33%, remaining_time=0:00:21.490520, arrival_time=2021-04-15 04:38:07.135166, cost_time=0:00:33.932417 2021-04-15 04:37:48,454 INFO : TRAIN, epoch=0078, iter=00130/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.5087, top1-acc=84.21%, top5-acc=98.31%, remaining_time=0:00:18.653910, arrival_time=2021-04-15 04:38:07.108706, cost_time=0:00:36.742565 2021-04-15 04:37:51,269 INFO : TRAIN, epoch=0078, iter=00140/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.5145, top1-acc=84.05%, top5-acc=98.24%, remaining_time=0:00:15.823080, arrival_time=2021-04-15 04:38:07.092940, cost_time=0:00:39.557636 2021-04-15 04:37:54,080 INFO : TRAIN, epoch=0078, iter=00150/00196, fetch data time cost=1.30ms, fps=911 images/s, loss=0.5199, top1-acc=83.91%, top5-acc=98.20%, remaining_time=0:00:12.992884, arrival_time=2021-04-15 04:38:07.073235, cost_time=0:00:42.368121 2021-04-15 04:37:56,901 INFO : TRAIN, epoch=0078, iter=00160/00196, fetch data time cost=1.34ms, fps=907 images/s, loss=0.5241, top1-acc=83.77%, top5-acc=98.16%, remaining_time=0:00:10.167660, arrival_time=2021-04-15 04:38:07.069478, cost_time=0:00:45.189590 2021-04-15 04:37:59,722 INFO : TRAIN, epoch=0078, iter=00170/00196, fetch data time cost=1.33ms, fps=908 images/s, loss=0.5276, top1-acc=83.60%, top5-acc=98.13%, remaining_time=0:00:07.342790, arrival_time=2021-04-15 04:38:07.065650, cost_time=0:00:48.010564 2021-04-15 04:38:02,549 INFO : TRAIN, epoch=0078, iter=00180/00196, fetch data time cost=1.34ms, fps=906 images/s, loss=0.5296, top1-acc=83.54%, top5-acc=98.12%, remaining_time=0:00:04.518848, arrival_time=2021-04-15 04:38:07.068109, cost_time=0:00:50.837040 2021-04-15 04:38:05,365 INFO : TRAIN, epoch=0078, iter=00190/00196, fetch data time cost=1.27ms, fps=909 images/s, loss=0.5312, top1-acc=83.48%, top5-acc=98.14%, remaining_time=0:00:01.694310, arrival_time=2021-04-15 04:38:07.059689, cost_time=0:00:53.653132 2021-04-15 04:38:06,879 INFO : TRAIN, epoch=0078, iter=00196/00196, fetch data time cost=1.27ms, fps=899 images/s, loss=0.5338, top1-acc=83.41%, top5-acc=98.12%, remaining_time=0:00:00, arrival_time=2021-04-15 04:38:06.879256, cost_time=0:00:55.167042 2021-04-15 04:38:07,770 INFO : EVAL, epoch=0078, iter=00010/00040, fetch data time cost=0.19ms, fps=2878 images/s, loss=1.7690, top1-acc=58.98%, top5-acc=85.78%, remaining_time=0:00:02.668260, arrival_time=2021-04-15 04:38:10.438510, cost_time=0:00:00.889418 2021-04-15 04:38:08,546 INFO : EVAL, epoch=0078, iter=00020/00040, fetch data time cost=1.30ms, fps=3298 images/s, loss=1.7593, top1-acc=59.10%, top5-acc=85.80%, remaining_time=0:00:01.665980, arrival_time=2021-04-15 04:38:10.212785, cost_time=0:00:01.665976 2021-04-15 04:38:09,325 INFO : EVAL, epoch=0078, iter=00030/00040, fetch data time cost=1.45ms, fps=3291 images/s, loss=1.7307, top1-acc=59.34%, top5-acc=86.24%, remaining_time=0:00:00.814710, arrival_time=2021-04-15 04:38:10.139674, cost_time=0:00:02.444130 2021-04-15 04:38:10,034 INFO : EVAL, epoch=0078, iter=00040/00040, fetch data time cost=0.06ms, fps=3271 images/s, loss=1.6982, top1-acc=59.69%, top5-acc=86.15%, remaining_time=0:00:00, arrival_time=2021-04-15 04:38:10.034444, cost_time=0:00:03.153647 2021-04-15 04:38:10,470 INFO : Epoch=0078 complete, best val top1-acc=61.59%, top5-acc=87.15% (epoch=72), remaining_time=1:59:45.725702, arrival_time=2021-04-15 06:37:56.195784, cost_time=1:16:34.152491 2021-04-15 04:38:10,471 INFO : Train start, epoch=0079, lr=0.066937 2021-04-15 04:38:13,452 INFO : TRAIN, epoch=0079, iter=00010/00196, fetch data time cost=1.34ms, fps=859 images/s, loss=0.5090, top1-acc=84.34%, top5-acc=98.52%, remaining_time=0:00:55.439160, arrival_time=2021-04-15 04:39:08.891481, cost_time=0:00:02.980597 2021-04-15 04:38:16,265 INFO : TRAIN, epoch=0079, iter=00020/00196, fetch data time cost=1.61ms, fps=910 images/s, loss=0.5165, top1-acc=84.14%, top5-acc=98.34%, remaining_time=0:00:50.986848, arrival_time=2021-04-15 04:39:07.252525, cost_time=0:00:05.793951 2021-04-15 04:38:19,079 INFO : TRAIN, epoch=0079, iter=00030/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.5083, top1-acc=84.48%, top5-acc=98.46%, remaining_time=0:00:47.631874, arrival_time=2021-04-15 04:39:06.711759, cost_time=0:00:08.608161 2021-04-15 04:38:21,891 INFO : TRAIN, epoch=0079, iter=00040/00196, fetch data time cost=1.38ms, fps=911 images/s, loss=0.5065, top1-acc=84.59%, top5-acc=98.45%, remaining_time=0:00:44.536440, arrival_time=2021-04-15 04:39:06.427776, cost_time=0:00:11.419610 2021-04-15 04:38:24,703 INFO : TRAIN, epoch=0079, iter=00050/00196, fetch data time cost=1.28ms, fps=911 images/s, loss=0.5019, top1-acc=84.77%, top5-acc=98.45%, remaining_time=0:00:41.555980, arrival_time=2021-04-15 04:39:06.259202, cost_time=0:00:14.231488 2021-04-15 04:38:27,514 INFO : TRAIN, epoch=0079, iter=00060/00196, fetch data time cost=1.35ms, fps=911 images/s, loss=0.4966, top1-acc=84.93%, top5-acc=98.49%, remaining_time=0:00:38.630392, arrival_time=2021-04-15 04:39:06.144917, cost_time=0:00:17.042803 2021-04-15 04:38:30,326 INFO : TRAIN, epoch=0079, iter=00070/00196, fetch data time cost=1.30ms, fps=911 images/s, loss=0.4947, top1-acc=84.98%, top5-acc=98.53%, remaining_time=0:00:35.738514, arrival_time=2021-04-15 04:39:06.065023, cost_time=0:00:19.854736 2021-04-15 04:38:33,147 INFO : TRAIN, epoch=0079, iter=00080/00196, fetch data time cost=1.34ms, fps=908 images/s, loss=0.4906, top1-acc=85.00%, top5-acc=98.53%, remaining_time=0:00:32.879504, arrival_time=2021-04-15 04:39:06.026740, cost_time=0:00:22.675510 2021-04-15 04:38:35,956 INFO : TRAIN, epoch=0079, iter=00090/00196, fetch data time cost=1.32ms, fps=912 images/s, loss=0.4893, top1-acc=85.04%, top5-acc=98.50%, remaining_time=0:00:30.014854, arrival_time=2021-04-15 04:39:05.970878, cost_time=0:00:25.484302 2021-04-15 04:38:38,770 INFO : TRAIN, epoch=0079, iter=00100/00196, fetch data time cost=1.41ms, fps=910 images/s, loss=0.4918, top1-acc=84.95%, top5-acc=98.48%, remaining_time=0:00:27.166560, arrival_time=2021-04-15 04:39:05.936818, cost_time=0:00:28.298526 2021-04-15 04:38:41,586 INFO : TRAIN, epoch=0079, iter=00110/00196, fetch data time cost=1.35ms, fps=909 images/s, loss=0.4962, top1-acc=84.74%, top5-acc=98.46%, remaining_time=0:00:24.325788, arrival_time=2021-04-15 04:39:05.911858, cost_time=0:00:31.114342 2021-04-15 04:38:44,398 INFO : TRAIN, epoch=0079, iter=00120/00196, fetch data time cost=1.39ms, fps=910 images/s, loss=0.4980, top1-acc=84.70%, top5-acc=98.44%, remaining_time=0:00:21.486720, arrival_time=2021-04-15 04:39:05.884863, cost_time=0:00:33.926419 2021-04-15 04:38:47,207 INFO : TRAIN, epoch=0079, iter=00130/00196, fetch data time cost=1.37ms, fps=911 images/s, loss=0.5015, top1-acc=84.59%, top5-acc=98.41%, remaining_time=0:00:18.650346, arrival_time=2021-04-15 04:39:05.857595, cost_time=0:00:36.735518 2021-04-15 04:38:50,024 INFO : TRAIN, epoch=0079, iter=00140/00196, fetch data time cost=1.38ms, fps=909 images/s, loss=0.5065, top1-acc=84.35%, top5-acc=98.40%, remaining_time=0:00:15.821232, arrival_time=2021-04-15 04:39:05.846105, cost_time=0:00:39.553090 2021-04-15 04:38:52,842 INFO : TRAIN, epoch=0079, iter=00150/00196, fetch data time cost=1.49ms, fps=909 images/s, loss=0.5096, top1-acc=84.20%, top5-acc=98.37%, remaining_time=0:00:12.993666, arrival_time=2021-04-15 04:39:05.836002, cost_time=0:00:42.370584 2021-04-15 04:38:55,654 INFO : TRAIN, epoch=0079, iter=00160/00196, fetch data time cost=1.44ms, fps=910 images/s, loss=0.5102, top1-acc=84.19%, top5-acc=98.35%, remaining_time=0:00:10.166220, arrival_time=2021-04-15 04:39:05.821069, cost_time=0:00:45.183122 2021-04-15 04:38:58,465 INFO : TRAIN, epoch=0079, iter=00170/00196, fetch data time cost=1.48ms, fps=911 images/s, loss=0.5143, top1-acc=84.08%, top5-acc=98.33%, remaining_time=0:00:07.340216, arrival_time=2021-04-15 04:39:05.805608, cost_time=0:00:47.993654 2021-04-15 04:39:01,270 INFO : TRAIN, epoch=0079, iter=00180/00196, fetch data time cost=1.31ms, fps=913 images/s, loss=0.5204, top1-acc=83.91%, top5-acc=98.26%, remaining_time=0:00:04.515424, arrival_time=2021-04-15 04:39:05.785750, cost_time=0:00:50.798602 2021-04-15 04:39:04,084 INFO : TRAIN, epoch=0079, iter=00190/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.5228, top1-acc=83.85%, top5-acc=98.23%, remaining_time=0:00:01.693038, arrival_time=2021-04-15 04:39:05.777679, cost_time=0:00:53.612919 2021-04-15 04:39:05,592 INFO : TRAIN, epoch=0079, iter=00196/00196, fetch data time cost=1.28ms, fps=902 images/s, loss=0.5253, top1-acc=83.78%, top5-acc=98.22%, remaining_time=0:00:00, arrival_time=2021-04-15 04:39:05.592310, cost_time=0:00:55.120607 2021-04-15 04:39:06,478 INFO : EVAL, epoch=0079, iter=00010/00040, fetch data time cost=1.28ms, fps=2896 images/s, loss=1.8991, top1-acc=54.45%, top5-acc=84.02%, remaining_time=0:00:02.652300, arrival_time=2021-04-15 04:39:09.130301, cost_time=0:00:00.884104 2021-04-15 04:39:07,252 INFO : EVAL, epoch=0079, iter=00020/00040, fetch data time cost=1.30ms, fps=3309 images/s, loss=1.8702, top1-acc=55.51%, top5-acc=83.93%, remaining_time=0:00:01.658060, arrival_time=2021-04-15 04:39:08.910017, cost_time=0:00:01.658068 2021-04-15 04:39:08,025 INFO : EVAL, epoch=0079, iter=00030/00040, fetch data time cost=1.34ms, fps=3311 images/s, loss=1.8687, top1-acc=55.77%, top5-acc=83.72%, remaining_time=0:00:00.810530, arrival_time=2021-04-15 04:39:08.836007, cost_time=0:00:02.431588 2021-04-15 04:39:08,735 INFO : EVAL, epoch=0079, iter=00040/00040, fetch data time cost=0.09ms, fps=3268 images/s, loss=1.8564, top1-acc=56.06%, top5-acc=83.69%, remaining_time=0:00:00, arrival_time=2021-04-15 04:39:08.735675, cost_time=0:00:03.141790 2021-04-15 04:39:09,166 INFO : Epoch=0079 complete, best val top1-acc=61.59%, top5-acc=87.15% (epoch=72), remaining_time=1:58:46.514736, arrival_time=2021-04-15 06:37:55.680778, cost_time=1:17:32.848447 2021-04-15 04:39:09,167 INFO : Train start, epoch=0080, lr=0.066196 2021-04-15 04:39:12,133 INFO : TRAIN, epoch=0080, iter=00010/00196, fetch data time cost=1.40ms, fps=863 images/s, loss=0.5461, top1-acc=83.20%, top5-acc=97.97%, remaining_time=0:00:55.162950, arrival_time=2021-04-15 04:40:07.296059, cost_time=0:00:02.965752 2021-04-15 04:39:14,945 INFO : TRAIN, epoch=0080, iter=00020/00196, fetch data time cost=1.34ms, fps=910 images/s, loss=0.5282, top1-acc=83.20%, top5-acc=98.22%, remaining_time=0:00:50.844464, arrival_time=2021-04-15 04:40:05.789601, cost_time=0:00:05.777777 2021-04-15 04:39:17,755 INFO : TRAIN, epoch=0080, iter=00030/00196, fetch data time cost=1.42ms, fps=911 images/s, loss=0.5183, top1-acc=83.62%, top5-acc=98.24%, remaining_time=0:00:47.521816, arrival_time=2021-04-15 04:40:05.277451, cost_time=0:00:08.588288 2021-04-15 04:39:20,569 INFO : TRAIN, epoch=0080, iter=00040/00196, fetch data time cost=1.42ms, fps=910 images/s, loss=0.5222, top1-acc=83.54%, top5-acc=98.28%, remaining_time=0:00:44.467800, arrival_time=2021-04-15 04:40:05.037158, cost_time=0:00:11.402004 2021-04-15 04:39:23,381 INFO : TRAIN, epoch=0080, iter=00050/00196, fetch data time cost=1.40ms, fps=911 images/s, loss=0.5273, top1-acc=83.49%, top5-acc=98.27%, remaining_time=0:00:41.503712, arrival_time=2021-04-15 04:40:04.884678, cost_time=0:00:14.213612 2021-04-15 04:39:26,192 INFO : TRAIN, epoch=0080, iter=00060/00196, fetch data time cost=1.56ms, fps=911 images/s, loss=0.5240, top1-acc=83.60%, top5-acc=98.30%, remaining_time=0:00:38.590952, arrival_time=2021-04-15 04:40:04.783742, cost_time=0:00:17.025435 2021-04-15 04:39:29,005 INFO : TRAIN, epoch=0080, iter=00070/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.5169, top1-acc=83.85%, top5-acc=98.33%, remaining_time=0:00:35.709030, arrival_time=2021-04-15 04:40:04.714734, cost_time=0:00:19.838353 2021-04-15 04:39:31,823 INFO : TRAIN, epoch=0080, iter=00080/00196, fetch data time cost=1.35ms, fps=909 images/s, loss=0.5113, top1-acc=84.02%, top5-acc=98.36%, remaining_time=0:00:32.851316, arrival_time=2021-04-15 04:40:04.674771, cost_time=0:00:22.656098 2021-04-15 04:39:34,632 INFO : TRAIN, epoch=0080, iter=00090/00196, fetch data time cost=1.35ms, fps=912 images/s, loss=0.5079, top1-acc=84.14%, top5-acc=98.36%, remaining_time=0:00:29.991852, arrival_time=2021-04-15 04:40:04.623997, cost_time=0:00:25.464788 2021-04-15 04:39:37,446 INFO : TRAIN, epoch=0080, iter=00100/00196, fetch data time cost=1.72ms, fps=910 images/s, loss=0.5080, top1-acc=84.19%, top5-acc=98.32%, remaining_time=0:00:27.148320, arrival_time=2021-04-15 04:40:04.595224, cost_time=0:00:28.279485 2021-04-15 04:39:40,264 INFO : TRAIN, epoch=0080, iter=00110/00196, fetch data time cost=1.33ms, fps=909 images/s, loss=0.5063, top1-acc=84.25%, top5-acc=98.37%, remaining_time=0:00:24.311942, arrival_time=2021-04-15 04:40:04.575930, cost_time=0:00:31.096628 2021-04-15 04:39:43,073 INFO : TRAIN, epoch=0080, iter=00120/00196, fetch data time cost=1.38ms, fps=911 images/s, loss=0.5085, top1-acc=84.22%, top5-acc=98.37%, remaining_time=0:00:21.473952, arrival_time=2021-04-15 04:40:04.547588, cost_time=0:00:33.906264 2021-04-15 04:39:45,884 INFO : TRAIN, epoch=0080, iter=00130/00196, fetch data time cost=1.56ms, fps=911 images/s, loss=0.5096, top1-acc=84.21%, top5-acc=98.32%, remaining_time=0:00:18.640974, arrival_time=2021-04-15 04:40:04.525458, cost_time=0:00:36.717121 2021-04-15 04:39:48,697 INFO : TRAIN, epoch=0080, iter=00140/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.5141, top1-acc=84.10%, top5-acc=98.29%, remaining_time=0:00:15.811936, arrival_time=2021-04-15 04:40:04.509195, cost_time=0:00:39.529894 2021-04-15 04:39:51,507 INFO : TRAIN, epoch=0080, iter=00150/00196, fetch data time cost=1.38ms, fps=911 images/s, loss=0.5160, top1-acc=84.04%, top5-acc=98.27%, remaining_time=0:00:12.984328, arrival_time=2021-04-15 04:40:04.491820, cost_time=0:00:42.340135 2021-04-15 04:39:54,316 INFO : TRAIN, epoch=0080, iter=00160/00196, fetch data time cost=1.40ms, fps=912 images/s, loss=0.5170, top1-acc=83.98%, top5-acc=98.25%, remaining_time=0:00:10.158444, arrival_time=2021-04-15 04:40:04.474436, cost_time=0:00:45.148640 2021-04-15 04:39:57,125 INFO : TRAIN, epoch=0080, iter=00170/00196, fetch data time cost=1.47ms, fps=911 images/s, loss=0.5199, top1-acc=83.84%, top5-acc=98.22%, remaining_time=0:00:07.334782, arrival_time=2021-04-15 04:40:04.460398, cost_time=0:00:47.958267 2021-04-15 04:39:59,941 INFO : TRAIN, epoch=0080, iter=00180/00196, fetch data time cost=1.32ms, fps=909 images/s, loss=0.5223, top1-acc=83.75%, top5-acc=98.20%, remaining_time=0:00:04.513280, arrival_time=2021-04-15 04:40:04.455113, cost_time=0:00:50.774482 2021-04-15 04:40:02,751 INFO : TRAIN, epoch=0080, iter=00190/00196, fetch data time cost=1.16ms, fps=911 images/s, loss=0.5233, top1-acc=83.68%, top5-acc=98.19%, remaining_time=0:00:01.692120, arrival_time=2021-04-15 04:40:04.443188, cost_time=0:00:53.583715 2021-04-15 04:40:04,265 INFO : TRAIN, epoch=0080, iter=00196/00196, fetch data time cost=1.22ms, fps=898 images/s, loss=0.5256, top1-acc=83.64%, top5-acc=98.19%, remaining_time=0:00:00, arrival_time=2021-04-15 04:40:04.265057, cost_time=0:00:55.097725 2021-04-15 04:40:05,158 INFO : EVAL, epoch=0080, iter=00010/00040, fetch data time cost=1.27ms, fps=2871 images/s, loss=1.5007, top1-acc=62.15%, top5-acc=87.58%, remaining_time=0:00:02.675340, arrival_time=2021-04-15 04:40:07.833706, cost_time=0:00:00.891778 2021-04-15 04:40:05,934 INFO : EVAL, epoch=0080, iter=00020/00040, fetch data time cost=1.49ms, fps=3300 images/s, loss=1.4824, top1-acc=61.93%, top5-acc=87.87%, remaining_time=0:00:01.668000, arrival_time=2021-04-15 04:40:07.602571, cost_time=0:00:01.668002 2021-04-15 04:40:06,711 INFO : EVAL, epoch=0080, iter=00030/00040, fetch data time cost=1.26ms, fps=3297 images/s, loss=1.4897, top1-acc=61.99%, top5-acc=87.43%, remaining_time=0:00:00.814910, arrival_time=2021-04-15 04:40:07.526207, cost_time=0:00:02.444718 2021-04-15 04:40:07,423 INFO : EVAL, epoch=0080, iter=00040/00040, fetch data time cost=0.05ms, fps=3259 images/s, loss=1.4879, top1-acc=61.63%, top5-acc=87.53%, remaining_time=0:00:00, arrival_time=2021-04-15 04:40:07.423405, cost_time=0:00:03.156852 2021-04-15 04:40:08,325 INFO : Epoch=0080 complete, best val top1-acc=61.63%, top5-acc=87.53% (epoch=80), remaining_time=1:57:48.011520, arrival_time=2021-04-15 06:37:56.336918, cost_time=1:18:32.007683 2021-04-15 04:40:08,327 INFO : Train start, epoch=0081, lr=0.065451 2021-04-15 04:40:11,293 INFO : TRAIN, epoch=0081, iter=00010/00196, fetch data time cost=1.29ms, fps=863 images/s, loss=0.5023, top1-acc=83.52%, top5-acc=98.28%, remaining_time=0:00:55.161090, arrival_time=2021-04-15 04:41:06.454602, cost_time=0:00:02.965654 2021-04-15 04:40:14,107 INFO : TRAIN, epoch=0081, iter=00020/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.4917, top1-acc=84.34%, top5-acc=98.50%, remaining_time=0:00:50.856432, arrival_time=2021-04-15 04:41:04.963442, cost_time=0:00:05.779147 2021-04-15 04:40:16,917 INFO : TRAIN, epoch=0081, iter=00030/00196, fetch data time cost=1.41ms, fps=911 images/s, loss=0.4897, top1-acc=84.32%, top5-acc=98.45%, remaining_time=0:00:47.530946, arrival_time=2021-04-15 04:41:04.448738, cost_time=0:00:08.589919 2021-04-15 04:40:19,729 INFO : TRAIN, epoch=0081, iter=00040/00196, fetch data time cost=1.29ms, fps=911 images/s, loss=0.4956, top1-acc=84.27%, top5-acc=98.55%, remaining_time=0:00:44.464680, arrival_time=2021-04-15 04:41:04.193751, cost_time=0:00:11.401220 2021-04-15 04:40:22,544 INFO : TRAIN, epoch=0081, iter=00050/00196, fetch data time cost=1.29ms, fps=909 images/s, loss=0.4941, top1-acc=84.48%, top5-acc=98.48%, remaining_time=0:00:41.512180, arrival_time=2021-04-15 04:41:04.056588, cost_time=0:00:14.216485 2021-04-15 04:40:25,358 INFO : TRAIN, epoch=0081, iter=00060/00196, fetch data time cost=1.34ms, fps=910 images/s, loss=0.4925, top1-acc=84.56%, top5-acc=98.46%, remaining_time=0:00:38.602512, arrival_time=2021-04-15 04:41:03.960877, cost_time=0:00:17.030505 2021-04-15 04:40:28,177 INFO : TRAIN, epoch=0081, iter=00070/00196, fetch data time cost=1.34ms, fps=908 images/s, loss=0.4954, top1-acc=84.56%, top5-acc=98.45%, remaining_time=0:00:35.728560, arrival_time=2021-04-15 04:41:03.905622, cost_time=0:00:19.849175 2021-04-15 04:40:30,991 INFO : TRAIN, epoch=0081, iter=00080/00196, fetch data time cost=1.52ms, fps=910 images/s, loss=0.4954, top1-acc=84.53%, top5-acc=98.44%, remaining_time=0:00:32.862220, arrival_time=2021-04-15 04:41:03.853647, cost_time=0:00:22.663568 2021-04-15 04:40:33,804 INFO : TRAIN, epoch=0081, iter=00090/00196, fetch data time cost=1.40ms, fps=910 images/s, loss=0.5024, top1-acc=84.38%, top5-acc=98.36%, remaining_time=0:00:30.005844, arrival_time=2021-04-15 04:41:03.810349, cost_time=0:00:25.476623 2021-04-15 04:40:36,615 INFO : TRAIN, epoch=0081, iter=00100/00196, fetch data time cost=1.38ms, fps=911 images/s, loss=0.5033, top1-acc=84.46%, top5-acc=98.30%, remaining_time=0:00:27.155808, arrival_time=2021-04-15 04:41:03.770978, cost_time=0:00:28.287306 2021-04-15 04:40:39,428 INFO : TRAIN, epoch=0081, iter=00110/00196, fetch data time cost=1.40ms, fps=910 images/s, loss=0.5027, top1-acc=84.53%, top5-acc=98.27%, remaining_time=0:00:24.314952, arrival_time=2021-04-15 04:41:03.743275, cost_time=0:00:31.100470 2021-04-15 04:40:42,238 INFO : TRAIN, epoch=0081, iter=00120/00196, fetch data time cost=1.33ms, fps=911 images/s, loss=0.5036, top1-acc=84.44%, top5-acc=98.30%, remaining_time=0:00:21.476612, arrival_time=2021-04-15 04:41:03.714902, cost_time=0:00:33.910431 2021-04-15 04:40:45,052 INFO : TRAIN, epoch=0081, iter=00130/00196, fetch data time cost=1.42ms, fps=910 images/s, loss=0.5062, top1-acc=84.34%, top5-acc=98.28%, remaining_time=0:00:18.644604, arrival_time=2021-04-15 04:41:03.696690, cost_time=0:00:36.724227 2021-04-15 04:40:47,868 INFO : TRAIN, epoch=0081, iter=00140/00196, fetch data time cost=1.38ms, fps=909 images/s, loss=0.5100, top1-acc=84.25%, top5-acc=98.26%, remaining_time=0:00:15.816136, arrival_time=2021-04-15 04:41:03.684406, cost_time=0:00:39.540406 2021-04-15 04:40:50,689 INFO : TRAIN, epoch=0081, iter=00150/00196, fetch data time cost=1.39ms, fps=908 images/s, loss=0.5134, top1-acc=84.15%, top5-acc=98.26%, remaining_time=0:00:12.990860, arrival_time=2021-04-15 04:41:03.680161, cost_time=0:00:42.361437 2021-04-15 04:40:53,507 INFO : TRAIN, epoch=0081, iter=00160/00196, fetch data time cost=1.37ms, fps=909 images/s, loss=0.5156, top1-acc=84.08%, top5-acc=98.25%, remaining_time=0:00:10.165392, arrival_time=2021-04-15 04:41:03.672754, cost_time=0:00:45.179506 2021-04-15 04:40:56,318 INFO : TRAIN, epoch=0081, iter=00170/00196, fetch data time cost=1.33ms, fps=911 images/s, loss=0.5167, top1-acc=84.04%, top5-acc=98.25%, remaining_time=0:00:07.339696, arrival_time=2021-04-15 04:41:03.657954, cost_time=0:00:47.990387 2021-04-15 04:40:59,132 INFO : TRAIN, epoch=0081, iter=00180/00196, fetch data time cost=1.43ms, fps=910 images/s, loss=0.5182, top1-acc=84.00%, top5-acc=98.26%, remaining_time=0:00:04.516000, arrival_time=2021-04-15 04:41:03.648918, cost_time=0:00:50.805052 2021-04-15 04:41:01,957 INFO : TRAIN, epoch=0081, iter=00190/00196, fetch data time cost=1.14ms, fps=907 images/s, loss=0.5214, top1-acc=83.93%, top5-acc=98.24%, remaining_time=0:00:01.693560, arrival_time=2021-04-15 04:41:03.650827, cost_time=0:00:53.629330 2021-04-15 04:41:03,469 INFO : TRAIN, epoch=0081, iter=00196/00196, fetch data time cost=1.16ms, fps=900 images/s, loss=0.5227, top1-acc=83.89%, top5-acc=98.22%, remaining_time=0:00:00, arrival_time=2021-04-15 04:41:03.469376, cost_time=0:00:55.141535 2021-04-15 04:41:04,356 INFO : EVAL, epoch=0081, iter=00010/00040, fetch data time cost=1.20ms, fps=2889 images/s, loss=1.6298, top1-acc=59.77%, top5-acc=86.56%, remaining_time=0:00:02.658060, arrival_time=2021-04-15 04:41:07.014997, cost_time=0:00:00.886021 2021-04-15 04:41:05,133 INFO : EVAL, epoch=0081, iter=00020/00040, fetch data time cost=1.22ms, fps=3298 images/s, loss=1.6725, top1-acc=59.00%, top5-acc=85.68%, remaining_time=0:00:01.662600, arrival_time=2021-04-15 04:41:06.796119, cost_time=0:00:01.662608 2021-04-15 04:41:05,913 INFO : EVAL, epoch=0081, iter=00030/00040, fetch data time cost=1.55ms, fps=3285 images/s, loss=1.6949, top1-acc=58.91%, top5-acc=85.34%, remaining_time=0:00:00.814070, arrival_time=2021-04-15 04:41:06.727278, cost_time=0:00:02.442221 2021-04-15 04:41:06,623 INFO : EVAL, epoch=0081, iter=00040/00040, fetch data time cost=0.08ms, fps=3268 images/s, loss=1.6783, top1-acc=58.92%, top5-acc=85.39%, remaining_time=0:00:00, arrival_time=2021-04-15 04:41:06.623544, cost_time=0:00:03.152639 2021-04-15 04:41:07,050 INFO : Epoch=0081 complete, best val top1-acc=61.63%, top5-acc=87.53% (epoch=80), remaining_time=1:56:48.854741, arrival_time=2021-04-15 06:37:55.905377, cost_time=1:19:30.733047 2021-04-15 04:41:07,051 INFO : Train start, epoch=0082, lr=0.064702 2021-04-15 04:41:09,991 INFO : TRAIN, epoch=0082, iter=00010/00196, fetch data time cost=1.33ms, fps=871 images/s, loss=0.4871, top1-acc=84.92%, top5-acc=98.48%, remaining_time=0:00:54.676932, arrival_time=2021-04-15 04:42:04.668489, cost_time=0:00:02.939617 2021-04-15 04:41:12,803 INFO : TRAIN, epoch=0082, iter=00020/00196, fetch data time cost=1.35ms, fps=911 images/s, loss=0.4797, top1-acc=85.10%, top5-acc=98.42%, remaining_time=0:00:50.614256, arrival_time=2021-04-15 04:42:03.417821, cost_time=0:00:05.751625 2021-04-15 04:41:15,609 INFO : TRAIN, epoch=0082, iter=00030/00196, fetch data time cost=1.38ms, fps=913 images/s, loss=0.4776, top1-acc=84.93%, top5-acc=98.66%, remaining_time=0:00:47.349840, arrival_time=2021-04-15 04:42:02.958990, cost_time=0:00:08.557207 2021-04-15 04:41:18,411 INFO : TRAIN, epoch=0082, iter=00040/00196, fetch data time cost=1.34ms, fps=914 images/s, loss=0.4683, top1-acc=85.39%, top5-acc=98.74%, remaining_time=0:00:44.302908, arrival_time=2021-04-15 04:42:02.714563, cost_time=0:00:11.359725 2021-04-15 04:41:21,219 INFO : TRAIN, epoch=0082, iter=00050/00196, fetch data time cost=1.28ms, fps=912 images/s, loss=0.4710, top1-acc=85.32%, top5-acc=98.73%, remaining_time=0:00:41.370560, arrival_time=2021-04-15 04:42:02.590469, cost_time=0:00:14.167978 2021-04-15 04:41:24,028 INFO : TRAIN, epoch=0082, iter=00060/00196, fetch data time cost=1.33ms, fps=912 images/s, loss=0.4699, top1-acc=85.41%, top5-acc=98.68%, remaining_time=0:00:38.480384, arrival_time=2021-04-15 04:42:02.508971, cost_time=0:00:16.976642 2021-04-15 04:41:26,836 INFO : TRAIN, epoch=0082, iter=00070/00196, fetch data time cost=1.38ms, fps=912 images/s, loss=0.4732, top1-acc=85.36%, top5-acc=98.59%, remaining_time=0:00:35.611884, arrival_time=2021-04-15 04:42:02.448227, cost_time=0:00:19.784403 2021-04-15 04:41:29,654 INFO : TRAIN, epoch=0082, iter=00080/00196, fetch data time cost=1.33ms, fps=909 images/s, loss=0.4812, top1-acc=85.10%, top5-acc=98.48%, remaining_time=0:00:32.773016, arrival_time=2021-04-15 04:42:02.427017, cost_time=0:00:22.602063 2021-04-15 04:41:32,472 INFO : TRAIN, epoch=0082, iter=00090/00196, fetch data time cost=1.49ms, fps=908 images/s, loss=0.4791, top1-acc=85.17%, top5-acc=98.49%, remaining_time=0:00:29.939594, arrival_time=2021-04-15 04:42:02.411922, cost_time=0:00:25.420391 2021-04-15 04:41:35,288 INFO : TRAIN, epoch=0082, iter=00100/00196, fetch data time cost=1.31ms, fps=909 images/s, loss=0.4789, top1-acc=85.17%, top5-acc=98.52%, remaining_time=0:00:27.107136, arrival_time=2021-04-15 04:42:02.395671, cost_time=0:00:28.236586 2021-04-15 04:41:38,105 INFO : TRAIN, epoch=0082, iter=00110/00196, fetch data time cost=1.43ms, fps=909 images/s, loss=0.4780, top1-acc=85.21%, top5-acc=98.53%, remaining_time=0:00:24.278316, arrival_time=2021-04-15 04:42:02.383952, cost_time=0:00:31.053696 2021-04-15 04:41:40,920 INFO : TRAIN, epoch=0082, iter=00120/00196, fetch data time cost=1.37ms, fps=910 images/s, loss=0.4797, top1-acc=85.12%, top5-acc=98.54%, remaining_time=0:00:21.449632, arrival_time=2021-04-15 04:42:02.369589, cost_time=0:00:33.867890 2021-04-15 04:41:43,729 INFO : TRAIN, epoch=0082, iter=00130/00196, fetch data time cost=1.45ms, fps=911 images/s, loss=0.4834, top1-acc=84.97%, top5-acc=98.53%, remaining_time=0:00:18.620778, arrival_time=2021-04-15 04:42:02.350037, cost_time=0:00:36.677321 2021-04-15 04:41:46,542 INFO : TRAIN, epoch=0082, iter=00140/00196, fetch data time cost=1.37ms, fps=910 images/s, loss=0.4856, top1-acc=84.86%, top5-acc=98.53%, remaining_time=0:00:15.796368, arrival_time=2021-04-15 04:42:02.339199, cost_time=0:00:39.490867 2021-04-15 04:41:49,353 INFO : TRAIN, epoch=0082, iter=00150/00196, fetch data time cost=1.51ms, fps=911 images/s, loss=0.4867, top1-acc=84.85%, top5-acc=98.54%, remaining_time=0:00:12.972552, arrival_time=2021-04-15 04:42:02.326217, cost_time=0:00:42.301728 2021-04-15 04:41:52,172 INFO : TRAIN, epoch=0082, iter=00160/00196, fetch data time cost=1.27ms, fps=908 images/s, loss=0.4892, top1-acc=84.72%, top5-acc=98.53%, remaining_time=0:00:10.152072, arrival_time=2021-04-15 04:42:02.324303, cost_time=0:00:45.120281 2021-04-15 04:41:54,985 INFO : TRAIN, epoch=0082, iter=00170/00196, fetch data time cost=1.56ms, fps=910 images/s, loss=0.4921, top1-acc=84.61%, top5-acc=98.50%, remaining_time=0:00:07.330934, arrival_time=2021-04-15 04:42:02.315939, cost_time=0:00:47.933068 2021-04-15 04:41:57,797 INFO : TRAIN, epoch=0082, iter=00180/00196, fetch data time cost=1.28ms, fps=910 images/s, loss=0.4956, top1-acc=84.55%, top5-acc=98.45%, remaining_time=0:00:04.510720, arrival_time=2021-04-15 04:42:02.308294, cost_time=0:00:50.745637 2021-04-15 04:42:00,612 INFO : TRAIN, epoch=0082, iter=00190/00196, fetch data time cost=1.65ms, fps=910 images/s, loss=0.4980, top1-acc=84.47%, top5-acc=98.40%, remaining_time=0:00:01.691376, arrival_time=2021-04-15 04:42:02.303646, cost_time=0:00:53.560335 2021-04-15 04:42:02,127 INFO : TRAIN, epoch=0082, iter=00196/00196, fetch data time cost=1.40ms, fps=898 images/s, loss=0.5013, top1-acc=84.37%, top5-acc=98.38%, remaining_time=0:00:00, arrival_time=2021-04-15 04:42:02.127851, cost_time=0:00:55.075934 2021-04-15 04:42:03,035 INFO : EVAL, epoch=0082, iter=00010/00040, fetch data time cost=0.21ms, fps=2826 images/s, loss=1.6700, top1-acc=58.52%, top5-acc=85.70%, remaining_time=0:00:02.717370, arrival_time=2021-04-15 04:42:05.752555, cost_time=0:00:00.905787 2021-04-15 04:42:03,811 INFO : EVAL, epoch=0082, iter=00020/00040, fetch data time cost=1.38ms, fps=3299 images/s, loss=1.6541, top1-acc=58.87%, top5-acc=86.00%, remaining_time=0:00:01.682160, arrival_time=2021-04-15 04:42:05.493736, cost_time=0:00:01.682164 2021-04-15 04:42:04,590 INFO : EVAL, epoch=0082, iter=00030/00040, fetch data time cost=1.25ms, fps=3290 images/s, loss=1.6340, top1-acc=59.47%, top5-acc=85.99%, remaining_time=0:00:00.820240, arrival_time=2021-04-15 04:42:05.410352, cost_time=0:00:02.460723 2021-04-15 04:42:05,298 INFO : EVAL, epoch=0082, iter=00040/00040, fetch data time cost=0.06ms, fps=3277 images/s, loss=1.6345, top1-acc=59.23%, top5-acc=86.18%, remaining_time=0:00:00, arrival_time=2021-04-15 04:42:05.298362, cost_time=0:00:03.168992 2021-04-15 04:42:05,727 INFO : Epoch=0082 complete, best val top1-acc=61.63%, top5-acc=87.53% (epoch=80), remaining_time=1:55:49.638556, arrival_time=2021-04-15 06:37:55.365998, cost_time=1:20:29.409847 2021-04-15 04:42:05,728 INFO : Train start, epoch=0083, lr=0.063950 2021-04-15 04:42:08,678 INFO : TRAIN, epoch=0083, iter=00010/00196, fetch data time cost=1.33ms, fps=868 images/s, loss=0.4911, top1-acc=85.04%, top5-acc=98.52%, remaining_time=0:00:54.858654, arrival_time=2021-04-15 04:43:03.536826, cost_time=0:00:02.949392 2021-04-15 04:42:11,491 INFO : TRAIN, epoch=0083, iter=00020/00196, fetch data time cost=1.50ms, fps=910 images/s, loss=0.4921, top1-acc=85.06%, top5-acc=98.44%, remaining_time=0:00:50.710000, arrival_time=2021-04-15 04:43:02.201266, cost_time=0:00:05.762492 2021-04-15 04:42:14,300 INFO : TRAIN, epoch=0083, iter=00030/00196, fetch data time cost=1.34ms, fps=911 images/s, loss=0.4812, top1-acc=85.36%, top5-acc=98.46%, remaining_time=0:00:47.432176, arrival_time=2021-04-15 04:43:01.733061, cost_time=0:00:08.572091 2021-04-15 04:42:17,114 INFO : TRAIN, epoch=0083, iter=00040/00196, fetch data time cost=1.27ms, fps=910 images/s, loss=0.4775, top1-acc=85.38%, top5-acc=98.54%, remaining_time=0:00:44.405712, arrival_time=2021-04-15 04:43:01.520547, cost_time=0:00:11.386061 2021-04-15 04:42:19,927 INFO : TRAIN, epoch=0083, iter=00050/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=0.4759, top1-acc=85.36%, top5-acc=98.56%, remaining_time=0:00:41.460204, arrival_time=2021-04-15 04:43:01.387645, cost_time=0:00:14.198677 2021-04-15 04:42:22,738 INFO : TRAIN, epoch=0083, iter=00060/00196, fetch data time cost=1.34ms, fps=911 images/s, loss=0.4786, top1-acc=85.28%, top5-acc=98.59%, remaining_time=0:00:38.554912, arrival_time=2021-04-15 04:43:01.293228, cost_time=0:00:17.009538 2021-04-15 04:42:25,549 INFO : TRAIN, epoch=0083, iter=00070/00196, fetch data time cost=1.79ms, fps=911 images/s, loss=0.4776, top1-acc=85.31%, top5-acc=98.58%, remaining_time=0:00:35.677782, arrival_time=2021-04-15 04:43:01.227636, cost_time=0:00:19.821002 2021-04-15 04:42:28,356 INFO : TRAIN, epoch=0083, iter=00080/00196, fetch data time cost=1.29ms, fps=912 images/s, loss=0.4766, top1-acc=85.30%, top5-acc=98.61%, remaining_time=0:00:32.810020, arrival_time=2021-04-15 04:43:01.166470, cost_time=0:00:22.627637 2021-04-15 04:42:31,175 INFO : TRAIN, epoch=0083, iter=00090/00196, fetch data time cost=1.26ms, fps=908 images/s, loss=0.4799, top1-acc=85.19%, top5-acc=98.53%, remaining_time=0:00:29.970228, arrival_time=2021-04-15 04:43:01.145466, cost_time=0:00:25.446438 2021-04-15 04:42:33,987 INFO : TRAIN, epoch=0083, iter=00100/00196, fetch data time cost=1.33ms, fps=910 images/s, loss=0.4801, top1-acc=85.19%, top5-acc=98.52%, remaining_time=0:00:27.128352, arrival_time=2021-04-15 04:43:01.115791, cost_time=0:00:28.258663 2021-04-15 04:42:36,802 INFO : TRAIN, epoch=0083, iter=00110/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=0.4845, top1-acc=85.10%, top5-acc=98.50%, remaining_time=0:00:24.293710, arrival_time=2021-04-15 04:43:01.095828, cost_time=0:00:31.073325 2021-04-15 04:42:39,612 INFO : TRAIN, epoch=0083, iter=00120/00196, fetch data time cost=1.56ms, fps=911 images/s, loss=0.4840, top1-acc=85.07%, top5-acc=98.52%, remaining_time=0:00:21.459436, arrival_time=2021-04-15 04:43:01.071529, cost_time=0:00:33.883290 2021-04-15 04:42:42,430 INFO : TRAIN, epoch=0083, iter=00130/00196, fetch data time cost=1.51ms, fps=909 images/s, loss=0.4872, top1-acc=84.96%, top5-acc=98.46%, remaining_time=0:00:18.633054, arrival_time=2021-04-15 04:43:01.063370, cost_time=0:00:36.701503 2021-04-15 04:42:45,250 INFO : TRAIN, epoch=0083, iter=00140/00196, fetch data time cost=1.46ms, fps=908 images/s, loss=0.4916, top1-acc=84.85%, top5-acc=98.43%, remaining_time=0:00:15.808632, arrival_time=2021-04-15 04:43:01.058917, cost_time=0:00:39.521512 2021-04-15 04:42:48,063 INFO : TRAIN, epoch=0083, iter=00150/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.4924, top1-acc=84.81%, top5-acc=98.43%, remaining_time=0:00:12.982534, arrival_time=2021-04-15 04:43:01.045709, cost_time=0:00:42.334401 2021-04-15 04:42:50,874 INFO : TRAIN, epoch=0083, iter=00160/00196, fetch data time cost=1.43ms, fps=911 images/s, loss=0.4950, top1-acc=84.71%, top5-acc=98.42%, remaining_time=0:00:10.157832, arrival_time=2021-04-15 04:43:01.032607, cost_time=0:00:45.145997 2021-04-15 04:42:53,689 INFO : TRAIN, epoch=0083, iter=00170/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=0.4966, top1-acc=84.68%, top5-acc=98.42%, remaining_time=0:00:07.335198, arrival_time=2021-04-15 04:43:01.024943, cost_time=0:00:47.960969 2021-04-15 04:42:56,503 INFO : TRAIN, epoch=0083, iter=00180/00196, fetch data time cost=1.51ms, fps=910 images/s, loss=0.4977, top1-acc=84.65%, top5-acc=98.41%, remaining_time=0:00:04.513312, arrival_time=2021-04-15 04:43:01.016826, cost_time=0:00:50.774732 2021-04-15 04:42:59,315 INFO : TRAIN, epoch=0083, iter=00190/00196, fetch data time cost=1.59ms, fps=910 images/s, loss=0.4992, top1-acc=84.57%, top5-acc=98.39%, remaining_time=0:00:01.692222, arrival_time=2021-04-15 04:43:01.007981, cost_time=0:00:53.586988 2021-04-15 04:43:00,827 INFO : TRAIN, epoch=0083, iter=00196/00196, fetch data time cost=1.41ms, fps=900 images/s, loss=0.5006, top1-acc=84.56%, top5-acc=98.38%, remaining_time=0:00:00, arrival_time=2021-04-15 04:43:00.827811, cost_time=0:00:55.099054 2021-04-15 04:43:01,729 INFO : EVAL, epoch=0083, iter=00010/00040, fetch data time cost=1.28ms, fps=2845 images/s, loss=1.7312, top1-acc=59.02%, top5-acc=85.00%, remaining_time=0:00:02.699250, arrival_time=2021-04-15 04:43:04.428377, cost_time=0:00:00.899750 2021-04-15 04:43:02,505 INFO : EVAL, epoch=0083, iter=00020/00040, fetch data time cost=1.23ms, fps=3297 images/s, loss=1.7701, top1-acc=58.46%, top5-acc=84.75%, remaining_time=0:00:01.676520, arrival_time=2021-04-15 04:43:04.182400, cost_time=0:00:01.676510 2021-04-15 04:43:03,283 INFO : EVAL, epoch=0083, iter=00030/00040, fetch data time cost=1.32ms, fps=3294 images/s, loss=1.7682, top1-acc=58.68%, top5-acc=84.66%, remaining_time=0:00:00.817990, arrival_time=2021-04-15 04:43:04.101329, cost_time=0:00:02.453967 2021-04-15 04:43:03,992 INFO : EVAL, epoch=0083, iter=00040/00040, fetch data time cost=0.05ms, fps=3275 images/s, loss=1.7627, top1-acc=58.82%, top5-acc=84.66%, remaining_time=0:00:00, arrival_time=2021-04-15 04:43:03.992119, cost_time=0:00:03.162772 2021-04-15 04:43:04,464 INFO : Epoch=0083 complete, best val top1-acc=61.63%, top5-acc=87.53% (epoch=80), remaining_time=1:54:50.520897, arrival_time=2021-04-15 06:37:54.985801, cost_time=1:21:28.147314 2021-04-15 04:43:04,466 INFO : Train start, epoch=0084, lr=0.063194 2021-04-15 04:43:07,428 INFO : TRAIN, epoch=0084, iter=00010/00196, fetch data time cost=1.31ms, fps=864 images/s, loss=0.5198, top1-acc=83.87%, top5-acc=98.44%, remaining_time=0:00:55.092828, arrival_time=2021-04-15 04:44:02.521440, cost_time=0:00:02.961981 2021-04-15 04:43:10,239 INFO : TRAIN, epoch=0084, iter=00020/00196, fetch data time cost=1.93ms, fps=911 images/s, loss=0.4997, top1-acc=84.16%, top5-acc=98.50%, remaining_time=0:00:50.804512, arrival_time=2021-04-15 04:44:01.044377, cost_time=0:00:05.773234 2021-04-15 04:43:13,051 INFO : TRAIN, epoch=0084, iter=00030/00196, fetch data time cost=1.41ms, fps=911 images/s, loss=0.4870, top1-acc=84.47%, top5-acc=98.63%, remaining_time=0:00:47.504386, arrival_time=2021-04-15 04:44:00.556145, cost_time=0:00:08.585136 2021-04-15 04:43:15,868 INFO : TRAIN, epoch=0084, iter=00040/00196, fetch data time cost=1.50ms, fps=909 images/s, loss=0.4704, top1-acc=85.20%, top5-acc=98.67%, remaining_time=0:00:44.467020, arrival_time=2021-04-15 04:44:00.335508, cost_time=0:00:11.401798 2021-04-15 04:43:18,679 INFO : TRAIN, epoch=0084, iter=00050/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.4701, top1-acc=85.27%, top5-acc=98.64%, remaining_time=0:00:41.500938, arrival_time=2021-04-15 04:44:00.180205, cost_time=0:00:14.212651 2021-04-15 04:43:21,496 INFO : TRAIN, epoch=0084, iter=00060/00196, fetch data time cost=1.39ms, fps=909 images/s, loss=0.4671, top1-acc=85.35%, top5-acc=98.68%, remaining_time=0:00:38.601560, arrival_time=2021-04-15 04:44:00.098322, cost_time=0:00:17.030113 2021-04-15 04:43:24,317 INFO : TRAIN, epoch=0084, iter=00070/00196, fetch data time cost=1.56ms, fps=908 images/s, loss=0.4725, top1-acc=85.26%, top5-acc=98.63%, remaining_time=0:00:35.731206, arrival_time=2021-04-15 04:44:00.048484, cost_time=0:00:19.850647 2021-04-15 04:43:27,127 INFO : TRAIN, epoch=0084, iter=00080/00196, fetch data time cost=1.38ms, fps=911 images/s, loss=0.4749, top1-acc=85.07%, top5-acc=98.63%, remaining_time=0:00:32.858856, arrival_time=2021-04-15 04:43:59.986774, cost_time=0:00:22.661278 2021-04-15 04:43:29,932 INFO : TRAIN, epoch=0084, iter=00090/00196, fetch data time cost=1.44ms, fps=913 images/s, loss=0.4752, top1-acc=85.06%, top5-acc=98.62%, remaining_time=0:00:29.993442, arrival_time=2021-04-15 04:43:59.926172, cost_time=0:00:25.466110 2021-04-15 04:43:32,746 INFO : TRAIN, epoch=0084, iter=00100/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.4764, top1-acc=85.11%, top5-acc=98.59%, remaining_time=0:00:27.148992, arrival_time=2021-04-15 04:43:59.895848, cost_time=0:00:28.280232 2021-04-15 04:43:35,552 INFO : TRAIN, epoch=0084, iter=00110/00196, fetch data time cost=1.39ms, fps=913 images/s, loss=0.4791, top1-acc=84.98%, top5-acc=98.60%, remaining_time=0:00:24.303428, arrival_time=2021-04-15 04:43:59.855785, cost_time=0:00:31.085733 2021-04-15 04:43:38,364 INFO : TRAIN, epoch=0084, iter=00120/00196, fetch data time cost=1.24ms, fps=911 images/s, loss=0.4822, top1-acc=84.87%, top5-acc=98.59%, remaining_time=0:00:21.468556, arrival_time=2021-04-15 04:43:59.832920, cost_time=0:00:33.897729 2021-04-15 04:43:41,179 INFO : TRAIN, epoch=0084, iter=00130/00196, fetch data time cost=1.64ms, fps=910 images/s, loss=0.4849, top1-acc=84.82%, top5-acc=98.56%, remaining_time=0:00:18.638664, arrival_time=2021-04-15 04:43:59.817833, cost_time=0:00:36.712512 2021-04-15 04:43:43,990 INFO : TRAIN, epoch=0084, iter=00140/00196, fetch data time cost=1.29ms, fps=911 images/s, loss=0.4864, top1-acc=84.79%, top5-acc=98.54%, remaining_time=0:00:15.809584, arrival_time=2021-04-15 04:43:59.800217, cost_time=0:00:39.524007 2021-04-15 04:43:46,799 INFO : TRAIN, epoch=0084, iter=00150/00196, fetch data time cost=1.33ms, fps=912 images/s, loss=0.4879, top1-acc=84.70%, top5-acc=98.54%, remaining_time=0:00:12.981982, arrival_time=2021-04-15 04:43:59.781181, cost_time=0:00:42.332536 2021-04-15 04:43:49,617 INFO : TRAIN, epoch=0084, iter=00160/00196, fetch data time cost=1.35ms, fps=909 images/s, loss=0.4891, top1-acc=84.69%, top5-acc=98.53%, remaining_time=0:00:10.158912, arrival_time=2021-04-15 04:43:59.776258, cost_time=0:00:45.150700 2021-04-15 04:43:52,436 INFO : TRAIN, epoch=0084, iter=00170/00196, fetch data time cost=1.44ms, fps=908 images/s, loss=0.4903, top1-acc=84.66%, top5-acc=98.53%, remaining_time=0:00:07.336550, arrival_time=2021-04-15 04:43:59.772919, cost_time=0:00:47.969743 2021-04-15 04:43:55,255 INFO : TRAIN, epoch=0084, iter=00180/00196, fetch data time cost=1.44ms, fps=908 images/s, loss=0.4914, top1-acc=84.63%, top5-acc=98.52%, remaining_time=0:00:04.514576, arrival_time=2021-04-15 04:43:59.770292, cost_time=0:00:50.789013 2021-04-15 04:43:58,074 INFO : TRAIN, epoch=0084, iter=00190/00196, fetch data time cost=1.08ms, fps=908 images/s, loss=0.4944, top1-acc=84.50%, top5-acc=98.48%, remaining_time=0:00:01.692888, arrival_time=2021-04-15 04:43:59.767539, cost_time=0:00:53.608026 2021-04-15 04:43:59,588 INFO : TRAIN, epoch=0084, iter=00196/00196, fetch data time cost=1.20ms, fps=899 images/s, loss=0.4955, top1-acc=84.47%, top5-acc=98.48%, remaining_time=0:00:00, arrival_time=2021-04-15 04:43:59.588290, cost_time=0:00:55.121673 2021-04-15 04:44:00,475 INFO : EVAL, epoch=0084, iter=00010/00040, fetch data time cost=0.19ms, fps=2890 images/s, loss=1.6631, top1-acc=59.77%, top5-acc=86.72%, remaining_time=0:00:02.657400, arrival_time=2021-04-15 04:44:03.133140, cost_time=0:00:00.885804 2021-04-15 04:44:01,252 INFO : EVAL, epoch=0084, iter=00020/00040, fetch data time cost=1.33ms, fps=3299 images/s, loss=1.7395, top1-acc=58.57%, top5-acc=85.47%, remaining_time=0:00:01.662040, arrival_time=2021-04-15 04:44:02.914013, cost_time=0:00:01.662047 2021-04-15 04:44:02,027 INFO : EVAL, epoch=0084, iter=00030/00040, fetch data time cost=1.45ms, fps=3302 images/s, loss=1.7419, top1-acc=58.24%, top5-acc=85.20%, remaining_time=0:00:00.812560, arrival_time=2021-04-15 04:44:02.840162, cost_time=0:00:02.437669 2021-04-15 04:44:02,737 INFO : EVAL, epoch=0084, iter=00040/00040, fetch data time cost=0.05ms, fps=3270 images/s, loss=1.7380, top1-acc=58.26%, top5-acc=85.06%, remaining_time=0:00:00, arrival_time=2021-04-15 04:44:02.737315, cost_time=0:00:03.147416 2021-04-15 04:44:03,171 INFO : Epoch=0084 complete, best val top1-acc=61.63%, top5-acc=87.53% (epoch=80), remaining_time=1:53:51.370152, arrival_time=2021-04-15 06:37:54.542015, cost_time=1:22:26.854251 2021-04-15 04:44:03,173 INFO : Train start, epoch=0085, lr=0.062434 2021-04-15 04:44:06,143 INFO : TRAIN, epoch=0085, iter=00010/00196, fetch data time cost=1.42ms, fps=862 images/s, loss=0.4782, top1-acc=85.55%, top5-acc=98.79%, remaining_time=0:00:55.231584, arrival_time=2021-04-15 04:45:01.375040, cost_time=0:00:02.969445 2021-04-15 04:44:08,956 INFO : TRAIN, epoch=0085, iter=00020/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.4667, top1-acc=85.68%, top5-acc=98.63%, remaining_time=0:00:50.882832, arrival_time=2021-04-15 04:44:59.838984, cost_time=0:00:05.782138 2021-04-15 04:44:11,769 INFO : TRAIN, epoch=0085, iter=00030/00196, fetch data time cost=1.41ms, fps=910 images/s, loss=0.4522, top1-acc=86.11%, top5-acc=98.65%, remaining_time=0:00:47.564146, arrival_time=2021-04-15 04:44:59.334085, cost_time=0:00:08.595919 2021-04-15 04:44:14,579 INFO : TRAIN, epoch=0085, iter=00040/00196, fetch data time cost=1.26ms, fps=911 images/s, loss=0.4507, top1-acc=86.19%, top5-acc=98.69%, remaining_time=0:00:44.479656, arrival_time=2021-04-15 04:44:59.058702, cost_time=0:00:11.405027 2021-04-15 04:44:17,395 INFO : TRAIN, epoch=0085, iter=00050/00196, fetch data time cost=1.27ms, fps=909 images/s, loss=0.4536, top1-acc=86.02%, top5-acc=98.75%, remaining_time=0:00:41.526634, arrival_time=2021-04-15 04:44:58.922119, cost_time=0:00:14.221460 2021-04-15 04:44:20,205 INFO : TRAIN, epoch=0085, iter=00060/00196, fetch data time cost=1.35ms, fps=911 images/s, loss=0.4537, top1-acc=86.05%, top5-acc=98.72%, remaining_time=0:00:38.605096, arrival_time=2021-04-15 04:44:58.810757, cost_time=0:00:17.031641 2021-04-15 04:44:23,020 INFO : TRAIN, epoch=0085, iter=00070/00196, fetch data time cost=1.50ms, fps=910 images/s, loss=0.4527, top1-acc=86.03%, top5-acc=98.68%, remaining_time=0:00:35.723142, arrival_time=2021-04-15 04:44:58.743341, cost_time=0:00:19.846174 2021-04-15 04:44:25,842 INFO : TRAIN, epoch=0085, iter=00080/00196, fetch data time cost=1.35ms, fps=907 images/s, loss=0.4532, top1-acc=86.07%, top5-acc=98.67%, remaining_time=0:00:32.869644, arrival_time=2021-04-15 04:44:58.712398, cost_time=0:00:22.668736 2021-04-15 04:44:28,653 INFO : TRAIN, epoch=0085, iter=00090/00196, fetch data time cost=1.38ms, fps=911 images/s, loss=0.4556, top1-acc=86.09%, top5-acc=98.66%, remaining_time=0:00:30.009236, arrival_time=2021-04-15 04:44:58.662789, cost_time=0:00:25.479531 2021-04-15 04:44:31,467 INFO : TRAIN, epoch=0085, iter=00100/00196, fetch data time cost=1.40ms, fps=910 images/s, loss=0.4584, top1-acc=85.95%, top5-acc=98.64%, remaining_time=0:00:27.162048, arrival_time=2021-04-15 04:44:58.629913, cost_time=0:00:28.293842 2021-04-15 04:44:34,277 INFO : TRAIN, epoch=0085, iter=00110/00196, fetch data time cost=1.45ms, fps=911 images/s, loss=0.4603, top1-acc=85.86%, top5-acc=98.65%, remaining_time=0:00:24.317446, arrival_time=2021-04-15 04:44:58.595136, cost_time=0:00:31.103674 2021-04-15 04:44:37,090 INFO : TRAIN, epoch=0085, iter=00120/00196, fetch data time cost=1.39ms, fps=910 images/s, loss=0.4619, top1-acc=85.79%, top5-acc=98.60%, remaining_time=0:00:21.480488, arrival_time=2021-04-15 04:44:58.571124, cost_time=0:00:33.916606 2021-04-15 04:44:39,903 INFO : TRAIN, epoch=0085, iter=00130/00196, fetch data time cost=1.40ms, fps=910 images/s, loss=0.4636, top1-acc=85.73%, top5-acc=98.57%, remaining_time=0:00:18.647112, arrival_time=2021-04-15 04:44:58.550425, cost_time=0:00:36.729220 2021-04-15 04:44:42,715 INFO : TRAIN, epoch=0085, iter=00140/00196, fetch data time cost=1.43ms, fps=910 images/s, loss=0.4672, top1-acc=85.60%, top5-acc=98.54%, remaining_time=0:00:15.816752, arrival_time=2021-04-15 04:44:58.532622, cost_time=0:00:39.541820 2021-04-15 04:44:45,532 INFO : TRAIN, epoch=0085, iter=00150/00196, fetch data time cost=1.36ms, fps=909 images/s, loss=0.4695, top1-acc=85.51%, top5-acc=98.54%, remaining_time=0:00:12.989710, arrival_time=2021-04-15 04:44:58.521618, cost_time=0:00:42.357771 2021-04-15 04:44:48,344 INFO : TRAIN, epoch=0085, iter=00160/00196, fetch data time cost=1.89ms, fps=911 images/s, loss=0.4728, top1-acc=85.41%, top5-acc=98.54%, remaining_time=0:00:10.163232, arrival_time=2021-04-15 04:44:58.507244, cost_time=0:00:45.169907 2021-04-15 04:44:51,157 INFO : TRAIN, epoch=0085, iter=00170/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.4764, top1-acc=85.28%, top5-acc=98.52%, remaining_time=0:00:07.338682, arrival_time=2021-04-15 04:44:58.496374, cost_time=0:00:47.983649 2021-04-15 04:44:53,974 INFO : TRAIN, epoch=0085, iter=00180/00196, fetch data time cost=1.33ms, fps=909 images/s, loss=0.4808, top1-acc=85.10%, top5-acc=98.50%, remaining_time=0:00:04.515616, arrival_time=2021-04-15 04:44:58.490397, cost_time=0:00:50.800761 2021-04-15 04:44:56,787 INFO : TRAIN, epoch=0085, iter=00190/00196, fetch data time cost=1.19ms, fps=910 images/s, loss=0.4834, top1-acc=85.02%, top5-acc=98.48%, remaining_time=0:00:01.693044, arrival_time=2021-04-15 04:44:58.480168, cost_time=0:00:53.613033 2021-04-15 04:44:58,298 INFO : TRAIN, epoch=0085, iter=00196/00196, fetch data time cost=1.22ms, fps=900 images/s, loss=0.4867, top1-acc=84.91%, top5-acc=98.47%, remaining_time=0:00:00, arrival_time=2021-04-15 04:44:58.298108, cost_time=0:00:55.124105 2021-04-15 04:44:59,199 INFO : EVAL, epoch=0085, iter=00010/00040, fetch data time cost=0.17ms, fps=2845 images/s, loss=1.5887, top1-acc=60.70%, top5-acc=86.52%, remaining_time=0:00:02.699880, arrival_time=2021-04-15 04:45:01.899526, cost_time=0:00:00.899963 2021-04-15 04:44:59,976 INFO : EVAL, epoch=0085, iter=00020/00040, fetch data time cost=1.41ms, fps=3297 images/s, loss=1.5638, top1-acc=60.94%, top5-acc=86.91%, remaining_time=0:00:01.676740, arrival_time=2021-04-15 04:45:01.653165, cost_time=0:00:01.676742 2021-04-15 04:45:00,752 INFO : EVAL, epoch=0085, iter=00030/00040, fetch data time cost=1.47ms, fps=3299 images/s, loss=1.5506, top1-acc=61.17%, top5-acc=86.97%, remaining_time=0:00:00.817720, arrival_time=2021-04-15 04:45:01.570558, cost_time=0:00:02.453147 2021-04-15 04:45:01,462 INFO : EVAL, epoch=0085, iter=00040/00040, fetch data time cost=0.06ms, fps=3271 images/s, loss=1.5318, top1-acc=61.42%, top5-acc=87.01%, remaining_time=0:00:00, arrival_time=2021-04-15 04:45:01.462475, cost_time=0:00:03.162806 2021-04-15 04:45:01,892 INFO : Epoch=0085 complete, best val top1-acc=61.63%, top5-acc=87.53% (epoch=80), remaining_time=1:52:52.247765, arrival_time=2021-04-15 06:37:54.139826, cost_time=1:23:25.574463 2021-04-15 04:45:01,893 INFO : Train start, epoch=0086, lr=0.061672 2021-04-15 04:45:04,893 INFO : TRAIN, epoch=0086, iter=00010/00196, fetch data time cost=1.33ms, fps=853 images/s, loss=0.4732, top1-acc=84.34%, top5-acc=98.52%, remaining_time=0:00:55.800930, arrival_time=2021-04-15 04:46:00.694381, cost_time=0:00:03.000054 2021-04-15 04:45:07,707 INFO : TRAIN, epoch=0086, iter=00020/00196, fetch data time cost=1.55ms, fps=910 images/s, loss=0.4726, top1-acc=84.86%, top5-acc=98.44%, remaining_time=0:00:51.166720, arrival_time=2021-04-15 04:45:58.874512, cost_time=0:00:05.814401 2021-04-15 04:45:10,517 INFO : TRAIN, epoch=0086, iter=00030/00196, fetch data time cost=1.40ms, fps=911 images/s, loss=0.4629, top1-acc=85.18%, top5-acc=98.65%, remaining_time=0:00:47.718028, arrival_time=2021-04-15 04:45:58.235163, cost_time=0:00:08.623746 2021-04-15 04:45:13,333 INFO : TRAIN, epoch=0086, iter=00040/00196, fetch data time cost=1.32ms, fps=909 images/s, loss=0.4629, top1-acc=85.43%, top5-acc=98.60%, remaining_time=0:00:44.615844, arrival_time=2021-04-15 04:45:57.949357, cost_time=0:00:11.439979 2021-04-15 04:45:16,145 INFO : TRAIN, epoch=0086, iter=00050/00196, fetch data time cost=1.72ms, fps=911 images/s, loss=0.4568, top1-acc=85.82%, top5-acc=98.61%, remaining_time=0:00:41.614234, arrival_time=2021-04-15 04:45:57.759164, cost_time=0:00:14.251466 2021-04-15 04:45:18,963 INFO : TRAIN, epoch=0086, iter=00060/00196, fetch data time cost=1.58ms, fps=909 images/s, loss=0.4554, top1-acc=85.87%, top5-acc=98.63%, remaining_time=0:00:38.690912, arrival_time=2021-04-15 04:45:57.653864, cost_time=0:00:17.069544 2021-04-15 04:45:21,779 INFO : TRAIN, epoch=0086, iter=00070/00196, fetch data time cost=1.45ms, fps=909 images/s, loss=0.4537, top1-acc=86.09%, top5-acc=98.64%, remaining_time=0:00:35.794458, arrival_time=2021-04-15 04:45:57.573648, cost_time=0:00:19.885795 2021-04-15 04:45:24,598 INFO : TRAIN, epoch=0086, iter=00080/00196, fetch data time cost=1.29ms, fps=908 images/s, loss=0.4549, top1-acc=86.09%, top5-acc=98.64%, remaining_time=0:00:32.922308, arrival_time=2021-04-15 04:45:57.520775, cost_time=0:00:22.705071 2021-04-15 04:45:27,412 INFO : TRAIN, epoch=0086, iter=00090/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=0.4577, top1-acc=86.02%, top5-acc=98.63%, remaining_time=0:00:30.055452, arrival_time=2021-04-15 04:45:57.467596, cost_time=0:00:25.518750 2021-04-15 04:45:30,228 INFO : TRAIN, epoch=0086, iter=00100/00196, fetch data time cost=1.44ms, fps=909 images/s, loss=0.4575, top1-acc=86.02%, top5-acc=98.63%, remaining_time=0:00:27.201312, arrival_time=2021-04-15 04:45:57.429400, cost_time=0:00:28.334691 2021-04-15 04:45:33,053 INFO : TRAIN, epoch=0086, iter=00110/00196, fetch data time cost=1.55ms, fps=906 images/s, loss=0.4616, top1-acc=85.86%, top5-acc=98.61%, remaining_time=0:00:24.361220, arrival_time=2021-04-15 04:45:57.414441, cost_time=0:00:31.159726 2021-04-15 04:45:35,873 INFO : TRAIN, epoch=0086, iter=00120/00196, fetch data time cost=1.38ms, fps=908 images/s, loss=0.4625, top1-acc=85.83%, top5-acc=98.60%, remaining_time=0:00:21.520616, arrival_time=2021-04-15 04:45:57.394072, cost_time=0:00:33.979966 2021-04-15 04:45:38,688 INFO : TRAIN, epoch=0086, iter=00130/00196, fetch data time cost=1.34ms, fps=910 images/s, loss=0.4651, top1-acc=85.72%, top5-acc=98.58%, remaining_time=0:00:18.680640, arrival_time=2021-04-15 04:45:57.369310, cost_time=0:00:36.795167 2021-04-15 04:45:41,499 INFO : TRAIN, epoch=0086, iter=00140/00196, fetch data time cost=1.35ms, fps=911 images/s, loss=0.4664, top1-acc=85.62%, top5-acc=98.58%, remaining_time=0:00:15.842288, arrival_time=2021-04-15 04:45:57.341390, cost_time=0:00:39.605708 2021-04-15 04:45:44,305 INFO : TRAIN, epoch=0086, iter=00150/00196, fetch data time cost=1.31ms, fps=912 images/s, loss=0.4691, top1-acc=85.49%, top5-acc=98.57%, remaining_time=0:00:13.006454, arrival_time=2021-04-15 04:45:57.312232, cost_time=0:00:42.412288 2021-04-15 04:45:47,116 INFO : TRAIN, epoch=0086, iter=00160/00196, fetch data time cost=1.52ms, fps=911 images/s, loss=0.4732, top1-acc=85.36%, top5-acc=98.52%, remaining_time=0:00:10.175220, arrival_time=2021-04-15 04:45:57.291859, cost_time=0:00:45.223233 2021-04-15 04:45:49,922 INFO : TRAIN, epoch=0086, iter=00170/00196, fetch data time cost=1.30ms, fps=913 images/s, loss=0.4749, top1-acc=85.30%, top5-acc=98.52%, remaining_time=0:00:07.345572, arrival_time=2021-04-15 04:45:57.267753, cost_time=0:00:48.028770 2021-04-15 04:45:52,731 INFO : TRAIN, epoch=0086, iter=00180/00196, fetch data time cost=1.29ms, fps=912 images/s, loss=0.4774, top1-acc=85.20%, top5-acc=98.50%, remaining_time=0:00:04.518896, arrival_time=2021-04-15 04:45:57.249941, cost_time=0:00:50.837669 2021-04-15 04:45:55,545 INFO : TRAIN, epoch=0086, iter=00190/00196, fetch data time cost=1.07ms, fps=910 images/s, loss=0.4798, top1-acc=85.11%, top5-acc=98.48%, remaining_time=0:00:01.694274, arrival_time=2021-04-15 04:45:57.239741, cost_time=0:00:53.652000 2021-04-15 04:45:57,058 INFO : TRAIN, epoch=0086, iter=00196/00196, fetch data time cost=1.17ms, fps=899 images/s, loss=0.4824, top1-acc=85.04%, top5-acc=98.46%, remaining_time=0:00:00, arrival_time=2021-04-15 04:45:57.058527, cost_time=0:00:55.165154 2021-04-15 04:45:57,960 INFO : EVAL, epoch=0086, iter=00010/00040, fetch data time cost=0.17ms, fps=2845 images/s, loss=1.5149, top1-acc=61.17%, top5-acc=87.30%, remaining_time=0:00:02.699580, arrival_time=2021-04-15 04:46:00.659601, cost_time=0:00:00.899863 2021-04-15 04:45:58,735 INFO : EVAL, epoch=0086, iter=00020/00040, fetch data time cost=1.36ms, fps=3303 images/s, loss=1.5295, top1-acc=61.23%, top5-acc=86.97%, remaining_time=0:00:01.675400, arrival_time=2021-04-15 04:46:00.410907, cost_time=0:00:01.675397 2021-04-15 04:45:59,512 INFO : EVAL, epoch=0086, iter=00030/00040, fetch data time cost=1.16ms, fps=3297 images/s, loss=1.5105, top1-acc=61.67%, top5-acc=87.25%, remaining_time=0:00:00.817430, arrival_time=2021-04-15 04:46:00.329826, cost_time=0:00:02.452296 2021-04-15 04:46:00,222 INFO : EVAL, epoch=0086, iter=00040/00040, fetch data time cost=0.05ms, fps=3269 images/s, loss=1.5337, top1-acc=61.48%, top5-acc=87.22%, remaining_time=0:00:00, arrival_time=2021-04-15 04:46:00.222454, cost_time=0:00:03.162383 2021-04-15 04:46:00,663 INFO : Epoch=0086 complete, best val top1-acc=61.63%, top5-acc=87.53% (epoch=80), remaining_time=1:51:53.202588, arrival_time=2021-04-15 06:37:53.866031, cost_time=1:24:24.345849 2021-04-15 04:46:00,664 INFO : Train start, epoch=0087, lr=0.060907 2021-04-15 04:46:03,630 INFO : TRAIN, epoch=0087, iter=00010/00196, fetch data time cost=1.26ms, fps=863 images/s, loss=0.4678, top1-acc=85.23%, top5-acc=98.67%, remaining_time=0:00:55.153650, arrival_time=2021-04-15 04:46:58.783704, cost_time=0:00:02.965252 2021-04-15 04:46:06,439 INFO : TRAIN, epoch=0087, iter=00020/00196, fetch data time cost=1.28ms, fps=911 images/s, loss=0.4408, top1-acc=86.17%, top5-acc=98.83%, remaining_time=0:00:50.814896, arrival_time=2021-04-15 04:46:57.254114, cost_time=0:00:05.774418 2021-04-15 04:46:09,246 INFO : TRAIN, epoch=0087, iter=00030/00196, fetch data time cost=1.32ms, fps=912 images/s, loss=0.4351, top1-acc=86.24%, top5-acc=98.91%, remaining_time=0:00:47.485296, arrival_time=2021-04-15 04:46:56.731757, cost_time=0:00:08.581668 2021-04-15 04:46:12,059 INFO : TRAIN, epoch=0087, iter=00040/00196, fetch data time cost=1.34ms, fps=910 images/s, loss=0.4385, top1-acc=86.26%, top5-acc=98.86%, remaining_time=0:00:44.439876, arrival_time=2021-04-15 04:46:56.499507, cost_time=0:00:11.394823 2021-04-15 04:46:14,867 INFO : TRAIN, epoch=0087, iter=00050/00196, fetch data time cost=1.31ms, fps=912 images/s, loss=0.4406, top1-acc=86.28%, top5-acc=98.90%, remaining_time=0:00:41.471008, arrival_time=2021-04-15 04:46:56.338186, cost_time=0:00:14.202382 2021-04-15 04:46:17,681 INFO : TRAIN, epoch=0087, iter=00060/00196, fetch data time cost=1.53ms, fps=910 images/s, loss=0.4414, top1-acc=86.15%, top5-acc=98.92%, remaining_time=0:00:38.571912, arrival_time=2021-04-15 04:46:56.253720, cost_time=0:00:17.017007 2021-04-15 04:46:20,493 INFO : TRAIN, epoch=0087, iter=00070/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.4344, top1-acc=86.46%, top5-acc=98.93%, remaining_time=0:00:35.691516, arrival_time=2021-04-15 04:46:56.184917, cost_time=0:00:19.828597 2021-04-15 04:46:23,306 INFO : TRAIN, epoch=0087, iter=00080/00196, fetch data time cost=1.44ms, fps=910 images/s, loss=0.4377, top1-acc=86.32%, top5-acc=98.87%, remaining_time=0:00:32.830436, arrival_time=2021-04-15 04:46:56.136883, cost_time=0:00:22.641646 2021-04-15 04:46:26,126 INFO : TRAIN, epoch=0087, iter=00090/00196, fetch data time cost=1.25ms, fps=908 images/s, loss=0.4376, top1-acc=86.29%, top5-acc=98.87%, remaining_time=0:00:29.987930, arrival_time=2021-04-15 04:46:56.114274, cost_time=0:00:25.461419 2021-04-15 04:46:28,941 INFO : TRAIN, epoch=0087, iter=00100/00196, fetch data time cost=1.34ms, fps=910 images/s, loss=0.4399, top1-acc=86.24%, top5-acc=98.87%, remaining_time=0:00:27.145536, arrival_time=2021-04-15 04:46:56.086948, cost_time=0:00:28.276604 2021-04-15 04:46:31,751 INFO : TRAIN, epoch=0087, iter=00110/00196, fetch data time cost=1.33ms, fps=911 images/s, loss=0.4428, top1-acc=86.19%, top5-acc=98.85%, remaining_time=0:00:24.303944, arrival_time=2021-04-15 04:46:56.055167, cost_time=0:00:31.086405 2021-04-15 04:46:34,566 INFO : TRAIN, epoch=0087, iter=00120/00196, fetch data time cost=1.64ms, fps=909 images/s, loss=0.4464, top1-acc=86.13%, top5-acc=98.83%, remaining_time=0:00:21.471140, arrival_time=2021-04-15 04:46:56.037731, cost_time=0:00:33.901780 2021-04-15 04:46:37,385 INFO : TRAIN, epoch=0087, iter=00130/00196, fetch data time cost=1.34ms, fps=908 images/s, loss=0.4491, top1-acc=86.05%, top5-acc=98.78%, remaining_time=0:00:18.642822, arrival_time=2021-04-15 04:46:56.028270, cost_time=0:00:36.720650 2021-04-15 04:46:40,199 INFO : TRAIN, epoch=0087, iter=00140/00196, fetch data time cost=1.59ms, fps=910 images/s, loss=0.4531, top1-acc=85.90%, top5-acc=98.75%, remaining_time=0:00:15.813840, arrival_time=2021-04-15 04:46:56.013300, cost_time=0:00:39.534661 2021-04-15 04:46:43,021 INFO : TRAIN, epoch=0087, iter=00150/00196, fetch data time cost=1.51ms, fps=907 images/s, loss=0.4569, top1-acc=85.75%, top5-acc=98.74%, remaining_time=0:00:12.989296, arrival_time=2021-04-15 04:46:56.010455, cost_time=0:00:42.356357 2021-04-15 04:46:45,838 INFO : TRAIN, epoch=0087, iter=00160/00196, fetch data time cost=1.31ms, fps=909 images/s, loss=0.4585, top1-acc=85.67%, top5-acc=98.75%, remaining_time=0:00:10.164024, arrival_time=2021-04-15 04:46:56.002287, cost_time=0:00:45.173467 2021-04-15 04:46:48,654 INFO : TRAIN, epoch=0087, iter=00170/00196, fetch data time cost=1.30ms, fps=909 images/s, loss=0.4603, top1-acc=85.62%, top5-acc=98.72%, remaining_time=0:00:07.339514, arrival_time=2021-04-15 04:46:55.993528, cost_time=0:00:47.989211 2021-04-15 04:46:51,470 INFO : TRAIN, epoch=0087, iter=00180/00196, fetch data time cost=1.31ms, fps=909 images/s, loss=0.4642, top1-acc=85.45%, top5-acc=98.71%, remaining_time=0:00:04.516080, arrival_time=2021-04-15 04:46:55.986813, cost_time=0:00:50.805933 2021-04-15 04:46:54,281 INFO : TRAIN, epoch=0087, iter=00190/00196, fetch data time cost=1.44ms, fps=911 images/s, loss=0.4664, top1-acc=85.39%, top5-acc=98.70%, remaining_time=0:00:01.693164, arrival_time=2021-04-15 04:46:55.974914, cost_time=0:00:53.616942 2021-04-15 04:46:55,796 INFO : TRAIN, epoch=0087, iter=00196/00196, fetch data time cost=1.20ms, fps=898 images/s, loss=0.4691, top1-acc=85.31%, top5-acc=98.69%, remaining_time=0:00:00, arrival_time=2021-04-15 04:46:55.796755, cost_time=0:00:55.131966 2021-04-15 04:46:56,684 INFO : EVAL, epoch=0087, iter=00010/00040, fetch data time cost=1.29ms, fps=2890 images/s, loss=1.5543, top1-acc=61.60%, top5-acc=86.60%, remaining_time=0:00:02.657430, arrival_time=2021-04-15 04:46:59.341563, cost_time=0:00:00.885809 2021-04-15 04:46:57,461 INFO : EVAL, epoch=0087, iter=00020/00040, fetch data time cost=1.29ms, fps=3295 images/s, loss=1.5549, top1-acc=61.33%, top5-acc=87.29%, remaining_time=0:00:01.663140, arrival_time=2021-04-15 04:46:59.124600, cost_time=0:00:01.663136 2021-04-15 04:46:58,238 INFO : EVAL, epoch=0087, iter=00030/00040, fetch data time cost=1.28ms, fps=3297 images/s, loss=1.5679, top1-acc=61.20%, top5-acc=87.17%, remaining_time=0:00:00.813300, arrival_time=2021-04-15 04:46:59.051508, cost_time=0:00:02.439900 2021-04-15 04:46:58,950 INFO : EVAL, epoch=0087, iter=00040/00040, fetch data time cost=0.05ms, fps=3259 images/s, loss=1.5712, top1-acc=61.17%, top5-acc=87.14%, remaining_time=0:00:00, arrival_time=2021-04-15 04:46:58.950375, cost_time=0:00:03.152080 2021-04-15 04:46:59,330 INFO : Epoch=0087 complete, best val top1-acc=61.63%, top5-acc=87.53% (epoch=80), remaining_time=1:50:54.027713, arrival_time=2021-04-15 06:37:53.357812, cost_time=1:25:23.012502 2021-04-15 04:46:59,331 INFO : Train start, epoch=0088, lr=0.060139 2021-04-15 04:47:02,300 INFO : TRAIN, epoch=0088, iter=00010/00196, fetch data time cost=1.35ms, fps=862 images/s, loss=0.4440, top1-acc=86.48%, top5-acc=98.36%, remaining_time=0:00:55.219866, arrival_time=2021-04-15 04:47:57.520063, cost_time=0:00:02.968808 2021-04-15 04:47:05,114 INFO : TRAIN, epoch=0088, iter=00020/00196, fetch data time cost=1.26ms, fps=910 images/s, loss=0.4459, top1-acc=86.64%, top5-acc=98.59%, remaining_time=0:00:50.894624, arrival_time=2021-04-15 04:47:56.009489, cost_time=0:00:05.783472 2021-04-15 04:47:07,932 INFO : TRAIN, epoch=0088, iter=00030/00196, fetch data time cost=1.46ms, fps=909 images/s, loss=0.4453, top1-acc=86.32%, top5-acc=98.74%, remaining_time=0:00:47.595022, arrival_time=2021-04-15 04:47:55.527914, cost_time=0:00:08.601501 2021-04-15 04:47:10,745 INFO : TRAIN, epoch=0088, iter=00040/00196, fetch data time cost=1.44ms, fps=910 images/s, loss=0.4310, top1-acc=86.75%, top5-acc=98.85%, remaining_time=0:00:44.512728, arrival_time=2021-04-15 04:47:55.257707, cost_time=0:00:11.413533 2021-04-15 04:47:13,557 INFO : TRAIN, epoch=0088, iter=00050/00196, fetch data time cost=1.28ms, fps=910 images/s, loss=0.4298, top1-acc=86.76%, top5-acc=98.97%, remaining_time=0:00:41.541234, arrival_time=2021-04-15 04:47:55.099116, cost_time=0:00:14.226472 2021-04-15 04:47:16,375 INFO : TRAIN, epoch=0088, iter=00060/00196, fetch data time cost=1.40ms, fps=909 images/s, loss=0.4258, top1-acc=86.92%, top5-acc=98.98%, remaining_time=0:00:38.633520, arrival_time=2021-04-15 04:47:55.009098, cost_time=0:00:17.044196 2021-04-15 04:47:19,187 INFO : TRAIN, epoch=0088, iter=00070/00196, fetch data time cost=1.35ms, fps=911 images/s, loss=0.4260, top1-acc=86.95%, top5-acc=98.96%, remaining_time=0:00:35.740782, arrival_time=2021-04-15 04:47:54.928196, cost_time=0:00:19.856006 2021-04-15 04:47:22,002 INFO : TRAIN, epoch=0088, iter=00080/00196, fetch data time cost=1.43ms, fps=910 images/s, loss=0.4239, top1-acc=86.94%, top5-acc=98.97%, remaining_time=0:00:32.872544, arrival_time=2021-04-15 04:47:54.874659, cost_time=0:00:22.670728 2021-04-15 04:47:24,818 INFO : TRAIN, epoch=0088, iter=00090/00196, fetch data time cost=1.38ms, fps=909 images/s, loss=0.4275, top1-acc=86.81%, top5-acc=98.91%, remaining_time=0:00:30.017504, arrival_time=2021-04-15 04:47:54.835483, cost_time=0:00:25.486589 2021-04-15 04:47:27,630 INFO : TRAIN, epoch=0088, iter=00100/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.4338, top1-acc=86.57%, top5-acc=98.87%, remaining_time=0:00:27.166752, arrival_time=2021-04-15 04:47:54.796796, cost_time=0:00:28.298658 2021-04-15 04:47:30,446 INFO : TRAIN, epoch=0088, iter=00110/00196, fetch data time cost=1.43ms, fps=909 images/s, loss=0.4358, top1-acc=86.58%, top5-acc=98.84%, remaining_time=0:00:24.326218, arrival_time=2021-04-15 04:47:54.772533, cost_time=0:00:31.114924 2021-04-15 04:47:33,258 INFO : TRAIN, epoch=0088, iter=00120/00196, fetch data time cost=1.37ms, fps=911 images/s, loss=0.4384, top1-acc=86.52%, top5-acc=98.85%, remaining_time=0:00:21.487024, arrival_time=2021-04-15 04:47:54.745259, cost_time=0:00:33.926844 2021-04-15 04:47:36,068 INFO : TRAIN, epoch=0088, iter=00130/00196, fetch data time cost=1.47ms, fps=911 images/s, loss=0.4424, top1-acc=86.35%, top5-acc=98.86%, remaining_time=0:00:18.651072, arrival_time=2021-04-15 04:47:54.719463, cost_time=0:00:36.737006 2021-04-15 04:47:38,888 INFO : TRAIN, epoch=0088, iter=00140/00196, fetch data time cost=1.41ms, fps=908 images/s, loss=0.4469, top1-acc=86.19%, top5-acc=98.80%, remaining_time=0:00:15.822744, arrival_time=2021-04-15 04:47:54.711047, cost_time=0:00:39.556914 2021-04-15 04:47:41,704 INFO : TRAIN, epoch=0088, iter=00150/00196, fetch data time cost=1.48ms, fps=909 images/s, loss=0.4470, top1-acc=86.20%, top5-acc=98.79%, remaining_time=0:00:12.994356, arrival_time=2021-04-15 04:47:54.698701, cost_time=0:00:42.372960 2021-04-15 04:47:44,516 INFO : TRAIN, epoch=0088, iter=00160/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.4492, top1-acc=86.17%, top5-acc=98.77%, remaining_time=0:00:10.166688, arrival_time=2021-04-15 04:47:54.683438, cost_time=0:00:45.185284 2021-04-15 04:47:47,335 INFO : TRAIN, epoch=0088, iter=00170/00196, fetch data time cost=1.51ms, fps=908 images/s, loss=0.4523, top1-acc=86.08%, top5-acc=98.75%, remaining_time=0:00:07.341776, arrival_time=2021-04-15 04:47:54.677137, cost_time=0:00:48.003971 2021-04-15 04:47:50,151 INFO : TRAIN, epoch=0088, iter=00180/00196, fetch data time cost=1.34ms, fps=909 images/s, loss=0.4542, top1-acc=86.01%, top5-acc=98.75%, remaining_time=0:00:04.517296, arrival_time=2021-04-15 04:47:54.668276, cost_time=0:00:50.819582 2021-04-15 04:47:52,962 INFO : TRAIN, epoch=0088, iter=00190/00196, fetch data time cost=1.34ms, fps=911 images/s, loss=0.4583, top1-acc=85.92%, top5-acc=98.70%, remaining_time=0:00:01.693620, arrival_time=2021-04-15 04:47:54.656318, cost_time=0:00:53.631314 2021-04-15 04:47:54,477 INFO : TRAIN, epoch=0088, iter=00196/00196, fetch data time cost=1.22ms, fps=898 images/s, loss=0.4599, top1-acc=85.90%, top5-acc=98.70%, remaining_time=0:00:00, arrival_time=2021-04-15 04:47:54.477102, cost_time=0:00:55.145727 2021-04-15 04:47:55,365 INFO : EVAL, epoch=0088, iter=00010/00040, fetch data time cost=2.40ms, fps=2888 images/s, loss=1.7117, top1-acc=58.91%, top5-acc=84.14%, remaining_time=0:00:02.659560, arrival_time=2021-04-15 04:47:58.024887, cost_time=0:00:00.886522 2021-04-15 04:47:56,140 INFO : EVAL, epoch=0088, iter=00020/00040, fetch data time cost=1.44ms, fps=3306 images/s, loss=1.7166, top1-acc=58.69%, top5-acc=84.92%, remaining_time=0:00:01.661240, arrival_time=2021-04-15 04:47:57.801281, cost_time=0:00:01.661237 2021-04-15 04:47:56,915 INFO : EVAL, epoch=0088, iter=00030/00040, fetch data time cost=1.32ms, fps=3302 images/s, loss=1.6871, top1-acc=59.11%, top5-acc=85.36%, remaining_time=0:00:00.812320, arrival_time=2021-04-15 04:47:57.728084, cost_time=0:00:02.436967 2021-04-15 04:47:57,625 INFO : EVAL, epoch=0088, iter=00040/00040, fetch data time cost=0.05ms, fps=3272 images/s, loss=1.6641, top1-acc=59.41%, top5-acc=85.57%, remaining_time=0:00:00, arrival_time=2021-04-15 04:47:57.625101, cost_time=0:00:03.146328 2021-04-15 04:47:58,050 INFO : Epoch=0088 complete, best val top1-acc=61.63%, top5-acc=87.53% (epoch=80), remaining_time=1:49:54.932848, arrival_time=2021-04-15 06:37:52.983345, cost_time=1:26:21.732909 2021-04-15 04:47:58,051 INFO : Train start, epoch=0089, lr=0.059369 2021-04-15 04:48:01,017 INFO : TRAIN, epoch=0089, iter=00010/00196, fetch data time cost=2.22ms, fps=863 images/s, loss=0.4586, top1-acc=85.51%, top5-acc=99.02%, remaining_time=0:00:55.159044, arrival_time=2021-04-15 04:48:56.176371, cost_time=0:00:02.965545 2021-04-15 04:48:03,820 INFO : TRAIN, epoch=0089, iter=00020/00196, fetch data time cost=1.50ms, fps=913 images/s, loss=0.4495, top1-acc=85.88%, top5-acc=98.96%, remaining_time=0:00:50.764912, arrival_time=2021-04-15 04:48:54.585425, cost_time=0:00:05.768737 2021-04-15 04:48:06,625 INFO : TRAIN, epoch=0089, iter=00030/00196, fetch data time cost=1.19ms, fps=913 images/s, loss=0.4380, top1-acc=86.37%, top5-acc=99.02%, remaining_time=0:00:47.441306, arrival_time=2021-04-15 04:48:54.066832, cost_time=0:00:08.573743 2021-04-15 04:48:09,438 INFO : TRAIN, epoch=0089, iter=00040/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.4389, top1-acc=86.35%, top5-acc=98.93%, remaining_time=0:00:44.408832, arrival_time=2021-04-15 04:48:53.847480, cost_time=0:00:11.386874 2021-04-15 04:48:12,245 INFO : TRAIN, epoch=0089, iter=00050/00196, fetch data time cost=1.29ms, fps=912 images/s, loss=0.4392, top1-acc=86.34%, top5-acc=98.92%, remaining_time=0:00:41.446918, arrival_time=2021-04-15 04:48:53.692840, cost_time=0:00:14.194152 2021-04-15 04:48:15,061 INFO : TRAIN, epoch=0089, iter=00060/00196, fetch data time cost=1.33ms, fps=909 images/s, loss=0.4343, top1-acc=86.55%, top5-acc=98.95%, remaining_time=0:00:38.555592, arrival_time=2021-04-15 04:48:53.617197, cost_time=0:00:17.009832 2021-04-15 04:48:17,876 INFO : TRAIN, epoch=0089, iter=00070/00196, fetch data time cost=1.39ms, fps=910 images/s, loss=0.4331, top1-acc=86.58%, top5-acc=98.96%, remaining_time=0:00:35.684082, arrival_time=2021-04-15 04:48:53.560346, cost_time=0:00:19.824477 2021-04-15 04:48:20,686 INFO : TRAIN, epoch=0089, iter=00080/00196, fetch data time cost=1.29ms, fps=911 images/s, loss=0.4358, top1-acc=86.45%, top5-acc=98.91%, remaining_time=0:00:32.819764, arrival_time=2021-04-15 04:48:53.505897, cost_time=0:00:22.634355 2021-04-15 04:48:23,496 INFO : TRAIN, epoch=0089, iter=00090/00196, fetch data time cost=1.51ms, fps=911 images/s, loss=0.4373, top1-acc=86.34%, top5-acc=98.92%, remaining_time=0:00:29.967896, arrival_time=2021-04-15 04:48:53.464188, cost_time=0:00:25.444450 2021-04-15 04:48:26,308 INFO : TRAIN, epoch=0089, iter=00100/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.4367, top1-acc=86.37%, top5-acc=98.91%, remaining_time=0:00:27.125952, arrival_time=2021-04-15 04:48:53.433943, cost_time=0:00:28.256214 2021-04-15 04:48:29,123 INFO : TRAIN, epoch=0089, iter=00110/00196, fetch data time cost=1.37ms, fps=909 images/s, loss=0.4396, top1-acc=86.29%, top5-acc=98.90%, remaining_time=0:00:24.292248, arrival_time=2021-04-15 04:48:53.415478, cost_time=0:00:31.071425 2021-04-15 04:48:31,939 INFO : TRAIN, epoch=0089, iter=00120/00196, fetch data time cost=1.40ms, fps=909 images/s, loss=0.4456, top1-acc=86.13%, top5-acc=98.83%, remaining_time=0:00:21.462172, arrival_time=2021-04-15 04:48:53.401619, cost_time=0:00:33.887680 2021-04-15 04:48:34,752 INFO : TRAIN, epoch=0089, iter=00130/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.4493, top1-acc=86.03%, top5-acc=98.81%, remaining_time=0:00:18.632526, arrival_time=2021-04-15 04:48:53.384803, cost_time=0:00:36.700488 2021-04-15 04:48:37,564 INFO : TRAIN, epoch=0089, iter=00140/00196, fetch data time cost=1.41ms, fps=911 images/s, loss=0.4505, top1-acc=86.01%, top5-acc=98.80%, remaining_time=0:00:15.804880, arrival_time=2021-04-15 04:48:53.368898, cost_time=0:00:39.512237 2021-04-15 04:48:40,375 INFO : TRAIN, epoch=0089, iter=00150/00196, fetch data time cost=1.34ms, fps=911 images/s, loss=0.4535, top1-acc=85.94%, top5-acc=98.76%, remaining_time=0:00:12.979176, arrival_time=2021-04-15 04:48:53.354344, cost_time=0:00:42.323400 2021-04-15 04:48:43,191 INFO : TRAIN, epoch=0089, iter=00160/00196, fetch data time cost=1.44ms, fps=909 images/s, loss=0.4577, top1-acc=85.82%, top5-acc=98.74%, remaining_time=0:00:10.156500, arrival_time=2021-04-15 04:48:53.348293, cost_time=0:00:45.139977 2021-04-15 04:48:46,004 INFO : TRAIN, epoch=0089, iter=00170/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.4633, top1-acc=85.68%, top5-acc=98.69%, remaining_time=0:00:07.333924, arrival_time=2021-04-15 04:48:53.338261, cost_time=0:00:47.952568 2021-04-15 04:48:48,818 INFO : TRAIN, epoch=0089, iter=00180/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.4669, top1-acc=85.58%, top5-acc=98.67%, remaining_time=0:00:04.512608, arrival_time=2021-04-15 04:48:53.331284, cost_time=0:00:50.766900 2021-04-15 04:48:51,632 INFO : TRAIN, epoch=0089, iter=00190/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.4710, top1-acc=85.44%, top5-acc=98.63%, remaining_time=0:00:01.692012, arrival_time=2021-04-15 04:48:53.324152, cost_time=0:00:53.580370 2021-04-15 04:48:53,145 INFO : TRAIN, epoch=0089, iter=00196/00196, fetch data time cost=1.16ms, fps=899 images/s, loss=0.4745, top1-acc=85.34%, top5-acc=98.61%, remaining_time=0:00:00, arrival_time=2021-04-15 04:48:53.145557, cost_time=0:00:55.093807 2021-04-15 04:48:54,052 INFO : EVAL, epoch=0089, iter=00010/00040, fetch data time cost=0.30ms, fps=2826 images/s, loss=1.8693, top1-acc=55.47%, top5-acc=82.66%, remaining_time=0:00:02.717190, arrival_time=2021-04-15 04:48:56.770000, cost_time=0:00:00.905732 2021-04-15 04:48:54,828 INFO : EVAL, epoch=0089, iter=00020/00040, fetch data time cost=1.18ms, fps=3300 images/s, loss=1.8391, top1-acc=56.52%, top5-acc=83.14%, remaining_time=0:00:01.681720, arrival_time=2021-04-15 04:48:56.510500, cost_time=0:00:01.681715 2021-04-15 04:48:55,604 INFO : EVAL, epoch=0089, iter=00030/00040, fetch data time cost=1.26ms, fps=3303 images/s, loss=1.8073, top1-acc=57.37%, top5-acc=83.75%, remaining_time=0:00:00.819020, arrival_time=2021-04-15 04:48:56.423155, cost_time=0:00:02.457068 2021-04-15 04:48:56,311 INFO : EVAL, epoch=0089, iter=00040/00040, fetch data time cost=0.05ms, fps=3281 images/s, loss=1.7853, top1-acc=57.48%, top5-acc=83.91%, remaining_time=0:00:00, arrival_time=2021-04-15 04:48:56.311648, cost_time=0:00:03.164604 2021-04-15 04:48:56,750 INFO : Epoch=0089 complete, best val top1-acc=61.63%, top5-acc=87.53% (epoch=80), remaining_time=1:48:55.820415, arrival_time=2021-04-15 06:37:52.570559, cost_time=1:27:20.432548 2021-04-15 04:48:56,751 INFO : Train start, epoch=0090, lr=0.058596 2021-04-15 04:48:59,733 INFO : TRAIN, epoch=0090, iter=00010/00196, fetch data time cost=1.30ms, fps=858 images/s, loss=0.4687, top1-acc=84.77%, top5-acc=98.63%, remaining_time=0:00:55.466130, arrival_time=2021-04-15 04:49:55.199619, cost_time=0:00:02.982049 2021-04-15 04:49:02,549 INFO : TRAIN, epoch=0090, iter=00020/00196, fetch data time cost=1.53ms, fps=909 images/s, loss=0.4612, top1-acc=85.55%, top5-acc=98.79%, remaining_time=0:00:51.025568, arrival_time=2021-04-15 04:49:53.575369, cost_time=0:00:05.798360 2021-04-15 04:49:05,362 INFO : TRAIN, epoch=0090, iter=00030/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.4602, top1-acc=85.49%, top5-acc=98.76%, remaining_time=0:00:47.644822, arrival_time=2021-04-15 04:49:53.006782, cost_time=0:00:08.610521 2021-04-15 04:49:08,175 INFO : TRAIN, epoch=0090, iter=00040/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=0.4581, top1-acc=85.71%, top5-acc=98.78%, remaining_time=0:00:44.553444, arrival_time=2021-04-15 04:49:52.728851, cost_time=0:00:11.423969 2021-04-15 04:49:10,992 INFO : TRAIN, epoch=0090, iter=00050/00196, fetch data time cost=1.32ms, fps=909 images/s, loss=0.4559, top1-acc=85.87%, top5-acc=98.82%, remaining_time=0:00:41.582552, arrival_time=2021-04-15 04:49:52.574596, cost_time=0:00:14.240610 2021-04-15 04:49:13,802 INFO : TRAIN, epoch=0090, iter=00060/00196, fetch data time cost=1.30ms, fps=911 images/s, loss=0.4547, top1-acc=85.81%, top5-acc=98.73%, remaining_time=0:00:38.649160, arrival_time=2021-04-15 04:49:52.451764, cost_time=0:00:17.051096 2021-04-15 04:49:16,615 INFO : TRAIN, epoch=0090, iter=00070/00196, fetch data time cost=1.33ms, fps=910 images/s, loss=0.4499, top1-acc=86.03%, top5-acc=98.76%, remaining_time=0:00:35.755020, arrival_time=2021-04-15 04:49:52.370377, cost_time=0:00:19.863922 2021-04-15 04:49:19,427 INFO : TRAIN, epoch=0090, iter=00080/00196, fetch data time cost=1.33ms, fps=911 images/s, loss=0.4484, top1-acc=86.12%, top5-acc=98.75%, remaining_time=0:00:32.879620, arrival_time=2021-04-15 04:49:52.306722, cost_time=0:00:22.675635 2021-04-15 04:49:22,240 INFO : TRAIN, epoch=0090, iter=00090/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.4486, top1-acc=86.11%, top5-acc=98.76%, remaining_time=0:00:30.020896, arrival_time=2021-04-15 04:49:52.261830, cost_time=0:00:25.489462 2021-04-15 04:49:25,051 INFO : TRAIN, epoch=0090, iter=00100/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.4509, top1-acc=86.09%, top5-acc=98.74%, remaining_time=0:00:27.168288, arrival_time=2021-04-15 04:49:52.220030, cost_time=0:00:28.300309 2021-04-15 04:49:27,868 INFO : TRAIN, epoch=0090, iter=00110/00196, fetch data time cost=1.29ms, fps=909 images/s, loss=0.4480, top1-acc=86.19%, top5-acc=98.75%, remaining_time=0:00:24.327508, arrival_time=2021-04-15 04:49:52.195501, cost_time=0:00:31.116552 2021-04-15 04:49:30,681 INFO : TRAIN, epoch=0090, iter=00120/00196, fetch data time cost=1.86ms, fps=910 images/s, loss=0.4471, top1-acc=86.21%, top5-acc=98.75%, remaining_time=0:00:21.489152, arrival_time=2021-04-15 04:49:52.170842, cost_time=0:00:33.930256 2021-04-15 04:49:33,493 INFO : TRAIN, epoch=0090, iter=00130/00196, fetch data time cost=1.35ms, fps=911 images/s, loss=0.4493, top1-acc=86.11%, top5-acc=98.74%, remaining_time=0:00:18.653514, arrival_time=2021-04-15 04:49:52.146740, cost_time=0:00:36.741788 2021-04-15 04:49:36,307 INFO : TRAIN, epoch=0090, iter=00140/00196, fetch data time cost=1.40ms, fps=910 images/s, loss=0.4512, top1-acc=86.04%, top5-acc=98.72%, remaining_time=0:00:15.822240, arrival_time=2021-04-15 04:49:52.129204, cost_time=0:00:39.555531 2021-04-15 04:49:39,118 INFO : TRAIN, epoch=0090, iter=00150/00196, fetch data time cost=1.50ms, fps=911 images/s, loss=0.4515, top1-acc=86.02%, top5-acc=98.72%, remaining_time=0:00:12.992608, arrival_time=2021-04-15 04:49:52.111217, cost_time=0:00:42.367169 2021-04-15 04:49:41,933 INFO : TRAIN, epoch=0090, iter=00160/00196, fetch data time cost=1.34ms, fps=910 images/s, loss=0.4515, top1-acc=86.03%, top5-acc=98.73%, remaining_time=0:00:10.165932, arrival_time=2021-04-15 04:49:52.099242, cost_time=0:00:45.181864 2021-04-15 04:49:44,749 INFO : TRAIN, epoch=0090, iter=00170/00196, fetch data time cost=1.38ms, fps=909 images/s, loss=0.4535, top1-acc=85.93%, top5-acc=98.72%, remaining_time=0:00:07.340892, arrival_time=2021-04-15 04:49:52.090543, cost_time=0:00:47.998208 2021-04-15 04:49:47,564 INFO : TRAIN, epoch=0090, iter=00180/00196, fetch data time cost=1.45ms, fps=910 images/s, loss=0.4538, top1-acc=85.95%, top5-acc=98.72%, remaining_time=0:00:04.516688, arrival_time=2021-04-15 04:49:52.080800, cost_time=0:00:50.812668 2021-04-15 04:49:50,376 INFO : TRAIN, epoch=0090, iter=00190/00196, fetch data time cost=1.20ms, fps=910 images/s, loss=0.4552, top1-acc=85.89%, top5-acc=98.72%, remaining_time=0:00:01.693434, arrival_time=2021-04-15 04:49:52.070354, cost_time=0:00:53.625481 2021-04-15 04:49:51,890 INFO : TRAIN, epoch=0090, iter=00196/00196, fetch data time cost=1.11ms, fps=899 images/s, loss=0.4568, top1-acc=85.84%, top5-acc=98.71%, remaining_time=0:00:00, arrival_time=2021-04-15 04:49:51.890522, cost_time=0:00:55.139029 2021-04-15 04:49:52,794 INFO : EVAL, epoch=0090, iter=00010/00040, fetch data time cost=1.42ms, fps=2836 images/s, loss=1.7976, top1-acc=56.52%, top5-acc=84.88%, remaining_time=0:00:02.708160, arrival_time=2021-04-15 04:49:55.503086, cost_time=0:00:00.902717 2021-04-15 04:49:53,578 INFO : EVAL, epoch=0090, iter=00020/00040, fetch data time cost=1.24ms, fps=3268 images/s, loss=1.8003, top1-acc=56.54%, top5-acc=84.96%, remaining_time=0:00:01.686540, arrival_time=2021-04-15 04:49:55.265293, cost_time=0:00:01.686537 2021-04-15 04:49:54,353 INFO : EVAL, epoch=0090, iter=00030/00040, fetch data time cost=1.26ms, fps=3307 images/s, loss=1.7769, top1-acc=57.51%, top5-acc=85.33%, remaining_time=0:00:00.820310, arrival_time=2021-04-15 04:49:55.173448, cost_time=0:00:02.460932 2021-04-15 04:49:55,062 INFO : EVAL, epoch=0090, iter=00040/00040, fetch data time cost=0.05ms, fps=3272 images/s, loss=1.7740, top1-acc=57.38%, top5-acc=85.17%, remaining_time=0:00:00, arrival_time=2021-04-15 04:49:55.062505, cost_time=0:00:03.170319 2021-04-15 04:49:55,470 INFO : Epoch=0090 complete, best val top1-acc=61.63%, top5-acc=87.53% (epoch=80), remaining_time=1:47:56.742360, arrival_time=2021-04-15 06:37:52.212818, cost_time=1:28:19.152864 2021-04-15 04:49:55,471 INFO : Train start, epoch=0091, lr=0.057822 2021-04-15 04:49:58,435 INFO : TRAIN, epoch=0091, iter=00010/00196, fetch data time cost=1.36ms, fps=864 images/s, loss=0.3965, top1-acc=87.66%, top5-acc=99.10%, remaining_time=0:00:55.122030, arrival_time=2021-04-15 04:50:53.557347, cost_time=0:00:02.963553 2021-04-15 04:50:01,251 INFO : TRAIN, epoch=0091, iter=00020/00196, fetch data time cost=1.63ms, fps=909 images/s, loss=0.4236, top1-acc=86.68%, top5-acc=99.02%, remaining_time=0:00:50.855904, arrival_time=2021-04-15 04:50:52.106933, cost_time=0:00:05.779076 2021-04-15 04:50:04,067 INFO : TRAIN, epoch=0091, iter=00030/00196, fetch data time cost=1.39ms, fps=909 images/s, loss=0.4203, top1-acc=86.94%, top5-acc=99.00%, remaining_time=0:00:47.560992, arrival_time=2021-04-15 04:50:51.628191, cost_time=0:00:08.595348 2021-04-15 04:50:06,882 INFO : TRAIN, epoch=0091, iter=00040/00196, fetch data time cost=1.33ms, fps=910 images/s, loss=0.4215, top1-acc=86.97%, top5-acc=98.96%, remaining_time=0:00:44.499312, arrival_time=2021-04-15 04:50:51.381257, cost_time=0:00:11.410066 2021-04-15 04:50:09,692 INFO : TRAIN, epoch=0091, iter=00050/00196, fetch data time cost=1.34ms, fps=911 images/s, loss=0.4186, top1-acc=87.08%, top5-acc=98.98%, remaining_time=0:00:41.523568, arrival_time=2021-04-15 04:50:51.215724, cost_time=0:00:14.220397 2021-04-15 04:50:12,504 INFO : TRAIN, epoch=0091, iter=00060/00196, fetch data time cost=1.40ms, fps=910 images/s, loss=0.4188, top1-acc=86.99%, top5-acc=98.99%, remaining_time=0:00:38.607000, arrival_time=2021-04-15 04:50:51.111363, cost_time=0:00:17.032524 2021-04-15 04:50:15,309 INFO : TRAIN, epoch=0091, iter=00070/00196, fetch data time cost=1.30ms, fps=913 images/s, loss=0.4191, top1-acc=87.01%, top5-acc=98.98%, remaining_time=0:00:35.708022, arrival_time=2021-04-15 04:50:51.017605, cost_time=0:00:19.837807 2021-04-15 04:50:18,112 INFO : TRAIN, epoch=0091, iter=00080/00196, fetch data time cost=1.30ms, fps=914 images/s, loss=0.4197, top1-acc=87.01%, top5-acc=98.99%, remaining_time=0:00:32.828580, arrival_time=2021-04-15 04:50:50.940719, cost_time=0:00:22.640391 2021-04-15 04:50:20,919 INFO : TRAIN, epoch=0091, iter=00090/00196, fetch data time cost=1.30ms, fps=912 images/s, loss=0.4209, top1-acc=86.98%, top5-acc=98.96%, remaining_time=0:00:29.972136, arrival_time=2021-04-15 04:50:50.891935, cost_time=0:00:25.448045 2021-04-15 04:50:23,733 INFO : TRAIN, epoch=0091, iter=00100/00196, fetch data time cost=1.34ms, fps=910 images/s, loss=0.4243, top1-acc=86.81%, top5-acc=98.92%, remaining_time=0:00:27.131136, arrival_time=2021-04-15 04:50:50.864522, cost_time=0:00:28.261624 2021-04-15 04:50:26,546 INFO : TRAIN, epoch=0091, iter=00110/00196, fetch data time cost=1.39ms, fps=910 images/s, loss=0.4243, top1-acc=86.78%, top5-acc=98.95%, remaining_time=0:00:24.294312, arrival_time=2021-04-15 04:50:50.840267, cost_time=0:00:31.074123 2021-04-15 04:50:29,354 INFO : TRAIN, epoch=0091, iter=00120/00196, fetch data time cost=1.35ms, fps=912 images/s, loss=0.4251, top1-acc=86.76%, top5-acc=98.94%, remaining_time=0:00:21.459208, arrival_time=2021-04-15 04:50:50.813972, cost_time=0:00:33.882992 2021-04-15 04:50:32,167 INFO : TRAIN, epoch=0091, iter=00130/00196, fetch data time cost=1.54ms, fps=910 images/s, loss=0.4274, top1-acc=86.66%, top5-acc=98.92%, remaining_time=0:00:18.630348, arrival_time=2021-04-15 04:50:50.798291, cost_time=0:00:36.696181 2021-04-15 04:50:34,978 INFO : TRAIN, epoch=0091, iter=00140/00196, fetch data time cost=1.37ms, fps=911 images/s, loss=0.4277, top1-acc=86.65%, top5-acc=98.91%, remaining_time=0:00:15.802752, arrival_time=2021-04-15 04:50:50.781398, cost_time=0:00:39.506893 2021-04-15 04:50:37,791 INFO : TRAIN, epoch=0091, iter=00150/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.4299, top1-acc=86.58%, top5-acc=98.89%, remaining_time=0:00:12.978072, arrival_time=2021-04-15 04:50:50.769634, cost_time=0:00:42.319800 2021-04-15 04:50:40,608 INFO : TRAIN, epoch=0091, iter=00160/00196, fetch data time cost=1.42ms, fps=909 images/s, loss=0.4317, top1-acc=86.47%, top5-acc=98.88%, remaining_time=0:00:10.155780, arrival_time=2021-04-15 04:50:50.764266, cost_time=0:00:45.136726 2021-04-15 04:50:43,426 INFO : TRAIN, epoch=0091, iter=00170/00196, fetch data time cost=1.29ms, fps=909 images/s, loss=0.4366, top1-acc=86.37%, top5-acc=98.85%, remaining_time=0:00:07.334184, arrival_time=2021-04-15 04:50:50.760184, cost_time=0:00:47.954232 2021-04-15 04:50:46,247 INFO : TRAIN, epoch=0091, iter=00180/00196, fetch data time cost=1.41ms, fps=907 images/s, loss=0.4380, top1-acc=86.32%, top5-acc=98.86%, remaining_time=0:00:04.513392, arrival_time=2021-04-15 04:50:50.760780, cost_time=0:00:50.775633 2021-04-15 04:50:49,059 INFO : TRAIN, epoch=0091, iter=00190/00196, fetch data time cost=1.20ms, fps=910 images/s, loss=0.4391, top1-acc=86.28%, top5-acc=98.85%, remaining_time=0:00:01.692252, arrival_time=2021-04-15 04:50:50.752098, cost_time=0:00:53.588028 2021-04-15 04:50:50,571 INFO : TRAIN, epoch=0091, iter=00196/00196, fetch data time cost=1.22ms, fps=900 images/s, loss=0.4410, top1-acc=86.25%, top5-acc=98.83%, remaining_time=0:00:00, arrival_time=2021-04-15 04:50:50.571264, cost_time=0:00:55.099520 2021-04-15 04:50:51,469 INFO : EVAL, epoch=0091, iter=00010/00040, fetch data time cost=1.42ms, fps=2856 images/s, loss=1.6481, top1-acc=60.08%, top5-acc=86.33%, remaining_time=0:00:02.689080, arrival_time=2021-04-15 04:50:54.158281, cost_time=0:00:00.896363 2021-04-15 04:50:52,253 INFO : EVAL, epoch=0091, iter=00020/00040, fetch data time cost=1.28ms, fps=3265 images/s, loss=1.6427, top1-acc=60.25%, top5-acc=86.21%, remaining_time=0:00:01.680760, arrival_time=2021-04-15 04:50:53.934343, cost_time=0:00:01.680750 2021-04-15 04:50:53,031 INFO : EVAL, epoch=0091, iter=00030/00040, fetch data time cost=1.55ms, fps=3294 images/s, loss=1.6310, top1-acc=60.23%, top5-acc=86.08%, remaining_time=0:00:00.819410, arrival_time=2021-04-15 04:50:53.850508, cost_time=0:00:02.458235 2021-04-15 04:50:53,741 INFO : EVAL, epoch=0091, iter=00040/00040, fetch data time cost=0.06ms, fps=3269 images/s, loss=1.6381, top1-acc=60.21%, top5-acc=85.96%, remaining_time=0:00:00, arrival_time=2021-04-15 04:50:53.741220, cost_time=0:00:03.168405 2021-04-15 04:50:54,193 INFO : Epoch=0091 complete, best val top1-acc=61.63%, top5-acc=87.53% (epoch=80), remaining_time=1:46:57.675186, arrival_time=2021-04-15 06:37:51.868366, cost_time=1:29:17.875600 2021-04-15 04:50:54,194 INFO : Train start, epoch=0092, lr=0.057045 2021-04-15 04:50:57,193 INFO : TRAIN, epoch=0092, iter=00010/00196, fetch data time cost=1.35ms, fps=854 images/s, loss=0.4255, top1-acc=86.95%, top5-acc=98.91%, remaining_time=0:00:55.785306, arrival_time=2021-04-15 04:51:52.978970, cost_time=0:00:02.999211 2021-04-15 04:51:00,016 INFO : TRAIN, epoch=0092, iter=00020/00196, fetch data time cost=1.35ms, fps=907 images/s, loss=0.4306, top1-acc=86.45%, top5-acc=99.04%, remaining_time=0:00:51.226560, arrival_time=2021-04-15 04:51:51.242443, cost_time=0:00:05.821193 2021-04-15 04:51:02,835 INFO : TRAIN, epoch=0092, iter=00030/00196, fetch data time cost=1.33ms, fps=908 images/s, loss=0.4230, top1-acc=86.77%, top5-acc=98.96%, remaining_time=0:00:47.815636, arrival_time=2021-04-15 04:51:50.651459, cost_time=0:00:08.641369 2021-04-15 04:51:05,649 INFO : TRAIN, epoch=0092, iter=00040/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.4179, top1-acc=86.87%, top5-acc=99.02%, remaining_time=0:00:44.674968, arrival_time=2021-04-15 04:51:50.324541, cost_time=0:00:11.455123 2021-04-15 04:51:08,459 INFO : TRAIN, epoch=0092, iter=00050/00196, fetch data time cost=1.33ms, fps=911 images/s, loss=0.4137, top1-acc=87.05%, top5-acc=98.96%, remaining_time=0:00:41.653800, arrival_time=2021-04-15 04:51:50.113252, cost_time=0:00:14.264996 2021-04-15 04:51:11,273 INFO : TRAIN, epoch=0092, iter=00060/00196, fetch data time cost=1.34ms, fps=910 images/s, loss=0.4089, top1-acc=87.20%, top5-acc=98.98%, remaining_time=0:00:38.712400, arrival_time=2021-04-15 04:51:49.985856, cost_time=0:00:17.079001 2021-04-15 04:51:14,081 INFO : TRAIN, epoch=0092, iter=00070/00196, fetch data time cost=1.31ms, fps=912 images/s, loss=0.4119, top1-acc=87.19%, top5-acc=98.92%, remaining_time=0:00:35.797356, arrival_time=2021-04-15 04:51:49.879247, cost_time=0:00:19.887432 2021-04-15 04:51:16,900 INFO : TRAIN, epoch=0092, iter=00080/00196, fetch data time cost=1.35ms, fps=908 images/s, loss=0.4103, top1-acc=87.18%, top5-acc=98.91%, remaining_time=0:00:32.924280, arrival_time=2021-04-15 04:51:49.825171, cost_time=0:00:22.706439 2021-04-15 04:51:19,716 INFO : TRAIN, epoch=0092, iter=00090/00196, fetch data time cost=1.32ms, fps=909 images/s, loss=0.4127, top1-acc=87.11%, top5-acc=98.93%, remaining_time=0:00:30.059162, arrival_time=2021-04-15 04:51:49.775570, cost_time=0:00:25.521954 2021-04-15 04:51:22,524 INFO : TRAIN, epoch=0092, iter=00100/00196, fetch data time cost=1.29ms, fps=912 images/s, loss=0.4139, top1-acc=87.09%, top5-acc=98.91%, remaining_time=0:00:27.196800, arrival_time=2021-04-15 04:51:49.721245, cost_time=0:00:28.329991 2021-04-15 04:51:25,336 INFO : TRAIN, epoch=0092, iter=00110/00196, fetch data time cost=1.36ms, fps=910 images/s, loss=0.4188, top1-acc=86.93%, top5-acc=98.94%, remaining_time=0:00:24.347546, arrival_time=2021-04-15 04:51:49.684206, cost_time=0:00:31.142208 2021-04-15 04:51:28,151 INFO : TRAIN, epoch=0092, iter=00120/00196, fetch data time cost=1.32ms, fps=909 images/s, loss=0.4234, top1-acc=86.77%, top5-acc=98.90%, remaining_time=0:00:21.506328, arrival_time=2021-04-15 04:51:49.658148, cost_time=0:00:33.957360 2021-04-15 04:51:30,964 INFO : TRAIN, epoch=0092, iter=00130/00196, fetch data time cost=1.33ms, fps=910 images/s, loss=0.4247, top1-acc=86.72%, top5-acc=98.88%, remaining_time=0:00:18.667836, arrival_time=2021-04-15 04:51:49.632225, cost_time=0:00:36.769936 2021-04-15 04:51:33,775 INFO : TRAIN, epoch=0092, iter=00140/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.4266, top1-acc=86.60%, top5-acc=98.89%, remaining_time=0:00:15.832320, arrival_time=2021-04-15 04:51:49.607581, cost_time=0:00:39.580741 2021-04-15 04:51:36,591 INFO : TRAIN, epoch=0092, iter=00150/00196, fetch data time cost=1.30ms, fps=909 images/s, loss=0.4272, top1-acc=86.53%, top5-acc=98.88%, remaining_time=0:00:13.001808, arrival_time=2021-04-15 04:51:49.593470, cost_time=0:00:42.397201 2021-04-15 04:51:39,404 INFO : TRAIN, epoch=0092, iter=00160/00196, fetch data time cost=1.36ms, fps=910 images/s, loss=0.4279, top1-acc=86.50%, top5-acc=98.88%, remaining_time=0:00:10.172268, arrival_time=2021-04-15 04:51:49.576887, cost_time=0:00:45.210142 2021-04-15 04:51:42,219 INFO : TRAIN, epoch=0092, iter=00170/00196, fetch data time cost=1.37ms, fps=910 images/s, loss=0.4319, top1-acc=86.36%, top5-acc=98.86%, remaining_time=0:00:07.345000, arrival_time=2021-04-15 04:51:49.564487, cost_time=0:00:48.024979 2021-04-15 04:51:45,030 INFO : TRAIN, epoch=0092, iter=00180/00196, fetch data time cost=1.42ms, fps=911 images/s, loss=0.4332, top1-acc=86.35%, top5-acc=98.85%, remaining_time=0:00:04.518768, arrival_time=2021-04-15 04:51:49.549321, cost_time=0:00:50.836099 2021-04-15 04:51:47,845 INFO : TRAIN, epoch=0092, iter=00190/00196, fetch data time cost=1.22ms, fps=910 images/s, loss=0.4356, top1-acc=86.31%, top5-acc=98.82%, remaining_time=0:00:01.694250, arrival_time=2021-04-15 04:51:49.539879, cost_time=0:00:53.651187 2021-04-15 04:51:49,358 INFO : TRAIN, epoch=0092, iter=00196/00196, fetch data time cost=1.22ms, fps=899 images/s, loss=0.4381, top1-acc=86.27%, top5-acc=98.81%, remaining_time=0:00:00, arrival_time=2021-04-15 04:51:49.358381, cost_time=0:00:55.163938 2021-04-15 04:51:50,246 INFO : EVAL, epoch=0092, iter=00010/00040, fetch data time cost=1.28ms, fps=2888 images/s, loss=1.5522, top1-acc=61.52%, top5-acc=86.60%, remaining_time=0:00:02.659410, arrival_time=2021-04-15 04:51:52.905805, cost_time=0:00:00.886466 2021-04-15 04:51:51,021 INFO : EVAL, epoch=0092, iter=00020/00040, fetch data time cost=1.27ms, fps=3305 images/s, loss=1.5173, top1-acc=62.13%, top5-acc=87.36%, remaining_time=0:00:01.661400, arrival_time=2021-04-15 04:51:52.682720, cost_time=0:00:01.661409 2021-04-15 04:51:51,796 INFO : EVAL, epoch=0092, iter=00030/00040, fetch data time cost=1.24ms, fps=3304 images/s, loss=1.5100, top1-acc=62.46%, top5-acc=87.21%, remaining_time=0:00:00.812150, arrival_time=2021-04-15 04:51:52.608530, cost_time=0:00:02.436458 2021-04-15 04:51:52,507 INFO : EVAL, epoch=0092, iter=00040/00040, fetch data time cost=0.06ms, fps=3276 images/s, loss=1.4916, top1-acc=62.50%, top5-acc=87.18%, remaining_time=0:00:00, arrival_time=2021-04-15 04:51:52.507235, cost_time=0:00:03.147336 2021-04-15 04:51:53,327 INFO : Epoch=0092 complete, best val top1-acc=62.50%, top5-acc=87.18% (epoch=92), remaining_time=1:45:59.097888, arrival_time=2021-04-15 06:37:52.424827, cost_time=1:30:17.009312 2021-04-15 04:51:53,328 INFO : Train start, epoch=0093, lr=0.056267 2021-04-15 04:51:56,314 INFO : TRAIN, epoch=0093, iter=00010/00196, fetch data time cost=1.31ms, fps=857 images/s, loss=0.4272, top1-acc=86.09%, top5-acc=99.10%, remaining_time=0:00:55.545180, arrival_time=2021-04-15 04:52:51.859788, cost_time=0:00:02.986296 2021-04-15 04:51:59,123 INFO : TRAIN, epoch=0093, iter=00020/00196, fetch data time cost=1.33ms, fps=912 images/s, loss=0.4253, top1-acc=86.56%, top5-acc=99.02%, remaining_time=0:00:50.995648, arrival_time=2021-04-15 04:52:50.118902, cost_time=0:00:05.794951 2021-04-15 04:52:01,932 INFO : TRAIN, epoch=0093, iter=00030/00196, fetch data time cost=1.35ms, fps=911 images/s, loss=0.4152, top1-acc=87.01%, top5-acc=99.06%, remaining_time=0:00:47.611622, arrival_time=2021-04-15 04:52:49.544425, cost_time=0:00:08.604496 2021-04-15 04:52:04,740 INFO : TRAIN, epoch=0093, iter=00040/00196, fetch data time cost=1.22ms, fps=912 images/s, loss=0.4220, top1-acc=86.92%, top5-acc=98.96%, remaining_time=0:00:44.508672, arrival_time=2021-04-15 04:52:49.249463, cost_time=0:00:11.412479 2021-04-15 04:52:07,550 INFO : TRAIN, epoch=0093, iter=00050/00196, fetch data time cost=1.40ms, fps=911 images/s, loss=0.4236, top1-acc=86.94%, top5-acc=98.92%, remaining_time=0:00:41.529554, arrival_time=2021-04-15 04:52:49.080281, cost_time=0:00:14.222432 2021-04-15 04:52:10,367 INFO : TRAIN, epoch=0093, iter=00060/00196, fetch data time cost=1.43ms, fps=909 images/s, loss=0.4192, top1-acc=86.97%, top5-acc=98.97%, remaining_time=0:00:38.622640, arrival_time=2021-04-15 04:52:48.990323, cost_time=0:00:17.039371 2021-04-15 04:52:13,179 INFO : TRAIN, epoch=0093, iter=00070/00196, fetch data time cost=1.37ms, fps=910 images/s, loss=0.4190, top1-acc=86.93%, top5-acc=98.95%, remaining_time=0:00:35.732844, arrival_time=2021-04-15 04:52:48.912756, cost_time=0:00:19.851599 2021-04-15 04:52:15,989 INFO : TRAIN, epoch=0093, iter=00080/00196, fetch data time cost=1.29ms, fps=911 images/s, loss=0.4172, top1-acc=87.06%, top5-acc=98.96%, remaining_time=0:00:32.859204, arrival_time=2021-04-15 04:52:48.849052, cost_time=0:00:22.661541 2021-04-15 04:52:18,804 INFO : TRAIN, epoch=0093, iter=00090/00196, fetch data time cost=1.37ms, fps=910 images/s, loss=0.4162, top1-acc=87.04%, top5-acc=98.96%, remaining_time=0:00:30.005102, arrival_time=2021-04-15 04:52:48.809471, cost_time=0:00:25.475997 2021-04-15 04:52:21,617 INFO : TRAIN, epoch=0093, iter=00100/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.4190, top1-acc=86.94%, top5-acc=98.94%, remaining_time=0:00:27.157248, arrival_time=2021-04-15 04:52:48.774353, cost_time=0:00:28.288794 2021-04-15 04:52:24,426 INFO : TRAIN, epoch=0093, iter=00110/00196, fetch data time cost=1.37ms, fps=911 images/s, loss=0.4194, top1-acc=86.94%, top5-acc=98.94%, remaining_time=0:00:24.313060, arrival_time=2021-04-15 04:52:48.739496, cost_time=0:00:31.098101 2021-04-15 04:52:27,239 INFO : TRAIN, epoch=0093, iter=00120/00196, fetch data time cost=1.55ms, fps=910 images/s, loss=0.4221, top1-acc=86.87%, top5-acc=98.92%, remaining_time=0:00:21.476992, arrival_time=2021-04-15 04:52:48.716411, cost_time=0:00:33.911095 2021-04-15 04:52:30,047 INFO : TRAIN, epoch=0093, iter=00130/00196, fetch data time cost=1.42ms, fps=912 images/s, loss=0.4231, top1-acc=86.82%, top5-acc=98.90%, remaining_time=0:00:18.641898, arrival_time=2021-04-15 04:52:48.689091, cost_time=0:00:36.718882 2021-04-15 04:52:32,860 INFO : TRAIN, epoch=0093, iter=00140/00196, fetch data time cost=1.27ms, fps=910 images/s, loss=0.4249, top1-acc=86.79%, top5-acc=98.90%, remaining_time=0:00:15.812832, arrival_time=2021-04-15 04:52:48.673166, cost_time=0:00:39.532034 2021-04-15 04:52:35,668 INFO : TRAIN, epoch=0093, iter=00150/00196, fetch data time cost=1.24ms, fps=912 images/s, loss=0.4265, top1-acc=86.73%, top5-acc=98.89%, remaining_time=0:00:12.984328, arrival_time=2021-04-15 04:52:48.652817, cost_time=0:00:42.340173 2021-04-15 04:52:38,482 INFO : TRAIN, epoch=0093, iter=00160/00196, fetch data time cost=1.41ms, fps=910 images/s, loss=0.4283, top1-acc=86.71%, top5-acc=98.88%, remaining_time=0:00:10.159596, arrival_time=2021-04-15 04:52:48.641660, cost_time=0:00:45.153770 2021-04-15 04:52:41,299 INFO : TRAIN, epoch=0093, iter=00170/00196, fetch data time cost=1.31ms, fps=909 images/s, loss=0.4307, top1-acc=86.60%, top5-acc=98.87%, remaining_time=0:00:07.336732, arrival_time=2021-04-15 04:52:48.636063, cost_time=0:00:47.971019 2021-04-15 04:52:44,113 INFO : TRAIN, epoch=0093, iter=00180/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.4319, top1-acc=86.55%, top5-acc=98.86%, remaining_time=0:00:04.514192, arrival_time=2021-04-15 04:52:48.627230, cost_time=0:00:50.784738 2021-04-15 04:52:46,925 INFO : TRAIN, epoch=0093, iter=00190/00196, fetch data time cost=1.08ms, fps=910 images/s, loss=0.4351, top1-acc=86.44%, top5-acc=98.84%, remaining_time=0:00:01.692546, arrival_time=2021-04-15 04:52:48.618210, cost_time=0:00:53.597366 2021-04-15 04:52:48,441 INFO : TRAIN, epoch=0093, iter=00196/00196, fetch data time cost=1.17ms, fps=897 images/s, loss=0.4364, top1-acc=86.41%, top5-acc=98.84%, remaining_time=0:00:00, arrival_time=2021-04-15 04:52:48.441807, cost_time=0:00:55.113520 2021-04-15 04:52:49,330 INFO : EVAL, epoch=0093, iter=00010/00040, fetch data time cost=0.18ms, fps=2886 images/s, loss=1.6750, top1-acc=60.94%, top5-acc=86.05%, remaining_time=0:00:02.660820, arrival_time=2021-04-15 04:52:51.991115, cost_time=0:00:00.886935 2021-04-15 04:52:50,105 INFO : EVAL, epoch=0093, iter=00020/00040, fetch data time cost=1.19ms, fps=3303 images/s, loss=1.7287, top1-acc=60.18%, top5-acc=85.72%, remaining_time=0:00:01.662260, arrival_time=2021-04-15 04:52:51.767883, cost_time=0:00:01.662268 2021-04-15 04:52:50,879 INFO : EVAL, epoch=0093, iter=00030/00040, fetch data time cost=1.51ms, fps=3308 images/s, loss=1.7285, top1-acc=60.14%, top5-acc=85.76%, remaining_time=0:00:00.812140, arrival_time=2021-04-15 04:52:51.691909, cost_time=0:00:02.436412 2021-04-15 04:52:51,588 INFO : EVAL, epoch=0093, iter=00040/00040, fetch data time cost=0.05ms, fps=3275 images/s, loss=1.7150, top1-acc=60.13%, top5-acc=85.44%, remaining_time=0:00:00, arrival_time=2021-04-15 04:52:51.588501, cost_time=0:00:03.145160 2021-04-15 04:52:52,012 INFO : Epoch=0093 complete, best val top1-acc=62.50%, top5-acc=87.18% (epoch=92), remaining_time=1:44:59.992759, arrival_time=2021-04-15 06:37:52.004973, cost_time=1:31:15.694629 2021-04-15 04:52:52,013 INFO : Train start, epoch=0094, lr=0.055487 2021-04-15 04:52:54,975 INFO : TRAIN, epoch=0094, iter=00010/00196, fetch data time cost=1.31ms, fps=864 images/s, loss=0.4213, top1-acc=86.91%, top5-acc=98.83%, remaining_time=0:00:55.086132, arrival_time=2021-04-15 04:53:50.061266, cost_time=0:00:02.961624 2021-04-15 04:52:57,787 INFO : TRAIN, epoch=0094, iter=00020/00196, fetch data time cost=1.22ms, fps=910 images/s, loss=0.4257, top1-acc=86.74%, top5-acc=98.98%, remaining_time=0:00:50.811376, arrival_time=2021-04-15 04:53:48.598987, cost_time=0:00:05.774023 2021-04-15 04:53:00,601 INFO : TRAIN, epoch=0094, iter=00030/00196, fetch data time cost=1.73ms, fps=910 images/s, loss=0.4133, top1-acc=87.19%, top5-acc=99.08%, remaining_time=0:00:47.517168, arrival_time=2021-04-15 04:53:48.118133, cost_time=0:00:08.587442 2021-04-15 04:53:03,411 INFO : TRAIN, epoch=0094, iter=00040/00196, fetch data time cost=1.32ms, fps=911 images/s, loss=0.4019, top1-acc=87.53%, top5-acc=99.12%, remaining_time=0:00:44.451732, arrival_time=2021-04-15 04:53:47.863140, cost_time=0:00:11.397875 2021-04-15 04:53:06,225 INFO : TRAIN, epoch=0094, iter=00050/00196, fetch data time cost=1.38ms, fps=910 images/s, loss=0.4003, top1-acc=87.55%, top5-acc=99.13%, remaining_time=0:00:41.498018, arrival_time=2021-04-15 04:53:47.723199, cost_time=0:00:14.211656 2021-04-15 04:53:09,036 INFO : TRAIN, epoch=0094, iter=00060/00196, fetch data time cost=1.32ms, fps=911 images/s, loss=0.3953, top1-acc=87.72%, top5-acc=99.16%, remaining_time=0:00:38.586056, arrival_time=2021-04-15 04:53:47.622848, cost_time=0:00:17.023268 2021-04-15 04:53:11,850 INFO : TRAIN, epoch=0094, iter=00070/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=0.3998, top1-acc=87.62%, top5-acc=99.11%, remaining_time=0:00:35.706636, arrival_time=2021-04-15 04:53:47.557186, cost_time=0:00:19.837034 2021-04-15 04:53:14,659 INFO : TRAIN, epoch=0094, iter=00080/00196, fetch data time cost=1.28ms, fps=912 images/s, loss=0.4009, top1-acc=87.55%, top5-acc=99.12%, remaining_time=0:00:32.836468, arrival_time=2021-04-15 04:53:47.495867, cost_time=0:00:22.645875 2021-04-15 04:53:17,473 INFO : TRAIN, epoch=0094, iter=00090/00196, fetch data time cost=1.37ms, fps=910 images/s, loss=0.3997, top1-acc=87.60%, top5-acc=99.12%, remaining_time=0:00:29.986658, arrival_time=2021-04-15 04:53:47.460558, cost_time=0:00:25.460394 2021-04-15 04:53:20,283 INFO : TRAIN, epoch=0094, iter=00100/00196, fetch data time cost=1.18ms, fps=911 images/s, loss=0.4005, top1-acc=87.56%, top5-acc=99.09%, remaining_time=0:00:27.139392, arrival_time=2021-04-15 04:53:47.423083, cost_time=0:00:28.270167 2021-04-15 04:53:23,095 INFO : TRAIN, epoch=0094, iter=00110/00196, fetch data time cost=1.37ms, fps=911 images/s, loss=0.4010, top1-acc=87.58%, top5-acc=99.07%, remaining_time=0:00:24.300160, arrival_time=2021-04-15 04:53:47.395256, cost_time=0:00:31.081578 2021-04-15 04:53:25,904 INFO : TRAIN, epoch=0094, iter=00120/00196, fetch data time cost=1.30ms, fps=911 images/s, loss=0.4026, top1-acc=87.50%, top5-acc=99.04%, remaining_time=0:00:21.464224, arrival_time=2021-04-15 04:53:47.368677, cost_time=0:00:33.890933 2021-04-15 04:53:28,711 INFO : TRAIN, epoch=0094, iter=00130/00196, fetch data time cost=1.27ms, fps=912 images/s, loss=0.4066, top1-acc=87.33%, top5-acc=99.02%, remaining_time=0:00:18.631470, arrival_time=2021-04-15 04:53:47.343374, cost_time=0:00:36.698382 2021-04-15 04:53:31,526 INFO : TRAIN, epoch=0094, iter=00140/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=0.4098, top1-acc=87.22%, top5-acc=99.02%, remaining_time=0:00:15.805328, arrival_time=2021-04-15 04:53:47.332212, cost_time=0:00:39.513377 2021-04-15 04:53:34,335 INFO : TRAIN, epoch=0094, iter=00150/00196, fetch data time cost=1.34ms, fps=912 images/s, loss=0.4119, top1-acc=87.09%, top5-acc=99.01%, remaining_time=0:00:12.978624, arrival_time=2021-04-15 04:53:47.313823, cost_time=0:00:42.321669 2021-04-15 04:53:37,151 INFO : TRAIN, epoch=0094, iter=00160/00196, fetch data time cost=1.34ms, fps=909 images/s, loss=0.4149, top1-acc=87.00%, top5-acc=98.97%, remaining_time=0:00:10.156032, arrival_time=2021-04-15 04:53:47.307456, cost_time=0:00:45.137840 2021-04-15 04:53:39,959 INFO : TRAIN, epoch=0094, iter=00170/00196, fetch data time cost=1.24ms, fps=912 images/s, loss=0.4169, top1-acc=86.91%, top5-acc=98.95%, remaining_time=0:00:07.332858, arrival_time=2021-04-15 04:53:47.292029, cost_time=0:00:47.945656 2021-04-15 04:53:42,769 INFO : TRAIN, epoch=0094, iter=00180/00196, fetch data time cost=1.26ms, fps=911 images/s, loss=0.4182, top1-acc=86.88%, top5-acc=98.95%, remaining_time=0:00:04.511600, arrival_time=2021-04-15 04:53:47.280621, cost_time=0:00:50.755487 2021-04-15 04:53:45,579 INFO : TRAIN, epoch=0094, iter=00190/00196, fetch data time cost=1.82ms, fps=911 images/s, loss=0.4194, top1-acc=86.87%, top5-acc=98.93%, remaining_time=0:00:01.691562, arrival_time=2021-04-15 04:53:47.271139, cost_time=0:00:53.566069 2021-04-15 04:53:47,091 INFO : TRAIN, epoch=0094, iter=00196/00196, fetch data time cost=1.25ms, fps=900 images/s, loss=0.4200, top1-acc=86.84%, top5-acc=98.93%, remaining_time=0:00:00, arrival_time=2021-04-15 04:53:47.091263, cost_time=0:00:55.077751 2021-04-15 04:53:47,978 INFO : EVAL, epoch=0094, iter=00010/00040, fetch data time cost=1.23ms, fps=2890 images/s, loss=1.5526, top1-acc=62.85%, top5-acc=86.95%, remaining_time=0:00:02.657670, arrival_time=2021-04-15 04:53:50.636549, cost_time=0:00:00.885890 2021-04-15 04:53:48,754 INFO : EVAL, epoch=0094, iter=00020/00040, fetch data time cost=1.15ms, fps=3302 images/s, loss=1.5195, top1-acc=62.77%, top5-acc=87.75%, remaining_time=0:00:01.661520, arrival_time=2021-04-15 04:53:50.416015, cost_time=0:00:01.661518 2021-04-15 04:53:49,529 INFO : EVAL, epoch=0094, iter=00030/00040, fetch data time cost=1.22ms, fps=3304 images/s, loss=1.4783, top1-acc=63.33%, top5-acc=88.24%, remaining_time=0:00:00.812200, arrival_time=2021-04-15 04:53:50.341824, cost_time=0:00:02.436604 2021-04-15 04:53:50,240 INFO : EVAL, epoch=0094, iter=00040/00040, fetch data time cost=0.06ms, fps=3265 images/s, loss=1.4788, top1-acc=63.19%, top5-acc=88.24%, remaining_time=0:00:00, arrival_time=2021-04-15 04:53:50.240627, cost_time=0:00:03.147661 2021-04-15 04:53:51,229 INFO : Epoch=0094 complete, best val top1-acc=63.19%, top5-acc=88.24% (epoch=94), remaining_time=1:44:01.496028, arrival_time=2021-04-15 06:37:52.725235, cost_time=1:32:14.911617 2021-04-15 04:53:51,230 INFO : Train start, epoch=0095, lr=0.054705 2021-04-15 04:53:54,194 INFO : TRAIN, epoch=0095, iter=00010/00196, fetch data time cost=1.36ms, fps=864 images/s, loss=0.3833, top1-acc=88.24%, top5-acc=98.95%, remaining_time=0:00:55.138212, arrival_time=2021-04-15 04:54:49.333090, cost_time=0:00:02.964419 2021-04-15 04:53:57,012 INFO : TRAIN, epoch=0095, iter=00020/00196, fetch data time cost=1.53ms, fps=909 images/s, loss=0.3868, top1-acc=87.99%, top5-acc=99.00%, remaining_time=0:00:50.879840, arrival_time=2021-04-15 04:54:47.892085, cost_time=0:00:05.781799 2021-04-15 04:53:59,827 INFO : TRAIN, epoch=0095, iter=00030/00196, fetch data time cost=1.27ms, fps=909 images/s, loss=0.3825, top1-acc=88.05%, top5-acc=99.05%, remaining_time=0:00:47.569790, arrival_time=2021-04-15 04:54:47.397207, cost_time=0:00:08.596956 2021-04-15 04:54:02,645 INFO : TRAIN, epoch=0095, iter=00040/00196, fetch data time cost=1.48ms, fps=909 images/s, loss=0.3753, top1-acc=88.17%, top5-acc=99.11%, remaining_time=0:00:44.516940, arrival_time=2021-04-15 04:54:47.162028, cost_time=0:00:11.414602 2021-04-15 04:54:05,455 INFO : TRAIN, epoch=0095, iter=00050/00196, fetch data time cost=1.55ms, fps=911 images/s, loss=0.3725, top1-acc=88.29%, top5-acc=99.20%, remaining_time=0:00:41.538168, arrival_time=2021-04-15 04:54:46.994008, cost_time=0:00:14.225391 2021-04-15 04:54:08,275 INFO : TRAIN, epoch=0095, iter=00060/00196, fetch data time cost=1.37ms, fps=908 images/s, loss=0.3699, top1-acc=88.45%, top5-acc=99.19%, remaining_time=0:00:38.634608, arrival_time=2021-04-15 04:54:46.909758, cost_time=0:00:17.044696 2021-04-15 04:54:11,091 INFO : TRAIN, epoch=0095, iter=00070/00196, fetch data time cost=1.46ms, fps=909 images/s, loss=0.3700, top1-acc=88.39%, top5-acc=99.19%, remaining_time=0:00:35.750358, arrival_time=2021-04-15 04:54:46.842122, cost_time=0:00:19.861310 2021-04-15 04:54:13,904 INFO : TRAIN, epoch=0095, iter=00080/00196, fetch data time cost=1.41ms, fps=910 images/s, loss=0.3715, top1-acc=88.42%, top5-acc=99.17%, remaining_time=0:00:32.876952, arrival_time=2021-04-15 04:54:46.781179, cost_time=0:00:22.673763 2021-04-15 04:54:16,716 INFO : TRAIN, epoch=0095, iter=00090/00196, fetch data time cost=1.52ms, fps=910 images/s, loss=0.3732, top1-acc=88.34%, top5-acc=99.18%, remaining_time=0:00:30.016974, arrival_time=2021-04-15 04:54:46.733526, cost_time=0:00:25.486072 2021-04-15 04:54:19,528 INFO : TRAIN, epoch=0095, iter=00100/00196, fetch data time cost=1.50ms, fps=911 images/s, loss=0.3767, top1-acc=88.23%, top5-acc=99.14%, remaining_time=0:00:27.165888, arrival_time=2021-04-15 04:54:46.694174, cost_time=0:00:28.297826 2021-04-15 04:54:22,341 INFO : TRAIN, epoch=0095, iter=00110/00196, fetch data time cost=1.28ms, fps=910 images/s, loss=0.3796, top1-acc=88.16%, top5-acc=99.13%, remaining_time=0:00:24.322864, arrival_time=2021-04-15 04:54:46.664020, cost_time=0:00:31.110633 2021-04-15 04:54:25,150 INFO : TRAIN, epoch=0095, iter=00120/00196, fetch data time cost=1.43ms, fps=911 images/s, loss=0.3816, top1-acc=88.09%, top5-acc=99.11%, remaining_time=0:00:21.482464, arrival_time=2021-04-15 04:54:46.632619, cost_time=0:00:33.919701 2021-04-15 04:54:27,959 INFO : TRAIN, epoch=0095, iter=00130/00196, fetch data time cost=1.32ms, fps=912 images/s, loss=0.3836, top1-acc=88.05%, top5-acc=99.11%, remaining_time=0:00:18.646782, arrival_time=2021-04-15 04:54:46.605827, cost_time=0:00:36.728518 2021-04-15 04:54:30,770 INFO : TRAIN, epoch=0095, iter=00140/00196, fetch data time cost=1.36ms, fps=911 images/s, loss=0.3847, top1-acc=88.04%, top5-acc=99.10%, remaining_time=0:00:15.815912, arrival_time=2021-04-15 04:54:46.586252, cost_time=0:00:39.539818 2021-04-15 04:54:33,583 INFO : TRAIN, epoch=0095, iter=00150/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.3911, top1-acc=87.84%, top5-acc=99.07%, remaining_time=0:00:12.988238, arrival_time=2021-04-15 04:54:46.571647, cost_time=0:00:42.352955 2021-04-15 04:54:36,397 INFO : TRAIN, epoch=0095, iter=00160/00196, fetch data time cost=1.42ms, fps=910 images/s, loss=0.3932, top1-acc=87.78%, top5-acc=99.04%, remaining_time=0:00:10.162656, arrival_time=2021-04-15 04:54:46.560539, cost_time=0:00:45.167424 2021-04-15 04:54:39,208 INFO : TRAIN, epoch=0095, iter=00170/00196, fetch data time cost=1.44ms, fps=911 images/s, loss=0.3976, top1-acc=87.64%, top5-acc=99.00%, remaining_time=0:00:07.337824, arrival_time=2021-04-15 04:54:46.546386, cost_time=0:00:47.978101 2021-04-15 04:54:42,014 INFO : TRAIN, epoch=0095, iter=00180/00196, fetch data time cost=1.36ms, fps=913 images/s, loss=0.4009, top1-acc=87.53%, top5-acc=98.99%, remaining_time=0:00:04.514112, arrival_time=2021-04-15 04:54:46.528331, cost_time=0:00:50.783768 2021-04-15 04:54:44,822 INFO : TRAIN, epoch=0095, iter=00190/00196, fetch data time cost=1.59ms, fps=912 images/s, loss=0.4043, top1-acc=87.40%, top5-acc=98.96%, remaining_time=0:00:01.692366, arrival_time=2021-04-15 04:54:46.514365, cost_time=0:00:53.591529 2021-04-15 04:54:46,333 INFO : TRAIN, epoch=0095, iter=00196/00196, fetch data time cost=1.40ms, fps=900 images/s, loss=0.4062, top1-acc=87.35%, top5-acc=98.95%, remaining_time=0:00:00, arrival_time=2021-04-15 04:54:46.333864, cost_time=0:00:55.103427 2021-04-15 04:54:47,215 INFO : EVAL, epoch=0095, iter=00010/00040, fetch data time cost=1.22ms, fps=2908 images/s, loss=1.4890, top1-acc=63.75%, top5-acc=87.27%, remaining_time=0:00:02.640540, arrival_time=2021-04-15 04:54:49.856152, cost_time=0:00:00.880177 2021-04-15 04:54:47,991 INFO : EVAL, epoch=0095, iter=00020/00040, fetch data time cost=1.47ms, fps=3301 images/s, loss=1.5096, top1-acc=63.12%, top5-acc=87.17%, remaining_time=0:00:01.656120, arrival_time=2021-04-15 04:54:49.647678, cost_time=0:00:01.656111 2021-04-15 04:54:48,765 INFO : EVAL, epoch=0095, iter=00030/00040, fetch data time cost=1.36ms, fps=3311 images/s, loss=1.4878, top1-acc=63.26%, top5-acc=87.59%, remaining_time=0:00:00.809910, arrival_time=2021-04-15 04:54:49.575089, cost_time=0:00:02.429742 2021-04-15 04:54:49,473 INFO : EVAL, epoch=0095, iter=00040/00040, fetch data time cost=0.06ms, fps=3277 images/s, loss=1.5127, top1-acc=62.80%, top5-acc=87.44%, remaining_time=0:00:00, arrival_time=2021-04-15 04:54:49.473379, cost_time=0:00:03.137965 2021-04-15 04:54:49,884 INFO : Epoch=0095 complete, best val top1-acc=63.19%, top5-acc=88.24% (epoch=94), remaining_time=1:43:02.363460, arrival_time=2021-04-15 06:37:52.248027, cost_time=1:33:13.566977 2021-04-15 04:54:49,885 INFO : Train start, epoch=0096, lr=0.053923 2021-04-15 04:54:52,849 INFO : TRAIN, epoch=0096, iter=00010/00196, fetch data time cost=1.33ms, fps=864 images/s, loss=0.3994, top1-acc=87.54%, top5-acc=99.10%, remaining_time=0:00:55.130214, arrival_time=2021-04-15 04:55:47.980043, cost_time=0:00:02.963989 2021-04-15 04:54:55,658 INFO : TRAIN, epoch=0096, iter=00020/00196, fetch data time cost=1.26ms, fps=912 images/s, loss=0.3969, top1-acc=87.75%, top5-acc=98.93%, remaining_time=0:00:50.797472, arrival_time=2021-04-15 04:55:46.455746, cost_time=0:00:05.772433 2021-04-15 04:54:58,470 INFO : TRAIN, epoch=0096, iter=00030/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.3817, top1-acc=88.27%, top5-acc=99.06%, remaining_time=0:00:47.501896, arrival_time=2021-04-15 04:55:45.972429, cost_time=0:00:08.584690 2021-04-15 04:55:01,283 INFO : TRAIN, epoch=0096, iter=00040/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=0.3692, top1-acc=88.64%, top5-acc=99.12%, remaining_time=0:00:44.450796, arrival_time=2021-04-15 04:55:45.734270, cost_time=0:00:11.397640 2021-04-15 04:55:04,095 INFO : TRAIN, epoch=0096, iter=00050/00196, fetch data time cost=1.20ms, fps=911 images/s, loss=0.3648, top1-acc=88.77%, top5-acc=99.20%, remaining_time=0:00:41.490718, arrival_time=2021-04-15 04:55:45.585694, cost_time=0:00:14.209130 2021-04-15 04:55:06,904 INFO : TRAIN, epoch=0096, iter=00060/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.3664, top1-acc=88.68%, top5-acc=99.16%, remaining_time=0:00:38.575040, arrival_time=2021-04-15 04:55:45.479356, cost_time=0:00:17.018417 2021-04-15 04:55:09,717 INFO : TRAIN, epoch=0096, iter=00070/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.3695, top1-acc=88.62%, top5-acc=99.17%, remaining_time=0:00:35.696556, arrival_time=2021-04-15 04:55:45.413845, cost_time=0:00:19.831447 2021-04-15 04:55:12,525 INFO : TRAIN, epoch=0096, iter=00080/00196, fetch data time cost=1.36ms, fps=912 images/s, loss=0.3732, top1-acc=88.52%, top5-acc=99.15%, remaining_time=0:00:32.827420, arrival_time=2021-04-15 04:55:45.352914, cost_time=0:00:22.639631 2021-04-15 04:55:15,338 INFO : TRAIN, epoch=0096, iter=00090/00196, fetch data time cost=1.34ms, fps=910 images/s, loss=0.3752, top1-acc=88.43%, top5-acc=99.14%, remaining_time=0:00:29.977118, arrival_time=2021-04-15 04:55:45.315244, cost_time=0:00:25.452231 2021-04-15 04:55:18,146 INFO : TRAIN, epoch=0096, iter=00100/00196, fetch data time cost=1.20ms, fps=912 images/s, loss=0.3799, top1-acc=88.25%, top5-acc=99.15%, remaining_time=0:00:27.130560, arrival_time=2021-04-15 04:55:45.277375, cost_time=0:00:28.260970 2021-04-15 04:55:20,955 INFO : TRAIN, epoch=0096, iter=00110/00196, fetch data time cost=1.38ms, fps=912 images/s, loss=0.3821, top1-acc=88.15%, top5-acc=99.14%, remaining_time=0:00:24.290872, arrival_time=2021-04-15 04:55:45.246391, cost_time=0:00:31.069684 2021-04-15 04:55:23,766 INFO : TRAIN, epoch=0096, iter=00120/00196, fetch data time cost=1.22ms, fps=911 images/s, loss=0.3866, top1-acc=87.97%, top5-acc=99.10%, remaining_time=0:00:21.457916, arrival_time=2021-04-15 04:55:45.224685, cost_time=0:00:33.880926 2021-04-15 04:55:26,580 INFO : TRAIN, epoch=0096, iter=00130/00196, fetch data time cost=1.36ms, fps=910 images/s, loss=0.3876, top1-acc=87.92%, top5-acc=99.09%, remaining_time=0:00:18.629688, arrival_time=2021-04-15 04:55:45.210400, cost_time=0:00:36.694870 2021-04-15 04:55:29,389 INFO : TRAIN, epoch=0096, iter=00140/00196, fetch data time cost=1.29ms, fps=912 images/s, loss=0.3921, top1-acc=87.80%, top5-acc=99.06%, remaining_time=0:00:15.801352, arrival_time=2021-04-15 04:55:45.190561, cost_time=0:00:39.503379 2021-04-15 04:55:32,202 INFO : TRAIN, epoch=0096, iter=00150/00196, fetch data time cost=1.50ms, fps=910 images/s, loss=0.3942, top1-acc=87.72%, top5-acc=99.02%, remaining_time=0:00:12.977106, arrival_time=2021-04-15 04:55:45.179643, cost_time=0:00:42.316697 2021-04-15 04:55:35,013 INFO : TRAIN, epoch=0096, iter=00160/00196, fetch data time cost=1.30ms, fps=911 images/s, loss=0.3983, top1-acc=87.55%, top5-acc=99.00%, remaining_time=0:00:10.153692, arrival_time=2021-04-15 04:55:45.167074, cost_time=0:00:45.127548 2021-04-15 04:55:37,824 INFO : TRAIN, epoch=0096, iter=00170/00196, fetch data time cost=1.36ms, fps=911 images/s, loss=0.4014, top1-acc=87.48%, top5-acc=99.00%, remaining_time=0:00:07.331766, arrival_time=2021-04-15 04:55:45.156155, cost_time=0:00:47.938502 2021-04-15 04:55:40,637 INFO : TRAIN, epoch=0096, iter=00180/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.4044, top1-acc=87.37%, top5-acc=98.99%, remaining_time=0:00:04.511264, arrival_time=2021-04-15 04:55:45.148875, cost_time=0:00:50.751773 2021-04-15 04:55:43,450 INFO : TRAIN, epoch=0096, iter=00190/00196, fetch data time cost=1.10ms, fps=910 images/s, loss=0.4063, top1-acc=87.28%, top5-acc=98.98%, remaining_time=0:00:01.691514, arrival_time=2021-04-15 04:55:45.141935, cost_time=0:00:53.564603 2021-04-15 04:55:44,962 INFO : TRAIN, epoch=0096, iter=00196/00196, fetch data time cost=1.13ms, fps=899 images/s, loss=0.4077, top1-acc=87.26%, top5-acc=98.97%, remaining_time=0:00:00, arrival_time=2021-04-15 04:55:44.962852, cost_time=0:00:55.076959 2021-04-15 04:55:45,849 INFO : EVAL, epoch=0096, iter=00010/00040, fetch data time cost=1.21ms, fps=2894 images/s, loss=1.5765, top1-acc=61.48%, top5-acc=86.99%, remaining_time=0:00:02.653770, arrival_time=2021-04-15 04:55:48.502859, cost_time=0:00:00.884586 2021-04-15 04:55:46,624 INFO : EVAL, epoch=0096, iter=00020/00040, fetch data time cost=1.25ms, fps=3305 images/s, loss=1.5491, top1-acc=62.40%, top5-acc=86.91%, remaining_time=0:00:01.659620, arrival_time=2021-04-15 04:55:48.283724, cost_time=0:00:01.659615 2021-04-15 04:55:47,398 INFO : EVAL, epoch=0096, iter=00030/00040, fetch data time cost=1.29ms, fps=3307 images/s, loss=1.5331, top1-acc=62.62%, top5-acc=87.20%, remaining_time=0:00:00.811350, arrival_time=2021-04-15 04:55:48.209892, cost_time=0:00:02.434047 2021-04-15 04:55:48,106 INFO : EVAL, epoch=0096, iter=00040/00040, fetch data time cost=0.06ms, fps=3278 images/s, loss=1.5302, top1-acc=62.79%, top5-acc=87.25%, remaining_time=0:00:00, arrival_time=2021-04-15 04:55:48.106605, cost_time=0:00:03.142129 2021-04-15 04:55:48,543 INFO : Epoch=0096 complete, best val top1-acc=63.19%, top5-acc=88.24% (epoch=94), remaining_time=1:42:03.244816, arrival_time=2021-04-15 06:37:51.788359, cost_time=1:34:12.225947 2021-04-15 04:55:48,544 INFO : Train start, epoch=0097, lr=0.053140 2021-04-15 04:55:51,508 INFO : TRAIN, epoch=0097, iter=00010/00196, fetch data time cost=1.31ms, fps=864 images/s, loss=0.3808, top1-acc=88.12%, top5-acc=99.06%, remaining_time=0:00:55.115706, arrival_time=2021-04-15 04:56:46.623774, cost_time=0:00:02.963213 2021-04-15 04:55:54,321 INFO : TRAIN, epoch=0097, iter=00020/00196, fetch data time cost=1.39ms, fps=910 images/s, loss=0.3796, top1-acc=88.07%, top5-acc=99.22%, remaining_time=0:00:50.832144, arrival_time=2021-04-15 04:56:45.153362, cost_time=0:00:05.776375 2021-04-15 04:55:57,132 INFO : TRAIN, epoch=0097, iter=00030/00196, fetch data time cost=1.20ms, fps=911 images/s, loss=0.3747, top1-acc=88.29%, top5-acc=99.28%, remaining_time=0:00:47.517334, arrival_time=2021-04-15 04:56:44.649653, cost_time=0:00:08.587468 2021-04-15 04:55:59,941 INFO : TRAIN, epoch=0097, iter=00040/00196, fetch data time cost=1.37ms, fps=911 images/s, loss=0.3707, top1-acc=88.48%, top5-acc=99.30%, remaining_time=0:00:44.446116, arrival_time=2021-04-15 04:56:44.387378, cost_time=0:00:11.396424 2021-04-15 04:56:02,749 INFO : TRAIN, epoch=0097, iter=00050/00196, fetch data time cost=1.26ms, fps=912 images/s, loss=0.3786, top1-acc=88.18%, top5-acc=99.22%, remaining_time=0:00:41.478016, arrival_time=2021-04-15 04:56:44.227651, cost_time=0:00:14.204790 2021-04-15 04:56:05,560 INFO : TRAIN, epoch=0097, iter=00060/00196, fetch data time cost=1.43ms, fps=911 images/s, loss=0.3764, top1-acc=88.31%, top5-acc=99.21%, remaining_time=0:00:38.567696, arrival_time=2021-04-15 04:56:44.127690, cost_time=0:00:17.015145 2021-04-15 04:56:08,371 INFO : TRAIN, epoch=0097, iter=00070/00196, fetch data time cost=1.35ms, fps=911 images/s, loss=0.3770, top1-acc=88.36%, top5-acc=99.15%, remaining_time=0:00:35.687736, arrival_time=2021-04-15 04:56:44.059070, cost_time=0:00:19.826490 2021-04-15 04:56:11,183 INFO : TRAIN, epoch=0097, iter=00080/00196, fetch data time cost=1.27ms, fps=911 images/s, loss=0.3772, top1-acc=88.39%, top5-acc=99.16%, remaining_time=0:00:32.825796, arrival_time=2021-04-15 04:56:44.009083, cost_time=0:00:22.638442 2021-04-15 04:56:13,997 INFO : TRAIN, epoch=0097, iter=00090/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.3794, top1-acc=88.24%, top5-acc=99.15%, remaining_time=0:00:29.978072, arrival_time=2021-04-15 04:56:43.976023, cost_time=0:00:25.453099 2021-04-15 04:56:16,812 INFO : TRAIN, epoch=0097, iter=00100/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.3829, top1-acc=88.09%, top5-acc=99.16%, remaining_time=0:00:27.136512, arrival_time=2021-04-15 04:56:43.948547, cost_time=0:00:28.267184 2021-04-15 04:56:19,623 INFO : TRAIN, epoch=0097, iter=00110/00196, fetch data time cost=1.48ms, fps=911 images/s, loss=0.3893, top1-acc=87.88%, top5-acc=99.12%, remaining_time=0:00:24.297838, arrival_time=2021-04-15 04:56:43.921312, cost_time=0:00:31.078631 2021-04-15 04:56:22,430 INFO : TRAIN, epoch=0097, iter=00120/00196, fetch data time cost=1.32ms, fps=912 images/s, loss=0.3911, top1-acc=87.81%, top5-acc=99.11%, remaining_time=0:00:21.460956, arrival_time=2021-04-15 04:56:43.891506, cost_time=0:00:33.885710 2021-04-15 04:56:25,244 INFO : TRAIN, epoch=0097, iter=00130/00196, fetch data time cost=1.20ms, fps=910 images/s, loss=0.3945, top1-acc=87.74%, top5-acc=99.07%, remaining_time=0:00:18.632196, arrival_time=2021-04-15 04:56:43.876849, cost_time=0:00:36.699727 2021-04-15 04:56:28,055 INFO : TRAIN, epoch=0097, iter=00140/00196, fetch data time cost=1.40ms, fps=911 images/s, loss=0.3967, top1-acc=87.66%, top5-acc=99.04%, remaining_time=0:00:15.804040, arrival_time=2021-04-15 04:56:43.859011, cost_time=0:00:39.510133 2021-04-15 04:56:30,866 INFO : TRAIN, epoch=0097, iter=00150/00196, fetch data time cost=1.25ms, fps=911 images/s, loss=0.3978, top1-acc=87.64%, top5-acc=99.02%, remaining_time=0:00:12.978670, arrival_time=2021-04-15 04:56:43.845269, cost_time=0:00:42.321720 2021-04-15 04:56:33,677 INFO : TRAIN, epoch=0097, iter=00160/00196, fetch data time cost=1.40ms, fps=911 images/s, loss=0.3980, top1-acc=87.62%, top5-acc=99.00%, remaining_time=0:00:10.154880, arrival_time=2021-04-15 04:56:43.832453, cost_time=0:00:45.132733 2021-04-15 04:56:36,484 INFO : TRAIN, epoch=0097, iter=00170/00196, fetch data time cost=1.25ms, fps=912 images/s, loss=0.3989, top1-acc=87.56%, top5-acc=98.98%, remaining_time=0:00:07.331948, arrival_time=2021-04-15 04:56:43.816522, cost_time=0:00:47.939713 2021-04-15 04:56:39,291 INFO : TRAIN, epoch=0097, iter=00180/00196, fetch data time cost=1.33ms, fps=912 images/s, loss=0.4008, top1-acc=87.48%, top5-acc=98.96%, remaining_time=0:00:04.510784, arrival_time=2021-04-15 04:56:43.801926, cost_time=0:00:50.746290 2021-04-15 04:56:42,102 INFO : TRAIN, epoch=0097, iter=00190/00196, fetch data time cost=1.17ms, fps=911 images/s, loss=0.4018, top1-acc=87.45%, top5-acc=98.96%, remaining_time=0:00:01.691304, arrival_time=2021-04-15 04:56:43.794071, cost_time=0:00:53.557945 2021-04-15 04:56:43,615 INFO : TRAIN, epoch=0097, iter=00196/00196, fetch data time cost=1.02ms, fps=899 images/s, loss=0.4037, top1-acc=87.42%, top5-acc=98.97%, remaining_time=0:00:00, arrival_time=2021-04-15 04:56:43.615123, cost_time=0:00:55.070284 2021-04-15 04:56:44,498 INFO : EVAL, epoch=0097, iter=00010/00040, fetch data time cost=0.18ms, fps=2902 images/s, loss=1.5309, top1-acc=62.07%, top5-acc=86.99%, remaining_time=0:00:02.646360, arrival_time=2021-04-15 04:56:47.145180, cost_time=0:00:00.882118 2021-04-15 04:56:45,271 INFO : EVAL, epoch=0097, iter=00020/00040, fetch data time cost=1.33ms, fps=3313 images/s, loss=1.5184, top1-acc=62.23%, top5-acc=87.07%, remaining_time=0:00:01.655240, arrival_time=2021-04-15 04:56:46.927188, cost_time=0:00:01.655243 2021-04-15 04:56:46,047 INFO : EVAL, epoch=0097, iter=00030/00040, fetch data time cost=1.16ms, fps=3304 images/s, loss=1.5264, top1-acc=62.23%, top5-acc=86.80%, remaining_time=0:00:00.810150, arrival_time=2021-04-15 04:56:46.857293, cost_time=0:00:02.430444 2021-04-15 04:56:46,758 INFO : EVAL, epoch=0097, iter=00040/00040, fetch data time cost=0.05ms, fps=3265 images/s, loss=1.5051, top1-acc=62.53%, top5-acc=86.91%, remaining_time=0:00:00, arrival_time=2021-04-15 04:56:46.758110, cost_time=0:00:03.141420 2021-04-15 04:56:47,188 INFO : Epoch=0097 complete, best val top1-acc=63.19%, top5-acc=88.24% (epoch=94), remaining_time=1:41:04.120468, arrival_time=2021-04-15 06:37:51.308775, cost_time=1:35:10.870710 2021-04-15 04:56:47,189 INFO : Train start, epoch=0098, lr=0.052355 2021-04-15 04:56:50,156 INFO : TRAIN, epoch=0098, iter=00010/00196, fetch data time cost=1.17ms, fps=863 images/s, loss=0.3694, top1-acc=88.12%, top5-acc=99.45%, remaining_time=0:00:55.175970, arrival_time=2021-04-15 04:57:45.332382, cost_time=0:00:02.966453 2021-04-15 04:56:52,974 INFO : TRAIN, epoch=0098, iter=00020/00196, fetch data time cost=1.32ms, fps=909 images/s, loss=0.3780, top1-acc=88.24%, top5-acc=99.22%, remaining_time=0:00:50.902368, arrival_time=2021-04-15 04:57:43.876692, cost_time=0:00:05.784357 2021-04-15 04:56:55,782 INFO : TRAIN, epoch=0098, iter=00030/00196, fetch data time cost=2.42ms, fps=912 images/s, loss=0.3792, top1-acc=88.24%, top5-acc=99.30%, remaining_time=0:00:47.546218, arrival_time=2021-04-15 04:57:43.329059, cost_time=0:00:08.592692 2021-04-15 04:56:58,586 INFO : TRAIN, epoch=0098, iter=00040/00196, fetch data time cost=1.32ms, fps=913 images/s, loss=0.3784, top1-acc=88.23%, top5-acc=99.29%, remaining_time=0:00:44.446896, arrival_time=2021-04-15 04:57:43.033556, cost_time=0:00:11.396659 2021-04-15 04:57:01,397 INFO : TRAIN, epoch=0098, iter=00050/00196, fetch data time cost=1.37ms, fps=911 images/s, loss=0.3770, top1-acc=88.24%, top5-acc=99.28%, remaining_time=0:00:41.485900, arrival_time=2021-04-15 04:57:42.883472, cost_time=0:00:14.207520 2021-04-15 04:57:04,218 INFO : TRAIN, epoch=0098, iter=00060/00196, fetch data time cost=1.36ms, fps=908 images/s, loss=0.3763, top1-acc=88.31%, top5-acc=99.26%, remaining_time=0:00:38.596528, arrival_time=2021-04-15 04:57:42.814553, cost_time=0:00:17.027889 2021-04-15 04:57:07,035 INFO : TRAIN, epoch=0098, iter=00070/00196, fetch data time cost=1.66ms, fps=909 images/s, loss=0.3761, top1-acc=88.30%, top5-acc=99.24%, remaining_time=0:00:35.722386, arrival_time=2021-04-15 04:57:42.758245, cost_time=0:00:19.845801 2021-04-15 04:57:09,859 INFO : TRAIN, epoch=0098, iter=00080/00196, fetch data time cost=1.33ms, fps=907 images/s, loss=0.3776, top1-acc=88.29%, top5-acc=99.21%, remaining_time=0:00:32.870108, arrival_time=2021-04-15 04:57:42.729233, cost_time=0:00:22.669063 2021-04-15 04:57:12,676 INFO : TRAIN, epoch=0098, iter=00090/00196, fetch data time cost=1.39ms, fps=909 images/s, loss=0.3794, top1-acc=88.23%, top5-acc=99.17%, remaining_time=0:00:30.016868, arrival_time=2021-04-15 04:57:42.692869, cost_time=0:00:25.486014 2021-04-15 04:57:15,491 INFO : TRAIN, epoch=0098, iter=00100/00196, fetch data time cost=1.31ms, fps=909 images/s, loss=0.3807, top1-acc=88.20%, top5-acc=99.16%, remaining_time=0:00:27.169344, arrival_time=2021-04-15 04:57:42.660836, cost_time=0:00:28.301377 2021-04-15 04:57:18,313 INFO : TRAIN, epoch=0098, iter=00110/00196, fetch data time cost=1.47ms, fps=907 images/s, loss=0.3824, top1-acc=88.08%, top5-acc=99.17%, remaining_time=0:00:24.332582, arrival_time=2021-04-15 04:57:42.645663, cost_time=0:00:31.123068 2021-04-15 04:57:21,132 INFO : TRAIN, epoch=0098, iter=00120/00196, fetch data time cost=3.76ms, fps=908 images/s, loss=0.3844, top1-acc=87.93%, top5-acc=99.17%, remaining_time=0:00:21.496980, arrival_time=2021-04-15 04:57:42.629524, cost_time=0:00:33.942561 2021-04-15 04:57:23,945 INFO : TRAIN, epoch=0098, iter=00130/00196, fetch data time cost=1.33ms, fps=910 images/s, loss=0.3869, top1-acc=87.91%, top5-acc=99.14%, remaining_time=0:00:18.660642, arrival_time=2021-04-15 04:57:42.606455, cost_time=0:00:36.755850 2021-04-15 04:57:26,754 INFO : TRAIN, epoch=0098, iter=00140/00196, fetch data time cost=1.33ms, fps=911 images/s, loss=0.3893, top1-acc=87.85%, top5-acc=99.12%, remaining_time=0:00:15.825992, arrival_time=2021-04-15 04:57:42.580934, cost_time=0:00:39.564967 2021-04-15 04:57:29,571 INFO : TRAIN, epoch=0098, iter=00150/00196, fetch data time cost=1.38ms, fps=909 images/s, loss=0.3897, top1-acc=87.81%, top5-acc=99.14%, remaining_time=0:00:12.997024, arrival_time=2021-04-15 04:57:42.568691, cost_time=0:00:42.381612 2021-04-15 04:57:32,392 INFO : TRAIN, epoch=0098, iter=00160/00196, fetch data time cost=1.46ms, fps=908 images/s, loss=0.3932, top1-acc=87.72%, top5-acc=99.11%, remaining_time=0:00:10.170540, arrival_time=2021-04-15 04:57:42.563017, cost_time=0:00:45.202476 2021-04-15 04:57:35,204 INFO : TRAIN, epoch=0098, iter=00170/00196, fetch data time cost=1.38ms, fps=911 images/s, loss=0.3941, top1-acc=87.68%, top5-acc=99.11%, remaining_time=0:00:07.343362, arrival_time=2021-04-15 04:57:42.547578, cost_time=0:00:48.014242 2021-04-15 04:57:38,017 INFO : TRAIN, epoch=0098, iter=00180/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.3963, top1-acc=87.63%, top5-acc=99.08%, remaining_time=0:00:04.517968, arrival_time=2021-04-15 04:57:42.535066, cost_time=0:00:50.827125 2021-04-15 04:57:40,828 INFO : TRAIN, epoch=0098, iter=00190/00196, fetch data time cost=1.10ms, fps=911 images/s, loss=0.3997, top1-acc=87.49%, top5-acc=99.07%, remaining_time=0:00:01.693848, arrival_time=2021-04-15 04:57:42.522355, cost_time=0:00:53.638529 2021-04-15 04:57:42,340 INFO : TRAIN, epoch=0098, iter=00196/00196, fetch data time cost=1.10ms, fps=899 images/s, loss=0.4013, top1-acc=87.45%, top5-acc=99.07%, remaining_time=0:00:00, arrival_time=2021-04-15 04:57:42.340938, cost_time=0:00:55.150985 2021-04-15 04:57:43,249 INFO : EVAL, epoch=0098, iter=00010/00040, fetch data time cost=0.20ms, fps=2822 images/s, loss=1.4759, top1-acc=63.28%, top5-acc=88.98%, remaining_time=0:00:02.721780, arrival_time=2021-04-15 04:57:45.971501, cost_time=0:00:00.907256 2021-04-15 04:57:44,025 INFO : EVAL, epoch=0098, iter=00020/00040, fetch data time cost=1.47ms, fps=3304 images/s, loss=1.4870, top1-acc=63.22%, top5-acc=88.18%, remaining_time=0:00:01.682540, arrival_time=2021-04-15 04:57:45.707542, cost_time=0:00:01.682545 2021-04-15 04:57:44,798 INFO : EVAL, epoch=0098, iter=00030/00040, fetch data time cost=1.25ms, fps=3311 images/s, loss=1.4929, top1-acc=63.48%, top5-acc=87.83%, remaining_time=0:00:00.818720, arrival_time=2021-04-15 04:57:45.617319, cost_time=0:00:02.456145 2021-04-15 04:57:45,509 INFO : EVAL, epoch=0098, iter=00040/00040, fetch data time cost=0.06ms, fps=3266 images/s, loss=1.4817, top1-acc=63.37%, top5-acc=87.79%, remaining_time=0:00:00, arrival_time=2021-04-15 04:57:45.509240, cost_time=0:00:03.166809 2021-04-15 04:57:46,372 INFO : Epoch=0098 complete, best val top1-acc=63.37%, top5-acc=87.79% (epoch=98), remaining_time=1:40:05.567628, arrival_time=2021-04-15 06:37:51.940434, cost_time=1:36:10.055203 2021-04-15 04:57:46,373 INFO : Train start, epoch=0099, lr=0.051571 2021-04-15 04:57:49,326 INFO : TRAIN, epoch=0099, iter=00010/00196, fetch data time cost=1.35ms, fps=867 images/s, loss=0.4079, top1-acc=87.66%, top5-acc=98.79%, remaining_time=0:00:54.908316, arrival_time=2021-04-15 04:58:44.234464, cost_time=0:00:02.952056 2021-04-15 04:57:52,137 INFO : TRAIN, epoch=0099, iter=00020/00196, fetch data time cost=1.29ms, fps=911 images/s, loss=0.3971, top1-acc=87.36%, top5-acc=99.00%, remaining_time=0:00:50.720912, arrival_time=2021-04-15 04:58:42.858739, cost_time=0:00:05.763733 2021-04-15 04:57:54,954 INFO : TRAIN, epoch=0099, iter=00030/00196, fetch data time cost=1.32ms, fps=909 images/s, loss=0.3832, top1-acc=88.03%, top5-acc=99.04%, remaining_time=0:00:47.477992, arrival_time=2021-04-15 04:58:42.432447, cost_time=0:00:08.580352 2021-04-15 04:57:57,768 INFO : TRAIN, epoch=0099, iter=00040/00196, fetch data time cost=1.34ms, fps=910 images/s, loss=0.3749, top1-acc=88.20%, top5-acc=99.17%, remaining_time=0:00:44.436756, arrival_time=2021-04-15 04:58:42.204946, cost_time=0:00:11.394036 2021-04-15 04:58:00,581 INFO : TRAIN, epoch=0099, iter=00050/00196, fetch data time cost=1.38ms, fps=910 images/s, loss=0.3689, top1-acc=88.34%, top5-acc=99.20%, remaining_time=0:00:41.483710, arrival_time=2021-04-15 04:58:42.064643, cost_time=0:00:14.206754 2021-04-15 04:58:03,401 INFO : TRAIN, epoch=0099, iter=00060/00196, fetch data time cost=1.36ms, fps=908 images/s, loss=0.3718, top1-acc=88.37%, top5-acc=99.19%, remaining_time=0:00:38.596120, arrival_time=2021-04-15 04:58:41.997948, cost_time=0:00:17.027726 2021-04-15 04:58:06,217 INFO : TRAIN, epoch=0099, iter=00070/00196, fetch data time cost=1.32ms, fps=909 images/s, loss=0.3691, top1-acc=88.47%, top5-acc=99.17%, remaining_time=0:00:35.718228, arrival_time=2021-04-15 04:58:41.935810, cost_time=0:00:19.843466 2021-04-15 04:58:09,025 INFO : TRAIN, epoch=0099, iter=00080/00196, fetch data time cost=1.37ms, fps=912 images/s, loss=0.3685, top1-acc=88.46%, top5-acc=99.16%, remaining_time=0:00:32.844240, arrival_time=2021-04-15 04:58:41.869526, cost_time=0:00:22.651188 2021-04-15 04:58:11,839 INFO : TRAIN, epoch=0099, iter=00090/00196, fetch data time cost=1.47ms, fps=910 images/s, loss=0.3682, top1-acc=88.49%, top5-acc=99.15%, remaining_time=0:00:29.992276, arrival_time=2021-04-15 04:58:41.831504, cost_time=0:00:25.465131 2021-04-15 04:58:14,652 INFO : TRAIN, epoch=0099, iter=00100/00196, fetch data time cost=1.33ms, fps=910 images/s, loss=0.3700, top1-acc=88.41%, top5-acc=99.16%, remaining_time=0:00:27.147168, arrival_time=2021-04-15 04:58:41.799596, cost_time=0:00:28.278332 2021-04-15 04:58:17,463 INFO : TRAIN, epoch=0099, iter=00110/00196, fetch data time cost=1.40ms, fps=911 images/s, loss=0.3715, top1-acc=88.37%, top5-acc=99.17%, remaining_time=0:00:24.306094, arrival_time=2021-04-15 04:58:41.769409, cost_time=0:00:31.089213 2021-04-15 04:58:20,276 INFO : TRAIN, epoch=0099, iter=00120/00196, fetch data time cost=1.42ms, fps=910 images/s, loss=0.3708, top1-acc=88.39%, top5-acc=99.19%, remaining_time=0:00:21.471672, arrival_time=2021-04-15 04:58:41.748374, cost_time=0:00:33.902598 2021-04-15 04:58:23,086 INFO : TRAIN, epoch=0099, iter=00130/00196, fetch data time cost=1.33ms, fps=911 images/s, loss=0.3708, top1-acc=88.41%, top5-acc=99.19%, remaining_time=0:00:18.638598, arrival_time=2021-04-15 04:58:41.725107, cost_time=0:00:36.712412 2021-04-15 04:58:25,896 INFO : TRAIN, epoch=0099, iter=00140/00196, fetch data time cost=1.41ms, fps=911 images/s, loss=0.3708, top1-acc=88.39%, top5-acc=99.18%, remaining_time=0:00:15.808800, arrival_time=2021-04-15 04:58:41.704864, cost_time=0:00:39.521969 2021-04-15 04:58:28,710 INFO : TRAIN, epoch=0099, iter=00150/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.3726, top1-acc=88.36%, top5-acc=99.17%, remaining_time=0:00:12.983040, arrival_time=2021-04-15 04:58:41.693160, cost_time=0:00:42.336019 2021-04-15 04:58:31,527 INFO : TRAIN, epoch=0099, iter=00160/00196, fetch data time cost=1.37ms, fps=909 images/s, loss=0.3747, top1-acc=88.31%, top5-acc=99.17%, remaining_time=0:00:10.159632, arrival_time=2021-04-15 04:58:41.687582, cost_time=0:00:45.153852 2021-04-15 04:58:34,346 INFO : TRAIN, epoch=0099, iter=00170/00196, fetch data time cost=1.38ms, fps=908 images/s, loss=0.3771, top1-acc=88.22%, top5-acc=99.16%, remaining_time=0:00:07.336992, arrival_time=2021-04-15 04:58:41.683750, cost_time=0:00:47.972596 2021-04-15 04:58:37,157 INFO : TRAIN, epoch=0099, iter=00180/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.3805, top1-acc=88.08%, top5-acc=99.16%, remaining_time=0:00:04.514096, arrival_time=2021-04-15 04:58:41.671837, cost_time=0:00:50.783645 2021-04-15 04:58:39,970 INFO : TRAIN, epoch=0099, iter=00190/00196, fetch data time cost=1.19ms, fps=910 images/s, loss=0.3820, top1-acc=88.03%, top5-acc=99.15%, remaining_time=0:00:01.692528, arrival_time=2021-04-15 04:58:41.663344, cost_time=0:00:53.596697 2021-04-15 04:58:41,482 INFO : TRAIN, epoch=0099, iter=00196/00196, fetch data time cost=1.25ms, fps=900 images/s, loss=0.3835, top1-acc=88.00%, top5-acc=99.14%, remaining_time=0:00:00, arrival_time=2021-04-15 04:58:41.481969, cost_time=0:00:55.107876 2021-04-15 04:58:42,383 INFO : EVAL, epoch=0099, iter=00010/00040, fetch data time cost=1.21ms, fps=2844 images/s, loss=1.6758, top1-acc=60.90%, top5-acc=85.66%, remaining_time=0:00:02.700840, arrival_time=2021-04-15 04:58:45.084734, cost_time=0:00:00.900276 2021-04-15 04:58:43,159 INFO : EVAL, epoch=0099, iter=00020/00040, fetch data time cost=1.33ms, fps=3304 images/s, loss=1.6968, top1-acc=59.71%, top5-acc=85.76%, remaining_time=0:00:01.675460, arrival_time=2021-04-15 04:58:44.834519, cost_time=0:00:01.675452 2021-04-15 04:58:43,934 INFO : EVAL, epoch=0099, iter=00030/00040, fetch data time cost=1.43ms, fps=3304 images/s, loss=1.6936, top1-acc=59.78%, top5-acc=85.76%, remaining_time=0:00:00.816840, arrival_time=2021-04-15 04:58:44.751009, cost_time=0:00:02.450535 2021-04-15 04:58:44,644 INFO : EVAL, epoch=0099, iter=00040/00040, fetch data time cost=0.06ms, fps=3268 images/s, loss=1.6938, top1-acc=59.80%, top5-acc=85.71%, remaining_time=0:00:00, arrival_time=2021-04-15 04:58:44.644371, cost_time=0:00:03.160771 2021-04-15 04:58:45,051 INFO : Epoch=0099 complete, best val top1-acc=63.37%, top5-acc=87.79% (epoch=98), remaining_time=1:39:06.485898, arrival_time=2021-04-15 06:37:51.537190, cost_time=1:37:08.733690 2021-04-15 04:58:45,052 INFO : Train start, epoch=0100, lr=0.050785 2021-04-15 04:58:48,016 INFO : TRAIN, epoch=0100, iter=00010/00196, fetch data time cost=1.41ms, fps=864 images/s, loss=0.3762, top1-acc=88.28%, top5-acc=99.10%, remaining_time=0:00:55.127796, arrival_time=2021-04-15 04:59:43.144275, cost_time=0:00:02.963855 2021-04-15 04:58:50,826 INFO : TRAIN, epoch=0100, iter=00020/00196, fetch data time cost=1.30ms, fps=911 images/s, loss=0.3713, top1-acc=88.42%, top5-acc=99.12%, remaining_time=0:00:50.809616, arrival_time=2021-04-15 04:59:41.636048, cost_time=0:00:05.773821 2021-04-15 04:58:53,638 INFO : TRAIN, epoch=0100, iter=00030/00196, fetch data time cost=1.36ms, fps=910 images/s, loss=0.3586, top1-acc=88.67%, top5-acc=99.22%, remaining_time=0:00:47.510528, arrival_time=2021-04-15 04:59:41.149388, cost_time=0:00:08.586239 2021-04-15 04:58:56,450 INFO : TRAIN, epoch=0100, iter=00040/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.3557, top1-acc=88.88%, top5-acc=99.24%, remaining_time=0:00:44.450328, arrival_time=2021-04-15 04:59:40.900453, cost_time=0:00:11.397505 2021-04-15 04:58:59,262 INFO : TRAIN, epoch=0100, iter=00050/00196, fetch data time cost=1.43ms, fps=911 images/s, loss=0.3542, top1-acc=88.96%, top5-acc=99.29%, remaining_time=0:00:41.491594, arrival_time=2021-04-15 04:59:40.753661, cost_time=0:00:14.209445 2021-04-15 04:59:02,069 INFO : TRAIN, epoch=0100, iter=00060/00196, fetch data time cost=1.33ms, fps=912 images/s, loss=0.3517, top1-acc=89.06%, top5-acc=99.32%, remaining_time=0:00:38.571912, arrival_time=2021-04-15 04:59:40.641567, cost_time=0:00:17.017036 2021-04-15 04:59:04,888 INFO : TRAIN, epoch=0100, iter=00070/00196, fetch data time cost=1.39ms, fps=908 images/s, loss=0.3499, top1-acc=89.11%, top5-acc=99.35%, remaining_time=0:00:35.704620, arrival_time=2021-04-15 04:59:40.593178, cost_time=0:00:19.835918 2021-04-15 04:59:07,706 INFO : TRAIN, epoch=0100, iter=00080/00196, fetch data time cost=1.40ms, fps=909 images/s, loss=0.3478, top1-acc=89.18%, top5-acc=99.35%, remaining_time=0:00:32.848184, arrival_time=2021-04-15 04:59:40.554743, cost_time=0:00:22.653944 2021-04-15 04:59:10,513 INFO : TRAIN, epoch=0100, iter=00090/00196, fetch data time cost=1.33ms, fps=912 images/s, loss=0.3479, top1-acc=89.21%, top5-acc=99.36%, remaining_time=0:00:29.987400, arrival_time=2021-04-15 04:59:40.500975, cost_time=0:00:25.460961 2021-04-15 04:59:13,320 INFO : TRAIN, epoch=0100, iter=00100/00196, fetch data time cost=1.34ms, fps=912 images/s, loss=0.3506, top1-acc=89.11%, top5-acc=99.32%, remaining_time=0:00:27.137088, arrival_time=2021-04-15 04:59:40.457525, cost_time=0:00:28.267815 2021-04-15 04:59:16,126 INFO : TRAIN, epoch=0100, iter=00110/00196, fetch data time cost=1.31ms, fps=913 images/s, loss=0.3517, top1-acc=89.07%, top5-acc=99.32%, remaining_time=0:00:24.293882, arrival_time=2021-04-15 04:59:40.420012, cost_time=0:00:31.073518 2021-04-15 04:59:18,938 INFO : TRAIN, epoch=0100, iter=00120/00196, fetch data time cost=1.37ms, fps=911 images/s, loss=0.3544, top1-acc=88.96%, top5-acc=99.30%, remaining_time=0:00:21.460652, arrival_time=2021-04-15 04:59:40.398612, cost_time=0:00:33.885288 2021-04-15 04:59:21,752 INFO : TRAIN, epoch=0100, iter=00130/00196, fetch data time cost=1.19ms, fps=910 images/s, loss=0.3563, top1-acc=88.92%, top5-acc=99.28%, remaining_time=0:00:18.632328, arrival_time=2021-04-15 04:59:40.385035, cost_time=0:00:36.700088 2021-04-15 04:59:24,564 INFO : TRAIN, epoch=0100, iter=00140/00196, fetch data time cost=1.29ms, fps=911 images/s, loss=0.3583, top1-acc=88.85%, top5-acc=99.28%, remaining_time=0:00:15.804600, arrival_time=2021-04-15 04:59:40.368718, cost_time=0:00:39.511472 2021-04-15 04:59:27,374 INFO : TRAIN, epoch=0100, iter=00150/00196, fetch data time cost=1.30ms, fps=911 images/s, loss=0.3604, top1-acc=88.77%, top5-acc=99.26%, remaining_time=0:00:12.978716, arrival_time=2021-04-15 04:59:40.353182, cost_time=0:00:42.321855 2021-04-15 04:59:30,180 INFO : TRAIN, epoch=0100, iter=00160/00196, fetch data time cost=1.23ms, fps=912 images/s, loss=0.3627, top1-acc=88.70%, top5-acc=99.24%, remaining_time=0:00:10.153800, arrival_time=2021-04-15 04:59:40.334372, cost_time=0:00:45.127927 2021-04-15 04:59:32,993 INFO : TRAIN, epoch=0100, iter=00170/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.3634, top1-acc=88.68%, top5-acc=99.24%, remaining_time=0:00:07.332182, arrival_time=2021-04-15 04:59:40.326000, cost_time=0:00:47.941206 2021-04-15 04:59:35,806 INFO : TRAIN, epoch=0100, iter=00180/00196, fetch data time cost=1.21ms, fps=910 images/s, loss=0.3653, top1-acc=88.64%, top5-acc=99.22%, remaining_time=0:00:04.511424, arrival_time=2021-04-15 04:59:40.317638, cost_time=0:00:50.753609 2021-04-15 04:59:38,616 INFO : TRAIN, epoch=0100, iter=00190/00196, fetch data time cost=1.06ms, fps=911 images/s, loss=0.3667, top1-acc=88.56%, top5-acc=99.21%, remaining_time=0:00:01.691478, arrival_time=2021-04-15 04:59:40.307585, cost_time=0:00:53.563500 2021-04-15 04:59:40,127 INFO : TRAIN, epoch=0100, iter=00196/00196, fetch data time cost=1.02ms, fps=900 images/s, loss=0.3669, top1-acc=88.56%, top5-acc=99.20%, remaining_time=0:00:00, arrival_time=2021-04-15 04:59:40.127357, cost_time=0:00:55.074764 2021-04-15 04:59:41,017 INFO : EVAL, epoch=0100, iter=00010/00040, fetch data time cost=0.33ms, fps=2882 images/s, loss=1.6266, top1-acc=59.88%, top5-acc=87.27%, remaining_time=0:00:02.664720, arrival_time=2021-04-15 04:59:43.681846, cost_time=0:00:00.888237 2021-04-15 04:59:41,792 INFO : EVAL, epoch=0100, iter=00020/00040, fetch data time cost=1.34ms, fps=3303 images/s, loss=1.5607, top1-acc=61.82%, top5-acc=88.11%, remaining_time=0:00:01.663560, arrival_time=2021-04-15 04:59:43.455982, cost_time=0:00:01.663558 2021-04-15 04:59:42,567 INFO : EVAL, epoch=0100, iter=00030/00040, fetch data time cost=1.18ms, fps=3306 images/s, loss=1.5625, top1-acc=61.98%, top5-acc=88.03%, remaining_time=0:00:00.812770, arrival_time=2021-04-15 04:59:43.379955, cost_time=0:00:02.438303 2021-04-15 04:59:43,276 INFO : EVAL, epoch=0100, iter=00040/00040, fetch data time cost=0.05ms, fps=3270 images/s, loss=1.5724, top1-acc=62.21%, top5-acc=88.09%, remaining_time=0:00:00, arrival_time=2021-04-15 04:59:43.276922, cost_time=0:00:03.148034 2021-04-15 04:59:43,743 INFO : Epoch=0100 complete, best val top1-acc=63.37%, top5-acc=87.79% (epoch=98), remaining_time=1:38:07.426300, arrival_time=2021-04-15 06:37:51.170165, cost_time=1:38:07.426270 2021-04-15 04:59:43,745 INFO : Train start, epoch=0101, lr=0.050000 2021-04-15 04:59:46,715 INFO : TRAIN, epoch=0101, iter=00010/00196, fetch data time cost=1.20ms, fps=862 images/s, loss=0.3584, top1-acc=88.75%, top5-acc=99.26%, remaining_time=0:00:55.245720, arrival_time=2021-04-15 05:00:41.961168, cost_time=0:00:02.970204 2021-04-15 04:59:49,526 INFO : TRAIN, epoch=0101, iter=00020/00196, fetch data time cost=1.30ms, fps=911 images/s, loss=0.3401, top1-acc=88.85%, top5-acc=99.41%, remaining_time=0:00:50.873152, arrival_time=2021-04-15 05:00:40.399437, cost_time=0:00:05.781037 2021-04-15 04:59:52,334 INFO : TRAIN, epoch=0101, iter=00030/00196, fetch data time cost=1.33ms, fps=912 images/s, loss=0.3376, top1-acc=89.02%, top5-acc=99.44%, remaining_time=0:00:47.527626, arrival_time=2021-04-15 05:00:39.862190, cost_time=0:00:08.589324 2021-04-15 04:59:55,141 INFO : TRAIN, epoch=0101, iter=00040/00196, fetch data time cost=1.23ms, fps=912 images/s, loss=0.3420, top1-acc=89.05%, top5-acc=99.36%, remaining_time=0:00:44.446116, arrival_time=2021-04-15 05:00:39.587798, cost_time=0:00:11.396448 2021-04-15 04:59:57,964 INFO : TRAIN, epoch=0101, iter=00050/00196, fetch data time cost=1.73ms, fps=907 images/s, loss=0.3420, top1-acc=89.13%, top5-acc=99.37%, remaining_time=0:00:41.518312, arrival_time=2021-04-15 05:00:39.482310, cost_time=0:00:14.218595 2021-04-15 05:00:00,776 INFO : TRAIN, epoch=0101, iter=00060/00196, fetch data time cost=1.38ms, fps=910 images/s, loss=0.3411, top1-acc=89.18%, top5-acc=99.35%, remaining_time=0:00:38.604688, arrival_time=2021-04-15 05:00:39.381495, cost_time=0:00:17.031469 2021-04-15 05:00:03,589 INFO : TRAIN, epoch=0101, iter=00070/00196, fetch data time cost=1.50ms, fps=910 images/s, loss=0.3390, top1-acc=89.31%, top5-acc=99.35%, remaining_time=0:00:35.719866, arrival_time=2021-04-15 05:00:39.309556, cost_time=0:00:19.844366 2021-04-15 05:00:06,402 INFO : TRAIN, epoch=0101, iter=00080/00196, fetch data time cost=1.36ms, fps=910 images/s, loss=0.3402, top1-acc=89.28%, top5-acc=99.33%, remaining_time=0:00:32.853636, arrival_time=2021-04-15 05:00:39.256584, cost_time=0:00:22.657697 2021-04-15 05:00:09,215 INFO : TRAIN, epoch=0101, iter=00090/00196, fetch data time cost=1.47ms, fps=910 images/s, loss=0.3410, top1-acc=89.29%, top5-acc=99.32%, remaining_time=0:00:29.998106, arrival_time=2021-04-15 05:00:39.213610, cost_time=0:00:25.470132 2021-04-15 05:00:12,032 INFO : TRAIN, epoch=0101, iter=00100/00196, fetch data time cost=1.47ms, fps=909 images/s, loss=0.3417, top1-acc=89.30%, top5-acc=99.33%, remaining_time=0:00:27.155328, arrival_time=2021-04-15 05:00:39.187395, cost_time=0:00:28.286801 2021-04-15 05:00:14,845 INFO : TRAIN, epoch=0101, iter=00110/00196, fetch data time cost=1.28ms, fps=910 images/s, loss=0.3432, top1-acc=89.23%, top5-acc=99.32%, remaining_time=0:00:24.314866, arrival_time=2021-04-15 05:00:39.160483, cost_time=0:00:31.100373 2021-04-15 05:00:17,654 INFO : TRAIN, epoch=0101, iter=00120/00196, fetch data time cost=1.34ms, fps=912 images/s, loss=0.3459, top1-acc=89.14%, top5-acc=99.30%, remaining_time=0:00:21.475852, arrival_time=2021-04-15 05:00:39.130302, cost_time=0:00:33.909208 2021-04-15 05:00:20,467 INFO : TRAIN, epoch=0101, iter=00130/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.3470, top1-acc=89.16%, top5-acc=99.31%, remaining_time=0:00:18.643812, arrival_time=2021-04-15 05:00:39.111768, cost_time=0:00:36.722714 2021-04-15 05:00:23,279 INFO : TRAIN, epoch=0101, iter=00140/00196, fetch data time cost=1.21ms, fps=911 images/s, loss=0.3488, top1-acc=89.09%, top5-acc=99.30%, remaining_time=0:00:15.813840, arrival_time=2021-04-15 05:00:39.093757, cost_time=0:00:39.534601 2021-04-15 05:00:26,087 INFO : TRAIN, epoch=0101, iter=00150/00196, fetch data time cost=1.32ms, fps=912 images/s, loss=0.3520, top1-acc=88.97%, top5-acc=99.28%, remaining_time=0:00:12.984972, arrival_time=2021-04-15 05:00:39.072544, cost_time=0:00:42.342310 2021-04-15 05:00:28,896 INFO : TRAIN, epoch=0101, iter=00160/00196, fetch data time cost=1.23ms, fps=912 images/s, loss=0.3555, top1-acc=88.89%, top5-acc=99.24%, remaining_time=0:00:10.159056, arrival_time=2021-04-15 05:00:39.055625, cost_time=0:00:45.151304 2021-04-15 05:00:31,702 INFO : TRAIN, epoch=0101, iter=00170/00196, fetch data time cost=1.34ms, fps=912 images/s, loss=0.3570, top1-acc=88.87%, top5-acc=99.24%, remaining_time=0:00:07.334652, arrival_time=2021-04-15 05:00:39.037194, cost_time=0:00:47.957297 2021-04-15 05:00:34,514 INFO : TRAIN, epoch=0101, iter=00180/00196, fetch data time cost=1.36ms, fps=910 images/s, loss=0.3615, top1-acc=88.71%, top5-acc=99.20%, remaining_time=0:00:04.512848, arrival_time=2021-04-15 05:00:39.027577, cost_time=0:00:50.769495 2021-04-15 05:00:37,328 INFO : TRAIN, epoch=0101, iter=00190/00196, fetch data time cost=1.12ms, fps=910 images/s, loss=0.3644, top1-acc=88.62%, top5-acc=99.19%, remaining_time=0:00:01.692108, arrival_time=2021-04-15 05:00:39.020834, cost_time=0:00:53.583481 2021-04-15 05:00:38,843 INFO : TRAIN, epoch=0101, iter=00196/00196, fetch data time cost=1.11ms, fps=898 images/s, loss=0.3662, top1-acc=88.58%, top5-acc=99.19%, remaining_time=0:00:00, arrival_time=2021-04-15 05:00:38.843920, cost_time=0:00:55.098701 2021-04-15 05:00:39,728 INFO : EVAL, epoch=0101, iter=00010/00040, fetch data time cost=1.24ms, fps=2899 images/s, loss=1.4905, top1-acc=62.30%, top5-acc=87.38%, remaining_time=0:00:02.648940, arrival_time=2021-04-15 05:00:42.377382, cost_time=0:00:00.882983 2021-04-15 05:00:40,503 INFO : EVAL, epoch=0101, iter=00020/00040, fetch data time cost=1.25ms, fps=3305 images/s, loss=1.4672, top1-acc=62.95%, top5-acc=87.79%, remaining_time=0:00:01.657860, arrival_time=2021-04-15 05:00:42.161211, cost_time=0:00:01.657858 2021-04-15 05:00:41,278 INFO : EVAL, epoch=0101, iter=00030/00040, fetch data time cost=1.34ms, fps=3304 images/s, loss=1.4829, top1-acc=62.85%, top5-acc=87.53%, remaining_time=0:00:00.811040, arrival_time=2021-04-15 05:00:42.089601, cost_time=0:00:02.433118 2021-04-15 05:00:41,987 INFO : EVAL, epoch=0101, iter=00040/00040, fetch data time cost=0.06ms, fps=3274 images/s, loss=1.4923, top1-acc=62.82%, top5-acc=87.62%, remaining_time=0:00:00, arrival_time=2021-04-15 05:00:41.987513, cost_time=0:00:03.142082 2021-04-15 05:00:42,434 INFO : Epoch=0101 complete, best val top1-acc=63.37%, top5-acc=87.79% (epoch=98), remaining_time=1:37:08.371758, arrival_time=2021-04-15 06:37:50.806071, cost_time=1:39:06.116682 2021-04-15 05:00:42,435 INFO : Train start, epoch=0102, lr=0.049215 2021-04-15 05:00:45,432 INFO : TRAIN, epoch=0102, iter=00010/00196, fetch data time cost=1.27ms, fps=854 images/s, loss=0.3809, top1-acc=88.28%, top5-acc=99.18%, remaining_time=0:00:55.732668, arrival_time=2021-04-15 05:01:41.164742, cost_time=0:00:02.996385 2021-04-15 05:00:48,242 INFO : TRAIN, epoch=0102, iter=00020/00196, fetch data time cost=1.25ms, fps=911 images/s, loss=0.3557, top1-acc=89.18%, top5-acc=99.16%, remaining_time=0:00:51.097200, arrival_time=2021-04-15 05:01:39.339385, cost_time=0:00:05.806495 2021-04-15 05:00:51,052 INFO : TRAIN, epoch=0102, iter=00030/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.3539, top1-acc=89.32%, top5-acc=99.13%, remaining_time=0:00:47.678520, arrival_time=2021-04-15 05:01:38.730813, cost_time=0:00:08.616614 2021-04-15 05:00:53,866 INFO : TRAIN, epoch=0102, iter=00040/00196, fetch data time cost=1.28ms, fps=910 images/s, loss=0.3484, top1-acc=89.48%, top5-acc=99.17%, remaining_time=0:00:44.580744, arrival_time=2021-04-15 05:01:38.447376, cost_time=0:00:11.430945 2021-04-15 05:00:56,686 INFO : TRAIN, epoch=0102, iter=00050/00196, fetch data time cost=1.56ms, fps=908 images/s, loss=0.3455, top1-acc=89.45%, top5-acc=99.18%, remaining_time=0:00:41.611460, arrival_time=2021-04-15 05:01:38.297717, cost_time=0:00:14.250516 2021-04-15 05:00:59,496 INFO : TRAIN, epoch=0102, iter=00060/00196, fetch data time cost=1.28ms, fps=911 images/s, loss=0.3398, top1-acc=89.60%, top5-acc=99.24%, remaining_time=0:00:38.672144, arrival_time=2021-04-15 05:01:38.169063, cost_time=0:00:17.061221 2021-04-15 05:01:02,310 INFO : TRAIN, epoch=0102, iter=00070/00196, fetch data time cost=1.19ms, fps=910 images/s, loss=0.3402, top1-acc=89.52%, top5-acc=99.26%, remaining_time=0:00:35.775180, arrival_time=2021-04-15 05:01:38.086028, cost_time=0:00:19.875119 2021-04-15 05:01:05,126 INFO : TRAIN, epoch=0102, iter=00080/00196, fetch data time cost=1.33ms, fps=910 images/s, loss=0.3422, top1-acc=89.43%, top5-acc=99.25%, remaining_time=0:00:32.900964, arrival_time=2021-04-15 05:01:38.026960, cost_time=0:00:22.690306 2021-04-15 05:01:07,946 INFO : TRAIN, epoch=0102, iter=00090/00196, fetch data time cost=1.28ms, fps=908 images/s, loss=0.3423, top1-acc=89.48%, top5-acc=99.24%, remaining_time=0:00:30.046442, arrival_time=2021-04-15 05:01:37.993306, cost_time=0:00:25.511167 2021-04-15 05:01:10,758 INFO : TRAIN, epoch=0102, iter=00100/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.3437, top1-acc=89.44%, top5-acc=99.24%, remaining_time=0:00:27.189504, arrival_time=2021-04-15 05:01:37.947598, cost_time=0:00:28.322411 2021-04-15 05:01:13,566 INFO : TRAIN, epoch=0102, iter=00110/00196, fetch data time cost=1.26ms, fps=912 images/s, loss=0.3436, top1-acc=89.41%, top5-acc=99.25%, remaining_time=0:00:24.338258, arrival_time=2021-04-15 05:01:37.904309, cost_time=0:00:31.130371 2021-04-15 05:01:16,375 INFO : TRAIN, epoch=0102, iter=00120/00196, fetch data time cost=1.20ms, fps=911 images/s, loss=0.3466, top1-acc=89.30%, top5-acc=99.21%, remaining_time=0:00:21.495004, arrival_time=2021-04-15 05:01:37.870114, cost_time=0:00:33.939430 2021-04-15 05:01:19,184 INFO : TRAIN, epoch=0102, iter=00130/00196, fetch data time cost=1.26ms, fps=911 images/s, loss=0.3471, top1-acc=89.32%, top5-acc=99.21%, remaining_time=0:00:18.657078, arrival_time=2021-04-15 05:01:37.841513, cost_time=0:00:36.748756 2021-04-15 05:01:21,991 INFO : TRAIN, epoch=0102, iter=00140/00196, fetch data time cost=1.52ms, fps=912 images/s, loss=0.3507, top1-acc=89.25%, top5-acc=99.18%, remaining_time=0:00:15.822128, arrival_time=2021-04-15 05:01:37.813147, cost_time=0:00:39.555334 2021-04-15 05:01:24,798 INFO : TRAIN, epoch=0102, iter=00150/00196, fetch data time cost=1.28ms, fps=912 images/s, loss=0.3545, top1-acc=89.14%, top5-acc=99.17%, remaining_time=0:00:12.991366, arrival_time=2021-04-15 05:01:37.790215, cost_time=0:00:42.363165 2021-04-15 05:01:27,600 INFO : TRAIN, epoch=0102, iter=00160/00196, fetch data time cost=1.40ms, fps=914 images/s, loss=0.3579, top1-acc=89.01%, top5-acc=99.16%, remaining_time=0:00:10.162044, arrival_time=2021-04-15 05:01:37.762400, cost_time=0:00:45.164676 2021-04-15 05:01:30,404 INFO : TRAIN, epoch=0102, iter=00170/00196, fetch data time cost=1.20ms, fps=913 images/s, loss=0.3595, top1-acc=88.94%, top5-acc=99.16%, remaining_time=0:00:07.336420, arrival_time=2021-04-15 05:01:37.741033, cost_time=0:00:47.968916 2021-04-15 05:01:33,207 INFO : TRAIN, epoch=0102, iter=00180/00196, fetch data time cost=1.39ms, fps=913 images/s, loss=0.3617, top1-acc=88.90%, top5-acc=99.15%, remaining_time=0:00:04.513072, arrival_time=2021-04-15 05:01:37.720934, cost_time=0:00:50.772094 2021-04-15 05:01:36,026 INFO : TRAIN, epoch=0102, iter=00190/00196, fetch data time cost=1.13ms, fps=908 images/s, loss=0.3650, top1-acc=88.75%, top5-acc=99.13%, remaining_time=0:00:01.692336, arrival_time=2021-04-15 05:01:37.718629, cost_time=0:00:53.590606 2021-04-15 05:01:37,542 INFO : TRAIN, epoch=0102, iter=00196/00196, fetch data time cost=1.24ms, fps=897 images/s, loss=0.3668, top1-acc=88.66%, top5-acc=99.13%, remaining_time=0:00:00, arrival_time=2021-04-15 05:01:37.542564, cost_time=0:00:55.106892 2021-04-15 05:01:38,427 INFO : EVAL, epoch=0102, iter=00010/00040, fetch data time cost=1.28ms, fps=2899 images/s, loss=1.6401, top1-acc=60.62%, top5-acc=86.48%, remaining_time=0:00:02.649570, arrival_time=2021-04-15 05:01:41.076874, cost_time=0:00:00.883193 2021-04-15 05:01:39,202 INFO : EVAL, epoch=0102, iter=00020/00040, fetch data time cost=1.23ms, fps=3304 images/s, loss=1.6580, top1-acc=60.41%, top5-acc=86.46%, remaining_time=0:00:01.658460, arrival_time=2021-04-15 05:01:40.861023, cost_time=0:00:01.658469 2021-04-15 05:01:39,977 INFO : EVAL, epoch=0102, iter=00030/00040, fetch data time cost=1.20ms, fps=3307 images/s, loss=1.6258, top1-acc=61.34%, top5-acc=86.65%, remaining_time=0:00:00.810980, arrival_time=2021-04-15 05:01:40.788017, cost_time=0:00:02.432944 2021-04-15 05:01:40,685 INFO : EVAL, epoch=0102, iter=00040/00040, fetch data time cost=0.05ms, fps=3277 images/s, loss=1.6269, top1-acc=61.47%, top5-acc=86.40%, remaining_time=0:00:00, arrival_time=2021-04-15 05:01:40.685335, cost_time=0:00:03.141257 2021-04-15 05:01:41,113 INFO : Epoch=0102 complete, best val top1-acc=63.37%, top5-acc=87.79% (epoch=98), remaining_time=1:36:09.313214, arrival_time=2021-04-15 06:37:50.426169, cost_time=1:40:04.795358 2021-04-15 05:01:41,114 INFO : Train start, epoch=0103, lr=0.048429 2021-04-15 05:01:44,078 INFO : TRAIN, epoch=0103, iter=00010/00196, fetch data time cost=1.26ms, fps=864 images/s, loss=0.3654, top1-acc=88.83%, top5-acc=99.30%, remaining_time=0:00:55.132632, arrival_time=2021-04-15 05:02:39.210987, cost_time=0:00:02.964118 2021-04-15 05:01:46,888 INFO : TRAIN, epoch=0103, iter=00020/00196, fetch data time cost=1.32ms, fps=911 images/s, loss=0.3476, top1-acc=89.41%, top5-acc=99.43%, remaining_time=0:00:50.815600, arrival_time=2021-04-15 05:02:37.704348, cost_time=0:00:05.774507 2021-04-15 05:01:49,701 INFO : TRAIN, epoch=0103, iter=00030/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.3384, top1-acc=89.70%, top5-acc=99.40%, remaining_time=0:00:47.513848, arrival_time=2021-04-15 05:02:37.214903, cost_time=0:00:08.586825 2021-04-15 05:01:52,515 INFO : TRAIN, epoch=0103, iter=00040/00196, fetch data time cost=1.27ms, fps=910 images/s, loss=0.3366, top1-acc=89.55%, top5-acc=99.42%, remaining_time=0:00:44.464212, arrival_time=2021-04-15 05:02:36.979556, cost_time=0:00:11.401092 2021-04-15 05:01:55,327 INFO : TRAIN, epoch=0103, iter=00050/00196, fetch data time cost=1.33ms, fps=910 images/s, loss=0.3365, top1-acc=89.55%, top5-acc=99.38%, remaining_time=0:00:41.503566, arrival_time=2021-04-15 05:02:36.831350, cost_time=0:00:14.213540 2021-04-15 05:01:58,135 INFO : TRAIN, epoch=0103, iter=00060/00196, fetch data time cost=1.35ms, fps=912 images/s, loss=0.3376, top1-acc=89.57%, top5-acc=99.35%, remaining_time=0:00:38.582520, arrival_time=2021-04-15 05:02:36.718465, cost_time=0:00:17.021716 2021-04-15 05:02:00,950 INFO : TRAIN, epoch=0103, iter=00070/00196, fetch data time cost=1.26ms, fps=910 images/s, loss=0.3368, top1-acc=89.53%, top5-acc=99.36%, remaining_time=0:00:35.704494, arrival_time=2021-04-15 05:02:36.654602, cost_time=0:00:19.835862 2021-04-15 05:02:03,764 INFO : TRAIN, epoch=0103, iter=00080/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.3371, top1-acc=89.47%, top5-acc=99.38%, remaining_time=0:00:32.843196, arrival_time=2021-04-15 05:02:36.607901, cost_time=0:00:22.650477 2021-04-15 05:02:06,585 INFO : TRAIN, epoch=0103, iter=00090/00196, fetch data time cost=1.18ms, fps=908 images/s, loss=0.3355, top1-acc=89.58%, top5-acc=99.39%, remaining_time=0:00:29.999590, arrival_time=2021-04-15 05:02:36.585173, cost_time=0:00:25.471335 2021-04-15 05:02:09,398 INFO : TRAIN, epoch=0103, iter=00100/00196, fetch data time cost=1.37ms, fps=910 images/s, loss=0.3339, top1-acc=89.61%, top5-acc=99.43%, remaining_time=0:00:27.153024, arrival_time=2021-04-15 05:02:36.551646, cost_time=0:00:28.284391 2021-04-15 05:02:12,211 INFO : TRAIN, epoch=0103, iter=00110/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.3358, top1-acc=89.51%, top5-acc=99.42%, remaining_time=0:00:24.312458, arrival_time=2021-04-15 05:02:36.524053, cost_time=0:00:31.097351 2021-04-15 05:02:15,020 INFO : TRAIN, epoch=0103, iter=00120/00196, fetch data time cost=1.37ms, fps=912 images/s, loss=0.3379, top1-acc=89.41%, top5-acc=99.39%, remaining_time=0:00:21.473800, arrival_time=2021-04-15 05:02:36.494048, cost_time=0:00:33.906002 2021-04-15 05:02:17,832 INFO : TRAIN, epoch=0103, iter=00130/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=0.3373, top1-acc=89.39%, top5-acc=99.38%, remaining_time=0:00:18.641700, arrival_time=2021-04-15 05:02:36.474431, cost_time=0:00:36.718441 2021-04-15 05:02:20,640 INFO : TRAIN, epoch=0103, iter=00140/00196, fetch data time cost=1.18ms, fps=912 images/s, loss=0.3387, top1-acc=89.41%, top5-acc=99.39%, remaining_time=0:00:15.810480, arrival_time=2021-04-15 05:02:36.450997, cost_time=0:00:39.526259 2021-04-15 05:02:23,450 INFO : TRAIN, epoch=0103, iter=00150/00196, fetch data time cost=1.30ms, fps=911 images/s, loss=0.3411, top1-acc=89.30%, top5-acc=99.37%, remaining_time=0:00:12.983178, arrival_time=2021-04-15 05:02:36.433895, cost_time=0:00:42.336457 2021-04-15 05:02:26,261 INFO : TRAIN, epoch=0103, iter=00160/00196, fetch data time cost=1.21ms, fps=911 images/s, loss=0.3432, top1-acc=89.24%, top5-acc=99.35%, remaining_time=0:00:10.158084, arrival_time=2021-04-15 05:02:36.419369, cost_time=0:00:45.147041 2021-04-15 05:02:29,072 INFO : TRAIN, epoch=0103, iter=00170/00196, fetch data time cost=1.27ms, fps=911 images/s, loss=0.3437, top1-acc=89.25%, top5-acc=99.35%, remaining_time=0:00:07.334808, arrival_time=2021-04-15 05:02:36.407484, cost_time=0:00:47.958421 2021-04-15 05:02:31,883 INFO : TRAIN, epoch=0103, iter=00180/00196, fetch data time cost=1.34ms, fps=911 images/s, loss=0.3451, top1-acc=89.21%, top5-acc=99.34%, remaining_time=0:00:04.512784, arrival_time=2021-04-15 05:02:36.395901, cost_time=0:00:50.768891 2021-04-15 05:02:34,690 INFO : TRAIN, epoch=0103, iter=00190/00196, fetch data time cost=1.01ms, fps=912 images/s, loss=0.3486, top1-acc=89.10%, top5-acc=99.33%, remaining_time=0:00:01.691880, arrival_time=2021-04-15 05:02:36.382362, cost_time=0:00:53.576246 2021-04-15 05:02:36,203 INFO : TRAIN, epoch=0103, iter=00196/00196, fetch data time cost=1.15ms, fps=899 images/s, loss=0.3509, top1-acc=89.08%, top5-acc=99.31%, remaining_time=0:00:00, arrival_time=2021-04-15 05:02:36.203047, cost_time=0:00:55.088827 2021-04-15 05:02:37,095 INFO : EVAL, epoch=0103, iter=00010/00040, fetch data time cost=1.17ms, fps=2872 images/s, loss=1.5945, top1-acc=62.42%, top5-acc=86.41%, remaining_time=0:00:02.673900, arrival_time=2021-04-15 05:02:39.769798, cost_time=0:00:00.891301 2021-04-15 05:02:37,869 INFO : EVAL, epoch=0103, iter=00020/00040, fetch data time cost=1.25ms, fps=3310 images/s, loss=1.5693, top1-acc=62.66%, top5-acc=87.13%, remaining_time=0:00:01.665080, arrival_time=2021-04-15 05:02:39.534760, cost_time=0:00:01.665080 2021-04-15 05:02:38,644 INFO : EVAL, epoch=0103, iter=00030/00040, fetch data time cost=1.26ms, fps=3305 images/s, loss=1.5596, top1-acc=62.80%, top5-acc=87.07%, remaining_time=0:00:00.813350, arrival_time=2021-04-15 05:02:39.457983, cost_time=0:00:02.440051 2021-04-15 05:02:39,353 INFO : EVAL, epoch=0103, iter=00040/00040, fetch data time cost=0.05ms, fps=3276 images/s, loss=1.5706, top1-acc=62.69%, top5-acc=87.10%, remaining_time=0:00:00, arrival_time=2021-04-15 05:02:39.353016, cost_time=0:00:03.148444 2021-04-15 05:02:39,712 INFO : Epoch=0103 complete, best val top1-acc=63.37%, top5-acc=87.79% (epoch=98), remaining_time=1:35:10.186979, arrival_time=2021-04-15 06:37:49.898973, cost_time=1:41:03.394401 2021-04-15 05:02:39,713 INFO : Train start, epoch=0104, lr=0.047645 2021-04-15 05:02:42,646 INFO : TRAIN, epoch=0104, iter=00010/00196, fetch data time cost=1.31ms, fps=873 images/s, loss=0.3502, top1-acc=88.95%, top5-acc=99.45%, remaining_time=0:00:54.554172, arrival_time=2021-04-15 05:03:37.200487, cost_time=0:00:02.933021 2021-04-15 05:02:45,453 INFO : TRAIN, epoch=0104, iter=00020/00196, fetch data time cost=1.23ms, fps=912 images/s, loss=0.3499, top1-acc=89.22%, top5-acc=99.51%, remaining_time=0:00:50.517104, arrival_time=2021-04-15 05:03:35.970994, cost_time=0:00:05.740572 2021-04-15 05:02:48,265 INFO : TRAIN, epoch=0104, iter=00030/00196, fetch data time cost=1.38ms, fps=911 images/s, loss=0.3388, top1-acc=89.36%, top5-acc=99.51%, remaining_time=0:00:47.323612, arrival_time=2021-04-15 05:03:35.589364, cost_time=0:00:08.552453 2021-04-15 05:02:51,075 INFO : TRAIN, epoch=0104, iter=00040/00196, fetch data time cost=1.32ms, fps=911 images/s, loss=0.3403, top1-acc=89.43%, top5-acc=99.40%, remaining_time=0:00:44.313672, arrival_time=2021-04-15 05:03:35.389431, cost_time=0:00:11.362463 2021-04-15 05:02:53,886 INFO : TRAIN, epoch=0104, iter=00050/00196, fetch data time cost=1.32ms, fps=911 images/s, loss=0.3388, top1-acc=89.58%, top5-acc=99.37%, remaining_time=0:00:41.384576, arrival_time=2021-04-15 05:03:35.270740, cost_time=0:00:14.172815 2021-04-15 05:02:56,698 INFO : TRAIN, epoch=0104, iter=00060/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.3369, top1-acc=89.58%, top5-acc=99.41%, remaining_time=0:00:38.500240, arrival_time=2021-04-15 05:03:35.198972, cost_time=0:00:16.985430 2021-04-15 05:02:59,515 INFO : TRAIN, epoch=0104, iter=00070/00196, fetch data time cost=1.51ms, fps=909 images/s, loss=0.3372, top1-acc=89.51%, top5-acc=99.40%, remaining_time=0:00:35.644770, arrival_time=2021-04-15 05:03:35.160717, cost_time=0:00:19.802640 2021-04-15 05:03:02,325 INFO : TRAIN, epoch=0104, iter=00080/00196, fetch data time cost=1.35ms, fps=911 images/s, loss=0.3375, top1-acc=89.57%, top5-acc=99.37%, remaining_time=0:00:32.787168, arrival_time=2021-04-15 05:03:35.112312, cost_time=0:00:22.611842 2021-04-15 05:03:05,142 INFO : TRAIN, epoch=0104, iter=00090/00196, fetch data time cost=1.35ms, fps=909 images/s, loss=0.3366, top1-acc=89.59%, top5-acc=99.38%, remaining_time=0:00:29.949982, arrival_time=2021-04-15 05:03:35.092511, cost_time=0:00:25.429227 2021-04-15 05:03:07,956 INFO : TRAIN, epoch=0104, iter=00100/00196, fetch data time cost=1.36ms, fps=910 images/s, loss=0.3368, top1-acc=89.55%, top5-acc=99.39%, remaining_time=0:00:27.113088, arrival_time=2021-04-15 05:03:35.069216, cost_time=0:00:28.242763 2021-04-15 05:03:10,767 INFO : TRAIN, epoch=0104, iter=00110/00196, fetch data time cost=1.33ms, fps=911 images/s, loss=0.3370, top1-acc=89.58%, top5-acc=99.40%, remaining_time=0:00:24.279004, arrival_time=2021-04-15 05:03:35.046865, cost_time=0:00:31.054507 2021-04-15 05:03:13,586 INFO : TRAIN, epoch=0104, iter=00120/00196, fetch data time cost=1.30ms, fps=908 images/s, loss=0.3370, top1-acc=89.59%, top5-acc=99.37%, remaining_time=0:00:21.453128, arrival_time=2021-04-15 05:03:35.039780, cost_time=0:00:33.873344 2021-04-15 05:03:16,399 INFO : TRAIN, epoch=0104, iter=00130/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=0.3382, top1-acc=89.54%, top5-acc=99.37%, remaining_time=0:00:18.625332, arrival_time=2021-04-15 05:03:35.024917, cost_time=0:00:36.686263 2021-04-15 05:03:19,210 INFO : TRAIN, epoch=0104, iter=00140/00196, fetch data time cost=1.32ms, fps=911 images/s, loss=0.3381, top1-acc=89.54%, top5-acc=99.35%, remaining_time=0:00:15.798888, arrival_time=2021-04-15 05:03:35.009386, cost_time=0:00:39.497200 2021-04-15 05:03:22,026 INFO : TRAIN, epoch=0104, iter=00150/00196, fetch data time cost=1.32ms, fps=909 images/s, loss=0.3390, top1-acc=89.50%, top5-acc=99.33%, remaining_time=0:00:12.975910, arrival_time=2021-04-15 05:03:35.001941, cost_time=0:00:42.312724 2021-04-15 05:03:24,834 INFO : TRAIN, epoch=0104, iter=00160/00196, fetch data time cost=1.33ms, fps=912 images/s, loss=0.3405, top1-acc=89.53%, top5-acc=99.32%, remaining_time=0:00:10.152252, arrival_time=2021-04-15 05:03:34.986729, cost_time=0:00:45.121175 2021-04-15 05:03:27,645 INFO : TRAIN, epoch=0104, iter=00170/00196, fetch data time cost=1.27ms, fps=911 images/s, loss=0.3434, top1-acc=89.42%, top5-acc=99.31%, remaining_time=0:00:07.330856, arrival_time=2021-04-15 05:03:34.976676, cost_time=0:00:47.932523 2021-04-15 05:03:30,462 INFO : TRAIN, epoch=0104, iter=00180/00196, fetch data time cost=1.48ms, fps=909 images/s, loss=0.3446, top1-acc=89.36%, top5-acc=99.30%, remaining_time=0:00:04.511024, arrival_time=2021-04-15 05:03:34.973419, cost_time=0:00:50.749083 2021-04-15 05:03:33,269 INFO : TRAIN, epoch=0104, iter=00190/00196, fetch data time cost=1.04ms, fps=912 images/s, loss=0.3474, top1-acc=89.27%, top5-acc=99.29%, remaining_time=0:00:01.691244, arrival_time=2021-04-15 05:03:34.960536, cost_time=0:00:53.556005 2021-04-15 05:03:34,783 INFO : TRAIN, epoch=0104, iter=00196/00196, fetch data time cost=1.04ms, fps=899 images/s, loss=0.3489, top1-acc=89.24%, top5-acc=99.29%, remaining_time=0:00:00, arrival_time=2021-04-15 05:03:34.783001, cost_time=0:00:55.069722 2021-04-15 05:03:35,668 INFO : EVAL, epoch=0104, iter=00010/00040, fetch data time cost=0.18ms, fps=2898 images/s, loss=1.7930, top1-acc=59.84%, top5-acc=85.51%, remaining_time=0:00:02.650470, arrival_time=2021-04-15 05:03:38.318519, cost_time=0:00:00.883490 2021-04-15 05:03:36,444 INFO : EVAL, epoch=0104, iter=00020/00040, fetch data time cost=1.35ms, fps=3297 images/s, loss=1.7818, top1-acc=59.73%, top5-acc=85.35%, remaining_time=0:00:01.660400, arrival_time=2021-04-15 05:03:38.105354, cost_time=0:00:01.660399 2021-04-15 05:03:37,218 INFO : EVAL, epoch=0104, iter=00030/00040, fetch data time cost=1.44ms, fps=3310 images/s, loss=1.7745, top1-acc=60.18%, top5-acc=85.26%, remaining_time=0:00:00.811360, arrival_time=2021-04-15 05:03:38.029989, cost_time=0:00:02.434082 2021-04-15 05:03:37,928 INFO : EVAL, epoch=0104, iter=00040/00040, fetch data time cost=0.06ms, fps=3269 images/s, loss=1.7550, top1-acc=60.36%, top5-acc=85.25%, remaining_time=0:00:00, arrival_time=2021-04-15 05:03:37.928689, cost_time=0:00:03.144157 2021-04-15 05:03:38,372 INFO : Epoch=0104 complete, best val top1-acc=63.37%, top5-acc=87.79% (epoch=98), remaining_time=1:34:11.127744, arrival_time=2021-04-15 06:37:49.500428, cost_time=1:42:02.055062 2021-04-15 05:03:38,374 INFO : Train start, epoch=0105, lr=0.046860 2021-04-15 05:03:41,296 INFO : TRAIN, epoch=0105, iter=00010/00196, fetch data time cost=1.36ms, fps=876 images/s, loss=0.3203, top1-acc=90.62%, top5-acc=99.41%, remaining_time=0:00:54.364638, arrival_time=2021-04-15 05:04:35.661561, cost_time=0:00:02.922828 2021-04-15 05:03:44,101 INFO : TRAIN, epoch=0105, iter=00020/00196, fetch data time cost=1.29ms, fps=913 images/s, loss=0.3073, top1-acc=90.70%, top5-acc=99.51%, remaining_time=0:00:50.398656, arrival_time=2021-04-15 05:04:34.499871, cost_time=0:00:05.727129 2021-04-15 05:03:46,905 INFO : TRAIN, epoch=0105, iter=00030/00196, fetch data time cost=1.39ms, fps=913 images/s, loss=0.3054, top1-acc=90.61%, top5-acc=99.60%, remaining_time=0:00:47.204424, arrival_time=2021-04-15 05:04:34.109423, cost_time=0:00:08.530913 2021-04-15 05:03:49,712 INFO : TRAIN, epoch=0105, iter=00040/00196, fetch data time cost=1.32ms, fps=912 images/s, loss=0.3060, top1-acc=90.60%, top5-acc=99.50%, remaining_time=0:00:44.218980, arrival_time=2021-04-15 05:04:33.931253, cost_time=0:00:11.338184 2021-04-15 05:03:52,525 INFO : TRAIN, epoch=0105, iter=00050/00196, fetch data time cost=1.34ms, fps=910 images/s, loss=0.3058, top1-acc=90.70%, top5-acc=99.49%, remaining_time=0:00:41.321358, arrival_time=2021-04-15 05:04:33.846590, cost_time=0:00:14.151132 2021-04-15 05:03:55,337 INFO : TRAIN, epoch=0105, iter=00060/00196, fetch data time cost=1.34ms, fps=910 images/s, loss=0.3073, top1-acc=90.55%, top5-acc=99.49%, remaining_time=0:00:38.450328, arrival_time=2021-04-15 05:04:33.787958, cost_time=0:00:16.963383 2021-04-15 05:03:58,152 INFO : TRAIN, epoch=0105, iter=00070/00196, fetch data time cost=1.36ms, fps=910 images/s, loss=0.3057, top1-acc=90.66%, top5-acc=99.49%, remaining_time=0:00:35.601552, arrival_time=2021-04-15 05:04:33.754319, cost_time=0:00:19.778664 2021-04-15 05:04:00,970 INFO : TRAIN, epoch=0105, iter=00080/00196, fetch data time cost=1.33ms, fps=909 images/s, loss=0.3091, top1-acc=90.47%, top5-acc=99.48%, remaining_time=0:00:32.763968, arrival_time=2021-04-15 05:04:33.733949, cost_time=0:00:22.595849 2021-04-15 05:04:03,784 INFO : TRAIN, epoch=0105, iter=00090/00196, fetch data time cost=1.63ms, fps=910 images/s, loss=0.3084, top1-acc=90.51%, top5-acc=99.48%, remaining_time=0:00:29.928040, arrival_time=2021-04-15 05:04:33.712761, cost_time=0:00:25.410624 2021-04-15 05:04:06,606 INFO : TRAIN, epoch=0105, iter=00100/00196, fetch data time cost=1.33ms, fps=907 images/s, loss=0.3087, top1-acc=90.48%, top5-acc=99.47%, remaining_time=0:00:27.102912, arrival_time=2021-04-15 05:04:33.709185, cost_time=0:00:28.232158 2021-04-15 05:04:09,423 INFO : TRAIN, epoch=0105, iter=00110/00196, fetch data time cost=1.39ms, fps=909 images/s, loss=0.3084, top1-acc=90.54%, top5-acc=99.47%, remaining_time=0:00:24.275220, arrival_time=2021-04-15 05:04:33.699021, cost_time=0:00:31.049661 2021-04-15 05:04:12,241 INFO : TRAIN, epoch=0105, iter=00120/00196, fetch data time cost=1.47ms, fps=909 images/s, loss=0.3117, top1-acc=90.47%, top5-acc=99.47%, remaining_time=0:00:21.449556, arrival_time=2021-04-15 05:04:33.691313, cost_time=0:00:33.867664 2021-04-15 05:04:15,056 INFO : TRAIN, epoch=0105, iter=00130/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.3144, top1-acc=90.35%, top5-acc=99.46%, remaining_time=0:00:18.623286, arrival_time=2021-04-15 05:04:33.679575, cost_time=0:00:36.682181 2021-04-15 05:04:17,872 INFO : TRAIN, epoch=0105, iter=00140/00196, fetch data time cost=1.39ms, fps=909 images/s, loss=0.3159, top1-acc=90.26%, top5-acc=99.46%, remaining_time=0:00:15.799392, arrival_time=2021-04-15 05:04:33.671932, cost_time=0:00:39.498432 2021-04-15 05:04:20,684 INFO : TRAIN, epoch=0105, iter=00150/00196, fetch data time cost=1.40ms, fps=911 images/s, loss=0.3189, top1-acc=90.14%, top5-acc=99.43%, remaining_time=0:00:12.975036, arrival_time=2021-04-15 05:04:33.659082, cost_time=0:00:42.309941 2021-04-15 05:04:23,502 INFO : TRAIN, epoch=0105, iter=00160/00196, fetch data time cost=1.40ms, fps=908 images/s, loss=0.3211, top1-acc=90.07%, top5-acc=99.41%, remaining_time=0:00:10.153872, arrival_time=2021-04-15 05:04:33.656347, cost_time=0:00:45.128375 2021-04-15 05:04:26,321 INFO : TRAIN, epoch=0105, iter=00170/00196, fetch data time cost=1.33ms, fps=908 images/s, loss=0.3224, top1-acc=90.02%, top5-acc=99.41%, remaining_time=0:00:07.333144, arrival_time=2021-04-15 05:04:33.654709, cost_time=0:00:47.947469 2021-04-15 05:04:29,133 INFO : TRAIN, epoch=0105, iter=00180/00196, fetch data time cost=1.40ms, fps=910 images/s, loss=0.3255, top1-acc=89.91%, top5-acc=99.39%, remaining_time=0:00:04.511968, arrival_time=2021-04-15 05:04:33.645714, cost_time=0:00:50.759644 2021-04-15 05:04:31,948 INFO : TRAIN, epoch=0105, iter=00190/00196, fetch data time cost=1.21ms, fps=910 images/s, loss=0.3293, top1-acc=89.78%, top5-acc=99.38%, remaining_time=0:00:01.691820, arrival_time=2021-04-15 05:04:33.640296, cost_time=0:00:53.574379 2021-04-15 05:04:33,463 INFO : TRAIN, epoch=0105, iter=00196/00196, fetch data time cost=1.13ms, fps=898 images/s, loss=0.3305, top1-acc=89.74%, top5-acc=99.37%, remaining_time=0:00:00, arrival_time=2021-04-15 05:04:33.462965, cost_time=0:00:55.088868 2021-04-15 05:04:34,348 INFO : EVAL, epoch=0105, iter=00010/00040, fetch data time cost=0.19ms, fps=2897 images/s, loss=1.6014, top1-acc=60.90%, top5-acc=87.66%, remaining_time=0:00:02.651340, arrival_time=2021-04-15 05:04:36.999734, cost_time=0:00:00.883775 2021-04-15 05:04:35,124 INFO : EVAL, epoch=0105, iter=00020/00040, fetch data time cost=1.26ms, fps=3299 images/s, loss=1.5630, top1-acc=61.66%, top5-acc=88.14%, remaining_time=0:00:01.660240, arrival_time=2021-04-15 05:04:36.785166, cost_time=0:00:01.660247 2021-04-15 05:04:35,900 INFO : EVAL, epoch=0105, iter=00030/00040, fetch data time cost=1.20ms, fps=3304 images/s, loss=1.5546, top1-acc=62.29%, top5-acc=88.06%, remaining_time=0:00:00.811810, arrival_time=2021-04-15 05:04:36.711846, cost_time=0:00:02.435425 2021-04-15 05:04:36,608 INFO : EVAL, epoch=0105, iter=00040/00040, fetch data time cost=0.06ms, fps=3277 images/s, loss=1.5217, top1-acc=62.96%, top5-acc=88.29%, remaining_time=0:00:00, arrival_time=2021-04-15 05:04:36.608246, cost_time=0:00:03.143660 2021-04-15 05:04:37,043 INFO : Epoch=0105 complete, best val top1-acc=63.37%, top5-acc=87.79% (epoch=98), remaining_time=1:33:12.084940, arrival_time=2021-04-15 06:37:49.127946, cost_time=1:43:00.725409 2021-04-15 05:04:37,044 INFO : Train start, epoch=0106, lr=0.046077 2021-04-15 05:04:40,033 INFO : TRAIN, epoch=0106, iter=00010/00196, fetch data time cost=1.28ms, fps=856 images/s, loss=0.3358, top1-acc=89.57%, top5-acc=99.45%, remaining_time=0:00:55.604700, arrival_time=2021-04-15 05:05:35.638552, cost_time=0:00:02.989499 2021-04-15 05:04:42,846 INFO : TRAIN, epoch=0106, iter=00020/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=0.3319, top1-acc=89.77%, top5-acc=99.39%, remaining_time=0:00:51.059712, arrival_time=2021-04-15 05:05:33.906304, cost_time=0:00:05.802245 2021-04-15 05:04:45,664 INFO : TRAIN, epoch=0106, iter=00030/00196, fetch data time cost=1.38ms, fps=909 images/s, loss=0.3265, top1-acc=90.08%, top5-acc=99.39%, remaining_time=0:00:47.698440, arrival_time=2021-04-15 05:05:33.363036, cost_time=0:00:08.620202 2021-04-15 05:04:48,473 INFO : TRAIN, epoch=0106, iter=00040/00196, fetch data time cost=1.38ms, fps=912 images/s, loss=0.3204, top1-acc=90.17%, top5-acc=99.42%, remaining_time=0:00:44.573880, arrival_time=2021-04-15 05:05:33.047435, cost_time=0:00:11.429212 2021-04-15 05:04:51,291 INFO : TRAIN, epoch=0106, iter=00050/00196, fetch data time cost=1.29ms, fps=909 images/s, loss=0.3167, top1-acc=90.27%, top5-acc=99.46%, remaining_time=0:00:41.601824, arrival_time=2021-04-15 05:05:32.893379, cost_time=0:00:14.247191 2021-04-15 05:04:54,110 INFO : TRAIN, epoch=0106, iter=00060/00196, fetch data time cost=1.38ms, fps=908 images/s, loss=0.3175, top1-acc=90.21%, top5-acc=99.42%, remaining_time=0:00:38.683160, arrival_time=2021-04-15 05:05:32.793624, cost_time=0:00:17.066118 2021-04-15 05:04:56,920 INFO : TRAIN, epoch=0106, iter=00070/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.3181, top1-acc=90.18%, top5-acc=99.43%, remaining_time=0:00:35.776566, arrival_time=2021-04-15 05:05:32.696793, cost_time=0:00:19.875880 2021-04-15 05:04:59,734 INFO : TRAIN, epoch=0106, iter=00080/00196, fetch data time cost=1.36ms, fps=910 images/s, loss=0.3172, top1-acc=90.22%, top5-acc=99.43%, remaining_time=0:00:32.900964, arrival_time=2021-04-15 05:05:32.635601, cost_time=0:00:22.690289 2021-04-15 05:05:02,555 INFO : TRAIN, epoch=0106, iter=00090/00196, fetch data time cost=1.34ms, fps=908 images/s, loss=0.3197, top1-acc=90.13%, top5-acc=99.41%, remaining_time=0:00:30.046760, arrival_time=2021-04-15 05:05:32.602478, cost_time=0:00:25.511369 2021-04-15 05:05:05,370 INFO : TRAIN, epoch=0106, iter=00100/00196, fetch data time cost=1.32ms, fps=909 images/s, loss=0.3208, top1-acc=90.12%, top5-acc=99.41%, remaining_time=0:00:27.193536, arrival_time=2021-04-15 05:05:32.564452, cost_time=0:00:28.326565 2021-04-15 05:05:08,187 INFO : TRAIN, epoch=0106, iter=00110/00196, fetch data time cost=1.30ms, fps=909 images/s, loss=0.3220, top1-acc=90.10%, top5-acc=99.40%, remaining_time=0:00:24.348578, arrival_time=2021-04-15 05:05:32.536445, cost_time=0:00:31.143514 2021-04-15 05:05:10,999 INFO : TRAIN, epoch=0106, iter=00120/00196, fetch data time cost=1.39ms, fps=911 images/s, loss=0.3229, top1-acc=90.12%, top5-acc=99.38%, remaining_time=0:00:21.504580, arrival_time=2021-04-15 05:05:32.503578, cost_time=0:00:33.954655 2021-04-15 05:05:13,815 INFO : TRAIN, epoch=0106, iter=00130/00196, fetch data time cost=1.33ms, fps=909 images/s, loss=0.3253, top1-acc=90.05%, top5-acc=99.38%, remaining_time=0:00:18.668628, arrival_time=2021-04-15 05:05:32.484495, cost_time=0:00:36.771515 2021-04-15 05:05:16,635 INFO : TRAIN, epoch=0106, iter=00140/00196, fetch data time cost=1.37ms, fps=908 images/s, loss=0.3258, top1-acc=90.00%, top5-acc=99.38%, remaining_time=0:00:15.836464, arrival_time=2021-04-15 05:05:32.471982, cost_time=0:00:39.591173 2021-04-15 05:05:19,442 INFO : TRAIN, epoch=0106, iter=00150/00196, fetch data time cost=1.45ms, fps=912 images/s, loss=0.3284, top1-acc=89.92%, top5-acc=99.36%, remaining_time=0:00:13.002038, arrival_time=2021-04-15 05:05:32.444367, cost_time=0:00:42.397981 2021-04-15 05:05:22,253 INFO : TRAIN, epoch=0106, iter=00160/00196, fetch data time cost=1.39ms, fps=911 images/s, loss=0.3304, top1-acc=89.85%, top5-acc=99.36%, remaining_time=0:00:10.172124, arrival_time=2021-04-15 05:05:32.425847, cost_time=0:00:45.209371 2021-04-15 05:05:25,065 INFO : TRAIN, epoch=0106, iter=00170/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.3312, top1-acc=89.77%, top5-acc=99.36%, remaining_time=0:00:07.344428, arrival_time=2021-04-15 05:05:32.410021, cost_time=0:00:48.021187 2021-04-15 05:05:27,878 INFO : TRAIN, epoch=0106, iter=00180/00196, fetch data time cost=1.26ms, fps=910 images/s, loss=0.3330, top1-acc=89.67%, top5-acc=99.36%, remaining_time=0:00:04.518608, arrival_time=2021-04-15 05:05:32.397241, cost_time=0:00:50.834282 2021-04-15 05:05:30,694 INFO : TRAIN, epoch=0106, iter=00190/00196, fetch data time cost=1.24ms, fps=909 images/s, loss=0.3356, top1-acc=89.59%, top5-acc=99.35%, remaining_time=0:00:01.694214, arrival_time=2021-04-15 05:05:32.388757, cost_time=0:00:53.650188 2021-04-15 05:05:32,203 INFO : TRAIN, epoch=0106, iter=00196/00196, fetch data time cost=1.16ms, fps=902 images/s, loss=0.3358, top1-acc=89.57%, top5-acc=99.35%, remaining_time=0:00:00, arrival_time=2021-04-15 05:05:32.203208, cost_time=0:00:55.158869 2021-04-15 05:05:33,094 INFO : EVAL, epoch=0106, iter=00010/00040, fetch data time cost=1.16ms, fps=2877 images/s, loss=1.5645, top1-acc=62.70%, top5-acc=88.09%, remaining_time=0:00:02.669220, arrival_time=2021-04-15 05:05:35.763837, cost_time=0:00:00.889736 2021-04-15 05:05:33,871 INFO : EVAL, epoch=0106, iter=00020/00040, fetch data time cost=1.36ms, fps=3295 images/s, loss=1.5439, top1-acc=63.65%, top5-acc=87.71%, remaining_time=0:00:01.666920, arrival_time=2021-04-15 05:05:35.538780, cost_time=0:00:01.666929 2021-04-15 05:05:34,648 INFO : EVAL, epoch=0106, iter=00030/00040, fetch data time cost=1.30ms, fps=3298 images/s, loss=1.5615, top1-acc=63.10%, top5-acc=87.59%, remaining_time=0:00:00.814560, arrival_time=2021-04-15 05:05:35.463124, cost_time=0:00:02.443690 2021-04-15 05:05:35,364 INFO : EVAL, epoch=0106, iter=00040/00040, fetch data time cost=0.05ms, fps=3243 images/s, loss=1.5517, top1-acc=63.18%, top5-acc=87.83%, remaining_time=0:00:00, arrival_time=2021-04-15 05:05:35.364358, cost_time=0:00:03.159463 2021-04-15 05:05:35,760 INFO : Epoch=0106 complete, best val top1-acc=63.37%, top5-acc=87.79% (epoch=98), remaining_time=1:32:13.091168, arrival_time=2021-04-15 06:37:48.851988, cost_time=1:43:59.443218 2021-04-15 05:05:35,762 INFO : Train start, epoch=0107, lr=0.045295 2021-04-15 05:05:38,751 INFO : TRAIN, epoch=0107, iter=00010/00196, fetch data time cost=1.58ms, fps=856 images/s, loss=0.3282, top1-acc=90.16%, top5-acc=99.57%, remaining_time=0:00:55.594284, arrival_time=2021-04-15 05:06:34.345404, cost_time=0:00:02.988936 2021-04-15 05:05:41,565 INFO : TRAIN, epoch=0107, iter=00020/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=0.3171, top1-acc=90.16%, top5-acc=99.59%, remaining_time=0:00:51.069216, arrival_time=2021-04-15 05:06:32.634676, cost_time=0:00:05.803315 2021-04-15 05:05:44,384 INFO : TRAIN, epoch=0107, iter=00030/00196, fetch data time cost=1.37ms, fps=908 images/s, loss=0.3098, top1-acc=90.51%, top5-acc=99.52%, remaining_time=0:00:47.711222, arrival_time=2021-04-15 05:06:32.095900, cost_time=0:00:08.622524 2021-04-15 05:05:47,199 INFO : TRAIN, epoch=0107, iter=00040/00196, fetch data time cost=1.33ms, fps=909 images/s, loss=0.3022, top1-acc=90.85%, top5-acc=99.49%, remaining_time=0:00:44.607108, arrival_time=2021-04-15 05:06:31.807000, cost_time=0:00:11.437735 2021-04-15 05:05:50,016 INFO : TRAIN, epoch=0107, iter=00050/00196, fetch data time cost=1.30ms, fps=909 images/s, loss=0.2971, top1-acc=90.97%, top5-acc=99.51%, remaining_time=0:00:41.623724, arrival_time=2021-04-15 05:06:31.640561, cost_time=0:00:14.254691 2021-04-15 05:05:52,826 INFO : TRAIN, epoch=0107, iter=00060/00196, fetch data time cost=1.28ms, fps=911 images/s, loss=0.2954, top1-acc=91.00%, top5-acc=99.50%, remaining_time=0:00:38.679896, arrival_time=2021-04-15 05:06:31.506719, cost_time=0:00:17.064679 2021-04-15 05:05:55,633 INFO : TRAIN, epoch=0107, iter=00070/00196, fetch data time cost=1.29ms, fps=912 images/s, loss=0.2958, top1-acc=91.00%, top5-acc=99.49%, remaining_time=0:00:35.767998, arrival_time=2021-04-15 05:06:31.401287, cost_time=0:00:19.871144 2021-04-15 05:05:58,438 INFO : TRAIN, epoch=0107, iter=00080/00196, fetch data time cost=1.40ms, fps=913 images/s, loss=0.2962, top1-acc=91.00%, top5-acc=99.50%, remaining_time=0:00:32.880780, arrival_time=2021-04-15 05:06:31.319342, cost_time=0:00:22.676418 2021-04-15 05:06:01,241 INFO : TRAIN, epoch=0107, iter=00090/00196, fetch data time cost=1.25ms, fps=913 images/s, loss=0.2950, top1-acc=91.02%, top5-acc=99.52%, remaining_time=0:00:30.009236, arrival_time=2021-04-15 05:06:31.250959, cost_time=0:00:25.479584 2021-04-15 05:06:04,049 INFO : TRAIN, epoch=0107, iter=00100/00196, fetch data time cost=1.29ms, fps=912 images/s, loss=0.2948, top1-acc=91.00%, top5-acc=99.54%, remaining_time=0:00:27.155904, arrival_time=2021-04-15 05:06:31.205513, cost_time=0:00:28.287436 2021-04-15 05:06:06,867 INFO : TRAIN, epoch=0107, iter=00110/00196, fetch data time cost=1.28ms, fps=909 images/s, loss=0.2977, top1-acc=90.92%, top5-acc=99.53%, remaining_time=0:00:24.318736, arrival_time=2021-04-15 05:06:31.186239, cost_time=0:00:31.105352 2021-04-15 05:06:09,676 INFO : TRAIN, epoch=0107, iter=00120/00196, fetch data time cost=1.33ms, fps=912 images/s, loss=0.3004, top1-acc=90.83%, top5-acc=99.52%, remaining_time=0:00:21.478892, arrival_time=2021-04-15 05:06:31.155056, cost_time=0:00:33.914023 2021-04-15 05:06:12,486 INFO : TRAIN, epoch=0107, iter=00130/00196, fetch data time cost=1.26ms, fps=911 images/s, loss=0.3026, top1-acc=90.75%, top5-acc=99.50%, remaining_time=0:00:18.644670, arrival_time=2021-04-15 05:06:31.131131, cost_time=0:00:36.724324 2021-04-15 05:06:15,293 INFO : TRAIN, epoch=0107, iter=00140/00196, fetch data time cost=1.24ms, fps=912 images/s, loss=0.3063, top1-acc=90.64%, top5-acc=99.47%, remaining_time=0:00:15.812664, arrival_time=2021-04-15 05:06:31.106564, cost_time=0:00:39.531643 2021-04-15 05:06:18,109 INFO : TRAIN, epoch=0107, iter=00150/00196, fetch data time cost=1.37ms, fps=909 images/s, loss=0.3114, top1-acc=90.47%, top5-acc=99.45%, remaining_time=0:00:12.986444, arrival_time=2021-04-15 05:06:31.095694, cost_time=0:00:42.347111 2021-04-15 05:06:20,923 INFO : TRAIN, epoch=0107, iter=00160/00196, fetch data time cost=1.36ms, fps=910 images/s, loss=0.3159, top1-acc=90.35%, top5-acc=99.44%, remaining_time=0:00:10.161324, arrival_time=2021-04-15 05:06:31.085002, cost_time=0:00:45.161500 2021-04-15 05:06:23,736 INFO : TRAIN, epoch=0107, iter=00170/00196, fetch data time cost=1.47ms, fps=910 images/s, loss=0.3155, top1-acc=90.35%, top5-acc=99.45%, remaining_time=0:00:07.337278, arrival_time=2021-04-15 05:06:31.073921, cost_time=0:00:47.974495 2021-04-15 05:06:26,549 INFO : TRAIN, epoch=0107, iter=00180/00196, fetch data time cost=1.49ms, fps=910 images/s, loss=0.3166, top1-acc=90.31%, top5-acc=99.46%, remaining_time=0:00:04.514464, arrival_time=2021-04-15 05:06:31.064340, cost_time=0:00:50.787719 2021-04-15 05:06:29,362 INFO : TRAIN, epoch=0107, iter=00190/00196, fetch data time cost=1.01ms, fps=910 images/s, loss=0.3184, top1-acc=90.25%, top5-acc=99.45%, remaining_time=0:00:01.692642, arrival_time=2021-04-15 05:06:31.055103, cost_time=0:00:53.600315 2021-04-15 05:06:30,871 INFO : TRAIN, epoch=0107, iter=00196/00196, fetch data time cost=1.01ms, fps=901 images/s, loss=0.3211, top1-acc=90.16%, top5-acc=99.44%, remaining_time=0:00:00, arrival_time=2021-04-15 05:06:30.871796, cost_time=0:00:55.109652 2021-04-15 05:06:31,782 INFO : EVAL, epoch=0107, iter=00010/00040, fetch data time cost=1.29ms, fps=2817 images/s, loss=1.6131, top1-acc=62.11%, top5-acc=87.30%, remaining_time=0:00:02.726250, arrival_time=2021-04-15 05:06:34.508800, cost_time=0:00:00.908749 2021-04-15 05:06:32,556 INFO : EVAL, epoch=0107, iter=00020/00040, fetch data time cost=1.52ms, fps=3307 images/s, loss=1.5622, top1-acc=63.12%, top5-acc=87.50%, remaining_time=0:00:01.683160, arrival_time=2021-04-15 05:06:34.240087, cost_time=0:00:01.683151 2021-04-15 05:06:33,331 INFO : EVAL, epoch=0107, iter=00030/00040, fetch data time cost=1.17ms, fps=3307 images/s, loss=1.5394, top1-acc=63.35%, top5-acc=87.73%, remaining_time=0:00:00.819210, arrival_time=2021-04-15 05:06:34.150606, cost_time=0:00:02.457625 2021-04-15 05:06:34,039 INFO : EVAL, epoch=0107, iter=00040/00040, fetch data time cost=0.05ms, fps=3278 images/s, loss=1.5521, top1-acc=63.50%, top5-acc=87.82%, remaining_time=0:00:00, arrival_time=2021-04-15 05:06:34.039363, cost_time=0:00:03.165608 2021-04-15 05:06:34,896 INFO : Epoch=0107 complete, best val top1-acc=63.50%, top5-acc=87.82% (epoch=107), remaining_time=1:31:14.466111, arrival_time=2021-04-15 06:37:49.363008, cost_time=1:44:58.579289 2021-04-15 05:06:34,898 INFO : Train start, epoch=0108, lr=0.044513 2021-04-15 05:06:37,838 INFO : TRAIN, epoch=0108, iter=00010/00196, fetch data time cost=1.33ms, fps=871 images/s, loss=0.3095, top1-acc=90.82%, top5-acc=99.41%, remaining_time=0:00:54.679908, arrival_time=2021-04-15 05:07:32.518190, cost_time=0:00:02.939783 2021-04-15 05:06:40,648 INFO : TRAIN, epoch=0108, iter=00020/00196, fetch data time cost=1.33ms, fps=911 images/s, loss=0.3096, top1-acc=90.64%, top5-acc=99.51%, remaining_time=0:00:50.602992, arrival_time=2021-04-15 05:07:31.251834, cost_time=0:00:05.750342 2021-04-15 05:06:43,459 INFO : TRAIN, epoch=0108, iter=00030/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.3055, top1-acc=90.68%, top5-acc=99.54%, remaining_time=0:00:47.372416, arrival_time=2021-04-15 05:07:30.832210, cost_time=0:00:08.561290 2021-04-15 05:06:46,272 INFO : TRAIN, epoch=0108, iter=00040/00196, fetch data time cost=1.42ms, fps=910 images/s, loss=0.3037, top1-acc=90.76%, top5-acc=99.53%, remaining_time=0:00:44.359536, arrival_time=2021-04-15 05:07:30.632277, cost_time=0:00:11.374236 2021-04-15 05:06:49,084 INFO : TRAIN, epoch=0108, iter=00050/00196, fetch data time cost=1.34ms, fps=911 images/s, loss=0.3028, top1-acc=90.79%, top5-acc=99.54%, remaining_time=0:00:41.421806, arrival_time=2021-04-15 05:07:30.505884, cost_time=0:00:14.185533 2021-04-15 05:06:51,900 INFO : TRAIN, epoch=0108, iter=00060/00196, fetch data time cost=1.42ms, fps=909 images/s, loss=0.2985, top1-acc=90.99%, top5-acc=99.58%, remaining_time=0:00:38.537640, arrival_time=2021-04-15 05:07:30.438038, cost_time=0:00:17.001889 2021-04-15 05:06:54,721 INFO : TRAIN, epoch=0108, iter=00070/00196, fetch data time cost=1.69ms, fps=907 images/s, loss=0.2968, top1-acc=90.99%, top5-acc=99.57%, remaining_time=0:00:35.682066, arrival_time=2021-04-15 05:07:30.403937, cost_time=0:00:19.823366 2021-04-15 05:06:57,540 INFO : TRAIN, epoch=0108, iter=00080/00196, fetch data time cost=1.39ms, fps=909 images/s, loss=0.2928, top1-acc=91.08%, top5-acc=99.57%, remaining_time=0:00:32.830204, arrival_time=2021-04-15 05:07:30.370222, cost_time=0:00:22.641521 2021-04-15 05:07:00,356 INFO : TRAIN, epoch=0108, iter=00090/00196, fetch data time cost=1.33ms, fps=909 images/s, loss=0.2924, top1-acc=91.07%, top5-acc=99.57%, remaining_time=0:00:29.983690, arrival_time=2021-04-15 05:07:30.340063, cost_time=0:00:25.457865 2021-04-15 05:07:03,167 INFO : TRAIN, epoch=0108, iter=00100/00196, fetch data time cost=1.57ms, fps=911 images/s, loss=0.2927, top1-acc=91.03%, top5-acc=99.58%, remaining_time=0:00:27.138432, arrival_time=2021-04-15 05:07:30.306274, cost_time=0:00:28.269190 2021-04-15 05:07:05,983 INFO : TRAIN, epoch=0108, iter=00110/00196, fetch data time cost=1.35ms, fps=909 images/s, loss=0.2948, top1-acc=90.91%, top5-acc=99.56%, remaining_time=0:00:24.303170, arrival_time=2021-04-15 05:07:30.287115, cost_time=0:00:31.085447 2021-04-15 05:07:08,801 INFO : TRAIN, epoch=0108, iter=00120/00196, fetch data time cost=1.30ms, fps=909 images/s, loss=0.2967, top1-acc=90.89%, top5-acc=99.54%, remaining_time=0:00:21.471672, arrival_time=2021-04-15 05:07:30.272866, cost_time=0:00:33.902658 2021-04-15 05:07:11,619 INFO : TRAIN, epoch=0108, iter=00130/00196, fetch data time cost=1.38ms, fps=909 images/s, loss=0.2969, top1-acc=90.87%, top5-acc=99.55%, remaining_time=0:00:18.642690, arrival_time=2021-04-15 05:07:30.261698, cost_time=0:00:36.720502 2021-04-15 05:07:14,440 INFO : TRAIN, epoch=0108, iter=00140/00196, fetch data time cost=1.29ms, fps=907 images/s, loss=0.3000, top1-acc=90.72%, top5-acc=99.54%, remaining_time=0:00:15.816864, arrival_time=2021-04-15 05:07:30.257502, cost_time=0:00:39.542153 2021-04-15 05:07:17,255 INFO : TRAIN, epoch=0108, iter=00150/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.3024, top1-acc=90.64%, top5-acc=99.54%, remaining_time=0:00:12.989342, arrival_time=2021-04-15 05:07:30.244455, cost_time=0:00:42.356609 2021-04-15 05:07:20,067 INFO : TRAIN, epoch=0108, iter=00160/00196, fetch data time cost=1.40ms, fps=910 images/s, loss=0.3036, top1-acc=90.60%, top5-acc=99.54%, remaining_time=0:00:10.162944, arrival_time=2021-04-15 05:07:30.230171, cost_time=0:00:45.168710 2021-04-15 05:07:22,884 INFO : TRAIN, epoch=0108, iter=00170/00196, fetch data time cost=1.39ms, fps=909 images/s, loss=0.3076, top1-acc=90.47%, top5-acc=99.51%, remaining_time=0:00:07.339046, arrival_time=2021-04-15 05:07:30.223586, cost_time=0:00:47.986028 2021-04-15 05:07:25,694 INFO : TRAIN, epoch=0108, iter=00180/00196, fetch data time cost=1.33ms, fps=911 images/s, loss=0.3101, top1-acc=90.38%, top5-acc=99.49%, remaining_time=0:00:04.515232, arrival_time=2021-04-15 05:07:30.210086, cost_time=0:00:50.796351 2021-04-15 05:07:28,510 INFO : TRAIN, epoch=0108, iter=00190/00196, fetch data time cost=1.19ms, fps=909 images/s, loss=0.3129, top1-acc=90.30%, top5-acc=99.47%, remaining_time=0:00:01.693002, arrival_time=2021-04-15 05:07:30.203145, cost_time=0:00:53.611645 2021-04-15 05:07:30,025 INFO : TRAIN, epoch=0108, iter=00196/00196, fetch data time cost=1.24ms, fps=898 images/s, loss=0.3146, top1-acc=90.25%, top5-acc=99.47%, remaining_time=0:00:00, arrival_time=2021-04-15 05:07:30.025418, cost_time=0:00:55.126934 2021-04-15 05:07:30,910 INFO : EVAL, epoch=0108, iter=00010/00040, fetch data time cost=0.20ms, fps=2898 images/s, loss=1.5322, top1-acc=63.52%, top5-acc=87.93%, remaining_time=0:00:02.650500, arrival_time=2021-04-15 05:07:33.560977, cost_time=0:00:00.883505 2021-04-15 05:07:31,687 INFO : EVAL, epoch=0108, iter=00020/00040, fetch data time cost=1.18ms, fps=3297 images/s, loss=1.4758, top1-acc=64.18%, top5-acc=88.69%, remaining_time=0:00:01.660200, arrival_time=2021-04-15 05:07:33.347368, cost_time=0:00:01.660194 2021-04-15 05:07:32,462 INFO : EVAL, epoch=0108, iter=00030/00040, fetch data time cost=1.32ms, fps=3301 images/s, loss=1.4850, top1-acc=64.08%, top5-acc=88.41%, remaining_time=0:00:00.811990, arrival_time=2021-04-15 05:07:33.274941, cost_time=0:00:02.435977 2021-04-15 05:07:33,172 INFO : EVAL, epoch=0108, iter=00040/00040, fetch data time cost=0.07ms, fps=3272 images/s, loss=1.4832, top1-acc=64.00%, top5-acc=88.35%, remaining_time=0:00:00, arrival_time=2021-04-15 05:07:33.172352, cost_time=0:00:03.145389 2021-04-15 05:07:34,053 INFO : Epoch=0108 complete, best val top1-acc=64.00%, top5-acc=88.35% (epoch=108), remaining_time=1:30:15.849100, arrival_time=2021-04-15 06:37:49.902602, cost_time=1:45:57.735885 2021-04-15 05:07:34,055 INFO : Train start, epoch=0109, lr=0.043733 2021-04-15 05:07:37,024 INFO : TRAIN, epoch=0109, iter=00010/00196, fetch data time cost=1.50ms, fps=862 images/s, loss=0.3181, top1-acc=90.55%, top5-acc=99.26%, remaining_time=0:00:55.218564, arrival_time=2021-04-15 05:08:32.242690, cost_time=0:00:02.968741 2021-04-15 05:07:39,838 INFO : TRAIN, epoch=0109, iter=00020/00196, fetch data time cost=1.36ms, fps=910 images/s, loss=0.3062, top1-acc=90.84%, top5-acc=99.45%, remaining_time=0:00:50.891104, arrival_time=2021-04-15 05:08:30.729564, cost_time=0:00:05.783080 2021-04-15 05:07:42,657 INFO : TRAIN, epoch=0109, iter=00030/00196, fetch data time cost=1.61ms, fps=908 images/s, loss=0.2969, top1-acc=90.94%, top5-acc=99.54%, remaining_time=0:00:47.598840, arrival_time=2021-04-15 05:08:30.256420, cost_time=0:00:08.602199 2021-04-15 05:07:45,474 INFO : TRAIN, epoch=0109, iter=00040/00196, fetch data time cost=1.33ms, fps=909 images/s, loss=0.2959, top1-acc=90.90%, top5-acc=99.55%, remaining_time=0:00:44.534100, arrival_time=2021-04-15 05:08:30.008458, cost_time=0:00:11.418983 2021-04-15 05:07:48,286 INFO : TRAIN, epoch=0109, iter=00050/00196, fetch data time cost=1.39ms, fps=910 images/s, loss=0.2964, top1-acc=90.89%, top5-acc=99.55%, remaining_time=0:00:41.554666, arrival_time=2021-04-15 05:08:29.841072, cost_time=0:00:14.231034 2021-04-15 05:07:51,102 INFO : TRAIN, epoch=0109, iter=00060/00196, fetch data time cost=1.29ms, fps=909 images/s, loss=0.2969, top1-acc=90.76%, top5-acc=99.53%, remaining_time=0:00:38.639912, arrival_time=2021-04-15 05:08:29.742290, cost_time=0:00:17.047003 2021-04-15 05:07:53,913 INFO : TRAIN, epoch=0109, iter=00070/00196, fetch data time cost=1.43ms, fps=911 images/s, loss=0.2987, top1-acc=90.63%, top5-acc=99.54%, remaining_time=0:00:35.745066, arrival_time=2021-04-15 05:08:29.658845, cost_time=0:00:19.858402 2021-04-15 05:07:56,725 INFO : TRAIN, epoch=0109, iter=00080/00196, fetch data time cost=1.69ms, fps=911 images/s, loss=0.3001, top1-acc=90.64%, top5-acc=99.53%, remaining_time=0:00:32.871152, arrival_time=2021-04-15 05:08:29.596322, cost_time=0:00:22.669787 2021-04-15 05:07:59,539 INFO : TRAIN, epoch=0109, iter=00090/00196, fetch data time cost=1.38ms, fps=910 images/s, loss=0.2988, top1-acc=90.67%, top5-acc=99.54%, remaining_time=0:00:30.014854, arrival_time=2021-04-15 05:08:29.554618, cost_time=0:00:25.484326 2021-04-15 05:08:02,350 INFO : TRAIN, epoch=0109, iter=00100/00196, fetch data time cost=1.42ms, fps=911 images/s, loss=0.2998, top1-acc=90.59%, top5-acc=99.54%, remaining_time=0:00:27.163104, arrival_time=2021-04-15 05:08:29.513425, cost_time=0:00:28.294947 2021-04-15 05:08:05,165 INFO : TRAIN, epoch=0109, iter=00110/00196, fetch data time cost=1.35ms, fps=909 images/s, loss=0.2991, top1-acc=90.65%, top5-acc=99.54%, remaining_time=0:00:24.322434, arrival_time=2021-04-15 05:08:29.487910, cost_time=0:00:31.110073 2021-04-15 05:08:07,980 INFO : TRAIN, epoch=0109, iter=00120/00196, fetch data time cost=1.49ms, fps=910 images/s, loss=0.2990, top1-acc=90.64%, top5-acc=99.53%, remaining_time=0:00:21.485884, arrival_time=2021-04-15 05:08:29.466314, cost_time=0:00:33.925048 2021-04-15 05:08:10,787 INFO : TRAIN, epoch=0109, iter=00130/00196, fetch data time cost=1.39ms, fps=912 images/s, loss=0.3028, top1-acc=90.54%, top5-acc=99.52%, remaining_time=0:00:18.648498, arrival_time=2021-04-15 05:08:29.435811, cost_time=0:00:36.731947 2021-04-15 05:08:13,592 INFO : TRAIN, epoch=0109, iter=00140/00196, fetch data time cost=1.36ms, fps=913 images/s, loss=0.3054, top1-acc=90.42%, top5-acc=99.49%, remaining_time=0:00:15.814904, arrival_time=2021-04-15 05:08:29.407604, cost_time=0:00:39.537327 2021-04-15 05:08:16,399 INFO : TRAIN, epoch=0109, iter=00150/00196, fetch data time cost=1.29ms, fps=912 images/s, loss=0.3089, top1-acc=90.33%, top5-acc=99.45%, remaining_time=0:00:12.985662, arrival_time=2021-04-15 05:08:29.385585, cost_time=0:00:42.344557 2021-04-15 05:08:19,204 INFO : TRAIN, epoch=0109, iter=00160/00196, fetch data time cost=1.35ms, fps=913 images/s, loss=0.3116, top1-acc=90.28%, top5-acc=99.44%, remaining_time=0:00:10.158444, arrival_time=2021-04-15 05:08:29.362451, cost_time=0:00:45.148639 2021-04-15 05:08:22,018 INFO : TRAIN, epoch=0109, iter=00170/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.3132, top1-acc=90.26%, top5-acc=99.43%, remaining_time=0:00:07.335536, arrival_time=2021-04-15 05:08:29.353997, cost_time=0:00:47.963092 2021-04-15 05:08:24,834 INFO : TRAIN, epoch=0109, iter=00180/00196, fetch data time cost=1.40ms, fps=909 images/s, loss=0.3145, top1-acc=90.25%, top5-acc=99.42%, remaining_time=0:00:04.513728, arrival_time=2021-04-15 05:08:29.348588, cost_time=0:00:50.779480 2021-04-15 05:08:27,647 INFO : TRAIN, epoch=0109, iter=00190/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.3158, top1-acc=90.22%, top5-acc=99.40%, remaining_time=0:00:01.692378, arrival_time=2021-04-15 05:08:29.339706, cost_time=0:00:53.591964 2021-04-15 05:08:29,158 INFO : TRAIN, epoch=0109, iter=00196/00196, fetch data time cost=1.28ms, fps=900 images/s, loss=0.3173, top1-acc=90.19%, top5-acc=99.40%, remaining_time=0:00:00, arrival_time=2021-04-15 05:08:29.158847, cost_time=0:00:55.103425 2021-04-15 05:08:30,065 INFO : EVAL, epoch=0109, iter=00010/00040, fetch data time cost=1.28ms, fps=2833 images/s, loss=1.6060, top1-acc=64.02%, top5-acc=87.81%, remaining_time=0:00:02.711100, arrival_time=2021-04-15 05:08:32.776467, cost_time=0:00:00.903704 2021-04-15 05:08:30,841 INFO : EVAL, epoch=0109, iter=00020/00040, fetch data time cost=1.31ms, fps=3301 images/s, loss=1.6267, top1-acc=63.52%, top5-acc=87.70%, remaining_time=0:00:01.679520, arrival_time=2021-04-15 05:08:32.520703, cost_time=0:00:01.679525 2021-04-15 05:08:31,617 INFO : EVAL, epoch=0109, iter=00030/00040, fetch data time cost=1.31ms, fps=3299 images/s, loss=1.6094, top1-acc=63.39%, top5-acc=87.68%, remaining_time=0:00:00.818650, arrival_time=2021-04-15 05:08:32.436259, cost_time=0:00:02.455946 2021-04-15 05:08:32,327 INFO : EVAL, epoch=0109, iter=00040/00040, fetch data time cost=0.05ms, fps=3270 images/s, loss=1.5895, top1-acc=63.57%, top5-acc=87.66%, remaining_time=0:00:00, arrival_time=2021-04-15 05:08:32.327415, cost_time=0:00:03.165779 2021-04-15 05:08:32,753 INFO : Epoch=0109 complete, best val top1-acc=64.00%, top5-acc=88.35% (epoch=108), remaining_time=1:29:16.840580, arrival_time=2021-04-15 06:37:49.593612, cost_time=1:46:56.435433 2021-04-15 05:08:32,754 INFO : Train start, epoch=0110, lr=0.042955 2021-04-15 05:08:35,679 INFO : TRAIN, epoch=0110, iter=00010/00196, fetch data time cost=1.30ms, fps=875 images/s, loss=0.3008, top1-acc=90.27%, top5-acc=99.73%, remaining_time=0:00:54.403884, arrival_time=2021-04-15 05:09:30.083292, cost_time=0:00:02.924937 2021-04-15 05:08:38,496 INFO : TRAIN, epoch=0110, iter=00020/00196, fetch data time cost=1.36ms, fps=909 images/s, loss=0.2960, top1-acc=91.02%, top5-acc=99.65%, remaining_time=0:00:50.525728, arrival_time=2021-04-15 05:09:29.021734, cost_time=0:00:05.741551 2021-04-15 05:08:41,307 INFO : TRAIN, epoch=0110, iter=00030/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.2986, top1-acc=90.91%, top5-acc=99.60%, remaining_time=0:00:47.326434, arrival_time=2021-04-15 05:09:28.633863, cost_time=0:00:08.552962 2021-04-15 05:08:44,127 INFO : TRAIN, epoch=0110, iter=00040/00196, fetch data time cost=1.37ms, fps=908 images/s, loss=0.3049, top1-acc=90.69%, top5-acc=99.62%, remaining_time=0:00:44.354700, arrival_time=2021-04-15 05:09:28.482146, cost_time=0:00:11.372981 2021-04-15 05:08:46,940 INFO : TRAIN, epoch=0110, iter=00050/00196, fetch data time cost=1.48ms, fps=910 images/s, loss=0.3023, top1-acc=90.74%, top5-acc=99.62%, remaining_time=0:00:41.423412, arrival_time=2021-04-15 05:09:28.363986, cost_time=0:00:14.186110 2021-04-15 05:08:49,753 INFO : TRAIN, epoch=0110, iter=00060/00196, fetch data time cost=1.39ms, fps=910 images/s, loss=0.2991, top1-acc=90.80%, top5-acc=99.60%, remaining_time=0:00:38.530160, arrival_time=2021-04-15 05:09:28.283298, cost_time=0:00:16.998602 2021-04-15 05:08:52,565 INFO : TRAIN, epoch=0110, iter=00070/00196, fetch data time cost=1.67ms, fps=910 images/s, loss=0.2963, top1-acc=90.90%, top5-acc=99.61%, remaining_time=0:00:35.659638, arrival_time=2021-04-15 05:09:28.225016, cost_time=0:00:19.810888 2021-04-15 05:08:55,376 INFO : TRAIN, epoch=0110, iter=00080/00196, fetch data time cost=1.48ms, fps=911 images/s, loss=0.2951, top1-acc=90.97%, top5-acc=99.61%, remaining_time=0:00:32.802248, arrival_time=2021-04-15 05:09:28.178966, cost_time=0:00:22.622253 2021-04-15 05:08:58,195 INFO : TRAIN, epoch=0110, iter=00090/00196, fetch data time cost=1.32ms, fps=908 images/s, loss=0.2942, top1-acc=90.97%, top5-acc=99.64%, remaining_time=0:00:29.963550, arrival_time=2021-04-15 05:09:28.158742, cost_time=0:00:25.440714 2021-04-15 05:09:01,010 INFO : TRAIN, epoch=0110, iter=00100/00196, fetch data time cost=1.35ms, fps=909 images/s, loss=0.2951, top1-acc=90.98%, top5-acc=99.61%, remaining_time=0:00:27.125664, arrival_time=2021-04-15 05:09:28.136001, cost_time=0:00:28.255879 2021-04-15 05:09:03,820 INFO : TRAIN, epoch=0110, iter=00110/00196, fetch data time cost=1.33ms, fps=911 images/s, loss=0.2942, top1-acc=90.97%, top5-acc=99.60%, remaining_time=0:00:24.288120, arrival_time=2021-04-15 05:09:28.108760, cost_time=0:00:31.066174 2021-04-15 05:09:06,635 INFO : TRAIN, epoch=0110, iter=00120/00196, fetch data time cost=1.34ms, fps=910 images/s, loss=0.2933, top1-acc=91.03%, top5-acc=99.60%, remaining_time=0:00:21.457688, arrival_time=2021-04-15 05:09:28.092668, cost_time=0:00:33.880518 2021-04-15 05:09:09,446 INFO : TRAIN, epoch=0110, iter=00130/00196, fetch data time cost=1.32ms, fps=911 images/s, loss=0.2941, top1-acc=91.01%, top5-acc=99.61%, remaining_time=0:00:18.628038, arrival_time=2021-04-15 05:09:28.074034, cost_time=0:00:36.691530 2021-04-15 05:09:12,261 INFO : TRAIN, epoch=0110, iter=00140/00196, fetch data time cost=1.48ms, fps=909 images/s, loss=0.2943, top1-acc=91.04%, top5-acc=99.62%, remaining_time=0:00:15.802976, arrival_time=2021-04-15 05:09:28.064836, cost_time=0:00:39.507395 2021-04-15 05:09:15,082 INFO : TRAIN, epoch=0110, iter=00150/00196, fetch data time cost=1.44ms, fps=908 images/s, loss=0.2975, top1-acc=90.91%, top5-acc=99.62%, remaining_time=0:00:12.980510, arrival_time=2021-04-15 05:09:28.062653, cost_time=0:00:42.327680 2021-04-15 05:09:17,896 INFO : TRAIN, epoch=0110, iter=00160/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.2997, top1-acc=90.87%, top5-acc=99.60%, remaining_time=0:00:10.157040, arrival_time=2021-04-15 05:09:28.053829, cost_time=0:00:45.142324 2021-04-15 05:09:20,708 INFO : TRAIN, epoch=0110, iter=00170/00196, fetch data time cost=1.39ms, fps=911 images/s, loss=0.3027, top1-acc=90.71%, top5-acc=99.58%, remaining_time=0:00:07.334158, arrival_time=2021-04-15 05:09:28.042712, cost_time=0:00:47.954082 2021-04-15 05:09:23,520 INFO : TRAIN, epoch=0110, iter=00180/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.3048, top1-acc=90.61%, top5-acc=99.57%, remaining_time=0:00:04.512544, arrival_time=2021-04-15 05:09:28.033170, cost_time=0:00:50.766162 2021-04-15 05:09:26,330 INFO : TRAIN, epoch=0110, iter=00190/00196, fetch data time cost=1.15ms, fps=911 images/s, loss=0.3064, top1-acc=90.54%, top5-acc=99.56%, remaining_time=0:00:01.691880, arrival_time=2021-04-15 05:09:28.022447, cost_time=0:00:53.576106 2021-04-15 05:09:27,846 INFO : TRAIN, epoch=0110, iter=00196/00196, fetch data time cost=1.16ms, fps=897 images/s, loss=0.3087, top1-acc=90.49%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-15 05:09:27.846660, cost_time=0:00:55.092157 2021-04-15 05:09:28,747 INFO : EVAL, epoch=0110, iter=00010/00040, fetch data time cost=0.20ms, fps=2848 images/s, loss=1.7129, top1-acc=60.47%, top5-acc=87.11%, remaining_time=0:00:02.696970, arrival_time=2021-04-15 05:09:31.444188, cost_time=0:00:00.898986 2021-04-15 05:09:29,523 INFO : EVAL, epoch=0110, iter=00020/00040, fetch data time cost=1.32ms, fps=3300 images/s, loss=1.7167, top1-acc=60.33%, top5-acc=86.50%, remaining_time=0:00:01.675120, arrival_time=2021-04-15 05:09:31.198454, cost_time=0:00:01.675111 2021-04-15 05:09:30,299 INFO : EVAL, epoch=0110, iter=00030/00040, fetch data time cost=1.40ms, fps=3298 images/s, loss=1.7207, top1-acc=60.16%, top5-acc=86.45%, remaining_time=0:00:00.817230, arrival_time=2021-04-15 05:09:31.117155, cost_time=0:00:02.451688 2021-04-15 05:09:31,008 INFO : EVAL, epoch=0110, iter=00040/00040, fetch data time cost=0.05ms, fps=3276 images/s, loss=1.7176, top1-acc=60.23%, top5-acc=86.43%, remaining_time=0:00:00, arrival_time=2021-04-15 05:09:31.008503, cost_time=0:00:03.160287 2021-04-15 05:09:31,457 INFO : Epoch=0110 complete, best val top1-acc=64.00%, top5-acc=88.35% (epoch=108), remaining_time=1:28:17.841360, arrival_time=2021-04-15 06:37:49.298467, cost_time=1:47:55.139487 2021-04-15 05:09:31,458 INFO : Train start, epoch=0111, lr=0.042178 2021-04-15 05:09:34,447 INFO : TRAIN, epoch=0111, iter=00010/00196, fetch data time cost=1.34ms, fps=856 images/s, loss=0.3227, top1-acc=90.00%, top5-acc=99.69%, remaining_time=0:00:55.601724, arrival_time=2021-04-15 05:10:30.049631, cost_time=0:00:02.989340 2021-04-15 05:09:37,260 INFO : TRAIN, epoch=0111, iter=00020/00196, fetch data time cost=4.25ms, fps=910 images/s, loss=0.3116, top1-acc=90.41%, top5-acc=99.61%, remaining_time=0:00:51.058656, arrival_time=2021-04-15 05:10:28.319358, cost_time=0:00:05.802116 2021-04-15 05:09:40,073 INFO : TRAIN, epoch=0111, iter=00030/00196, fetch data time cost=1.49ms, fps=910 images/s, loss=0.3064, top1-acc=90.77%, top5-acc=99.54%, remaining_time=0:00:47.671548, arrival_time=2021-04-15 05:10:27.745456, cost_time=0:00:08.615351 2021-04-15 05:09:42,891 INFO : TRAIN, epoch=0111, iter=00040/00196, fetch data time cost=1.26ms, fps=909 images/s, loss=0.3061, top1-acc=90.80%, top5-acc=99.50%, remaining_time=0:00:44.589636, arrival_time=2021-04-15 05:10:27.481435, cost_time=0:00:11.433222 2021-04-15 05:09:45,700 INFO : TRAIN, epoch=0111, iter=00050/00196, fetch data time cost=1.43ms, fps=912 images/s, loss=0.3074, top1-acc=90.73%, top5-acc=99.51%, remaining_time=0:00:41.585472, arrival_time=2021-04-15 05:10:27.285615, cost_time=0:00:14.241588 2021-04-15 05:09:48,516 INFO : TRAIN, epoch=0111, iter=00060/00196, fetch data time cost=1.28ms, fps=909 images/s, loss=0.3064, top1-acc=90.66%, top5-acc=99.51%, remaining_time=0:00:38.664120, arrival_time=2021-04-15 05:10:27.180364, cost_time=0:00:17.057677 2021-04-15 05:09:51,327 INFO : TRAIN, epoch=0111, iter=00070/00196, fetch data time cost=1.39ms, fps=911 images/s, loss=0.3049, top1-acc=90.64%, top5-acc=99.53%, remaining_time=0:00:35.764848, arrival_time=2021-04-15 05:10:27.092788, cost_time=0:00:19.869378 2021-04-15 05:09:54,148 INFO : TRAIN, epoch=0111, iter=00080/00196, fetch data time cost=1.37ms, fps=908 images/s, loss=0.2999, top1-acc=90.81%, top5-acc=99.55%, remaining_time=0:00:32.900964, arrival_time=2021-04-15 05:10:27.049858, cost_time=0:00:22.690328 2021-04-15 05:09:56,961 INFO : TRAIN, epoch=0111, iter=00090/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=0.2986, top1-acc=90.91%, top5-acc=99.56%, remaining_time=0:00:30.036584, arrival_time=2021-04-15 05:10:26.997926, cost_time=0:00:25.502771 2021-04-15 05:09:59,772 INFO : TRAIN, epoch=0111, iter=00100/00196, fetch data time cost=1.39ms, fps=911 images/s, loss=0.2980, top1-acc=90.86%, top5-acc=99.57%, remaining_time=0:00:27.181344, arrival_time=2021-04-15 05:10:26.953819, cost_time=0:00:28.313903 2021-04-15 05:10:02,590 INFO : TRAIN, epoch=0111, iter=00110/00196, fetch data time cost=1.38ms, fps=909 images/s, loss=0.2968, top1-acc=90.92%, top5-acc=99.57%, remaining_time=0:00:24.339204, arrival_time=2021-04-15 05:10:26.929346, cost_time=0:00:31.131571 2021-04-15 05:10:05,402 INFO : TRAIN, epoch=0111, iter=00120/00196, fetch data time cost=1.51ms, fps=910 images/s, loss=0.2972, top1-acc=90.88%, top5-acc=99.56%, remaining_time=0:00:21.498044, arrival_time=2021-04-15 05:10:26.900899, cost_time=0:00:33.944297 2021-04-15 05:10:08,217 INFO : TRAIN, epoch=0111, iter=00130/00196, fetch data time cost=1.70ms, fps=910 images/s, loss=0.2969, top1-acc=90.88%, top5-acc=99.56%, remaining_time=0:00:18.662028, arrival_time=2021-04-15 05:10:26.879143, cost_time=0:00:36.758505 2021-04-15 05:10:11,032 INFO : TRAIN, epoch=0111, iter=00140/00196, fetch data time cost=1.37ms, fps=909 images/s, loss=0.2977, top1-acc=90.83%, top5-acc=99.56%, remaining_time=0:00:15.829632, arrival_time=2021-04-15 05:10:26.862335, cost_time=0:00:39.574135 2021-04-15 05:10:13,849 INFO : TRAIN, epoch=0111, iter=00150/00196, fetch data time cost=1.35ms, fps=909 images/s, loss=0.2970, top1-acc=90.82%, top5-acc=99.58%, remaining_time=0:00:12.999968, arrival_time=2021-04-15 05:10:26.849710, cost_time=0:00:42.391183 2021-04-15 05:10:16,664 INFO : TRAIN, epoch=0111, iter=00160/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.2974, top1-acc=90.83%, top5-acc=99.58%, remaining_time=0:00:10.171368, arrival_time=2021-04-15 05:10:26.836077, cost_time=0:00:45.206078 2021-04-15 05:10:19,476 INFO : TRAIN, epoch=0111, iter=00170/00196, fetch data time cost=1.41ms, fps=910 images/s, loss=0.2992, top1-acc=90.78%, top5-acc=99.56%, remaining_time=0:00:07.343960, arrival_time=2021-04-15 05:10:26.820763, cost_time=0:00:48.018242 2021-04-15 05:10:22,291 INFO : TRAIN, epoch=0111, iter=00180/00196, fetch data time cost=1.36ms, fps=910 images/s, loss=0.3000, top1-acc=90.77%, top5-acc=99.55%, remaining_time=0:00:04.518448, arrival_time=2021-04-15 05:10:26.809574, cost_time=0:00:50.832538 2021-04-15 05:10:25,096 INFO : TRAIN, epoch=0111, iter=00190/00196, fetch data time cost=1.15ms, fps=913 images/s, loss=0.3011, top1-acc=90.72%, top5-acc=99.54%, remaining_time=0:00:01.693830, arrival_time=2021-04-15 05:10:26.790396, cost_time=0:00:53.637983 2021-04-15 05:10:26,608 INFO : TRAIN, epoch=0111, iter=00196/00196, fetch data time cost=1.23ms, fps=900 images/s, loss=0.3028, top1-acc=90.68%, top5-acc=99.54%, remaining_time=0:00:00, arrival_time=2021-04-15 05:10:26.608255, cost_time=0:00:55.149691 2021-04-15 05:10:27,494 INFO : EVAL, epoch=0111, iter=00010/00040, fetch data time cost=1.47ms, fps=2893 images/s, loss=1.6501, top1-acc=61.60%, top5-acc=87.85%, remaining_time=0:00:02.654970, arrival_time=2021-04-15 05:10:30.149835, cost_time=0:00:00.884986 2021-04-15 05:10:28,271 INFO : EVAL, epoch=0111, iter=00020/00040, fetch data time cost=1.29ms, fps=3298 images/s, loss=1.6354, top1-acc=62.48%, top5-acc=87.68%, remaining_time=0:00:01.661460, arrival_time=2021-04-15 05:10:29.932792, cost_time=0:00:01.661452 2021-04-15 05:10:29,046 INFO : EVAL, epoch=0111, iter=00030/00040, fetch data time cost=1.32ms, fps=3303 images/s, loss=1.6274, top1-acc=62.73%, top5-acc=87.63%, remaining_time=0:00:00.812270, arrival_time=2021-04-15 05:10:29.858975, cost_time=0:00:02.436824 2021-04-15 05:10:29,756 INFO : EVAL, epoch=0111, iter=00040/00040, fetch data time cost=0.06ms, fps=3272 images/s, loss=1.6676, top1-acc=62.24%, top5-acc=87.39%, remaining_time=0:00:00, arrival_time=2021-04-15 05:10:29.756026, cost_time=0:00:03.146172 2021-04-15 05:10:30,200 INFO : Epoch=0111 complete, best val top1-acc=64.00%, top5-acc=88.35% (epoch=108), remaining_time=1:27:18.879268, arrival_time=2021-04-15 06:37:49.080022, cost_time=1:48:53.883124 2021-04-15 05:10:30,202 INFO : Train start, epoch=0112, lr=0.041404 2021-04-15 05:10:33,166 INFO : TRAIN, epoch=0112, iter=00010/00196, fetch data time cost=1.27ms, fps=864 images/s, loss=0.2895, top1-acc=90.59%, top5-acc=99.53%, remaining_time=0:00:55.139700, arrival_time=2021-04-15 05:11:28.306440, cost_time=0:00:02.964504 2021-04-15 05:10:35,975 INFO : TRAIN, epoch=0112, iter=00020/00196, fetch data time cost=1.33ms, fps=912 images/s, loss=0.2924, top1-acc=90.76%, top5-acc=99.65%, remaining_time=0:00:50.800640, arrival_time=2021-04-15 05:11:26.775702, cost_time=0:00:05.772808 2021-04-15 05:10:38,793 INFO : TRAIN, epoch=0112, iter=00030/00196, fetch data time cost=1.30ms, fps=908 images/s, loss=0.2838, top1-acc=91.29%, top5-acc=99.70%, remaining_time=0:00:47.538914, arrival_time=2021-04-15 05:11:26.332518, cost_time=0:00:08.591360 2021-04-15 05:10:41,610 INFO : TRAIN, epoch=0112, iter=00040/00196, fetch data time cost=3.74ms, fps=909 images/s, loss=0.2757, top1-acc=91.44%, top5-acc=99.75%, remaining_time=0:00:44.492760, arrival_time=2021-04-15 05:11:26.103481, cost_time=0:00:11.408386 2021-04-15 05:10:44,426 INFO : TRAIN, epoch=0112, iter=00050/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.2749, top1-acc=91.42%, top5-acc=99.68%, remaining_time=0:00:41.532912, arrival_time=2021-04-15 05:11:25.958874, cost_time=0:00:14.223622 2021-04-15 05:10:47,239 INFO : TRAIN, epoch=0112, iter=00060/00196, fetch data time cost=1.55ms, fps=910 images/s, loss=0.2716, top1-acc=91.57%, top5-acc=99.65%, remaining_time=0:00:38.616656, arrival_time=2021-04-15 05:11:25.855736, cost_time=0:00:17.036751 2021-04-15 05:10:50,052 INFO : TRAIN, epoch=0112, iter=00070/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.2696, top1-acc=91.66%, top5-acc=99.67%, remaining_time=0:00:35.730072, arrival_time=2021-04-15 05:11:25.782328, cost_time=0:00:19.850010 2021-04-15 05:10:52,872 INFO : TRAIN, epoch=0112, iter=00080/00196, fetch data time cost=1.55ms, fps=908 images/s, loss=0.2693, top1-acc=91.70%, top5-acc=99.66%, remaining_time=0:00:32.871732, arrival_time=2021-04-15 05:11:25.744277, cost_time=0:00:22.670190 2021-04-15 05:10:55,691 INFO : TRAIN, epoch=0112, iter=00090/00196, fetch data time cost=1.32ms, fps=911 images/s, loss=0.2710, top1-acc=91.58%, top5-acc=99.64%, remaining_time=0:00:30.020260, arrival_time=2021-04-15 05:11:25.711471, cost_time=0:00:25.488942 2021-04-15 05:10:58,503 INFO : TRAIN, epoch=0112, iter=00100/00196, fetch data time cost=1.39ms, fps=910 images/s, loss=0.2702, top1-acc=91.61%, top5-acc=99.64%, remaining_time=0:00:27.169440, arrival_time=2021-04-15 05:11:25.673156, cost_time=0:00:28.301465 2021-04-15 05:11:01,314 INFO : TRAIN, epoch=0112, iter=00110/00196, fetch data time cost=1.34ms, fps=911 images/s, loss=0.2730, top1-acc=91.48%, top5-acc=99.63%, remaining_time=0:00:24.324240, arrival_time=2021-04-15 05:11:25.638916, cost_time=0:00:31.112439 2021-04-15 05:11:04,126 INFO : TRAIN, epoch=0112, iter=00120/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=0.2744, top1-acc=91.48%, top5-acc=99.61%, remaining_time=0:00:21.485656, arrival_time=2021-04-15 05:11:25.612569, cost_time=0:00:33.924668 2021-04-15 05:11:06,944 INFO : TRAIN, epoch=0112, iter=00130/00196, fetch data time cost=2.16ms, fps=909 images/s, loss=0.2765, top1-acc=91.43%, top5-acc=99.62%, remaining_time=0:00:18.653580, arrival_time=2021-04-15 05:11:25.597761, cost_time=0:00:36.741858 2021-04-15 05:11:09,752 INFO : TRAIN, epoch=0112, iter=00140/00196, fetch data time cost=1.54ms, fps=912 images/s, loss=0.2779, top1-acc=91.41%, top5-acc=99.61%, remaining_time=0:00:15.820280, arrival_time=2021-04-15 05:11:25.573203, cost_time=0:00:39.550677 2021-04-15 05:11:12,562 INFO : TRAIN, epoch=0112, iter=00150/00196, fetch data time cost=1.37ms, fps=911 images/s, loss=0.2786, top1-acc=91.43%, top5-acc=99.60%, remaining_time=0:00:12.990354, arrival_time=2021-04-15 05:11:25.552498, cost_time=0:00:42.359904 2021-04-15 05:11:15,374 INFO : TRAIN, epoch=0112, iter=00160/00196, fetch data time cost=1.33ms, fps=910 images/s, loss=0.2809, top1-acc=91.34%, top5-acc=99.58%, remaining_time=0:00:10.163664, arrival_time=2021-04-15 05:11:25.537809, cost_time=0:00:45.171895 2021-04-15 05:11:18,186 INFO : TRAIN, epoch=0112, iter=00170/00196, fetch data time cost=1.32ms, fps=911 images/s, loss=0.2807, top1-acc=91.34%, top5-acc=99.57%, remaining_time=0:00:07.338708, arrival_time=2021-04-15 05:11:25.524781, cost_time=0:00:47.983821 2021-04-15 05:11:20,992 INFO : TRAIN, epoch=0112, iter=00180/00196, fetch data time cost=1.40ms, fps=912 images/s, loss=0.2811, top1-acc=91.32%, top5-acc=99.57%, remaining_time=0:00:04.514720, arrival_time=2021-04-15 05:11:25.507540, cost_time=0:00:50.790572 2021-04-15 05:11:23,808 INFO : TRAIN, epoch=0112, iter=00190/00196, fetch data time cost=1.20ms, fps=909 images/s, loss=0.2821, top1-acc=91.29%, top5-acc=99.58%, remaining_time=0:00:01.692828, arrival_time=2021-04-15 05:11:25.501381, cost_time=0:00:53.606295 2021-04-15 05:11:25,324 INFO : TRAIN, epoch=0112, iter=00196/00196, fetch data time cost=1.37ms, fps=898 images/s, loss=0.2843, top1-acc=91.23%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-15 05:11:25.323975, cost_time=0:00:55.121742 2021-04-15 05:11:26,211 INFO : EVAL, epoch=0112, iter=00010/00040, fetch data time cost=0.22ms, fps=2889 images/s, loss=1.4826, top1-acc=63.79%, top5-acc=88.55%, remaining_time=0:00:02.658240, arrival_time=2021-04-15 05:11:28.869975, cost_time=0:00:00.886079 2021-04-15 05:11:26,986 INFO : EVAL, epoch=0112, iter=00020/00040, fetch data time cost=1.19ms, fps=3307 images/s, loss=1.4786, top1-acc=64.79%, top5-acc=88.18%, remaining_time=0:00:01.660580, arrival_time=2021-04-15 05:11:28.646796, cost_time=0:00:01.660574 2021-04-15 05:11:27,761 INFO : EVAL, epoch=0112, iter=00030/00040, fetch data time cost=1.31ms, fps=3305 images/s, loss=1.4662, top1-acc=64.91%, top5-acc=88.42%, remaining_time=0:00:00.811850, arrival_time=2021-04-15 05:11:28.573037, cost_time=0:00:02.435539 2021-04-15 05:11:28,469 INFO : EVAL, epoch=0112, iter=00040/00040, fetch data time cost=0.06ms, fps=3275 images/s, loss=1.4977, top1-acc=64.63%, top5-acc=88.36%, remaining_time=0:00:00, arrival_time=2021-04-15 05:11:28.469909, cost_time=0:00:03.144276 2021-04-15 05:11:29,395 INFO : Epoch=0112 complete, best val top1-acc=64.63%, top5-acc=88.36% (epoch=112), remaining_time=1:26:20.275408, arrival_time=2021-04-15 06:37:49.670773, cost_time=1:49:53.077751 2021-04-15 05:11:29,396 INFO : Train start, epoch=0113, lr=0.040631 2021-04-15 05:11:32,387 INFO : TRAIN, epoch=0113, iter=00010/00196, fetch data time cost=1.32ms, fps=856 images/s, loss=0.2732, top1-acc=91.84%, top5-acc=99.61%, remaining_time=0:00:55.636878, arrival_time=2021-04-15 05:12:28.024794, cost_time=0:00:02.991229 2021-04-15 05:11:35,203 INFO : TRAIN, epoch=0113, iter=00020/00196, fetch data time cost=1.41ms, fps=909 images/s, loss=0.2674, top1-acc=92.13%, top5-acc=99.55%, remaining_time=0:00:51.100016, arrival_time=2021-04-15 05:12:26.303511, cost_time=0:00:05.806816 2021-04-15 05:11:38,015 INFO : TRAIN, epoch=0113, iter=00030/00196, fetch data time cost=1.34ms, fps=911 images/s, loss=0.2669, top1-acc=92.02%, top5-acc=99.61%, remaining_time=0:00:47.688978, arrival_time=2021-04-15 05:12:25.704211, cost_time=0:00:08.618484 2021-04-15 05:11:40,828 INFO : TRAIN, epoch=0113, iter=00040/00196, fetch data time cost=1.65ms, fps=910 images/s, loss=0.2661, top1-acc=91.98%, top5-acc=99.62%, remaining_time=0:00:44.582616, arrival_time=2021-04-15 05:12:25.410749, cost_time=0:00:11.431450 2021-04-15 05:11:43,640 INFO : TRAIN, epoch=0113, iter=00050/00196, fetch data time cost=1.33ms, fps=910 images/s, loss=0.2636, top1-acc=91.92%, top5-acc=99.65%, remaining_time=0:00:41.592918, arrival_time=2021-04-15 05:12:25.233748, cost_time=0:00:14.244133 2021-04-15 05:11:46,450 INFO : TRAIN, epoch=0113, iter=00060/00196, fetch data time cost=1.35ms, fps=911 images/s, loss=0.2589, top1-acc=92.06%, top5-acc=99.67%, remaining_time=0:00:38.654600, arrival_time=2021-04-15 05:12:25.104806, cost_time=0:00:17.053508 2021-04-15 05:11:49,266 INFO : TRAIN, epoch=0113, iter=00070/00196, fetch data time cost=1.33ms, fps=909 images/s, loss=0.2606, top1-acc=92.01%, top5-acc=99.66%, remaining_time=0:00:35.765604, arrival_time=2021-04-15 05:12:25.032064, cost_time=0:00:19.869773 2021-04-15 05:11:52,075 INFO : TRAIN, epoch=0113, iter=00080/00196, fetch data time cost=1.35ms, fps=912 images/s, loss=0.2612, top1-acc=92.00%, top5-acc=99.69%, remaining_time=0:00:32.883680, arrival_time=2021-04-15 05:12:24.958780, cost_time=0:00:22.678413 2021-04-15 05:11:54,884 INFO : TRAIN, epoch=0113, iter=00090/00196, fetch data time cost=1.40ms, fps=911 images/s, loss=0.2646, top1-acc=91.87%, top5-acc=99.68%, remaining_time=0:00:30.018564, arrival_time=2021-04-15 05:12:24.902743, cost_time=0:00:25.487495 2021-04-15 05:11:57,695 INFO : TRAIN, epoch=0113, iter=00100/00196, fetch data time cost=1.28ms, fps=911 images/s, loss=0.2670, top1-acc=91.77%, top5-acc=99.66%, remaining_time=0:00:27.166848, arrival_time=2021-04-15 05:12:24.862310, cost_time=0:00:28.298783 2021-04-15 05:12:00,506 INFO : TRAIN, epoch=0113, iter=00110/00196, fetch data time cost=1.33ms, fps=911 images/s, loss=0.2700, top1-acc=91.62%, top5-acc=99.65%, remaining_time=0:00:24.322262, arrival_time=2021-04-15 05:12:24.828860, cost_time=0:00:31.109909 2021-04-15 05:12:03,324 INFO : TRAIN, epoch=0113, iter=00120/00196, fetch data time cost=1.32ms, fps=909 images/s, loss=0.2737, top1-acc=91.47%, top5-acc=99.63%, remaining_time=0:00:21.487632, arrival_time=2021-04-15 05:12:24.812134, cost_time=0:00:33.927809 2021-04-15 05:12:06,134 INFO : TRAIN, epoch=0113, iter=00130/00196, fetch data time cost=1.40ms, fps=911 images/s, loss=0.2741, top1-acc=91.46%, top5-acc=99.61%, remaining_time=0:00:18.651600, arrival_time=2021-04-15 05:12:24.786351, cost_time=0:00:36.738062 2021-04-15 05:12:08,951 INFO : TRAIN, epoch=0113, iter=00140/00196, fetch data time cost=1.34ms, fps=909 images/s, loss=0.2761, top1-acc=91.41%, top5-acc=99.60%, remaining_time=0:00:15.821736, arrival_time=2021-04-15 05:12:24.772760, cost_time=0:00:39.554344 2021-04-15 05:12:11,769 INFO : TRAIN, epoch=0113, iter=00150/00196, fetch data time cost=1.30ms, fps=909 images/s, loss=0.2760, top1-acc=91.44%, top5-acc=99.61%, remaining_time=0:00:12.994218, arrival_time=2021-04-15 05:12:24.763334, cost_time=0:00:42.372433 2021-04-15 05:12:14,587 INFO : TRAIN, epoch=0113, iter=00160/00196, fetch data time cost=1.31ms, fps=908 images/s, loss=0.2786, top1-acc=91.36%, top5-acc=99.60%, remaining_time=0:00:10.167984, arrival_time=2021-04-15 05:12:24.755645, cost_time=0:00:45.190973 2021-04-15 05:12:17,404 INFO : TRAIN, epoch=0113, iter=00170/00196, fetch data time cost=1.44ms, fps=909 images/s, loss=0.2797, top1-acc=91.31%, top5-acc=99.61%, remaining_time=0:00:07.342296, arrival_time=2021-04-15 05:12:24.746380, cost_time=0:00:48.007337 2021-04-15 05:12:20,216 INFO : TRAIN, epoch=0113, iter=00180/00196, fetch data time cost=1.50ms, fps=910 images/s, loss=0.2817, top1-acc=91.24%, top5-acc=99.61%, remaining_time=0:00:04.517328, arrival_time=2021-04-15 05:12:24.733977, cost_time=0:00:50.819936 2021-04-15 05:12:23,028 INFO : TRAIN, epoch=0113, iter=00190/00196, fetch data time cost=1.22ms, fps=911 images/s, loss=0.2843, top1-acc=91.13%, top5-acc=99.61%, remaining_time=0:00:01.693626, arrival_time=2021-04-15 05:12:24.721817, cost_time=0:00:53.631512 2021-04-15 05:12:24,541 INFO : TRAIN, epoch=0113, iter=00196/00196, fetch data time cost=1.13ms, fps=899 images/s, loss=0.2844, top1-acc=91.14%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-15 05:12:24.541013, cost_time=0:00:55.144349 2021-04-15 05:12:25,446 INFO : EVAL, epoch=0113, iter=00010/00040, fetch data time cost=1.49ms, fps=2831 images/s, loss=1.5766, top1-acc=63.28%, top5-acc=87.58%, remaining_time=0:00:02.713200, arrival_time=2021-04-15 05:12:28.160139, cost_time=0:00:00.904395 2021-04-15 05:12:26,222 INFO : EVAL, epoch=0113, iter=00020/00040, fetch data time cost=1.41ms, fps=3303 images/s, loss=1.5515, top1-acc=63.38%, top5-acc=88.12%, remaining_time=0:00:01.679920, arrival_time=2021-04-15 05:12:27.902363, cost_time=0:00:01.679921 2021-04-15 05:12:26,998 INFO : EVAL, epoch=0113, iter=00030/00040, fetch data time cost=1.23ms, fps=3302 images/s, loss=1.5338, top1-acc=63.55%, top5-acc=88.22%, remaining_time=0:00:00.818500, arrival_time=2021-04-15 05:12:27.816525, cost_time=0:00:02.455488 2021-04-15 05:12:27,707 INFO : EVAL, epoch=0113, iter=00040/00040, fetch data time cost=0.05ms, fps=3272 images/s, loss=1.5353, top1-acc=63.36%, top5-acc=87.93%, remaining_time=0:00:00, arrival_time=2021-04-15 05:12:27.707479, cost_time=0:00:03.164970 2021-04-15 05:12:28,198 INFO : Epoch=0113 complete, best val top1-acc=64.63%, top5-acc=88.36% (epoch=112), remaining_time=1:25:21.359487, arrival_time=2021-04-15 06:37:49.557780, cost_time=1:50:51.880695 2021-04-15 05:12:28,199 INFO : Train start, epoch=0114, lr=0.039861 2021-04-15 05:12:31,122 INFO : TRAIN, epoch=0114, iter=00010/00196, fetch data time cost=1.38ms, fps=876 images/s, loss=0.2845, top1-acc=91.45%, top5-acc=99.61%, remaining_time=0:00:54.372636, arrival_time=2021-04-15 05:13:25.495504, cost_time=0:00:02.923255 2021-04-15 05:12:33,940 INFO : TRAIN, epoch=0114, iter=00020/00196, fetch data time cost=1.42ms, fps=909 images/s, loss=0.2774, top1-acc=91.82%, top5-acc=99.59%, remaining_time=0:00:50.516048, arrival_time=2021-04-15 05:13:24.456118, cost_time=0:00:05.740452 2021-04-15 05:12:36,749 INFO : TRAIN, epoch=0114, iter=00030/00196, fetch data time cost=1.34ms, fps=911 images/s, loss=0.2678, top1-acc=92.03%, top5-acc=99.62%, remaining_time=0:00:47.307344, arrival_time=2021-04-15 05:13:24.056471, cost_time=0:00:08.549513 2021-04-15 05:12:39,561 INFO : TRAIN, epoch=0114, iter=00040/00196, fetch data time cost=1.37ms, fps=910 images/s, loss=0.2643, top1-acc=92.01%, top5-acc=99.65%, remaining_time=0:00:44.310084, arrival_time=2021-04-15 05:13:23.871268, cost_time=0:00:11.361568 2021-04-15 05:12:42,375 INFO : TRAIN, epoch=0114, iter=00050/00196, fetch data time cost=1.39ms, fps=910 images/s, loss=0.2661, top1-acc=91.81%, top5-acc=99.64%, remaining_time=0:00:41.394212, arrival_time=2021-04-15 05:13:23.769939, cost_time=0:00:14.176109 2021-04-15 05:12:45,182 INFO : TRAIN, epoch=0114, iter=00060/00196, fetch data time cost=1.50ms, fps=912 images/s, loss=0.2660, top1-acc=91.89%, top5-acc=99.64%, remaining_time=0:00:38.493984, arrival_time=2021-04-15 05:13:23.676265, cost_time=0:00:16.982667 2021-04-15 05:12:47,986 INFO : TRAIN, epoch=0114, iter=00070/00196, fetch data time cost=1.28ms, fps=913 images/s, loss=0.2673, top1-acc=91.82%, top5-acc=99.65%, remaining_time=0:00:35.617176, arrival_time=2021-04-15 05:13:23.604086, cost_time=0:00:19.787300 2021-04-15 05:12:50,795 INFO : TRAIN, epoch=0114, iter=00080/00196, fetch data time cost=1.28ms, fps=911 images/s, loss=0.2678, top1-acc=91.77%, top5-acc=99.63%, remaining_time=0:00:32.764548, arrival_time=2021-04-15 05:13:23.560424, cost_time=0:00:22.596265 2021-04-15 05:12:53,597 INFO : TRAIN, epoch=0114, iter=00090/00196, fetch data time cost=1.53ms, fps=914 images/s, loss=0.2691, top1-acc=91.65%, top5-acc=99.64%, remaining_time=0:00:29.913306, arrival_time=2021-04-15 05:13:23.511091, cost_time=0:00:25.398115 2021-04-15 05:12:56,413 INFO : TRAIN, epoch=0114, iter=00100/00196, fetch data time cost=1.23ms, fps=910 images/s, loss=0.2708, top1-acc=91.65%, top5-acc=99.61%, remaining_time=0:00:27.085056, arrival_time=2021-04-15 05:13:23.498284, cost_time=0:00:28.213606 2021-04-15 05:12:59,225 INFO : TRAIN, epoch=0114, iter=00110/00196, fetch data time cost=1.33ms, fps=910 images/s, loss=0.2703, top1-acc=91.69%, top5-acc=99.62%, remaining_time=0:00:24.256386, arrival_time=2021-04-15 05:13:23.481647, cost_time=0:00:31.025646 2021-04-15 05:13:02,033 INFO : TRAIN, epoch=0114, iter=00120/00196, fetch data time cost=1.24ms, fps=912 images/s, loss=0.2728, top1-acc=91.60%, top5-acc=99.62%, remaining_time=0:00:21.427972, arrival_time=2021-04-15 05:13:23.461247, cost_time=0:00:33.833657 2021-04-15 05:13:04,842 INFO : TRAIN, epoch=0114, iter=00130/00196, fetch data time cost=1.75ms, fps=911 images/s, loss=0.2739, top1-acc=91.57%, top5-acc=99.61%, remaining_time=0:00:18.603354, arrival_time=2021-04-15 05:13:23.446058, cost_time=0:00:36.643031 2021-04-15 05:13:07,653 INFO : TRAIN, epoch=0114, iter=00140/00196, fetch data time cost=1.66ms, fps=911 images/s, loss=0.2740, top1-acc=91.62%, top5-acc=99.61%, remaining_time=0:00:15.781696, arrival_time=2021-04-15 05:13:23.435503, cost_time=0:00:39.454194 2021-04-15 05:13:10,466 INFO : TRAIN, epoch=0114, iter=00150/00196, fetch data time cost=1.26ms, fps=910 images/s, loss=0.2729, top1-acc=91.65%, top5-acc=99.60%, remaining_time=0:00:12.961696, arrival_time=2021-04-15 05:13:23.427781, cost_time=0:00:42.266438 2021-04-15 05:13:13,278 INFO : TRAIN, epoch=0114, iter=00160/00196, fetch data time cost=1.33ms, fps=911 images/s, loss=0.2746, top1-acc=91.57%, top5-acc=99.60%, remaining_time=0:00:10.142676, arrival_time=2021-04-15 05:13:23.420852, cost_time=0:00:45.078569 2021-04-15 05:13:16,091 INFO : TRAIN, epoch=0114, iter=00170/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.2769, top1-acc=91.48%, top5-acc=99.59%, remaining_time=0:00:07.324564, arrival_time=2021-04-15 05:13:23.415538, cost_time=0:00:47.891339 2021-04-15 05:13:18,905 INFO : TRAIN, epoch=0114, iter=00180/00196, fetch data time cost=1.48ms, fps=910 images/s, loss=0.2785, top1-acc=91.38%, top5-acc=99.59%, remaining_time=0:00:04.507136, arrival_time=2021-04-15 05:13:23.412094, cost_time=0:00:50.705338 2021-04-15 05:13:21,717 INFO : TRAIN, epoch=0114, iter=00190/00196, fetch data time cost=1.06ms, fps=910 images/s, loss=0.2811, top1-acc=91.31%, top5-acc=99.57%, remaining_time=0:00:01.690044, arrival_time=2021-04-15 05:13:23.407650, cost_time=0:00:53.518004 2021-04-15 05:13:23,228 INFO : TRAIN, epoch=0114, iter=00196/00196, fetch data time cost=1.36ms, fps=900 images/s, loss=0.2820, top1-acc=91.29%, top5-acc=99.57%, remaining_time=0:00:00, arrival_time=2021-04-15 05:13:23.228715, cost_time=0:00:55.029118 2021-04-15 05:13:24,114 INFO : EVAL, epoch=0114, iter=00010/00040, fetch data time cost=1.22ms, fps=2896 images/s, loss=1.4944, top1-acc=63.87%, top5-acc=89.02%, remaining_time=0:00:02.651940, arrival_time=2021-04-15 05:13:26.766159, cost_time=0:00:00.883977 2021-04-15 05:13:24,889 INFO : EVAL, epoch=0114, iter=00020/00040, fetch data time cost=1.23ms, fps=3304 images/s, loss=1.5200, top1-acc=63.11%, top5-acc=88.36%, remaining_time=0:00:01.659220, arrival_time=2021-04-15 05:13:26.548669, cost_time=0:00:01.659224 2021-04-15 05:13:25,663 INFO : EVAL, epoch=0114, iter=00030/00040, fetch data time cost=1.32ms, fps=3307 images/s, loss=1.4996, top1-acc=63.41%, top5-acc=88.41%, remaining_time=0:00:00.811220, arrival_time=2021-04-15 05:13:26.475113, cost_time=0:00:02.433655 2021-04-15 05:13:26,372 INFO : EVAL, epoch=0114, iter=00040/00040, fetch data time cost=0.05ms, fps=3277 images/s, loss=1.5010, top1-acc=63.67%, top5-acc=88.23%, remaining_time=0:00:00, arrival_time=2021-04-15 05:13:26.372275, cost_time=0:00:03.142065 2021-04-15 05:13:26,746 INFO : Epoch=0114 complete, best val top1-acc=64.63%, top5-acc=88.36% (epoch=112), remaining_time=1:24:22.253346, arrival_time=2021-04-15 06:37:48.999756, cost_time=1:51:50.428817 2021-04-15 05:13:26,747 INFO : Train start, epoch=0115, lr=0.039093 2021-04-15 05:13:29,688 INFO : TRAIN, epoch=0115, iter=00010/00196, fetch data time cost=1.27ms, fps=871 images/s, loss=0.2596, top1-acc=92.38%, top5-acc=99.69%, remaining_time=0:00:54.689580, arrival_time=2021-04-15 05:14:24.377592, cost_time=0:00:02.940296 2021-04-15 05:13:32,496 INFO : TRAIN, epoch=0115, iter=00020/00196, fetch data time cost=1.35ms, fps=911 images/s, loss=0.2648, top1-acc=91.78%, top5-acc=99.65%, remaining_time=0:00:50.593488, arrival_time=2021-04-15 05:14:23.090442, cost_time=0:00:05.749251 2021-04-15 05:13:35,307 INFO : TRAIN, epoch=0115, iter=00030/00196, fetch data time cost=1.22ms, fps=911 images/s, loss=0.2750, top1-acc=91.67%, top5-acc=99.54%, remaining_time=0:00:47.364448, arrival_time=2021-04-15 05:14:22.672023, cost_time=0:00:08.559851 2021-04-15 05:13:38,115 INFO : TRAIN, epoch=0115, iter=00040/00196, fetch data time cost=1.32ms, fps=912 images/s, loss=0.2680, top1-acc=91.84%, top5-acc=99.59%, remaining_time=0:00:44.334108, arrival_time=2021-04-15 05:14:22.449525, cost_time=0:00:11.367713 2021-04-15 05:13:40,926 INFO : TRAIN, epoch=0115, iter=00050/00196, fetch data time cost=1.29ms, fps=911 images/s, loss=0.2668, top1-acc=91.75%, top5-acc=99.62%, remaining_time=0:00:41.402096, arrival_time=2021-04-15 05:14:22.328590, cost_time=0:00:14.178777 2021-04-15 05:13:43,736 INFO : TRAIN, epoch=0115, iter=00060/00196, fetch data time cost=1.46ms, fps=911 images/s, loss=0.2659, top1-acc=91.73%, top5-acc=99.64%, remaining_time=0:00:38.507040, arrival_time=2021-04-15 05:14:22.243167, cost_time=0:00:16.988411 2021-04-15 05:13:46,550 INFO : TRAIN, epoch=0115, iter=00070/00196, fetch data time cost=1.36ms, fps=910 images/s, loss=0.2619, top1-acc=91.85%, top5-acc=99.67%, remaining_time=0:00:35.645778, arrival_time=2021-04-15 05:14:22.196663, cost_time=0:00:19.803180 2021-04-15 05:13:49,359 INFO : TRAIN, epoch=0115, iter=00080/00196, fetch data time cost=1.26ms, fps=912 images/s, loss=0.2603, top1-acc=91.91%, top5-acc=99.67%, remaining_time=0:00:32.787516, arrival_time=2021-04-15 05:14:22.147285, cost_time=0:00:22.612052 2021-04-15 05:13:52,173 INFO : TRAIN, epoch=0115, iter=00090/00196, fetch data time cost=1.38ms, fps=910 images/s, loss=0.2600, top1-acc=92.00%, top5-acc=99.68%, remaining_time=0:00:29.946378, arrival_time=2021-04-15 05:14:22.120231, cost_time=0:00:25.426148 2021-04-15 05:13:54,986 INFO : TRAIN, epoch=0115, iter=00100/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.2593, top1-acc=92.00%, top5-acc=99.70%, remaining_time=0:00:27.108960, arrival_time=2021-04-15 05:14:22.095252, cost_time=0:00:28.238512 2021-04-15 05:13:57,803 INFO : TRAIN, epoch=0115, iter=00110/00196, fetch data time cost=1.48ms, fps=909 images/s, loss=0.2598, top1-acc=91.98%, top5-acc=99.71%, remaining_time=0:00:24.279606, arrival_time=2021-04-15 05:14:22.082623, cost_time=0:00:31.055300 2021-04-15 05:14:00,611 INFO : TRAIN, epoch=0115, iter=00120/00196, fetch data time cost=1.33ms, fps=912 images/s, loss=0.2623, top1-acc=91.90%, top5-acc=99.67%, remaining_time=0:00:21.446820, arrival_time=2021-04-15 05:14:22.057971, cost_time=0:00:33.863418 2021-04-15 05:14:03,423 INFO : TRAIN, epoch=0115, iter=00130/00196, fetch data time cost=1.44ms, fps=910 images/s, loss=0.2619, top1-acc=91.87%, top5-acc=99.67%, remaining_time=0:00:18.620052, arrival_time=2021-04-15 05:14:22.043592, cost_time=0:00:36.675822 2021-04-15 05:14:06,240 INFO : TRAIN, epoch=0115, iter=00140/00196, fetch data time cost=1.33ms, fps=909 images/s, loss=0.2624, top1-acc=91.85%, top5-acc=99.67%, remaining_time=0:00:15.797040, arrival_time=2021-04-15 05:14:22.037343, cost_time=0:00:39.492582 2021-04-15 05:14:09,051 INFO : TRAIN, epoch=0115, iter=00150/00196, fetch data time cost=1.48ms, fps=911 images/s, loss=0.2637, top1-acc=91.85%, top5-acc=99.67%, remaining_time=0:00:12.973104, arrival_time=2021-04-15 05:14:22.024416, cost_time=0:00:42.303595 2021-04-15 05:14:11,863 INFO : TRAIN, epoch=0115, iter=00160/00196, fetch data time cost=1.44ms, fps=911 images/s, loss=0.2654, top1-acc=91.82%, top5-acc=99.66%, remaining_time=0:00:10.150992, arrival_time=2021-04-15 05:14:22.014271, cost_time=0:00:45.115562 2021-04-15 05:14:14,670 INFO : TRAIN, epoch=0115, iter=00170/00196, fetch data time cost=1.52ms, fps=912 images/s, loss=0.2657, top1-acc=91.81%, top5-acc=99.66%, remaining_time=0:00:07.329400, arrival_time=2021-04-15 05:14:22.000170, cost_time=0:00:47.923055 2021-04-15 05:14:17,480 INFO : TRAIN, epoch=0115, iter=00180/00196, fetch data time cost=1.27ms, fps=911 images/s, loss=0.2682, top1-acc=91.74%, top5-acc=99.65%, remaining_time=0:00:04.509552, arrival_time=2021-04-15 05:14:21.989801, cost_time=0:00:50.732534 2021-04-15 05:14:20,287 INFO : TRAIN, epoch=0115, iter=00190/00196, fetch data time cost=1.36ms, fps=912 images/s, loss=0.2693, top1-acc=91.73%, top5-acc=99.65%, remaining_time=0:00:01.690740, arrival_time=2021-04-15 05:14:21.978458, cost_time=0:00:53.540020 2021-04-15 05:14:21,798 INFO : TRAIN, epoch=0115, iter=00196/00196, fetch data time cost=1.03ms, fps=900 images/s, loss=0.2708, top1-acc=91.67%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-15 05:14:21.798757, cost_time=0:00:55.051070 2021-04-15 05:14:22,681 INFO : EVAL, epoch=0115, iter=00010/00040, fetch data time cost=1.46ms, fps=2905 images/s, loss=1.4419, top1-acc=65.20%, top5-acc=88.36%, remaining_time=0:00:02.643630, arrival_time=2021-04-15 05:14:25.325126, cost_time=0:00:00.881208 2021-04-15 05:14:23,455 INFO : EVAL, epoch=0115, iter=00020/00040, fetch data time cost=1.28ms, fps=3308 images/s, loss=1.4883, top1-acc=64.55%, top5-acc=87.95%, remaining_time=0:00:01.655440, arrival_time=2021-04-15 05:14:25.111171, cost_time=0:00:01.655437 2021-04-15 05:14:24,230 INFO : EVAL, epoch=0115, iter=00030/00040, fetch data time cost=1.24ms, fps=3308 images/s, loss=1.4788, top1-acc=64.58%, top5-acc=88.11%, remaining_time=0:00:00.809910, arrival_time=2021-04-15 05:14:25.039922, cost_time=0:00:02.429734 2021-04-15 05:14:24,938 INFO : EVAL, epoch=0115, iter=00040/00040, fetch data time cost=0.05ms, fps=3276 images/s, loss=1.4988, top1-acc=63.89%, top5-acc=87.98%, remaining_time=0:00:00, arrival_time=2021-04-15 05:14:24.938501, cost_time=0:00:03.138237 2021-04-15 05:14:25,355 INFO : Epoch=0115 complete, best val top1-acc=64.63%, top5-acc=88.36% (epoch=112), remaining_time=1:23:23.201660, arrival_time=2021-04-15 06:37:48.556765, cost_time=1:52:49.037511 2021-04-15 05:14:25,356 INFO : Train start, epoch=0116, lr=0.038328 2021-04-15 05:14:28,322 INFO : TRAIN, epoch=0116, iter=00010/00196, fetch data time cost=1.37ms, fps=863 images/s, loss=0.2519, top1-acc=92.81%, top5-acc=99.69%, remaining_time=0:00:55.165926, arrival_time=2021-04-15 05:15:23.488221, cost_time=0:00:02.965909 2021-04-15 05:14:31,133 INFO : TRAIN, epoch=0116, iter=00020/00196, fetch data time cost=1.68ms, fps=911 images/s, loss=0.2409, top1-acc=92.54%, top5-acc=99.73%, remaining_time=0:00:50.839184, arrival_time=2021-04-15 05:15:21.972741, cost_time=0:00:05.777177 2021-04-15 05:14:33,948 INFO : TRAIN, epoch=0116, iter=00030/00196, fetch data time cost=1.39ms, fps=910 images/s, loss=0.2490, top1-acc=92.37%, top5-acc=99.73%, remaining_time=0:00:47.541238, arrival_time=2021-04-15 05:15:21.489423, cost_time=0:00:08.591803 2021-04-15 05:14:36,765 INFO : TRAIN, epoch=0116, iter=00040/00196, fetch data time cost=1.27ms, fps=909 images/s, loss=0.2472, top1-acc=92.34%, top5-acc=99.77%, remaining_time=0:00:44.494944, arrival_time=2021-04-15 05:15:21.260293, cost_time=0:00:11.408961 2021-04-15 05:14:39,575 INFO : TRAIN, epoch=0116, iter=00050/00196, fetch data time cost=1.34ms, fps=911 images/s, loss=0.2460, top1-acc=92.52%, top5-acc=99.72%, remaining_time=0:00:41.520064, arrival_time=2021-04-15 05:15:21.095617, cost_time=0:00:14.219180 2021-04-15 05:14:42,390 INFO : TRAIN, epoch=0116, iter=00060/00196, fetch data time cost=1.36ms, fps=909 images/s, loss=0.2479, top1-acc=92.52%, top5-acc=99.71%, remaining_time=0:00:38.611216, arrival_time=2021-04-15 05:15:21.001983, cost_time=0:00:17.034379 2021-04-15 05:14:45,209 INFO : TRAIN, epoch=0116, iter=00070/00196, fetch data time cost=1.36ms, fps=908 images/s, loss=0.2437, top1-acc=92.65%, top5-acc=99.72%, remaining_time=0:00:35.736120, arrival_time=2021-04-15 05:15:20.945981, cost_time=0:00:19.853420 2021-04-15 05:14:48,030 INFO : TRAIN, epoch=0116, iter=00080/00196, fetch data time cost=1.39ms, fps=908 images/s, loss=0.2440, top1-acc=92.68%, top5-acc=99.72%, remaining_time=0:00:32.877184, arrival_time=2021-04-15 05:15:20.907619, cost_time=0:00:22.673930 2021-04-15 05:14:50,849 INFO : TRAIN, epoch=0116, iter=00090/00196, fetch data time cost=1.31ms, fps=908 images/s, loss=0.2413, top1-acc=92.79%, top5-acc=99.72%, remaining_time=0:00:30.025348, arrival_time=2021-04-15 05:15:20.874961, cost_time=0:00:25.493229 2021-04-15 05:14:53,658 INFO : TRAIN, epoch=0116, iter=00100/00196, fetch data time cost=1.35ms, fps=912 images/s, loss=0.2416, top1-acc=92.73%, top5-acc=99.72%, remaining_time=0:00:27.169920, arrival_time=2021-04-15 05:15:20.828271, cost_time=0:00:28.301961 2021-04-15 05:14:56,475 INFO : TRAIN, epoch=0116, iter=00110/00196, fetch data time cost=1.29ms, fps=909 images/s, loss=0.2423, top1-acc=92.69%, top5-acc=99.73%, remaining_time=0:00:24.329658, arrival_time=2021-04-15 05:15:20.805394, cost_time=0:00:31.119354 2021-04-15 05:14:59,284 INFO : TRAIN, epoch=0116, iter=00120/00196, fetch data time cost=1.40ms, fps=911 images/s, loss=0.2450, top1-acc=92.60%, top5-acc=99.70%, remaining_time=0:00:21.488012, arrival_time=2021-04-15 05:15:20.772875, cost_time=0:00:33.928488 2021-04-15 05:15:02,090 INFO : TRAIN, epoch=0116, iter=00130/00196, fetch data time cost=1.38ms, fps=913 images/s, loss=0.2464, top1-acc=92.60%, top5-acc=99.69%, remaining_time=0:00:18.649620, arrival_time=2021-04-15 05:15:20.740114, cost_time=0:00:36.734116 2021-04-15 05:15:04,895 INFO : TRAIN, epoch=0116, iter=00140/00196, fetch data time cost=1.38ms, fps=913 images/s, loss=0.2475, top1-acc=92.55%, top5-acc=99.70%, remaining_time=0:00:15.815520, arrival_time=2021-04-15 05:15:20.710644, cost_time=0:00:39.538742 2021-04-15 05:15:07,703 INFO : TRAIN, epoch=0116, iter=00150/00196, fetch data time cost=1.52ms, fps=912 images/s, loss=0.2486, top1-acc=92.53%, top5-acc=99.69%, remaining_time=0:00:12.986306, arrival_time=2021-04-15 05:15:20.689326, cost_time=0:00:42.346633 2021-04-15 05:15:10,513 INFO : TRAIN, epoch=0116, iter=00160/00196, fetch data time cost=1.30ms, fps=911 images/s, loss=0.2513, top1-acc=92.45%, top5-acc=99.68%, remaining_time=0:00:10.160280, arrival_time=2021-04-15 05:15:20.673474, cost_time=0:00:45.156816 2021-04-15 05:15:13,328 INFO : TRAIN, epoch=0116, iter=00170/00196, fetch data time cost=1.25ms, fps=909 images/s, loss=0.2531, top1-acc=92.37%, top5-acc=99.69%, remaining_time=0:00:07.336914, arrival_time=2021-04-15 05:15:20.665449, cost_time=0:00:47.972140 2021-04-15 05:15:16,140 INFO : TRAIN, epoch=0116, iter=00180/00196, fetch data time cost=1.36ms, fps=910 images/s, loss=0.2550, top1-acc=92.27%, top5-acc=99.69%, remaining_time=0:00:04.514160, arrival_time=2021-04-15 05:15:20.654922, cost_time=0:00:50.784386 2021-04-15 05:15:18,954 INFO : TRAIN, epoch=0116, iter=00190/00196, fetch data time cost=1.05ms, fps=910 images/s, loss=0.2564, top1-acc=92.19%, top5-acc=99.69%, remaining_time=0:00:01.692564, arrival_time=2021-04-15 05:15:20.646724, cost_time=0:00:53.597776 2021-04-15 05:15:20,462 INFO : TRAIN, epoch=0116, iter=00196/00196, fetch data time cost=1.17ms, fps=902 images/s, loss=0.2588, top1-acc=92.13%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-15 05:15:20.462867, cost_time=0:00:55.106509 2021-04-15 05:15:21,352 INFO : EVAL, epoch=0116, iter=00010/00040, fetch data time cost=0.20ms, fps=2882 images/s, loss=1.4893, top1-acc=65.94%, top5-acc=88.52%, remaining_time=0:00:02.664540, arrival_time=2021-04-15 05:15:24.017140, cost_time=0:00:00.888180 2021-04-15 05:15:22,126 INFO : EVAL, epoch=0116, iter=00020/00040, fetch data time cost=1.15ms, fps=3309 images/s, loss=1.5188, top1-acc=65.18%, top5-acc=88.28%, remaining_time=0:00:01.662160, arrival_time=2021-04-15 05:15:23.788742, cost_time=0:00:01.662151 2021-04-15 05:15:22,903 INFO : EVAL, epoch=0116, iter=00030/00040, fetch data time cost=1.28ms, fps=3298 images/s, loss=1.5202, top1-acc=64.95%, top5-acc=88.39%, remaining_time=0:00:00.812900, arrival_time=2021-04-15 05:15:23.716073, cost_time=0:00:02.438689 2021-04-15 05:15:23,610 INFO : EVAL, epoch=0116, iter=00040/00040, fetch data time cost=0.05ms, fps=3282 images/s, loss=1.4853, top1-acc=65.06%, top5-acc=88.29%, remaining_time=0:00:00, arrival_time=2021-04-15 05:15:23.610521, cost_time=0:00:03.146120 2021-04-15 05:15:24,465 INFO : Epoch=0116 complete, best val top1-acc=65.06%, top5-acc=88.29% (epoch=116), remaining_time=1:22:24.520644, arrival_time=2021-04-15 06:37:48.985803, cost_time=1:53:48.147545 2021-04-15 05:15:24,466 INFO : Train start, epoch=0117, lr=0.037566 2021-04-15 05:15:27,437 INFO : TRAIN, epoch=0117, iter=00010/00196, fetch data time cost=1.24ms, fps=862 images/s, loss=0.2666, top1-acc=92.38%, top5-acc=99.53%, remaining_time=0:00:55.249812, arrival_time=2021-04-15 05:16:22.686786, cost_time=0:00:02.970421 2021-04-15 05:15:30,250 INFO : TRAIN, epoch=0117, iter=00020/00196, fetch data time cost=1.28ms, fps=910 images/s, loss=0.2785, top1-acc=91.45%, top5-acc=99.49%, remaining_time=0:00:50.898320, arrival_time=2021-04-15 05:16:21.148811, cost_time=0:00:05.783906 2021-04-15 05:15:33,068 INFO : TRAIN, epoch=0117, iter=00030/00196, fetch data time cost=1.37ms, fps=909 images/s, loss=0.2650, top1-acc=91.81%, top5-acc=99.57%, remaining_time=0:00:47.597014, arrival_time=2021-04-15 05:16:20.665576, cost_time=0:00:08.601871 2021-04-15 05:15:35,881 INFO : TRAIN, epoch=0117, iter=00040/00196, fetch data time cost=1.57ms, fps=910 images/s, loss=0.2572, top1-acc=92.03%, top5-acc=99.61%, remaining_time=0:00:44.518344, arrival_time=2021-04-15 05:16:20.399952, cost_time=0:00:11.414964 2021-04-15 05:15:38,695 INFO : TRAIN, epoch=0117, iter=00050/00196, fetch data time cost=1.37ms, fps=910 images/s, loss=0.2534, top1-acc=92.28%, top5-acc=99.62%, remaining_time=0:00:41.549848, arrival_time=2021-04-15 05:16:20.245793, cost_time=0:00:14.229390 2021-04-15 05:15:41,513 INFO : TRAIN, epoch=0117, iter=00060/00196, fetch data time cost=1.35ms, fps=909 images/s, loss=0.2490, top1-acc=92.34%, top5-acc=99.63%, remaining_time=0:00:38.639096, arrival_time=2021-04-15 05:16:20.152398, cost_time=0:00:17.046635 2021-04-15 05:15:44,328 INFO : TRAIN, epoch=0117, iter=00070/00196, fetch data time cost=1.38ms, fps=910 images/s, loss=0.2459, top1-acc=92.45%, top5-acc=99.65%, remaining_time=0:00:35.751114, arrival_time=2021-04-15 05:16:20.079425, cost_time=0:00:19.861744 2021-04-15 05:15:47,147 INFO : TRAIN, epoch=0117, iter=00080/00196, fetch data time cost=1.39ms, fps=908 images/s, loss=0.2474, top1-acc=92.40%, top5-acc=99.66%, remaining_time=0:00:32.887508, arrival_time=2021-04-15 05:16:20.035074, cost_time=0:00:22.681002 2021-04-15 05:15:49,961 INFO : TRAIN, epoch=0117, iter=00090/00196, fetch data time cost=1.47ms, fps=910 images/s, loss=0.2485, top1-acc=92.35%, top5-acc=99.67%, remaining_time=0:00:30.026938, arrival_time=2021-04-15 05:16:19.988068, cost_time=0:00:25.494568 2021-04-15 05:15:52,773 INFO : TRAIN, epoch=0117, iter=00100/00196, fetch data time cost=1.34ms, fps=910 images/s, loss=0.2492, top1-acc=92.34%, top5-acc=99.66%, remaining_time=0:00:27.175008, arrival_time=2021-04-15 05:16:19.948876, cost_time=0:00:28.307264 2021-04-15 05:15:55,589 INFO : TRAIN, epoch=0117, iter=00110/00196, fetch data time cost=1.52ms, fps=909 images/s, loss=0.2492, top1-acc=92.34%, top5-acc=99.66%, remaining_time=0:00:24.332496, arrival_time=2021-04-15 05:16:19.922137, cost_time=0:00:31.123004 2021-04-15 05:15:58,399 INFO : TRAIN, epoch=0117, iter=00120/00196, fetch data time cost=1.36ms, fps=911 images/s, loss=0.2501, top1-acc=92.31%, top5-acc=99.68%, remaining_time=0:00:21.491128, arrival_time=2021-04-15 05:16:19.890992, cost_time=0:00:33.933309 2021-04-15 05:16:01,214 INFO : TRAIN, epoch=0117, iter=00130/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.2518, top1-acc=92.30%, top5-acc=99.68%, remaining_time=0:00:18.656484, arrival_time=2021-04-15 05:16:19.870729, cost_time=0:00:36.747671 2021-04-15 05:16:04,026 INFO : TRAIN, epoch=0117, iter=00140/00196, fetch data time cost=1.33ms, fps=911 images/s, loss=0.2535, top1-acc=92.24%, top5-acc=99.67%, remaining_time=0:00:15.823808, arrival_time=2021-04-15 05:16:19.849914, cost_time=0:00:39.559545 2021-04-15 05:16:06,835 INFO : TRAIN, epoch=0117, iter=00150/00196, fetch data time cost=1.36ms, fps=911 images/s, loss=0.2552, top1-acc=92.18%, top5-acc=99.67%, remaining_time=0:00:12.993114, arrival_time=2021-04-15 05:16:19.828553, cost_time=0:00:42.368881 2021-04-15 05:16:09,649 INFO : TRAIN, epoch=0117, iter=00160/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.2559, top1-acc=92.16%, top5-acc=99.66%, remaining_time=0:00:10.166220, arrival_time=2021-04-15 05:16:19.816024, cost_time=0:00:45.183242 2021-04-15 05:16:12,466 INFO : TRAIN, epoch=0117, iter=00170/00196, fetch data time cost=1.48ms, fps=909 images/s, loss=0.2553, top1-acc=92.17%, top5-acc=99.66%, remaining_time=0:00:07.341178, arrival_time=2021-04-15 05:16:19.807749, cost_time=0:00:48.000011 2021-04-15 05:16:15,287 INFO : TRAIN, epoch=0117, iter=00180/00196, fetch data time cost=1.26ms, fps=908 images/s, loss=0.2559, top1-acc=92.16%, top5-acc=99.66%, remaining_time=0:00:04.517424, arrival_time=2021-04-15 05:16:19.804925, cost_time=0:00:50.820941 2021-04-15 05:16:18,100 INFO : TRAIN, epoch=0117, iter=00190/00196, fetch data time cost=1.22ms, fps=910 images/s, loss=0.2558, top1-acc=92.16%, top5-acc=99.66%, remaining_time=0:00:01.693710, arrival_time=2021-04-15 05:16:19.794474, cost_time=0:00:53.634206 2021-04-15 05:16:19,614 INFO : TRAIN, epoch=0117, iter=00196/00196, fetch data time cost=1.13ms, fps=899 images/s, loss=0.2553, top1-acc=92.19%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-15 05:16:19.614369, cost_time=0:00:55.147754 2021-04-15 05:16:20,499 INFO : EVAL, epoch=0117, iter=00010/00040, fetch data time cost=0.18ms, fps=2898 images/s, loss=1.5313, top1-acc=63.44%, top5-acc=88.16%, remaining_time=0:00:02.649900, arrival_time=2021-04-15 05:16:23.149353, cost_time=0:00:00.883302 2021-04-15 05:16:21,275 INFO : EVAL, epoch=0117, iter=00020/00040, fetch data time cost=1.25ms, fps=3300 images/s, loss=1.4336, top1-acc=65.49%, top5-acc=88.61%, remaining_time=0:00:01.659300, arrival_time=2021-04-15 05:16:22.934724, cost_time=0:00:01.659291 2021-04-15 05:16:22,050 INFO : EVAL, epoch=0117, iter=00030/00040, fetch data time cost=1.26ms, fps=3305 images/s, loss=1.4235, top1-acc=65.46%, top5-acc=88.80%, remaining_time=0:00:00.811360, arrival_time=2021-04-15 05:16:22.861587, cost_time=0:00:02.434089 2021-04-15 05:16:22,761 INFO : EVAL, epoch=0117, iter=00040/00040, fetch data time cost=0.05ms, fps=3265 images/s, loss=1.4164, top1-acc=65.37%, top5-acc=88.84%, remaining_time=0:00:00, arrival_time=2021-04-15 05:16:22.761164, cost_time=0:00:03.145015 2021-04-15 05:16:23,601 INFO : Epoch=0117 complete, best val top1-acc=65.37%, top5-acc=88.84% (epoch=117), remaining_time=1:21:25.851108, arrival_time=2021-04-15 06:37:49.452793, cost_time=1:54:47.284042 2021-04-15 05:16:23,603 INFO : Train start, epoch=0118, lr=0.036806 2021-04-15 05:16:26,566 INFO : TRAIN, epoch=0118, iter=00010/00196, fetch data time cost=1.35ms, fps=864 images/s, loss=0.2230, top1-acc=93.75%, top5-acc=99.77%, remaining_time=0:00:55.120728, arrival_time=2021-04-15 05:17:21.687439, cost_time=0:00:02.963483 2021-04-15 05:16:29,380 INFO : TRAIN, epoch=0118, iter=00020/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.2237, top1-acc=93.85%, top5-acc=99.73%, remaining_time=0:00:50.843056, arrival_time=2021-04-15 05:17:20.223902, cost_time=0:00:05.777611 2021-04-15 05:16:32,199 INFO : TRAIN, epoch=0118, iter=00030/00196, fetch data time cost=1.36ms, fps=908 images/s, loss=0.2207, top1-acc=93.84%, top5-acc=99.70%, remaining_time=0:00:47.564810, arrival_time=2021-04-15 05:17:19.764096, cost_time=0:00:08.596064 2021-04-15 05:16:35,022 INFO : TRAIN, epoch=0118, iter=00040/00196, fetch data time cost=1.44ms, fps=907 images/s, loss=0.2233, top1-acc=93.51%, top5-acc=99.71%, remaining_time=0:00:44.533476, arrival_time=2021-04-15 05:17:19.555557, cost_time=0:00:11.418829 2021-04-15 05:16:37,841 INFO : TRAIN, epoch=0118, iter=00050/00196, fetch data time cost=1.33ms, fps=908 images/s, loss=0.2209, top1-acc=93.50%, top5-acc=99.73%, remaining_time=0:00:41.575982, arrival_time=2021-04-15 05:17:19.417581, cost_time=0:00:14.238374 2021-04-15 05:16:40,657 INFO : TRAIN, epoch=0118, iter=00060/00196, fetch data time cost=1.46ms, fps=909 images/s, loss=0.2213, top1-acc=93.50%, top5-acc=99.72%, remaining_time=0:00:38.657048, arrival_time=2021-04-15 05:17:19.314872, cost_time=0:00:17.054605 2021-04-15 05:16:43,471 INFO : TRAIN, epoch=0118, iter=00070/00196, fetch data time cost=1.33ms, fps=910 images/s, loss=0.2204, top1-acc=93.53%, top5-acc=99.75%, remaining_time=0:00:35.762832, arrival_time=2021-04-15 05:17:19.234270, cost_time=0:00:19.868220 2021-04-15 05:16:46,284 INFO : TRAIN, epoch=0118, iter=00080/00196, fetch data time cost=1.45ms, fps=910 images/s, loss=0.2194, top1-acc=93.51%, top5-acc=99.77%, remaining_time=0:00:32.887276, arrival_time=2021-04-15 05:17:19.171407, cost_time=0:00:22.680906 2021-04-15 05:16:49,095 INFO : TRAIN, epoch=0118, iter=00090/00196, fetch data time cost=1.40ms, fps=911 images/s, loss=0.2217, top1-acc=93.44%, top5-acc=99.74%, remaining_time=0:00:30.024076, arrival_time=2021-04-15 05:17:19.119419, cost_time=0:00:25.492111 2021-04-15 05:16:51,914 INFO : TRAIN, epoch=0118, iter=00100/00196, fetch data time cost=1.49ms, fps=908 images/s, loss=0.2218, top1-acc=93.42%, top5-acc=99.74%, remaining_time=0:00:27.178464, arrival_time=2021-04-15 05:17:19.092544, cost_time=0:00:28.310852 2021-04-15 05:16:54,722 INFO : TRAIN, epoch=0118, iter=00110/00196, fetch data time cost=1.38ms, fps=912 images/s, loss=0.2228, top1-acc=93.40%, top5-acc=99.75%, remaining_time=0:00:24.329572, arrival_time=2021-04-15 05:17:19.052018, cost_time=0:00:31.119220 2021-04-15 05:16:57,540 INFO : TRAIN, epoch=0118, iter=00120/00196, fetch data time cost=1.29ms, fps=909 images/s, loss=0.2234, top1-acc=93.37%, top5-acc=99.75%, remaining_time=0:00:21.493332, arrival_time=2021-04-15 05:17:19.033459, cost_time=0:00:33.936892 2021-04-15 05:17:00,358 INFO : TRAIN, epoch=0118, iter=00130/00196, fetch data time cost=1.39ms, fps=909 images/s, loss=0.2255, top1-acc=93.25%, top5-acc=99.72%, remaining_time=0:00:18.660180, arrival_time=2021-04-15 05:17:19.018331, cost_time=0:00:36.754916 2021-04-15 05:17:03,173 INFO : TRAIN, epoch=0118, iter=00140/00196, fetch data time cost=1.56ms, fps=909 images/s, loss=0.2257, top1-acc=93.23%, top5-acc=99.72%, remaining_time=0:00:15.828120, arrival_time=2021-04-15 05:17:19.001674, cost_time=0:00:39.570326 2021-04-15 05:17:05,990 INFO : TRAIN, epoch=0118, iter=00150/00196, fetch data time cost=1.31ms, fps=909 images/s, loss=0.2270, top1-acc=93.21%, top5-acc=99.72%, remaining_time=0:00:12.998818, arrival_time=2021-04-15 05:17:18.989545, cost_time=0:00:42.387493 2021-04-15 05:17:08,806 INFO : TRAIN, epoch=0118, iter=00160/00196, fetch data time cost=1.37ms, fps=909 images/s, loss=0.2291, top1-acc=93.13%, top5-acc=99.72%, remaining_time=0:00:10.170792, arrival_time=2021-04-15 05:17:18.977546, cost_time=0:00:45.203463 2021-04-15 05:17:11,617 INFO : TRAIN, epoch=0118, iter=00170/00196, fetch data time cost=1.26ms, fps=911 images/s, loss=0.2311, top1-acc=93.08%, top5-acc=99.71%, remaining_time=0:00:07.343388, arrival_time=2021-04-15 05:17:18.961019, cost_time=0:00:48.014403 2021-04-15 05:17:14,424 INFO : TRAIN, epoch=0118, iter=00180/00196, fetch data time cost=1.31ms, fps=912 images/s, loss=0.2335, top1-acc=92.99%, top5-acc=99.71%, remaining_time=0:00:04.517408, arrival_time=2021-04-15 05:17:18.941576, cost_time=0:00:50.820919 2021-04-15 05:17:17,240 INFO : TRAIN, epoch=0118, iter=00190/00196, fetch data time cost=1.36ms, fps=909 images/s, loss=0.2358, top1-acc=92.91%, top5-acc=99.71%, remaining_time=0:00:01.693794, arrival_time=2021-04-15 05:17:18.933930, cost_time=0:00:53.636806 2021-04-15 05:17:18,748 INFO : TRAIN, epoch=0118, iter=00196/00196, fetch data time cost=1.20ms, fps=902 images/s, loss=0.2375, top1-acc=92.87%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-15 05:17:18.748454, cost_time=0:00:55.145233 2021-04-15 05:17:19,645 INFO : EVAL, epoch=0118, iter=00010/00040, fetch data time cost=0.20ms, fps=2860 images/s, loss=1.6421, top1-acc=63.05%, top5-acc=86.72%, remaining_time=0:00:02.685300, arrival_time=2021-04-15 05:17:22.330585, cost_time=0:00:00.895095 2021-04-15 05:17:20,420 INFO : EVAL, epoch=0118, iter=00020/00040, fetch data time cost=1.27ms, fps=3303 images/s, loss=1.6740, top1-acc=62.40%, top5-acc=86.87%, remaining_time=0:00:01.670540, arrival_time=2021-04-15 05:17:22.091270, cost_time=0:00:01.670545 2021-04-15 05:17:21,195 INFO : EVAL, epoch=0118, iter=00030/00040, fetch data time cost=1.37ms, fps=3305 images/s, loss=1.6624, top1-acc=62.28%, top5-acc=86.95%, remaining_time=0:00:00.815160, arrival_time=2021-04-15 05:17:22.010840, cost_time=0:00:02.445479 2021-04-15 05:17:21,905 INFO : EVAL, epoch=0118, iter=00040/00040, fetch data time cost=0.05ms, fps=3272 images/s, loss=1.6733, top1-acc=62.20%, top5-acc=86.75%, remaining_time=0:00:00, arrival_time=2021-04-15 05:17:21.904989, cost_time=0:00:03.154823 2021-04-15 05:17:22,404 INFO : Epoch=0118 complete, best val top1-acc=65.37%, top5-acc=88.84% (epoch=117), remaining_time=1:20:26.941890, arrival_time=2021-04-15 06:37:49.346551, cost_time=1:55:46.087063 2021-04-15 05:17:22,405 INFO : Train start, epoch=0119, lr=0.036050 2021-04-15 05:17:25,381 INFO : TRAIN, epoch=0119, iter=00010/00196, fetch data time cost=1.38ms, fps=860 images/s, loss=0.2291, top1-acc=93.16%, top5-acc=99.84%, remaining_time=0:00:55.341882, arrival_time=2021-04-15 05:18:20.723321, cost_time=0:00:02.975367 2021-04-15 05:17:28,193 INFO : TRAIN, epoch=0119, iter=00020/00196, fetch data time cost=1.46ms, fps=911 images/s, loss=0.2254, top1-acc=93.46%, top5-acc=99.80%, remaining_time=0:00:50.924720, arrival_time=2021-04-15 05:18:19.117682, cost_time=0:00:05.786897 2021-04-15 05:17:31,004 INFO : TRAIN, epoch=0119, iter=00030/00196, fetch data time cost=1.37ms, fps=911 images/s, loss=0.2277, top1-acc=93.37%, top5-acc=99.78%, remaining_time=0:00:47.579750, arrival_time=2021-04-15 05:18:18.584557, cost_time=0:00:08.598744 2021-04-15 05:17:33,818 INFO : TRAIN, epoch=0119, iter=00040/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.2245, top1-acc=93.42%, top5-acc=99.74%, remaining_time=0:00:44.507580, arrival_time=2021-04-15 05:18:18.325823, cost_time=0:00:11.412183 2021-04-15 05:17:36,628 INFO : TRAIN, epoch=0119, iter=00050/00196, fetch data time cost=1.40ms, fps=911 images/s, loss=0.2245, top1-acc=93.43%, top5-acc=99.75%, remaining_time=0:00:41.529554, arrival_time=2021-04-15 05:18:18.158066, cost_time=0:00:14.222443 2021-04-15 05:17:39,442 INFO : TRAIN, epoch=0119, iter=00060/00196, fetch data time cost=1.38ms, fps=910 images/s, loss=0.2273, top1-acc=93.20%, top5-acc=99.75%, remaining_time=0:00:38.614752, arrival_time=2021-04-15 05:18:18.056748, cost_time=0:00:17.035931 2021-04-15 05:17:42,252 INFO : TRAIN, epoch=0119, iter=00070/00196, fetch data time cost=1.41ms, fps=911 images/s, loss=0.2313, top1-acc=93.07%, top5-acc=99.76%, remaining_time=0:00:35.723016, arrival_time=2021-04-15 05:18:17.975184, cost_time=0:00:19.846103 2021-04-15 05:17:45,068 INFO : TRAIN, epoch=0119, iter=00080/00196, fetch data time cost=1.31ms, fps=909 images/s, loss=0.2299, top1-acc=93.05%, top5-acc=99.77%, remaining_time=0:00:32.860248, arrival_time=2021-04-15 05:18:17.928581, cost_time=0:00:22.662225 2021-04-15 05:17:47,887 INFO : TRAIN, epoch=0119, iter=00090/00196, fetch data time cost=1.56ms, fps=908 images/s, loss=0.2303, top1-acc=93.03%, top5-acc=99.77%, remaining_time=0:00:30.011462, arrival_time=2021-04-15 05:18:17.898919, cost_time=0:00:25.481390 2021-04-15 05:17:50,697 INFO : TRAIN, epoch=0119, iter=00100/00196, fetch data time cost=1.32ms, fps=911 images/s, loss=0.2328, top1-acc=92.94%, top5-acc=99.76%, remaining_time=0:00:27.159744, arrival_time=2021-04-15 05:18:17.857173, cost_time=0:00:28.291364 2021-04-15 05:17:53,517 INFO : TRAIN, epoch=0119, iter=00110/00196, fetch data time cost=1.40ms, fps=908 images/s, loss=0.2348, top1-acc=92.89%, top5-acc=99.74%, remaining_time=0:00:24.323380, arrival_time=2021-04-15 05:18:17.840777, cost_time=0:00:31.111265 2021-04-15 05:17:56,336 INFO : TRAIN, epoch=0119, iter=00120/00196, fetch data time cost=1.41ms, fps=908 images/s, loss=0.2363, top1-acc=92.81%, top5-acc=99.74%, remaining_time=0:00:21.489228, arrival_time=2021-04-15 05:18:17.825604, cost_time=0:00:33.930314 2021-04-15 05:17:59,148 INFO : TRAIN, epoch=0119, iter=00130/00196, fetch data time cost=1.34ms, fps=910 images/s, loss=0.2387, top1-acc=92.71%, top5-acc=99.74%, remaining_time=0:00:18.653778, arrival_time=2021-04-15 05:18:17.802191, cost_time=0:00:36.742326 2021-04-15 05:18:01,962 INFO : TRAIN, epoch=0119, iter=00140/00196, fetch data time cost=1.61ms, fps=910 images/s, loss=0.2418, top1-acc=92.58%, top5-acc=99.74%, remaining_time=0:00:15.822464, arrival_time=2021-04-15 05:18:17.784693, cost_time=0:00:39.556153 2021-04-15 05:18:04,775 INFO : TRAIN, epoch=0119, iter=00150/00196, fetch data time cost=1.54ms, fps=910 images/s, loss=0.2416, top1-acc=92.58%, top5-acc=99.73%, remaining_time=0:00:12.993252, arrival_time=2021-04-15 05:18:17.768557, cost_time=0:00:42.369245 2021-04-15 05:18:07,588 INFO : TRAIN, epoch=0119, iter=00160/00196, fetch data time cost=1.38ms, fps=910 images/s, loss=0.2440, top1-acc=92.53%, top5-acc=99.72%, remaining_time=0:00:10.166076, arrival_time=2021-04-15 05:18:17.754701, cost_time=0:00:45.182562 2021-04-15 05:18:10,406 INFO : TRAIN, epoch=0119, iter=00170/00196, fetch data time cost=1.35ms, fps=909 images/s, loss=0.2448, top1-acc=92.55%, top5-acc=99.71%, remaining_time=0:00:07.341204, arrival_time=2021-04-15 05:18:17.747516, cost_time=0:00:48.000243 2021-04-15 05:18:13,219 INFO : TRAIN, epoch=0119, iter=00180/00196, fetch data time cost=1.28ms, fps=910 images/s, loss=0.2467, top1-acc=92.51%, top5-acc=99.71%, remaining_time=0:00:04.516752, arrival_time=2021-04-15 05:18:17.736241, cost_time=0:00:50.813425 2021-04-15 05:18:16,034 INFO : TRAIN, epoch=0119, iter=00190/00196, fetch data time cost=1.18ms, fps=910 images/s, loss=0.2477, top1-acc=92.47%, top5-acc=99.71%, remaining_time=0:00:01.693518, arrival_time=2021-04-15 05:18:17.727630, cost_time=0:00:53.628044 2021-04-15 05:18:17,549 INFO : TRAIN, epoch=0119, iter=00196/00196, fetch data time cost=1.14ms, fps=898 images/s, loss=0.2487, top1-acc=92.43%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-15 05:18:17.549216, cost_time=0:00:55.143171 2021-04-15 05:18:18,450 INFO : EVAL, epoch=0119, iter=00010/00040, fetch data time cost=0.32ms, fps=2846 images/s, loss=1.5396, top1-acc=64.88%, top5-acc=87.23%, remaining_time=0:00:02.698920, arrival_time=2021-04-15 05:18:21.149392, cost_time=0:00:00.899642 2021-04-15 05:18:19,227 INFO : EVAL, epoch=0119, iter=00020/00040, fetch data time cost=1.31ms, fps=3297 images/s, loss=1.5110, top1-acc=65.18%, top5-acc=88.20%, remaining_time=0:00:01.676500, arrival_time=2021-04-15 05:18:20.903822, cost_time=0:00:01.676502 2021-04-15 05:18:20,004 INFO : EVAL, epoch=0119, iter=00030/00040, fetch data time cost=1.29ms, fps=3296 images/s, loss=1.5302, top1-acc=64.61%, top5-acc=88.40%, remaining_time=0:00:00.817840, arrival_time=2021-04-15 05:18:20.822164, cost_time=0:00:02.453506 2021-04-15 05:18:20,713 INFO : EVAL, epoch=0119, iter=00040/00040, fetch data time cost=0.05ms, fps=3273 images/s, loss=1.5130, top1-acc=64.76%, top5-acc=88.41%, remaining_time=0:00:00, arrival_time=2021-04-15 05:18:20.713543, cost_time=0:00:03.162748 2021-04-15 05:18:21,197 INFO : Epoch=0119 complete, best val top1-acc=65.37%, top5-acc=88.84% (epoch=117), remaining_time=1:19:28.027173, arrival_time=2021-04-15 06:37:49.224225, cost_time=1:56:44.879453 2021-04-15 05:18:21,198 INFO : Train start, epoch=0120, lr=0.035298 2021-04-15 05:18:24,171 INFO : TRAIN, epoch=0120, iter=00010/00196, fetch data time cost=1.36ms, fps=861 images/s, loss=0.2590, top1-acc=92.38%, top5-acc=99.53%, remaining_time=0:00:55.293336, arrival_time=2021-04-15 05:19:19.464462, cost_time=0:00:02.972765 2021-04-15 05:18:26,992 INFO : TRAIN, epoch=0120, iter=00020/00196, fetch data time cost=4.94ms, fps=907 images/s, loss=0.2451, top1-acc=92.70%, top5-acc=99.67%, remaining_time=0:00:50.989136, arrival_time=2021-04-15 05:19:17.981806, cost_time=0:00:05.794215 2021-04-15 05:18:29,807 INFO : TRAIN, epoch=0120, iter=00030/00196, fetch data time cost=1.40ms, fps=910 images/s, loss=0.2358, top1-acc=92.94%, top5-acc=99.70%, remaining_time=0:00:47.636854, arrival_time=2021-04-15 05:19:17.444367, cost_time=0:00:08.609065 2021-04-15 05:18:32,621 INFO : TRAIN, epoch=0120, iter=00040/00196, fetch data time cost=1.39ms, fps=910 images/s, loss=0.2329, top1-acc=93.03%, top5-acc=99.72%, remaining_time=0:00:44.550168, arrival_time=2021-04-15 05:19:17.171762, cost_time=0:00:11.423137 2021-04-15 05:18:35,444 INFO : TRAIN, epoch=0120, iter=00050/00196, fetch data time cost=1.42ms, fps=907 images/s, loss=0.2297, top1-acc=93.18%, top5-acc=99.72%, remaining_time=0:00:41.599050, arrival_time=2021-04-15 05:19:17.043642, cost_time=0:00:14.246228 2021-04-15 05:18:38,262 INFO : TRAIN, epoch=0120, iter=00060/00196, fetch data time cost=1.38ms, fps=909 images/s, loss=0.2262, top1-acc=93.31%, top5-acc=99.73%, remaining_time=0:00:38.678808, arrival_time=2021-04-15 05:19:16.941416, cost_time=0:00:17.064162 2021-04-15 05:18:41,081 INFO : TRAIN, epoch=0120, iter=00070/00196, fetch data time cost=1.41ms, fps=908 images/s, loss=0.2230, top1-acc=93.38%, top5-acc=99.75%, remaining_time=0:00:35.788788, arrival_time=2021-04-15 05:19:16.869825, cost_time=0:00:19.882671 2021-04-15 05:18:43,895 INFO : TRAIN, epoch=0120, iter=00080/00196, fetch data time cost=1.39ms, fps=910 images/s, loss=0.2209, top1-acc=93.43%, top5-acc=99.75%, remaining_time=0:00:32.910592, arrival_time=2021-04-15 05:19:16.805921, cost_time=0:00:22.696967 2021-04-15 05:18:46,706 INFO : TRAIN, epoch=0120, iter=00090/00196, fetch data time cost=1.47ms, fps=911 images/s, loss=0.2187, top1-acc=93.50%, top5-acc=99.75%, remaining_time=0:00:30.043050, arrival_time=2021-04-15 05:19:16.749659, cost_time=0:00:25.508251 2021-04-15 05:18:49,523 INFO : TRAIN, epoch=0120, iter=00100/00196, fetch data time cost=1.33ms, fps=909 images/s, loss=0.2178, top1-acc=93.51%, top5-acc=99.75%, remaining_time=0:00:27.192288, arrival_time=2021-04-15 05:19:16.716042, cost_time=0:00:28.325316 2021-04-15 05:18:52,334 INFO : TRAIN, epoch=0120, iter=00110/00196, fetch data time cost=1.37ms, fps=911 images/s, loss=0.2174, top1-acc=93.48%, top5-acc=99.75%, remaining_time=0:00:24.342988, arrival_time=2021-04-15 05:19:16.677796, cost_time=0:00:31.136399 2021-04-15 05:18:55,149 INFO : TRAIN, epoch=0120, iter=00120/00196, fetch data time cost=1.38ms, fps=910 images/s, loss=0.2173, top1-acc=93.48%, top5-acc=99.76%, remaining_time=0:00:21.502376, arrival_time=2021-04-15 05:19:16.651908, cost_time=0:00:33.951173 2021-04-15 05:18:57,968 INFO : TRAIN, epoch=0120, iter=00130/00196, fetch data time cost=1.35ms, fps=908 images/s, loss=0.2178, top1-acc=93.43%, top5-acc=99.77%, remaining_time=0:00:18.667902, arrival_time=2021-04-15 05:19:16.636328, cost_time=0:00:36.770065 2021-04-15 05:19:00,783 INFO : TRAIN, epoch=0120, iter=00140/00196, fetch data time cost=1.33ms, fps=910 images/s, loss=0.2209, top1-acc=93.35%, top5-acc=99.75%, remaining_time=0:00:15.833944, arrival_time=2021-04-15 05:19:16.617142, cost_time=0:00:39.584840 2021-04-15 05:19:03,595 INFO : TRAIN, epoch=0120, iter=00150/00196, fetch data time cost=1.36ms, fps=911 images/s, loss=0.2230, top1-acc=93.32%, top5-acc=99.75%, remaining_time=0:00:13.001624, arrival_time=2021-04-15 05:19:16.596588, cost_time=0:00:42.396609 2021-04-15 05:19:06,413 INFO : TRAIN, epoch=0120, iter=00160/00196, fetch data time cost=1.30ms, fps=908 images/s, loss=0.2233, top1-acc=93.28%, top5-acc=99.75%, remaining_time=0:00:10.173420, arrival_time=2021-04-15 05:19:16.587036, cost_time=0:00:45.215258 2021-04-15 05:19:09,228 INFO : TRAIN, epoch=0120, iter=00170/00196, fetch data time cost=1.39ms, fps=910 images/s, loss=0.2246, top1-acc=93.24%, top5-acc=99.74%, remaining_time=0:00:07.345806, arrival_time=2021-04-15 05:19:16.574494, cost_time=0:00:48.030326 2021-04-15 05:19:12,037 INFO : TRAIN, epoch=0120, iter=00180/00196, fetch data time cost=1.28ms, fps=912 images/s, loss=0.2264, top1-acc=93.14%, top5-acc=99.75%, remaining_time=0:00:04.519024, arrival_time=2021-04-15 05:19:16.556467, cost_time=0:00:50.839084 2021-04-15 05:19:14,851 INFO : TRAIN, epoch=0120, iter=00190/00196, fetch data time cost=1.20ms, fps=910 images/s, loss=0.2271, top1-acc=93.12%, top5-acc=99.75%, remaining_time=0:00:01.694304, arrival_time=2021-04-15 05:19:16.545690, cost_time=0:00:53.652956 2021-04-15 05:19:16,363 INFO : TRAIN, epoch=0120, iter=00196/00196, fetch data time cost=1.30ms, fps=900 images/s, loss=0.2294, top1-acc=93.07%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-15 05:19:16.363750, cost_time=0:00:55.165407 2021-04-15 05:19:17,265 INFO : EVAL, epoch=0120, iter=00010/00040, fetch data time cost=1.40ms, fps=2845 images/s, loss=1.5369, top1-acc=63.40%, top5-acc=87.38%, remaining_time=0:00:02.699790, arrival_time=2021-04-15 05:19:19.965056, cost_time=0:00:00.899934 2021-04-15 05:19:18,040 INFO : EVAL, epoch=0120, iter=00020/00040, fetch data time cost=1.24ms, fps=3304 images/s, loss=1.6164, top1-acc=62.34%, top5-acc=87.13%, remaining_time=0:00:01.675100, arrival_time=2021-04-15 05:19:19.715545, cost_time=0:00:01.675095 2021-04-15 05:19:18,815 INFO : EVAL, epoch=0120, iter=00030/00040, fetch data time cost=1.25ms, fps=3306 images/s, loss=1.6243, top1-acc=62.19%, top5-acc=87.01%, remaining_time=0:00:00.816610, arrival_time=2021-04-15 05:19:19.631774, cost_time=0:00:02.449829 2021-04-15 05:19:19,524 INFO : EVAL, epoch=0120, iter=00040/00040, fetch data time cost=0.05ms, fps=3273 images/s, loss=1.6317, top1-acc=62.28%, top5-acc=86.97%, remaining_time=0:00:00, arrival_time=2021-04-15 05:19:19.524352, cost_time=0:00:03.159043 2021-04-15 05:19:19,950 INFO : Epoch=0120 complete, best val top1-acc=65.37%, top5-acc=88.84% (epoch=117), remaining_time=1:18:29.088800, arrival_time=2021-04-15 06:37:49.039558, cost_time=1:57:43.633162 2021-04-15 05:19:19,951 INFO : Train start, epoch=0121, lr=0.034549 2021-04-15 05:19:22,919 INFO : TRAIN, epoch=0121, iter=00010/00196, fetch data time cost=1.28ms, fps=863 images/s, loss=0.2668, top1-acc=92.19%, top5-acc=99.73%, remaining_time=0:00:55.199964, arrival_time=2021-04-15 05:20:18.119771, cost_time=0:00:02.967744 2021-04-15 05:19:25,737 INFO : TRAIN, epoch=0121, iter=00020/00196, fetch data time cost=1.29ms, fps=909 images/s, loss=0.2465, top1-acc=92.91%, top5-acc=99.75%, remaining_time=0:00:50.908880, arrival_time=2021-04-15 05:20:16.646045, cost_time=0:00:05.785097 2021-04-15 05:19:28,540 INFO : TRAIN, epoch=0121, iter=00030/00196, fetch data time cost=1.26ms, fps=913 images/s, loss=0.2386, top1-acc=93.11%, top5-acc=99.79%, remaining_time=0:00:47.522314, arrival_time=2021-04-15 05:20:16.062743, cost_time=0:00:08.588375 2021-04-15 05:19:31,349 INFO : TRAIN, epoch=0121, iter=00040/00196, fetch data time cost=1.31ms, fps=912 images/s, loss=0.2282, top1-acc=93.36%, top5-acc=99.81%, remaining_time=0:00:44.448924, arrival_time=2021-04-15 05:20:15.798138, cost_time=0:00:11.397147 2021-04-15 05:19:34,155 INFO : TRAIN, epoch=0121, iter=00050/00196, fetch data time cost=1.35ms, fps=912 images/s, loss=0.2254, top1-acc=93.45%, top5-acc=99.80%, remaining_time=0:00:41.474512, arrival_time=2021-04-15 05:20:15.630149, cost_time=0:00:14.203577 2021-04-15 05:19:36,965 INFO : TRAIN, epoch=0121, iter=00060/00196, fetch data time cost=1.42ms, fps=911 images/s, loss=0.2242, top1-acc=93.52%, top5-acc=99.80%, remaining_time=0:00:38.562664, arrival_time=2021-04-15 05:20:15.527719, cost_time=0:00:17.012956 2021-04-15 05:19:39,782 INFO : TRAIN, epoch=0121, iter=00070/00196, fetch data time cost=1.33ms, fps=909 images/s, loss=0.2225, top1-acc=93.55%, top5-acc=99.77%, remaining_time=0:00:35.695548, arrival_time=2021-04-15 05:20:15.478490, cost_time=0:00:19.830876 2021-04-15 05:19:42,594 INFO : TRAIN, epoch=0121, iter=00080/00196, fetch data time cost=1.28ms, fps=911 images/s, loss=0.2210, top1-acc=93.59%, top5-acc=99.78%, remaining_time=0:00:32.831132, arrival_time=2021-04-15 05:20:15.425342, cost_time=0:00:22.642132 2021-04-15 05:19:45,407 INFO : TRAIN, epoch=0121, iter=00090/00196, fetch data time cost=1.37ms, fps=910 images/s, loss=0.2198, top1-acc=93.62%, top5-acc=99.79%, remaining_time=0:00:29.980510, arrival_time=2021-04-15 05:20:15.387703, cost_time=0:00:25.455123 2021-04-15 05:19:48,216 INFO : TRAIN, epoch=0121, iter=00100/00196, fetch data time cost=1.19ms, fps=911 images/s, loss=0.2189, top1-acc=93.63%, top5-acc=99.79%, remaining_time=0:00:27.133728, arrival_time=2021-04-15 05:20:15.350175, cost_time=0:00:28.264313 2021-04-15 05:19:51,024 INFO : TRAIN, epoch=0121, iter=00110/00196, fetch data time cost=1.30ms, fps=912 images/s, loss=0.2193, top1-acc=93.57%, top5-acc=99.79%, remaining_time=0:00:24.292592, arrival_time=2021-04-15 05:20:15.316580, cost_time=0:00:31.071931 2021-04-15 05:19:53,838 INFO : TRAIN, epoch=0121, iter=00120/00196, fetch data time cost=1.21ms, fps=910 images/s, loss=0.2186, top1-acc=93.59%, top5-acc=99.79%, remaining_time=0:00:21.461108, arrival_time=2021-04-15 05:20:15.299133, cost_time=0:00:33.885930 2021-04-15 05:19:56,651 INFO : TRAIN, epoch=0121, iter=00130/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.2196, top1-acc=93.53%, top5-acc=99.80%, remaining_time=0:00:18.631800, arrival_time=2021-04-15 05:20:15.282815, cost_time=0:00:36.698947 2021-04-15 05:19:59,462 INFO : TRAIN, epoch=0121, iter=00140/00196, fetch data time cost=1.29ms, fps=911 images/s, loss=0.2192, top1-acc=93.54%, top5-acc=99.79%, remaining_time=0:00:15.804208, arrival_time=2021-04-15 05:20:15.266775, cost_time=0:00:39.510516 2021-04-15 05:20:02,273 INFO : TRAIN, epoch=0121, iter=00150/00196, fetch data time cost=1.18ms, fps=911 images/s, loss=0.2205, top1-acc=93.48%, top5-acc=99.79%, remaining_time=0:00:12.978486, arrival_time=2021-04-15 05:20:15.251765, cost_time=0:00:42.321194 2021-04-15 05:20:05,081 INFO : TRAIN, epoch=0121, iter=00160/00196, fetch data time cost=1.33ms, fps=912 images/s, loss=0.2207, top1-acc=93.48%, top5-acc=99.79%, remaining_time=0:00:10.154160, arrival_time=2021-04-15 05:20:15.235824, cost_time=0:00:45.129608 2021-04-15 05:20:07,891 INFO : TRAIN, epoch=0121, iter=00170/00196, fetch data time cost=1.19ms, fps=911 images/s, loss=0.2215, top1-acc=93.48%, top5-acc=99.79%, remaining_time=0:00:07.331870, arrival_time=2021-04-15 05:20:15.223053, cost_time=0:00:47.939108 2021-04-15 05:20:10,702 INFO : TRAIN, epoch=0121, iter=00180/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.2226, top1-acc=93.43%, top5-acc=99.78%, remaining_time=0:00:04.511120, arrival_time=2021-04-15 05:20:15.213211, cost_time=0:00:50.750026 2021-04-15 05:20:13,510 INFO : TRAIN, epoch=0121, iter=00190/00196, fetch data time cost=1.10ms, fps=912 images/s, loss=0.2245, top1-acc=93.32%, top5-acc=99.77%, remaining_time=0:00:01.691328, arrival_time=2021-04-15 05:20:15.202177, cost_time=0:00:53.558804 2021-04-15 05:20:15,027 INFO : TRAIN, epoch=0121, iter=00196/00196, fetch data time cost=1.16ms, fps=897 images/s, loss=0.2264, top1-acc=93.27%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-15 05:20:15.027156, cost_time=0:00:55.075106 2021-04-15 05:20:15,909 INFO : EVAL, epoch=0121, iter=00010/00040, fetch data time cost=0.17ms, fps=2906 images/s, loss=1.5306, top1-acc=63.71%, top5-acc=87.50%, remaining_time=0:00:02.642430, arrival_time=2021-04-15 05:20:18.552030, cost_time=0:00:00.880810 2021-04-15 05:20:16,682 INFO : EVAL, epoch=0121, iter=00020/00040, fetch data time cost=1.20ms, fps=3312 images/s, loss=1.5366, top1-acc=64.02%, top5-acc=87.40%, remaining_time=0:00:01.654080, arrival_time=2021-04-15 05:20:18.336966, cost_time=0:00:01.654086 2021-04-15 05:20:17,458 INFO : EVAL, epoch=0121, iter=00030/00040, fetch data time cost=1.22ms, fps=3303 images/s, loss=1.5215, top1-acc=64.01%, top5-acc=87.96%, remaining_time=0:00:00.809810, arrival_time=2021-04-15 05:20:18.268045, cost_time=0:00:02.429434 2021-04-15 05:20:18,166 INFO : EVAL, epoch=0121, iter=00040/00040, fetch data time cost=0.06ms, fps=3277 images/s, loss=1.4898, top1-acc=64.40%, top5-acc=87.93%, remaining_time=0:00:00, arrival_time=2021-04-15 05:20:18.166456, cost_time=0:00:03.137678 2021-04-15 05:20:18,594 INFO : Epoch=0121 complete, best val top1-acc=65.37%, top5-acc=88.84% (epoch=117), remaining_time=1:17:30.081884, arrival_time=2021-04-15 06:37:48.676777, cost_time=1:58:42.277295 2021-04-15 05:20:18,596 INFO : Train start, epoch=0122, lr=0.033804 2021-04-15 05:20:21,564 INFO : TRAIN, epoch=0122, iter=00010/00196, fetch data time cost=1.29ms, fps=862 images/s, loss=0.2192, top1-acc=92.97%, top5-acc=99.84%, remaining_time=0:00:55.216890, arrival_time=2021-04-15 05:21:16.781718, cost_time=0:00:02.968650 2021-04-15 05:20:24,381 INFO : TRAIN, epoch=0122, iter=00020/00196, fetch data time cost=1.39ms, fps=909 images/s, loss=0.2093, top1-acc=93.48%, top5-acc=99.80%, remaining_time=0:00:50.912576, arrival_time=2021-04-15 05:21:15.294274, cost_time=0:00:05.785527 2021-04-15 05:20:27,194 INFO : TRAIN, epoch=0122, iter=00030/00196, fetch data time cost=1.27ms, fps=910 images/s, loss=0.2023, top1-acc=93.87%, top5-acc=99.80%, remaining_time=0:00:47.577592, arrival_time=2021-04-15 05:21:14.772139, cost_time=0:00:08.598369 2021-04-15 05:20:30,008 INFO : TRAIN, epoch=0122, iter=00040/00196, fetch data time cost=1.33ms, fps=910 images/s, loss=0.2020, top1-acc=94.01%, top5-acc=99.81%, remaining_time=0:00:44.507424, arrival_time=2021-04-15 05:21:14.515843, cost_time=0:00:11.412177 2021-04-15 05:20:32,825 INFO : TRAIN, epoch=0122, iter=00050/00196, fetch data time cost=1.32ms, fps=909 images/s, loss=0.1979, top1-acc=94.19%, top5-acc=99.83%, remaining_time=0:00:41.550724, arrival_time=2021-04-15 05:21:14.376615, cost_time=0:00:14.229682 2021-04-15 05:20:35,639 INFO : TRAIN, epoch=0122, iter=00060/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.1987, top1-acc=94.23%, top5-acc=99.82%, remaining_time=0:00:38.631752, arrival_time=2021-04-15 05:21:14.271329, cost_time=0:00:17.043395 2021-04-15 05:20:38,455 INFO : TRAIN, epoch=0122, iter=00070/00196, fetch data time cost=1.29ms, fps=909 images/s, loss=0.2000, top1-acc=94.20%, top5-acc=99.80%, remaining_time=0:00:35.746074, arrival_time=2021-04-15 05:21:14.201223, cost_time=0:00:19.858959 2021-04-15 05:20:41,270 INFO : TRAIN, epoch=0122, iter=00080/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.2002, top1-acc=94.15%, top5-acc=99.80%, remaining_time=0:00:32.877300, arrival_time=2021-04-15 05:21:14.147522, cost_time=0:00:22.674038 2021-04-15 05:20:44,091 INFO : TRAIN, epoch=0122, iter=00090/00196, fetch data time cost=1.31ms, fps=908 images/s, loss=0.1998, top1-acc=94.14%, top5-acc=99.81%, remaining_time=0:00:30.027256, arrival_time=2021-04-15 05:21:14.118312, cost_time=0:00:25.494876 2021-04-15 05:20:46,903 INFO : TRAIN, epoch=0122, iter=00100/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.1999, top1-acc=94.11%, top5-acc=99.81%, remaining_time=0:00:27.174912, arrival_time=2021-04-15 05:21:14.078293, cost_time=0:00:28.307197 2021-04-15 05:20:49,715 INFO : TRAIN, epoch=0122, iter=00110/00196, fetch data time cost=1.53ms, fps=911 images/s, loss=0.2007, top1-acc=94.09%, top5-acc=99.79%, remaining_time=0:00:24.329572, arrival_time=2021-04-15 05:21:14.044966, cost_time=0:00:31.119218 2021-04-15 05:20:52,526 INFO : TRAIN, epoch=0122, iter=00120/00196, fetch data time cost=1.36ms, fps=911 images/s, loss=0.2008, top1-acc=94.09%, top5-acc=99.80%, remaining_time=0:00:21.489380, arrival_time=2021-04-15 05:21:14.016109, cost_time=0:00:33.930555 2021-04-15 05:20:55,339 INFO : TRAIN, epoch=0122, iter=00130/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.2013, top1-acc=94.07%, top5-acc=99.80%, remaining_time=0:00:18.654306, arrival_time=2021-04-15 05:21:13.993827, cost_time=0:00:36.743338 2021-04-15 05:20:58,156 INFO : TRAIN, epoch=0122, iter=00140/00196, fetch data time cost=1.38ms, fps=909 images/s, loss=0.2040, top1-acc=93.98%, top5-acc=99.79%, remaining_time=0:00:15.824312, arrival_time=2021-04-15 05:21:13.981267, cost_time=0:00:39.560775 2021-04-15 05:21:00,973 INFO : TRAIN, epoch=0122, iter=00150/00196, fetch data time cost=1.30ms, fps=909 images/s, loss=0.2049, top1-acc=93.91%, top5-acc=99.80%, remaining_time=0:00:12.995690, arrival_time=2021-04-15 05:21:13.969080, cost_time=0:00:42.377212 2021-04-15 05:21:03,793 INFO : TRAIN, epoch=0122, iter=00160/00196, fetch data time cost=1.49ms, fps=908 images/s, loss=0.2058, top1-acc=93.88%, top5-acc=99.79%, remaining_time=0:00:10.169388, arrival_time=2021-04-15 05:21:13.962780, cost_time=0:00:45.197215 2021-04-15 05:21:06,611 INFO : TRAIN, epoch=0122, iter=00170/00196, fetch data time cost=1.32ms, fps=909 images/s, loss=0.2077, top1-acc=93.84%, top5-acc=99.78%, remaining_time=0:00:07.343466, arrival_time=2021-04-15 05:21:13.954708, cost_time=0:00:48.014922 2021-04-15 05:21:09,429 INFO : TRAIN, epoch=0122, iter=00180/00196, fetch data time cost=1.38ms, fps=909 images/s, loss=0.2090, top1-acc=93.80%, top5-acc=99.77%, remaining_time=0:00:04.518480, arrival_time=2021-04-15 05:21:13.947521, cost_time=0:00:50.832862 2021-04-15 05:21:12,240 INFO : TRAIN, epoch=0122, iter=00190/00196, fetch data time cost=1.24ms, fps=911 images/s, loss=0.2108, top1-acc=93.73%, top5-acc=99.77%, remaining_time=0:00:01.694034, arrival_time=2021-04-15 05:21:13.934573, cost_time=0:00:53.644337 2021-04-15 05:21:13,752 INFO : TRAIN, epoch=0122, iter=00196/00196, fetch data time cost=1.34ms, fps=900 images/s, loss=0.2120, top1-acc=93.69%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-15 05:21:13.752206, cost_time=0:00:55.156032 2021-04-15 05:21:14,642 INFO : EVAL, epoch=0122, iter=00010/00040, fetch data time cost=1.22ms, fps=2883 images/s, loss=1.5265, top1-acc=64.41%, top5-acc=88.12%, remaining_time=0:00:02.664330, arrival_time=2021-04-15 05:21:17.306326, cost_time=0:00:00.888106 2021-04-15 05:21:15,417 INFO : EVAL, epoch=0122, iter=00020/00040, fetch data time cost=1.40ms, fps=3304 images/s, loss=1.5052, top1-acc=64.88%, top5-acc=88.61%, remaining_time=0:00:01.663240, arrival_time=2021-04-15 05:21:17.080364, cost_time=0:00:01.663236 2021-04-15 05:21:16,192 INFO : EVAL, epoch=0122, iter=00030/00040, fetch data time cost=1.33ms, fps=3302 images/s, loss=1.5134, top1-acc=65.20%, top5-acc=88.49%, remaining_time=0:00:00.812940, arrival_time=2021-04-15 05:21:17.005697, cost_time=0:00:02.438812 2021-04-15 05:21:16,903 INFO : EVAL, epoch=0122, iter=00040/00040, fetch data time cost=0.07ms, fps=3267 images/s, loss=1.5159, top1-acc=64.96%, top5-acc=88.53%, remaining_time=0:00:00, arrival_time=2021-04-15 05:21:16.903219, cost_time=0:00:03.149353 2021-04-15 05:21:17,326 INFO : Epoch=0122 complete, best val top1-acc=65.37%, top5-acc=88.84% (epoch=117), remaining_time=1:16:31.136472, arrival_time=2021-04-15 06:37:48.462456, cost_time=1:59:41.008387 2021-04-15 05:21:17,327 INFO : Train start, epoch=0123, lr=0.033063 2021-04-15 05:21:20,326 INFO : TRAIN, epoch=0123, iter=00010/00196, fetch data time cost=1.30ms, fps=854 images/s, loss=0.2126, top1-acc=93.55%, top5-acc=99.73%, remaining_time=0:00:55.788654, arrival_time=2021-04-15 05:22:16.115343, cost_time=0:00:02.999393 2021-04-15 05:21:23,139 INFO : TRAIN, epoch=0123, iter=00020/00196, fetch data time cost=1.34ms, fps=910 images/s, loss=0.2044, top1-acc=93.95%, top5-acc=99.84%, remaining_time=0:00:51.150000, arrival_time=2021-04-15 05:22:14.289789, cost_time=0:00:05.812495 2021-04-15 05:21:25,954 INFO : TRAIN, epoch=0123, iter=00030/00196, fetch data time cost=1.33ms, fps=910 images/s, loss=0.1975, top1-acc=94.10%, top5-acc=99.87%, remaining_time=0:00:47.739110, arrival_time=2021-04-15 05:22:13.693965, cost_time=0:00:08.627552 2021-04-15 05:21:28,769 INFO : TRAIN, epoch=0123, iter=00040/00196, fetch data time cost=1.37ms, fps=910 images/s, loss=0.1974, top1-acc=94.16%, top5-acc=99.85%, remaining_time=0:00:44.624580, arrival_time=2021-04-15 05:22:13.394077, cost_time=0:00:11.442201 2021-04-15 05:21:31,578 INFO : TRAIN, epoch=0123, iter=00050/00196, fetch data time cost=1.29ms, fps=911 images/s, loss=0.1929, top1-acc=94.34%, top5-acc=99.85%, remaining_time=0:00:41.613212, arrival_time=2021-04-15 05:22:13.191628, cost_time=0:00:14.251117 2021-04-15 05:21:34,390 INFO : TRAIN, epoch=0123, iter=00060/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.1949, top1-acc=94.26%, top5-acc=99.84%, remaining_time=0:00:38.675544, arrival_time=2021-04-15 05:22:13.065569, cost_time=0:00:17.062725 2021-04-15 05:21:37,203 INFO : TRAIN, epoch=0123, iter=00070/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.1931, top1-acc=94.34%, top5-acc=99.84%, remaining_time=0:00:35.777196, arrival_time=2021-04-15 05:22:12.980687, cost_time=0:00:19.876197 2021-04-15 05:21:40,012 INFO : TRAIN, epoch=0123, iter=00080/00196, fetch data time cost=1.27ms, fps=912 images/s, loss=0.1921, top1-acc=94.39%, top5-acc=99.84%, remaining_time=0:00:32.892844, arrival_time=2021-04-15 05:22:12.904855, cost_time=0:00:22.684713 2021-04-15 05:21:42,826 INFO : TRAIN, epoch=0123, iter=00090/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.1928, top1-acc=94.33%, top5-acc=99.83%, remaining_time=0:00:30.032238, arrival_time=2021-04-15 05:22:12.858661, cost_time=0:00:25.499067 2021-04-15 05:21:45,633 INFO : TRAIN, epoch=0123, iter=00100/00196, fetch data time cost=1.33ms, fps=912 images/s, loss=0.1939, top1-acc=94.33%, top5-acc=99.81%, remaining_time=0:00:27.174240, arrival_time=2021-04-15 05:22:12.807995, cost_time=0:00:28.306457 2021-04-15 05:21:48,442 INFO : TRAIN, epoch=0123, iter=00110/00196, fetch data time cost=1.35ms, fps=911 images/s, loss=0.1941, top1-acc=94.29%, top5-acc=99.82%, remaining_time=0:00:24.326648, arrival_time=2021-04-15 05:22:12.769387, cost_time=0:00:31.115426 2021-04-15 05:21:51,250 INFO : TRAIN, epoch=0123, iter=00120/00196, fetch data time cost=1.34ms, fps=912 images/s, loss=0.1954, top1-acc=94.21%, top5-acc=99.83%, remaining_time=0:00:21.484668, arrival_time=2021-04-15 05:22:12.735199, cost_time=0:00:33.923201 2021-04-15 05:21:54,064 INFO : TRAIN, epoch=0123, iter=00130/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.1976, top1-acc=94.08%, top5-acc=99.83%, remaining_time=0:00:18.651336, arrival_time=2021-04-15 05:22:12.716140, cost_time=0:00:36.737472 2021-04-15 05:21:56,884 INFO : TRAIN, epoch=0123, iter=00140/00196, fetch data time cost=1.35ms, fps=908 images/s, loss=0.1991, top1-acc=94.03%, top5-acc=99.82%, remaining_time=0:00:15.822688, arrival_time=2021-04-15 05:22:12.706647, cost_time=0:00:39.556658 2021-04-15 05:21:59,693 INFO : TRAIN, epoch=0123, iter=00150/00196, fetch data time cost=1.33ms, fps=911 images/s, loss=0.2026, top1-acc=93.90%, top5-acc=99.82%, remaining_time=0:00:12.992378, arrival_time=2021-04-15 05:22:12.686161, cost_time=0:00:42.366496 2021-04-15 05:22:02,509 INFO : TRAIN, epoch=0123, iter=00160/00196, fetch data time cost=1.49ms, fps=909 images/s, loss=0.2051, top1-acc=93.83%, top5-acc=99.80%, remaining_time=0:00:10.165932, arrival_time=2021-04-15 05:22:12.675213, cost_time=0:00:45.181982 2021-04-15 05:22:05,317 INFO : TRAIN, epoch=0123, iter=00170/00196, fetch data time cost=1.35ms, fps=912 images/s, loss=0.2070, top1-acc=93.77%, top5-acc=99.80%, remaining_time=0:00:07.339618, arrival_time=2021-04-15 05:22:12.656796, cost_time=0:00:47.989880 2021-04-15 05:22:08,131 INFO : TRAIN, epoch=0123, iter=00180/00196, fetch data time cost=1.53ms, fps=910 images/s, loss=0.2083, top1-acc=93.73%, top5-acc=99.78%, remaining_time=0:00:04.515888, arrival_time=2021-04-15 05:22:12.646948, cost_time=0:00:50.803762 2021-04-15 05:22:10,943 INFO : TRAIN, epoch=0123, iter=00190/00196, fetch data time cost=1.25ms, fps=910 images/s, loss=0.2096, top1-acc=93.68%, top5-acc=99.78%, remaining_time=0:00:01.693158, arrival_time=2021-04-15 05:22:12.637078, cost_time=0:00:53.616633 2021-04-15 05:22:12,454 INFO : TRAIN, epoch=0123, iter=00196/00196, fetch data time cost=1.31ms, fps=901 images/s, loss=0.2102, top1-acc=93.67%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-15 05:22:12.454238, cost_time=0:00:55.126960 2021-04-15 05:22:13,340 INFO : EVAL, epoch=0123, iter=00010/00040, fetch data time cost=1.18ms, fps=2895 images/s, loss=1.4908, top1-acc=64.92%, top5-acc=88.44%, remaining_time=0:00:02.652660, arrival_time=2021-04-15 05:22:15.992641, cost_time=0:00:00.884215 2021-04-15 05:22:14,115 INFO : EVAL, epoch=0123, iter=00020/00040, fetch data time cost=1.40ms, fps=3303 images/s, loss=1.5301, top1-acc=64.22%, top5-acc=88.57%, remaining_time=0:00:01.659680, arrival_time=2021-04-15 05:22:15.775128, cost_time=0:00:01.659672 2021-04-15 05:22:14,890 INFO : EVAL, epoch=0123, iter=00030/00040, fetch data time cost=1.25ms, fps=3305 images/s, loss=1.5245, top1-acc=64.01%, top5-acc=88.71%, remaining_time=0:00:00.811520, arrival_time=2021-04-15 05:22:15.701852, cost_time=0:00:02.434575 2021-04-15 05:22:15,600 INFO : EVAL, epoch=0123, iter=00040/00040, fetch data time cost=0.05ms, fps=3270 images/s, loss=1.4887, top1-acc=64.56%, top5-acc=88.82%, remaining_time=0:00:00, arrival_time=2021-04-15 05:22:15.600154, cost_time=0:00:03.144354 2021-04-15 05:22:15,981 INFO : Epoch=0123 complete, best val top1-acc=65.37%, top5-acc=88.84% (epoch=117), remaining_time=1:15:32.147081, arrival_time=2021-04-15 06:37:48.128241, cost_time=2:00:39.663568 2021-04-15 05:22:15,982 INFO : Train start, epoch=0124, lr=0.032326 2021-04-15 05:22:18,948 INFO : TRAIN, epoch=0124, iter=00010/00196, fetch data time cost=1.33ms, fps=863 images/s, loss=0.2136, top1-acc=93.67%, top5-acc=99.80%, remaining_time=0:00:55.155324, arrival_time=2021-04-15 05:23:14.103436, cost_time=0:00:02.965336 2021-04-15 05:22:21,764 INFO : TRAIN, epoch=0124, iter=00020/00196, fetch data time cost=1.28ms, fps=909 images/s, loss=0.2046, top1-acc=93.93%, top5-acc=99.86%, remaining_time=0:00:50.876672, arrival_time=2021-04-15 05:23:12.640932, cost_time=0:00:05.781442 2021-04-15 05:22:24,576 INFO : TRAIN, epoch=0124, iter=00030/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=0.2015, top1-acc=93.95%, top5-acc=99.84%, remaining_time=0:00:47.552028, arrival_time=2021-04-15 05:23:12.128580, cost_time=0:00:08.593755 2021-04-15 05:22:27,387 INFO : TRAIN, epoch=0124, iter=00040/00196, fetch data time cost=3.96ms, fps=911 images/s, loss=0.1952, top1-acc=94.22%, top5-acc=99.86%, remaining_time=0:00:44.478252, arrival_time=2021-04-15 05:23:11.865700, cost_time=0:00:11.404663 2021-04-15 05:22:30,201 INFO : TRAIN, epoch=0124, iter=00050/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.1914, top1-acc=94.34%, top5-acc=99.87%, remaining_time=0:00:41.518312, arrival_time=2021-04-15 05:23:11.719675, cost_time=0:00:14.218575 2021-04-15 05:22:33,011 INFO : TRAIN, epoch=0124, iter=00060/00196, fetch data time cost=1.40ms, fps=911 images/s, loss=0.1896, top1-acc=94.41%, top5-acc=99.86%, remaining_time=0:00:38.598432, arrival_time=2021-04-15 05:23:11.609943, cost_time=0:00:17.028739 2021-04-15 05:22:35,826 INFO : TRAIN, epoch=0124, iter=00070/00196, fetch data time cost=1.27ms, fps=910 images/s, loss=0.1890, top1-acc=94.40%, top5-acc=99.87%, remaining_time=0:00:35.717850, arrival_time=2021-04-15 05:23:11.543879, cost_time=0:00:19.843248 2021-04-15 05:22:38,635 INFO : TRAIN, epoch=0124, iter=00080/00196, fetch data time cost=1.35ms, fps=911 images/s, loss=0.1886, top1-acc=94.44%, top5-acc=99.85%, remaining_time=0:00:32.846560, arrival_time=2021-04-15 05:23:11.482113, cost_time=0:00:22.652772 2021-04-15 05:22:41,445 INFO : TRAIN, epoch=0124, iter=00090/00196, fetch data time cost=1.33ms, fps=911 images/s, loss=0.1898, top1-acc=94.40%, top5-acc=99.83%, remaining_time=0:00:29.989414, arrival_time=2021-04-15 05:23:11.434901, cost_time=0:00:25.462713 2021-04-15 05:22:44,253 INFO : TRAIN, epoch=0124, iter=00100/00196, fetch data time cost=1.16ms, fps=912 images/s, loss=0.1897, top1-acc=94.43%, top5-acc=99.82%, remaining_time=0:00:27.140256, arrival_time=2021-04-15 05:23:11.394121, cost_time=0:00:28.271078 2021-04-15 05:22:47,064 INFO : TRAIN, epoch=0124, iter=00110/00196, fetch data time cost=1.32ms, fps=911 images/s, loss=0.1905, top1-acc=94.42%, top5-acc=99.82%, remaining_time=0:00:24.299988, arrival_time=2021-04-15 05:23:11.364079, cost_time=0:00:31.081327 2021-04-15 05:22:49,874 INFO : TRAIN, epoch=0124, iter=00120/00196, fetch data time cost=1.21ms, fps=911 images/s, loss=0.1932, top1-acc=94.34%, top5-acc=99.82%, remaining_time=0:00:21.464756, arrival_time=2021-04-15 05:23:11.339315, cost_time=0:00:33.891770 2021-04-15 05:22:52,689 INFO : TRAIN, epoch=0124, iter=00130/00196, fetch data time cost=1.27ms, fps=910 images/s, loss=0.1953, top1-acc=94.25%, top5-acc=99.80%, remaining_time=0:00:18.635562, arrival_time=2021-04-15 05:23:11.324749, cost_time=0:00:36.706402 2021-04-15 05:22:55,500 INFO : TRAIN, epoch=0124, iter=00140/00196, fetch data time cost=1.40ms, fps=911 images/s, loss=0.1965, top1-acc=94.19%, top5-acc=99.80%, remaining_time=0:00:15.807232, arrival_time=2021-04-15 05:23:11.308071, cost_time=0:00:39.518058 2021-04-15 05:22:58,310 INFO : TRAIN, epoch=0124, iter=00150/00196, fetch data time cost=1.18ms, fps=911 images/s, loss=0.1974, top1-acc=94.14%, top5-acc=99.80%, remaining_time=0:00:12.980602, arrival_time=2021-04-15 05:23:11.291444, cost_time=0:00:42.328056 2021-04-15 05:23:01,117 INFO : TRAIN, epoch=0124, iter=00160/00196, fetch data time cost=1.50ms, fps=912 images/s, loss=0.1982, top1-acc=94.12%, top5-acc=99.80%, remaining_time=0:00:10.155240, arrival_time=2021-04-15 05:23:11.272455, cost_time=0:00:45.134375 2021-04-15 05:23:03,934 INFO : TRAIN, epoch=0124, iter=00170/00196, fetch data time cost=1.27ms, fps=909 images/s, loss=0.1981, top1-acc=94.15%, top5-acc=99.80%, remaining_time=0:00:07.333846, arrival_time=2021-04-15 05:23:11.268700, cost_time=0:00:47.952069 2021-04-15 05:23:06,744 INFO : TRAIN, epoch=0124, iter=00180/00196, fetch data time cost=1.53ms, fps=911 images/s, loss=0.1986, top1-acc=94.11%, top5-acc=99.80%, remaining_time=0:00:04.512176, arrival_time=2021-04-15 05:23:11.256869, cost_time=0:00:50.761907 2021-04-15 05:23:09,562 INFO : TRAIN, epoch=0124, iter=00190/00196, fetch data time cost=1.10ms, fps=909 images/s, loss=0.2000, top1-acc=94.07%, top5-acc=99.80%, remaining_time=0:00:01.691982, arrival_time=2021-04-15 05:23:11.254112, cost_time=0:00:53.579372 2021-04-15 05:23:11,074 INFO : TRAIN, epoch=0124, iter=00196/00196, fetch data time cost=1.38ms, fps=899 images/s, loss=0.2002, top1-acc=94.06%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-15 05:23:11.074614, cost_time=0:00:55.091852 2021-04-15 05:23:11,960 INFO : EVAL, epoch=0124, iter=00010/00040, fetch data time cost=0.16ms, fps=2896 images/s, loss=1.3936, top1-acc=67.73%, top5-acc=90.12%, remaining_time=0:00:02.651820, arrival_time=2021-04-15 05:23:14.611889, cost_time=0:00:00.883939 2021-04-15 05:23:12,735 INFO : EVAL, epoch=0124, iter=00020/00040, fetch data time cost=1.26ms, fps=3302 images/s, loss=1.3929, top1-acc=66.87%, top5-acc=89.86%, remaining_time=0:00:01.659700, arrival_time=2021-04-15 05:23:14.395528, cost_time=0:00:01.659709 2021-04-15 05:23:13,510 INFO : EVAL, epoch=0124, iter=00030/00040, fetch data time cost=1.22ms, fps=3308 images/s, loss=1.4170, top1-acc=66.60%, top5-acc=89.52%, remaining_time=0:00:00.811300, arrival_time=2021-04-15 05:23:14.321343, cost_time=0:00:02.433908 2021-04-15 05:23:14,218 INFO : EVAL, epoch=0124, iter=00040/00040, fetch data time cost=0.06ms, fps=3278 images/s, loss=1.4427, top1-acc=66.07%, top5-acc=89.24%, remaining_time=0:00:00, arrival_time=2021-04-15 05:23:14.218067, cost_time=0:00:03.141955 2021-04-15 05:23:15,042 INFO : Epoch=0124 complete, best val top1-acc=66.07%, top5-acc=89.24% (epoch=124), remaining_time=1:14:33.412060, arrival_time=2021-04-15 06:37:48.454600, cost_time=2:01:38.724942 2021-04-15 05:23:15,043 INFO : Train start, epoch=0125, lr=0.031594 2021-04-15 05:23:18,008 INFO : TRAIN, epoch=0125, iter=00010/00196, fetch data time cost=1.33ms, fps=864 images/s, loss=0.1897, top1-acc=94.22%, top5-acc=99.84%, remaining_time=0:00:55.133190, arrival_time=2021-04-15 05:24:13.141177, cost_time=0:00:02.964150 2021-04-15 05:23:20,824 INFO : TRAIN, epoch=0125, iter=00020/00196, fetch data time cost=1.32ms, fps=909 images/s, loss=0.2036, top1-acc=93.87%, top5-acc=99.84%, remaining_time=0:00:50.871568, arrival_time=2021-04-15 05:24:11.696256, cost_time=0:00:05.780866 2021-04-15 05:23:23,633 INFO : TRAIN, epoch=0125, iter=00030/00196, fetch data time cost=1.27ms, fps=912 images/s, loss=0.1984, top1-acc=94.09%, top5-acc=99.84%, remaining_time=0:00:47.529784, arrival_time=2021-04-15 05:24:11.163307, cost_time=0:00:08.589707 2021-04-15 05:23:26,444 INFO : TRAIN, epoch=0125, iter=00040/00196, fetch data time cost=1.17ms, fps=911 images/s, loss=0.1954, top1-acc=94.13%, top5-acc=99.83%, remaining_time=0:00:44.462028, arrival_time=2021-04-15 05:24:10.906355, cost_time=0:00:11.400504 2021-04-15 05:23:29,254 INFO : TRAIN, epoch=0125, iter=00050/00196, fetch data time cost=1.29ms, fps=911 images/s, loss=0.1944, top1-acc=94.15%, top5-acc=99.86%, remaining_time=0:00:41.493930, arrival_time=2021-04-15 05:24:10.747989, cost_time=0:00:14.210239 2021-04-15 05:23:32,064 INFO : TRAIN, epoch=0125, iter=00060/00196, fetch data time cost=1.29ms, fps=911 images/s, loss=0.1939, top1-acc=94.22%, top5-acc=99.88%, remaining_time=0:00:38.580208, arrival_time=2021-04-15 05:24:10.644731, cost_time=0:00:17.020679 2021-04-15 05:23:34,879 INFO : TRAIN, epoch=0125, iter=00070/00196, fetch data time cost=1.60ms, fps=910 images/s, loss=0.1906, top1-acc=94.36%, top5-acc=99.87%, remaining_time=0:00:35.703486, arrival_time=2021-04-15 05:24:10.582733, cost_time=0:00:19.835297 2021-04-15 05:23:37,695 INFO : TRAIN, epoch=0125, iter=00080/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.1895, top1-acc=94.40%, top5-acc=99.87%, remaining_time=0:00:32.845168, arrival_time=2021-04-15 05:24:10.540834, cost_time=0:00:22.651860 2021-04-15 05:23:40,515 INFO : TRAIN, epoch=0125, iter=00090/00196, fetch data time cost=1.23ms, fps=908 images/s, loss=0.1893, top1-acc=94.41%, top5-acc=99.87%, remaining_time=0:00:30.000120, arrival_time=2021-04-15 05:24:10.515780, cost_time=0:00:25.471811 2021-04-15 05:23:43,325 INFO : TRAIN, epoch=0125, iter=00100/00196, fetch data time cost=1.32ms, fps=911 images/s, loss=0.1881, top1-acc=94.48%, top5-acc=99.86%, remaining_time=0:00:27.150144, arrival_time=2021-04-15 05:24:10.475376, cost_time=0:00:28.281426 2021-04-15 05:23:46,135 INFO : TRAIN, epoch=0125, iter=00110/00196, fetch data time cost=1.20ms, fps=911 images/s, loss=0.1901, top1-acc=94.41%, top5-acc=99.85%, remaining_time=0:00:24.307728, arrival_time=2021-04-15 05:24:10.442784, cost_time=0:00:31.091225 2021-04-15 05:23:48,949 INFO : TRAIN, epoch=0125, iter=00120/00196, fetch data time cost=1.63ms, fps=910 images/s, loss=0.1898, top1-acc=94.40%, top5-acc=99.86%, remaining_time=0:00:21.473572, arrival_time=2021-04-15 05:24:10.423091, cost_time=0:00:33.905699 2021-04-15 05:23:51,757 INFO : TRAIN, epoch=0125, iter=00130/00196, fetch data time cost=1.27ms, fps=912 images/s, loss=0.1900, top1-acc=94.40%, top5-acc=99.87%, remaining_time=0:00:18.639324, arrival_time=2021-04-15 05:24:10.397022, cost_time=0:00:36.713885 2021-04-15 05:23:54,570 INFO : TRAIN, epoch=0125, iter=00140/00196, fetch data time cost=1.19ms, fps=910 images/s, loss=0.1908, top1-acc=94.42%, top5-acc=99.86%, remaining_time=0:00:15.810536, arrival_time=2021-04-15 05:24:10.380721, cost_time=0:00:39.526371 2021-04-15 05:23:57,373 INFO : TRAIN, epoch=0125, iter=00150/00196, fetch data time cost=1.24ms, fps=913 images/s, loss=0.1909, top1-acc=94.44%, top5-acc=99.84%, remaining_time=0:00:12.981062, arrival_time=2021-04-15 05:24:10.354443, cost_time=0:00:42.329573 2021-04-15 05:24:00,178 INFO : TRAIN, epoch=0125, iter=00160/00196, fetch data time cost=1.32ms, fps=913 images/s, loss=0.1913, top1-acc=94.45%, top5-acc=99.84%, remaining_time=0:00:10.155348, arrival_time=2021-04-15 05:24:10.333994, cost_time=0:00:45.134828 2021-04-15 05:24:02,984 INFO : TRAIN, epoch=0125, iter=00170/00196, fetch data time cost=1.30ms, fps=912 images/s, loss=0.1926, top1-acc=94.38%, top5-acc=99.84%, remaining_time=0:00:07.332130, arrival_time=2021-04-15 05:24:10.316823, cost_time=0:00:47.940875 2021-04-15 05:24:05,796 INFO : TRAIN, epoch=0125, iter=00180/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.1944, top1-acc=94.31%, top5-acc=99.84%, remaining_time=0:00:04.511328, arrival_time=2021-04-15 05:24:10.307604, cost_time=0:00:50.752462 2021-04-15 05:24:08,613 INFO : TRAIN, epoch=0125, iter=00190/00196, fetch data time cost=1.28ms, fps=909 images/s, loss=0.1957, top1-acc=94.28%, top5-acc=99.83%, remaining_time=0:00:01.691682, arrival_time=2021-04-15 05:24:10.305449, cost_time=0:00:53.569971 2021-04-15 05:24:10,128 INFO : TRAIN, epoch=0125, iter=00196/00196, fetch data time cost=1.14ms, fps=898 images/s, loss=0.1979, top1-acc=94.22%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-15 05:24:10.128797, cost_time=0:00:55.084990 2021-04-15 05:24:11,013 INFO : EVAL, epoch=0125, iter=00010/00040, fetch data time cost=1.19ms, fps=2899 images/s, loss=1.5003, top1-acc=64.77%, top5-acc=87.93%, remaining_time=0:00:02.649210, arrival_time=2021-04-15 05:24:13.662623, cost_time=0:00:00.883073 2021-04-15 05:24:11,787 INFO : EVAL, epoch=0125, iter=00020/00040, fetch data time cost=1.31ms, fps=3308 images/s, loss=1.4743, top1-acc=64.75%, top5-acc=88.30%, remaining_time=0:00:01.657220, arrival_time=2021-04-15 05:24:13.444766, cost_time=0:00:01.657224 2021-04-15 05:24:12,560 INFO : EVAL, epoch=0125, iter=00030/00040, fetch data time cost=1.20ms, fps=3314 images/s, loss=1.4636, top1-acc=65.05%, top5-acc=88.33%, remaining_time=0:00:00.810000, arrival_time=2021-04-15 05:24:13.370335, cost_time=0:00:02.429990 2021-04-15 05:24:13,268 INFO : EVAL, epoch=0125, iter=00040/00040, fetch data time cost=0.06ms, fps=3280 images/s, loss=1.4655, top1-acc=65.00%, top5-acc=88.24%, remaining_time=0:00:00, arrival_time=2021-04-15 05:24:13.267971, cost_time=0:00:03.137652 2021-04-15 05:24:13,762 INFO : Epoch=0125 complete, best val top1-acc=66.07%, top5-acc=89.24% (epoch=124), remaining_time=1:13:34.466850, arrival_time=2021-04-15 06:37:48.229254, cost_time=2:02:37.444811 2021-04-15 05:24:13,763 INFO : Train start, epoch=0126, lr=0.030866 2021-04-15 05:24:16,693 INFO : TRAIN, epoch=0126, iter=00010/00196, fetch data time cost=1.41ms, fps=874 images/s, loss=0.2102, top1-acc=93.79%, top5-acc=99.77%, remaining_time=0:00:54.497256, arrival_time=2021-04-15 05:25:11.191040, cost_time=0:00:02.929956 2021-04-15 05:24:19,502 INFO : TRAIN, epoch=0126, iter=00020/00196, fetch data time cost=1.40ms, fps=912 images/s, loss=0.2024, top1-acc=94.14%, top5-acc=99.77%, remaining_time=0:00:50.500208, arrival_time=2021-04-15 05:25:10.002688, cost_time=0:00:05.738666 2021-04-15 05:24:22,313 INFO : TRAIN, epoch=0126, iter=00030/00196, fetch data time cost=1.27ms, fps=911 images/s, loss=0.1939, top1-acc=94.41%, top5-acc=99.75%, remaining_time=0:00:47.306680, arrival_time=2021-04-15 05:25:09.619895, cost_time=0:00:08.549394 2021-04-15 05:24:25,127 INFO : TRAIN, epoch=0126, iter=00040/00196, fetch data time cost=1.81ms, fps=910 images/s, loss=0.1874, top1-acc=94.65%, top5-acc=99.80%, remaining_time=0:00:44.318508, arrival_time=2021-04-15 05:25:09.446123, cost_time=0:00:11.363734 2021-04-15 05:24:27,945 INFO : TRAIN, epoch=0126, iter=00050/00196, fetch data time cost=1.32ms, fps=909 images/s, loss=0.1882, top1-acc=94.62%, top5-acc=99.82%, remaining_time=0:00:41.409396, arrival_time=2021-04-15 05:25:09.354525, cost_time=0:00:14.181307 2021-04-15 05:24:30,756 INFO : TRAIN, epoch=0126, iter=00060/00196, fetch data time cost=1.35ms, fps=911 images/s, loss=0.1892, top1-acc=94.51%, top5-acc=99.82%, remaining_time=0:00:38.517512, arrival_time=2021-04-15 05:25:09.274369, cost_time=0:00:16.992999 2021-04-15 05:24:33,573 INFO : TRAIN, epoch=0126, iter=00070/00196, fetch data time cost=1.31ms, fps=909 images/s, loss=0.1878, top1-acc=94.58%, top5-acc=99.83%, remaining_time=0:00:35.656992, arrival_time=2021-04-15 05:25:09.230229, cost_time=0:00:19.809420 2021-04-15 05:24:36,388 INFO : TRAIN, epoch=0126, iter=00080/00196, fetch data time cost=1.31ms, fps=909 images/s, loss=0.1906, top1-acc=94.45%, top5-acc=99.83%, remaining_time=0:00:32.805960, arrival_time=2021-04-15 05:25:09.194587, cost_time=0:00:22.624805 2021-04-15 05:24:39,200 INFO : TRAIN, epoch=0126, iter=00090/00196, fetch data time cost=1.39ms, fps=910 images/s, loss=0.1909, top1-acc=94.50%, top5-acc=99.84%, remaining_time=0:00:29.959098, arrival_time=2021-04-15 05:25:09.159877, cost_time=0:00:25.436962 2021-04-15 05:24:42,010 INFO : TRAIN, epoch=0126, iter=00100/00196, fetch data time cost=1.40ms, fps=911 images/s, loss=0.1893, top1-acc=94.54%, top5-acc=99.84%, remaining_time=0:00:27.116544, arrival_time=2021-04-15 05:25:09.126732, cost_time=0:00:28.246366 2021-04-15 05:24:44,825 INFO : TRAIN, epoch=0126, iter=00110/00196, fetch data time cost=1.35ms, fps=909 images/s, loss=0.1895, top1-acc=94.50%, top5-acc=99.84%, remaining_time=0:00:24.284938, arrival_time=2021-04-15 05:25:09.110862, cost_time=0:00:31.062105 2021-04-15 05:24:47,640 INFO : TRAIN, epoch=0126, iter=00120/00196, fetch data time cost=1.39ms, fps=910 images/s, loss=0.1903, top1-acc=94.46%, top5-acc=99.83%, remaining_time=0:00:21.455180, arrival_time=2021-04-15 05:25:09.095532, cost_time=0:00:33.876541 2021-04-15 05:24:50,451 INFO : TRAIN, epoch=0126, iter=00130/00196, fetch data time cost=1.26ms, fps=911 images/s, loss=0.1916, top1-acc=94.42%, top5-acc=99.83%, remaining_time=0:00:18.625992, arrival_time=2021-04-15 05:25:09.077320, cost_time=0:00:36.687514 2021-04-15 05:24:53,263 INFO : TRAIN, epoch=0126, iter=00140/00196, fetch data time cost=1.30ms, fps=911 images/s, loss=0.1924, top1-acc=94.39%, top5-acc=99.84%, remaining_time=0:00:15.799672, arrival_time=2021-04-15 05:25:09.062629, cost_time=0:00:39.499139 2021-04-15 05:24:56,074 INFO : TRAIN, epoch=0126, iter=00150/00196, fetch data time cost=1.30ms, fps=911 images/s, loss=0.1933, top1-acc=94.36%, top5-acc=99.84%, remaining_time=0:00:12.975174, arrival_time=2021-04-15 05:25:09.049391, cost_time=0:00:42.310391 2021-04-15 05:24:58,889 INFO : TRAIN, epoch=0126, iter=00160/00196, fetch data time cost=1.97ms, fps=910 images/s, loss=0.1932, top1-acc=94.35%, top5-acc=99.84%, remaining_time=0:00:10.153188, arrival_time=2021-04-15 05:25:09.042334, cost_time=0:00:45.125273 2021-04-15 05:25:01,700 INFO : TRAIN, epoch=0126, iter=00170/00196, fetch data time cost=1.38ms, fps=911 images/s, loss=0.1940, top1-acc=94.34%, top5-acc=99.82%, remaining_time=0:00:07.331454, arrival_time=2021-04-15 05:25:09.031748, cost_time=0:00:47.936472 2021-04-15 05:25:04,514 INFO : TRAIN, epoch=0126, iter=00180/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.1948, top1-acc=94.28%, top5-acc=99.82%, remaining_time=0:00:04.511184, arrival_time=2021-04-15 05:25:09.025784, cost_time=0:00:50.750760 2021-04-15 05:25:07,328 INFO : TRAIN, epoch=0126, iter=00190/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=0.1955, top1-acc=94.24%, top5-acc=99.82%, remaining_time=0:00:01.691514, arrival_time=2021-04-15 05:25:09.019977, cost_time=0:00:53.564655 2021-04-15 05:25:08,840 INFO : TRAIN, epoch=0126, iter=00196/00196, fetch data time cost=1.19ms, fps=900 images/s, loss=0.1955, top1-acc=94.27%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-15 05:25:08.840515, cost_time=0:00:55.076676 2021-04-15 05:25:09,745 INFO : EVAL, epoch=0126, iter=00010/00040, fetch data time cost=0.22ms, fps=2834 images/s, loss=1.4528, top1-acc=67.15%, top5-acc=89.26%, remaining_time=0:00:02.709870, arrival_time=2021-04-15 05:25:12.455328, cost_time=0:00:00.903289 2021-04-15 05:25:10,520 INFO : EVAL, epoch=0126, iter=00020/00040, fetch data time cost=1.17ms, fps=3303 images/s, loss=1.4781, top1-acc=66.19%, top5-acc=89.26%, remaining_time=0:00:01.678660, arrival_time=2021-04-15 05:25:12.199479, cost_time=0:00:01.678666 2021-04-15 05:25:11,297 INFO : EVAL, epoch=0126, iter=00030/00040, fetch data time cost=1.28ms, fps=3297 images/s, loss=1.4716, top1-acc=66.50%, top5-acc=89.36%, remaining_time=0:00:00.818460, arrival_time=2021-04-15 05:25:12.115997, cost_time=0:00:02.455371 2021-04-15 05:25:12,007 INFO : EVAL, epoch=0126, iter=00040/00040, fetch data time cost=0.06ms, fps=3270 images/s, loss=1.4819, top1-acc=66.25%, top5-acc=89.24%, remaining_time=0:00:00, arrival_time=2021-04-15 05:25:12.007254, cost_time=0:00:03.165121 2021-04-15 05:25:12,832 INFO : Epoch=0126 complete, best val top1-acc=66.25%, top5-acc=89.24% (epoch=126), remaining_time=1:12:35.730798, arrival_time=2021-04-15 06:37:48.563033, cost_time=2:03:36.514630 2021-04-15 05:25:12,833 INFO : Train start, epoch=0127, lr=0.030143 2021-04-15 05:25:15,800 INFO : TRAIN, epoch=0127, iter=00010/00196, fetch data time cost=1.35ms, fps=863 images/s, loss=0.1900, top1-acc=94.34%, top5-acc=99.77%, remaining_time=0:00:55.188432, arrival_time=2021-04-15 05:26:10.989238, cost_time=0:00:02.967120 2021-04-15 05:25:18,616 INFO : TRAIN, epoch=0127, iter=00020/00196, fetch data time cost=1.32ms, fps=909 images/s, loss=0.1771, top1-acc=94.49%, top5-acc=99.86%, remaining_time=0:00:50.888992, arrival_time=2021-04-15 05:26:09.505550, cost_time=0:00:05.782835 2021-04-15 05:25:21,432 INFO : TRAIN, epoch=0127, iter=00030/00196, fetch data time cost=1.33ms, fps=909 images/s, loss=0.1758, top1-acc=94.65%, top5-acc=99.84%, remaining_time=0:00:47.582074, arrival_time=2021-04-15 05:26:09.014931, cost_time=0:00:08.599170 2021-04-15 05:25:24,246 INFO : TRAIN, epoch=0127, iter=00040/00196, fetch data time cost=1.37ms, fps=910 images/s, loss=0.1727, top1-acc=94.85%, top5-acc=99.87%, remaining_time=0:00:44.510544, arrival_time=2021-04-15 05:26:08.757196, cost_time=0:00:11.412956 2021-04-15 05:25:27,056 INFO : TRAIN, epoch=0127, iter=00050/00196, fetch data time cost=1.36ms, fps=911 images/s, loss=0.1713, top1-acc=94.97%, top5-acc=99.86%, remaining_time=0:00:41.530430, arrival_time=2021-04-15 05:26:08.586880, cost_time=0:00:14.222758 2021-04-15 05:25:29,866 INFO : TRAIN, epoch=0127, iter=00060/00196, fetch data time cost=1.34ms, fps=911 images/s, loss=0.1700, top1-acc=95.05%, top5-acc=99.85%, remaining_time=0:00:38.607408, arrival_time=2021-04-15 05:26:08.473754, cost_time=0:00:17.032651 2021-04-15 05:25:32,680 INFO : TRAIN, epoch=0127, iter=00070/00196, fetch data time cost=1.40ms, fps=910 images/s, loss=0.1675, top1-acc=95.18%, top5-acc=99.85%, remaining_time=0:00:35.723394, arrival_time=2021-04-15 05:26:08.403443, cost_time=0:00:19.846359 2021-04-15 05:25:35,491 INFO : TRAIN, epoch=0127, iter=00080/00196, fetch data time cost=1.30ms, fps=911 images/s, loss=0.1663, top1-acc=95.18%, top5-acc=99.86%, remaining_time=0:00:32.853172, arrival_time=2021-04-15 05:26:08.344185, cost_time=0:00:22.657330 2021-04-15 05:25:38,303 INFO : TRAIN, epoch=0127, iter=00090/00196, fetch data time cost=1.34ms, fps=910 images/s, loss=0.1665, top1-acc=95.18%, top5-acc=99.86%, remaining_time=0:00:29.998212, arrival_time=2021-04-15 05:26:08.302094, cost_time=0:00:25.470186 2021-04-15 05:25:41,119 INFO : TRAIN, epoch=0127, iter=00100/00196, fetch data time cost=1.33ms, fps=909 images/s, loss=0.1656, top1-acc=95.21%, top5-acc=99.86%, remaining_time=0:00:27.154368, arrival_time=2021-04-15 05:26:08.273850, cost_time=0:00:28.285792 2021-04-15 05:25:43,935 INFO : TRAIN, epoch=0127, iter=00110/00196, fetch data time cost=1.34ms, fps=909 images/s, loss=0.1656, top1-acc=95.21%, top5-acc=99.85%, remaining_time=0:00:24.315640, arrival_time=2021-04-15 05:26:08.250775, cost_time=0:00:31.101434 2021-04-15 05:25:46,747 INFO : TRAIN, epoch=0127, iter=00120/00196, fetch data time cost=1.59ms, fps=910 images/s, loss=0.1650, top1-acc=95.24%, top5-acc=99.86%, remaining_time=0:00:21.478892, arrival_time=2021-04-15 05:26:08.226639, cost_time=0:00:33.914052 2021-04-15 05:25:49,560 INFO : TRAIN, epoch=0127, iter=00130/00196, fetch data time cost=1.38ms, fps=910 images/s, loss=0.1666, top1-acc=95.20%, top5-acc=99.84%, remaining_time=0:00:18.645990, arrival_time=2021-04-15 05:26:08.206740, cost_time=0:00:36.726993 2021-04-15 05:25:52,370 INFO : TRAIN, epoch=0127, iter=00140/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.1679, top1-acc=95.13%, top5-acc=99.84%, remaining_time=0:00:15.814848, arrival_time=2021-04-15 05:26:08.185700, cost_time=0:00:39.537161 2021-04-15 05:25:55,187 INFO : TRAIN, epoch=0127, iter=00150/00196, fetch data time cost=1.35ms, fps=909 images/s, loss=0.1684, top1-acc=95.12%, top5-acc=99.85%, remaining_time=0:00:12.988606, arrival_time=2021-04-15 05:26:08.176434, cost_time=0:00:42.354116 2021-04-15 05:25:58,007 INFO : TRAIN, epoch=0127, iter=00160/00196, fetch data time cost=1.33ms, fps=908 images/s, loss=0.1686, top1-acc=95.10%, top5-acc=99.85%, remaining_time=0:00:10.164060, arrival_time=2021-04-15 05:26:08.171371, cost_time=0:00:45.173619 2021-04-15 05:26:00,820 INFO : TRAIN, epoch=0127, iter=00170/00196, fetch data time cost=1.41ms, fps=910 images/s, loss=0.1686, top1-acc=95.08%, top5-acc=99.85%, remaining_time=0:00:07.339150, arrival_time=2021-04-15 05:26:08.159534, cost_time=0:00:47.986685 2021-04-15 05:26:03,634 INFO : TRAIN, epoch=0127, iter=00180/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.1691, top1-acc=95.06%, top5-acc=99.86%, remaining_time=0:00:04.515600, arrival_time=2021-04-15 05:26:08.149729, cost_time=0:00:50.800442 2021-04-15 05:26:06,444 INFO : TRAIN, epoch=0127, iter=00190/00196, fetch data time cost=1.12ms, fps=911 images/s, loss=0.1708, top1-acc=94.98%, top5-acc=99.86%, remaining_time=0:00:01.692966, arrival_time=2021-04-15 05:26:08.137282, cost_time=0:00:53.610620 2021-04-15 05:26:07,956 INFO : TRAIN, epoch=0127, iter=00196/00196, fetch data time cost=1.19ms, fps=899 images/s, loss=0.1720, top1-acc=94.95%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-15 05:26:07.956720, cost_time=0:00:55.123042 2021-04-15 05:26:08,858 INFO : EVAL, epoch=0127, iter=00010/00040, fetch data time cost=0.20ms, fps=2843 images/s, loss=1.5568, top1-acc=64.26%, top5-acc=88.71%, remaining_time=0:00:02.701680, arrival_time=2021-04-15 05:26:11.560618, cost_time=0:00:00.900555 2021-04-15 05:26:09,634 INFO : EVAL, epoch=0127, iter=00020/00040, fetch data time cost=1.33ms, fps=3301 images/s, loss=1.5676, top1-acc=63.42%, top5-acc=88.69%, remaining_time=0:00:01.676520, arrival_time=2021-04-15 05:26:11.311370, cost_time=0:00:01.676520 2021-04-15 05:26:10,410 INFO : EVAL, epoch=0127, iter=00030/00040, fetch data time cost=1.36ms, fps=3303 images/s, loss=1.5739, top1-acc=63.61%, top5-acc=88.58%, remaining_time=0:00:00.817290, arrival_time=2021-04-15 05:26:11.227497, cost_time=0:00:02.451874 2021-04-15 05:26:11,120 INFO : EVAL, epoch=0127, iter=00040/00040, fetch data time cost=0.05ms, fps=3270 images/s, loss=1.5532, top1-acc=63.76%, top5-acc=88.67%, remaining_time=0:00:00, arrival_time=2021-04-15 05:26:11.120090, cost_time=0:00:03.161777 2021-04-15 05:26:11,499 INFO : Epoch=0127 complete, best val top1-acc=66.25%, top5-acc=89.24% (epoch=126), remaining_time=1:11:36.758246, arrival_time=2021-04-15 06:37:48.258035, cost_time=2:04:35.182192 2021-04-15 05:26:11,500 INFO : Train start, epoch=0128, lr=0.029424 2021-04-15 05:26:14,488 INFO : TRAIN, epoch=0128, iter=00010/00196, fetch data time cost=1.48ms, fps=857 images/s, loss=0.1642, top1-acc=95.16%, top5-acc=99.92%, remaining_time=0:00:55.572336, arrival_time=2021-04-15 05:27:10.061199, cost_time=0:00:02.987763 2021-04-15 05:26:17,302 INFO : TRAIN, epoch=0128, iter=00020/00196, fetch data time cost=1.33ms, fps=910 images/s, loss=0.1659, top1-acc=95.14%, top5-acc=99.96%, remaining_time=0:00:51.049504, arrival_time=2021-04-15 05:27:08.351670, cost_time=0:00:05.801071 2021-04-15 05:26:20,110 INFO : TRAIN, epoch=0128, iter=00030/00196, fetch data time cost=1.42ms, fps=912 images/s, loss=0.1673, top1-acc=95.07%, top5-acc=99.91%, remaining_time=0:00:47.636356, arrival_time=2021-04-15 05:27:07.746429, cost_time=0:00:08.608982 2021-04-15 05:26:22,924 INFO : TRAIN, epoch=0128, iter=00040/00196, fetch data time cost=1.59ms, fps=910 images/s, loss=0.1668, top1-acc=95.09%, top5-acc=99.90%, remaining_time=0:00:44.550480, arrival_time=2021-04-15 05:27:07.474802, cost_time=0:00:11.423213 2021-04-15 05:26:25,747 INFO : TRAIN, epoch=0128, iter=00050/00196, fetch data time cost=1.34ms, fps=907 images/s, loss=0.1684, top1-acc=95.04%, top5-acc=99.91%, remaining_time=0:00:41.600364, arrival_time=2021-04-15 05:27:07.348146, cost_time=0:00:14.246677 2021-04-15 05:26:28,563 INFO : TRAIN, epoch=0128, iter=00060/00196, fetch data time cost=1.36ms, fps=909 images/s, loss=0.1660, top1-acc=95.08%, top5-acc=99.90%, remaining_time=0:00:38.674864, arrival_time=2021-04-15 05:27:07.238417, cost_time=0:00:17.062456 2021-04-15 05:26:31,374 INFO : TRAIN, epoch=0128, iter=00070/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.1663, top1-acc=95.04%, top5-acc=99.89%, remaining_time=0:00:35.772660, arrival_time=2021-04-15 05:27:07.147466, cost_time=0:00:19.873711 2021-04-15 05:26:34,186 INFO : TRAIN, epoch=0128, iter=00080/00196, fetch data time cost=1.58ms, fps=911 images/s, loss=0.1656, top1-acc=95.04%, top5-acc=99.89%, remaining_time=0:00:32.893308, arrival_time=2021-04-15 05:27:07.079439, cost_time=0:00:22.685038 2021-04-15 05:26:36,999 INFO : TRAIN, epoch=0128, iter=00090/00196, fetch data time cost=1.50ms, fps=910 images/s, loss=0.1659, top1-acc=95.07%, top5-acc=99.87%, remaining_time=0:00:30.030966, arrival_time=2021-04-15 05:27:07.030082, cost_time=0:00:25.498020 2021-04-15 05:26:39,812 INFO : TRAIN, epoch=0128, iter=00100/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.1666, top1-acc=95.03%, top5-acc=99.87%, remaining_time=0:00:27.178944, arrival_time=2021-04-15 05:27:06.991497, cost_time=0:00:28.311380 2021-04-15 05:26:42,622 INFO : TRAIN, epoch=0128, iter=00110/00196, fetch data time cost=1.36ms, fps=911 images/s, loss=0.1666, top1-acc=94.99%, top5-acc=99.88%, remaining_time=0:00:24.330948, arrival_time=2021-04-15 05:27:06.953006, cost_time=0:00:31.120968 2021-04-15 05:26:45,436 INFO : TRAIN, epoch=0128, iter=00120/00196, fetch data time cost=1.33ms, fps=910 images/s, loss=0.1652, top1-acc=95.07%, top5-acc=99.88%, remaining_time=0:00:21.492572, arrival_time=2021-04-15 05:27:06.929358, cost_time=0:00:33.935671 2021-04-15 05:26:48,254 INFO : TRAIN, epoch=0128, iter=00130/00196, fetch data time cost=1.42ms, fps=909 images/s, loss=0.1660, top1-acc=95.04%, top5-acc=99.89%, remaining_time=0:00:18.659190, arrival_time=2021-04-15 05:27:06.913194, cost_time=0:00:36.752899 2021-04-15 05:26:51,069 INFO : TRAIN, epoch=0128, iter=00140/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.1666, top1-acc=95.03%, top5-acc=99.89%, remaining_time=0:00:15.827168, arrival_time=2021-04-15 05:27:06.896153, cost_time=0:00:39.567893 2021-04-15 05:26:53,885 INFO : TRAIN, epoch=0128, iter=00150/00196, fetch data time cost=1.32ms, fps=909 images/s, loss=0.1668, top1-acc=95.05%, top5-acc=99.89%, remaining_time=0:00:12.997852, arrival_time=2021-04-15 05:27:06.883193, cost_time=0:00:42.384240 2021-04-15 05:26:56,698 INFO : TRAIN, epoch=0128, iter=00160/00196, fetch data time cost=1.42ms, fps=910 images/s, loss=0.1662, top1-acc=95.07%, top5-acc=99.89%, remaining_time=0:00:10.169460, arrival_time=2021-04-15 05:27:06.868182, cost_time=0:00:45.197627 2021-04-15 05:26:59,509 INFO : TRAIN, epoch=0128, iter=00170/00196, fetch data time cost=1.35ms, fps=911 images/s, loss=0.1672, top1-acc=95.03%, top5-acc=99.89%, remaining_time=0:00:07.342452, arrival_time=2021-04-15 05:27:06.851912, cost_time=0:00:48.008363 2021-04-15 05:27:02,327 INFO : TRAIN, epoch=0128, iter=00180/00196, fetch data time cost=1.29ms, fps=909 images/s, loss=0.1685, top1-acc=94.96%, top5-acc=99.88%, remaining_time=0:00:04.517920, arrival_time=2021-04-15 05:27:06.845587, cost_time=0:00:50.826573 2021-04-15 05:27:05,135 INFO : TRAIN, epoch=0128, iter=00190/00196, fetch data time cost=1.13ms, fps=912 images/s, loss=0.1689, top1-acc=94.93%, top5-acc=99.88%, remaining_time=0:00:01.693716, arrival_time=2021-04-15 05:27:06.829198, cost_time=0:00:53.634414 2021-04-15 05:27:06,645 INFO : TRAIN, epoch=0128, iter=00196/00196, fetch data time cost=1.17ms, fps=901 images/s, loss=0.1698, top1-acc=94.92%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-15 05:27:06.645603, cost_time=0:00:55.144523 2021-04-15 05:27:07,530 INFO : EVAL, epoch=0128, iter=00010/00040, fetch data time cost=0.17ms, fps=2897 images/s, loss=1.4407, top1-acc=66.21%, top5-acc=89.49%, remaining_time=0:00:02.650650, arrival_time=2021-04-15 05:27:10.181368, cost_time=0:00:00.883550 2021-04-15 05:27:08,304 INFO : EVAL, epoch=0128, iter=00020/00040, fetch data time cost=1.18ms, fps=3308 images/s, loss=1.4420, top1-acc=66.64%, top5-acc=88.65%, remaining_time=0:00:01.657720, arrival_time=2021-04-15 05:27:09.962606, cost_time=0:00:01.657726 2021-04-15 05:27:09,080 INFO : EVAL, epoch=0128, iter=00030/00040, fetch data time cost=1.38ms, fps=3304 images/s, loss=1.4446, top1-acc=66.43%, top5-acc=88.58%, remaining_time=0:00:00.810970, arrival_time=2021-04-15 05:27:09.891046, cost_time=0:00:02.432904 2021-04-15 05:27:09,787 INFO : EVAL, epoch=0128, iter=00040/00040, fetch data time cost=0.06ms, fps=3280 images/s, loss=1.4421, top1-acc=66.59%, top5-acc=88.64%, remaining_time=0:00:00, arrival_time=2021-04-15 05:27:09.787627, cost_time=0:00:03.140476 2021-04-15 05:27:10,613 INFO : Epoch=0128 complete, best val top1-acc=66.59%, top5-acc=88.64% (epoch=128), remaining_time=1:10:38.041608, arrival_time=2021-04-15 06:37:48.655391, cost_time=2:05:34.296179 2021-04-15 05:27:10,614 INFO : Train start, epoch=0129, lr=0.028711 2021-04-15 05:27:13,543 INFO : TRAIN, epoch=0129, iter=00010/00196, fetch data time cost=1.35ms, fps=874 images/s, loss=0.1553, top1-acc=95.62%, top5-acc=99.77%, remaining_time=0:00:54.463032, arrival_time=2021-04-15 05:28:08.006203, cost_time=0:00:02.928121 2021-04-15 05:27:16,357 INFO : TRAIN, epoch=0129, iter=00020/00196, fetch data time cost=1.51ms, fps=910 images/s, loss=0.1602, top1-acc=95.35%, top5-acc=99.80%, remaining_time=0:00:50.535936, arrival_time=2021-04-15 05:28:06.893706, cost_time=0:00:05.742719 2021-04-15 05:27:19,168 INFO : TRAIN, epoch=0129, iter=00030/00196, fetch data time cost=1.36ms, fps=911 images/s, loss=0.1608, top1-acc=95.27%, top5-acc=99.86%, remaining_time=0:00:47.329090, arrival_time=2021-04-15 05:28:06.497595, cost_time=0:00:08.553449 2021-04-15 05:27:21,987 INFO : TRAIN, epoch=0129, iter=00040/00196, fetch data time cost=1.35ms, fps=908 images/s, loss=0.1578, top1-acc=95.42%, top5-acc=99.87%, remaining_time=0:00:44.353140, arrival_time=2021-04-15 05:28:06.340787, cost_time=0:00:11.372599 2021-04-15 05:27:24,805 INFO : TRAIN, epoch=0129, iter=00050/00196, fetch data time cost=1.43ms, fps=909 images/s, loss=0.1566, top1-acc=95.48%, top5-acc=99.87%, remaining_time=0:00:41.435676, arrival_time=2021-04-15 05:28:06.241038, cost_time=0:00:14.190325 2021-04-15 05:27:27,620 INFO : TRAIN, epoch=0129, iter=00060/00196, fetch data time cost=4.44ms, fps=909 images/s, loss=0.1570, top1-acc=95.42%, top5-acc=99.89%, remaining_time=0:00:38.546344, arrival_time=2021-04-15 05:28:06.167226, cost_time=0:00:17.005744 2021-04-15 05:27:30,432 INFO : TRAIN, epoch=0129, iter=00070/00196, fetch data time cost=1.58ms, fps=911 images/s, loss=0.1583, top1-acc=95.39%, top5-acc=99.90%, remaining_time=0:00:35.671230, arrival_time=2021-04-15 05:28:06.103633, cost_time=0:00:19.817352 2021-04-15 05:27:33,246 INFO : TRAIN, epoch=0129, iter=00080/00196, fetch data time cost=1.45ms, fps=910 images/s, loss=0.1617, top1-acc=95.24%, top5-acc=99.90%, remaining_time=0:00:32.815588, arrival_time=2021-04-15 05:28:06.062131, cost_time=0:00:22.631475 2021-04-15 05:27:36,065 INFO : TRAIN, epoch=0129, iter=00090/00196, fetch data time cost=1.42ms, fps=908 images/s, loss=0.1608, top1-acc=95.31%, top5-acc=99.90%, remaining_time=0:00:29.975210, arrival_time=2021-04-15 05:28:06.040931, cost_time=0:00:25.450672 2021-04-15 05:27:38,884 INFO : TRAIN, epoch=0129, iter=00100/00196, fetch data time cost=1.50ms, fps=908 images/s, loss=0.1614, top1-acc=95.34%, top5-acc=99.90%, remaining_time=0:00:27.138720, arrival_time=2021-04-15 05:28:06.023247, cost_time=0:00:28.269457 2021-04-15 05:27:41,704 INFO : TRAIN, epoch=0129, iter=00110/00196, fetch data time cost=1.31ms, fps=908 images/s, loss=0.1603, top1-acc=95.40%, top5-acc=99.90%, remaining_time=0:00:24.306524, arrival_time=2021-04-15 05:28:06.011288, cost_time=0:00:31.089715 2021-04-15 05:27:44,522 INFO : TRAIN, epoch=0129, iter=00120/00196, fetch data time cost=1.50ms, fps=909 images/s, loss=0.1611, top1-acc=95.40%, top5-acc=99.91%, remaining_time=0:00:21.474636, arrival_time=2021-04-15 05:28:05.996970, cost_time=0:00:33.907288 2021-04-15 05:27:47,339 INFO : TRAIN, epoch=0129, iter=00130/00196, fetch data time cost=1.48ms, fps=909 images/s, loss=0.1608, top1-acc=95.39%, top5-acc=99.91%, remaining_time=0:00:18.644604, arrival_time=2021-04-15 05:28:05.983817, cost_time=0:00:36.724159 2021-04-15 05:27:50,150 INFO : TRAIN, epoch=0129, iter=00140/00196, fetch data time cost=1.35ms, fps=911 images/s, loss=0.1615, top1-acc=95.37%, top5-acc=99.91%, remaining_time=0:00:15.814288, arrival_time=2021-04-15 05:28:05.964991, cost_time=0:00:39.535662 2021-04-15 05:27:52,962 INFO : TRAIN, epoch=0129, iter=00150/00196, fetch data time cost=1.38ms, fps=911 images/s, loss=0.1615, top1-acc=95.38%, top5-acc=99.91%, remaining_time=0:00:12.986490, arrival_time=2021-04-15 05:28:05.948793, cost_time=0:00:42.347255 2021-04-15 05:27:55,776 INFO : TRAIN, epoch=0129, iter=00160/00196, fetch data time cost=1.52ms, fps=910 images/s, loss=0.1614, top1-acc=95.37%, top5-acc=99.91%, remaining_time=0:00:10.161252, arrival_time=2021-04-15 05:28:05.937482, cost_time=0:00:45.161138 2021-04-15 05:27:58,587 INFO : TRAIN, epoch=0129, iter=00170/00196, fetch data time cost=1.35ms, fps=911 images/s, loss=0.1623, top1-acc=95.34%, top5-acc=99.91%, remaining_time=0:00:07.336966, arrival_time=2021-04-15 05:28:05.924503, cost_time=0:00:47.972496 2021-04-15 05:28:01,397 INFO : TRAIN, epoch=0129, iter=00180/00196, fetch data time cost=1.38ms, fps=911 images/s, loss=0.1633, top1-acc=95.31%, top5-acc=99.91%, remaining_time=0:00:04.513952, arrival_time=2021-04-15 05:28:05.910909, cost_time=0:00:50.781908 2021-04-15 05:28:04,213 INFO : TRAIN, epoch=0129, iter=00190/00196, fetch data time cost=1.17ms, fps=909 images/s, loss=0.1644, top1-acc=95.29%, top5-acc=99.90%, remaining_time=0:00:01.692588, arrival_time=2021-04-15 05:28:05.906301, cost_time=0:00:53.598673 2021-04-15 05:28:05,727 INFO : TRAIN, epoch=0129, iter=00196/00196, fetch data time cost=1.17ms, fps=898 images/s, loss=0.1654, top1-acc=95.25%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-15 05:28:05.727924, cost_time=0:00:55.112894 2021-04-15 05:28:06,612 INFO : EVAL, epoch=0129, iter=00010/00040, fetch data time cost=0.20ms, fps=2900 images/s, loss=1.4218, top1-acc=67.30%, top5-acc=89.53%, remaining_time=0:00:02.648160, arrival_time=2021-04-15 05:28:09.260383, cost_time=0:00:00.882724 2021-04-15 05:28:07,387 INFO : EVAL, epoch=0129, iter=00020/00040, fetch data time cost=1.29ms, fps=3305 images/s, loss=1.4391, top1-acc=66.76%, top5-acc=89.82%, remaining_time=0:00:01.657760, arrival_time=2021-04-15 05:28:09.045074, cost_time=0:00:01.657770 2021-04-15 05:28:08,163 INFO : EVAL, epoch=0129, iter=00030/00040, fetch data time cost=1.26ms, fps=3302 images/s, loss=1.4366, top1-acc=66.89%, top5-acc=89.62%, remaining_time=0:00:00.811190, arrival_time=2021-04-15 05:28:08.974234, cost_time=0:00:02.433558 2021-04-15 05:28:08,870 INFO : EVAL, epoch=0129, iter=00040/00040, fetch data time cost=0.05ms, fps=3279 images/s, loss=1.4336, top1-acc=66.47%, top5-acc=89.34%, remaining_time=0:00:00, arrival_time=2021-04-15 05:28:08.870795, cost_time=0:00:03.141334 2021-04-15 05:28:09,290 INFO : Epoch=0129 complete, best val top1-acc=66.59%, top5-acc=88.64% (epoch=128), remaining_time=1:09:39.078247, arrival_time=2021-04-15 06:37:48.369010, cost_time=2:06:32.973168 2021-04-15 05:28:09,292 INFO : Train start, epoch=0130, lr=0.028003 2021-04-15 05:28:12,280 INFO : TRAIN, epoch=0130, iter=00010/00196, fetch data time cost=1.34ms, fps=857 images/s, loss=0.1605, top1-acc=95.39%, top5-acc=99.92%, remaining_time=0:00:55.588332, arrival_time=2021-04-15 05:29:07.869074, cost_time=0:00:02.988625 2021-04-15 05:28:15,099 INFO : TRAIN, epoch=0130, iter=00020/00196, fetch data time cost=1.40ms, fps=908 images/s, loss=0.1667, top1-acc=95.10%, top5-acc=99.84%, remaining_time=0:00:51.100896, arrival_time=2021-04-15 05:29:06.199923, cost_time=0:00:05.806912 2021-04-15 05:28:17,916 INFO : TRAIN, epoch=0130, iter=00030/00196, fetch data time cost=1.36ms, fps=909 images/s, loss=0.1623, top1-acc=95.38%, top5-acc=99.87%, remaining_time=0:00:47.722676, arrival_time=2021-04-15 05:29:05.639375, cost_time=0:00:08.624568 2021-04-15 05:28:20,730 INFO : TRAIN, epoch=0130, iter=00040/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.1584, top1-acc=95.49%, top5-acc=99.87%, remaining_time=0:00:44.608824, arrival_time=2021-04-15 05:29:05.339084, cost_time=0:00:11.438148 2021-04-15 05:28:23,538 INFO : TRAIN, epoch=0130, iter=00050/00196, fetch data time cost=1.37ms, fps=912 images/s, loss=0.1554, top1-acc=95.66%, top5-acc=99.90%, remaining_time=0:00:41.598612, arrival_time=2021-04-15 05:29:05.136823, cost_time=0:00:14.246094 2021-04-15 05:28:26,341 INFO : TRAIN, epoch=0130, iter=00060/00196, fetch data time cost=1.64ms, fps=913 images/s, loss=0.1554, top1-acc=95.61%, top5-acc=99.90%, remaining_time=0:00:38.645352, arrival_time=2021-04-15 05:29:04.986863, cost_time=0:00:17.049403 2021-04-15 05:28:29,149 INFO : TRAIN, epoch=0130, iter=00070/00196, fetch data time cost=1.36ms, fps=912 images/s, loss=0.1523, top1-acc=95.71%, top5-acc=99.89%, remaining_time=0:00:35.742294, arrival_time=2021-04-15 05:29:04.891266, cost_time=0:00:19.856859 2021-04-15 05:28:31,952 INFO : TRAIN, epoch=0130, iter=00080/00196, fetch data time cost=1.70ms, fps=913 images/s, loss=0.1506, top1-acc=95.77%, top5-acc=99.90%, remaining_time=0:00:32.857812, arrival_time=2021-04-15 05:29:04.810484, cost_time=0:00:22.660567 2021-04-15 05:28:34,765 INFO : TRAIN, epoch=0130, iter=00090/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.1496, top1-acc=95.80%, top5-acc=99.88%, remaining_time=0:00:30.001816, arrival_time=2021-04-15 05:29:04.767139, cost_time=0:00:25.473212 2021-04-15 05:28:37,584 INFO : TRAIN, epoch=0130, iter=00100/00196, fetch data time cost=1.26ms, fps=908 images/s, loss=0.1497, top1-acc=95.80%, top5-acc=99.89%, remaining_time=0:00:27.160320, arrival_time=2021-04-15 05:29:04.744424, cost_time=0:00:28.292000 2021-04-15 05:28:40,399 INFO : TRAIN, epoch=0130, iter=00110/00196, fetch data time cost=1.30ms, fps=909 images/s, loss=0.1503, top1-acc=95.78%, top5-acc=99.89%, remaining_time=0:00:24.320456, arrival_time=2021-04-15 05:29:04.720097, cost_time=0:00:31.107537 2021-04-15 05:28:43,214 INFO : TRAIN, epoch=0130, iter=00120/00196, fetch data time cost=1.33ms, fps=910 images/s, loss=0.1510, top1-acc=95.77%, top5-acc=99.89%, remaining_time=0:00:21.484212, arrival_time=2021-04-15 05:29:04.698715, cost_time=0:00:33.922385 2021-04-15 05:28:46,028 INFO : TRAIN, epoch=0130, iter=00130/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.1506, top1-acc=95.80%, top5-acc=99.89%, remaining_time=0:00:18.650610, arrival_time=2021-04-15 05:29:04.678809, cost_time=0:00:36.736090 2021-04-15 05:28:48,839 INFO : TRAIN, epoch=0130, iter=00140/00196, fetch data time cost=1.36ms, fps=911 images/s, loss=0.1503, top1-acc=95.80%, top5-acc=99.89%, remaining_time=0:00:15.818936, arrival_time=2021-04-15 05:29:04.658388, cost_time=0:00:39.547349 2021-04-15 05:28:51,649 INFO : TRAIN, epoch=0130, iter=00150/00196, fetch data time cost=1.44ms, fps=911 images/s, loss=0.1503, top1-acc=95.80%, top5-acc=99.90%, remaining_time=0:00:12.989526, arrival_time=2021-04-15 05:29:04.638843, cost_time=0:00:42.357206 2021-04-15 05:28:54,462 INFO : TRAIN, epoch=0130, iter=00160/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=0.1507, top1-acc=95.77%, top5-acc=99.90%, remaining_time=0:00:10.163412, arrival_time=2021-04-15 05:29:04.626208, cost_time=0:00:45.170684 2021-04-15 05:28:57,278 INFO : TRAIN, epoch=0130, iter=00170/00196, fetch data time cost=1.53ms, fps=909 images/s, loss=0.1504, top1-acc=95.77%, top5-acc=99.91%, remaining_time=0:00:07.339072, arrival_time=2021-04-15 05:29:04.617476, cost_time=0:00:47.986225 2021-04-15 05:29:00,092 INFO : TRAIN, epoch=0130, iter=00180/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.1510, top1-acc=95.75%, top5-acc=99.90%, remaining_time=0:00:04.515552, arrival_time=2021-04-15 05:29:04.607692, cost_time=0:00:50.800026 2021-04-15 05:29:02,904 INFO : TRAIN, epoch=0130, iter=00190/00196, fetch data time cost=1.21ms, fps=911 images/s, loss=0.1525, top1-acc=95.71%, top5-acc=99.90%, remaining_time=0:00:01.693008, arrival_time=2021-04-15 05:29:04.597032, cost_time=0:00:53.611897 2021-04-15 05:29:04,415 INFO : TRAIN, epoch=0130, iter=00196/00196, fetch data time cost=1.22ms, fps=900 images/s, loss=0.1532, top1-acc=95.70%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-15 05:29:04.415780, cost_time=0:00:55.123685 2021-04-15 05:29:05,307 INFO : EVAL, epoch=0130, iter=00010/00040, fetch data time cost=1.39ms, fps=2876 images/s, loss=1.3490, top1-acc=68.01%, top5-acc=89.77%, remaining_time=0:00:02.670660, arrival_time=2021-04-15 05:29:07.978232, cost_time=0:00:00.890218 2021-04-15 05:29:06,086 INFO : EVAL, epoch=0130, iter=00020/00040, fetch data time cost=1.47ms, fps=3289 images/s, loss=1.3424, top1-acc=68.09%, top5-acc=89.96%, remaining_time=0:00:01.668980, arrival_time=2021-04-15 05:29:07.755325, cost_time=0:00:01.668972 2021-04-15 05:29:06,861 INFO : EVAL, epoch=0130, iter=00030/00040, fetch data time cost=1.35ms, fps=3304 images/s, loss=1.3311, top1-acc=68.29%, top5-acc=90.27%, remaining_time=0:00:00.814710, arrival_time=2021-04-15 05:29:07.676211, cost_time=0:00:02.444135 2021-04-15 05:29:07,569 INFO : EVAL, epoch=0130, iter=00040/00040, fetch data time cost=0.05ms, fps=3276 images/s, loss=1.3353, top1-acc=68.06%, top5-acc=90.01%, remaining_time=0:00:00, arrival_time=2021-04-15 05:29:07.569936, cost_time=0:00:03.152596 2021-04-15 05:29:08,662 INFO : Epoch=0130 complete, best val top1-acc=68.06%, top5-acc=90.01% (epoch=130), remaining_time=1:08:40.493440, arrival_time=2021-04-15 06:37:49.156026, cost_time=2:07:32.344978 2021-04-15 05:29:08,663 INFO : Train start, epoch=0131, lr=0.027300 2021-04-15 05:29:11,627 INFO : TRAIN, epoch=0131, iter=00010/00196, fetch data time cost=1.32ms, fps=864 images/s, loss=0.1539, top1-acc=95.08%, top5-acc=99.80%, remaining_time=0:00:55.128354, arrival_time=2021-04-15 05:30:06.756158, cost_time=0:00:02.963890 2021-04-15 05:29:14,434 INFO : TRAIN, epoch=0131, iter=00020/00196, fetch data time cost=1.30ms, fps=912 images/s, loss=0.1463, top1-acc=95.76%, top5-acc=99.84%, remaining_time=0:00:50.778464, arrival_time=2021-04-15 05:30:05.212658, cost_time=0:00:05.770283 2021-04-15 05:29:17,247 INFO : TRAIN, epoch=0131, iter=00030/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.1436, top1-acc=95.99%, top5-acc=99.90%, remaining_time=0:00:47.492932, arrival_time=2021-04-15 05:30:04.739915, cost_time=0:00:08.583069 2021-04-15 05:29:20,058 INFO : TRAIN, epoch=0131, iter=00040/00196, fetch data time cost=1.29ms, fps=911 images/s, loss=0.1418, top1-acc=96.05%, top5-acc=99.90%, remaining_time=0:00:44.438004, arrival_time=2021-04-15 05:30:04.496280, cost_time=0:00:11.394364 2021-04-15 05:29:22,870 INFO : TRAIN, epoch=0131, iter=00050/00196, fetch data time cost=1.29ms, fps=911 images/s, loss=0.1395, top1-acc=96.17%, top5-acc=99.91%, remaining_time=0:00:41.481812, arrival_time=2021-04-15 05:30:04.351820, cost_time=0:00:14.206093 2021-04-15 05:29:25,684 INFO : TRAIN, epoch=0131, iter=00060/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.1394, top1-acc=96.19%, top5-acc=99.93%, remaining_time=0:00:38.578984, arrival_time=2021-04-15 05:30:04.263060, cost_time=0:00:17.020162 2021-04-15 05:29:28,495 INFO : TRAIN, epoch=0131, iter=00070/00196, fetch data time cost=1.33ms, fps=911 images/s, loss=0.1382, top1-acc=96.25%, top5-acc=99.93%, remaining_time=0:00:35.697438, arrival_time=2021-04-15 05:30:04.193291, cost_time=0:00:19.831936 2021-04-15 05:29:31,308 INFO : TRAIN, epoch=0131, iter=00080/00196, fetch data time cost=1.40ms, fps=910 images/s, loss=0.1390, top1-acc=96.17%, top5-acc=99.92%, remaining_time=0:00:32.834380, arrival_time=2021-04-15 05:30:04.142715, cost_time=0:00:22.644421 2021-04-15 05:29:34,117 INFO : TRAIN, epoch=0131, iter=00090/00196, fetch data time cost=1.35ms, fps=912 images/s, loss=0.1407, top1-acc=96.11%, top5-acc=99.91%, remaining_time=0:00:29.978708, arrival_time=2021-04-15 05:30:04.096217, cost_time=0:00:25.453599 2021-04-15 05:29:36,931 INFO : TRAIN, epoch=0131, iter=00100/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.1406, top1-acc=96.11%, top5-acc=99.91%, remaining_time=0:00:27.136704, arrival_time=2021-04-15 05:30:04.068012, cost_time=0:00:28.267394 2021-04-15 05:29:39,743 INFO : TRAIN, epoch=0131, iter=00110/00196, fetch data time cost=1.33ms, fps=910 images/s, loss=0.1416, top1-acc=96.08%, top5-acc=99.90%, remaining_time=0:00:24.298612, arrival_time=2021-04-15 05:30:04.042149, cost_time=0:00:31.079631 2021-04-15 05:29:42,555 INFO : TRAIN, epoch=0131, iter=00120/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.1414, top1-acc=96.09%, top5-acc=99.91%, remaining_time=0:00:21.464756, arrival_time=2021-04-15 05:30:04.020483, cost_time=0:00:33.891750 2021-04-15 05:29:45,367 INFO : TRAIN, epoch=0131, iter=00130/00196, fetch data time cost=1.32ms, fps=911 images/s, loss=0.1433, top1-acc=96.04%, top5-acc=99.90%, remaining_time=0:00:18.634176, arrival_time=2021-04-15 05:30:04.001808, cost_time=0:00:36.703712 2021-04-15 05:29:48,181 INFO : TRAIN, epoch=0131, iter=00140/00196, fetch data time cost=1.38ms, fps=910 images/s, loss=0.1442, top1-acc=96.00%, top5-acc=99.89%, remaining_time=0:00:15.807008, arrival_time=2021-04-15 05:30:03.988472, cost_time=0:00:39.517530 2021-04-15 05:29:50,990 INFO : TRAIN, epoch=0131, iter=00150/00196, fetch data time cost=1.33ms, fps=912 images/s, loss=0.1450, top1-acc=95.98%, top5-acc=99.89%, remaining_time=0:00:12.980004, arrival_time=2021-04-15 05:30:03.969991, cost_time=0:00:42.326072 2021-04-15 05:29:53,806 INFO : TRAIN, epoch=0131, iter=00160/00196, fetch data time cost=1.39ms, fps=909 images/s, loss=0.1472, top1-acc=95.88%, top5-acc=99.90%, remaining_time=0:00:10.156968, arrival_time=2021-04-15 05:30:03.962919, cost_time=0:00:45.142026 2021-04-15 05:29:56,623 INFO : TRAIN, epoch=0131, iter=00170/00196, fetch data time cost=1.31ms, fps=909 images/s, loss=0.1484, top1-acc=95.83%, top5-acc=99.89%, remaining_time=0:00:07.334990, arrival_time=2021-04-15 05:30:03.958537, cost_time=0:00:47.959628 2021-04-15 05:29:59,434 INFO : TRAIN, epoch=0131, iter=00180/00196, fetch data time cost=1.44ms, fps=911 images/s, loss=0.1505, top1-acc=95.77%, top5-acc=99.89%, remaining_time=0:00:04.512912, arrival_time=2021-04-15 05:30:03.947138, cost_time=0:00:50.770317 2021-04-15 05:30:02,249 INFO : TRAIN, epoch=0131, iter=00190/00196, fetch data time cost=1.19ms, fps=909 images/s, loss=0.1515, top1-acc=95.71%, top5-acc=99.89%, remaining_time=0:00:01.692180, arrival_time=2021-04-15 05:30:03.941719, cost_time=0:00:53.585639 2021-04-15 05:30:03,764 INFO : TRAIN, epoch=0131, iter=00196/00196, fetch data time cost=1.24ms, fps=898 images/s, loss=0.1521, top1-acc=95.71%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-15 05:30:03.764115, cost_time=0:00:55.100226 2021-04-15 05:30:04,650 INFO : EVAL, epoch=0131, iter=00010/00040, fetch data time cost=1.19ms, fps=2894 images/s, loss=1.3913, top1-acc=67.23%, top5-acc=90.08%, remaining_time=0:00:02.653560, arrival_time=2021-04-15 05:30:07.303769, cost_time=0:00:00.884516 2021-04-15 05:30:05,426 INFO : EVAL, epoch=0131, iter=00020/00040, fetch data time cost=1.34ms, fps=3301 images/s, loss=1.4292, top1-acc=66.82%, top5-acc=89.36%, remaining_time=0:00:01.660320, arrival_time=2021-04-15 05:30:07.086313, cost_time=0:00:01.660313 2021-04-15 05:30:06,202 INFO : EVAL, epoch=0131, iter=00030/00040, fetch data time cost=1.32ms, fps=3299 images/s, loss=1.4273, top1-acc=67.25%, top5-acc=89.39%, remaining_time=0:00:00.812180, arrival_time=2021-04-15 05:30:07.014400, cost_time=0:00:02.436534 2021-04-15 05:30:06,916 INFO : EVAL, epoch=0131, iter=00040/00040, fetch data time cost=0.08ms, fps=3251 images/s, loss=1.4635, top1-acc=66.98%, top5-acc=89.44%, remaining_time=0:00:00, arrival_time=2021-04-15 05:30:06.916115, cost_time=0:00:03.150442 2021-04-15 05:30:07,381 INFO : Epoch=0131 complete, best val top1-acc=68.06%, top5-acc=90.01% (epoch=130), remaining_time=1:07:41.552796, arrival_time=2021-04-15 06:37:48.934351, cost_time=2:08:31.063960 2021-04-15 05:30:07,382 INFO : Train start, epoch=0132, lr=0.026604 2021-04-15 05:30:10,368 INFO : TRAIN, epoch=0132, iter=00010/00196, fetch data time cost=1.34ms, fps=857 images/s, loss=0.1370, top1-acc=96.29%, top5-acc=99.96%, remaining_time=0:00:55.536252, arrival_time=2021-04-15 05:31:05.904907, cost_time=0:00:02.985823 2021-04-15 05:30:13,181 INFO : TRAIN, epoch=0132, iter=00020/00196, fetch data time cost=1.38ms, fps=910 images/s, loss=0.1431, top1-acc=95.94%, top5-acc=99.98%, remaining_time=0:00:51.025920, arrival_time=2021-04-15 05:31:04.207155, cost_time=0:00:05.798398 2021-04-15 05:30:15,990 INFO : TRAIN, epoch=0132, iter=00030/00196, fetch data time cost=1.37ms, fps=911 images/s, loss=0.1426, top1-acc=95.91%, top5-acc=99.97%, remaining_time=0:00:47.631210, arrival_time=2021-04-15 05:31:03.622077, cost_time=0:00:08.608039 2021-04-15 05:30:18,800 INFO : TRAIN, epoch=0132, iter=00040/00196, fetch data time cost=1.38ms, fps=911 images/s, loss=0.1427, top1-acc=95.92%, top5-acc=99.96%, remaining_time=0:00:44.530512, arrival_time=2021-04-15 05:31:03.331427, cost_time=0:00:11.418070 2021-04-15 05:30:21,611 INFO : TRAIN, epoch=0132, iter=00050/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.1420, top1-acc=95.95%, top5-acc=99.94%, remaining_time=0:00:41.546928, arrival_time=2021-04-15 05:31:03.158162, cost_time=0:00:14.228404 2021-04-15 05:30:24,420 INFO : TRAIN, epoch=0132, iter=00060/00196, fetch data time cost=1.37ms, fps=911 images/s, loss=0.1414, top1-acc=96.02%, top5-acc=99.93%, remaining_time=0:00:38.618832, arrival_time=2021-04-15 05:31:03.039386, cost_time=0:00:17.037720 2021-04-15 05:30:27,231 INFO : TRAIN, epoch=0132, iter=00070/00196, fetch data time cost=1.48ms, fps=911 images/s, loss=0.1407, top1-acc=96.04%, top5-acc=99.94%, remaining_time=0:00:35.728182, arrival_time=2021-04-15 05:31:02.960032, cost_time=0:00:19.849017 2021-04-15 05:30:30,048 INFO : TRAIN, epoch=0132, iter=00080/00196, fetch data time cost=1.40ms, fps=909 images/s, loss=0.1406, top1-acc=96.00%, top5-acc=99.93%, remaining_time=0:00:32.864540, arrival_time=2021-04-15 05:31:02.912574, cost_time=0:00:22.665202 2021-04-15 05:30:32,856 INFO : TRAIN, epoch=0132, iter=00090/00196, fetch data time cost=1.39ms, fps=912 images/s, loss=0.1389, top1-acc=96.02%, top5-acc=99.92%, remaining_time=0:00:30.002558, arrival_time=2021-04-15 05:31:02.859312, cost_time=0:00:25.473869 2021-04-15 05:30:35,672 INFO : TRAIN, epoch=0132, iter=00100/00196, fetch data time cost=1.32ms, fps=909 images/s, loss=0.1368, top1-acc=96.12%, top5-acc=99.93%, remaining_time=0:00:27.157728, arrival_time=2021-04-15 05:31:02.829880, cost_time=0:00:28.289322 2021-04-15 05:30:38,486 INFO : TRAIN, epoch=0132, iter=00110/00196, fetch data time cost=1.40ms, fps=910 images/s, loss=0.1366, top1-acc=96.17%, top5-acc=99.92%, remaining_time=0:00:24.317618, arrival_time=2021-04-15 05:31:02.804424, cost_time=0:00:31.103946 2021-04-15 05:30:41,290 INFO : TRAIN, epoch=0132, iter=00120/00196, fetch data time cost=1.32ms, fps=913 images/s, loss=0.1359, top1-acc=96.16%, top5-acc=99.92%, remaining_time=0:00:21.474940, arrival_time=2021-04-15 05:31:02.765545, cost_time=0:00:33.907769 2021-04-15 05:30:44,098 INFO : TRAIN, epoch=0132, iter=00130/00196, fetch data time cost=1.34ms, fps=912 images/s, loss=0.1350, top1-acc=96.18%, top5-acc=99.92%, remaining_time=0:00:18.640116, arrival_time=2021-04-15 05:31:02.738301, cost_time=0:00:36.715350 2021-04-15 05:30:46,906 INFO : TRAIN, epoch=0132, iter=00140/00196, fetch data time cost=1.35ms, fps=912 images/s, loss=0.1357, top1-acc=96.16%, top5-acc=99.92%, remaining_time=0:00:15.809248, arrival_time=2021-04-15 05:31:02.715236, cost_time=0:00:39.523161 2021-04-15 05:30:49,717 INFO : TRAIN, epoch=0132, iter=00150/00196, fetch data time cost=1.37ms, fps=911 images/s, loss=0.1357, top1-acc=96.18%, top5-acc=99.92%, remaining_time=0:00:12.982534, arrival_time=2021-04-15 05:31:02.699712, cost_time=0:00:42.334341 2021-04-15 05:30:52,527 INFO : TRAIN, epoch=0132, iter=00160/00196, fetch data time cost=1.36ms, fps=911 images/s, loss=0.1366, top1-acc=96.15%, top5-acc=99.92%, remaining_time=0:00:10.157616, arrival_time=2021-04-15 05:31:02.685416, cost_time=0:00:45.144976 2021-04-15 05:30:55,348 INFO : TRAIN, epoch=0132, iter=00170/00196, fetch data time cost=1.40ms, fps=908 images/s, loss=0.1377, top1-acc=96.13%, top5-acc=99.91%, remaining_time=0:00:07.335874, arrival_time=2021-04-15 05:31:02.684056, cost_time=0:00:47.965352 2021-04-15 05:30:58,165 INFO : TRAIN, epoch=0132, iter=00180/00196, fetch data time cost=1.24ms, fps=909 images/s, loss=0.1388, top1-acc=96.10%, top5-acc=99.92%, remaining_time=0:00:04.513968, arrival_time=2021-04-15 05:31:02.678935, cost_time=0:00:50.782135 2021-04-15 05:31:00,981 INFO : TRAIN, epoch=0132, iter=00190/00196, fetch data time cost=1.29ms, fps=909 images/s, loss=0.1394, top1-acc=96.07%, top5-acc=99.92%, remaining_time=0:00:01.692594, arrival_time=2021-04-15 05:31:02.674320, cost_time=0:00:53.598902 2021-04-15 05:31:02,491 INFO : TRAIN, epoch=0132, iter=00196/00196, fetch data time cost=1.01ms, fps=901 images/s, loss=0.1402, top1-acc=96.04%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-15 05:31:02.491106, cost_time=0:00:55.108268 2021-04-15 05:31:03,377 INFO : EVAL, epoch=0132, iter=00010/00040, fetch data time cost=0.20ms, fps=2895 images/s, loss=1.3898, top1-acc=67.62%, top5-acc=89.84%, remaining_time=0:00:02.653110, arrival_time=2021-04-15 05:31:06.030250, cost_time=0:00:00.884366 2021-04-15 05:31:04,151 INFO : EVAL, epoch=0132, iter=00020/00040, fetch data time cost=1.32ms, fps=3308 images/s, loss=1.3662, top1-acc=67.93%, top5-acc=89.63%, remaining_time=0:00:01.658580, arrival_time=2021-04-15 05:31:05.809919, cost_time=0:00:01.658571 2021-04-15 05:31:04,926 INFO : EVAL, epoch=0132, iter=00030/00040, fetch data time cost=1.33ms, fps=3305 images/s, loss=1.3657, top1-acc=67.98%, top5-acc=89.67%, remaining_time=0:00:00.811190, arrival_time=2021-04-15 05:31:05.737516, cost_time=0:00:02.433558 2021-04-15 05:31:05,638 INFO : EVAL, epoch=0132, iter=00040/00040, fetch data time cost=0.05ms, fps=3259 images/s, loss=1.3720, top1-acc=68.23%, top5-acc=89.79%, remaining_time=0:00:00, arrival_time=2021-04-15 05:31:05.638415, cost_time=0:00:03.145663 2021-04-15 05:31:06,538 INFO : Epoch=0132 complete, best val top1-acc=68.23%, top5-acc=89.79% (epoch=132), remaining_time=1:06:42.841216, arrival_time=2021-04-15 06:37:49.380003, cost_time=2:09:30.221191 2021-04-15 05:31:06,539 INFO : Train start, epoch=0133, lr=0.025912 2021-04-15 05:31:09,504 INFO : TRAIN, epoch=0133, iter=00010/00196, fetch data time cost=1.33ms, fps=864 images/s, loss=0.1363, top1-acc=96.17%, top5-acc=99.88%, remaining_time=0:00:55.132260, arrival_time=2021-04-15 05:32:04.636404, cost_time=0:00:02.964096 2021-04-15 05:31:12,321 INFO : TRAIN, epoch=0133, iter=00020/00196, fetch data time cost=1.26ms, fps=909 images/s, loss=0.1320, top1-acc=96.25%, top5-acc=99.90%, remaining_time=0:00:50.872096, arrival_time=2021-04-15 05:32:03.193068, cost_time=0:00:05.780910 2021-04-15 05:31:15,131 INFO : TRAIN, epoch=0133, iter=00030/00196, fetch data time cost=1.33ms, fps=911 images/s, loss=0.1321, top1-acc=96.18%, top5-acc=99.93%, remaining_time=0:00:47.537254, arrival_time=2021-04-15 05:32:02.668381, cost_time=0:00:08.591077 2021-04-15 05:31:17,947 INFO : TRAIN, epoch=0133, iter=00040/00196, fetch data time cost=1.40ms, fps=909 images/s, loss=0.1280, top1-acc=96.37%, top5-acc=99.95%, remaining_time=0:00:44.488236, arrival_time=2021-04-15 05:32:02.435542, cost_time=0:00:11.407248 2021-04-15 05:31:20,762 INFO : TRAIN, epoch=0133, iter=00050/00196, fetch data time cost=1.69ms, fps=910 images/s, loss=0.1298, top1-acc=96.28%, top5-acc=99.95%, remaining_time=0:00:41.527802, arrival_time=2021-04-15 05:32:02.289789, cost_time=0:00:14.221874 2021-04-15 05:31:23,573 INFO : TRAIN, epoch=0133, iter=00060/00196, fetch data time cost=1.55ms, fps=911 images/s, loss=0.1256, top1-acc=96.51%, top5-acc=99.95%, remaining_time=0:00:38.608632, arrival_time=2021-04-15 05:32:02.181918, cost_time=0:00:17.033240 2021-04-15 05:31:26,381 INFO : TRAIN, epoch=0133, iter=00070/00196, fetch data time cost=1.21ms, fps=912 images/s, loss=0.1237, top1-acc=96.56%, top5-acc=99.95%, remaining_time=0:00:35.714574, arrival_time=2021-04-15 05:32:02.096089, cost_time=0:00:19.841430 2021-04-15 05:31:29,196 INFO : TRAIN, epoch=0133, iter=00080/00196, fetch data time cost=1.53ms, fps=909 images/s, loss=0.1218, top1-acc=96.61%, top5-acc=99.95%, remaining_time=0:00:32.852476, arrival_time=2021-04-15 05:32:02.049401, cost_time=0:00:22.656876 2021-04-15 05:31:32,016 INFO : TRAIN, epoch=0133, iter=00090/00196, fetch data time cost=1.33ms, fps=908 images/s, loss=0.1223, top1-acc=96.60%, top5-acc=99.94%, remaining_time=0:00:30.005844, arrival_time=2021-04-15 05:32:02.022542, cost_time=0:00:25.476626 2021-04-15 05:31:34,827 INFO : TRAIN, epoch=0133, iter=00100/00196, fetch data time cost=1.50ms, fps=911 images/s, loss=0.1223, top1-acc=96.57%, top5-acc=99.95%, remaining_time=0:00:27.155808, arrival_time=2021-04-15 05:32:01.983173, cost_time=0:00:28.287308 2021-04-15 05:31:37,641 INFO : TRAIN, epoch=0133, iter=00110/00196, fetch data time cost=1.51ms, fps=910 images/s, loss=0.1237, top1-acc=96.55%, top5-acc=99.94%, remaining_time=0:00:24.315898, arrival_time=2021-04-15 05:32:01.957652, cost_time=0:00:31.101698 2021-04-15 05:31:40,457 INFO : TRAIN, epoch=0133, iter=00120/00196, fetch data time cost=1.35ms, fps=909 images/s, loss=0.1237, top1-acc=96.55%, top5-acc=99.94%, remaining_time=0:00:21.480716, arrival_time=2021-04-15 05:32:01.937758, cost_time=0:00:33.916979 2021-04-15 05:31:43,272 INFO : TRAIN, epoch=0133, iter=00130/00196, fetch data time cost=1.47ms, fps=910 images/s, loss=0.1237, top1-acc=96.54%, top5-acc=99.95%, remaining_time=0:00:18.648498, arrival_time=2021-04-15 05:32:01.920481, cost_time=0:00:36.731930 2021-04-15 05:31:46,088 INFO : TRAIN, epoch=0133, iter=00140/00196, fetch data time cost=1.33ms, fps=909 images/s, loss=0.1250, top1-acc=96.48%, top5-acc=99.95%, remaining_time=0:00:15.819384, arrival_time=2021-04-15 05:32:01.907925, cost_time=0:00:39.548467 2021-04-15 05:31:48,902 INFO : TRAIN, epoch=0133, iter=00150/00196, fetch data time cost=1.33ms, fps=910 images/s, loss=0.1264, top1-acc=96.47%, top5-acc=99.95%, remaining_time=0:00:12.991182, arrival_time=2021-04-15 05:32:01.893732, cost_time=0:00:42.362488 2021-04-15 05:31:51,714 INFO : TRAIN, epoch=0133, iter=00160/00196, fetch data time cost=1.33ms, fps=911 images/s, loss=0.1279, top1-acc=96.41%, top5-acc=99.95%, remaining_time=0:00:10.164240, arrival_time=2021-04-15 05:32:01.878770, cost_time=0:00:45.174476 2021-04-15 05:31:54,526 INFO : TRAIN, epoch=0133, iter=00170/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.1294, top1-acc=96.39%, top5-acc=99.94%, remaining_time=0:00:07.339098, arrival_time=2021-04-15 05:32:01.865646, cost_time=0:00:47.986487 2021-04-15 05:31:57,339 INFO : TRAIN, epoch=0133, iter=00180/00196, fetch data time cost=1.34ms, fps=910 images/s, loss=0.1302, top1-acc=96.33%, top5-acc=99.94%, remaining_time=0:00:04.515472, arrival_time=2021-04-15 05:32:01.854602, cost_time=0:00:50.799073 2021-04-15 05:32:00,153 INFO : TRAIN, epoch=0133, iter=00190/00196, fetch data time cost=1.75ms, fps=910 images/s, loss=0.1317, top1-acc=96.28%, top5-acc=99.94%, remaining_time=0:00:01.693038, arrival_time=2021-04-15 05:32:01.846059, cost_time=0:00:53.612886 2021-04-15 05:32:01,666 INFO : TRAIN, epoch=0133, iter=00196/00196, fetch data time cost=1.23ms, fps=899 images/s, loss=0.1319, top1-acc=96.28%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-15 05:32:01.666312, cost_time=0:00:55.126271 2021-04-15 05:32:02,574 INFO : EVAL, epoch=0133, iter=00010/00040, fetch data time cost=0.18ms, fps=2825 images/s, loss=1.4125, top1-acc=66.99%, top5-acc=89.88%, remaining_time=0:00:02.718450, arrival_time=2021-04-15 05:32:05.292483, cost_time=0:00:00.906146 2021-04-15 05:32:03,349 INFO : EVAL, epoch=0133, iter=00020/00040, fetch data time cost=1.41ms, fps=3301 images/s, loss=1.4216, top1-acc=67.21%, top5-acc=90.02%, remaining_time=0:00:01.681960, arrival_time=2021-04-15 05:32:05.031804, cost_time=0:00:01.681950 2021-04-15 05:32:04,131 INFO : EVAL, epoch=0133, iter=00030/00040, fetch data time cost=1.52ms, fps=3277 images/s, loss=1.4174, top1-acc=67.08%, top5-acc=89.67%, remaining_time=0:00:00.821140, arrival_time=2021-04-15 05:32:04.952444, cost_time=0:00:02.463413 2021-04-15 05:32:04,842 INFO : EVAL, epoch=0133, iter=00040/00040, fetch data time cost=0.05ms, fps=3265 images/s, loss=1.3990, top1-acc=67.06%, top5-acc=89.99%, remaining_time=0:00:00, arrival_time=2021-04-15 05:32:04.842097, cost_time=0:00:03.174221 2021-04-15 05:32:05,284 INFO : Epoch=0133 complete, best val top1-acc=68.23%, top5-acc=89.79% (epoch=132), remaining_time=1:05:43.915470, arrival_time=2021-04-15 06:37:49.199543, cost_time=2:10:28.966475 2021-04-15 05:32:05,285 INFO : Train start, epoch=0134, lr=0.025227 2021-04-15 05:32:08,248 INFO : TRAIN, epoch=0134, iter=00010/00196, fetch data time cost=1.82ms, fps=864 images/s, loss=0.1289, top1-acc=96.52%, top5-acc=99.96%, remaining_time=0:00:55.108824, arrival_time=2021-04-15 05:33:03.357052, cost_time=0:00:02.962842 2021-04-15 05:32:11,059 INFO : TRAIN, epoch=0134, iter=00020/00196, fetch data time cost=1.35ms, fps=911 images/s, loss=0.1220, top1-acc=96.78%, top5-acc=99.94%, remaining_time=0:00:50.810144, arrival_time=2021-04-15 05:33:01.869423, cost_time=0:00:05.773888 2021-04-15 05:32:13,872 INFO : TRAIN, epoch=0134, iter=00030/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=0.1182, top1-acc=96.87%, top5-acc=99.96%, remaining_time=0:00:47.513682, arrival_time=2021-04-15 05:33:01.385881, cost_time=0:00:08.586813 2021-04-15 05:32:16,682 INFO : TRAIN, epoch=0134, iter=00040/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.1173, top1-acc=96.84%, top5-acc=99.97%, remaining_time=0:00:44.449860, arrival_time=2021-04-15 05:33:01.132658, cost_time=0:00:11.397418 2021-04-15 05:32:19,492 INFO : TRAIN, epoch=0134, iter=00050/00196, fetch data time cost=1.26ms, fps=911 images/s, loss=0.1188, top1-acc=96.79%, top5-acc=99.98%, remaining_time=0:00:41.484440, arrival_time=2021-04-15 05:33:00.976823, cost_time=0:00:14.206992 2021-04-15 05:32:22,308 INFO : TRAIN, epoch=0134, iter=00060/00196, fetch data time cost=1.36ms, fps=909 images/s, loss=0.1177, top1-acc=96.82%, top5-acc=99.97%, remaining_time=0:00:38.586056, arrival_time=2021-04-15 05:33:00.894711, cost_time=0:00:17.023274 2021-04-15 05:32:25,117 INFO : TRAIN, epoch=0134, iter=00070/00196, fetch data time cost=1.35ms, fps=912 images/s, loss=0.1191, top1-acc=96.78%, top5-acc=99.97%, remaining_time=0:00:35.697186, arrival_time=2021-04-15 05:33:00.814336, cost_time=0:00:19.831757 2021-04-15 05:32:27,926 INFO : TRAIN, epoch=0134, iter=00080/00196, fetch data time cost=1.36ms, fps=911 images/s, loss=0.1201, top1-acc=96.75%, top5-acc=99.96%, remaining_time=0:00:32.829624, arrival_time=2021-04-15 05:33:00.756140, cost_time=0:00:22.641134 2021-04-15 05:32:30,737 INFO : TRAIN, epoch=0134, iter=00090/00196, fetch data time cost=1.35ms, fps=911 images/s, loss=0.1194, top1-acc=96.74%, top5-acc=99.95%, remaining_time=0:00:29.976800, arrival_time=2021-04-15 05:33:00.714211, cost_time=0:00:25.451999 2021-04-15 05:32:33,552 INFO : TRAIN, epoch=0134, iter=00100/00196, fetch data time cost=1.27ms, fps=910 images/s, loss=0.1200, top1-acc=96.74%, top5-acc=99.95%, remaining_time=0:00:27.136416, arrival_time=2021-04-15 05:33:00.688876, cost_time=0:00:28.267071 2021-04-15 05:32:36,360 INFO : TRAIN, epoch=0134, iter=00110/00196, fetch data time cost=1.33ms, fps=912 images/s, loss=0.1206, top1-acc=96.72%, top5-acc=99.95%, remaining_time=0:00:24.294914, arrival_time=2021-04-15 05:33:00.655128, cost_time=0:00:31.074836 2021-04-15 05:32:39,174 INFO : TRAIN, epoch=0134, iter=00120/00196, fetch data time cost=1.44ms, fps=910 images/s, loss=0.1206, top1-acc=96.74%, top5-acc=99.94%, remaining_time=0:00:21.463084, arrival_time=2021-04-15 05:33:00.637596, cost_time=0:00:33.889120 2021-04-15 05:32:41,986 INFO : TRAIN, epoch=0134, iter=00130/00196, fetch data time cost=1.34ms, fps=911 images/s, loss=0.1211, top1-acc=96.72%, top5-acc=99.95%, remaining_time=0:00:18.632790, arrival_time=2021-04-15 05:33:00.619145, cost_time=0:00:36.700906 2021-04-15 05:32:44,797 INFO : TRAIN, epoch=0134, iter=00140/00196, fetch data time cost=1.47ms, fps=911 images/s, loss=0.1215, top1-acc=96.73%, top5-acc=99.94%, remaining_time=0:00:15.804712, arrival_time=2021-04-15 05:33:00.601846, cost_time=0:00:39.511728 2021-04-15 05:32:47,611 INFO : TRAIN, epoch=0134, iter=00150/00196, fetch data time cost=1.36ms, fps=910 images/s, loss=0.1222, top1-acc=96.69%, top5-acc=99.94%, remaining_time=0:00:12.979958, arrival_time=2021-04-15 05:33:00.591228, cost_time=0:00:42.325880 2021-04-15 05:32:50,424 INFO : TRAIN, epoch=0134, iter=00160/00196, fetch data time cost=1.33ms, fps=910 images/s, loss=0.1228, top1-acc=96.68%, top5-acc=99.94%, remaining_time=0:00:10.156248, arrival_time=2021-04-15 05:33:00.580527, cost_time=0:00:45.138884 2021-04-15 05:32:53,236 INFO : TRAIN, epoch=0134, iter=00170/00196, fetch data time cost=1.53ms, fps=910 images/s, loss=0.1235, top1-acc=96.65%, top5-acc=99.94%, remaining_time=0:00:07.333742, arrival_time=2021-04-15 05:33:00.570479, cost_time=0:00:47.951351 2021-04-15 05:32:56,045 INFO : TRAIN, epoch=0134, iter=00180/00196, fetch data time cost=1.32ms, fps=911 images/s, loss=0.1250, top1-acc=96.61%, top5-acc=99.93%, remaining_time=0:00:04.512032, arrival_time=2021-04-15 05:33:00.557834, cost_time=0:00:50.760424 2021-04-15 05:32:58,852 INFO : TRAIN, epoch=0134, iter=00190/00196, fetch data time cost=1.16ms, fps=912 images/s, loss=0.1255, top1-acc=96.59%, top5-acc=99.93%, remaining_time=0:00:01.691586, arrival_time=2021-04-15 05:33:00.543815, cost_time=0:00:53.566857 2021-04-15 05:33:00,363 INFO : TRAIN, epoch=0134, iter=00196/00196, fetch data time cost=1.21ms, fps=900 images/s, loss=0.1264, top1-acc=96.58%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-15 05:33:00.363737, cost_time=0:00:55.078349 2021-04-15 05:33:01,259 INFO : EVAL, epoch=0134, iter=00010/00040, fetch data time cost=1.48ms, fps=2864 images/s, loss=1.3889, top1-acc=67.03%, top5-acc=90.39%, remaining_time=0:00:02.681820, arrival_time=2021-04-15 05:33:03.941261, cost_time=0:00:00.893939 2021-04-15 05:33:02,043 INFO : EVAL, epoch=0134, iter=00020/00040, fetch data time cost=1.32ms, fps=3267 images/s, loss=1.3913, top1-acc=67.48%, top5-acc=90.08%, remaining_time=0:00:01.677880, arrival_time=2021-04-15 05:33:03.721262, cost_time=0:00:01.677885 2021-04-15 05:33:02,819 INFO : EVAL, epoch=0134, iter=00030/00040, fetch data time cost=1.26ms, fps=3300 images/s, loss=1.3555, top1-acc=68.12%, top5-acc=90.17%, remaining_time=0:00:00.818000, arrival_time=2021-04-15 05:33:03.637488, cost_time=0:00:02.453991 2021-04-15 05:33:03,531 INFO : EVAL, epoch=0134, iter=00040/00040, fetch data time cost=0.06ms, fps=3262 images/s, loss=1.3519, top1-acc=68.34%, top5-acc=90.26%, remaining_time=0:00:00, arrival_time=2021-04-15 05:33:03.531099, cost_time=0:00:03.165631 2021-04-15 05:33:04,371 INFO : Epoch=0134 complete, best val top1-acc=68.34%, top5-acc=90.26% (epoch=134), remaining_time=1:04:45.160884, arrival_time=2021-04-15 06:37:49.532404, cost_time=2:11:28.053916 2021-04-15 05:33:04,372 INFO : Train start, epoch=0135, lr=0.024548 2021-04-15 05:33:07,337 INFO : TRAIN, epoch=0135, iter=00010/00196, fetch data time cost=1.29ms, fps=863 images/s, loss=0.1331, top1-acc=95.94%, top5-acc=99.92%, remaining_time=0:00:55.148442, arrival_time=2021-04-15 05:34:02.486233, cost_time=0:00:02.964969 2021-04-15 05:33:10,158 INFO : TRAIN, epoch=0135, iter=00020/00196, fetch data time cost=1.63ms, fps=908 images/s, loss=0.1382, top1-acc=96.07%, top5-acc=99.92%, remaining_time=0:00:50.908000, arrival_time=2021-04-15 05:34:01.066017, cost_time=0:00:05.784995 2021-04-15 05:33:12,982 INFO : TRAIN, epoch=0135, iter=00030/00196, fetch data time cost=1.99ms, fps=907 images/s, loss=0.1366, top1-acc=96.12%, top5-acc=99.93%, remaining_time=0:00:47.641336, arrival_time=2021-04-15 05:34:00.624114, cost_time=0:00:08.609892 2021-04-15 05:33:15,796 INFO : TRAIN, epoch=0135, iter=00040/00196, fetch data time cost=1.33ms, fps=910 images/s, loss=0.1337, top1-acc=96.17%, top5-acc=99.94%, remaining_time=0:00:44.551260, arrival_time=2021-04-15 05:34:00.347513, cost_time=0:00:11.423417 2021-04-15 05:33:18,612 INFO : TRAIN, epoch=0135, iter=00050/00196, fetch data time cost=1.31ms, fps=909 images/s, loss=0.1331, top1-acc=96.18%, top5-acc=99.95%, remaining_time=0:00:41.577880, arrival_time=2021-04-15 05:34:00.189793, cost_time=0:00:14.239006 2021-04-15 05:33:21,425 INFO : TRAIN, epoch=0135, iter=00060/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.1327, top1-acc=96.28%, top5-acc=99.93%, remaining_time=0:00:38.651880, arrival_time=2021-04-15 05:34:00.076962, cost_time=0:00:17.052275 2021-04-15 05:33:24,237 INFO : TRAIN, epoch=0135, iter=00070/00196, fetch data time cost=1.18ms, fps=910 images/s, loss=0.1311, top1-acc=96.31%, top5-acc=99.92%, remaining_time=0:00:35.756658, arrival_time=2021-04-15 05:33:59.994377, cost_time=0:00:19.864813 2021-04-15 05:33:27,047 INFO : TRAIN, epoch=0135, iter=00080/00196, fetch data time cost=1.30ms, fps=911 images/s, loss=0.1287, top1-acc=96.42%, top5-acc=99.93%, remaining_time=0:00:32.878692, arrival_time=2021-04-15 05:33:59.926456, cost_time=0:00:22.674948 2021-04-15 05:33:29,860 INFO : TRAIN, epoch=0135, iter=00090/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.1273, top1-acc=96.45%, top5-acc=99.93%, remaining_time=0:00:30.018246, arrival_time=2021-04-15 05:33:59.878289, cost_time=0:00:25.487232 2021-04-15 05:33:32,671 INFO : TRAIN, epoch=0135, iter=00100/00196, fetch data time cost=1.30ms, fps=911 images/s, loss=0.1263, top1-acc=96.50%, top5-acc=99.94%, remaining_time=0:00:27.166656, arrival_time=2021-04-15 05:33:59.838023, cost_time=0:00:28.298555 2021-04-15 05:33:35,484 INFO : TRAIN, epoch=0135, iter=00110/00196, fetch data time cost=1.28ms, fps=910 images/s, loss=0.1263, top1-acc=96.50%, top5-acc=99.94%, remaining_time=0:00:24.323896, arrival_time=2021-04-15 05:33:59.808732, cost_time=0:00:31.111947 2021-04-15 05:33:38,295 INFO : TRAIN, epoch=0135, iter=00120/00196, fetch data time cost=1.20ms, fps=911 images/s, loss=0.1268, top1-acc=96.47%, top5-acc=99.93%, remaining_time=0:00:21.484288, arrival_time=2021-04-15 05:33:59.779705, cost_time=0:00:33.922580 2021-04-15 05:33:41,114 INFO : TRAIN, epoch=0135, iter=00130/00196, fetch data time cost=1.34ms, fps=908 images/s, loss=0.1278, top1-acc=96.43%, top5-acc=99.94%, remaining_time=0:00:18.653316, arrival_time=2021-04-15 05:33:59.767566, cost_time=0:00:36.741439 2021-04-15 05:33:43,929 INFO : TRAIN, epoch=0135, iter=00140/00196, fetch data time cost=1.21ms, fps=909 images/s, loss=0.1278, top1-acc=96.43%, top5-acc=99.94%, remaining_time=0:00:15.822800, arrival_time=2021-04-15 05:33:59.752596, cost_time=0:00:39.556969 2021-04-15 05:33:46,743 INFO : TRAIN, epoch=0135, iter=00150/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.1289, top1-acc=96.40%, top5-acc=99.94%, remaining_time=0:00:12.993804, arrival_time=2021-04-15 05:33:59.737703, cost_time=0:00:42.371084 2021-04-15 05:33:49,554 INFO : TRAIN, epoch=0135, iter=00160/00196, fetch data time cost=1.29ms, fps=911 images/s, loss=0.1292, top1-acc=96.39%, top5-acc=99.94%, remaining_time=0:00:10.165752, arrival_time=2021-04-15 05:33:59.719740, cost_time=0:00:45.181178 2021-04-15 05:33:52,363 INFO : TRAIN, epoch=0135, iter=00170/00196, fetch data time cost=1.19ms, fps=911 images/s, loss=0.1287, top1-acc=96.41%, top5-acc=99.94%, remaining_time=0:00:07.339748, arrival_time=2021-04-15 05:33:59.703193, cost_time=0:00:47.990626 2021-04-15 05:33:55,173 INFO : TRAIN, epoch=0135, iter=00180/00196, fetch data time cost=1.33ms, fps=911 images/s, loss=0.1291, top1-acc=96.40%, top5-acc=99.94%, remaining_time=0:00:04.515584, arrival_time=2021-04-15 05:33:59.688683, cost_time=0:00:50.800285 2021-04-15 05:33:57,982 INFO : TRAIN, epoch=0135, iter=00190/00196, fetch data time cost=1.03ms, fps=911 images/s, loss=0.1296, top1-acc=96.38%, top5-acc=99.94%, remaining_time=0:00:01.692942, arrival_time=2021-04-15 05:33:59.675824, cost_time=0:00:53.609879 2021-04-15 05:33:59,499 INFO : TRAIN, epoch=0135, iter=00196/00196, fetch data time cost=1.19ms, fps=897 images/s, loss=0.1302, top1-acc=96.36%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-15 05:33:59.499798, cost_time=0:00:55.127001 2021-04-15 05:34:00,385 INFO : EVAL, epoch=0135, iter=00010/00040, fetch data time cost=1.35ms, fps=2897 images/s, loss=1.3165, top1-acc=68.32%, top5-acc=90.59%, remaining_time=0:00:02.651040, arrival_time=2021-04-15 05:34:03.036076, cost_time=0:00:00.883680 2021-04-15 05:34:01,164 INFO : EVAL, epoch=0135, iter=00020/00040, fetch data time cost=1.47ms, fps=3284 images/s, loss=1.2990, top1-acc=68.59%, top5-acc=90.35%, remaining_time=0:00:01.663460, arrival_time=2021-04-15 05:34:02.828263, cost_time=0:00:01.663457 2021-04-15 05:34:01,940 INFO : EVAL, epoch=0135, iter=00030/00040, fetch data time cost=1.37ms, fps=3300 images/s, loss=1.2936, top1-acc=68.53%, top5-acc=90.48%, remaining_time=0:00:00.813140, arrival_time=2021-04-15 05:34:02.753914, cost_time=0:00:02.439420 2021-04-15 05:34:02,649 INFO : EVAL, epoch=0135, iter=00040/00040, fetch data time cost=0.05ms, fps=3277 images/s, loss=1.3008, top1-acc=68.30%, top5-acc=90.36%, remaining_time=0:00:00, arrival_time=2021-04-15 05:34:02.649096, cost_time=0:00:03.147774 2021-04-15 05:34:03,144 INFO : Epoch=0135 complete, best val top1-acc=68.34%, top5-acc=90.26% (epoch=134), remaining_time=1:03:46.249765, arrival_time=2021-04-15 06:37:49.393836, cost_time=2:12:26.826470 2021-04-15 05:34:03,145 INFO : Train start, epoch=0136, lr=0.023875 2021-04-15 05:34:06,111 INFO : TRAIN, epoch=0136, iter=00010/00196, fetch data time cost=1.32ms, fps=863 images/s, loss=0.1424, top1-acc=95.55%, top5-acc=99.84%, remaining_time=0:00:55.169274, arrival_time=2021-04-15 05:35:01.280832, cost_time=0:00:02.966094 2021-04-15 05:34:08,929 INFO : TRAIN, epoch=0136, iter=00020/00196, fetch data time cost=1.79ms, fps=909 images/s, loss=0.1398, top1-acc=95.84%, top5-acc=99.86%, remaining_time=0:00:50.895152, arrival_time=2021-04-15 05:34:59.824289, cost_time=0:00:05.783541 2021-04-15 05:34:11,745 INFO : TRAIN, epoch=0136, iter=00030/00196, fetch data time cost=1.47ms, fps=909 images/s, loss=0.1320, top1-acc=96.26%, top5-acc=99.91%, remaining_time=0:00:47.583900, arrival_time=2021-04-15 05:34:59.328939, cost_time=0:00:08.599491 2021-04-15 05:34:14,558 INFO : TRAIN, epoch=0136, iter=00040/00196, fetch data time cost=1.52ms, fps=910 images/s, loss=0.1257, top1-acc=96.50%, top5-acc=99.92%, remaining_time=0:00:44.511324, arrival_time=2021-04-15 05:34:59.070031, cost_time=0:00:11.413146 2021-04-15 05:34:17,378 INFO : TRAIN, epoch=0136, iter=00050/00196, fetch data time cost=1.33ms, fps=908 images/s, loss=0.1224, top1-acc=96.66%, top5-acc=99.93%, remaining_time=0:00:41.560944, arrival_time=2021-04-15 05:34:58.939616, cost_time=0:00:14.233198 2021-04-15 05:34:20,194 INFO : TRAIN, epoch=0136, iter=00060/00196, fetch data time cost=1.33ms, fps=909 images/s, loss=0.1202, top1-acc=96.70%, top5-acc=99.93%, remaining_time=0:00:38.644264, arrival_time=2021-04-15 05:34:58.838745, cost_time=0:00:17.048935 2021-04-15 05:34:23,007 INFO : TRAIN, epoch=0136, iter=00070/00196, fetch data time cost=1.61ms, fps=910 images/s, loss=0.1189, top1-acc=96.73%, top5-acc=99.94%, remaining_time=0:00:35.752122, arrival_time=2021-04-15 05:34:58.759866, cost_time=0:00:19.862263 2021-04-15 05:34:25,817 INFO : TRAIN, epoch=0136, iter=00080/00196, fetch data time cost=1.36ms, fps=911 images/s, loss=0.1169, top1-acc=96.84%, top5-acc=99.95%, remaining_time=0:00:32.874864, arrival_time=2021-04-15 05:34:58.692668, cost_time=0:00:22.672339 2021-04-15 05:34:28,630 INFO : TRAIN, epoch=0136, iter=00090/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=0.1177, top1-acc=96.78%, top5-acc=99.96%, remaining_time=0:00:30.015066, arrival_time=2021-04-15 05:34:58.645027, cost_time=0:00:25.484489 2021-04-15 05:34:31,449 INFO : TRAIN, epoch=0136, iter=00100/00196, fetch data time cost=1.38ms, fps=908 images/s, loss=0.1177, top1-acc=96.82%, top5-acc=99.96%, remaining_time=0:00:27.172032, arrival_time=2021-04-15 05:34:58.621649, cost_time=0:00:28.304153 2021-04-15 05:34:34,262 INFO : TRAIN, epoch=0136, iter=00110/00196, fetch data time cost=1.34ms, fps=910 images/s, loss=0.1180, top1-acc=96.84%, top5-acc=99.96%, remaining_time=0:00:24.327508, arrival_time=2021-04-15 05:34:58.589661, cost_time=0:00:31.116613 2021-04-15 05:34:37,071 INFO : TRAIN, epoch=0136, iter=00120/00196, fetch data time cost=1.35ms, fps=911 images/s, loss=0.1189, top1-acc=96.78%, top5-acc=99.96%, remaining_time=0:00:21.486492, arrival_time=2021-04-15 05:34:58.557980, cost_time=0:00:33.926006 2021-04-15 05:34:39,886 INFO : TRAIN, epoch=0136, iter=00130/00196, fetch data time cost=1.38ms, fps=909 images/s, loss=0.1196, top1-acc=96.74%, top5-acc=99.96%, remaining_time=0:00:18.653184, arrival_time=2021-04-15 05:34:58.539799, cost_time=0:00:36.741152 2021-04-15 05:34:42,699 INFO : TRAIN, epoch=0136, iter=00140/00196, fetch data time cost=1.38ms, fps=910 images/s, loss=0.1203, top1-acc=96.73%, top5-acc=99.96%, remaining_time=0:00:15.821792, arrival_time=2021-04-15 05:34:58.521691, cost_time=0:00:39.554425 2021-04-15 05:34:45,515 INFO : TRAIN, epoch=0136, iter=00150/00196, fetch data time cost=1.37ms, fps=909 images/s, loss=0.1207, top1-acc=96.72%, top5-acc=99.96%, remaining_time=0:00:12.993390, arrival_time=2021-04-15 05:34:58.508595, cost_time=0:00:42.369735 2021-04-15 05:34:48,337 INFO : TRAIN, epoch=0136, iter=00160/00196, fetch data time cost=1.42ms, fps=907 images/s, loss=0.1207, top1-acc=96.72%, top5-acc=99.96%, remaining_time=0:00:10.168200, arrival_time=2021-04-15 05:34:58.505637, cost_time=0:00:45.191974 2021-04-15 05:34:51,152 INFO : TRAIN, epoch=0136, iter=00170/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.1207, top1-acc=96.71%, top5-acc=99.95%, remaining_time=0:00:07.342244, arrival_time=2021-04-15 05:34:58.494649, cost_time=0:00:48.006933 2021-04-15 05:34:53,962 INFO : TRAIN, epoch=0136, iter=00180/00196, fetch data time cost=1.54ms, fps=911 images/s, loss=0.1217, top1-acc=96.67%, top5-acc=99.95%, remaining_time=0:00:04.517104, arrival_time=2021-04-15 05:34:58.479931, cost_time=0:00:50.817365 2021-04-15 05:34:56,781 INFO : TRAIN, epoch=0136, iter=00190/00196, fetch data time cost=1.82ms, fps=908 images/s, loss=0.1224, top1-acc=96.64%, top5-acc=99.95%, remaining_time=0:00:01.693764, arrival_time=2021-04-15 05:34:58.475239, cost_time=0:00:53.635935 2021-04-15 05:34:58,292 INFO : TRAIN, epoch=0136, iter=00196/00196, fetch data time cost=1.20ms, fps=900 images/s, loss=0.1234, top1-acc=96.61%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-15 05:34:58.292732, cost_time=0:00:55.147284 2021-04-15 05:34:59,198 INFO : EVAL, epoch=0136, iter=00010/00040, fetch data time cost=0.20ms, fps=2832 images/s, loss=1.3395, top1-acc=69.41%, top5-acc=90.20%, remaining_time=0:00:02.711880, arrival_time=2021-04-15 05:35:01.910108, cost_time=0:00:00.903964 2021-04-15 05:34:59,975 INFO : EVAL, epoch=0136, iter=00020/00040, fetch data time cost=1.23ms, fps=3296 images/s, loss=1.3369, top1-acc=68.63%, top5-acc=90.06%, remaining_time=0:00:01.681040, arrival_time=2021-04-15 05:35:01.656354, cost_time=0:00:01.681048 2021-04-15 05:35:00,755 INFO : EVAL, epoch=0136, iter=00030/00040, fetch data time cost=1.39ms, fps=3283 images/s, loss=1.3528, top1-acc=68.19%, top5-acc=90.04%, remaining_time=0:00:00.820400, arrival_time=2021-04-15 05:35:01.575881, cost_time=0:00:02.461199 2021-04-15 05:35:01,466 INFO : EVAL, epoch=0136, iter=00040/00040, fetch data time cost=0.06ms, fps=3264 images/s, loss=1.3256, top1-acc=68.49%, top5-acc=90.21%, remaining_time=0:00:00, arrival_time=2021-04-15 05:35:01.466526, cost_time=0:00:03.172282 2021-04-15 05:35:02,317 INFO : Epoch=0136 complete, best val top1-acc=68.49%, top5-acc=90.21% (epoch=136), remaining_time=1:02:47.529408, arrival_time=2021-04-15 06:37:49.847073, cost_time=2:13:26.000049 2021-04-15 05:35:02,318 INFO : Train start, epoch=0137, lr=0.023209 2021-04-15 05:35:05,283 INFO : TRAIN, epoch=0137, iter=00010/00196, fetch data time cost=1.34ms, fps=863 images/s, loss=0.1126, top1-acc=97.34%, top5-acc=99.92%, remaining_time=0:00:55.143978, arrival_time=2021-04-15 05:36:00.427700, cost_time=0:00:02.964727 2021-04-15 05:35:08,088 INFO : TRAIN, epoch=0137, iter=00020/00196, fetch data time cost=1.35ms, fps=913 images/s, loss=0.1085, top1-acc=97.23%, top5-acc=99.96%, remaining_time=0:00:50.768432, arrival_time=2021-04-15 05:35:58.856564, cost_time=0:00:05.769139 2021-04-15 05:35:10,895 INFO : TRAIN, epoch=0137, iter=00030/00196, fetch data time cost=1.29ms, fps=912 images/s, loss=0.1087, top1-acc=97.24%, top5-acc=99.97%, remaining_time=0:00:47.456080, arrival_time=2021-04-15 05:35:58.351462, cost_time=0:00:08.576397 2021-04-15 05:35:13,699 INFO : TRAIN, epoch=0137, iter=00040/00196, fetch data time cost=1.28ms, fps=913 images/s, loss=0.1098, top1-acc=97.11%, top5-acc=99.97%, remaining_time=0:00:44.383092, arrival_time=2021-04-15 05:35:58.082365, cost_time=0:00:11.380285 2021-04-15 05:35:16,509 INFO : TRAIN, epoch=0137, iter=00050/00196, fetch data time cost=1.33ms, fps=911 images/s, loss=0.1115, top1-acc=97.02%, top5-acc=99.95%, remaining_time=0:00:41.437282, arrival_time=2021-04-15 05:35:57.947111, cost_time=0:00:14.190832 2021-04-15 05:35:19,322 INFO : TRAIN, epoch=0137, iter=00060/00196, fetch data time cost=1.45ms, fps=910 images/s, loss=0.1125, top1-acc=96.95%, top5-acc=99.96%, remaining_time=0:00:38.541856, arrival_time=2021-04-15 05:35:57.864630, cost_time=0:00:17.003776 2021-04-15 05:35:22,139 INFO : TRAIN, epoch=0137, iter=00070/00196, fetch data time cost=1.28ms, fps=909 images/s, loss=0.1114, top1-acc=96.99%, top5-acc=99.96%, remaining_time=0:00:35.677656, arrival_time=2021-04-15 05:35:57.817577, cost_time=0:00:19.820927 2021-04-15 05:35:24,958 INFO : TRAIN, epoch=0137, iter=00080/00196, fetch data time cost=1.35ms, fps=908 images/s, loss=0.1105, top1-acc=97.03%, top5-acc=99.95%, remaining_time=0:00:32.827768, arrival_time=2021-04-15 05:35:57.786596, cost_time=0:00:22.639845 2021-04-15 05:35:27,766 INFO : TRAIN, epoch=0137, iter=00090/00196, fetch data time cost=1.19ms, fps=912 images/s, loss=0.1105, top1-acc=97.05%, top5-acc=99.95%, remaining_time=0:00:29.971924, arrival_time=2021-04-15 05:35:57.738826, cost_time=0:00:25.447902 2021-04-15 05:35:30,577 INFO : TRAIN, epoch=0137, iter=00100/00196, fetch data time cost=1.57ms, fps=911 images/s, loss=0.1112, top1-acc=97.06%, top5-acc=99.93%, remaining_time=0:00:27.128256, arrival_time=2021-04-15 05:35:57.705804, cost_time=0:00:28.258551 2021-04-15 05:35:33,390 INFO : TRAIN, epoch=0137, iter=00110/00196, fetch data time cost=1.19ms, fps=910 images/s, loss=0.1118, top1-acc=97.02%, top5-acc=99.94%, remaining_time=0:00:24.291904, arrival_time=2021-04-15 05:35:57.681903, cost_time=0:00:31.070995 2021-04-15 05:35:36,203 INFO : TRAIN, epoch=0137, iter=00120/00196, fetch data time cost=1.28ms, fps=910 images/s, loss=0.1118, top1-acc=97.02%, top5-acc=99.93%, remaining_time=0:00:21.460120, arrival_time=2021-04-15 05:35:57.663557, cost_time=0:00:33.884437 2021-04-15 05:35:39,018 INFO : TRAIN, epoch=0137, iter=00130/00196, fetch data time cost=1.30ms, fps=909 images/s, loss=0.1113, top1-acc=97.05%, top5-acc=99.93%, remaining_time=0:00:18.632196, arrival_time=2021-04-15 05:35:57.651003, cost_time=0:00:36.699823 2021-04-15 05:35:41,830 INFO : TRAIN, epoch=0137, iter=00140/00196, fetch data time cost=1.26ms, fps=911 images/s, loss=0.1116, top1-acc=97.02%, top5-acc=99.93%, remaining_time=0:00:15.804656, arrival_time=2021-04-15 05:35:57.635372, cost_time=0:00:39.511647 2021-04-15 05:35:44,643 INFO : TRAIN, epoch=0137, iter=00150/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=0.1115, top1-acc=97.01%, top5-acc=99.93%, remaining_time=0:00:12.979590, arrival_time=2021-04-15 05:35:57.623333, cost_time=0:00:42.324763 2021-04-15 05:35:47,453 INFO : TRAIN, epoch=0137, iter=00160/00196, fetch data time cost=1.23ms, fps=911 images/s, loss=0.1124, top1-acc=96.96%, top5-acc=99.94%, remaining_time=0:00:10.155204, arrival_time=2021-04-15 05:35:57.608425, cost_time=0:00:45.134199 2021-04-15 05:35:50,266 INFO : TRAIN, epoch=0137, iter=00170/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.1126, top1-acc=96.95%, top5-acc=99.94%, remaining_time=0:00:07.333092, arrival_time=2021-04-15 05:35:57.599380, cost_time=0:00:47.947224 2021-04-15 05:35:53,079 INFO : TRAIN, epoch=0137, iter=00180/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.1127, top1-acc=96.95%, top5-acc=99.94%, remaining_time=0:00:04.512048, arrival_time=2021-04-15 05:35:57.591513, cost_time=0:00:50.760478 2021-04-15 05:35:55,891 INFO : TRAIN, epoch=0137, iter=00190/00196, fetch data time cost=1.06ms, fps=911 images/s, loss=0.1148, top1-acc=96.87%, top5-acc=99.94%, remaining_time=0:00:01.691748, arrival_time=2021-04-15 05:35:57.582773, cost_time=0:00:53.572025 2021-04-15 05:35:57,403 INFO : TRAIN, epoch=0137, iter=00196/00196, fetch data time cost=1.07ms, fps=899 images/s, loss=0.1152, top1-acc=96.85%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-15 05:35:57.403823, cost_time=0:00:55.084852 2021-04-15 05:35:58,289 INFO : EVAL, epoch=0137, iter=00010/00040, fetch data time cost=1.32ms, fps=2895 images/s, loss=1.3270, top1-acc=68.98%, top5-acc=90.70%, remaining_time=0:00:02.652600, arrival_time=2021-04-15 05:36:00.942156, cost_time=0:00:00.884203 2021-04-15 05:35:59,064 INFO : EVAL, epoch=0137, iter=00020/00040, fetch data time cost=1.26ms, fps=3305 images/s, loss=1.3541, top1-acc=68.67%, top5-acc=90.39%, remaining_time=0:00:01.659240, arrival_time=2021-04-15 05:36:00.723822, cost_time=0:00:01.659237 2021-04-15 05:35:59,840 INFO : EVAL, epoch=0137, iter=00030/00040, fetch data time cost=1.25ms, fps=3301 images/s, loss=1.3535, top1-acc=68.63%, top5-acc=90.60%, remaining_time=0:00:00.811680, arrival_time=2021-04-15 05:36:00.652038, cost_time=0:00:02.435025 2021-04-15 05:36:00,550 INFO : EVAL, epoch=0137, iter=00040/00040, fetch data time cost=0.05ms, fps=3267 images/s, loss=1.3440, top1-acc=68.89%, top5-acc=90.70%, remaining_time=0:00:00, arrival_time=2021-04-15 05:36:00.550902, cost_time=0:00:03.145586 2021-04-15 05:36:01,448 INFO : Epoch=0137 complete, best val top1-acc=68.89%, top5-acc=90.70% (epoch=137), remaining_time=1:01:48.782973, arrival_time=2021-04-15 06:37:50.231849, cost_time=2:14:25.131274 2021-04-15 05:36:01,450 INFO : Train start, epoch=0138, lr=0.022549 2021-04-15 05:36:04,389 INFO : TRAIN, epoch=0138, iter=00010/00196, fetch data time cost=1.60ms, fps=871 images/s, loss=0.1046, top1-acc=97.34%, top5-acc=99.96%, remaining_time=0:00:54.660936, arrival_time=2021-04-15 05:36:59.049897, cost_time=0:00:02.938761 2021-04-15 05:36:07,203 INFO : TRAIN, epoch=0138, iter=00020/00196, fetch data time cost=1.26ms, fps=910 images/s, loss=0.0991, top1-acc=97.56%, top5-acc=99.96%, remaining_time=0:00:50.629920, arrival_time=2021-04-15 05:36:57.833518, cost_time=0:00:05.753390 2021-04-15 05:36:10,014 INFO : TRAIN, epoch=0138, iter=00030/00196, fetch data time cost=1.19ms, fps=911 images/s, loss=0.0981, top1-acc=97.54%, top5-acc=99.97%, remaining_time=0:00:47.388684, arrival_time=2021-04-15 05:36:57.403122, cost_time=0:00:08.564233 2021-04-15 05:36:12,828 INFO : TRAIN, epoch=0138, iter=00040/00196, fetch data time cost=1.39ms, fps=910 images/s, loss=0.1004, top1-acc=97.42%, top5-acc=99.97%, remaining_time=0:00:44.374668, arrival_time=2021-04-15 05:36:57.202996, cost_time=0:00:11.378119 2021-04-15 05:36:15,643 INFO : TRAIN, epoch=0138, iter=00050/00196, fetch data time cost=1.33ms, fps=909 images/s, loss=0.1012, top1-acc=97.41%, top5-acc=99.97%, remaining_time=0:00:41.444290, arrival_time=2021-04-15 05:36:57.087745, cost_time=0:00:14.193244 2021-04-15 05:36:18,453 INFO : TRAIN, epoch=0138, iter=00060/00196, fetch data time cost=1.41ms, fps=911 images/s, loss=0.1006, top1-acc=97.45%, top5-acc=99.97%, remaining_time=0:00:38.541584, arrival_time=2021-04-15 05:36:56.995418, cost_time=0:00:17.003633 2021-04-15 05:36:21,264 INFO : TRAIN, epoch=0138, iter=00070/00196, fetch data time cost=1.33ms, fps=911 images/s, loss=0.0996, top1-acc=97.47%, top5-acc=99.97%, remaining_time=0:00:35.666442, arrival_time=2021-04-15 05:36:56.931347, cost_time=0:00:19.814700 2021-04-15 05:36:24,070 INFO : TRAIN, epoch=0138, iter=00080/00196, fetch data time cost=1.27ms, fps=912 images/s, loss=0.0987, top1-acc=97.46%, top5-acc=99.98%, remaining_time=0:00:32.799812, arrival_time=2021-04-15 05:36:56.870597, cost_time=0:00:22.620575 2021-04-15 05:36:26,881 INFO : TRAIN, epoch=0138, iter=00090/00196, fetch data time cost=1.38ms, fps=911 images/s, loss=0.0983, top1-acc=97.48%, top5-acc=99.97%, remaining_time=0:00:29.951996, arrival_time=2021-04-15 05:36:56.833102, cost_time=0:00:25.430903 2021-04-15 05:36:29,691 INFO : TRAIN, epoch=0138, iter=00100/00196, fetch data time cost=1.27ms, fps=911 images/s, loss=0.0986, top1-acc=97.46%, top5-acc=99.97%, remaining_time=0:00:27.111744, arrival_time=2021-04-15 05:36:56.803351, cost_time=0:00:28.241399 2021-04-15 05:36:32,507 INFO : TRAIN, epoch=0138, iter=00110/00196, fetch data time cost=1.44ms, fps=909 images/s, loss=0.1000, top1-acc=97.40%, top5-acc=99.97%, remaining_time=0:00:24.280896, arrival_time=2021-04-15 05:36:56.788126, cost_time=0:00:31.056964 2021-04-15 05:36:35,317 INFO : TRAIN, epoch=0138, iter=00120/00196, fetch data time cost=1.52ms, fps=911 images/s, loss=0.0999, top1-acc=97.40%, top5-acc=99.97%, remaining_time=0:00:21.449176, arrival_time=2021-04-15 05:36:56.766489, cost_time=0:00:33.867085 2021-04-15 05:36:38,127 INFO : TRAIN, epoch=0138, iter=00130/00196, fetch data time cost=1.26ms, fps=911 images/s, loss=0.1005, top1-acc=97.36%, top5-acc=99.97%, remaining_time=0:00:18.620646, arrival_time=2021-04-15 05:36:56.747947, cost_time=0:00:36.677092 2021-04-15 05:36:40,936 INFO : TRAIN, epoch=0138, iter=00140/00196, fetch data time cost=1.42ms, fps=911 images/s, loss=0.0998, top1-acc=97.40%, top5-acc=99.97%, remaining_time=0:00:15.794576, arrival_time=2021-04-15 05:36:56.731222, cost_time=0:00:39.486439 2021-04-15 05:36:43,745 INFO : TRAIN, epoch=0138, iter=00150/00196, fetch data time cost=1.20ms, fps=912 images/s, loss=0.1012, top1-acc=97.36%, top5-acc=99.97%, remaining_time=0:00:12.970574, arrival_time=2021-04-15 05:36:56.716124, cost_time=0:00:42.295338 2021-04-15 05:36:46,561 INFO : TRAIN, epoch=0138, iter=00160/00196, fetch data time cost=1.40ms, fps=909 images/s, loss=0.1018, top1-acc=97.34%, top5-acc=99.97%, remaining_time=0:00:10.149948, arrival_time=2021-04-15 05:36:56.711079, cost_time=0:00:45.110934 2021-04-15 05:36:49,377 INFO : TRAIN, epoch=0138, iter=00170/00196, fetch data time cost=1.49ms, fps=909 images/s, loss=0.1016, top1-acc=97.35%, top5-acc=99.97%, remaining_time=0:00:07.330024, arrival_time=2021-04-15 05:36:56.707243, cost_time=0:00:47.927017 2021-04-15 05:36:52,188 INFO : TRAIN, epoch=0138, iter=00180/00196, fetch data time cost=1.24ms, fps=911 images/s, loss=0.1018, top1-acc=97.33%, top5-acc=99.98%, remaining_time=0:00:04.510112, arrival_time=2021-04-15 05:36:56.699030, cost_time=0:00:50.738709 2021-04-15 05:36:55,005 INFO : TRAIN, epoch=0138, iter=00190/00196, fetch data time cost=1.22ms, fps=909 images/s, loss=0.1025, top1-acc=97.31%, top5-acc=99.97%, remaining_time=0:00:01.691232, arrival_time=2021-04-15 05:36:56.697085, cost_time=0:00:53.555673 2021-04-15 05:36:56,516 INFO : TRAIN, epoch=0138, iter=00196/00196, fetch data time cost=1.25ms, fps=901 images/s, loss=0.1038, top1-acc=97.28%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-15 05:36:56.516329, cost_time=0:00:55.066113 2021-04-15 05:36:57,421 INFO : EVAL, epoch=0138, iter=00010/00040, fetch data time cost=0.30ms, fps=2834 images/s, loss=1.3722, top1-acc=68.12%, top5-acc=90.43%, remaining_time=0:00:02.709480, arrival_time=2021-04-15 05:37:00.130758, cost_time=0:00:00.903165 2021-04-15 05:36:58,196 INFO : EVAL, epoch=0138, iter=00020/00040, fetch data time cost=1.16ms, fps=3304 images/s, loss=1.4029, top1-acc=67.97%, top5-acc=89.94%, remaining_time=0:00:01.678260, arrival_time=2021-04-15 05:36:59.874619, cost_time=0:00:01.678265 2021-04-15 05:36:58,971 INFO : EVAL, epoch=0138, iter=00030/00040, fetch data time cost=1.32ms, fps=3304 images/s, loss=1.3706, top1-acc=68.55%, top5-acc=90.33%, remaining_time=0:00:00.817760, arrival_time=2021-04-15 05:36:59.789160, cost_time=0:00:02.453293 2021-04-15 05:36:59,680 INFO : EVAL, epoch=0138, iter=00040/00040, fetch data time cost=0.05ms, fps=3274 images/s, loss=1.3870, top1-acc=68.56%, top5-acc=90.15%, remaining_time=0:00:00, arrival_time=2021-04-15 05:36:59.680305, cost_time=0:00:03.162222 2021-04-15 05:37:00,128 INFO : Epoch=0138 complete, best val top1-acc=68.89%, top5-acc=90.70% (epoch=137), remaining_time=1:00:49.828028, arrival_time=2021-04-15 06:37:49.956349, cost_time=2:15:23.810723 2021-04-15 05:37:00,129 INFO : Train start, epoch=0139, lr=0.021896 2021-04-15 05:37:03,058 INFO : TRAIN, epoch=0139, iter=00010/00196, fetch data time cost=1.35ms, fps=874 images/s, loss=0.1022, top1-acc=97.34%, top5-acc=99.92%, remaining_time=0:00:54.472704, arrival_time=2021-04-15 05:37:57.530949, cost_time=0:00:02.928643 2021-04-15 05:37:05,870 INFO : TRAIN, epoch=0139, iter=00020/00196, fetch data time cost=1.33ms, fps=910 images/s, loss=0.0982, top1-acc=97.54%, top5-acc=99.96%, remaining_time=0:00:50.520096, arrival_time=2021-04-15 05:37:56.390609, cost_time=0:00:05.740927 2021-04-15 05:37:08,680 INFO : TRAIN, epoch=0139, iter=00030/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.0981, top1-acc=97.47%, top5-acc=99.97%, remaining_time=0:00:47.315478, arrival_time=2021-04-15 05:37:55.996066, cost_time=0:00:08.550978 2021-04-15 05:37:11,494 INFO : TRAIN, epoch=0139, iter=00040/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.0990, top1-acc=97.37%, top5-acc=99.98%, remaining_time=0:00:44.324592, arrival_time=2021-04-15 05:37:55.819484, cost_time=0:00:11.365299 2021-04-15 05:37:14,303 INFO : TRAIN, epoch=0139, iter=00050/00196, fetch data time cost=1.32ms, fps=911 images/s, loss=0.0978, top1-acc=97.46%, top5-acc=99.98%, remaining_time=0:00:41.388664, arrival_time=2021-04-15 05:37:55.692455, cost_time=0:00:14.174198 2021-04-15 05:37:17,117 INFO : TRAIN, epoch=0139, iter=00060/00196, fetch data time cost=1.25ms, fps=910 images/s, loss=0.0971, top1-acc=97.45%, top5-acc=99.97%, remaining_time=0:00:38.505544, arrival_time=2021-04-15 05:37:55.622908, cost_time=0:00:16.987761 2021-04-15 05:37:19,924 INFO : TRAIN, epoch=0139, iter=00070/00196, fetch data time cost=1.40ms, fps=912 images/s, loss=0.0984, top1-acc=97.45%, top5-acc=99.97%, remaining_time=0:00:35.630784, arrival_time=2021-04-15 05:37:55.555329, cost_time=0:00:19.794896 2021-04-15 05:37:22,733 INFO : TRAIN, epoch=0139, iter=00080/00196, fetch data time cost=1.21ms, fps=911 images/s, loss=0.0978, top1-acc=97.50%, top5-acc=99.98%, remaining_time=0:00:32.776148, arrival_time=2021-04-15 05:37:55.509998, cost_time=0:00:22.604252 2021-04-15 05:37:25,539 INFO : TRAIN, epoch=0139, iter=00090/00196, fetch data time cost=1.25ms, fps=912 images/s, loss=0.0971, top1-acc=97.52%, top5-acc=99.98%, remaining_time=0:00:29.927510, arrival_time=2021-04-15 05:37:55.467302, cost_time=0:00:25.410185 2021-04-15 05:37:28,345 INFO : TRAIN, epoch=0139, iter=00100/00196, fetch data time cost=1.23ms, fps=912 images/s, loss=0.0952, top1-acc=97.59%, top5-acc=99.97%, remaining_time=0:00:27.087648, arrival_time=2021-04-15 05:37:55.433579, cost_time=0:00:28.216346 2021-04-15 05:37:31,161 INFO : TRAIN, epoch=0139, iter=00110/00196, fetch data time cost=1.39ms, fps=909 images/s, loss=0.0953, top1-acc=97.60%, top5-acc=99.96%, remaining_time=0:00:24.261030, arrival_time=2021-04-15 05:37:55.422215, cost_time=0:00:31.031573 2021-04-15 05:37:33,973 INFO : TRAIN, epoch=0139, iter=00120/00196, fetch data time cost=1.38ms, fps=910 images/s, loss=0.0946, top1-acc=97.61%, top5-acc=99.97%, remaining_time=0:00:21.434280, arrival_time=2021-04-15 05:37:55.407501, cost_time=0:00:33.843618 2021-04-15 05:37:36,789 INFO : TRAIN, epoch=0139, iter=00130/00196, fetch data time cost=1.36ms, fps=909 images/s, loss=0.0941, top1-acc=97.65%, top5-acc=99.97%, remaining_time=0:00:18.612000, arrival_time=2021-04-15 05:37:55.401596, cost_time=0:00:36.659996 2021-04-15 05:37:39,610 INFO : TRAIN, epoch=0139, iter=00140/00196, fetch data time cost=2.14ms, fps=908 images/s, loss=0.0943, top1-acc=97.64%, top5-acc=99.97%, remaining_time=0:00:15.792392, arrival_time=2021-04-15 05:37:55.402992, cost_time=0:00:39.480992 2021-04-15 05:37:42,420 INFO : TRAIN, epoch=0139, iter=00150/00196, fetch data time cost=1.40ms, fps=911 images/s, loss=0.0941, top1-acc=97.63%, top5-acc=99.97%, remaining_time=0:00:12.969148, arrival_time=2021-04-15 05:37:55.389395, cost_time=0:00:42.290650 2021-04-15 05:37:45,230 INFO : TRAIN, epoch=0139, iter=00160/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.0952, top1-acc=97.59%, top5-acc=99.97%, remaining_time=0:00:10.147644, arrival_time=2021-04-15 05:37:55.377865, cost_time=0:00:45.100624 2021-04-15 05:37:48,041 INFO : TRAIN, epoch=0139, iter=00170/00196, fetch data time cost=1.38ms, fps=911 images/s, loss=0.0958, top1-acc=97.57%, top5-acc=99.97%, remaining_time=0:00:07.327762, arrival_time=2021-04-15 05:37:55.369652, cost_time=0:00:47.912291 2021-04-15 05:37:50,851 INFO : TRAIN, epoch=0139, iter=00180/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.0970, top1-acc=97.54%, top5-acc=99.97%, remaining_time=0:00:04.508624, arrival_time=2021-04-15 05:37:55.360207, cost_time=0:00:50.721984 2021-04-15 05:37:53,668 INFO : TRAIN, epoch=0139, iter=00190/00196, fetch data time cost=1.18ms, fps=909 images/s, loss=0.0983, top1-acc=97.50%, top5-acc=99.97%, remaining_time=0:00:01.690698, arrival_time=2021-04-15 05:37:55.359009, cost_time=0:00:53.538708 2021-04-15 05:37:55,184 INFO : TRAIN, epoch=0139, iter=00196/00196, fetch data time cost=1.20ms, fps=897 images/s, loss=0.0991, top1-acc=97.48%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-15 05:37:55.184394, cost_time=0:00:55.054810 2021-04-15 05:37:56,071 INFO : EVAL, epoch=0139, iter=00010/00040, fetch data time cost=1.25ms, fps=2893 images/s, loss=1.3128, top1-acc=67.77%, top5-acc=90.74%, remaining_time=0:00:02.654940, arrival_time=2021-04-15 05:37:58.725901, cost_time=0:00:00.884982 2021-04-15 05:37:56,847 INFO : EVAL, epoch=0139, iter=00020/00040, fetch data time cost=1.33ms, fps=3299 images/s, loss=1.2993, top1-acc=68.59%, top5-acc=90.92%, remaining_time=0:00:01.661240, arrival_time=2021-04-15 05:37:58.508458, cost_time=0:00:01.661242 2021-04-15 05:37:57,624 INFO : EVAL, epoch=0139, iter=00030/00040, fetch data time cost=1.19ms, fps=3296 images/s, loss=1.2911, top1-acc=69.01%, top5-acc=90.87%, remaining_time=0:00:00.812750, arrival_time=2021-04-15 05:37:58.436952, cost_time=0:00:02.438237 2021-04-15 05:37:58,357 INFO : EVAL, epoch=0139, iter=00040/00040, fetch data time cost=0.06ms, fps=3167 images/s, loss=1.2813, top1-acc=69.15%, top5-acc=91.07%, remaining_time=0:00:00, arrival_time=2021-04-15 05:37:58.357074, cost_time=0:00:03.171129 2021-04-15 05:37:59,227 INFO : Epoch=0139 complete, best val top1-acc=69.15%, top5-acc=91.07% (epoch=139), remaining_time=0:59:51.061094, arrival_time=2021-04-15 06:37:50.288427, cost_time=2:16:22.909705 2021-04-15 05:37:59,229 INFO : Train start, epoch=0140, lr=0.021250 2021-04-15 05:38:02,197 INFO : TRAIN, epoch=0140, iter=00010/00196, fetch data time cost=1.42ms, fps=863 images/s, loss=0.0893, top1-acc=97.34%, top5-acc=100.00%, remaining_time=0:00:55.206288, arrival_time=2021-04-15 05:38:57.403619, cost_time=0:00:02.968083 2021-04-15 05:38:05,012 INFO : TRAIN, epoch=0140, iter=00020/00196, fetch data time cost=1.46ms, fps=909 images/s, loss=0.0907, top1-acc=97.56%, top5-acc=100.00%, remaining_time=0:00:50.893920, arrival_time=2021-04-15 05:38:55.906542, cost_time=0:00:05.783399 2021-04-15 05:38:07,831 INFO : TRAIN, epoch=0140, iter=00030/00196, fetch data time cost=1.30ms, fps=908 images/s, loss=0.0895, top1-acc=97.63%, top5-acc=100.00%, remaining_time=0:00:47.598674, arrival_time=2021-04-15 05:38:55.430145, cost_time=0:00:08.602159 2021-04-15 05:38:10,643 INFO : TRAIN, epoch=0140, iter=00040/00196, fetch data time cost=1.51ms, fps=911 images/s, loss=0.0879, top1-acc=97.72%, top5-acc=100.00%, remaining_time=0:00:44.514288, arrival_time=2021-04-15 05:38:55.157539, cost_time=0:00:11.413938 2021-04-15 05:38:13,459 INFO : TRAIN, epoch=0140, iter=00050/00196, fetch data time cost=1.33ms, fps=909 images/s, loss=0.0873, top1-acc=97.80%, top5-acc=100.00%, remaining_time=0:00:41.551600, arrival_time=2021-04-15 05:38:55.010814, cost_time=0:00:14.229988 2021-04-15 05:38:16,280 INFO : TRAIN, epoch=0140, iter=00060/00196, fetch data time cost=1.65ms, fps=908 images/s, loss=0.0855, top1-acc=97.91%, top5-acc=100.00%, remaining_time=0:00:38.648616, arrival_time=2021-04-15 05:38:54.928756, cost_time=0:00:17.050836 2021-04-15 05:38:19,092 INFO : TRAIN, epoch=0140, iter=00070/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=0.0853, top1-acc=97.95%, top5-acc=99.99%, remaining_time=0:00:35.754138, arrival_time=2021-04-15 05:38:54.846784, cost_time=0:00:19.863408 2021-04-15 05:38:21,906 INFO : TRAIN, epoch=0140, iter=00080/00196, fetch data time cost=1.45ms, fps=910 images/s, loss=0.0853, top1-acc=97.96%, top5-acc=100.00%, remaining_time=0:00:32.882288, arrival_time=2021-04-15 05:38:54.788973, cost_time=0:00:22.677461 2021-04-15 05:38:24,719 INFO : TRAIN, epoch=0140, iter=00090/00196, fetch data time cost=1.37ms, fps=910 images/s, loss=0.0868, top1-acc=97.93%, top5-acc=99.98%, remaining_time=0:00:30.022274, arrival_time=2021-04-15 05:38:54.742116, cost_time=0:00:25.490616 2021-04-15 05:38:27,533 INFO : TRAIN, epoch=0140, iter=00100/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.0862, top1-acc=97.96%, top5-acc=99.98%, remaining_time=0:00:27.172416, arrival_time=2021-04-15 05:38:54.706271, cost_time=0:00:28.304628 2021-04-15 05:38:30,350 INFO : TRAIN, epoch=0140, iter=00110/00196, fetch data time cost=1.42ms, fps=909 images/s, loss=0.0861, top1-acc=97.93%, top5-acc=99.98%, remaining_time=0:00:24.331034, arrival_time=2021-04-15 05:38:54.681465, cost_time=0:00:31.121104 2021-04-15 05:38:33,165 INFO : TRAIN, epoch=0140, iter=00120/00196, fetch data time cost=1.59ms, fps=910 images/s, loss=0.0853, top1-acc=97.94%, top5-acc=99.98%, remaining_time=0:00:21.493104, arrival_time=2021-04-15 05:38:54.658763, cost_time=0:00:33.936432 2021-04-15 05:38:35,980 INFO : TRAIN, epoch=0140, iter=00130/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.0850, top1-acc=97.94%, top5-acc=99.98%, remaining_time=0:00:18.658200, arrival_time=2021-04-15 05:38:54.638403, cost_time=0:00:36.750977 2021-04-15 05:38:38,798 INFO : TRAIN, epoch=0140, iter=00140/00196, fetch data time cost=1.37ms, fps=909 images/s, loss=0.0849, top1-acc=97.96%, top5-acc=99.99%, remaining_time=0:00:15.827616, arrival_time=2021-04-15 05:38:54.625834, cost_time=0:00:39.568990 2021-04-15 05:38:41,611 INFO : TRAIN, epoch=0140, iter=00150/00196, fetch data time cost=1.33ms, fps=910 images/s, loss=0.0845, top1-acc=97.98%, top5-acc=99.99%, remaining_time=0:00:12.997208, arrival_time=2021-04-15 05:38:54.608593, cost_time=0:00:42.382156 2021-04-15 05:38:44,424 INFO : TRAIN, epoch=0140, iter=00160/00196, fetch data time cost=1.33ms, fps=910 images/s, loss=0.0844, top1-acc=97.96%, top5-acc=99.99%, remaining_time=0:00:10.168884, arrival_time=2021-04-15 05:38:54.593071, cost_time=0:00:45.194965 2021-04-15 05:38:47,238 INFO : TRAIN, epoch=0140, iter=00170/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.0848, top1-acc=97.95%, top5-acc=99.99%, remaining_time=0:00:07.342530, arrival_time=2021-04-15 05:38:54.580559, cost_time=0:00:48.008803 2021-04-15 05:38:50,046 INFO : TRAIN, epoch=0140, iter=00180/00196, fetch data time cost=1.50ms, fps=912 images/s, loss=0.0852, top1-acc=97.93%, top5-acc=99.99%, remaining_time=0:00:04.517120, arrival_time=2021-04-15 05:38:54.563935, cost_time=0:00:50.817586 2021-04-15 05:38:52,860 INFO : TRAIN, epoch=0140, iter=00190/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.0859, top1-acc=97.91%, top5-acc=99.99%, remaining_time=0:00:01.693626, arrival_time=2021-04-15 05:38:54.554246, cost_time=0:00:53.631400 2021-04-15 05:38:54,375 INFO : TRAIN, epoch=0140, iter=00196/00196, fetch data time cost=1.36ms, fps=898 images/s, loss=0.0860, top1-acc=97.90%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 05:38:54.375645, cost_time=0:00:55.146359 2021-04-15 05:38:55,262 INFO : EVAL, epoch=0140, iter=00010/00040, fetch data time cost=1.98ms, fps=2891 images/s, loss=1.2345, top1-acc=70.23%, top5-acc=90.86%, remaining_time=0:00:02.656410, arrival_time=2021-04-15 05:38:57.919278, cost_time=0:00:00.885468 2021-04-15 05:38:56,036 INFO : EVAL, epoch=0140, iter=00020/00040, fetch data time cost=1.26ms, fps=3311 images/s, loss=1.2916, top1-acc=69.90%, top5-acc=90.51%, remaining_time=0:00:01.658920, arrival_time=2021-04-15 05:38:57.695237, cost_time=0:00:01.658925 2021-04-15 05:38:56,812 INFO : EVAL, epoch=0140, iter=00030/00040, fetch data time cost=1.39ms, fps=3302 images/s, loss=1.2998, top1-acc=69.60%, top5-acc=90.43%, remaining_time=0:00:00.811540, arrival_time=2021-04-15 05:38:57.623578, cost_time=0:00:02.434609 2021-04-15 05:38:57,525 INFO : EVAL, epoch=0140, iter=00040/00040, fetch data time cost=0.07ms, fps=3256 images/s, loss=1.3164, top1-acc=69.35%, top5-acc=90.41%, remaining_time=0:00:00, arrival_time=2021-04-15 05:38:57.525025, cost_time=0:00:03.147640 2021-04-15 05:38:58,397 INFO : Epoch=0140 complete, best val top1-acc=69.35%, top5-acc=90.41% (epoch=140), remaining_time=0:58:52.320120, arrival_time=2021-04-15 06:37:50.717987, cost_time=2:17:22.080251 2021-04-15 05:38:58,399 INFO : Train start, epoch=0141, lr=0.020611 2021-04-15 05:39:01,362 INFO : TRAIN, epoch=0141, iter=00010/00196, fetch data time cost=1.29ms, fps=864 images/s, loss=0.0838, top1-acc=97.73%, top5-acc=100.00%, remaining_time=0:00:55.120914, arrival_time=2021-04-15 05:39:56.483620, cost_time=0:00:02.963486 2021-04-15 05:39:04,175 INFO : TRAIN, epoch=0141, iter=00020/00196, fetch data time cost=1.85ms, fps=910 images/s, loss=0.0921, top1-acc=97.62%, top5-acc=99.94%, remaining_time=0:00:50.827216, arrival_time=2021-04-15 05:39:55.002348, cost_time=0:00:05.775814 2021-04-15 05:39:06,990 INFO : TRAIN, epoch=0141, iter=00030/00196, fetch data time cost=1.44ms, fps=909 images/s, loss=0.0869, top1-acc=97.72%, top5-acc=99.96%, remaining_time=0:00:47.539246, arrival_time=2021-04-15 05:39:54.529987, cost_time=0:00:08.591437 2021-04-15 05:39:09,804 INFO : TRAIN, epoch=0141, iter=00040/00196, fetch data time cost=1.48ms, fps=910 images/s, loss=0.0869, top1-acc=97.72%, top5-acc=99.96%, remaining_time=0:00:44.479188, arrival_time=2021-04-15 05:39:54.283429, cost_time=0:00:11.404939 2021-04-15 05:39:12,615 INFO : TRAIN, epoch=0141, iter=00050/00196, fetch data time cost=1.35ms, fps=911 images/s, loss=0.0858, top1-acc=97.71%, top5-acc=99.97%, remaining_time=0:00:41.509990, arrival_time=2021-04-15 05:39:54.124976, cost_time=0:00:14.215765 2021-04-15 05:39:15,432 INFO : TRAIN, epoch=0141, iter=00060/00196, fetch data time cost=1.33ms, fps=909 images/s, loss=0.0851, top1-acc=97.75%, top5-acc=99.97%, remaining_time=0:00:38.607816, arrival_time=2021-04-15 05:39:54.040043, cost_time=0:00:17.032852 2021-04-15 05:39:18,249 INFO : TRAIN, epoch=0141, iter=00070/00196, fetch data time cost=4.29ms, fps=909 images/s, loss=0.0844, top1-acc=97.81%, top5-acc=99.98%, remaining_time=0:00:35.729442, arrival_time=2021-04-15 05:39:53.978358, cost_time=0:00:19.849670 2021-04-15 05:39:21,062 INFO : TRAIN, epoch=0141, iter=00080/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.0843, top1-acc=97.80%, top5-acc=99.98%, remaining_time=0:00:32.860944, arrival_time=2021-04-15 05:39:53.922919, cost_time=0:00:22.662760 2021-04-15 05:39:23,874 INFO : TRAIN, epoch=0141, iter=00090/00196, fetch data time cost=1.36ms, fps=910 images/s, loss=0.0838, top1-acc=97.80%, top5-acc=99.98%, remaining_time=0:00:30.004360, arrival_time=2021-04-15 05:39:53.878930, cost_time=0:00:25.475358 2021-04-15 05:39:26,685 INFO : TRAIN, epoch=0141, iter=00100/00196, fetch data time cost=1.33ms, fps=911 images/s, loss=0.0844, top1-acc=97.79%, top5-acc=99.98%, remaining_time=0:00:27.155136, arrival_time=2021-04-15 05:39:53.840935, cost_time=0:00:28.286584 2021-04-15 05:39:29,503 INFO : TRAIN, epoch=0141, iter=00110/00196, fetch data time cost=1.46ms, fps=909 images/s, loss=0.0837, top1-acc=97.82%, top5-acc=99.99%, remaining_time=0:00:24.317532, arrival_time=2021-04-15 05:39:53.820657, cost_time=0:00:31.103821 2021-04-15 05:39:32,322 INFO : TRAIN, epoch=0141, iter=00120/00196, fetch data time cost=1.65ms, fps=908 images/s, loss=0.0834, top1-acc=97.85%, top5-acc=99.99%, remaining_time=0:00:21.484440, arrival_time=2021-04-15 05:39:53.806496, cost_time=0:00:33.922829 2021-04-15 05:39:35,141 INFO : TRAIN, epoch=0141, iter=00130/00196, fetch data time cost=1.32ms, fps=908 images/s, loss=0.0838, top1-acc=97.85%, top5-acc=99.98%, remaining_time=0:00:18.653910, arrival_time=2021-04-15 05:39:53.795735, cost_time=0:00:36.742611 2021-04-15 05:39:37,951 INFO : TRAIN, epoch=0141, iter=00140/00196, fetch data time cost=1.35ms, fps=911 images/s, loss=0.0833, top1-acc=97.87%, top5-acc=99.99%, remaining_time=0:00:15.820728, arrival_time=2021-04-15 05:39:53.771793, cost_time=0:00:39.551851 2021-04-15 05:39:40,763 INFO : TRAIN, epoch=0141, iter=00150/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.0830, top1-acc=97.89%, top5-acc=99.99%, remaining_time=0:00:12.991688, arrival_time=2021-04-15 05:39:53.755156, cost_time=0:00:42.364257 2021-04-15 05:39:43,564 INFO : TRAIN, epoch=0141, iter=00160/00196, fetch data time cost=1.30ms, fps=914 images/s, loss=0.0834, top1-acc=97.86%, top5-acc=99.99%, remaining_time=0:00:10.162080, arrival_time=2021-04-15 05:39:53.726078, cost_time=0:00:45.164790 2021-04-15 05:39:46,379 INFO : TRAIN, epoch=0141, iter=00170/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.0835, top1-acc=97.86%, top5-acc=99.98%, remaining_time=0:00:07.338084, arrival_time=2021-04-15 05:39:53.717141, cost_time=0:00:47.979843 2021-04-15 05:39:49,190 INFO : TRAIN, epoch=0141, iter=00180/00196, fetch data time cost=1.50ms, fps=911 images/s, loss=0.0833, top1-acc=97.88%, top5-acc=99.98%, remaining_time=0:00:04.514768, arrival_time=2021-04-15 05:39:53.705176, cost_time=0:00:50.791193 2021-04-15 05:39:52,003 INFO : TRAIN, epoch=0141, iter=00190/00196, fetch data time cost=1.27ms, fps=910 images/s, loss=0.0835, top1-acc=97.87%, top5-acc=99.98%, remaining_time=0:00:01.692774, arrival_time=2021-04-15 05:39:53.696602, cost_time=0:00:53.604469 2021-04-15 05:39:53,520 INFO : TRAIN, epoch=0141, iter=00196/00196, fetch data time cost=1.33ms, fps=897 images/s, loss=0.0835, top1-acc=97.88%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 05:39:53.520310, cost_time=0:00:55.121115 2021-04-15 05:39:54,404 INFO : EVAL, epoch=0141, iter=00010/00040, fetch data time cost=1.22ms, fps=2901 images/s, loss=1.3961, top1-acc=67.23%, top5-acc=90.35%, remaining_time=0:00:02.647770, arrival_time=2021-04-15 05:39:57.052222, cost_time=0:00:00.882587 2021-04-15 05:39:55,183 INFO : EVAL, epoch=0141, iter=00020/00040, fetch data time cost=1.17ms, fps=3289 images/s, loss=1.3693, top1-acc=67.87%, top5-acc=90.96%, remaining_time=0:00:01.661380, arrival_time=2021-04-15 05:39:56.844626, cost_time=0:00:01.661379 2021-04-15 05:39:55,959 INFO : EVAL, epoch=0141, iter=00030/00040, fetch data time cost=1.43ms, fps=3302 images/s, loss=1.3479, top1-acc=68.40%, top5-acc=90.62%, remaining_time=0:00:00.812350, arrival_time=2021-04-15 05:39:56.771281, cost_time=0:00:02.437041 2021-04-15 05:39:56,668 INFO : EVAL, epoch=0141, iter=00040/00040, fetch data time cost=0.06ms, fps=3273 images/s, loss=1.3311, top1-acc=68.98%, top5-acc=90.85%, remaining_time=0:00:00, arrival_time=2021-04-15 05:39:56.668215, cost_time=0:00:03.146370 2021-04-15 05:39:57,104 INFO : Epoch=0141 complete, best val top1-acc=69.35%, top5-acc=90.41% (epoch=140), remaining_time=0:57:53.378911, arrival_time=2021-04-15 06:37:50.483410, cost_time=2:18:20.786887 2021-04-15 05:39:57,105 INFO : Train start, epoch=0142, lr=0.019979 2021-04-15 05:40:00,077 INFO : TRAIN, epoch=0142, iter=00010/00196, fetch data time cost=1.35ms, fps=862 images/s, loss=0.0788, top1-acc=97.62%, top5-acc=100.00%, remaining_time=0:00:55.268784, arrival_time=2021-04-15 05:40:55.346044, cost_time=0:00:02.971440 2021-04-15 05:40:02,890 INFO : TRAIN, epoch=0142, iter=00020/00196, fetch data time cost=1.37ms, fps=910 images/s, loss=0.0787, top1-acc=97.62%, top5-acc=99.98%, remaining_time=0:00:50.903776, arrival_time=2021-04-15 05:40:53.794111, cost_time=0:00:05.784521 2021-04-15 05:40:05,709 INFO : TRAIN, epoch=0142, iter=00030/00196, fetch data time cost=1.28ms, fps=908 images/s, loss=0.0782, top1-acc=97.71%, top5-acc=99.99%, remaining_time=0:00:47.604484, arrival_time=2021-04-15 05:40:53.313565, cost_time=0:00:08.603213 2021-04-15 05:40:08,517 INFO : TRAIN, epoch=0142, iter=00040/00196, fetch data time cost=1.38ms, fps=912 images/s, loss=0.0787, top1-acc=97.81%, top5-acc=99.99%, remaining_time=0:00:44.507268, arrival_time=2021-04-15 05:40:53.025193, cost_time=0:00:11.412114 2021-04-15 05:40:11,332 INFO : TRAIN, epoch=0142, iter=00050/00196, fetch data time cost=1.22ms, fps=910 images/s, loss=0.0775, top1-acc=97.91%, top5-acc=99.99%, remaining_time=0:00:41.540942, arrival_time=2021-04-15 05:40:52.873096, cost_time=0:00:14.226326 2021-04-15 05:40:14,147 INFO : TRAIN, epoch=0142, iter=00060/00196, fetch data time cost=1.49ms, fps=910 images/s, loss=0.0778, top1-acc=97.96%, top5-acc=99.99%, remaining_time=0:00:38.627264, arrival_time=2021-04-15 05:40:52.774484, cost_time=0:00:17.041414 2021-04-15 05:40:16,960 INFO : TRAIN, epoch=0142, iter=00070/00196, fetch data time cost=1.25ms, fps=910 images/s, loss=0.0778, top1-acc=97.97%, top5-acc=99.99%, remaining_time=0:00:35.738514, arrival_time=2021-04-15 05:40:52.699054, cost_time=0:00:19.854717 2021-04-15 05:40:19,771 INFO : TRAIN, epoch=0142, iter=00080/00196, fetch data time cost=1.28ms, fps=911 images/s, loss=0.0766, top1-acc=98.04%, top5-acc=100.00%, remaining_time=0:00:32.865004, arrival_time=2021-04-15 05:40:52.636353, cost_time=0:00:22.665531 2021-04-15 05:40:22,579 INFO : TRAIN, epoch=0142, iter=00090/00196, fetch data time cost=1.31ms, fps=912 images/s, loss=0.0774, top1-acc=98.05%, top5-acc=99.99%, remaining_time=0:00:30.002558, arrival_time=2021-04-15 05:40:52.582208, cost_time=0:00:25.473838 2021-04-15 05:40:25,395 INFO : TRAIN, epoch=0142, iter=00100/00196, fetch data time cost=1.26ms, fps=909 images/s, loss=0.0769, top1-acc=98.06%, top5-acc=99.99%, remaining_time=0:00:27.158400, arrival_time=2021-04-15 05:40:52.554233, cost_time=0:00:28.290008 2021-04-15 05:40:28,210 INFO : TRAIN, epoch=0142, iter=00110/00196, fetch data time cost=1.52ms, fps=910 images/s, loss=0.0761, top1-acc=98.09%, top5-acc=99.99%, remaining_time=0:00:24.317962, arrival_time=2021-04-15 05:40:52.528171, cost_time=0:00:31.104391 2021-04-15 05:40:31,025 INFO : TRAIN, epoch=0142, iter=00120/00196, fetch data time cost=1.32ms, fps=909 images/s, loss=0.0764, top1-acc=98.09%, top5-acc=99.99%, remaining_time=0:00:21.482464, arrival_time=2021-04-15 05:40:52.507968, cost_time=0:00:33.919687 2021-04-15 05:40:33,837 INFO : TRAIN, epoch=0142, iter=00130/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.0771, top1-acc=98.06%, top5-acc=99.99%, remaining_time=0:00:18.648564, arrival_time=2021-04-15 05:40:52.486403, cost_time=0:00:36.732020 2021-04-15 05:40:36,644 INFO : TRAIN, epoch=0142, iter=00140/00196, fetch data time cost=1.38ms, fps=912 images/s, loss=0.0770, top1-acc=98.07%, top5-acc=99.99%, remaining_time=0:00:15.815464, arrival_time=2021-04-15 05:40:52.459939, cost_time=0:00:39.538647 2021-04-15 05:40:39,452 INFO : TRAIN, epoch=0142, iter=00150/00196, fetch data time cost=1.21ms, fps=912 images/s, loss=0.0773, top1-acc=98.05%, top5-acc=99.99%, remaining_time=0:00:12.986444, arrival_time=2021-04-15 05:40:52.439380, cost_time=0:00:42.347120 2021-04-15 05:40:42,265 INFO : TRAIN, epoch=0142, iter=00160/00196, fetch data time cost=1.39ms, fps=910 images/s, loss=0.0771, top1-acc=98.07%, top5-acc=99.99%, remaining_time=0:00:10.160964, arrival_time=2021-04-15 05:40:52.426682, cost_time=0:00:45.159839 2021-04-15 05:40:45,079 INFO : TRAIN, epoch=0142, iter=00170/00196, fetch data time cost=1.42ms, fps=910 images/s, loss=0.0771, top1-acc=98.08%, top5-acc=99.99%, remaining_time=0:00:07.337174, arrival_time=2021-04-15 05:40:52.416923, cost_time=0:00:47.973873 2021-04-15 05:40:47,890 INFO : TRAIN, epoch=0142, iter=00180/00196, fetch data time cost=1.28ms, fps=911 images/s, loss=0.0781, top1-acc=98.04%, top5-acc=99.99%, remaining_time=0:00:04.514176, arrival_time=2021-04-15 05:40:52.404440, cost_time=0:00:50.784447 2021-04-15 05:40:50,703 INFO : TRAIN, epoch=0142, iter=00190/00196, fetch data time cost=1.27ms, fps=910 images/s, loss=0.0782, top1-acc=98.05%, top5-acc=99.99%, remaining_time=0:00:01.692570, arrival_time=2021-04-15 05:40:52.396357, cost_time=0:00:53.597965 2021-04-15 05:40:52,218 INFO : TRAIN, epoch=0142, iter=00196/00196, fetch data time cost=1.18ms, fps=898 images/s, loss=0.0788, top1-acc=98.03%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 05:40:52.218450, cost_time=0:00:55.112633 2021-04-15 05:40:53,104 INFO : EVAL, epoch=0142, iter=00010/00040, fetch data time cost=1.29ms, fps=2895 images/s, loss=1.4411, top1-acc=68.09%, top5-acc=89.96%, remaining_time=0:00:02.652720, arrival_time=2021-04-15 05:40:55.757154, cost_time=0:00:00.884242 2021-04-15 05:40:53,880 INFO : EVAL, epoch=0142, iter=00020/00040, fetch data time cost=1.32ms, fps=3301 images/s, loss=1.4082, top1-acc=67.83%, top5-acc=90.21%, remaining_time=0:00:01.660100, arrival_time=2021-04-15 05:40:55.540392, cost_time=0:00:01.660092 2021-04-15 05:40:54,654 INFO : EVAL, epoch=0142, iter=00030/00040, fetch data time cost=1.26ms, fps=3308 images/s, loss=1.3799, top1-acc=68.52%, top5-acc=90.31%, remaining_time=0:00:00.811470, arrival_time=2021-04-15 05:40:55.466063, cost_time=0:00:02.434406 2021-04-15 05:40:55,363 INFO : EVAL, epoch=0142, iter=00040/00040, fetch data time cost=0.08ms, fps=3276 images/s, loss=1.4007, top1-acc=68.31%, top5-acc=90.10%, remaining_time=0:00:00, arrival_time=2021-04-15 05:40:55.363116, cost_time=0:00:03.142942 2021-04-15 05:40:55,797 INFO : Epoch=0142 complete, best val top1-acc=69.35%, top5-acc=90.41% (epoch=140), remaining_time=0:56:54.435640, arrival_time=2021-04-15 06:37:50.233562, cost_time=2:19:19.480325 2021-04-15 05:40:55,799 INFO : Train start, epoch=0143, lr=0.019355 2021-04-15 05:40:58,767 INFO : TRAIN, epoch=0143, iter=00010/00196, fetch data time cost=1.53ms, fps=862 images/s, loss=0.0677, top1-acc=98.36%, top5-acc=100.00%, remaining_time=0:00:55.214844, arrival_time=2021-04-15 05:41:53.982587, cost_time=0:00:02.968537 2021-04-15 05:41:01,583 INFO : TRAIN, epoch=0143, iter=00020/00196, fetch data time cost=1.47ms, fps=909 images/s, loss=0.0761, top1-acc=98.18%, top5-acc=100.00%, remaining_time=0:00:50.897968, arrival_time=2021-04-15 05:41:52.481035, cost_time=0:00:05.783862 2021-04-15 05:41:04,394 INFO : TRAIN, epoch=0143, iter=00030/00196, fetch data time cost=1.40ms, fps=911 images/s, loss=0.0788, top1-acc=98.14%, top5-acc=100.00%, remaining_time=0:00:47.559166, arrival_time=2021-04-15 05:41:51.953405, cost_time=0:00:08.595029 2021-04-15 05:41:07,213 INFO : TRAIN, epoch=0143, iter=00040/00196, fetch data time cost=1.40ms, fps=908 images/s, loss=0.0759, top1-acc=98.19%, top5-acc=100.00%, remaining_time=0:00:44.515068, arrival_time=2021-04-15 05:41:51.728380, cost_time=0:00:11.414104 2021-04-15 05:41:10,026 INFO : TRAIN, epoch=0143, iter=00050/00196, fetch data time cost=1.28ms, fps=910 images/s, loss=0.0755, top1-acc=98.23%, top5-acc=100.00%, remaining_time=0:00:41.544738, arrival_time=2021-04-15 05:41:51.571620, cost_time=0:00:14.227671 2021-04-15 05:41:12,837 INFO : TRAIN, epoch=0143, iter=00060/00196, fetch data time cost=1.39ms, fps=911 images/s, loss=0.0744, top1-acc=98.27%, top5-acc=100.00%, remaining_time=0:00:38.619784, arrival_time=2021-04-15 05:41:51.457147, cost_time=0:00:17.038154 2021-04-15 05:41:15,654 INFO : TRAIN, epoch=0143, iter=00070/00196, fetch data time cost=1.54ms, fps=909 images/s, loss=0.0737, top1-acc=98.29%, top5-acc=99.99%, remaining_time=0:00:35.739396, arrival_time=2021-04-15 05:41:51.393847, cost_time=0:00:19.855245 2021-04-15 05:41:18,472 INFO : TRAIN, epoch=0143, iter=00080/00196, fetch data time cost=1.35ms, fps=909 images/s, loss=0.0739, top1-acc=98.31%, top5-acc=99.98%, remaining_time=0:00:32.876140, arrival_time=2021-04-15 05:41:51.348520, cost_time=0:00:22.673167 2021-04-15 05:41:21,286 INFO : TRAIN, epoch=0143, iter=00090/00196, fetch data time cost=1.49ms, fps=910 images/s, loss=0.0738, top1-acc=98.28%, top5-acc=99.98%, remaining_time=0:00:30.018776, arrival_time=2021-04-15 05:41:51.305589, cost_time=0:00:25.487607 2021-04-15 05:41:24,098 INFO : TRAIN, epoch=0143, iter=00100/00196, fetch data time cost=1.28ms, fps=911 images/s, loss=0.0742, top1-acc=98.23%, top5-acc=99.98%, remaining_time=0:00:27.167328, arrival_time=2021-04-15 05:41:51.265825, cost_time=0:00:28.299293 2021-04-15 05:41:26,913 INFO : TRAIN, epoch=0143, iter=00110/00196, fetch data time cost=1.38ms, fps=909 images/s, loss=0.0744, top1-acc=98.21%, top5-acc=99.98%, remaining_time=0:00:24.326046, arrival_time=2021-04-15 05:41:51.239924, cost_time=0:00:31.114669 2021-04-15 05:41:29,734 INFO : TRAIN, epoch=0143, iter=00120/00196, fetch data time cost=1.49ms, fps=908 images/s, loss=0.0745, top1-acc=98.20%, top5-acc=99.98%, remaining_time=0:00:21.492040, arrival_time=2021-04-15 05:41:51.226117, cost_time=0:00:33.934741 2021-04-15 05:41:32,551 INFO : TRAIN, epoch=0143, iter=00130/00196, fetch data time cost=1.35ms, fps=909 images/s, loss=0.0744, top1-acc=98.20%, top5-acc=99.98%, remaining_time=0:00:18.658860, arrival_time=2021-04-15 05:41:51.210400, cost_time=0:00:36.752332 2021-04-15 05:41:35,368 INFO : TRAIN, epoch=0143, iter=00140/00196, fetch data time cost=1.52ms, fps=909 images/s, loss=0.0742, top1-acc=98.20%, top5-acc=99.98%, remaining_time=0:00:15.827728, arrival_time=2021-04-15 05:41:51.196293, cost_time=0:00:39.569316 2021-04-15 05:41:38,186 INFO : TRAIN, epoch=0143, iter=00150/00196, fetch data time cost=1.56ms, fps=909 images/s, loss=0.0744, top1-acc=98.19%, top5-acc=99.98%, remaining_time=0:00:12.998634, arrival_time=2021-04-15 05:41:51.184658, cost_time=0:00:42.386817 2021-04-15 05:41:41,002 INFO : TRAIN, epoch=0143, iter=00160/00196, fetch data time cost=1.56ms, fps=909 images/s, loss=0.0743, top1-acc=98.21%, top5-acc=99.98%, remaining_time=0:00:10.170792, arrival_time=2021-04-15 05:41:51.173538, cost_time=0:00:45.203527 2021-04-15 05:41:43,816 INFO : TRAIN, epoch=0143, iter=00170/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.0739, top1-acc=98.20%, top5-acc=99.98%, remaining_time=0:00:07.343752, arrival_time=2021-04-15 05:41:51.159718, cost_time=0:00:48.016758 2021-04-15 05:41:46,631 INFO : TRAIN, epoch=0143, iter=00180/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.0747, top1-acc=98.17%, top5-acc=99.98%, remaining_time=0:00:04.518384, arrival_time=2021-04-15 05:41:51.149375, cost_time=0:00:50.831779 2021-04-15 05:41:49,442 INFO : TRAIN, epoch=0143, iter=00190/00196, fetch data time cost=1.24ms, fps=911 images/s, loss=0.0745, top1-acc=98.18%, top5-acc=99.98%, remaining_time=0:00:01.693998, arrival_time=2021-04-15 05:41:51.136523, cost_time=0:00:53.643323 2021-04-15 05:41:50,948 INFO : TRAIN, epoch=0143, iter=00196/00196, fetch data time cost=1.23ms, fps=903 images/s, loss=0.0751, top1-acc=98.17%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 05:41:50.948826, cost_time=0:00:55.149627 2021-04-15 05:41:51,833 INFO : EVAL, epoch=0143, iter=00010/00040, fetch data time cost=0.18ms, fps=2900 images/s, loss=1.3950, top1-acc=68.52%, top5-acc=90.82%, remaining_time=0:00:02.648640, arrival_time=2021-04-15 05:41:54.481970, cost_time=0:00:00.882875 2021-04-15 05:41:52,608 INFO : EVAL, epoch=0143, iter=00020/00040, fetch data time cost=1.22ms, fps=3303 images/s, loss=1.3788, top1-acc=68.79%, top5-acc=90.98%, remaining_time=0:00:01.658200, arrival_time=2021-04-15 05:41:54.266854, cost_time=0:00:01.658192 2021-04-15 05:41:53,383 INFO : EVAL, epoch=0143, iter=00030/00040, fetch data time cost=1.31ms, fps=3306 images/s, loss=1.3926, top1-acc=68.91%, top5-acc=90.69%, remaining_time=0:00:00.810980, arrival_time=2021-04-15 05:41:54.194381, cost_time=0:00:02.432949 2021-04-15 05:41:54,091 INFO : EVAL, epoch=0143, iter=00040/00040, fetch data time cost=0.06ms, fps=3277 images/s, loss=1.4089, top1-acc=68.92%, top5-acc=90.62%, remaining_time=0:00:00, arrival_time=2021-04-15 05:41:54.091702, cost_time=0:00:03.141264 2021-04-15 05:41:54,521 INFO : Epoch=0143 complete, best val top1-acc=69.35%, top5-acc=90.41% (epoch=140), remaining_time=0:55:55.507635, arrival_time=2021-04-15 06:37:50.028604, cost_time=2:20:18.203375 2021-04-15 05:41:54,522 INFO : Train start, epoch=0144, lr=0.018738 2021-04-15 05:41:57,480 INFO : TRAIN, epoch=0144, iter=00010/00196, fetch data time cost=1.33ms, fps=865 images/s, loss=0.0697, top1-acc=98.24%, top5-acc=100.00%, remaining_time=0:00:55.018800, arrival_time=2021-04-15 05:42:52.499055, cost_time=0:00:02.958003 2021-04-15 05:42:00,297 INFO : TRAIN, epoch=0144, iter=00020/00196, fetch data time cost=3.99ms, fps=909 images/s, loss=0.0778, top1-acc=98.12%, top5-acc=99.96%, remaining_time=0:00:50.825104, arrival_time=2021-04-15 05:42:51.122948, cost_time=0:00:05.775575 2021-04-15 05:42:03,107 INFO : TRAIN, epoch=0144, iter=00030/00196, fetch data time cost=1.37ms, fps=911 images/s, loss=0.0767, top1-acc=98.14%, top5-acc=99.97%, remaining_time=0:00:47.504386, arrival_time=2021-04-15 05:42:50.611788, cost_time=0:00:08.585138 2021-04-15 05:42:05,920 INFO : TRAIN, epoch=0144, iter=00040/00196, fetch data time cost=1.34ms, fps=910 images/s, loss=0.0738, top1-acc=98.23%, top5-acc=99.98%, remaining_time=0:00:44.452044, arrival_time=2021-04-15 05:42:50.372281, cost_time=0:00:11.397973 2021-04-15 05:42:08,734 INFO : TRAIN, epoch=0144, iter=00050/00196, fetch data time cost=1.55ms, fps=910 images/s, loss=0.0726, top1-acc=98.28%, top5-acc=99.98%, remaining_time=0:00:41.499040, arrival_time=2021-04-15 05:42:50.233308, cost_time=0:00:14.212011 2021-04-15 05:42:11,555 INFO : TRAIN, epoch=0144, iter=00060/00196, fetch data time cost=1.27ms, fps=908 images/s, loss=0.0700, top1-acc=98.41%, top5-acc=99.99%, remaining_time=0:00:38.607408, arrival_time=2021-04-15 05:42:50.162357, cost_time=0:00:17.032689 2021-04-15 05:42:14,366 INFO : TRAIN, epoch=0144, iter=00070/00196, fetch data time cost=1.35ms, fps=911 images/s, loss=0.0685, top1-acc=98.49%, top5-acc=99.99%, remaining_time=0:00:35.720118, arrival_time=2021-04-15 05:42:50.087024, cost_time=0:00:19.844516 2021-04-15 05:42:17,179 INFO : TRAIN, epoch=0144, iter=00080/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.0673, top1-acc=98.53%, top5-acc=99.99%, remaining_time=0:00:32.853056, arrival_time=2021-04-15 05:42:50.032616, cost_time=0:00:22.657303 2021-04-15 05:42:19,994 INFO : TRAIN, epoch=0144, iter=00090/00196, fetch data time cost=1.26ms, fps=909 images/s, loss=0.0675, top1-acc=98.51%, top5-acc=99.98%, remaining_time=0:00:30.000862, arrival_time=2021-04-15 05:42:49.995553, cost_time=0:00:25.472406 2021-04-15 05:42:22,806 INFO : TRAIN, epoch=0144, iter=00100/00196, fetch data time cost=1.30ms, fps=911 images/s, loss=0.0673, top1-acc=98.53%, top5-acc=99.98%, remaining_time=0:00:27.152832, arrival_time=2021-04-15 05:42:49.959274, cost_time=0:00:28.284190 2021-04-15 05:42:25,618 INFO : TRAIN, epoch=0144, iter=00110/00196, fetch data time cost=1.28ms, fps=911 images/s, loss=0.0668, top1-acc=98.54%, top5-acc=99.98%, remaining_time=0:00:24.311254, arrival_time=2021-04-15 05:42:49.929290, cost_time=0:00:31.095764 2021-04-15 05:42:28,429 INFO : TRAIN, epoch=0144, iter=00120/00196, fetch data time cost=1.26ms, fps=911 images/s, loss=0.0667, top1-acc=98.53%, top5-acc=99.98%, remaining_time=0:00:21.474560, arrival_time=2021-04-15 05:42:49.904008, cost_time=0:00:33.907190 2021-04-15 05:42:31,238 INFO : TRAIN, epoch=0144, iter=00130/00196, fetch data time cost=1.36ms, fps=911 images/s, loss=0.0662, top1-acc=98.53%, top5-acc=99.98%, remaining_time=0:00:18.640578, arrival_time=2021-04-15 05:42:49.879146, cost_time=0:00:36.716310 2021-04-15 05:42:34,051 INFO : TRAIN, epoch=0144, iter=00140/00196, fetch data time cost=1.21ms, fps=910 images/s, loss=0.0664, top1-acc=98.51%, top5-acc=99.98%, remaining_time=0:00:15.811600, arrival_time=2021-04-15 05:42:49.862860, cost_time=0:00:39.528999 2021-04-15 05:42:36,864 INFO : TRAIN, epoch=0144, iter=00150/00196, fetch data time cost=1.38ms, fps=910 images/s, loss=0.0672, top1-acc=98.48%, top5-acc=99.98%, remaining_time=0:00:12.985064, arrival_time=2021-04-15 05:42:49.849900, cost_time=0:00:42.342581 2021-04-15 05:42:39,675 INFO : TRAIN, epoch=0144, iter=00160/00196, fetch data time cost=1.19ms, fps=911 images/s, loss=0.0677, top1-acc=98.47%, top5-acc=99.98%, remaining_time=0:00:10.159380, arrival_time=2021-04-15 05:42:49.834498, cost_time=0:00:45.152856 2021-04-15 05:42:42,485 INFO : TRAIN, epoch=0144, iter=00170/00196, fetch data time cost=1.43ms, fps=911 images/s, loss=0.0676, top1-acc=98.48%, top5-acc=99.98%, remaining_time=0:00:07.335536, arrival_time=2021-04-15 05:42:49.820872, cost_time=0:00:47.963077 2021-04-15 05:42:45,294 INFO : TRAIN, epoch=0144, iter=00180/00196, fetch data time cost=1.29ms, fps=911 images/s, loss=0.0676, top1-acc=98.48%, top5-acc=99.98%, remaining_time=0:00:04.513088, arrival_time=2021-04-15 05:42:49.807673, cost_time=0:00:50.772317 2021-04-15 05:42:48,106 INFO : TRAIN, epoch=0144, iter=00190/00196, fetch data time cost=1.01ms, fps=911 images/s, loss=0.0680, top1-acc=98.45%, top5-acc=99.98%, remaining_time=0:00:01.692132, arrival_time=2021-04-15 05:42:49.798637, cost_time=0:00:53.584247 2021-04-15 05:42:49,621 INFO : TRAIN, epoch=0144, iter=00196/00196, fetch data time cost=1.10ms, fps=898 images/s, loss=0.0682, top1-acc=98.46%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 05:42:49.621003, cost_time=0:00:55.098763 2021-04-15 05:42:50,506 INFO : EVAL, epoch=0144, iter=00010/00040, fetch data time cost=0.17ms, fps=2897 images/s, loss=1.2589, top1-acc=70.74%, top5-acc=90.55%, remaining_time=0:00:02.650770, arrival_time=2021-04-15 05:42:53.156945, cost_time=0:00:00.883593 2021-04-15 05:42:51,281 INFO : EVAL, epoch=0144, iter=00020/00040, fetch data time cost=1.48ms, fps=3304 images/s, loss=1.2503, top1-acc=70.66%, top5-acc=91.19%, remaining_time=0:00:01.658860, arrival_time=2021-04-15 05:42:52.940285, cost_time=0:00:01.658862 2021-04-15 05:42:52,055 INFO : EVAL, epoch=0144, iter=00030/00040, fetch data time cost=1.17ms, fps=3308 images/s, loss=1.2639, top1-acc=70.46%, top5-acc=91.03%, remaining_time=0:00:00.811060, arrival_time=2021-04-15 05:42:52.866805, cost_time=0:00:02.433170 2021-04-15 05:42:52,766 INFO : EVAL, epoch=0144, iter=00040/00040, fetch data time cost=0.05ms, fps=3266 images/s, loss=1.2968, top1-acc=70.25%, top5-acc=91.01%, remaining_time=0:00:00, arrival_time=2021-04-15 05:42:52.766395, cost_time=0:00:03.143849 2021-04-15 05:42:53,684 INFO : Epoch=0144 complete, best val top1-acc=70.25%, top5-acc=91.01% (epoch=144), remaining_time=0:54:56.753656, arrival_time=2021-04-15 06:37:50.437872, cost_time=2:21:17.366606 2021-04-15 05:42:53,685 INFO : Train start, epoch=0145, lr=0.018129 2021-04-15 05:42:56,665 INFO : TRAIN, epoch=0145, iter=00010/00196, fetch data time cost=1.33ms, fps=859 images/s, loss=0.0625, top1-acc=98.40%, top5-acc=100.00%, remaining_time=0:00:55.429674, arrival_time=2021-04-15 05:43:52.095377, cost_time=0:00:02.980089 2021-04-15 05:42:59,483 INFO : TRAIN, epoch=0145, iter=00020/00196, fetch data time cost=1.46ms, fps=909 images/s, loss=0.0645, top1-acc=98.38%, top5-acc=100.00%, remaining_time=0:00:51.022752, arrival_time=2021-04-15 05:43:50.506503, cost_time=0:00:05.798040 2021-04-15 05:43:02,301 INFO : TRAIN, epoch=0145, iter=00030/00196, fetch data time cost=1.29ms, fps=909 images/s, loss=0.0638, top1-acc=98.50%, top5-acc=100.00%, remaining_time=0:00:47.676196, arrival_time=2021-04-15 05:43:49.978084, cost_time=0:00:08.616186 2021-04-15 05:43:05,113 INFO : TRAIN, epoch=0145, iter=00040/00196, fetch data time cost=1.39ms, fps=911 images/s, loss=0.0645, top1-acc=98.49%, top5-acc=100.00%, remaining_time=0:00:44.566860, arrival_time=2021-04-15 05:43:49.679957, cost_time=0:00:11.427405 2021-04-15 05:43:07,923 INFO : TRAIN, epoch=0145, iter=00050/00196, fetch data time cost=1.27ms, fps=911 images/s, loss=0.0637, top1-acc=98.48%, top5-acc=100.00%, remaining_time=0:00:41.574814, arrival_time=2021-04-15 05:43:49.498362, cost_time=0:00:14.237932 2021-04-15 05:43:10,735 INFO : TRAIN, epoch=0145, iter=00060/00196, fetch data time cost=1.43ms, fps=911 images/s, loss=0.0644, top1-acc=98.48%, top5-acc=100.00%, remaining_time=0:00:38.645352, arrival_time=2021-04-15 05:43:49.380485, cost_time=0:00:17.049442 2021-04-15 05:43:13,541 INFO : TRAIN, epoch=0145, iter=00070/00196, fetch data time cost=1.23ms, fps=913 images/s, loss=0.0635, top1-acc=98.52%, top5-acc=100.00%, remaining_time=0:00:35.739648, arrival_time=2021-04-15 05:43:49.280636, cost_time=0:00:19.855369 2021-04-15 05:43:16,353 INFO : TRAIN, epoch=0145, iter=00080/00196, fetch data time cost=1.38ms, fps=910 images/s, loss=0.0632, top1-acc=98.50%, top5-acc=100.00%, remaining_time=0:00:32.868020, arrival_time=2021-04-15 05:43:49.221211, cost_time=0:00:22.667572 2021-04-15 05:43:19,167 INFO : TRAIN, epoch=0145, iter=00090/00196, fetch data time cost=1.33ms, fps=910 images/s, loss=0.0624, top1-acc=98.55%, top5-acc=100.00%, remaining_time=0:00:30.011568, arrival_time=2021-04-15 05:43:49.178727, cost_time=0:00:25.481547 2021-04-15 05:43:21,977 INFO : TRAIN, epoch=0145, iter=00100/00196, fetch data time cost=1.43ms, fps=911 images/s, loss=0.0621, top1-acc=98.56%, top5-acc=99.99%, remaining_time=0:00:27.159840, arrival_time=2021-04-15 05:43:49.137042, cost_time=0:00:28.291500 2021-04-15 05:43:24,784 INFO : TRAIN, epoch=0145, iter=00110/00196, fetch data time cost=1.35ms, fps=912 images/s, loss=0.0621, top1-acc=98.56%, top5-acc=99.99%, remaining_time=0:00:24.313748, arrival_time=2021-04-15 05:43:49.098366, cost_time=0:00:31.098941 2021-04-15 05:43:27,596 INFO : TRAIN, epoch=0145, iter=00120/00196, fetch data time cost=1.41ms, fps=911 images/s, loss=0.0619, top1-acc=98.54%, top5-acc=99.99%, remaining_time=0:00:21.476536, arrival_time=2021-04-15 05:43:49.072515, cost_time=0:00:33.910360 2021-04-15 05:43:30,411 INFO : TRAIN, epoch=0145, iter=00130/00196, fetch data time cost=1.29ms, fps=909 images/s, loss=0.0613, top1-acc=98.56%, top5-acc=99.99%, remaining_time=0:00:18.645264, arrival_time=2021-04-15 05:43:49.056438, cost_time=0:00:36.725556 2021-04-15 05:43:33,223 INFO : TRAIN, epoch=0145, iter=00140/00196, fetch data time cost=1.39ms, fps=910 images/s, loss=0.0611, top1-acc=98.57%, top5-acc=99.99%, remaining_time=0:00:15.815016, arrival_time=2021-04-15 05:43:49.038199, cost_time=0:00:39.537576 2021-04-15 05:43:36,039 INFO : TRAIN, epoch=0145, iter=00150/00196, fetch data time cost=1.18ms, fps=909 images/s, loss=0.0612, top1-acc=98.57%, top5-acc=99.99%, remaining_time=0:00:12.988376, arrival_time=2021-04-15 05:43:49.027467, cost_time=0:00:42.353473 2021-04-15 05:43:38,847 INFO : TRAIN, epoch=0145, iter=00160/00196, fetch data time cost=1.38ms, fps=912 images/s, loss=0.0610, top1-acc=98.58%, top5-acc=99.99%, remaining_time=0:00:10.161468, arrival_time=2021-04-15 05:43:49.009201, cost_time=0:00:45.162128 2021-04-15 05:43:41,659 INFO : TRAIN, epoch=0145, iter=00170/00196, fetch data time cost=1.22ms, fps=910 images/s, loss=0.0610, top1-acc=98.59%, top5-acc=99.99%, remaining_time=0:00:07.337226, arrival_time=2021-04-15 05:43:48.996985, cost_time=0:00:47.974141 2021-04-15 05:43:44,468 INFO : TRAIN, epoch=0145, iter=00180/00196, fetch data time cost=1.41ms, fps=912 images/s, loss=0.0611, top1-acc=98.59%, top5-acc=99.99%, remaining_time=0:00:04.514048, arrival_time=2021-04-15 05:43:48.982620, cost_time=0:00:50.782957 2021-04-15 05:43:47,290 INFO : TRAIN, epoch=0145, iter=00190/00196, fetch data time cost=1.38ms, fps=907 images/s, loss=0.0616, top1-acc=98.57%, top5-acc=99.99%, remaining_time=0:00:01.692774, arrival_time=2021-04-15 05:43:48.983091, cost_time=0:00:53.604586 2021-04-15 05:43:48,804 INFO : TRAIN, epoch=0145, iter=00196/00196, fetch data time cost=1.26ms, fps=899 images/s, loss=0.0616, top1-acc=98.57%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 05:43:48.804192, cost_time=0:00:55.118593 2021-04-15 05:43:49,694 INFO : EVAL, epoch=0145, iter=00010/00040, fetch data time cost=2.22ms, fps=2880 images/s, loss=1.2157, top1-acc=70.51%, top5-acc=91.45%, remaining_time=0:00:02.666610, arrival_time=2021-04-15 05:43:52.361227, cost_time=0:00:00.888874 2021-04-15 05:43:50,470 INFO : EVAL, epoch=0145, iter=00020/00040, fetch data time cost=1.51ms, fps=3300 images/s, loss=1.2388, top1-acc=70.37%, top5-acc=91.37%, remaining_time=0:00:01.665060, arrival_time=2021-04-15 05:43:52.135892, cost_time=0:00:01.665053 2021-04-15 05:43:51,249 INFO : EVAL, epoch=0145, iter=00030/00040, fetch data time cost=1.30ms, fps=3290 images/s, loss=1.2647, top1-acc=69.95%, top5-acc=91.32%, remaining_time=0:00:00.814530, arrival_time=2021-04-15 05:43:52.063889, cost_time=0:00:02.443585 2021-04-15 05:43:51,958 INFO : EVAL, epoch=0145, iter=00040/00040, fetch data time cost=0.06ms, fps=3275 images/s, loss=1.2510, top1-acc=70.43%, top5-acc=91.29%, remaining_time=0:00:00, arrival_time=2021-04-15 05:43:51.958129, cost_time=0:00:03.152382 2021-04-15 05:43:52,845 INFO : Epoch=0145 complete, best val top1-acc=70.43%, top5-acc=91.29% (epoch=145), remaining_time=0:53:57.993055, arrival_time=2021-04-15 06:37:50.837875, cost_time=2:22:16.527208 2021-04-15 05:43:52,846 INFO : Train start, epoch=0146, lr=0.017528 2021-04-15 05:43:55,817 INFO : TRAIN, epoch=0146, iter=00010/00196, fetch data time cost=1.22ms, fps=862 images/s, loss=0.0502, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:55.257810, arrival_time=2021-04-15 05:44:51.074928, cost_time=0:00:02.970849 2021-04-15 05:43:58,629 INFO : TRAIN, epoch=0146, iter=00020/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.0541, top1-acc=98.96%, top5-acc=100.00%, remaining_time=0:00:50.890928, arrival_time=2021-04-15 05:44:49.520249, cost_time=0:00:05.783065 2021-04-15 05:44:01,443 INFO : TRAIN, epoch=0146, iter=00030/00196, fetch data time cost=1.21ms, fps=910 images/s, loss=0.0537, top1-acc=98.89%, top5-acc=100.00%, remaining_time=0:00:47.568628, arrival_time=2021-04-15 05:44:49.011627, cost_time=0:00:08.596729 2021-04-15 05:44:04,243 INFO : TRAIN, epoch=0146, iter=00040/00196, fetch data time cost=1.31ms, fps=914 images/s, loss=0.0561, top1-acc=98.76%, top5-acc=99.99%, remaining_time=0:00:44.448612, arrival_time=2021-04-15 05:44:48.691959, cost_time=0:00:11.397088 2021-04-15 05:44:07,045 INFO : TRAIN, epoch=0146, iter=00050/00196, fetch data time cost=1.31ms, fps=914 images/s, loss=0.0568, top1-acc=98.78%, top5-acc=99.99%, remaining_time=0:00:41.461956, arrival_time=2021-04-15 05:44:48.507509, cost_time=0:00:14.199300 2021-04-15 05:44:09,850 INFO : TRAIN, epoch=0146, iter=00060/00196, fetch data time cost=1.20ms, fps=913 images/s, loss=0.0558, top1-acc=98.82%, top5-acc=99.99%, remaining_time=0:00:38.543624, arrival_time=2021-04-15 05:44:48.394413, cost_time=0:00:17.004526 2021-04-15 05:44:12,653 INFO : TRAIN, epoch=0146, iter=00070/00196, fetch data time cost=1.32ms, fps=914 images/s, loss=0.0552, top1-acc=98.84%, top5-acc=99.99%, remaining_time=0:00:35.652078, arrival_time=2021-04-15 05:44:48.305075, cost_time=0:00:19.806733 2021-04-15 05:44:15,465 INFO : TRAIN, epoch=0146, iter=00080/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=0.0551, top1-acc=98.81%, top5-acc=99.99%, remaining_time=0:00:32.797608, arrival_time=2021-04-15 05:44:48.262892, cost_time=0:00:22.619015 2021-04-15 05:44:18,279 INFO : TRAIN, epoch=0146, iter=00090/00196, fetch data time cost=1.36ms, fps=910 images/s, loss=0.0556, top1-acc=98.79%, top5-acc=99.99%, remaining_time=0:00:29.954540, arrival_time=2021-04-15 05:44:48.233925, cost_time=0:00:25.433113 2021-04-15 05:44:21,090 INFO : TRAIN, epoch=0146, iter=00100/00196, fetch data time cost=1.37ms, fps=911 images/s, loss=0.0552, top1-acc=98.81%, top5-acc=99.99%, remaining_time=0:00:27.114432, arrival_time=2021-04-15 05:44:48.204901, cost_time=0:00:28.244204 2021-04-15 05:44:23,903 INFO : TRAIN, epoch=0146, iter=00110/00196, fetch data time cost=1.38ms, fps=910 images/s, loss=0.0552, top1-acc=98.79%, top5-acc=99.99%, remaining_time=0:00:24.280810, arrival_time=2021-04-15 05:44:48.183911, cost_time=0:00:31.056833 2021-04-15 05:44:26,715 INFO : TRAIN, epoch=0146, iter=00120/00196, fetch data time cost=1.24ms, fps=910 images/s, loss=0.0551, top1-acc=98.80%, top5-acc=99.99%, remaining_time=0:00:21.450620, arrival_time=2021-04-15 05:44:48.166269, cost_time=0:00:33.869381 2021-04-15 05:44:29,528 INFO : TRAIN, epoch=0146, iter=00130/00196, fetch data time cost=1.41ms, fps=910 images/s, loss=0.0552, top1-acc=98.81%, top5-acc=99.99%, remaining_time=0:00:18.623220, arrival_time=2021-04-15 05:44:48.151536, cost_time=0:00:36.682061 2021-04-15 05:44:32,337 INFO : TRAIN, epoch=0146, iter=00140/00196, fetch data time cost=1.27ms, fps=912 images/s, loss=0.0553, top1-acc=98.81%, top5-acc=99.99%, remaining_time=0:00:15.796256, arrival_time=2021-04-15 05:44:48.133274, cost_time=0:00:39.490689 2021-04-15 05:44:35,147 INFO : TRAIN, epoch=0146, iter=00150/00196, fetch data time cost=1.36ms, fps=912 images/s, loss=0.0557, top1-acc=98.80%, top5-acc=99.99%, remaining_time=0:00:12.972276, arrival_time=2021-04-15 05:44:48.119458, cost_time=0:00:42.300876 2021-04-15 05:44:37,963 INFO : TRAIN, epoch=0146, iter=00160/00196, fetch data time cost=1.30ms, fps=909 images/s, loss=0.0560, top1-acc=98.80%, top5-acc=99.99%, remaining_time=0:00:10.151424, arrival_time=2021-04-15 05:44:48.115178, cost_time=0:00:45.117495 2021-04-15 05:44:40,777 INFO : TRAIN, epoch=0146, iter=00170/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.0561, top1-acc=98.78%, top5-acc=99.99%, remaining_time=0:00:07.330622, arrival_time=2021-04-15 05:44:48.107817, cost_time=0:00:47.930912 2021-04-15 05:44:43,589 INFO : TRAIN, epoch=0146, iter=00180/00196, fetch data time cost=1.51ms, fps=910 images/s, loss=0.0564, top1-acc=98.77%, top5-acc=99.99%, remaining_time=0:00:04.510512, arrival_time=2021-04-15 05:44:48.100064, cost_time=0:00:50.743288 2021-04-15 05:44:46,403 INFO : TRAIN, epoch=0146, iter=00190/00196, fetch data time cost=1.01ms, fps=910 images/s, loss=0.0568, top1-acc=98.76%, top5-acc=99.99%, remaining_time=0:00:01.691286, arrival_time=2021-04-15 05:44:48.094982, cost_time=0:00:53.557432 2021-04-15 05:44:47,913 INFO : TRAIN, epoch=0146, iter=00196/00196, fetch data time cost=1.16ms, fps=901 images/s, loss=0.0575, top1-acc=98.75%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 05:44:47.913222, cost_time=0:00:55.066981 2021-04-15 05:44:48,802 INFO : EVAL, epoch=0146, iter=00010/00040, fetch data time cost=1.24ms, fps=2882 images/s, loss=1.2567, top1-acc=71.21%, top5-acc=90.98%, remaining_time=0:00:02.664360, arrival_time=2021-04-15 05:44:51.467207, cost_time=0:00:00.888118 2021-04-15 05:44:49,578 INFO : EVAL, epoch=0146, iter=00020/00040, fetch data time cost=1.27ms, fps=3302 images/s, loss=1.2345, top1-acc=71.31%, top5-acc=91.05%, remaining_time=0:00:01.663800, arrival_time=2021-04-15 05:44:51.242336, cost_time=0:00:01.663793 2021-04-15 05:44:50,353 INFO : EVAL, epoch=0146, iter=00030/00040, fetch data time cost=1.38ms, fps=3304 images/s, loss=1.2587, top1-acc=71.08%, top5-acc=91.05%, remaining_time=0:00:00.813020, arrival_time=2021-04-15 05:44:51.166789, cost_time=0:00:02.439047 2021-04-15 05:44:51,060 INFO : EVAL, epoch=0146, iter=00040/00040, fetch data time cost=0.05ms, fps=3282 images/s, loss=1.2651, top1-acc=71.06%, top5-acc=91.04%, remaining_time=0:00:00, arrival_time=2021-04-15 05:44:51.060947, cost_time=0:00:03.146237 2021-04-15 05:44:51,920 INFO : Epoch=0146 complete, best val top1-acc=71.06%, top5-acc=91.04% (epoch=146), remaining_time=0:52:59.195406, arrival_time=2021-04-15 06:37:51.115420, cost_time=2:23:15.602399 2021-04-15 05:44:51,921 INFO : Train start, epoch=0147, lr=0.016934 2021-04-15 05:44:54,907 INFO : TRAIN, epoch=0147, iter=00010/00196, fetch data time cost=1.33ms, fps=857 images/s, loss=0.0591, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:55.541274, arrival_time=2021-04-15 05:45:50.449013, cost_time=0:00:02.986087 2021-04-15 05:44:57,722 INFO : TRAIN, epoch=0147, iter=00020/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.0550, top1-acc=98.89%, top5-acc=100.00%, remaining_time=0:00:51.044048, arrival_time=2021-04-15 05:45:48.766147, cost_time=0:00:05.800468 2021-04-15 05:45:00,538 INFO : TRAIN, epoch=0147, iter=00030/00196, fetch data time cost=1.29ms, fps=909 images/s, loss=0.0526, top1-acc=98.97%, top5-acc=100.00%, remaining_time=0:00:47.679848, arrival_time=2021-04-15 05:45:48.218354, cost_time=0:00:08.616854 2021-04-15 05:45:03,346 INFO : TRAIN, epoch=0147, iter=00040/00196, fetch data time cost=1.32ms, fps=912 images/s, loss=0.0516, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:44.555628, arrival_time=2021-04-15 05:45:47.901798, cost_time=0:00:11.424524 2021-04-15 05:45:06,155 INFO : TRAIN, epoch=0147, iter=00050/00196, fetch data time cost=1.20ms, fps=911 images/s, loss=0.0509, top1-acc=98.96%, top5-acc=100.00%, remaining_time=0:00:41.561966, arrival_time=2021-04-15 05:45:47.717187, cost_time=0:00:14.233565 2021-04-15 05:45:08,968 INFO : TRAIN, epoch=0147, iter=00060/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.0503, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:00:38.639504, arrival_time=2021-04-15 05:45:47.607990, cost_time=0:00:17.046828 2021-04-15 05:45:11,778 INFO : TRAIN, epoch=0147, iter=00070/00196, fetch data time cost=1.36ms, fps=911 images/s, loss=0.0482, top1-acc=99.06%, top5-acc=100.00%, remaining_time=0:00:35.742042, arrival_time=2021-04-15 05:45:47.520395, cost_time=0:00:19.856713 2021-04-15 05:45:14,594 INFO : TRAIN, epoch=0147, iter=00080/00196, fetch data time cost=1.19ms, fps=909 images/s, loss=0.0485, top1-acc=99.01%, top5-acc=100.00%, remaining_time=0:00:32.875792, arrival_time=2021-04-15 05:45:47.470403, cost_time=0:00:22.672964 2021-04-15 05:45:17,404 INFO : TRAIN, epoch=0147, iter=00090/00196, fetch data time cost=1.39ms, fps=911 images/s, loss=0.0491, top1-acc=98.99%, top5-acc=100.00%, remaining_time=0:00:30.013476, arrival_time=2021-04-15 05:45:47.418284, cost_time=0:00:25.483167 2021-04-15 05:45:20,217 INFO : TRAIN, epoch=0147, iter=00100/00196, fetch data time cost=1.55ms, fps=910 images/s, loss=0.0497, top1-acc=98.96%, top5-acc=100.00%, remaining_time=0:00:27.164256, arrival_time=2021-04-15 05:45:47.382103, cost_time=0:00:28.296134 2021-04-15 05:45:23,032 INFO : TRAIN, epoch=0147, iter=00110/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.0505, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:24.322864, arrival_time=2021-04-15 05:45:47.355187, cost_time=0:00:31.110679 2021-04-15 05:45:25,841 INFO : TRAIN, epoch=0147, iter=00120/00196, fetch data time cost=1.31ms, fps=912 images/s, loss=0.0511, top1-acc=98.93%, top5-acc=100.00%, remaining_time=0:00:21.482236, arrival_time=2021-04-15 05:45:47.323170, cost_time=0:00:33.919273 2021-04-15 05:45:28,651 INFO : TRAIN, epoch=0147, iter=00130/00196, fetch data time cost=1.20ms, fps=911 images/s, loss=0.0521, top1-acc=98.90%, top5-acc=100.00%, remaining_time=0:00:18.647574, arrival_time=2021-04-15 05:45:47.299313, cost_time=0:00:36.730093 2021-04-15 05:45:31,461 INFO : TRAIN, epoch=0147, iter=00140/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.0527, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:00:15.815800, arrival_time=2021-04-15 05:45:47.277001, cost_time=0:00:39.539544 2021-04-15 05:45:34,269 INFO : TRAIN, epoch=0147, iter=00150/00196, fetch data time cost=1.25ms, fps=912 images/s, loss=0.0533, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:00:12.986812, arrival_time=2021-04-15 05:45:47.256743, cost_time=0:00:42.348280 2021-04-15 05:45:37,083 INFO : TRAIN, epoch=0147, iter=00160/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.0530, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:00:10.161396, arrival_time=2021-04-15 05:45:47.244790, cost_time=0:00:45.161757 2021-04-15 05:45:39,900 INFO : TRAIN, epoch=0147, iter=00170/00196, fetch data time cost=1.25ms, fps=909 images/s, loss=0.0536, top1-acc=98.85%, top5-acc=100.00%, remaining_time=0:00:07.337902, arrival_time=2021-04-15 05:45:47.238149, cost_time=0:00:47.978599 2021-04-15 05:45:42,711 INFO : TRAIN, epoch=0147, iter=00180/00196, fetch data time cost=1.22ms, fps=911 images/s, loss=0.0533, top1-acc=98.86%, top5-acc=100.00%, remaining_time=0:00:04.514640, arrival_time=2021-04-15 05:45:47.226037, cost_time=0:00:50.789743 2021-04-15 05:45:45,523 INFO : TRAIN, epoch=0147, iter=00190/00196, fetch data time cost=1.17ms, fps=910 images/s, loss=0.0534, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:00:01.692690, arrival_time=2021-04-15 05:45:47.216167, cost_time=0:00:53.601833 2021-04-15 05:45:47,037 INFO : TRAIN, epoch=0147, iter=00196/00196, fetch data time cost=1.06ms, fps=899 images/s, loss=0.0535, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 05:45:47.037152, cost_time=0:00:55.115513 2021-04-15 05:45:47,921 INFO : EVAL, epoch=0147, iter=00010/00040, fetch data time cost=0.17ms, fps=2899 images/s, loss=1.2760, top1-acc=70.20%, top5-acc=91.21%, remaining_time=0:00:02.649360, arrival_time=2021-04-15 05:45:50.571271, cost_time=0:00:00.883124 2021-04-15 05:45:48,696 INFO : EVAL, epoch=0147, iter=00020/00040, fetch data time cost=1.17ms, fps=3306 images/s, loss=1.2595, top1-acc=70.66%, top5-acc=91.56%, remaining_time=0:00:01.657880, arrival_time=2021-04-15 05:45:50.354532, cost_time=0:00:01.657870 2021-04-15 05:45:49,471 INFO : EVAL, epoch=0147, iter=00030/00040, fetch data time cost=1.41ms, fps=3306 images/s, loss=1.2419, top1-acc=70.92%, top5-acc=91.55%, remaining_time=0:00:00.810870, arrival_time=2021-04-15 05:45:50.282256, cost_time=0:00:02.432603 2021-04-15 05:45:50,179 INFO : EVAL, epoch=0147, iter=00040/00040, fetch data time cost=0.05ms, fps=3276 images/s, loss=1.2328, top1-acc=70.94%, top5-acc=91.56%, remaining_time=0:00:00, arrival_time=2021-04-15 05:45:50.179907, cost_time=0:00:03.141139 2021-04-15 05:45:50,696 INFO : Epoch=0147 complete, best val top1-acc=71.06%, top5-acc=91.04% (epoch=146), remaining_time=0:52:00.286172, arrival_time=2021-04-15 06:37:50.982377, cost_time=2:24:14.378567 2021-04-15 05:45:50,697 INFO : Train start, epoch=0148, lr=0.016349 2021-04-15 05:45:53,664 INFO : TRAIN, epoch=0148, iter=00010/00196, fetch data time cost=1.48ms, fps=863 images/s, loss=0.0533, top1-acc=98.87%, top5-acc=99.96%, remaining_time=0:00:55.184340, arrival_time=2021-04-15 05:46:48.848899, cost_time=0:00:02.966900 2021-04-15 05:45:56,490 INFO : TRAIN, epoch=0148, iter=00020/00196, fetch data time cost=1.52ms, fps=906 images/s, loss=0.0512, top1-acc=98.98%, top5-acc=99.98%, remaining_time=0:00:50.973120, arrival_time=2021-04-15 05:46:47.463250, cost_time=0:00:05.792402 2021-04-15 05:45:59,303 INFO : TRAIN, epoch=0148, iter=00030/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.0514, top1-acc=98.89%, top5-acc=99.99%, remaining_time=0:00:47.620420, arrival_time=2021-04-15 05:46:46.924284, cost_time=0:00:08.606113 2021-04-15 05:46:02,120 INFO : TRAIN, epoch=0148, iter=00040/00196, fetch data time cost=1.31ms, fps=909 images/s, loss=0.0498, top1-acc=98.95%, top5-acc=99.99%, remaining_time=0:00:44.548140, arrival_time=2021-04-15 05:46:46.668447, cost_time=0:00:11.422588 2021-04-15 05:46:04,930 INFO : TRAIN, epoch=0148, iter=00050/00196, fetch data time cost=1.19ms, fps=911 images/s, loss=0.0498, top1-acc=98.94%, top5-acc=99.99%, remaining_time=0:00:41.559484, arrival_time=2021-04-15 05:46:46.489822, cost_time=0:00:14.232685 2021-04-15 05:46:07,743 INFO : TRAIN, epoch=0148, iter=00060/00196, fetch data time cost=3.99ms, fps=910 images/s, loss=0.0488, top1-acc=98.99%, top5-acc=99.99%, remaining_time=0:00:38.636648, arrival_time=2021-04-15 05:46:46.379954, cost_time=0:00:17.045577 2021-04-15 05:46:10,558 INFO : TRAIN, epoch=0148, iter=00070/00196, fetch data time cost=1.26ms, fps=910 images/s, loss=0.0486, top1-acc=99.00%, top5-acc=99.99%, remaining_time=0:00:35.748846, arrival_time=2021-04-15 05:46:46.306946, cost_time=0:00:19.860438 2021-04-15 05:46:13,374 INFO : TRAIN, epoch=0148, iter=00080/00196, fetch data time cost=1.34ms, fps=909 images/s, loss=0.0477, top1-acc=99.03%, top5-acc=100.00%, remaining_time=0:00:32.880780, arrival_time=2021-04-15 05:46:46.254820, cost_time=0:00:22.676384 2021-04-15 05:46:16,184 INFO : TRAIN, epoch=0148, iter=00090/00196, fetch data time cost=1.30ms, fps=911 images/s, loss=0.0468, top1-acc=99.05%, top5-acc=100.00%, remaining_time=0:00:30.017822, arrival_time=2021-04-15 05:46:46.202318, cost_time=0:00:25.486848 2021-04-15 05:46:18,998 INFO : TRAIN, epoch=0148, iter=00100/00196, fetch data time cost=1.82ms, fps=910 images/s, loss=0.0463, top1-acc=99.04%, top5-acc=100.00%, remaining_time=0:00:27.168288, arrival_time=2021-04-15 05:46:46.166346, cost_time=0:00:28.300329 2021-04-15 05:46:21,807 INFO : TRAIN, epoch=0148, iter=00110/00196, fetch data time cost=1.37ms, fps=911 images/s, loss=0.0468, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:24.322090, arrival_time=2021-04-15 05:46:46.129378, cost_time=0:00:31.109647 2021-04-15 05:46:24,613 INFO : TRAIN, epoch=0148, iter=00120/00196, fetch data time cost=1.35ms, fps=912 images/s, loss=0.0472, top1-acc=99.00%, top5-acc=99.99%, remaining_time=0:00:21.480184, arrival_time=2021-04-15 05:46:46.093939, cost_time=0:00:33.916101 2021-04-15 05:46:27,418 INFO : TRAIN, epoch=0148, iter=00130/00196, fetch data time cost=1.29ms, fps=913 images/s, loss=0.0474, top1-acc=99.00%, top5-acc=99.99%, remaining_time=0:00:18.642822, arrival_time=2021-04-15 05:46:46.061146, cost_time=0:00:36.720676 2021-04-15 05:46:30,232 INFO : TRAIN, epoch=0148, iter=00140/00196, fetch data time cost=1.45ms, fps=910 images/s, loss=0.0476, top1-acc=99.00%, top5-acc=99.99%, remaining_time=0:00:15.814064, arrival_time=2021-04-15 05:46:46.046914, cost_time=0:00:39.535198 2021-04-15 05:46:33,048 INFO : TRAIN, epoch=0148, iter=00150/00196, fetch data time cost=1.36ms, fps=909 images/s, loss=0.0476, top1-acc=98.99%, top5-acc=99.99%, remaining_time=0:00:12.987686, arrival_time=2021-04-15 05:46:46.036491, cost_time=0:00:42.351155 2021-04-15 05:46:35,860 INFO : TRAIN, epoch=0148, iter=00160/00196, fetch data time cost=1.51ms, fps=911 images/s, loss=0.0479, top1-acc=98.99%, top5-acc=100.00%, remaining_time=0:00:10.161684, arrival_time=2021-04-15 05:46:46.022446, cost_time=0:00:45.163109 2021-04-15 05:46:38,675 INFO : TRAIN, epoch=0148, iter=00170/00196, fetch data time cost=1.39ms, fps=910 images/s, loss=0.0476, top1-acc=99.01%, top5-acc=100.00%, remaining_time=0:00:07.337720, arrival_time=2021-04-15 05:46:46.012859, cost_time=0:00:47.977485 2021-04-15 05:46:41,491 INFO : TRAIN, epoch=0148, iter=00180/00196, fetch data time cost=1.39ms, fps=909 images/s, loss=0.0475, top1-acc=99.00%, top5-acc=100.00%, remaining_time=0:00:04.514960, arrival_time=2021-04-15 05:46:46.005969, cost_time=0:00:50.793354 2021-04-15 05:46:44,310 INFO : TRAIN, epoch=0148, iter=00190/00196, fetch data time cost=1.12ms, fps=908 images/s, loss=0.0476, top1-acc=98.99%, top5-acc=99.99%, remaining_time=0:00:01.693026, arrival_time=2021-04-15 05:46:46.003305, cost_time=0:00:53.612554 2021-04-15 05:46:45,822 INFO : TRAIN, epoch=0148, iter=00196/00196, fetch data time cost=1.03ms, fps=900 images/s, loss=0.0476, top1-acc=98.99%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 05:46:45.822104, cost_time=0:00:55.124468 2021-04-15 05:46:46,729 INFO : EVAL, epoch=0148, iter=00010/00040, fetch data time cost=0.21ms, fps=2826 images/s, loss=1.1622, top1-acc=73.48%, top5-acc=91.64%, remaining_time=0:00:02.717340, arrival_time=2021-04-15 05:46:49.446755, cost_time=0:00:00.905780 2021-04-15 05:46:47,505 INFO : EVAL, epoch=0148, iter=00020/00040, fetch data time cost=1.61ms, fps=3300 images/s, loss=1.2260, top1-acc=72.13%, top5-acc=91.33%, remaining_time=0:00:01.681780, arrival_time=2021-04-15 05:46:49.187191, cost_time=0:00:01.681774 2021-04-15 05:46:48,278 INFO : EVAL, epoch=0148, iter=00030/00040, fetch data time cost=1.18ms, fps=3311 images/s, loss=1.2268, top1-acc=72.03%, top5-acc=91.41%, remaining_time=0:00:00.818410, arrival_time=2021-04-15 05:46:49.097261, cost_time=0:00:02.455224 2021-04-15 05:46:48,985 INFO : EVAL, epoch=0148, iter=00040/00040, fetch data time cost=0.05ms, fps=3283 images/s, loss=1.2327, top1-acc=71.93%, top5-acc=91.55%, remaining_time=0:00:00, arrival_time=2021-04-15 05:46:48.985860, cost_time=0:00:03.162253 2021-04-15 05:46:49,815 INFO : Epoch=0148 complete, best val top1-acc=71.93%, top5-acc=91.55% (epoch=148), remaining_time=0:51:01.499324, arrival_time=2021-04-15 06:37:51.315082, cost_time=2:25:13.498141 2021-04-15 05:46:49,817 INFO : Train start, epoch=0149, lr=0.015773 2021-04-15 05:46:52,806 INFO : TRAIN, epoch=0149, iter=00010/00196, fetch data time cost=1.42ms, fps=856 images/s, loss=0.0437, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:55.601724, arrival_time=2021-04-15 05:47:48.408262, cost_time=0:00:02.989342 2021-04-15 05:46:55,620 INFO : TRAIN, epoch=0149, iter=00020/00196, fetch data time cost=1.37ms, fps=910 images/s, loss=0.0454, top1-acc=99.06%, top5-acc=100.00%, remaining_time=0:00:51.071856, arrival_time=2021-04-15 05:47:46.692684, cost_time=0:00:05.803613 2021-04-15 05:46:58,433 INFO : TRAIN, epoch=0149, iter=00030/00196, fetch data time cost=1.33ms, fps=910 images/s, loss=0.0454, top1-acc=99.09%, top5-acc=100.00%, remaining_time=0:00:47.678520, arrival_time=2021-04-15 05:47:46.112319, cost_time=0:00:08.616588 2021-04-15 05:47:01,245 INFO : TRAIN, epoch=0149, iter=00040/00196, fetch data time cost=1.41ms, fps=911 images/s, loss=0.0438, top1-acc=99.17%, top5-acc=100.00%, remaining_time=0:00:44.568264, arrival_time=2021-04-15 05:47:45.813234, cost_time=0:00:11.427778 2021-04-15 05:47:04,057 INFO : TRAIN, epoch=0149, iter=00050/00196, fetch data time cost=1.23ms, fps=910 images/s, loss=0.0428, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:41.581530, arrival_time=2021-04-15 05:47:45.638973, cost_time=0:00:14.240226 2021-04-15 05:47:06,870 INFO : TRAIN, epoch=0149, iter=00060/00196, fetch data time cost=1.46ms, fps=910 images/s, loss=0.0437, top1-acc=99.15%, top5-acc=100.00%, remaining_time=0:00:38.654872, arrival_time=2021-04-15 05:47:45.525674, cost_time=0:00:17.053606 2021-04-15 05:47:09,681 INFO : TRAIN, epoch=0149, iter=00070/00196, fetch data time cost=1.25ms, fps=911 images/s, loss=0.0436, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:35.756532, arrival_time=2021-04-15 05:47:45.438457, cost_time=0:00:19.864716 2021-04-15 05:47:12,493 INFO : TRAIN, epoch=0149, iter=00080/00196, fetch data time cost=1.53ms, fps=911 images/s, loss=0.0432, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:32.881012, arrival_time=2021-04-15 05:47:45.374765, cost_time=0:00:22.676543 2021-04-15 05:47:15,301 INFO : TRAIN, epoch=0149, iter=00090/00196, fetch data time cost=1.39ms, fps=912 images/s, loss=0.0426, top1-acc=99.15%, top5-acc=100.00%, remaining_time=0:00:30.014642, arrival_time=2021-04-15 05:47:45.316021, cost_time=0:00:25.484165 2021-04-15 05:47:18,117 INFO : TRAIN, epoch=0149, iter=00100/00196, fetch data time cost=1.41ms, fps=909 images/s, loss=0.0426, top1-acc=99.15%, top5-acc=100.00%, remaining_time=0:00:27.168384, arrival_time=2021-04-15 05:47:45.285948, cost_time=0:00:28.300354 2021-04-15 05:47:20,931 INFO : TRAIN, epoch=0149, iter=00110/00196, fetch data time cost=1.39ms, fps=910 images/s, loss=0.0429, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:24.325444, arrival_time=2021-04-15 05:47:45.256622, cost_time=0:00:31.113974 2021-04-15 05:47:23,740 INFO : TRAIN, epoch=0149, iter=00120/00196, fetch data time cost=1.45ms, fps=911 images/s, loss=0.0428, top1-acc=99.16%, top5-acc=100.00%, remaining_time=0:00:21.485048, arrival_time=2021-04-15 05:47:45.225988, cost_time=0:00:33.923730 2021-04-15 05:47:26,556 INFO : TRAIN, epoch=0149, iter=00130/00196, fetch data time cost=1.50ms, fps=909 images/s, loss=0.0428, top1-acc=99.16%, top5-acc=100.00%, remaining_time=0:00:18.652260, arrival_time=2021-04-15 05:47:45.208837, cost_time=0:00:36.739357 2021-04-15 05:47:29,374 INFO : TRAIN, epoch=0149, iter=00140/00196, fetch data time cost=1.32ms, fps=909 images/s, loss=0.0424, top1-acc=99.16%, top5-acc=100.00%, remaining_time=0:00:15.822856, arrival_time=2021-04-15 05:47:45.197210, cost_time=0:00:39.557074 2021-04-15 05:47:32,190 INFO : TRAIN, epoch=0149, iter=00150/00196, fetch data time cost=1.31ms, fps=909 images/s, loss=0.0423, top1-acc=99.16%, top5-acc=100.00%, remaining_time=0:00:12.994586, arrival_time=2021-04-15 05:47:45.185497, cost_time=0:00:42.373649 2021-04-15 05:47:35,008 INFO : TRAIN, epoch=0149, iter=00160/00196, fetch data time cost=1.34ms, fps=909 images/s, loss=0.0420, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:10.168092, arrival_time=2021-04-15 05:47:45.176841, cost_time=0:00:45.191541 2021-04-15 05:47:37,823 INFO : TRAIN, epoch=0149, iter=00170/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.0419, top1-acc=99.20%, top5-acc=100.00%, remaining_time=0:00:07.342114, arrival_time=2021-04-15 05:47:45.165418, cost_time=0:00:48.006080 2021-04-15 05:47:40,641 INFO : TRAIN, epoch=0149, iter=00180/00196, fetch data time cost=1.34ms, fps=908 images/s, loss=0.0421, top1-acc=99.20%, top5-acc=100.00%, remaining_time=0:00:04.517760, arrival_time=2021-04-15 05:47:45.159685, cost_time=0:00:50.824711 2021-04-15 05:47:43,456 INFO : TRAIN, epoch=0149, iter=00190/00196, fetch data time cost=1.19ms, fps=910 images/s, loss=0.0424, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:00:01.693884, arrival_time=2021-04-15 05:47:45.150806, cost_time=0:00:53.639678 2021-04-15 05:47:44,970 INFO : TRAIN, epoch=0149, iter=00196/00196, fetch data time cost=1.24ms, fps=899 images/s, loss=0.0427, top1-acc=99.17%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 05:47:44.970350, cost_time=0:00:55.153154 2021-04-15 05:47:45,858 INFO : EVAL, epoch=0149, iter=00010/00040, fetch data time cost=0.28ms, fps=2887 images/s, loss=1.2820, top1-acc=71.17%, top5-acc=91.45%, remaining_time=0:00:02.660190, arrival_time=2021-04-15 05:47:48.518860, cost_time=0:00:00.886731 2021-04-15 05:47:46,633 INFO : EVAL, epoch=0149, iter=00020/00040, fetch data time cost=1.28ms, fps=3305 images/s, loss=1.2647, top1-acc=71.35%, top5-acc=91.41%, remaining_time=0:00:01.661700, arrival_time=2021-04-15 05:47:48.295334, cost_time=0:00:01.661696 2021-04-15 05:47:47,410 INFO : EVAL, epoch=0149, iter=00030/00040, fetch data time cost=1.63ms, fps=3299 images/s, loss=1.2556, top1-acc=71.28%, top5-acc=91.25%, remaining_time=0:00:00.812690, arrival_time=2021-04-15 05:47:48.222696, cost_time=0:00:02.438058 2021-04-15 05:47:48,118 INFO : EVAL, epoch=0149, iter=00040/00040, fetch data time cost=0.06ms, fps=3276 images/s, loss=1.2178, top1-acc=71.88%, top5-acc=91.68%, remaining_time=0:00:00, arrival_time=2021-04-15 05:47:48.118502, cost_time=0:00:03.146588 2021-04-15 05:47:48,555 INFO : Epoch=0149 complete, best val top1-acc=71.93%, top5-acc=91.55% (epoch=148), remaining_time=0:50:02.577927, arrival_time=2021-04-15 06:37:51.133018, cost_time=2:26:12.237493 2021-04-15 05:47:48,556 INFO : Train start, epoch=0150, lr=0.015204 2021-04-15 05:47:51,529 INFO : TRAIN, epoch=0150, iter=00010/00196, fetch data time cost=1.38ms, fps=861 images/s, loss=0.0415, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:55.293708, arrival_time=2021-04-15 05:48:46.822854, cost_time=0:00:02.972775 2021-04-15 05:47:54,343 INFO : TRAIN, epoch=0150, iter=00020/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=0.0420, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:50.928064, arrival_time=2021-04-15 05:48:45.271718, cost_time=0:00:05.787276 2021-04-15 05:47:57,158 INFO : TRAIN, epoch=0150, iter=00030/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.0406, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:47.596184, arrival_time=2021-04-15 05:48:44.754291, cost_time=0:00:08.601730 2021-04-15 05:47:59,971 INFO : TRAIN, epoch=0150, iter=00040/00196, fetch data time cost=1.33ms, fps=910 images/s, loss=0.0404, top1-acc=99.20%, top5-acc=100.00%, remaining_time=0:00:44.519904, arrival_time=2021-04-15 05:48:44.491651, cost_time=0:00:11.415377 2021-04-15 05:48:02,784 INFO : TRAIN, epoch=0150, iter=00050/00196, fetch data time cost=1.42ms, fps=910 images/s, loss=0.0406, top1-acc=99.20%, top5-acc=100.00%, remaining_time=0:00:41.546490, arrival_time=2021-04-15 05:48:44.331128, cost_time=0:00:14.228259 2021-04-15 05:48:05,599 INFO : TRAIN, epoch=0150, iter=00060/00196, fetch data time cost=1.42ms, fps=910 images/s, loss=0.0399, top1-acc=99.21%, top5-acc=99.99%, remaining_time=0:00:38.631344, arrival_time=2021-04-15 05:48:44.230943, cost_time=0:00:17.043234 2021-04-15 05:48:08,413 INFO : TRAIN, epoch=0150, iter=00070/00196, fetch data time cost=1.37ms, fps=910 images/s, loss=0.0395, top1-acc=99.21%, top5-acc=99.99%, remaining_time=0:00:35.743554, arrival_time=2021-04-15 05:48:44.157481, cost_time=0:00:19.857541 2021-04-15 05:48:11,233 INFO : TRAIN, epoch=0150, iter=00080/00196, fetch data time cost=1.40ms, fps=908 images/s, loss=0.0390, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:32.881708, arrival_time=2021-04-15 05:48:44.115114, cost_time=0:00:22.677033 2021-04-15 05:48:14,046 INFO : TRAIN, epoch=0150, iter=00090/00196, fetch data time cost=1.38ms, fps=910 images/s, loss=0.0395, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:30.021956, arrival_time=2021-04-15 05:48:44.068774, cost_time=0:00:25.490385 2021-04-15 05:48:16,862 INFO : TRAIN, epoch=0150, iter=00100/00196, fetch data time cost=1.53ms, fps=909 images/s, loss=0.0391, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:27.174240, arrival_time=2021-04-15 05:48:44.037153, cost_time=0:00:28.306513 2021-04-15 05:48:19,673 INFO : TRAIN, epoch=0150, iter=00110/00196, fetch data time cost=1.42ms, fps=911 images/s, loss=0.0390, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:24.327680, arrival_time=2021-04-15 05:48:44.000865, cost_time=0:00:31.116815 2021-04-15 05:48:22,490 INFO : TRAIN, epoch=0150, iter=00120/00196, fetch data time cost=1.39ms, fps=909 images/s, loss=0.0391, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:21.491280, arrival_time=2021-04-15 05:48:43.981315, cost_time=0:00:33.933641 2021-04-15 05:48:25,303 INFO : TRAIN, epoch=0150, iter=00130/00196, fetch data time cost=1.40ms, fps=910 images/s, loss=0.0393, top1-acc=99.20%, top5-acc=100.00%, remaining_time=0:00:18.656022, arrival_time=2021-04-15 05:48:43.959084, cost_time=0:00:36.746689 2021-04-15 05:48:28,122 INFO : TRAIN, epoch=0150, iter=00140/00196, fetch data time cost=1.37ms, fps=908 images/s, loss=0.0395, top1-acc=99.20%, top5-acc=100.00%, remaining_time=0:00:15.826552, arrival_time=2021-04-15 05:48:43.949274, cost_time=0:00:39.566353 2021-04-15 05:48:30,941 INFO : TRAIN, epoch=0150, iter=00150/00196, fetch data time cost=1.33ms, fps=908 images/s, loss=0.0396, top1-acc=99.20%, top5-acc=100.00%, remaining_time=0:00:12.998128, arrival_time=2021-04-15 05:48:43.939693, cost_time=0:00:42.385196 2021-04-15 05:48:33,752 INFO : TRAIN, epoch=0150, iter=00160/00196, fetch data time cost=1.40ms, fps=911 images/s, loss=0.0399, top1-acc=99.20%, top5-acc=100.00%, remaining_time=0:00:10.169100, arrival_time=2021-04-15 05:48:43.921510, cost_time=0:00:45.196044 2021-04-15 05:48:36,561 INFO : TRAIN, epoch=0150, iter=00170/00196, fetch data time cost=1.55ms, fps=911 images/s, loss=0.0397, top1-acc=99.20%, top5-acc=100.00%, remaining_time=0:00:07.342010, arrival_time=2021-04-15 05:48:43.903890, cost_time=0:00:48.005509 2021-04-15 05:48:39,370 INFO : TRAIN, epoch=0150, iter=00180/00196, fetch data time cost=1.39ms, fps=911 images/s, loss=0.0398, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:04.516848, arrival_time=2021-04-15 05:48:43.887793, cost_time=0:00:50.814576 2021-04-15 05:48:42,189 INFO : TRAIN, epoch=0150, iter=00190/00196, fetch data time cost=1.08ms, fps=909 images/s, loss=0.0399, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:01.693662, arrival_time=2021-04-15 05:48:43.882710, cost_time=0:00:53.632667 2021-04-15 05:48:43,702 INFO : TRAIN, epoch=0150, iter=00196/00196, fetch data time cost=1.18ms, fps=899 images/s, loss=0.0401, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 05:48:43.702227, cost_time=0:00:55.145878 2021-04-15 05:48:44,588 INFO : EVAL, epoch=0150, iter=00010/00040, fetch data time cost=0.22ms, fps=2893 images/s, loss=1.2270, top1-acc=69.96%, top5-acc=92.50%, remaining_time=0:00:02.654700, arrival_time=2021-04-15 05:48:47.243406, cost_time=0:00:00.884904 2021-04-15 05:48:45,364 INFO : EVAL, epoch=0150, iter=00020/00040, fetch data time cost=1.35ms, fps=3301 images/s, loss=1.2244, top1-acc=71.04%, top5-acc=91.70%, remaining_time=0:00:01.660820, arrival_time=2021-04-15 05:48:47.025434, cost_time=0:00:01.660820 2021-04-15 05:48:46,139 INFO : EVAL, epoch=0150, iter=00030/00040, fetch data time cost=1.45ms, fps=3306 images/s, loss=1.1977, top1-acc=71.68%, top5-acc=91.95%, remaining_time=0:00:00.811830, arrival_time=2021-04-15 05:48:46.951108, cost_time=0:00:02.435490 2021-04-15 05:48:46,848 INFO : EVAL, epoch=0150, iter=00040/00040, fetch data time cost=0.06ms, fps=3272 images/s, loss=1.1953, top1-acc=71.77%, top5-acc=91.91%, remaining_time=0:00:00, arrival_time=2021-04-15 05:48:46.848747, cost_time=0:00:03.144984 2021-04-15 05:48:47,299 INFO : Epoch=0150 complete, best val top1-acc=71.93%, top5-acc=91.55% (epoch=148), remaining_time=0:49:03.660450, arrival_time=2021-04-15 06:37:50.959457, cost_time=2:27:10.981412 2021-04-15 05:48:47,300 INFO : Train start, epoch=0151, lr=0.014645 2021-04-15 05:48:50,248 INFO : TRAIN, epoch=0151, iter=00010/00196, fetch data time cost=1.61ms, fps=868 images/s, loss=0.0371, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:00:54.834846, arrival_time=2021-04-15 05:49:45.083616, cost_time=0:00:02.948106 2021-04-15 05:48:53,066 INFO : TRAIN, epoch=0151, iter=00020/00196, fetch data time cost=1.66ms, fps=909 images/s, loss=0.0372, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:50.737280, arrival_time=2021-04-15 05:49:43.803582, cost_time=0:00:05.765607 2021-04-15 05:48:55,887 INFO : TRAIN, epoch=0151, iter=00030/00196, fetch data time cost=1.38ms, fps=908 images/s, loss=0.0378, top1-acc=99.24%, top5-acc=99.99%, remaining_time=0:00:47.514180, arrival_time=2021-04-15 05:49:43.401675, cost_time=0:00:08.586906 2021-04-15 05:48:58,706 INFO : TRAIN, epoch=0151, iter=00040/00196, fetch data time cost=1.47ms, fps=908 images/s, loss=0.0366, top1-acc=99.31%, top5-acc=99.99%, remaining_time=0:00:44.482464, arrival_time=2021-04-15 05:49:43.188819, cost_time=0:00:11.405774 2021-04-15 05:49:01,524 INFO : TRAIN, epoch=0151, iter=00050/00196, fetch data time cost=1.59ms, fps=909 images/s, loss=0.0364, top1-acc=99.34%, top5-acc=99.99%, remaining_time=0:00:41.533934, arrival_time=2021-04-15 05:49:43.058560, cost_time=0:00:14.223952 2021-04-15 05:49:04,340 INFO : TRAIN, epoch=0151, iter=00060/00196, fetch data time cost=1.46ms, fps=909 images/s, loss=0.0355, top1-acc=99.36%, top5-acc=99.99%, remaining_time=0:00:38.623184, arrival_time=2021-04-15 05:49:42.963392, cost_time=0:00:17.039610 2021-04-15 05:49:07,157 INFO : TRAIN, epoch=0151, iter=00070/00196, fetch data time cost=1.37ms, fps=909 images/s, loss=0.0355, top1-acc=99.32%, top5-acc=99.99%, remaining_time=0:00:35.741916, arrival_time=2021-04-15 05:49:42.899107, cost_time=0:00:19.856613 2021-04-15 05:49:09,968 INFO : TRAIN, epoch=0151, iter=00080/00196, fetch data time cost=1.36ms, fps=911 images/s, loss=0.0352, top1-acc=99.33%, top5-acc=100.00%, remaining_time=0:00:32.868832, arrival_time=2021-04-15 05:49:42.837552, cost_time=0:00:22.668142 2021-04-15 05:49:12,783 INFO : TRAIN, epoch=0151, iter=00090/00196, fetch data time cost=1.40ms, fps=910 images/s, loss=0.0354, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:30.013370, arrival_time=2021-04-15 05:49:42.797079, cost_time=0:00:25.483062 2021-04-15 05:49:15,601 INFO : TRAIN, epoch=0151, iter=00100/00196, fetch data time cost=1.42ms, fps=909 images/s, loss=0.0353, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:27.169248, arrival_time=2021-04-15 05:49:42.771157, cost_time=0:00:28.301314 2021-04-15 05:49:18,415 INFO : TRAIN, epoch=0151, iter=00110/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.0352, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:24.326132, arrival_time=2021-04-15 05:49:42.741566, cost_time=0:00:31.114843 2021-04-15 05:49:21,232 INFO : TRAIN, epoch=0151, iter=00120/00196, fetch data time cost=1.38ms, fps=909 images/s, loss=0.0347, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:21.490216, arrival_time=2021-04-15 05:49:42.722671, cost_time=0:00:33.931877 2021-04-15 05:49:24,051 INFO : TRAIN, epoch=0151, iter=00130/00196, fetch data time cost=1.38ms, fps=908 images/s, loss=0.0346, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:18.658398, arrival_time=2021-04-15 05:49:42.710316, cost_time=0:00:36.751337 2021-04-15 05:49:26,869 INFO : TRAIN, epoch=0151, iter=00140/00196, fetch data time cost=1.34ms, fps=909 images/s, loss=0.0346, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:15.827616, arrival_time=2021-04-15 05:49:42.697221, cost_time=0:00:39.569025 2021-04-15 05:49:29,681 INFO : TRAIN, epoch=0151, iter=00150/00196, fetch data time cost=1.36ms, fps=910 images/s, loss=0.0348, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:12.996840, arrival_time=2021-04-15 05:49:42.678468, cost_time=0:00:42.381051 2021-04-15 05:49:32,497 INFO : TRAIN, epoch=0151, iter=00160/00196, fetch data time cost=1.27ms, fps=909 images/s, loss=0.0345, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:10.169280, arrival_time=2021-04-15 05:49:42.666696, cost_time=0:00:45.196832 2021-04-15 05:49:35,310 INFO : TRAIN, epoch=0151, iter=00170/00196, fetch data time cost=1.41ms, fps=910 images/s, loss=0.0344, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:07.342686, arrival_time=2021-04-15 05:49:42.653167, cost_time=0:00:48.009910 2021-04-15 05:49:38,123 INFO : TRAIN, epoch=0151, iter=00180/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.0346, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:04.517584, arrival_time=2021-04-15 05:49:42.641093, cost_time=0:00:50.822821 2021-04-15 05:49:40,946 INFO : TRAIN, epoch=0151, iter=00190/00196, fetch data time cost=1.28ms, fps=907 images/s, loss=0.0344, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:01.694064, arrival_time=2021-04-15 05:49:42.640090, cost_time=0:00:53.645452 2021-04-15 05:49:42,462 INFO : TRAIN, epoch=0151, iter=00196/00196, fetch data time cost=1.39ms, fps=897 images/s, loss=0.0345, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 05:49:42.462227, cost_time=0:00:55.161648 2021-04-15 05:49:43,348 INFO : EVAL, epoch=0151, iter=00010/00040, fetch data time cost=0.20ms, fps=2895 images/s, loss=1.1865, top1-acc=72.66%, top5-acc=91.72%, remaining_time=0:00:02.652510, arrival_time=2021-04-15 05:49:46.000561, cost_time=0:00:00.884170 2021-04-15 05:49:44,124 INFO : EVAL, epoch=0151, iter=00020/00040, fetch data time cost=1.40ms, fps=3298 images/s, loss=1.2141, top1-acc=71.72%, top5-acc=91.11%, remaining_time=0:00:01.660740, arrival_time=2021-04-15 05:49:45.785337, cost_time=0:00:01.660734 2021-04-15 05:49:44,900 INFO : EVAL, epoch=0151, iter=00030/00040, fetch data time cost=1.26ms, fps=3300 images/s, loss=1.2013, top1-acc=72.16%, top5-acc=91.47%, remaining_time=0:00:00.812300, arrival_time=2021-04-15 05:49:45.713053, cost_time=0:00:02.436885 2021-04-15 05:49:45,613 INFO : EVAL, epoch=0151, iter=00040/00040, fetch data time cost=0.08ms, fps=3255 images/s, loss=1.2062, top1-acc=72.11%, top5-acc=91.66%, remaining_time=0:00:00, arrival_time=2021-04-15 05:49:45.613711, cost_time=0:00:03.149862 2021-04-15 05:49:46,697 INFO : Epoch=0151 complete, best val top1-acc=72.11%, top5-acc=91.66% (epoch=151), remaining_time=0:48:04.957810, arrival_time=2021-04-15 06:37:51.655591, cost_time=2:28:10.380135 2021-04-15 05:49:46,699 INFO : Train start, epoch=0152, lr=0.014094 2021-04-15 05:49:49,634 INFO : TRAIN, epoch=0152, iter=00010/00196, fetch data time cost=1.33ms, fps=872 images/s, loss=0.0272, top1-acc=99.69%, top5-acc=99.96%, remaining_time=0:00:54.594906, arrival_time=2021-04-15 05:50:44.229622, cost_time=0:00:02.935207 2021-04-15 05:49:52,453 INFO : TRAIN, epoch=0152, iter=00020/00196, fetch data time cost=1.55ms, fps=908 images/s, loss=0.0303, top1-acc=99.57%, top5-acc=99.98%, remaining_time=0:00:50.635024, arrival_time=2021-04-15 05:50:43.088503, cost_time=0:00:05.753972 2021-04-15 05:49:55,265 INFO : TRAIN, epoch=0152, iter=00030/00196, fetch data time cost=1.32ms, fps=911 images/s, loss=0.0284, top1-acc=99.61%, top5-acc=99.99%, remaining_time=0:00:47.399142, arrival_time=2021-04-15 05:50:42.664754, cost_time=0:00:08.566108 2021-04-15 05:49:58,077 INFO : TRAIN, epoch=0152, iter=00040/00196, fetch data time cost=1.47ms, fps=911 images/s, loss=0.0282, top1-acc=99.62%, top5-acc=99.99%, remaining_time=0:00:44.375448, arrival_time=2021-04-15 05:50:42.453195, cost_time=0:00:11.378336 2021-04-15 05:50:00,896 INFO : TRAIN, epoch=0152, iter=00050/00196, fetch data time cost=1.34ms, fps=908 images/s, loss=0.0284, top1-acc=99.59%, top5-acc=99.99%, remaining_time=0:00:41.454510, arrival_time=2021-04-15 05:50:42.350792, cost_time=0:00:14.196740 2021-04-15 05:50:03,715 INFO : TRAIN, epoch=0152, iter=00060/00196, fetch data time cost=1.45ms, fps=908 images/s, loss=0.0281, top1-acc=99.61%, top5-acc=99.99%, remaining_time=0:00:38.569328, arrival_time=2021-04-15 05:50:42.284658, cost_time=0:00:17.015908 2021-04-15 05:50:06,528 INFO : TRAIN, epoch=0152, iter=00070/00196, fetch data time cost=1.37ms, fps=910 images/s, loss=0.0283, top1-acc=99.59%, top5-acc=99.99%, remaining_time=0:00:35.692902, arrival_time=2021-04-15 05:50:42.221722, cost_time=0:00:19.829407 2021-04-15 05:50:09,344 INFO : TRAIN, epoch=0152, iter=00080/00196, fetch data time cost=1.46ms, fps=909 images/s, loss=0.0274, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:32.835656, arrival_time=2021-04-15 05:50:42.180385, cost_time=0:00:22.645314 2021-04-15 05:50:12,158 INFO : TRAIN, epoch=0152, iter=00090/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.0273, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:29.984432, arrival_time=2021-04-15 05:50:42.142458, cost_time=0:00:25.458513 2021-04-15 05:50:14,969 INFO : TRAIN, epoch=0152, iter=00100/00196, fetch data time cost=1.63ms, fps=911 images/s, loss=0.0279, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:27.139296, arrival_time=2021-04-15 05:50:42.108828, cost_time=0:00:28.270109 2021-04-15 05:50:17,782 INFO : TRAIN, epoch=0152, iter=00110/00196, fetch data time cost=1.28ms, fps=910 images/s, loss=0.0278, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:24.301536, arrival_time=2021-04-15 05:50:42.084277, cost_time=0:00:31.083324 2021-04-15 05:50:20,599 INFO : TRAIN, epoch=0152, iter=00120/00196, fetch data time cost=1.34ms, fps=909 images/s, loss=0.0278, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:21.470152, arrival_time=2021-04-15 05:50:42.069861, cost_time=0:00:33.900295 2021-04-15 05:50:23,415 INFO : TRAIN, epoch=0152, iter=00130/00196, fetch data time cost=1.56ms, fps=909 images/s, loss=0.0276, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:18.640710, arrival_time=2021-04-15 05:50:42.056655, cost_time=0:00:36.716531 2021-04-15 05:50:26,231 INFO : TRAIN, epoch=0152, iter=00140/00196, fetch data time cost=1.25ms, fps=909 images/s, loss=0.0278, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:15.812720, arrival_time=2021-04-15 05:50:42.043960, cost_time=0:00:39.531818 2021-04-15 05:50:29,047 INFO : TRAIN, epoch=0152, iter=00150/00196, fetch data time cost=1.30ms, fps=909 images/s, loss=0.0278, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:12.986812, arrival_time=2021-04-15 05:50:42.034460, cost_time=0:00:42.348230 2021-04-15 05:50:31,860 INFO : TRAIN, epoch=0152, iter=00160/00196, fetch data time cost=1.36ms, fps=910 images/s, loss=0.0277, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:10.161180, arrival_time=2021-04-15 05:50:42.021392, cost_time=0:00:45.160788 2021-04-15 05:50:34,677 INFO : TRAIN, epoch=0152, iter=00170/00196, fetch data time cost=1.37ms, fps=909 images/s, loss=0.0279, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:07.337850, arrival_time=2021-04-15 05:50:42.015461, cost_time=0:00:47.978200 2021-04-15 05:50:37,491 INFO : TRAIN, epoch=0152, iter=00180/00196, fetch data time cost=1.33ms, fps=910 images/s, loss=0.0280, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:04.514864, arrival_time=2021-04-15 05:50:42.006566, cost_time=0:00:50.792201 2021-04-15 05:50:40,312 INFO : TRAIN, epoch=0152, iter=00190/00196, fetch data time cost=1.33ms, fps=908 images/s, loss=0.0281, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:01.693044, arrival_time=2021-04-15 05:50:42.005588, cost_time=0:00:53.613105 2021-04-15 05:50:41,827 INFO : TRAIN, epoch=0152, iter=00196/00196, fetch data time cost=1.11ms, fps=898 images/s, loss=0.0284, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 05:50:41.827365, cost_time=0:00:55.127967 2021-04-15 05:50:42,735 INFO : EVAL, epoch=0152, iter=00010/00040, fetch data time cost=0.28ms, fps=2825 images/s, loss=1.1720, top1-acc=73.44%, top5-acc=92.27%, remaining_time=0:00:02.718480, arrival_time=2021-04-15 05:50:45.453581, cost_time=0:00:00.906161 2021-04-15 05:50:43,509 INFO : EVAL, epoch=0152, iter=00020/00040, fetch data time cost=1.41ms, fps=3306 images/s, loss=1.1938, top1-acc=72.83%, top5-acc=91.84%, remaining_time=0:00:01.680840, arrival_time=2021-04-15 05:50:45.190603, cost_time=0:00:01.680841 2021-04-15 05:50:44,294 INFO : EVAL, epoch=0152, iter=00030/00040, fetch data time cost=1.20ms, fps=3266 images/s, loss=1.1978, top1-acc=72.49%, top5-acc=91.86%, remaining_time=0:00:00.821700, arrival_time=2021-04-15 05:50:45.115723, cost_time=0:00:02.465086 2021-04-15 05:50:45,002 INFO : EVAL, epoch=0152, iter=00040/00040, fetch data time cost=0.06ms, fps=3279 images/s, loss=1.1882, top1-acc=72.44%, top5-acc=91.87%, remaining_time=0:00:00, arrival_time=2021-04-15 05:50:45.001996, cost_time=0:00:03.173093 2021-04-15 05:50:45,873 INFO : Epoch=0152 complete, best val top1-acc=72.44%, top5-acc=91.87% (epoch=152), remaining_time=0:47:06.175584, arrival_time=2021-04-15 06:37:52.049166, cost_time=2:29:09.555946 2021-04-15 05:50:45,875 INFO : Train start, epoch=0153, lr=0.013552 2021-04-15 05:50:48,800 INFO : TRAIN, epoch=0153, iter=00010/00196, fetch data time cost=1.36ms, fps=875 images/s, loss=0.0242, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:54.406674, arrival_time=2021-04-15 05:51:43.207408, cost_time=0:00:02.925093 2021-04-15 05:50:51,610 INFO : TRAIN, epoch=0153, iter=00020/00196, fetch data time cost=1.86ms, fps=911 images/s, loss=0.0266, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:50.470112, arrival_time=2021-04-15 05:51:42.080979, cost_time=0:00:05.735247 2021-04-15 05:50:54,422 INFO : TRAIN, epoch=0153, iter=00030/00196, fetch data time cost=1.67ms, fps=911 images/s, loss=0.0271, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:47.293400, arrival_time=2021-04-15 05:51:41.715967, cost_time=0:00:08.547005 2021-04-15 05:50:57,236 INFO : TRAIN, epoch=0153, iter=00040/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=0.0263, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:44.307900, arrival_time=2021-04-15 05:51:41.544438, cost_time=0:00:11.360989 2021-04-15 05:51:00,051 INFO : TRAIN, epoch=0153, iter=00050/00196, fetch data time cost=1.68ms, fps=910 images/s, loss=0.0261, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:41.394066, arrival_time=2021-04-15 05:51:41.445783, cost_time=0:00:14.176066 2021-04-15 05:51:02,870 INFO : TRAIN, epoch=0153, iter=00060/00196, fetch data time cost=1.40ms, fps=908 images/s, loss=0.0252, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:38.522000, arrival_time=2021-04-15 05:51:41.392641, cost_time=0:00:16.994997 2021-04-15 05:51:05,690 INFO : TRAIN, epoch=0153, iter=00070/00196, fetch data time cost=1.33ms, fps=908 images/s, loss=0.0252, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:35.667198, arrival_time=2021-04-15 05:51:41.358002, cost_time=0:00:19.815132 2021-04-15 05:51:08,517 INFO : TRAIN, epoch=0153, iter=00080/00196, fetch data time cost=8.65ms, fps=906 images/s, loss=0.0260, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:32.830204, arrival_time=2021-04-15 05:51:41.347373, cost_time=0:00:22.641517 2021-04-15 05:51:11,335 INFO : TRAIN, epoch=0153, iter=00090/00196, fetch data time cost=1.39ms, fps=909 images/s, loss=0.0262, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:29.985916, arrival_time=2021-04-15 05:51:41.321244, cost_time=0:00:25.459778 2021-04-15 05:51:14,151 INFO : TRAIN, epoch=0153, iter=00100/00196, fetch data time cost=1.35ms, fps=909 images/s, loss=0.0260, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:27.144576, arrival_time=2021-04-15 05:51:41.295836, cost_time=0:00:28.275606 2021-04-15 05:51:16,973 INFO : TRAIN, epoch=0153, iter=00110/00196, fetch data time cost=1.88ms, fps=907 images/s, loss=0.0258, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:24.312974, arrival_time=2021-04-15 05:51:41.286610, cost_time=0:00:31.098004 2021-04-15 05:51:19,791 INFO : TRAIN, epoch=0153, iter=00120/00196, fetch data time cost=1.33ms, fps=909 images/s, loss=0.0259, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:21.479804, arrival_time=2021-04-15 05:51:41.270790, cost_time=0:00:33.915442 2021-04-15 05:51:22,607 INFO : TRAIN, epoch=0153, iter=00130/00196, fetch data time cost=1.31ms, fps=909 images/s, loss=0.0258, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:18.648630, arrival_time=2021-04-15 05:51:41.256315, cost_time=0:00:36.732129 2021-04-15 05:51:25,418 INFO : TRAIN, epoch=0153, iter=00140/00196, fetch data time cost=1.39ms, fps=911 images/s, loss=0.0257, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:15.817144, arrival_time=2021-04-15 05:51:41.235507, cost_time=0:00:39.542824 2021-04-15 05:51:28,233 INFO : TRAIN, epoch=0153, iter=00150/00196, fetch data time cost=1.35ms, fps=909 images/s, loss=0.0261, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:12.989802, arrival_time=2021-04-15 05:51:41.223419, cost_time=0:00:42.358072 2021-04-15 05:51:31,045 INFO : TRAIN, epoch=0153, iter=00160/00196, fetch data time cost=1.33ms, fps=911 images/s, loss=0.0263, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:10.163124, arrival_time=2021-04-15 05:51:41.208088, cost_time=0:00:45.169416 2021-04-15 05:51:33,859 INFO : TRAIN, epoch=0153, iter=00170/00196, fetch data time cost=1.44ms, fps=910 images/s, loss=0.0264, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:07.338786, arrival_time=2021-04-15 05:51:41.198635, cost_time=0:00:47.984293 2021-04-15 05:51:36,671 INFO : TRAIN, epoch=0153, iter=00180/00196, fetch data time cost=1.39ms, fps=911 images/s, loss=0.0261, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:04.515152, arrival_time=2021-04-15 05:51:41.186169, cost_time=0:00:50.795382 2021-04-15 05:51:39,487 INFO : TRAIN, epoch=0153, iter=00190/00196, fetch data time cost=1.23ms, fps=909 images/s, loss=0.0260, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:01.693008, arrival_time=2021-04-15 05:51:41.180469, cost_time=0:00:53.611923 2021-04-15 05:51:41,001 INFO : TRAIN, epoch=0153, iter=00196/00196, fetch data time cost=1.41ms, fps=899 images/s, loss=0.0260, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 05:51:41.001224, cost_time=0:00:55.125680 2021-04-15 05:51:41,913 INFO : EVAL, epoch=0153, iter=00010/00040, fetch data time cost=0.21ms, fps=2811 images/s, loss=1.1730, top1-acc=72.38%, top5-acc=92.50%, remaining_time=0:00:02.732520, arrival_time=2021-04-15 05:51:44.646314, cost_time=0:00:00.910843 2021-04-15 05:51:42,689 INFO : EVAL, epoch=0153, iter=00020/00040, fetch data time cost=1.26ms, fps=3303 images/s, loss=1.1682, top1-acc=72.66%, top5-acc=92.21%, remaining_time=0:00:01.686280, arrival_time=2021-04-15 05:51:44.375514, cost_time=0:00:01.686283 2021-04-15 05:51:43,464 INFO : EVAL, epoch=0153, iter=00030/00040, fetch data time cost=1.38ms, fps=3302 images/s, loss=1.1366, top1-acc=73.26%, top5-acc=92.37%, remaining_time=0:00:00.820650, arrival_time=2021-04-15 05:51:44.285539, cost_time=0:00:02.461947 2021-04-15 05:51:44,173 INFO : EVAL, epoch=0153, iter=00040/00040, fetch data time cost=0.07ms, fps=3276 images/s, loss=1.1427, top1-acc=73.17%, top5-acc=92.24%, remaining_time=0:00:00, arrival_time=2021-04-15 05:51:44.173476, cost_time=0:00:03.170553 2021-04-15 05:51:45,028 INFO : Epoch=0153 complete, best val top1-acc=73.17%, top5-acc=92.24% (epoch=153), remaining_time=0:46:07.381667, arrival_time=2021-04-15 06:37:52.409757, cost_time=2:30:08.710471 2021-04-15 05:51:45,029 INFO : Train start, epoch=0154, lr=0.013018 2021-04-15 05:51:48,033 INFO : TRAIN, epoch=0154, iter=00010/00196, fetch data time cost=1.30ms, fps=852 images/s, loss=0.0234, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:55.874958, arrival_time=2021-04-15 05:52:43.908388, cost_time=0:00:03.004032 2021-04-15 05:51:50,845 INFO : TRAIN, epoch=0154, iter=00020/00196, fetch data time cost=1.30ms, fps=911 images/s, loss=0.0223, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:51.179392, arrival_time=2021-04-15 05:52:42.024644, cost_time=0:00:05.815847 2021-04-15 05:51:53,658 INFO : TRAIN, epoch=0154, iter=00030/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=0.0216, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:47.749900, arrival_time=2021-04-15 05:52:41.408802, cost_time=0:00:08.629496 2021-04-15 05:51:56,476 INFO : TRAIN, epoch=0154, iter=00040/00196, fetch data time cost=1.42ms, fps=909 images/s, loss=0.0222, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:44.642988, arrival_time=2021-04-15 05:52:41.119340, cost_time=0:00:11.446938 2021-04-15 05:51:59,286 INFO : TRAIN, epoch=0154, iter=00050/00196, fetch data time cost=1.47ms, fps=911 images/s, loss=0.0219, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:41.631754, arrival_time=2021-04-15 05:52:40.918619, cost_time=0:00:14.257454 2021-04-15 05:52:02,106 INFO : TRAIN, epoch=0154, iter=00060/00196, fetch data time cost=1.31ms, fps=908 images/s, loss=0.0219, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:38.708592, arrival_time=2021-04-15 05:52:40.815307, cost_time=0:00:17.077298 2021-04-15 05:52:04,926 INFO : TRAIN, epoch=0154, iter=00070/00196, fetch data time cost=1.38ms, fps=908 images/s, loss=0.0220, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:35.814996, arrival_time=2021-04-15 05:52:40.741616, cost_time=0:00:19.897211 2021-04-15 05:52:07,749 INFO : TRAIN, epoch=0154, iter=00080/00196, fetch data time cost=1.34ms, fps=907 images/s, loss=0.0223, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:32.943768, arrival_time=2021-04-15 05:52:40.693090, cost_time=0:00:22.719837 2021-04-15 05:52:10,568 INFO : TRAIN, epoch=0154, iter=00090/00196, fetch data time cost=1.35ms, fps=908 images/s, loss=0.0220, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:30.079620, arrival_time=2021-04-15 05:52:40.648358, cost_time=0:00:25.539327 2021-04-15 05:52:13,379 INFO : TRAIN, epoch=0154, iter=00100/00196, fetch data time cost=1.35ms, fps=911 images/s, loss=0.0222, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:27.216480, arrival_time=2021-04-15 05:52:40.596363, cost_time=0:00:28.350471 2021-04-15 05:52:16,193 INFO : TRAIN, epoch=0154, iter=00110/00196, fetch data time cost=1.36ms, fps=910 images/s, loss=0.0221, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:24.364746, arrival_time=2021-04-15 05:52:40.558421, cost_time=0:00:31.164263 2021-04-15 05:52:19,013 INFO : TRAIN, epoch=0154, iter=00120/00196, fetch data time cost=1.42ms, fps=908 images/s, loss=0.0224, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:21.523352, arrival_time=2021-04-15 05:52:40.536953, cost_time=0:00:33.984195 2021-04-15 05:52:21,833 INFO : TRAIN, epoch=0154, iter=00130/00196, fetch data time cost=1.37ms, fps=908 images/s, loss=0.0224, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:18.685128, arrival_time=2021-04-15 05:52:40.518632, cost_time=0:00:36.804100 2021-04-15 05:52:24,647 INFO : TRAIN, epoch=0154, iter=00140/00196, fetch data time cost=1.28ms, fps=910 images/s, loss=0.0226, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:15.847216, arrival_time=2021-04-15 05:52:40.494633, cost_time=0:00:39.618007 2021-04-15 05:52:27,461 INFO : TRAIN, epoch=0154, iter=00150/00196, fetch data time cost=1.39ms, fps=910 images/s, loss=0.0227, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:13.012434, arrival_time=2021-04-15 05:52:40.473763, cost_time=0:00:42.431922 2021-04-15 05:52:30,278 INFO : TRAIN, epoch=0154, iter=00160/00196, fetch data time cost=1.34ms, fps=909 images/s, loss=0.0228, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:10.180980, arrival_time=2021-04-15 05:52:40.459185, cost_time=0:00:45.248789 2021-04-15 05:52:33,093 INFO : TRAIN, epoch=0154, iter=00170/00196, fetch data time cost=1.40ms, fps=909 images/s, loss=0.0227, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:07.350954, arrival_time=2021-04-15 05:52:40.444328, cost_time=0:00:48.063968 2021-04-15 05:52:35,908 INFO : TRAIN, epoch=0154, iter=00180/00196, fetch data time cost=2.14ms, fps=909 images/s, loss=0.0228, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:04.522608, arrival_time=2021-04-15 05:52:40.431493, cost_time=0:00:50.879408 2021-04-15 05:52:38,730 INFO : TRAIN, epoch=0154, iter=00190/00196, fetch data time cost=1.11ms, fps=908 images/s, loss=0.0228, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:01.695816, arrival_time=2021-04-15 05:52:40.426048, cost_time=0:00:53.700832 2021-04-15 05:52:40,241 INFO : TRAIN, epoch=0154, iter=00196/00196, fetch data time cost=1.09ms, fps=900 images/s, loss=0.0232, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 05:52:40.241905, cost_time=0:00:55.212515 2021-04-15 05:52:41,130 INFO : EVAL, epoch=0154, iter=00010/00040, fetch data time cost=1.42ms, fps=2888 images/s, loss=1.1720, top1-acc=72.77%, top5-acc=92.38%, remaining_time=0:00:02.659500, arrival_time=2021-04-15 05:52:43.789485, cost_time=0:00:00.886497 2021-04-15 05:52:41,909 INFO : EVAL, epoch=0154, iter=00020/00040, fetch data time cost=1.35ms, fps=3285 images/s, loss=1.1683, top1-acc=72.77%, top5-acc=92.13%, remaining_time=0:00:01.666220, arrival_time=2021-04-15 05:52:43.575906, cost_time=0:00:01.666222 2021-04-15 05:52:42,684 INFO : EVAL, epoch=0154, iter=00030/00040, fetch data time cost=1.39ms, fps=3305 images/s, loss=1.1683, top1-acc=72.15%, top5-acc=92.04%, remaining_time=0:00:00.813730, arrival_time=2021-04-15 05:52:43.498387, cost_time=0:00:02.441199 2021-04-15 05:52:43,393 INFO : EVAL, epoch=0154, iter=00040/00040, fetch data time cost=0.06ms, fps=3275 images/s, loss=1.1481, top1-acc=72.30%, top5-acc=92.06%, remaining_time=0:00:00, arrival_time=2021-04-15 05:52:43.393399, cost_time=0:00:03.149956 2021-04-15 05:52:43,830 INFO : Epoch=0154 complete, best val top1-acc=73.17%, top5-acc=92.24% (epoch=153), remaining_time=0:45:08.477746, arrival_time=2021-04-15 06:37:52.307783, cost_time=2:31:07.512440 2021-04-15 05:52:43,831 INFO : Train start, epoch=0155, lr=0.012494 2021-04-15 05:52:46,795 INFO : TRAIN, epoch=0155, iter=00010/00196, fetch data time cost=1.41ms, fps=864 images/s, loss=0.0241, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:55.132632, arrival_time=2021-04-15 05:53:41.928087, cost_time=0:00:02.964121 2021-04-15 05:52:49,609 INFO : TRAIN, epoch=0155, iter=00020/00196, fetch data time cost=1.41ms, fps=910 images/s, loss=0.0248, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:50.850624, arrival_time=2021-04-15 05:53:40.460433, cost_time=0:00:05.778483 2021-04-15 05:52:52,421 INFO : TRAIN, epoch=0155, iter=00030/00196, fetch data time cost=1.30ms, fps=911 images/s, loss=0.0246, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:47.532606, arrival_time=2021-04-15 05:53:39.954174, cost_time=0:00:08.590241 2021-04-15 05:52:55,238 INFO : TRAIN, epoch=0155, iter=00040/00196, fetch data time cost=1.40ms, fps=909 images/s, loss=0.0232, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:44.488548, arrival_time=2021-04-15 05:53:39.727189, cost_time=0:00:11.407308 2021-04-15 05:52:58,050 INFO : TRAIN, epoch=0155, iter=00050/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.0221, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:41.519334, arrival_time=2021-04-15 05:53:39.569608, cost_time=0:00:14.218953 2021-04-15 05:53:00,858 INFO : TRAIN, epoch=0155, iter=00060/00196, fetch data time cost=1.32ms, fps=912 images/s, loss=0.0223, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:38.595168, arrival_time=2021-04-15 05:53:39.453768, cost_time=0:00:17.027275 2021-04-15 05:53:03,664 INFO : TRAIN, epoch=0155, iter=00070/00196, fetch data time cost=1.30ms, fps=912 images/s, loss=0.0222, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:35.700084, arrival_time=2021-04-15 05:53:39.364767, cost_time=0:00:19.833356 2021-04-15 05:53:06,475 INFO : TRAIN, epoch=0155, iter=00080/00196, fetch data time cost=1.32ms, fps=911 images/s, loss=0.0219, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:32.834032, arrival_time=2021-04-15 05:53:39.309481, cost_time=0:00:22.644121 2021-04-15 05:53:09,287 INFO : TRAIN, epoch=0155, iter=00090/00196, fetch data time cost=1.32ms, fps=911 images/s, loss=0.0216, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:29.981464, arrival_time=2021-04-15 05:53:39.268776, cost_time=0:00:25.455976 2021-04-15 05:53:12,103 INFO : TRAIN, epoch=0155, iter=00100/00196, fetch data time cost=1.31ms, fps=909 images/s, loss=0.0213, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:27.140736, arrival_time=2021-04-15 05:53:39.243757, cost_time=0:00:28.271628 2021-04-15 05:53:14,923 INFO : TRAIN, epoch=0155, iter=00110/00196, fetch data time cost=1.60ms, fps=908 images/s, loss=0.0215, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:24.308158, arrival_time=2021-04-15 05:53:39.231310, cost_time=0:00:31.091810 2021-04-15 05:53:17,742 INFO : TRAIN, epoch=0155, iter=00120/00196, fetch data time cost=1.31ms, fps=908 images/s, loss=0.0211, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:21.476840, arrival_time=2021-04-15 05:53:39.218977, cost_time=0:00:33.910788 2021-04-15 05:53:20,559 INFO : TRAIN, epoch=0155, iter=00130/00196, fetch data time cost=1.28ms, fps=909 images/s, loss=0.0213, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:18.646716, arrival_time=2021-04-15 05:53:39.206427, cost_time=0:00:36.728334 2021-04-15 05:53:23,377 INFO : TRAIN, epoch=0155, iter=00140/00196, fetch data time cost=1.56ms, fps=909 images/s, loss=0.0211, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:15.818432, arrival_time=2021-04-15 05:53:39.195919, cost_time=0:00:39.546141 2021-04-15 05:53:26,229 INFO : TRAIN, epoch=0155, iter=00150/00196, fetch data time cost=1.41ms, fps=898 images/s, loss=0.0214, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:13.002084, arrival_time=2021-04-15 05:53:39.231567, cost_time=0:00:42.398161 2021-04-15 05:53:29,042 INFO : TRAIN, epoch=0155, iter=00160/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.0212, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:10.172448, arrival_time=2021-04-15 05:53:39.214625, cost_time=0:00:45.210854 2021-04-15 05:53:31,859 INFO : TRAIN, epoch=0155, iter=00170/00196, fetch data time cost=1.39ms, fps=909 images/s, loss=0.0211, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:07.345546, arrival_time=2021-04-15 05:53:39.205412, cost_time=0:00:48.028538 2021-04-15 05:53:34,678 INFO : TRAIN, epoch=0155, iter=00180/00196, fetch data time cost=1.30ms, fps=909 images/s, loss=0.0211, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:04.519696, arrival_time=2021-04-15 05:53:39.197687, cost_time=0:00:50.846659 2021-04-15 05:53:37,492 INFO : TRAIN, epoch=0155, iter=00190/00196, fetch data time cost=1.22ms, fps=910 images/s, loss=0.0210, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:01.694550, arrival_time=2021-04-15 05:53:39.186751, cost_time=0:00:53.660822 2021-04-15 05:53:39,007 INFO : TRAIN, epoch=0155, iter=00196/00196, fetch data time cost=1.24ms, fps=898 images/s, loss=0.0212, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 05:53:39.007257, cost_time=0:00:55.175937 2021-04-15 05:53:39,892 INFO : EVAL, epoch=0155, iter=00010/00040, fetch data time cost=0.20ms, fps=2899 images/s, loss=1.1048, top1-acc=72.77%, top5-acc=93.05%, remaining_time=0:00:02.649330, arrival_time=2021-04-15 05:53:42.541348, cost_time=0:00:00.883109 2021-04-15 05:53:40,666 INFO : EVAL, epoch=0155, iter=00020/00040, fetch data time cost=1.21ms, fps=3305 images/s, loss=1.1057, top1-acc=73.12%, top5-acc=92.91%, remaining_time=0:00:01.658000, arrival_time=2021-04-15 05:53:42.324914, cost_time=0:00:01.658003 2021-04-15 05:53:41,444 INFO : EVAL, epoch=0155, iter=00030/00040, fetch data time cost=1.89ms, fps=3296 images/s, loss=1.0976, top1-acc=73.44%, top5-acc=92.84%, remaining_time=0:00:00.811690, arrival_time=2021-04-15 05:53:42.255683, cost_time=0:00:02.435082 2021-04-15 05:53:42,152 INFO : EVAL, epoch=0155, iter=00040/00040, fetch data time cost=0.05ms, fps=3275 images/s, loss=1.1359, top1-acc=73.22%, top5-acc=92.40%, remaining_time=0:00:00, arrival_time=2021-04-15 05:53:42.152773, cost_time=0:00:03.143885 2021-04-15 05:53:43,103 INFO : Epoch=0155 complete, best val top1-acc=73.22%, top5-acc=92.40% (epoch=155), remaining_time=0:44:09.711915, arrival_time=2021-04-15 06:37:52.815083, cost_time=2:32:06.785551 2021-04-15 05:53:43,104 INFO : Train start, epoch=0156, lr=0.011980 2021-04-15 05:53:46,076 INFO : TRAIN, epoch=0156, iter=00010/00196, fetch data time cost=1.31ms, fps=861 images/s, loss=0.0210, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:55.279758, arrival_time=2021-04-15 05:54:41.356269, cost_time=0:00:02.972030 2021-04-15 05:53:48,889 INFO : TRAIN, epoch=0156, iter=00020/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.0191, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:50.908880, arrival_time=2021-04-15 05:54:39.798435, cost_time=0:00:05.785093 2021-04-15 05:53:51,705 INFO : TRAIN, epoch=0156, iter=00030/00196, fetch data time cost=1.49ms, fps=909 images/s, loss=0.0189, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:47.591204, arrival_time=2021-04-15 05:54:39.296502, cost_time=0:00:08.600830 2021-04-15 05:53:54,517 INFO : TRAIN, epoch=0156, iter=00040/00196, fetch data time cost=1.51ms, fps=911 images/s, loss=0.0185, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:44.509920, arrival_time=2021-04-15 05:54:39.027205, cost_time=0:00:11.412799 2021-04-15 05:53:57,336 INFO : TRAIN, epoch=0156, iter=00050/00196, fetch data time cost=1.97ms, fps=908 images/s, loss=0.0181, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:41.555834, arrival_time=2021-04-15 05:54:38.891837, cost_time=0:00:14.231441 2021-04-15 05:54:00,151 INFO : TRAIN, epoch=0156, iter=00060/00196, fetch data time cost=1.42ms, fps=909 images/s, loss=0.0184, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:38.639640, arrival_time=2021-04-15 05:54:38.791094, cost_time=0:00:17.046891 2021-04-15 05:54:02,971 INFO : TRAIN, epoch=0156, iter=00070/00196, fetch data time cost=1.54ms, fps=908 images/s, loss=0.0181, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:35.760060, arrival_time=2021-04-15 05:54:38.731343, cost_time=0:00:19.866718 2021-04-15 05:54:05,788 INFO : TRAIN, epoch=0156, iter=00080/00196, fetch data time cost=1.31ms, fps=909 images/s, loss=0.0181, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:32.891336, arrival_time=2021-04-15 05:54:38.679450, cost_time=0:00:22.683649 2021-04-15 05:54:08,600 INFO : TRAIN, epoch=0156, iter=00090/00196, fetch data time cost=1.40ms, fps=910 images/s, loss=0.0183, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:30.028422, arrival_time=2021-04-15 05:54:38.628762, cost_time=0:00:25.495802 2021-04-15 05:54:11,410 INFO : TRAIN, epoch=0156, iter=00100/00196, fetch data time cost=1.30ms, fps=911 images/s, loss=0.0181, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:27.174144, arrival_time=2021-04-15 05:54:38.585071, cost_time=0:00:28.306442 2021-04-15 05:54:14,229 INFO : TRAIN, epoch=0156, iter=00110/00196, fetch data time cost=1.38ms, fps=908 images/s, loss=0.0181, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:24.333958, arrival_time=2021-04-15 05:54:38.563297, cost_time=0:00:31.124869 2021-04-15 05:54:17,043 INFO : TRAIN, epoch=0156, iter=00120/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=0.0181, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:21.494700, arrival_time=2021-04-15 05:54:38.538197, cost_time=0:00:33.939025 2021-04-15 05:54:19,853 INFO : TRAIN, epoch=0156, iter=00130/00196, fetch data time cost=1.33ms, fps=911 images/s, loss=0.0182, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:18.657342, arrival_time=2021-04-15 05:54:38.511169, cost_time=0:00:36.749361 2021-04-15 05:54:22,672 INFO : TRAIN, epoch=0156, iter=00140/00196, fetch data time cost=1.28ms, fps=908 images/s, loss=0.0182, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:15.827280, arrival_time=2021-04-15 05:54:38.500033, cost_time=0:00:39.568195 2021-04-15 05:54:25,485 INFO : TRAIN, epoch=0156, iter=00150/00196, fetch data time cost=1.36ms, fps=910 images/s, loss=0.0180, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:12.996794, arrival_time=2021-04-15 05:54:38.482078, cost_time=0:00:42.380802 2021-04-15 05:54:28,301 INFO : TRAIN, epoch=0156, iter=00160/00196, fetch data time cost=1.32ms, fps=909 images/s, loss=0.0180, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:10.169244, arrival_time=2021-04-15 05:54:38.470384, cost_time=0:00:45.196673 2021-04-15 05:54:31,120 INFO : TRAIN, epoch=0156, iter=00170/00196, fetch data time cost=1.51ms, fps=909 images/s, loss=0.0180, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:07.343674, arrival_time=2021-04-15 05:54:38.464460, cost_time=0:00:48.016315 2021-04-15 05:54:33,938 INFO : TRAIN, epoch=0156, iter=00180/00196, fetch data time cost=1.31ms, fps=909 images/s, loss=0.0180, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:04.518544, arrival_time=2021-04-15 05:54:38.456683, cost_time=0:00:50.833674 2021-04-15 05:54:36,756 INFO : TRAIN, epoch=0156, iter=00190/00196, fetch data time cost=1.26ms, fps=909 images/s, loss=0.0179, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:01.694268, arrival_time=2021-04-15 05:54:38.450489, cost_time=0:00:53.651756 2021-04-15 05:54:38,274 INFO : TRAIN, epoch=0156, iter=00196/00196, fetch data time cost=1.16ms, fps=896 images/s, loss=0.0182, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 05:54:38.273986, cost_time=0:00:55.169532 2021-04-15 05:54:39,159 INFO : EVAL, epoch=0156, iter=00010/00040, fetch data time cost=1.25ms, fps=2895 images/s, loss=1.1239, top1-acc=73.59%, top5-acc=92.34%, remaining_time=0:00:02.652480, arrival_time=2021-04-15 05:54:41.812171, cost_time=0:00:00.884160 2021-04-15 05:54:39,937 INFO : EVAL, epoch=0156, iter=00020/00040, fetch data time cost=1.19ms, fps=3294 images/s, loss=1.1237, top1-acc=73.16%, top5-acc=92.30%, remaining_time=0:00:01.661620, arrival_time=2021-04-15 05:54:41.598762, cost_time=0:00:01.661620 2021-04-15 05:54:40,712 INFO : EVAL, epoch=0156, iter=00030/00040, fetch data time cost=1.28ms, fps=3305 images/s, loss=1.1233, top1-acc=73.42%, top5-acc=92.30%, remaining_time=0:00:00.812160, arrival_time=2021-04-15 05:54:41.524157, cost_time=0:00:02.436469 2021-04-15 05:54:41,420 INFO : EVAL, epoch=0156, iter=00040/00040, fetch data time cost=0.05ms, fps=3278 images/s, loss=1.1021, top1-acc=73.68%, top5-acc=92.34%, remaining_time=0:00:00, arrival_time=2021-04-15 05:54:41.419994, cost_time=0:00:03.144495 2021-04-15 05:54:42,283 INFO : Epoch=0156 complete, best val top1-acc=73.68%, top5-acc=92.34% (epoch=156), remaining_time=0:43:10.913380, arrival_time=2021-04-15 06:37:53.196689, cost_time=2:33:05.965678 2021-04-15 05:54:42,284 INFO : Train start, epoch=0157, lr=0.011474 2021-04-15 05:54:45,211 INFO : TRAIN, epoch=0157, iter=00010/00196, fetch data time cost=1.27ms, fps=875 images/s, loss=0.0197, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:54.436434, arrival_time=2021-04-15 05:55:39.647771, cost_time=0:00:02.926692 2021-04-15 05:54:48,025 INFO : TRAIN, epoch=0157, iter=00020/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=0.0180, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:50.522384, arrival_time=2021-04-15 05:55:38.548218, cost_time=0:00:05.741178 2021-04-15 05:54:50,836 INFO : TRAIN, epoch=0157, iter=00030/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.0175, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:47.319628, arrival_time=2021-04-15 05:55:38.156016, cost_time=0:00:08.551745 2021-04-15 05:54:53,650 INFO : TRAIN, epoch=0157, iter=00040/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.0164, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:44.325840, arrival_time=2021-04-15 05:55:37.976133, cost_time=0:00:11.365585 2021-04-15 05:54:56,467 INFO : TRAIN, epoch=0157, iter=00050/00196, fetch data time cost=1.30ms, fps=909 images/s, loss=0.0166, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:41.414360, arrival_time=2021-04-15 05:55:37.882015, cost_time=0:00:14.182988 2021-04-15 05:54:59,282 INFO : TRAIN, epoch=0157, iter=00060/00196, fetch data time cost=1.27ms, fps=909 images/s, loss=0.0175, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:38.529480, arrival_time=2021-04-15 05:55:37.812410, cost_time=0:00:16.998286 2021-04-15 05:55:02,098 INFO : TRAIN, epoch=0157, iter=00070/00196, fetch data time cost=1.30ms, fps=909 images/s, loss=0.0174, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:35.664804, arrival_time=2021-04-15 05:55:37.763257, cost_time=0:00:19.813795 2021-04-15 05:55:04,910 INFO : TRAIN, epoch=0157, iter=00080/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.0171, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:32.807932, arrival_time=2021-04-15 05:55:37.718713, cost_time=0:00:22.626133 2021-04-15 05:55:07,721 INFO : TRAIN, epoch=0157, iter=00090/00196, fetch data time cost=1.27ms, fps=911 images/s, loss=0.0170, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:29.959416, arrival_time=2021-04-15 05:55:37.681319, cost_time=0:00:25.437256 2021-04-15 05:55:10,536 INFO : TRAIN, epoch=0157, iter=00100/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.0167, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:27.121632, arrival_time=2021-04-15 05:55:37.658019, cost_time=0:00:28.251739 2021-04-15 05:55:13,347 INFO : TRAIN, epoch=0157, iter=00110/00196, fetch data time cost=1.33ms, fps=911 images/s, loss=0.0165, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:24.285454, arrival_time=2021-04-15 05:55:37.632934, cost_time=0:00:31.062838 2021-04-15 05:55:16,154 INFO : TRAIN, epoch=0157, iter=00120/00196, fetch data time cost=1.28ms, fps=912 images/s, loss=0.0165, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:21.450620, arrival_time=2021-04-15 05:55:37.604694, cost_time=0:00:33.869433 2021-04-15 05:55:18,962 INFO : TRAIN, epoch=0157, iter=00130/00196, fetch data time cost=1.25ms, fps=912 images/s, loss=0.0165, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:18.621108, arrival_time=2021-04-15 05:55:37.583632, cost_time=0:00:36.677883 2021-04-15 05:55:21,772 INFO : TRAIN, epoch=0157, iter=00140/00196, fetch data time cost=1.26ms, fps=911 images/s, loss=0.0166, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:15.794968, arrival_time=2021-04-15 05:55:37.567010, cost_time=0:00:39.487400 2021-04-15 05:55:24,585 INFO : TRAIN, epoch=0157, iter=00150/00196, fetch data time cost=1.45ms, fps=910 images/s, loss=0.0166, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:12.972138, arrival_time=2021-04-15 05:55:37.557300, cost_time=0:00:42.300516 2021-04-15 05:55:27,401 INFO : TRAIN, epoch=0157, iter=00160/00196, fetch data time cost=1.33ms, fps=909 images/s, loss=0.0168, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:10.151208, arrival_time=2021-04-15 05:55:37.552300, cost_time=0:00:45.116441 2021-04-15 05:55:30,223 INFO : TRAIN, epoch=0157, iter=00170/00196, fetch data time cost=1.38ms, fps=907 images/s, loss=0.0167, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:07.331740, arrival_time=2021-04-15 05:55:37.554698, cost_time=0:00:47.938240 2021-04-15 05:55:33,039 INFO : TRAIN, epoch=0157, iter=00180/00196, fetch data time cost=1.30ms, fps=909 images/s, loss=0.0167, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:04.511568, arrival_time=2021-04-15 05:55:37.551432, cost_time=0:00:50.755221 2021-04-15 05:55:35,853 INFO : TRAIN, epoch=0157, iter=00190/00196, fetch data time cost=1.17ms, fps=910 images/s, loss=0.0167, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:01.691652, arrival_time=2021-04-15 05:55:37.545319, cost_time=0:00:53.569013 2021-04-15 05:55:37,364 INFO : TRAIN, epoch=0157, iter=00196/00196, fetch data time cost=1.14ms, fps=900 images/s, loss=0.0168, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 05:55:37.364349, cost_time=0:00:55.079716 2021-04-15 05:55:38,250 INFO : EVAL, epoch=0157, iter=00010/00040, fetch data time cost=0.19ms, fps=2895 images/s, loss=1.1038, top1-acc=74.77%, top5-acc=93.12%, remaining_time=0:00:02.652450, arrival_time=2021-04-15 05:55:40.902520, cost_time=0:00:00.884150 2021-04-15 05:55:39,025 INFO : EVAL, epoch=0157, iter=00020/00040, fetch data time cost=1.70ms, fps=3302 images/s, loss=1.0666, top1-acc=75.04%, top5-acc=93.34%, remaining_time=0:00:01.659800, arrival_time=2021-04-15 05:55:40.685524, cost_time=0:00:01.659805 2021-04-15 05:55:39,800 INFO : EVAL, epoch=0157, iter=00030/00040, fetch data time cost=1.32ms, fps=3305 images/s, loss=1.0956, top1-acc=74.10%, top5-acc=92.93%, remaining_time=0:00:00.811540, arrival_time=2021-04-15 05:55:40.612085, cost_time=0:00:02.434624 2021-04-15 05:55:40,508 INFO : EVAL, epoch=0157, iter=00040/00040, fetch data time cost=0.05ms, fps=3279 images/s, loss=1.1026, top1-acc=73.64%, top5-acc=92.76%, remaining_time=0:00:00, arrival_time=2021-04-15 05:55:40.508456, cost_time=0:00:03.142560 2021-04-15 05:55:40,999 INFO : Epoch=0157 complete, best val top1-acc=73.68%, top5-acc=92.34% (epoch=156), remaining_time=0:42:11.982975, arrival_time=2021-04-15 06:37:52.982672, cost_time=2:34:04.682096 2021-04-15 05:55:41,000 INFO : Train start, epoch=0158, lr=0.010978 2021-04-15 05:55:43,944 INFO : TRAIN, epoch=0158, iter=00010/00196, fetch data time cost=1.30ms, fps=870 images/s, loss=0.0163, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:54.748170, arrival_time=2021-04-15 05:56:38.692653, cost_time=0:00:02.943450 2021-04-15 05:55:46,756 INFO : TRAIN, epoch=0158, iter=00020/00196, fetch data time cost=1.27ms, fps=911 images/s, loss=0.0164, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:50.643824, arrival_time=2021-04-15 05:56:37.399825, cost_time=0:00:05.754981 2021-04-15 05:55:49,567 INFO : TRAIN, epoch=0158, iter=00030/00196, fetch data time cost=1.28ms, fps=911 images/s, loss=0.0170, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:47.398810, arrival_time=2021-04-15 05:56:36.965879, cost_time=0:00:08.566054 2021-04-15 05:55:52,380 INFO : TRAIN, epoch=0158, iter=00040/00196, fetch data time cost=1.26ms, fps=910 images/s, loss=0.0173, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:44.381688, arrival_time=2021-04-15 05:56:36.762633, cost_time=0:00:11.379926 2021-04-15 05:55:55,192 INFO : TRAIN, epoch=0158, iter=00050/00196, fetch data time cost=1.32ms, fps=911 images/s, loss=0.0167, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:41.438304, arrival_time=2021-04-15 05:56:36.630531, cost_time=0:00:14.191206 2021-04-15 05:55:58,010 INFO : TRAIN, epoch=0158, iter=00060/00196, fetch data time cost=1.27ms, fps=908 images/s, loss=0.0164, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:38.555728, arrival_time=2021-04-15 05:56:36.566620, cost_time=0:00:17.009872 2021-04-15 05:56:00,825 INFO : TRAIN, epoch=0158, iter=00070/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.0166, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:35.683326, arrival_time=2021-04-15 05:56:36.508395, cost_time=0:00:19.824052 2021-04-15 05:56:03,637 INFO : TRAIN, epoch=0158, iter=00080/00196, fetch data time cost=1.52ms, fps=910 images/s, loss=0.0165, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:32.822432, arrival_time=2021-04-15 05:56:36.459623, cost_time=0:00:22.636174 2021-04-15 05:56:06,447 INFO : TRAIN, epoch=0158, iter=00090/00196, fetch data time cost=1.28ms, fps=911 images/s, loss=0.0163, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:29.970758, arrival_time=2021-04-15 05:56:36.418616, cost_time=0:00:25.446839 2021-04-15 05:56:09,262 INFO : TRAIN, epoch=0158, iter=00100/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.0162, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:27.131328, arrival_time=2021-04-15 05:56:36.394185, cost_time=0:00:28.261839 2021-04-15 05:56:12,073 INFO : TRAIN, epoch=0158, iter=00110/00196, fetch data time cost=1.27ms, fps=911 images/s, loss=0.0163, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:24.292850, arrival_time=2021-04-15 05:56:36.366068, cost_time=0:00:31.072203 2021-04-15 05:56:14,887 INFO : TRAIN, epoch=0158, iter=00120/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.0163, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:21.461108, arrival_time=2021-04-15 05:56:36.348117, cost_time=0:00:33.885938 2021-04-15 05:56:17,704 INFO : TRAIN, epoch=0158, iter=00130/00196, fetch data time cost=1.30ms, fps=909 images/s, loss=0.0163, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:18.634044, arrival_time=2021-04-15 05:56:36.338457, cost_time=0:00:36.703393 2021-04-15 05:56:20,514 INFO : TRAIN, epoch=0158, iter=00140/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.0162, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:15.805384, arrival_time=2021-04-15 05:56:36.319828, cost_time=0:00:39.513404 2021-04-15 05:56:23,326 INFO : TRAIN, epoch=0158, iter=00150/00196, fetch data time cost=1.29ms, fps=911 images/s, loss=0.0161, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:12.979728, arrival_time=2021-04-15 05:56:36.305939, cost_time=0:00:42.325189 2021-04-15 05:56:26,141 INFO : TRAIN, epoch=0158, iter=00160/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.0162, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:10.156536, arrival_time=2021-04-15 05:56:36.297758, cost_time=0:00:45.140187 2021-04-15 05:56:28,956 INFO : TRAIN, epoch=0158, iter=00170/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.0161, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:07.334288, arrival_time=2021-04-15 05:56:36.290325, cost_time=0:00:47.955020 2021-04-15 05:56:31,769 INFO : TRAIN, epoch=0158, iter=00180/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=0.0160, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:04.512736, arrival_time=2021-04-15 05:56:36.282040, cost_time=0:00:50.768286 2021-04-15 05:56:34,581 INFO : TRAIN, epoch=0158, iter=00190/00196, fetch data time cost=1.13ms, fps=911 images/s, loss=0.0159, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:01.692000, arrival_time=2021-04-15 05:56:36.273070, cost_time=0:00:53.580061 2021-04-15 05:56:36,092 INFO : TRAIN, epoch=0158, iter=00196/00196, fetch data time cost=1.13ms, fps=900 images/s, loss=0.0159, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 05:56:36.092703, cost_time=0:00:55.091697 2021-04-15 05:56:36,997 INFO : EVAL, epoch=0158, iter=00010/00040, fetch data time cost=0.19ms, fps=2835 images/s, loss=1.1176, top1-acc=73.32%, top5-acc=92.97%, remaining_time=0:00:02.709210, arrival_time=2021-04-15 05:56:39.706528, cost_time=0:00:00.903073 2021-04-15 05:56:37,772 INFO : EVAL, epoch=0158, iter=00020/00040, fetch data time cost=1.33ms, fps=3303 images/s, loss=1.1504, top1-acc=73.05%, top5-acc=92.21%, remaining_time=0:00:01.678480, arrival_time=2021-04-15 05:56:39.451216, cost_time=0:00:01.678490 2021-04-15 05:56:38,547 INFO : EVAL, epoch=0158, iter=00030/00040, fetch data time cost=1.21ms, fps=3305 images/s, loss=1.1397, top1-acc=73.35%, top5-acc=92.42%, remaining_time=0:00:00.817780, arrival_time=2021-04-15 05:56:39.365375, cost_time=0:00:02.453348 2021-04-15 05:56:39,256 INFO : EVAL, epoch=0158, iter=00040/00040, fetch data time cost=0.05ms, fps=3273 images/s, loss=1.1012, top1-acc=73.88%, top5-acc=92.67%, remaining_time=0:00:00, arrival_time=2021-04-15 05:56:39.256655, cost_time=0:00:03.162435 2021-04-15 05:56:40,177 INFO : Epoch=0158 complete, best val top1-acc=73.88%, top5-acc=92.67% (epoch=158), remaining_time=0:41:13.177812, arrival_time=2021-04-15 06:37:53.354885, cost_time=2:35:03.859454 2021-04-15 05:56:40,178 INFO : Train start, epoch=0159, lr=0.010492 2021-04-15 05:56:43,140 INFO : TRAIN, epoch=0159, iter=00010/00196, fetch data time cost=1.28ms, fps=864 images/s, loss=0.0132, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:55.093014, arrival_time=2021-04-15 05:57:38.233381, cost_time=0:00:02.961986 2021-04-15 05:56:45,952 INFO : TRAIN, epoch=0159, iter=00020/00196, fetch data time cost=1.38ms, fps=911 images/s, loss=0.0153, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:50.810320, arrival_time=2021-04-15 05:57:36.762603, cost_time=0:00:05.773903 2021-04-15 05:56:48,762 INFO : TRAIN, epoch=0159, iter=00030/00196, fetch data time cost=1.28ms, fps=911 images/s, loss=0.0146, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:47.498078, arrival_time=2021-04-15 05:57:36.260439, cost_time=0:00:08.583980 2021-04-15 05:56:51,573 INFO : TRAIN, epoch=0159, iter=00040/00196, fetch data time cost=1.32ms, fps=911 images/s, loss=0.0167, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:44.441124, arrival_time=2021-04-15 05:57:36.014682, cost_time=0:00:11.395175 2021-04-15 05:56:54,384 INFO : TRAIN, epoch=0159, iter=00050/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.0176, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:41.481812, arrival_time=2021-04-15 05:57:35.866311, cost_time=0:00:14.206108 2021-04-15 05:56:57,197 INFO : TRAIN, epoch=0159, iter=00060/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.0180, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:38.577352, arrival_time=2021-04-15 05:57:35.775136, cost_time=0:00:17.019405 2021-04-15 05:57:00,015 INFO : TRAIN, epoch=0159, iter=00070/00196, fetch data time cost=1.29ms, fps=909 images/s, loss=0.0179, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:35.704494, arrival_time=2021-04-15 05:57:35.719964, cost_time=0:00:19.835854 2021-04-15 05:57:02,833 INFO : TRAIN, epoch=0159, iter=00080/00196, fetch data time cost=1.29ms, fps=909 images/s, loss=0.0180, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:32.850040, arrival_time=2021-04-15 05:57:35.683649, cost_time=0:00:22.655229 2021-04-15 05:57:05,650 INFO : TRAIN, epoch=0159, iter=00090/00196, fetch data time cost=1.29ms, fps=909 images/s, loss=0.0178, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:30.000862, arrival_time=2021-04-15 05:57:35.651676, cost_time=0:00:25.472407 2021-04-15 05:57:08,462 INFO : TRAIN, epoch=0159, iter=00100/00196, fetch data time cost=1.53ms, fps=910 images/s, loss=0.0176, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:27.153120, arrival_time=2021-04-15 05:57:35.616060, cost_time=0:00:28.284547 2021-04-15 05:57:11,276 INFO : TRAIN, epoch=0159, iter=00110/00196, fetch data time cost=1.38ms, fps=910 images/s, loss=0.0174, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:24.312716, arrival_time=2021-04-15 05:57:35.588709, cost_time=0:00:31.097615 2021-04-15 05:57:14,084 INFO : TRAIN, epoch=0159, iter=00120/00196, fetch data time cost=1.30ms, fps=912 images/s, loss=0.0173, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:21.474104, arrival_time=2021-04-15 05:57:35.558920, cost_time=0:00:33.906431 2021-04-15 05:57:16,897 INFO : TRAIN, epoch=0159, iter=00130/00196, fetch data time cost=1.37ms, fps=910 images/s, loss=0.0171, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:18.642030, arrival_time=2021-04-15 05:57:35.539512, cost_time=0:00:36.719104 2021-04-15 05:57:19,708 INFO : TRAIN, epoch=0159, iter=00140/00196, fetch data time cost=1.30ms, fps=911 images/s, loss=0.0170, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:15.812048, arrival_time=2021-04-15 05:57:35.520619, cost_time=0:00:39.530173 2021-04-15 05:57:22,517 INFO : TRAIN, epoch=0159, iter=00150/00196, fetch data time cost=1.26ms, fps=911 images/s, loss=0.0168, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:12.984052, arrival_time=2021-04-15 05:57:35.501777, cost_time=0:00:42.339347 2021-04-15 05:57:25,327 INFO : TRAIN, epoch=0159, iter=00160/00196, fetch data time cost=1.27ms, fps=911 images/s, loss=0.0168, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:10.158624, arrival_time=2021-04-15 05:57:35.486377, cost_time=0:00:45.149374 2021-04-15 05:57:28,139 INFO : TRAIN, epoch=0159, iter=00170/00196, fetch data time cost=1.37ms, fps=911 images/s, loss=0.0169, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:07.335250, arrival_time=2021-04-15 05:57:35.474868, cost_time=0:00:47.961244 2021-04-15 05:57:30,941 INFO : TRAIN, epoch=0159, iter=00180/00196, fetch data time cost=1.29ms, fps=914 images/s, loss=0.0169, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:04.512304, arrival_time=2021-04-15 05:57:35.454032, cost_time=0:00:50.763353 2021-04-15 05:57:33,751 INFO : TRAIN, epoch=0159, iter=00190/00196, fetch data time cost=1.09ms, fps=911 images/s, loss=0.0169, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:01.691778, arrival_time=2021-04-15 05:57:35.443133, cost_time=0:00:53.572986 2021-04-15 05:57:35,257 INFO : TRAIN, epoch=0159, iter=00196/00196, fetch data time cost=1.17ms, fps=903 images/s, loss=0.0169, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 05:57:35.256960, cost_time=0:00:55.078594 2021-04-15 05:57:36,157 INFO : EVAL, epoch=0159, iter=00010/00040, fetch data time cost=0.19ms, fps=2852 images/s, loss=1.1209, top1-acc=73.79%, top5-acc=92.77%, remaining_time=0:00:02.692710, arrival_time=2021-04-15 05:57:38.849980, cost_time=0:00:00.897574 2021-04-15 05:57:36,930 INFO : EVAL, epoch=0159, iter=00020/00040, fetch data time cost=1.30ms, fps=3311 images/s, loss=1.1281, top1-acc=73.36%, top5-acc=92.62%, remaining_time=0:00:01.671060, arrival_time=2021-04-15 05:57:38.601816, cost_time=0:00:01.671067 2021-04-15 05:57:37,705 INFO : EVAL, epoch=0159, iter=00030/00040, fetch data time cost=1.45ms, fps=3307 images/s, loss=1.1232, top1-acc=73.45%, top5-acc=92.77%, remaining_time=0:00:00.815180, arrival_time=2021-04-15 05:57:38.520507, cost_time=0:00:02.445527 2021-04-15 05:57:38,415 INFO : EVAL, epoch=0159, iter=00040/00040, fetch data time cost=0.05ms, fps=3271 images/s, loss=1.1123, top1-acc=73.91%, top5-acc=92.77%, remaining_time=0:00:00, arrival_time=2021-04-15 05:57:38.415116, cost_time=0:00:03.155435 2021-04-15 05:57:39,270 INFO : Epoch=0159 complete, best val top1-acc=73.91%, top5-acc=92.77% (epoch=159), remaining_time=0:40:14.346418, arrival_time=2021-04-15 06:37:53.617200, cost_time=2:36:02.953170 2021-04-15 05:57:39,272 INFO : Train start, epoch=0160, lr=0.010016 2021-04-15 05:57:42,245 INFO : TRAIN, epoch=0160, iter=00010/00196, fetch data time cost=1.37ms, fps=861 images/s, loss=0.0130, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:55.286826, arrival_time=2021-04-15 05:58:37.531725, cost_time=0:00:02.972409 2021-04-15 05:57:45,063 INFO : TRAIN, epoch=0160, iter=00020/00196, fetch data time cost=1.30ms, fps=909 images/s, loss=0.0124, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:50.958160, arrival_time=2021-04-15 05:58:36.021159, cost_time=0:00:05.790700 2021-04-15 05:57:47,880 INFO : TRAIN, epoch=0160, iter=00030/00196, fetch data time cost=1.38ms, fps=909 images/s, loss=0.0126, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:47.631874, arrival_time=2021-04-15 05:58:35.512427, cost_time=0:00:08.608167 2021-04-15 05:57:50,690 INFO : TRAIN, epoch=0160, iter=00040/00196, fetch data time cost=1.33ms, fps=911 images/s, loss=0.0134, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:44.530668, arrival_time=2021-04-15 05:58:35.221084, cost_time=0:00:11.418132 2021-04-15 05:57:53,510 INFO : TRAIN, epoch=0160, iter=00050/00196, fetch data time cost=1.37ms, fps=908 images/s, loss=0.0138, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:41.574522, arrival_time=2021-04-15 05:58:35.084728, cost_time=0:00:14.237838 2021-04-15 05:57:56,323 INFO : TRAIN, epoch=0160, iter=00060/00196, fetch data time cost=1.28ms, fps=910 images/s, loss=0.0144, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:38.648616, arrival_time=2021-04-15 05:58:34.971785, cost_time=0:00:17.050887 2021-04-15 05:57:59,129 INFO : TRAIN, epoch=0160, iter=00070/00196, fetch data time cost=1.30ms, fps=912 images/s, loss=0.0148, top1-acc=99.87%, top5-acc=99.99%, remaining_time=0:00:35.743302, arrival_time=2021-04-15 05:58:34.872959, cost_time=0:00:19.857375 2021-04-15 05:58:01,944 INFO : TRAIN, epoch=0160, iter=00080/00196, fetch data time cost=1.37ms, fps=910 images/s, loss=0.0147, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:32.874284, arrival_time=2021-04-15 05:58:34.818526, cost_time=0:00:22.671951 2021-04-15 05:58:04,756 INFO : TRAIN, epoch=0160, iter=00090/00196, fetch data time cost=1.32ms, fps=911 images/s, loss=0.0149, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:30.014006, arrival_time=2021-04-15 05:58:34.769945, cost_time=0:00:25.483572 2021-04-15 05:58:07,570 INFO : TRAIN, epoch=0160, iter=00100/00196, fetch data time cost=1.34ms, fps=910 images/s, loss=0.0148, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:27.166560, arrival_time=2021-04-15 05:58:34.737327, cost_time=0:00:28.298473 2021-04-15 05:58:10,380 INFO : TRAIN, epoch=0160, iter=00110/00196, fetch data time cost=1.38ms, fps=911 images/s, loss=0.0150, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:24.321058, arrival_time=2021-04-15 05:58:34.701707, cost_time=0:00:31.108354 2021-04-15 05:58:13,193 INFO : TRAIN, epoch=0160, iter=00120/00196, fetch data time cost=1.28ms, fps=910 images/s, loss=0.0147, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:21.483224, arrival_time=2021-04-15 05:58:34.676337, cost_time=0:00:33.920836 2021-04-15 05:58:16,002 INFO : TRAIN, epoch=0160, iter=00130/00196, fetch data time cost=1.30ms, fps=911 images/s, loss=0.0147, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:18.647772, arrival_time=2021-04-15 05:58:34.650544, cost_time=0:00:36.730487 2021-04-15 05:58:18,813 INFO : TRAIN, epoch=0160, iter=00140/00196, fetch data time cost=1.27ms, fps=911 images/s, loss=0.0145, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:15.816416, arrival_time=2021-04-15 05:58:34.629679, cost_time=0:00:39.540974 2021-04-15 05:58:21,623 INFO : TRAIN, epoch=0160, iter=00150/00196, fetch data time cost=1.27ms, fps=911 images/s, loss=0.0145, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:12.987732, arrival_time=2021-04-15 05:58:34.611357, cost_time=0:00:42.351337 2021-04-15 05:58:24,437 INFO : TRAIN, epoch=0160, iter=00160/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.0145, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:10.162116, arrival_time=2021-04-15 05:58:34.599317, cost_time=0:00:45.164919 2021-04-15 05:58:27,246 INFO : TRAIN, epoch=0160, iter=00170/00196, fetch data time cost=1.28ms, fps=912 images/s, loss=0.0145, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:07.337122, arrival_time=2021-04-15 05:58:34.583075, cost_time=0:00:47.973489 2021-04-15 05:58:30,061 INFO : TRAIN, epoch=0160, iter=00180/00196, fetch data time cost=1.30ms, fps=909 images/s, loss=0.0145, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:04.514608, arrival_time=2021-04-15 05:58:34.576229, cost_time=0:00:50.789338 2021-04-15 05:58:32,879 INFO : TRAIN, epoch=0160, iter=00190/00196, fetch data time cost=1.14ms, fps=909 images/s, loss=0.0144, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:01.692858, arrival_time=2021-04-15 05:58:34.572393, cost_time=0:00:53.607251 2021-04-15 05:58:34,390 INFO : TRAIN, epoch=0160, iter=00196/00196, fetch data time cost=1.15ms, fps=901 images/s, loss=0.0145, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 05:58:34.390106, cost_time=0:00:55.117835 2021-04-15 05:58:35,276 INFO : EVAL, epoch=0160, iter=00010/00040, fetch data time cost=1.18ms, fps=2892 images/s, loss=1.1485, top1-acc=72.54%, top5-acc=92.07%, remaining_time=0:00:02.655300, arrival_time=2021-04-15 05:58:37.932046, cost_time=0:00:00.885100 2021-04-15 05:58:36,051 INFO : EVAL, epoch=0160, iter=00020/00040, fetch data time cost=1.15ms, fps=3307 images/s, loss=1.1136, top1-acc=73.07%, top5-acc=92.56%, remaining_time=0:00:01.659580, arrival_time=2021-04-15 05:58:37.710783, cost_time=0:00:01.659572 2021-04-15 05:58:36,826 INFO : EVAL, epoch=0160, iter=00030/00040, fetch data time cost=1.17ms, fps=3302 images/s, loss=1.0865, top1-acc=73.44%, top5-acc=92.76%, remaining_time=0:00:00.811690, arrival_time=2021-04-15 05:58:37.638384, cost_time=0:00:02.435066 2021-04-15 05:58:37,536 INFO : EVAL, epoch=0160, iter=00040/00040, fetch data time cost=0.05ms, fps=3272 images/s, loss=1.0757, top1-acc=73.76%, top5-acc=92.60%, remaining_time=0:00:00, arrival_time=2021-04-15 05:58:37.536017, cost_time=0:00:03.144404 2021-04-15 05:58:38,002 INFO : Epoch=0160 complete, best val top1-acc=73.91%, top5-acc=92.77% (epoch=159), remaining_time=0:39:15.421280, arrival_time=2021-04-15 06:37:53.423979, cost_time=2:37:01.685092 2021-04-15 05:58:38,003 INFO : Train start, epoch=0161, lr=0.009549 2021-04-15 05:58:40,994 INFO : TRAIN, epoch=0161, iter=00010/00196, fetch data time cost=1.32ms, fps=856 images/s, loss=0.0102, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:55.615488, arrival_time=2021-04-15 05:59:36.609552, cost_time=0:00:02.990083 2021-04-15 05:58:43,810 INFO : TRAIN, epoch=0161, iter=00020/00196, fetch data time cost=1.29ms, fps=909 images/s, loss=0.0114, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:51.094736, arrival_time=2021-04-15 05:59:34.904954, cost_time=0:00:05.806226 2021-04-15 05:58:46,626 INFO : TRAIN, epoch=0161, iter=00030/00196, fetch data time cost=1.35ms, fps=909 images/s, loss=0.0116, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:47.710392, arrival_time=2021-04-15 05:59:34.336748, cost_time=0:00:08.622368 2021-04-15 05:58:49,440 INFO : TRAIN, epoch=0161, iter=00040/00196, fetch data time cost=1.56ms, fps=910 images/s, loss=0.0119, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:44.601492, arrival_time=2021-04-15 05:59:34.041763, cost_time=0:00:11.436283 2021-04-15 05:58:52,263 INFO : TRAIN, epoch=0161, iter=00050/00196, fetch data time cost=3.55ms, fps=907 images/s, loss=0.0117, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:41.636718, arrival_time=2021-04-15 05:59:33.899847, cost_time=0:00:14.259139 2021-04-15 05:58:55,077 INFO : TRAIN, epoch=0161, iter=00060/00196, fetch data time cost=1.27ms, fps=910 images/s, loss=0.0118, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:38.698800, arrival_time=2021-04-15 05:59:33.775760, cost_time=0:00:17.072973 2021-04-15 05:58:57,895 INFO : TRAIN, epoch=0161, iter=00070/00196, fetch data time cost=1.35ms, fps=908 images/s, loss=0.0118, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:35.805042, arrival_time=2021-04-15 05:59:33.700742, cost_time=0:00:19.891711 2021-04-15 05:59:00,707 INFO : TRAIN, epoch=0161, iter=00080/00196, fetch data time cost=1.38ms, fps=911 images/s, loss=0.0119, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:32.920104, arrival_time=2021-04-15 05:59:33.627621, cost_time=0:00:22.703533 2021-04-15 05:59:03,516 INFO : TRAIN, epoch=0161, iter=00090/00196, fetch data time cost=1.36ms, fps=911 images/s, loss=0.0121, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:30.048350, arrival_time=2021-04-15 05:59:33.565100, cost_time=0:00:25.512765 2021-04-15 05:59:06,329 INFO : TRAIN, epoch=0161, iter=00100/00196, fetch data time cost=1.26ms, fps=910 images/s, loss=0.0121, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:27.192768, arrival_time=2021-04-15 05:59:33.522573, cost_time=0:00:28.325821 2021-04-15 05:59:09,143 INFO : TRAIN, epoch=0161, iter=00110/00196, fetch data time cost=1.38ms, fps=910 images/s, loss=0.0121, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:24.345310, arrival_time=2021-04-15 05:59:33.488708, cost_time=0:00:31.139346 2021-04-15 05:59:11,958 INFO : TRAIN, epoch=0161, iter=00120/00196, fetch data time cost=1.48ms, fps=910 images/s, loss=0.0120, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:21.504276, arrival_time=2021-04-15 05:59:33.462457, cost_time=0:00:33.954174 2021-04-15 05:59:14,775 INFO : TRAIN, epoch=0161, iter=00130/00196, fetch data time cost=1.42ms, fps=909 images/s, loss=0.0120, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:18.668694, arrival_time=2021-04-15 05:59:33.444326, cost_time=0:00:36.771648 2021-04-15 05:59:17,589 INFO : TRAIN, epoch=0161, iter=00140/00196, fetch data time cost=1.39ms, fps=910 images/s, loss=0.0119, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:15.834112, arrival_time=2021-04-15 05:59:33.423421, cost_time=0:00:39.585309 2021-04-15 05:59:20,398 INFO : TRAIN, epoch=0161, iter=00150/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.0120, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:13.001026, arrival_time=2021-04-15 05:59:33.399692, cost_time=0:00:42.394680 2021-04-15 05:59:23,213 INFO : TRAIN, epoch=0161, iter=00160/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.0121, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:10.172052, arrival_time=2021-04-15 05:59:33.385106, cost_time=0:00:45.209064 2021-04-15 05:59:26,023 INFO : TRAIN, epoch=0161, iter=00170/00196, fetch data time cost=1.35ms, fps=911 images/s, loss=0.0121, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:07.344194, arrival_time=2021-04-15 05:59:33.367934, cost_time=0:00:48.019761 2021-04-15 05:59:28,833 INFO : TRAIN, epoch=0161, iter=00180/00196, fetch data time cost=1.36ms, fps=911 images/s, loss=0.0121, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:04.518160, arrival_time=2021-04-15 05:59:33.351520, cost_time=0:00:50.829384 2021-04-15 05:59:31,640 INFO : TRAIN, epoch=0161, iter=00190/00196, fetch data time cost=1.17ms, fps=912 images/s, loss=0.0121, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:01.693794, arrival_time=2021-04-15 05:59:33.334612, cost_time=0:00:53.636845 2021-04-15 05:59:33,154 INFO : TRAIN, epoch=0161, iter=00196/00196, fetch data time cost=1.11ms, fps=899 images/s, loss=0.0122, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 05:59:33.154014, cost_time=0:00:55.150041 2021-04-15 05:59:34,059 INFO : EVAL, epoch=0161, iter=00010/00040, fetch data time cost=0.17ms, fps=2833 images/s, loss=1.0837, top1-acc=73.52%, top5-acc=93.09%, remaining_time=0:00:02.710980, arrival_time=2021-04-15 05:59:36.770238, cost_time=0:00:00.903657 2021-04-15 05:59:34,833 INFO : EVAL, epoch=0161, iter=00020/00040, fetch data time cost=1.38ms, fps=3309 images/s, loss=1.0966, top1-acc=73.57%, top5-acc=92.83%, remaining_time=0:00:01.677580, arrival_time=2021-04-15 05:59:36.510748, cost_time=0:00:01.677575 2021-04-15 05:59:35,608 INFO : EVAL, epoch=0161, iter=00030/00040, fetch data time cost=1.35ms, fps=3305 images/s, loss=1.0735, top1-acc=74.27%, top5-acc=92.75%, remaining_time=0:00:00.817510, arrival_time=2021-04-15 05:59:36.425626, cost_time=0:00:02.452520 2021-04-15 05:59:36,315 INFO : EVAL, epoch=0161, iter=00040/00040, fetch data time cost=0.05ms, fps=3282 images/s, loss=1.0853, top1-acc=74.36%, top5-acc=92.77%, remaining_time=0:00:00, arrival_time=2021-04-15 05:59:36.315359, cost_time=0:00:03.159783 2021-04-15 05:59:37,307 INFO : Epoch=0161 complete, best val top1-acc=74.36%, top5-acc=92.77% (epoch=161), remaining_time=0:38:16.637226, arrival_time=2021-04-15 06:37:53.944451, cost_time=2:38:00.989610 2021-04-15 05:59:37,308 INFO : Train start, epoch=0162, lr=0.009093 2021-04-15 05:59:40,297 INFO : TRAIN, epoch=0162, iter=00010/00196, fetch data time cost=1.34ms, fps=856 images/s, loss=0.0107, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:55.602096, arrival_time=2021-04-15 06:00:35.899976, cost_time=0:00:02.989364 2021-04-15 05:59:43,104 INFO : TRAIN, epoch=0162, iter=00020/00196, fetch data time cost=1.29ms, fps=912 images/s, loss=0.0119, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:51.008320, arrival_time=2021-04-15 06:00:34.113238, cost_time=0:00:05.796409 2021-04-15 05:59:45,911 INFO : TRAIN, epoch=0162, iter=00030/00196, fetch data time cost=1.30ms, fps=912 images/s, loss=0.0117, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:47.603488, arrival_time=2021-04-15 06:00:33.515022, cost_time=0:00:08.603025 2021-04-15 05:59:48,720 INFO : TRAIN, epoch=0162, iter=00040/00196, fetch data time cost=1.65ms, fps=911 images/s, loss=0.0119, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:44.507424, arrival_time=2021-04-15 06:00:33.228079, cost_time=0:00:11.412143 2021-04-15 05:59:51,527 INFO : TRAIN, epoch=0162, iter=00050/00196, fetch data time cost=1.29ms, fps=912 images/s, loss=0.0119, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:41.518604, arrival_time=2021-04-15 06:00:33.045790, cost_time=0:00:14.218675 2021-04-15 05:59:54,338 INFO : TRAIN, epoch=0162, iter=00060/00196, fetch data time cost=1.42ms, fps=911 images/s, loss=0.0120, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:38.600200, arrival_time=2021-04-15 06:00:32.938307, cost_time=0:00:17.029481 2021-04-15 05:59:57,150 INFO : TRAIN, epoch=0162, iter=00070/00196, fetch data time cost=1.46ms, fps=911 images/s, loss=0.0122, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:35.714574, arrival_time=2021-04-15 06:00:32.864525, cost_time=0:00:19.841409 2021-04-15 05:59:59,963 INFO : TRAIN, epoch=0162, iter=00080/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.0120, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:32.849692, arrival_time=2021-04-15 06:00:32.813139, cost_time=0:00:22.654938 2021-04-15 06:00:02,778 INFO : TRAIN, epoch=0162, iter=00090/00196, fetch data time cost=1.37ms, fps=909 images/s, loss=0.0118, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:29.998318, arrival_time=2021-04-15 06:00:32.777127, cost_time=0:00:25.470287 2021-04-15 06:00:05,594 INFO : TRAIN, epoch=0162, iter=00100/00196, fetch data time cost=1.30ms, fps=909 images/s, loss=0.0118, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:27.154368, arrival_time=2021-04-15 06:00:32.748719, cost_time=0:00:28.285838 2021-04-15 06:00:08,407 INFO : TRAIN, epoch=0162, iter=00110/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.0119, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:24.313662, arrival_time=2021-04-15 06:00:32.721037, cost_time=0:00:31.098858 2021-04-15 06:00:11,218 INFO : TRAIN, epoch=0162, iter=00120/00196, fetch data time cost=1.27ms, fps=911 images/s, loss=0.0119, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:21.476004, arrival_time=2021-04-15 06:00:32.694018, cost_time=0:00:33.909498 2021-04-15 06:00:14,031 INFO : TRAIN, epoch=0162, iter=00130/00196, fetch data time cost=1.39ms, fps=910 images/s, loss=0.0118, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:18.644076, arrival_time=2021-04-15 06:00:32.675777, cost_time=0:00:36.723187 2021-04-15 06:00:16,847 INFO : TRAIN, epoch=0162, iter=00140/00196, fetch data time cost=3.89ms, fps=909 images/s, loss=0.0120, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:15.815408, arrival_time=2021-04-15 06:00:32.662470, cost_time=0:00:39.538550 2021-04-15 06:00:19,662 INFO : TRAIN, epoch=0162, iter=00150/00196, fetch data time cost=1.38ms, fps=909 images/s, loss=0.0121, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:12.988560, arrival_time=2021-04-15 06:00:32.651012, cost_time=0:00:42.353938 2021-04-15 06:00:22,473 INFO : TRAIN, epoch=0162, iter=00160/00196, fetch data time cost=1.29ms, fps=911 images/s, loss=0.0122, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:10.162116, arrival_time=2021-04-15 06:00:32.635671, cost_time=0:00:45.165038 2021-04-15 06:00:25,286 INFO : TRAIN, epoch=0162, iter=00170/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.0121, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:07.337746, arrival_time=2021-04-15 06:00:32.623786, cost_time=0:00:47.977532 2021-04-15 06:00:28,096 INFO : TRAIN, epoch=0162, iter=00180/00196, fetch data time cost=1.27ms, fps=911 images/s, loss=0.0121, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:04.514464, arrival_time=2021-04-15 06:00:32.610765, cost_time=0:00:50.787784 2021-04-15 06:00:30,911 INFO : TRAIN, epoch=0162, iter=00190/00196, fetch data time cost=1.14ms, fps=909 images/s, loss=0.0122, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:01.692738, arrival_time=2021-04-15 06:00:32.604640, cost_time=0:00:53.603395 2021-04-15 06:00:32,421 INFO : TRAIN, epoch=0162, iter=00196/00196, fetch data time cost=1.12ms, fps=901 images/s, loss=0.0124, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:00:32.421766, cost_time=0:00:55.113208 2021-04-15 06:00:33,310 INFO : EVAL, epoch=0162, iter=00010/00040, fetch data time cost=0.19ms, fps=2887 images/s, loss=1.0475, top1-acc=74.34%, top5-acc=92.81%, remaining_time=0:00:02.660460, arrival_time=2021-04-15 06:00:35.970660, cost_time=0:00:00.886825 2021-04-15 06:00:34,085 INFO : EVAL, epoch=0162, iter=00020/00040, fetch data time cost=1.25ms, fps=3304 images/s, loss=1.0550, top1-acc=74.41%, top5-acc=92.62%, remaining_time=0:00:01.662060, arrival_time=2021-04-15 06:00:35.747478, cost_time=0:00:01.662057 2021-04-15 06:00:34,859 INFO : EVAL, epoch=0162, iter=00030/00040, fetch data time cost=1.24ms, fps=3307 images/s, loss=1.0657, top1-acc=74.40%, top5-acc=92.58%, remaining_time=0:00:00.812160, arrival_time=2021-04-15 06:00:35.672006, cost_time=0:00:02.436484 2021-04-15 06:00:35,567 INFO : EVAL, epoch=0162, iter=00040/00040, fetch data time cost=0.05ms, fps=3279 images/s, loss=1.0855, top1-acc=74.25%, top5-acc=92.60%, remaining_time=0:00:00, arrival_time=2021-04-15 06:00:35.567768, cost_time=0:00:03.144430 2021-04-15 06:00:36,005 INFO : Epoch=0162 complete, best val top1-acc=74.36%, top5-acc=92.77% (epoch=161), remaining_time=0:37:17.704556, arrival_time=2021-04-15 06:37:53.709935, cost_time=2:38:59.687777 2021-04-15 06:00:36,006 INFO : Train start, epoch=0163, lr=0.008646 2021-04-15 06:00:38,937 INFO : TRAIN, epoch=0163, iter=00010/00196, fetch data time cost=1.38ms, fps=873 images/s, loss=0.0130, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:54.516414, arrival_time=2021-04-15 06:01:33.454074, cost_time=0:00:02.930989 2021-04-15 06:00:41,746 INFO : TRAIN, epoch=0163, iter=00020/00196, fetch data time cost=1.22ms, fps=912 images/s, loss=0.0120, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:50.507600, arrival_time=2021-04-15 06:01:32.253787, cost_time=0:00:05.739501 2021-04-15 06:00:44,554 INFO : TRAIN, epoch=0163, iter=00030/00196, fetch data time cost=1.26ms, fps=912 images/s, loss=0.0117, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:47.298712, arrival_time=2021-04-15 06:01:31.853327, cost_time=0:00:08.547955 2021-04-15 06:00:47,370 INFO : TRAIN, epoch=0163, iter=00040/00196, fetch data time cost=1.25ms, fps=909 images/s, loss=0.0112, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:44.317572, arrival_time=2021-04-15 06:01:31.687738, cost_time=0:00:11.363497 2021-04-15 06:00:50,174 INFO : TRAIN, epoch=0163, iter=00050/00196, fetch data time cost=1.26ms, fps=913 images/s, loss=0.0115, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:41.368954, arrival_time=2021-04-15 06:01:31.543062, cost_time=0:00:14.167448 2021-04-15 06:00:52,984 INFO : TRAIN, epoch=0163, iter=00060/00196, fetch data time cost=1.24ms, fps=911 images/s, loss=0.0115, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:38.482016, arrival_time=2021-04-15 06:01:31.466020, cost_time=0:00:16.977339 2021-04-15 06:00:55,791 INFO : TRAIN, epoch=0163, iter=00070/00196, fetch data time cost=1.25ms, fps=912 images/s, loss=0.0116, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:35.612010, arrival_time=2021-04-15 06:01:31.403159, cost_time=0:00:19.784481 2021-04-15 06:00:58,600 INFO : TRAIN, epoch=0163, iter=00080/00196, fetch data time cost=1.21ms, fps=911 images/s, loss=0.0118, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:32.760488, arrival_time=2021-04-15 06:01:31.360565, cost_time=0:00:22.593410 2021-04-15 06:01:01,418 INFO : TRAIN, epoch=0163, iter=00090/00196, fetch data time cost=1.39ms, fps=909 images/s, loss=0.0119, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:29.929100, arrival_time=2021-04-15 06:01:31.347249, cost_time=0:00:25.411490 2021-04-15 06:01:04,234 INFO : TRAIN, epoch=0163, iter=00100/00196, fetch data time cost=1.20ms, fps=909 images/s, loss=0.0119, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:27.098304, arrival_time=2021-04-15 06:01:31.332401, cost_time=0:00:28.227435 2021-04-15 06:01:07,042 INFO : TRAIN, epoch=0163, iter=00110/00196, fetch data time cost=1.25ms, fps=912 images/s, loss=0.0119, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:24.264212, arrival_time=2021-04-15 06:01:31.306480, cost_time=0:00:31.035601 2021-04-15 06:01:09,849 INFO : TRAIN, epoch=0163, iter=00120/00196, fetch data time cost=1.19ms, fps=912 images/s, loss=0.0118, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:21.433900, arrival_time=2021-04-15 06:01:31.283618, cost_time=0:00:33.843053 2021-04-15 06:01:12,657 INFO : TRAIN, epoch=0163, iter=00130/00196, fetch data time cost=1.21ms, fps=912 images/s, loss=0.0117, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:18.607248, arrival_time=2021-04-15 06:01:31.264610, cost_time=0:00:36.650691 2021-04-15 06:01:15,472 INFO : TRAIN, epoch=0163, iter=00140/00196, fetch data time cost=1.22ms, fps=909 images/s, loss=0.0117, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:15.786400, arrival_time=2021-04-15 06:01:31.259121, cost_time=0:00:39.466031 2021-04-15 06:01:18,287 INFO : TRAIN, epoch=0163, iter=00150/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.0117, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:12.966020, arrival_time=2021-04-15 06:01:31.253226, cost_time=0:00:42.280536 2021-04-15 06:01:21,100 INFO : TRAIN, epoch=0163, iter=00160/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.0115, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:10.146060, arrival_time=2021-04-15 06:01:31.246466, cost_time=0:00:45.093676 2021-04-15 06:01:23,919 INFO : TRAIN, epoch=0163, iter=00170/00196, fetch data time cost=1.30ms, fps=908 images/s, loss=0.0114, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:07.327788, arrival_time=2021-04-15 06:01:31.246894, cost_time=0:00:47.912438 2021-04-15 06:01:26,733 INFO : TRAIN, epoch=0163, iter=00180/00196, fetch data time cost=1.42ms, fps=910 images/s, loss=0.0113, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:04.509056, arrival_time=2021-04-15 06:01:31.242555, cost_time=0:00:50.726801 2021-04-15 06:01:29,545 INFO : TRAIN, epoch=0163, iter=00190/00196, fetch data time cost=1.17ms, fps=911 images/s, loss=0.0114, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:01.690692, arrival_time=2021-04-15 06:01:31.235861, cost_time=0:00:53.538501 2021-04-15 06:01:31,059 INFO : TRAIN, epoch=0163, iter=00196/00196, fetch data time cost=1.10ms, fps=898 images/s, loss=0.0115, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:01:31.059604, cost_time=0:00:55.052941 2021-04-15 06:01:31,969 INFO : EVAL, epoch=0163, iter=00010/00040, fetch data time cost=0.18ms, fps=2820 images/s, loss=1.1361, top1-acc=74.30%, top5-acc=91.80%, remaining_time=0:00:02.723820, arrival_time=2021-04-15 06:01:34.692967, cost_time=0:00:00.907938 2021-04-15 06:01:32,744 INFO : EVAL, epoch=0163, iter=00020/00040, fetch data time cost=1.24ms, fps=3302 images/s, loss=1.1431, top1-acc=73.46%, top5-acc=91.97%, remaining_time=0:00:01.683520, arrival_time=2021-04-15 06:01:34.428262, cost_time=0:00:01.683529 2021-04-15 06:01:33,519 INFO : EVAL, epoch=0163, iter=00030/00040, fetch data time cost=1.16ms, fps=3305 images/s, loss=1.0992, top1-acc=74.31%, top5-acc=92.30%, remaining_time=0:00:00.819450, arrival_time=2021-04-15 06:01:34.338993, cost_time=0:00:02.458338 2021-04-15 06:01:34,228 INFO : EVAL, epoch=0163, iter=00040/00040, fetch data time cost=0.05ms, fps=3274 images/s, loss=1.0817, top1-acc=74.41%, top5-acc=92.66%, remaining_time=0:00:00, arrival_time=2021-04-15 06:01:34.228360, cost_time=0:00:03.167176 2021-04-15 06:01:35,080 INFO : Epoch=0163 complete, best val top1-acc=74.41%, top5-acc=92.66% (epoch=163), remaining_time=0:36:18.860181, arrival_time=2021-04-15 06:37:53.940180, cost_time=2:39:58.762391 2021-04-15 06:01:35,081 INFO : Train start, epoch=0164, lr=0.008210 2021-04-15 06:01:38,045 INFO : TRAIN, epoch=0164, iter=00010/00196, fetch data time cost=1.27ms, fps=864 images/s, loss=0.0123, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:55.134864, arrival_time=2021-04-15 06:02:33.180532, cost_time=0:00:02.964240 2021-04-15 06:01:40,859 INFO : TRAIN, epoch=0164, iter=00020/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.0113, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:50.847984, arrival_time=2021-04-15 06:02:31.707586, cost_time=0:00:05.778174 2021-04-15 06:01:43,670 INFO : TRAIN, epoch=0164, iter=00030/00196, fetch data time cost=1.30ms, fps=911 images/s, loss=0.0110, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:47.525136, arrival_time=2021-04-15 06:02:31.195439, cost_time=0:00:08.588870 2021-04-15 06:01:46,489 INFO : TRAIN, epoch=0164, iter=00040/00196, fetch data time cost=1.29ms, fps=908 images/s, loss=0.0104, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:44.489952, arrival_time=2021-04-15 06:02:30.979042, cost_time=0:00:11.407666 2021-04-15 06:01:49,297 INFO : TRAIN, epoch=0164, iter=00050/00196, fetch data time cost=1.27ms, fps=912 images/s, loss=0.0102, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:41.510720, arrival_time=2021-04-15 06:02:30.808175, cost_time=0:00:14.216025 2021-04-15 06:01:52,108 INFO : TRAIN, epoch=0164, iter=00060/00196, fetch data time cost=1.29ms, fps=911 images/s, loss=0.0103, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:38.593536, arrival_time=2021-04-15 06:02:30.701544, cost_time=0:00:17.026585 2021-04-15 06:01:54,919 INFO : TRAIN, epoch=0164, iter=00070/00196, fetch data time cost=1.29ms, fps=911 images/s, loss=0.0101, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:35.707896, arrival_time=2021-04-15 06:02:30.627046, cost_time=0:00:19.837728 2021-04-15 06:01:57,727 INFO : TRAIN, epoch=0164, iter=00080/00196, fetch data time cost=1.44ms, fps=912 images/s, loss=0.0101, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:32.836004, arrival_time=2021-04-15 06:02:30.562974, cost_time=0:00:22.645545 2021-04-15 06:02:00,534 INFO : TRAIN, epoch=0164, iter=00090/00196, fetch data time cost=1.49ms, fps=912 images/s, loss=0.0102, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:29.977542, arrival_time=2021-04-15 06:02:30.511614, cost_time=0:00:25.452645 2021-04-15 06:02:03,338 INFO : TRAIN, epoch=0164, iter=00100/00196, fetch data time cost=1.43ms, fps=913 images/s, loss=0.0103, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:27.126816, arrival_time=2021-04-15 06:02:30.465294, cost_time=0:00:28.257056 2021-04-15 06:02:06,145 INFO : TRAIN, epoch=0164, iter=00110/00196, fetch data time cost=1.42ms, fps=912 images/s, loss=0.0102, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:24.286228, arrival_time=2021-04-15 06:02:30.431396, cost_time=0:00:31.063744 2021-04-15 06:02:08,956 INFO : TRAIN, epoch=0164, iter=00120/00196, fetch data time cost=1.44ms, fps=911 images/s, loss=0.0103, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:21.454268, arrival_time=2021-04-15 06:02:30.410826, cost_time=0:00:33.875121 2021-04-15 06:02:11,768 INFO : TRAIN, epoch=0164, iter=00130/00196, fetch data time cost=1.44ms, fps=911 images/s, loss=0.0102, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:18.625530, arrival_time=2021-04-15 06:02:30.393614, cost_time=0:00:36.686590 2021-04-15 06:02:14,582 INFO : TRAIN, epoch=0164, iter=00140/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=0.0102, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:15.800400, arrival_time=2021-04-15 06:02:30.382848, cost_time=0:00:39.501028 2021-04-15 06:02:17,402 INFO : TRAIN, epoch=0164, iter=00150/00196, fetch data time cost=1.31ms, fps=908 images/s, loss=0.0103, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:12.978440, arrival_time=2021-04-15 06:02:30.380866, cost_time=0:00:42.320970 2021-04-15 06:02:20,220 INFO : TRAIN, epoch=0164, iter=00160/00196, fetch data time cost=1.56ms, fps=909 images/s, loss=0.0103, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:10.156212, arrival_time=2021-04-15 06:02:30.376433, cost_time=0:00:45.138785 2021-04-15 06:02:23,032 INFO : TRAIN, epoch=0164, iter=00170/00196, fetch data time cost=1.28ms, fps=910 images/s, loss=0.0103, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:07.333716, arrival_time=2021-04-15 06:02:30.366333, cost_time=0:00:47.951185 2021-04-15 06:02:25,842 INFO : TRAIN, epoch=0164, iter=00180/00196, fetch data time cost=1.27ms, fps=911 images/s, loss=0.0105, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:04.512128, arrival_time=2021-04-15 06:02:30.355049, cost_time=0:00:50.761491 2021-04-15 06:02:28,657 INFO : TRAIN, epoch=0164, iter=00190/00196, fetch data time cost=1.65ms, fps=910 images/s, loss=0.0106, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:01.691862, arrival_time=2021-04-15 06:02:30.348982, cost_time=0:00:53.575702 2021-04-15 06:02:30,169 INFO : TRAIN, epoch=0164, iter=00196/00196, fetch data time cost=1.11ms, fps=900 images/s, loss=0.0106, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:02:30.169267, cost_time=0:00:55.087854 2021-04-15 06:02:31,053 INFO : EVAL, epoch=0164, iter=00010/00040, fetch data time cost=1.31ms, fps=2901 images/s, loss=0.9983, top1-acc=75.94%, top5-acc=93.91%, remaining_time=0:00:02.647140, arrival_time=2021-04-15 06:02:33.700307, cost_time=0:00:00.882383 2021-04-15 06:02:31,828 INFO : EVAL, epoch=0164, iter=00020/00040, fetch data time cost=1.24ms, fps=3304 images/s, loss=1.0623, top1-acc=74.65%, top5-acc=92.77%, remaining_time=0:00:01.657620, arrival_time=2021-04-15 06:02:33.486026, cost_time=0:00:01.657616 2021-04-15 06:02:32,602 INFO : EVAL, epoch=0164, iter=00030/00040, fetch data time cost=1.19ms, fps=3307 images/s, loss=1.0549, top1-acc=74.77%, top5-acc=92.80%, remaining_time=0:00:00.810680, arrival_time=2021-04-15 06:02:33.413495, cost_time=0:00:02.432032 2021-04-15 06:02:33,310 INFO : EVAL, epoch=0164, iter=00040/00040, fetch data time cost=0.05ms, fps=3278 images/s, loss=1.0693, top1-acc=74.67%, top5-acc=92.88%, remaining_time=0:00:00, arrival_time=2021-04-15 06:02:33.310861, cost_time=0:00:03.140098 2021-04-15 06:02:34,226 INFO : Epoch=0164 complete, best val top1-acc=74.67%, top5-acc=92.88% (epoch=164), remaining_time=0:35:20.028696, arrival_time=2021-04-15 06:37:54.254784, cost_time=2:40:57.908448 2021-04-15 06:02:34,227 INFO : Train start, epoch=0165, lr=0.007784 2021-04-15 06:02:37,217 INFO : TRAIN, epoch=0165, iter=00010/00196, fetch data time cost=1.35ms, fps=856 images/s, loss=0.0091, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:55.610652, arrival_time=2021-04-15 06:03:32.827844, cost_time=0:00:02.989824 2021-04-15 06:02:40,028 INFO : TRAIN, epoch=0165, iter=00020/00196, fetch data time cost=1.37ms, fps=911 images/s, loss=0.0107, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:51.051440, arrival_time=2021-04-15 06:03:31.080110, cost_time=0:00:05.801305 2021-04-15 06:02:42,839 INFO : TRAIN, epoch=0165, iter=00030/00196, fetch data time cost=1.35ms, fps=911 images/s, loss=0.0102, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:47.653288, arrival_time=2021-04-15 06:03:30.492697, cost_time=0:00:08.612049 2021-04-15 06:02:45,645 INFO : TRAIN, epoch=0165, iter=00040/00196, fetch data time cost=1.42ms, fps=913 images/s, loss=0.0100, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:44.529576, arrival_time=2021-04-15 06:03:30.174780, cost_time=0:00:11.417843 2021-04-15 06:02:48,456 INFO : TRAIN, epoch=0165, iter=00050/00196, fetch data time cost=1.26ms, fps=911 images/s, loss=0.0099, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:41.547950, arrival_time=2021-04-15 06:03:30.004045, cost_time=0:00:14.228727 2021-04-15 06:02:51,269 INFO : TRAIN, epoch=0165, iter=00060/00196, fetch data time cost=1.26ms, fps=910 images/s, loss=0.0098, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:38.628080, arrival_time=2021-04-15 06:03:29.897251, cost_time=0:00:17.041804 2021-04-15 06:02:54,080 INFO : TRAIN, epoch=0165, iter=00070/00196, fetch data time cost=1.30ms, fps=911 images/s, loss=0.0098, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:35.734734, arrival_time=2021-04-15 06:03:29.814721, cost_time=0:00:19.852618 2021-04-15 06:02:56,890 INFO : TRAIN, epoch=0165, iter=00080/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.0097, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:32.861988, arrival_time=2021-04-15 06:03:29.752874, cost_time=0:00:22.663449 2021-04-15 06:02:59,703 INFO : TRAIN, epoch=0165, iter=00090/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.0097, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:30.004678, arrival_time=2021-04-15 06:03:29.707747, cost_time=0:00:25.475649 2021-04-15 06:03:02,515 INFO : TRAIN, epoch=0165, iter=00100/00196, fetch data time cost=1.37ms, fps=910 images/s, loss=0.0098, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:27.156672, arrival_time=2021-04-15 06:03:29.672260, cost_time=0:00:28.288220 2021-04-15 06:03:05,324 INFO : TRAIN, epoch=0165, iter=00110/00196, fetch data time cost=1.53ms, fps=912 images/s, loss=0.0099, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:24.312028, arrival_time=2021-04-15 06:03:29.636222, cost_time=0:00:31.096819 2021-04-15 06:03:08,135 INFO : TRAIN, epoch=0165, iter=00120/00196, fetch data time cost=1.35ms, fps=911 images/s, loss=0.0099, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:21.475016, arrival_time=2021-04-15 06:03:29.610297, cost_time=0:00:33.907917 2021-04-15 06:03:10,947 INFO : TRAIN, epoch=0165, iter=00130/00196, fetch data time cost=1.29ms, fps=911 images/s, loss=0.0099, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:18.642426, arrival_time=2021-04-15 06:03:29.589673, cost_time=0:00:36.719890 2021-04-15 06:03:13,757 INFO : TRAIN, epoch=0165, iter=00140/00196, fetch data time cost=1.40ms, fps=911 images/s, loss=0.0100, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:15.811992, arrival_time=2021-04-15 06:03:29.569269, cost_time=0:00:39.529911 2021-04-15 06:03:16,571 INFO : TRAIN, epoch=0165, iter=00150/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.0101, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:12.985616, arrival_time=2021-04-15 06:03:29.557397, cost_time=0:00:42.344414 2021-04-15 06:03:19,386 INFO : TRAIN, epoch=0165, iter=00160/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.0102, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:10.160712, arrival_time=2021-04-15 06:03:29.546860, cost_time=0:00:45.158780 2021-04-15 06:03:22,199 INFO : TRAIN, epoch=0165, iter=00170/00196, fetch data time cost=1.37ms, fps=910 images/s, loss=0.0101, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:07.336836, arrival_time=2021-04-15 06:03:29.535906, cost_time=0:00:47.971704 2021-04-15 06:03:25,017 INFO : TRAIN, epoch=0165, iter=00180/00196, fetch data time cost=1.39ms, fps=908 images/s, loss=0.0102, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:04.514720, arrival_time=2021-04-15 06:03:29.532627, cost_time=0:00:50.790543 2021-04-15 06:03:27,832 INFO : TRAIN, epoch=0165, iter=00190/00196, fetch data time cost=1.14ms, fps=910 images/s, loss=0.0102, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:01.692780, arrival_time=2021-04-15 06:03:29.524908, cost_time=0:00:53.604775 2021-04-15 06:03:29,342 INFO : TRAIN, epoch=0165, iter=00196/00196, fetch data time cost=1.20ms, fps=900 images/s, loss=0.0103, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:03:29.342839, cost_time=0:00:55.115489 2021-04-15 06:03:30,229 INFO : EVAL, epoch=0165, iter=00010/00040, fetch data time cost=1.38ms, fps=2894 images/s, loss=1.0637, top1-acc=74.10%, top5-acc=92.50%, remaining_time=0:00:02.653800, arrival_time=2021-04-15 06:03:32.882792, cost_time=0:00:00.884596 2021-04-15 06:03:31,003 INFO : EVAL, epoch=0165, iter=00020/00040, fetch data time cost=1.27ms, fps=3305 images/s, loss=1.0717, top1-acc=74.24%, top5-acc=92.89%, remaining_time=0:00:01.659520, arrival_time=2021-04-15 06:03:32.663422, cost_time=0:00:01.659517 2021-04-15 06:03:31,778 INFO : EVAL, epoch=0165, iter=00030/00040, fetch data time cost=1.39ms, fps=3306 images/s, loss=1.0607, top1-acc=74.51%, top5-acc=92.96%, remaining_time=0:00:00.811370, arrival_time=2021-04-15 06:03:32.589875, cost_time=0:00:02.434114 2021-04-15 06:03:32,487 INFO : EVAL, epoch=0165, iter=00040/00040, fetch data time cost=0.05ms, fps=3274 images/s, loss=1.0882, top1-acc=74.47%, top5-acc=92.81%, remaining_time=0:00:00, arrival_time=2021-04-15 06:03:32.487542, cost_time=0:00:03.143173 2021-04-15 06:03:32,903 INFO : Epoch=0165 complete, best val top1-acc=74.67%, top5-acc=92.88% (epoch=164), remaining_time=0:34:21.093965, arrival_time=2021-04-15 06:37:53.997486, cost_time=2:41:56.585913 2021-04-15 06:03:32,904 INFO : Train start, epoch=0166, lr=0.007368 2021-04-15 06:03:35,874 INFO : TRAIN, epoch=0166, iter=00010/00196, fetch data time cost=1.36ms, fps=862 images/s, loss=0.0098, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:55.235676, arrival_time=2021-04-15 06:04:31.110308, cost_time=0:00:02.969658 2021-04-15 06:03:38,689 INFO : TRAIN, epoch=0166, iter=00020/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.0095, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:50.904832, arrival_time=2021-04-15 06:04:29.594446, cost_time=0:00:05.784635 2021-04-15 06:03:41,501 INFO : TRAIN, epoch=0166, iter=00030/00196, fetch data time cost=1.35ms, fps=911 images/s, loss=0.0093, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:47.564478, arrival_time=2021-04-15 06:04:29.065512, cost_time=0:00:08.595989 2021-04-15 06:03:44,311 INFO : TRAIN, epoch=0166, iter=00040/00196, fetch data time cost=1.29ms, fps=911 images/s, loss=0.0090, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:44.483244, arrival_time=2021-04-15 06:04:28.794224, cost_time=0:00:11.405961 2021-04-15 06:03:47,127 INFO : TRAIN, epoch=0166, iter=00050/00196, fetch data time cost=1.37ms, fps=909 images/s, loss=0.0093, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:41.528240, arrival_time=2021-04-15 06:04:28.655208, cost_time=0:00:14.221988 2021-04-15 06:03:49,940 INFO : TRAIN, epoch=0166, iter=00060/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.0092, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:38.613120, arrival_time=2021-04-15 06:04:28.553292, cost_time=0:00:17.035182 2021-04-15 06:03:52,748 INFO : TRAIN, epoch=0166, iter=00070/00196, fetch data time cost=1.57ms, fps=912 images/s, loss=0.0097, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:35.718102, arrival_time=2021-04-15 06:04:28.466489, cost_time=0:00:19.843415 2021-04-15 06:03:55,560 INFO : TRAIN, epoch=0166, iter=00080/00196, fetch data time cost=1.28ms, fps=911 images/s, loss=0.0098, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:32.850040, arrival_time=2021-04-15 06:04:28.410181, cost_time=0:00:22.655165 2021-04-15 06:03:58,372 INFO : TRAIN, epoch=0166, iter=00090/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=0.0099, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:29.995350, arrival_time=2021-04-15 06:04:28.368046, cost_time=0:00:25.467715 2021-04-15 06:04:01,188 INFO : TRAIN, epoch=0166, iter=00100/00196, fetch data time cost=1.31ms, fps=909 images/s, loss=0.0102, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:27.151872, arrival_time=2021-04-15 06:04:28.340040, cost_time=0:00:28.283195 2021-04-15 06:04:03,998 INFO : TRAIN, epoch=0166, iter=00110/00196, fetch data time cost=1.29ms, fps=911 images/s, loss=0.0101, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:24.309534, arrival_time=2021-04-15 06:04:28.308132, cost_time=0:00:31.093620 2021-04-15 06:04:06,811 INFO : TRAIN, epoch=0166, iter=00120/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.0101, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:21.473800, arrival_time=2021-04-15 06:04:28.284821, cost_time=0:00:33.906051 2021-04-15 06:04:09,622 INFO : TRAIN, epoch=0166, iter=00130/00196, fetch data time cost=1.33ms, fps=911 images/s, loss=0.0101, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:18.641370, arrival_time=2021-04-15 06:04:28.264243, cost_time=0:00:36.717895 2021-04-15 06:04:12,428 INFO : TRAIN, epoch=0166, iter=00140/00196, fetch data time cost=1.27ms, fps=913 images/s, loss=0.0102, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:15.809360, arrival_time=2021-04-15 06:04:28.237694, cost_time=0:00:39.523364 2021-04-15 06:04:15,232 INFO : TRAIN, epoch=0166, iter=00150/00196, fetch data time cost=1.38ms, fps=913 images/s, loss=0.0102, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:12.980556, arrival_time=2021-04-15 06:04:28.213474, cost_time=0:00:42.327948 2021-04-15 06:04:18,040 INFO : TRAIN, epoch=0166, iter=00160/00196, fetch data time cost=1.38ms, fps=912 images/s, loss=0.0102, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:10.155420, arrival_time=2021-04-15 06:04:28.195632, cost_time=0:00:45.135239 2021-04-15 06:04:20,846 INFO : TRAIN, epoch=0166, iter=00170/00196, fetch data time cost=1.28ms, fps=912 images/s, loss=0.0102, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:07.332182, arrival_time=2021-04-15 06:04:28.178443, cost_time=0:00:47.941210 2021-04-15 06:04:23,665 INFO : TRAIN, epoch=0166, iter=00180/00196, fetch data time cost=1.53ms, fps=908 images/s, loss=0.0102, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:04.512080, arrival_time=2021-04-15 06:04:28.177911, cost_time=0:00:50.760842 2021-04-15 06:04:26,484 INFO : TRAIN, epoch=0166, iter=00190/00196, fetch data time cost=1.20ms, fps=908 images/s, loss=0.0102, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:01.691988, arrival_time=2021-04-15 06:04:28.176503, cost_time=0:00:53.579526 2021-04-15 06:04:27,997 INFO : TRAIN, epoch=0166, iter=00196/00196, fetch data time cost=1.13ms, fps=899 images/s, loss=0.0104, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:04:27.997525, cost_time=0:00:55.092571 2021-04-15 06:04:28,885 INFO : EVAL, epoch=0166, iter=00010/00040, fetch data time cost=1.18ms, fps=2887 images/s, loss=1.0224, top1-acc=74.88%, top5-acc=92.62%, remaining_time=0:00:02.660160, arrival_time=2021-04-15 06:04:31.545930, cost_time=0:00:00.886719 2021-04-15 06:04:29,661 INFO : EVAL, epoch=0166, iter=00020/00040, fetch data time cost=1.50ms, fps=3303 images/s, loss=1.0796, top1-acc=73.79%, top5-acc=92.48%, remaining_time=0:00:01.662100, arrival_time=2021-04-15 06:04:31.323235, cost_time=0:00:01.662105 2021-04-15 06:04:30,435 INFO : EVAL, epoch=0166, iter=00030/00040, fetch data time cost=1.43ms, fps=3305 images/s, loss=1.0806, top1-acc=73.85%, top5-acc=92.51%, remaining_time=0:00:00.812300, arrival_time=2021-04-15 06:04:31.248243, cost_time=0:00:02.436911 2021-04-15 06:04:31,144 INFO : EVAL, epoch=0166, iter=00040/00040, fetch data time cost=0.05ms, fps=3277 images/s, loss=1.0725, top1-acc=74.01%, top5-acc=92.51%, remaining_time=0:00:00, arrival_time=2021-04-15 06:04:31.144205, cost_time=0:00:03.145193 2021-04-15 06:04:31,583 INFO : Epoch=0166 complete, best val top1-acc=74.67%, top5-acc=92.88% (epoch=164), remaining_time=0:33:22.162930, arrival_time=2021-04-15 06:37:53.746610, cost_time=2:42:55.266080 2021-04-15 06:04:31,584 INFO : Train start, epoch=0167, lr=0.006963 2021-04-15 06:04:34,545 INFO : TRAIN, epoch=0167, iter=00010/00196, fetch data time cost=1.29ms, fps=865 images/s, loss=0.0111, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:55.073670, arrival_time=2021-04-15 06:05:29.619610, cost_time=0:00:02.960954 2021-04-15 06:04:37,359 INFO : TRAIN, epoch=0167, iter=00020/00196, fetch data time cost=1.39ms, fps=910 images/s, loss=0.0108, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:50.811728, arrival_time=2021-04-15 06:05:28.170772, cost_time=0:00:05.774053 2021-04-15 06:04:40,172 INFO : TRAIN, epoch=0167, iter=00030/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.0100, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:47.517002, arrival_time=2021-04-15 06:05:27.689397, cost_time=0:00:08.587408 2021-04-15 06:04:42,983 INFO : TRAIN, epoch=0167, iter=00040/00196, fetch data time cost=1.28ms, fps=911 images/s, loss=0.0100, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:44.452824, arrival_time=2021-04-15 06:05:27.435981, cost_time=0:00:11.398167 2021-04-15 06:04:45,795 INFO : TRAIN, epoch=0167, iter=00050/00196, fetch data time cost=1.33ms, fps=910 images/s, loss=0.0098, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:41.494368, arrival_time=2021-04-15 06:05:27.289757, cost_time=0:00:14.210404 2021-04-15 06:04:48,606 INFO : TRAIN, epoch=0167, iter=00060/00196, fetch data time cost=1.29ms, fps=911 images/s, loss=0.0099, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:38.581568, arrival_time=2021-04-15 06:05:27.187809, cost_time=0:00:17.021251 2021-04-15 06:04:51,421 INFO : TRAIN, epoch=0167, iter=00070/00196, fetch data time cost=1.33ms, fps=910 images/s, loss=0.0099, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:35.705376, arrival_time=2021-04-15 06:05:27.126687, cost_time=0:00:19.836324 2021-04-15 06:04:54,234 INFO : TRAIN, epoch=0167, iter=00080/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.0100, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:32.842036, arrival_time=2021-04-15 06:05:27.076732, cost_time=0:00:22.649706 2021-04-15 06:04:57,044 INFO : TRAIN, epoch=0167, iter=00090/00196, fetch data time cost=1.34ms, fps=911 images/s, loss=0.0104, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:29.985598, arrival_time=2021-04-15 06:05:27.030049, cost_time=0:00:25.459461 2021-04-15 06:04:59,855 INFO : TRAIN, epoch=0167, iter=00100/00196, fetch data time cost=1.30ms, fps=911 images/s, loss=0.0105, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:27.139584, arrival_time=2021-04-15 06:05:26.994984, cost_time=0:00:28.270350 2021-04-15 06:05:02,670 INFO : TRAIN, epoch=0167, iter=00110/00196, fetch data time cost=1.26ms, fps=910 images/s, loss=0.0105, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:24.303256, arrival_time=2021-04-15 06:05:26.973756, cost_time=0:00:31.085514 2021-04-15 06:05:05,489 INFO : TRAIN, epoch=0167, iter=00120/00196, fetch data time cost=1.29ms, fps=908 images/s, loss=0.0104, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:21.472508, arrival_time=2021-04-15 06:05:26.961510, cost_time=0:00:33.903995 2021-04-15 06:05:08,299 INFO : TRAIN, epoch=0167, iter=00130/00196, fetch data time cost=1.49ms, fps=911 images/s, loss=0.0104, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:18.639654, arrival_time=2021-04-15 06:05:26.939169, cost_time=0:00:36.714520 2021-04-15 06:05:11,107 INFO : TRAIN, epoch=0167, iter=00140/00196, fetch data time cost=1.40ms, fps=912 images/s, loss=0.0102, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:15.809136, arrival_time=2021-04-15 06:05:26.916943, cost_time=0:00:39.522817 2021-04-15 06:05:13,917 INFO : TRAIN, epoch=0167, iter=00150/00196, fetch data time cost=1.35ms, fps=911 images/s, loss=0.0103, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:12.982074, arrival_time=2021-04-15 06:05:26.899917, cost_time=0:00:42.332855 2021-04-15 06:05:16,730 INFO : TRAIN, epoch=0167, iter=00160/00196, fetch data time cost=1.27ms, fps=910 images/s, loss=0.0101, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:10.157832, arrival_time=2021-04-15 06:05:26.888718, cost_time=0:00:45.145901 2021-04-15 06:05:19,546 INFO : TRAIN, epoch=0167, iter=00170/00196, fetch data time cost=1.35ms, fps=909 images/s, loss=0.0103, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:07.335354, arrival_time=2021-04-15 06:05:26.882241, cost_time=0:00:47.961899 2021-04-15 06:05:22,361 INFO : TRAIN, epoch=0167, iter=00180/00196, fetch data time cost=1.37ms, fps=910 images/s, loss=0.0105, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:04.513488, arrival_time=2021-04-15 06:05:26.875217, cost_time=0:00:50.776739 2021-04-15 06:05:25,175 INFO : TRAIN, epoch=0167, iter=00190/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.0105, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:01.692330, arrival_time=2021-04-15 06:05:26.867765, cost_time=0:00:53.590456 2021-04-15 06:05:26,687 INFO : TRAIN, epoch=0167, iter=00196/00196, fetch data time cost=1.16ms, fps=899 images/s, loss=0.0106, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:05:26.687923, cost_time=0:00:55.102946 2021-04-15 06:05:27,573 INFO : EVAL, epoch=0167, iter=00010/00040, fetch data time cost=1.35ms, fps=2895 images/s, loss=1.0765, top1-acc=73.36%, top5-acc=92.70%, remaining_time=0:00:02.652990, arrival_time=2021-04-15 06:05:30.226811, cost_time=0:00:00.884328 2021-04-15 06:05:28,348 INFO : EVAL, epoch=0167, iter=00020/00040, fetch data time cost=1.34ms, fps=3304 images/s, loss=1.0345, top1-acc=74.63%, top5-acc=92.97%, remaining_time=0:00:01.659360, arrival_time=2021-04-15 06:05:30.008209, cost_time=0:00:01.659358 2021-04-15 06:05:29,123 INFO : EVAL, epoch=0167, iter=00030/00040, fetch data time cost=1.24ms, fps=3305 images/s, loss=1.0528, top1-acc=74.24%, top5-acc=92.71%, remaining_time=0:00:00.811460, arrival_time=2021-04-15 06:05:29.935342, cost_time=0:00:02.434389 2021-04-15 06:05:29,831 INFO : EVAL, epoch=0167, iter=00040/00040, fetch data time cost=0.05ms, fps=3281 images/s, loss=1.0485, top1-acc=74.27%, top5-acc=92.79%, remaining_time=0:00:00, arrival_time=2021-04-15 06:05:29.831202, cost_time=0:00:03.141726 2021-04-15 06:05:30,282 INFO : Epoch=0167 complete, best val top1-acc=74.67%, top5-acc=92.88% (epoch=164), remaining_time=0:32:23.238495, arrival_time=2021-04-15 06:37:53.520604, cost_time=2:43:53.964504 2021-04-15 06:05:30,283 INFO : Train start, epoch=0168, lr=0.006568 2021-04-15 06:05:33,279 INFO : TRAIN, epoch=0168, iter=00010/00196, fetch data time cost=1.40ms, fps=854 images/s, loss=0.0109, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:55.723926, arrival_time=2021-04-15 06:06:29.003364, cost_time=0:00:02.995911 2021-04-15 06:05:36,094 INFO : TRAIN, epoch=0168, iter=00020/00196, fetch data time cost=1.34ms, fps=909 images/s, loss=0.0101, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:51.139088, arrival_time=2021-04-15 06:06:27.233886, cost_time=0:00:05.811254 2021-04-15 06:05:38,918 INFO : TRAIN, epoch=0168, iter=00030/00196, fetch data time cost=1.34ms, fps=907 images/s, loss=0.0100, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:47.776958, arrival_time=2021-04-15 06:06:26.694866, cost_time=0:00:08.634383 2021-04-15 06:05:41,729 INFO : TRAIN, epoch=0168, iter=00040/00196, fetch data time cost=1.21ms, fps=911 images/s, loss=0.0102, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:44.638152, arrival_time=2021-04-15 06:06:26.367268, cost_time=0:00:11.445675 2021-04-15 06:05:44,538 INFO : TRAIN, epoch=0168, iter=00050/00196, fetch data time cost=1.25ms, fps=911 images/s, loss=0.0102, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:41.625038, arrival_time=2021-04-15 06:06:26.163716, cost_time=0:00:14.255152 2021-04-15 06:05:47,352 INFO : TRAIN, epoch=0168, iter=00060/00196, fetch data time cost=1.24ms, fps=910 images/s, loss=0.0101, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:38.689824, arrival_time=2021-04-15 06:06:26.042333, cost_time=0:00:17.069044 2021-04-15 06:05:50,166 INFO : TRAIN, epoch=0168, iter=00070/00196, fetch data time cost=1.34ms, fps=910 images/s, loss=0.0101, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:35.789418, arrival_time=2021-04-15 06:06:25.955854, cost_time=0:00:19.882989 2021-04-15 06:05:52,979 INFO : TRAIN, epoch=0168, iter=00080/00196, fetch data time cost=1.21ms, fps=910 images/s, loss=0.0101, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:32.909084, arrival_time=2021-04-15 06:06:25.888454, cost_time=0:00:22.695929 2021-04-15 06:05:55,795 INFO : TRAIN, epoch=0168, iter=00090/00196, fetch data time cost=1.60ms, fps=909 images/s, loss=0.0101, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:30.046866, arrival_time=2021-04-15 06:06:25.841849, cost_time=0:00:25.511459 2021-04-15 06:05:58,608 INFO : TRAIN, epoch=0168, iter=00100/00196, fetch data time cost=1.48ms, fps=910 images/s, loss=0.0100, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:27.192000, arrival_time=2021-04-15 06:06:25.800449, cost_time=0:00:28.324960 2021-04-15 06:06:01,417 INFO : TRAIN, epoch=0168, iter=00110/00196, fetch data time cost=1.22ms, fps=911 images/s, loss=0.0100, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:24.341440, arrival_time=2021-04-15 06:06:25.759300, cost_time=0:00:31.134415 2021-04-15 06:06:04,230 INFO : TRAIN, epoch=0168, iter=00120/00196, fetch data time cost=1.26ms, fps=910 images/s, loss=0.0100, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:21.500096, arrival_time=2021-04-15 06:06:25.731003, cost_time=0:00:33.947461 2021-04-15 06:06:07,042 INFO : TRAIN, epoch=0168, iter=00130/00196, fetch data time cost=1.20ms, fps=911 images/s, loss=0.0100, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:18.662028, arrival_time=2021-04-15 06:06:25.703994, cost_time=0:00:36.758518 2021-04-15 06:06:09,855 INFO : TRAIN, epoch=0168, iter=00140/00196, fetch data time cost=1.40ms, fps=910 images/s, loss=0.0101, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:15.828848, arrival_time=2021-04-15 06:06:25.684461, cost_time=0:00:39.572153 2021-04-15 06:06:12,659 INFO : TRAIN, epoch=0168, iter=00150/00196, fetch data time cost=1.21ms, fps=913 images/s, loss=0.0102, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:12.995460, arrival_time=2021-04-15 06:06:25.655380, cost_time=0:00:42.376482 2021-04-15 06:06:15,468 INFO : TRAIN, epoch=0168, iter=00160/00196, fetch data time cost=1.28ms, fps=912 images/s, loss=0.0104, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:10.166652, arrival_time=2021-04-15 06:06:25.635163, cost_time=0:00:45.185045 2021-04-15 06:06:18,277 INFO : TRAIN, epoch=0168, iter=00170/00196, fetch data time cost=1.28ms, fps=912 images/s, loss=0.0105, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:07.340242, arrival_time=2021-04-15 06:06:25.617552, cost_time=0:00:47.993867 2021-04-15 06:06:21,087 INFO : TRAIN, epoch=0168, iter=00180/00196, fetch data time cost=1.22ms, fps=911 images/s, loss=0.0104, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:04.515920, arrival_time=2021-04-15 06:06:25.603620, cost_time=0:00:50.804174 2021-04-15 06:06:23,895 INFO : TRAIN, epoch=0168, iter=00190/00196, fetch data time cost=1.14ms, fps=912 images/s, loss=0.0104, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:01.693008, arrival_time=2021-04-15 06:06:25.588277, cost_time=0:00:53.611832 2021-04-15 06:06:25,406 INFO : TRAIN, epoch=0168, iter=00196/00196, fetch data time cost=1.05ms, fps=900 images/s, loss=0.0106, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:06:25.406114, cost_time=0:00:55.122688 2021-04-15 06:06:26,308 INFO : EVAL, epoch=0168, iter=00010/00040, fetch data time cost=1.16ms, fps=2841 images/s, loss=1.0827, top1-acc=74.30%, top5-acc=92.19%, remaining_time=0:00:02.702970, arrival_time=2021-04-15 06:06:29.011561, cost_time=0:00:00.900993 2021-04-15 06:06:27,082 INFO : EVAL, epoch=0168, iter=00020/00040, fetch data time cost=1.27ms, fps=3309 images/s, loss=1.0840, top1-acc=74.47%, top5-acc=92.30%, remaining_time=0:00:01.675000, arrival_time=2021-04-15 06:06:28.757595, cost_time=0:00:01.674993 2021-04-15 06:06:27,855 INFO : EVAL, epoch=0168, iter=00030/00040, fetch data time cost=1.16ms, fps=3314 images/s, loss=1.0767, top1-acc=74.41%, top5-acc=92.36%, remaining_time=0:00:00.815910, arrival_time=2021-04-15 06:06:28.671235, cost_time=0:00:02.447734 2021-04-15 06:06:28,562 INFO : EVAL, epoch=0168, iter=00040/00040, fetch data time cost=0.05ms, fps=3280 images/s, loss=1.0537, top1-acc=74.65%, top5-acc=92.64%, remaining_time=0:00:00, arrival_time=2021-04-15 06:06:28.562850, cost_time=0:00:03.155267 2021-04-15 06:06:29,131 INFO : Epoch=0168 complete, best val top1-acc=74.67%, top5-acc=92.88% (epoch=164), remaining_time=0:31:24.345504, arrival_time=2021-04-15 06:37:53.476938, cost_time=2:44:52.813832 2021-04-15 06:06:29,132 INFO : Train start, epoch=0169, lr=0.006185 2021-04-15 06:06:32,087 INFO : TRAIN, epoch=0169, iter=00010/00196, fetch data time cost=1.29ms, fps=866 images/s, loss=0.0094, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:54.957978, arrival_time=2021-04-15 06:07:27.045446, cost_time=0:00:02.954731 2021-04-15 06:06:34,890 INFO : TRAIN, epoch=0169, iter=00020/00196, fetch data time cost=1.37ms, fps=913 images/s, loss=0.0090, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:50.666000, arrival_time=2021-04-15 06:07:25.556238, cost_time=0:00:05.757505 2021-04-15 06:06:37,702 INFO : TRAIN, epoch=0169, iter=00030/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.0089, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:47.418232, arrival_time=2021-04-15 06:07:25.120539, cost_time=0:00:08.569566 2021-04-15 06:06:40,514 INFO : TRAIN, epoch=0169, iter=00040/00196, fetch data time cost=1.35ms, fps=911 images/s, loss=0.0089, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:44.387616, arrival_time=2021-04-15 06:07:24.901813, cost_time=0:00:11.381453 2021-04-15 06:06:43,329 INFO : TRAIN, epoch=0169, iter=00050/00196, fetch data time cost=1.29ms, fps=909 images/s, loss=0.0093, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:41.454802, arrival_time=2021-04-15 06:07:24.784391, cost_time=0:00:14.196857 2021-04-15 06:06:46,143 INFO : TRAIN, epoch=0169, iter=00060/00196, fetch data time cost=1.36ms, fps=910 images/s, loss=0.0096, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:38.556544, arrival_time=2021-04-15 06:07:24.699545, cost_time=0:00:17.010263 2021-04-15 06:06:48,958 INFO : TRAIN, epoch=0169, iter=00070/00196, fetch data time cost=1.31ms, fps=909 images/s, loss=0.0097, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:35.686980, arrival_time=2021-04-15 06:07:24.645814, cost_time=0:00:19.826096 2021-04-15 06:06:51,771 INFO : TRAIN, epoch=0169, iter=00080/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.0099, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:32.825796, arrival_time=2021-04-15 06:07:24.596977, cost_time=0:00:22.638441 2021-04-15 06:06:54,580 INFO : TRAIN, epoch=0169, iter=00090/00196, fetch data time cost=1.32ms, fps=911 images/s, loss=0.0101, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:29.971606, arrival_time=2021-04-15 06:07:24.551899, cost_time=0:00:25.447556 2021-04-15 06:06:57,390 INFO : TRAIN, epoch=0169, iter=00100/00196, fetch data time cost=1.30ms, fps=911 images/s, loss=0.0101, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:27.127296, arrival_time=2021-04-15 06:07:24.517642, cost_time=0:00:28.257605 2021-04-15 06:07:00,206 INFO : TRAIN, epoch=0169, iter=00110/00196, fetch data time cost=1.31ms, fps=909 images/s, loss=0.0100, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:24.293624, arrival_time=2021-04-15 06:07:24.499679, cost_time=0:00:31.073251 2021-04-15 06:07:03,021 INFO : TRAIN, epoch=0169, iter=00120/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.0099, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:21.462628, arrival_time=2021-04-15 06:07:24.483784, cost_time=0:00:33.888418 2021-04-15 06:07:05,830 INFO : TRAIN, epoch=0169, iter=00130/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.0100, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:18.631338, arrival_time=2021-04-15 06:07:24.462143, cost_time=0:00:36.698039 2021-04-15 06:07:08,648 INFO : TRAIN, epoch=0169, iter=00140/00196, fetch data time cost=1.35ms, fps=909 images/s, loss=0.0100, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:15.806112, arrival_time=2021-04-15 06:07:24.454170, cost_time=0:00:39.515313 2021-04-15 06:07:11,460 INFO : TRAIN, epoch=0169, iter=00150/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.0100, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:12.980602, arrival_time=2021-04-15 06:07:24.441381, cost_time=0:00:42.328036 2021-04-15 06:07:14,269 INFO : TRAIN, epoch=0169, iter=00160/00196, fetch data time cost=1.28ms, fps=911 images/s, loss=0.0099, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:10.155852, arrival_time=2021-04-15 06:07:24.425662, cost_time=0:00:45.137066 2021-04-15 06:07:17,085 INFO : TRAIN, epoch=0169, iter=00170/00196, fetch data time cost=1.29ms, fps=909 images/s, loss=0.0100, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:07.333924, arrival_time=2021-04-15 06:07:24.419196, cost_time=0:00:47.952535 2021-04-15 06:07:19,901 INFO : TRAIN, epoch=0169, iter=00180/00196, fetch data time cost=1.31ms, fps=909 images/s, loss=0.0099, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:04.512736, arrival_time=2021-04-15 06:07:24.413854, cost_time=0:00:50.768345 2021-04-15 06:07:22,716 INFO : TRAIN, epoch=0169, iter=00190/00196, fetch data time cost=1.11ms, fps=909 images/s, loss=0.0098, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:01.692126, arrival_time=2021-04-15 06:07:24.408834, cost_time=0:00:53.583976 2021-04-15 06:07:24,232 INFO : TRAIN, epoch=0169, iter=00196/00196, fetch data time cost=1.11ms, fps=898 images/s, loss=0.0099, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:07:24.231990, cost_time=0:00:55.099263 2021-04-15 06:07:25,117 INFO : EVAL, epoch=0169, iter=00010/00040, fetch data time cost=1.21ms, fps=2897 images/s, loss=1.0879, top1-acc=73.98%, top5-acc=92.77%, remaining_time=0:00:02.650560, arrival_time=2021-04-15 06:07:27.767653, cost_time=0:00:00.883517 2021-04-15 06:07:25,892 INFO : EVAL, epoch=0169, iter=00020/00040, fetch data time cost=1.23ms, fps=3302 images/s, loss=1.0982, top1-acc=73.73%, top5-acc=92.75%, remaining_time=0:00:01.659180, arrival_time=2021-04-15 06:07:27.551921, cost_time=0:00:01.659182 2021-04-15 06:07:26,668 INFO : EVAL, epoch=0169, iter=00030/00040, fetch data time cost=1.25ms, fps=3301 images/s, loss=1.0869, top1-acc=73.89%, top5-acc=92.71%, remaining_time=0:00:00.811670, arrival_time=2021-04-15 06:07:27.480239, cost_time=0:00:02.434996 2021-04-15 06:07:27,377 INFO : EVAL, epoch=0169, iter=00040/00040, fetch data time cost=0.05ms, fps=3273 images/s, loss=1.0567, top1-acc=74.40%, top5-acc=92.97%, remaining_time=0:00:00, arrival_time=2021-04-15 06:07:27.377754, cost_time=0:00:03.144205 2021-04-15 06:07:27,795 INFO : Epoch=0169 complete, best val top1-acc=74.67%, top5-acc=92.88% (epoch=164), remaining_time=0:30:25.419066, arrival_time=2021-04-15 06:37:53.214883, cost_time=2:45:51.478213 2021-04-15 06:07:27,797 INFO : Train start, epoch=0170, lr=0.005812 2021-04-15 06:07:30,791 INFO : TRAIN, epoch=0170, iter=00010/00196, fetch data time cost=1.36ms, fps=855 images/s, loss=0.0085, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:55.691934, arrival_time=2021-04-15 06:08:26.483391, cost_time=0:00:02.994191 2021-04-15 06:07:33,602 INFO : TRAIN, epoch=0170, iter=00020/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.0086, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:51.088048, arrival_time=2021-04-15 06:08:24.690784, cost_time=0:00:05.805466 2021-04-15 06:07:36,414 INFO : TRAIN, epoch=0170, iter=00030/00196, fetch data time cost=1.27ms, fps=911 images/s, loss=0.0084, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:47.683002, arrival_time=2021-04-15 06:08:24.097674, cost_time=0:00:08.617404 2021-04-15 06:07:39,224 INFO : TRAIN, epoch=0170, iter=00040/00196, fetch data time cost=1.54ms, fps=911 images/s, loss=0.0088, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:44.567484, arrival_time=2021-04-15 06:08:23.792321, cost_time=0:00:11.427566 2021-04-15 06:07:42,032 INFO : TRAIN, epoch=0170, iter=00050/00196, fetch data time cost=1.32ms, fps=912 images/s, loss=0.0087, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:41.566638, arrival_time=2021-04-15 06:08:23.599034, cost_time=0:00:14.235127 2021-04-15 06:07:44,843 INFO : TRAIN, epoch=0170, iter=00060/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.0087, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:38.638144, arrival_time=2021-04-15 06:08:23.481614, cost_time=0:00:17.046211 2021-04-15 06:07:47,657 INFO : TRAIN, epoch=0170, iter=00070/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.0087, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:35.747460, arrival_time=2021-04-15 06:08:23.404534, cost_time=0:00:19.859666 2021-04-15 06:07:50,476 INFO : TRAIN, epoch=0170, iter=00080/00196, fetch data time cost=1.32ms, fps=908 images/s, loss=0.0087, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:32.884840, arrival_time=2021-04-15 06:08:23.361341, cost_time=0:00:22.679230 2021-04-15 06:07:53,288 INFO : TRAIN, epoch=0170, iter=00090/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.0089, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:30.023016, arrival_time=2021-04-15 06:08:23.311569, cost_time=0:00:25.491254 2021-04-15 06:07:56,103 INFO : TRAIN, epoch=0170, iter=00100/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.0090, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:27.174240, arrival_time=2021-04-15 06:08:23.277958, cost_time=0:00:28.306455 2021-04-15 06:07:58,915 INFO : TRAIN, epoch=0170, iter=00110/00196, fetch data time cost=1.30ms, fps=911 images/s, loss=0.0089, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:24.328712, arrival_time=2021-04-15 06:08:23.244114, cost_time=0:00:31.118119 2021-04-15 06:08:01,727 INFO : TRAIN, epoch=0170, iter=00120/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.0092, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:21.489456, arrival_time=2021-04-15 06:08:23.217382, cost_time=0:00:33.930662 2021-04-15 06:08:04,543 INFO : TRAIN, epoch=0170, iter=00130/00196, fetch data time cost=1.30ms, fps=909 images/s, loss=0.0093, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:18.655758, arrival_time=2021-04-15 06:08:23.199267, cost_time=0:00:36.746244 2021-04-15 06:08:07,364 INFO : TRAIN, epoch=0170, iter=00140/00196, fetch data time cost=1.35ms, fps=908 images/s, loss=0.0094, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:15.826944, arrival_time=2021-04-15 06:08:23.191605, cost_time=0:00:39.567387 2021-04-15 06:08:10,183 INFO : TRAIN, epoch=0170, iter=00150/00196, fetch data time cost=1.30ms, fps=908 images/s, loss=0.0093, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:12.998404, arrival_time=2021-04-15 06:08:23.181780, cost_time=0:00:42.386113 2021-04-15 06:08:12,996 INFO : TRAIN, epoch=0170, iter=00160/00196, fetch data time cost=1.38ms, fps=910 images/s, loss=0.0093, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:10.169748, arrival_time=2021-04-15 06:08:23.165871, cost_time=0:00:45.198855 2021-04-15 06:08:15,809 INFO : TRAIN, epoch=0170, iter=00170/00196, fetch data time cost=1.37ms, fps=910 images/s, loss=0.0094, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:07.343102, arrival_time=2021-04-15 06:08:23.152978, cost_time=0:00:48.012608 2021-04-15 06:08:18,630 INFO : TRAIN, epoch=0170, iter=00180/00196, fetch data time cost=1.31ms, fps=908 images/s, loss=0.0094, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:04.518496, arrival_time=2021-04-15 06:08:23.148808, cost_time=0:00:50.833044 2021-04-15 06:08:21,440 INFO : TRAIN, epoch=0170, iter=00190/00196, fetch data time cost=1.12ms, fps=911 images/s, loss=0.0094, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:01.694004, arrival_time=2021-04-15 06:08:23.134809, cost_time=0:00:53.643544 2021-04-15 06:08:22,953 INFO : TRAIN, epoch=0170, iter=00196/00196, fetch data time cost=1.10ms, fps=899 images/s, loss=0.0095, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:08:22.953787, cost_time=0:00:55.156540 2021-04-15 06:08:23,852 INFO : EVAL, epoch=0170, iter=00010/00040, fetch data time cost=0.18ms, fps=2852 images/s, loss=1.0469, top1-acc=74.69%, top5-acc=91.99%, remaining_time=0:00:02.692860, arrival_time=2021-04-15 06:08:26.545795, cost_time=0:00:00.897622 2021-04-15 06:08:24,629 INFO : EVAL, epoch=0170, iter=00020/00040, fetch data time cost=1.28ms, fps=3300 images/s, loss=1.0709, top1-acc=73.95%, top5-acc=92.62%, remaining_time=0:00:01.673720, arrival_time=2021-04-15 06:08:26.302735, cost_time=0:00:01.673711 2021-04-15 06:08:25,403 INFO : EVAL, epoch=0170, iter=00030/00040, fetch data time cost=1.18ms, fps=3308 images/s, loss=1.0493, top1-acc=74.61%, top5-acc=92.98%, remaining_time=0:00:00.815990, arrival_time=2021-04-15 06:08:26.219273, cost_time=0:00:02.447981 2021-04-15 06:08:26,110 INFO : EVAL, epoch=0170, iter=00040/00040, fetch data time cost=0.05ms, fps=3281 images/s, loss=1.0547, top1-acc=74.61%, top5-acc=92.84%, remaining_time=0:00:00, arrival_time=2021-04-15 06:08:26.110672, cost_time=0:00:03.155391 2021-04-15 06:08:26,621 INFO : Epoch=0170 complete, best val top1-acc=74.67%, top5-acc=92.88% (epoch=164), remaining_time=0:29:26.524170, arrival_time=2021-04-15 06:37:53.145332, cost_time=2:46:50.303563 2021-04-15 06:08:26,622 INFO : Train start, epoch=0171, lr=0.005450 2021-04-15 06:08:29,613 INFO : TRAIN, epoch=0171, iter=00010/00196, fetch data time cost=1.31ms, fps=856 images/s, loss=0.0088, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:55.631670, arrival_time=2021-04-15 06:09:25.245058, cost_time=0:00:02.990951 2021-04-15 06:08:32,424 INFO : TRAIN, epoch=0171, iter=00020/00196, fetch data time cost=1.35ms, fps=911 images/s, loss=0.0088, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:51.055312, arrival_time=2021-04-15 06:09:23.479625, cost_time=0:00:05.801746 2021-04-15 06:08:35,239 INFO : TRAIN, epoch=0171, iter=00030/00196, fetch data time cost=1.28ms, fps=910 images/s, loss=0.0088, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:47.680844, arrival_time=2021-04-15 06:09:22.920296, cost_time=0:00:08.617010 2021-04-15 06:08:38,051 INFO : TRAIN, epoch=0171, iter=00040/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.0093, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:44.573412, arrival_time=2021-04-15 06:09:22.624969, cost_time=0:00:11.429097 2021-04-15 06:08:40,858 INFO : TRAIN, epoch=0171, iter=00050/00196, fetch data time cost=1.39ms, fps=912 images/s, loss=0.0095, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:41.570142, arrival_time=2021-04-15 06:09:22.428916, cost_time=0:00:14.236344 2021-04-15 06:08:43,665 INFO : TRAIN, epoch=0171, iter=00060/00196, fetch data time cost=1.29ms, fps=912 images/s, loss=0.0097, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:38.630664, arrival_time=2021-04-15 06:09:22.296074, cost_time=0:00:17.042960 2021-04-15 06:08:46,470 INFO : TRAIN, epoch=0171, iter=00070/00196, fetch data time cost=1.37ms, fps=913 images/s, loss=0.0097, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:35.726796, arrival_time=2021-04-15 06:09:22.197445, cost_time=0:00:19.848210 2021-04-15 06:08:49,276 INFO : TRAIN, epoch=0171, iter=00080/00196, fetch data time cost=1.33ms, fps=912 images/s, loss=0.0098, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:32.848532, arrival_time=2021-04-15 06:09:22.125147, cost_time=0:00:22.654182 2021-04-15 06:08:52,082 INFO : TRAIN, epoch=0171, iter=00090/00196, fetch data time cost=1.32ms, fps=912 images/s, loss=0.0097, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:29.986658, arrival_time=2021-04-15 06:09:22.069433, cost_time=0:00:25.460336 2021-04-15 06:08:54,900 INFO : TRAIN, epoch=0171, iter=00100/00196, fetch data time cost=1.30ms, fps=909 images/s, loss=0.0095, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:27.147168, arrival_time=2021-04-15 06:09:22.047933, cost_time=0:00:28.278327 2021-04-15 06:08:57,714 INFO : TRAIN, epoch=0171, iter=00110/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.0094, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:24.308330, arrival_time=2021-04-15 06:09:22.022826, cost_time=0:00:31.092056 2021-04-15 06:09:00,529 INFO : TRAIN, epoch=0171, iter=00120/00196, fetch data time cost=1.37ms, fps=910 images/s, loss=0.0094, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:21.474180, arrival_time=2021-04-15 06:09:22.003159, cost_time=0:00:33.906541 2021-04-15 06:09:03,341 INFO : TRAIN, epoch=0171, iter=00130/00196, fetch data time cost=1.27ms, fps=910 images/s, loss=0.0094, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:18.642096, arrival_time=2021-04-15 06:09:21.983764, cost_time=0:00:36.719232 2021-04-15 06:09:06,152 INFO : TRAIN, epoch=0171, iter=00140/00196, fetch data time cost=1.36ms, fps=911 images/s, loss=0.0093, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:15.812216, arrival_time=2021-04-15 06:09:21.965162, cost_time=0:00:39.530508 2021-04-15 06:09:08,965 INFO : TRAIN, epoch=0171, iter=00150/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.0093, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.985064, arrival_time=2021-04-15 06:09:21.950175, cost_time=0:00:42.342673 2021-04-15 06:09:11,778 INFO : TRAIN, epoch=0171, iter=00160/00196, fetch data time cost=1.64ms, fps=910 images/s, loss=0.0093, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:10.160028, arrival_time=2021-04-15 06:09:21.938288, cost_time=0:00:45.155696 2021-04-15 06:09:14,588 INFO : TRAIN, epoch=0171, iter=00170/00196, fetch data time cost=1.28ms, fps=911 images/s, loss=0.0093, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:07.336030, arrival_time=2021-04-15 06:09:21.924801, cost_time=0:00:47.966334 2021-04-15 06:09:17,404 INFO : TRAIN, epoch=0171, iter=00180/00196, fetch data time cost=1.31ms, fps=909 images/s, loss=0.0093, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:04.513952, arrival_time=2021-04-15 06:09:21.918304, cost_time=0:00:50.781888 2021-04-15 06:09:20,217 INFO : TRAIN, epoch=0171, iter=00190/00196, fetch data time cost=1.12ms, fps=910 images/s, loss=0.0092, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:01.692492, arrival_time=2021-04-15 06:09:21.910444, cost_time=0:00:53.595522 2021-04-15 06:09:21,729 INFO : TRAIN, epoch=0171, iter=00196/00196, fetch data time cost=1.24ms, fps=900 images/s, loss=0.0092, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:09:21.729640, cost_time=0:00:55.107205 2021-04-15 06:09:22,613 INFO : EVAL, epoch=0171, iter=00010/00040, fetch data time cost=0.21ms, fps=2902 images/s, loss=1.0368, top1-acc=75.78%, top5-acc=93.24%, remaining_time=0:00:02.645970, arrival_time=2021-04-15 06:09:25.259198, cost_time=0:00:00.881990 2021-04-15 06:09:23,388 INFO : EVAL, epoch=0171, iter=00020/00040, fetch data time cost=1.25ms, fps=3306 images/s, loss=1.0436, top1-acc=75.20%, top5-acc=92.81%, remaining_time=0:00:01.656760, arrival_time=2021-04-15 06:09:25.044746, cost_time=0:00:01.656763 2021-04-15 06:09:24,162 INFO : EVAL, epoch=0171, iter=00030/00040, fetch data time cost=1.16ms, fps=3308 images/s, loss=1.0530, top1-acc=74.95%, top5-acc=92.73%, remaining_time=0:00:00.810320, arrival_time=2021-04-15 06:09:24.972489, cost_time=0:00:02.430951 2021-04-15 06:09:24,870 INFO : EVAL, epoch=0171, iter=00040/00040, fetch data time cost=0.05ms, fps=3279 images/s, loss=1.0488, top1-acc=74.81%, top5-acc=92.94%, remaining_time=0:00:00, arrival_time=2021-04-15 06:09:24.869983, cost_time=0:00:03.138783 2021-04-15 06:09:25,876 INFO : Epoch=0171 complete, best val top1-acc=74.81%, top5-acc=92.94% (epoch=171), remaining_time=0:28:27.702961, arrival_time=2021-04-15 06:37:53.579489, cost_time=2:47:49.558900 2021-04-15 06:09:25,877 INFO : Train start, epoch=0172, lr=0.005099 2021-04-15 06:09:28,869 INFO : TRAIN, epoch=0172, iter=00010/00196, fetch data time cost=1.32ms, fps=856 images/s, loss=0.0082, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:55.638180, arrival_time=2021-04-15 06:10:24.507283, cost_time=0:00:02.991300 2021-04-15 06:09:31,679 INFO : TRAIN, epoch=0172, iter=00020/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.0084, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:51.051440, arrival_time=2021-04-15 06:10:22.730542, cost_time=0:00:05.801295 2021-04-15 06:09:34,489 INFO : TRAIN, epoch=0172, iter=00030/00196, fetch data time cost=1.36ms, fps=911 images/s, loss=0.0083, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:47.651960, arrival_time=2021-04-15 06:10:22.141565, cost_time=0:00:08.611798 2021-04-15 06:09:37,301 INFO : TRAIN, epoch=0172, iter=00040/00196, fetch data time cost=1.32ms, fps=911 images/s, loss=0.0081, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:44.550480, arrival_time=2021-04-15 06:10:21.851470, cost_time=0:00:11.423182 2021-04-15 06:09:40,111 INFO : TRAIN, epoch=0172, iter=00050/00196, fetch data time cost=1.35ms, fps=911 images/s, loss=0.0082, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:41.561090, arrival_time=2021-04-15 06:10:21.672138, cost_time=0:00:14.233241 2021-04-15 06:09:42,931 INFO : TRAIN, epoch=0172, iter=00060/00196, fetch data time cost=1.38ms, fps=908 images/s, loss=0.0085, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:38.654736, arrival_time=2021-04-15 06:10:21.586100, cost_time=0:00:17.053569 2021-04-15 06:09:45,742 INFO : TRAIN, epoch=0172, iter=00070/00196, fetch data time cost=1.38ms, fps=911 images/s, loss=0.0086, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:35.756280, arrival_time=2021-04-15 06:10:21.498715, cost_time=0:00:19.864626 2021-04-15 06:09:48,555 INFO : TRAIN, epoch=0172, iter=00080/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=0.0086, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:32.882404, arrival_time=2021-04-15 06:10:21.437727, cost_time=0:00:22.677518 2021-04-15 06:09:51,374 INFO : TRAIN, epoch=0172, iter=00090/00196, fetch data time cost=1.38ms, fps=908 images/s, loss=0.0086, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:30.029800, arrival_time=2021-04-15 06:10:21.404582, cost_time=0:00:25.496977 2021-04-15 06:09:54,189 INFO : TRAIN, epoch=0172, iter=00100/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.0086, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:27.179520, arrival_time=2021-04-15 06:10:21.369334, cost_time=0:00:28.312010 2021-04-15 06:09:57,001 INFO : TRAIN, epoch=0172, iter=00110/00196, fetch data time cost=1.65ms, fps=911 images/s, loss=0.0087, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:24.333270, arrival_time=2021-04-15 06:10:21.335075, cost_time=0:00:31.123943 2021-04-15 06:09:59,811 INFO : TRAIN, epoch=0172, iter=00120/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.0088, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:21.491584, arrival_time=2021-04-15 06:10:21.303489, cost_time=0:00:33.934101 2021-04-15 06:10:02,623 INFO : TRAIN, epoch=0172, iter=00130/00196, fetch data time cost=1.37ms, fps=911 images/s, loss=0.0088, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:18.655230, arrival_time=2021-04-15 06:10:21.278175, cost_time=0:00:36.745113 2021-04-15 06:10:05,435 INFO : TRAIN, epoch=0172, iter=00140/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.0087, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:15.823136, arrival_time=2021-04-15 06:10:21.258775, cost_time=0:00:39.557834 2021-04-15 06:10:08,252 INFO : TRAIN, epoch=0172, iter=00150/00196, fetch data time cost=1.35ms, fps=909 images/s, loss=0.0087, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.995000, arrival_time=2021-04-15 06:10:21.247802, cost_time=0:00:42.374985 2021-04-15 06:10:11,062 INFO : TRAIN, epoch=0172, iter=00160/00196, fetch data time cost=1.30ms, fps=911 images/s, loss=0.0089, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:10.166652, arrival_time=2021-04-15 06:10:21.229607, cost_time=0:00:45.185152 2021-04-15 06:10:13,878 INFO : TRAIN, epoch=0172, iter=00170/00196, fetch data time cost=1.37ms, fps=909 images/s, loss=0.0089, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:07.341230, arrival_time=2021-04-15 06:10:21.219419, cost_time=0:00:48.000388 2021-04-15 06:10:16,690 INFO : TRAIN, epoch=0172, iter=00180/00196, fetch data time cost=1.45ms, fps=910 images/s, loss=0.0089, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:04.516656, arrival_time=2021-04-15 06:10:21.206878, cost_time=0:00:50.812411 2021-04-15 06:10:19,500 INFO : TRAIN, epoch=0172, iter=00190/00196, fetch data time cost=1.19ms, fps=911 images/s, loss=0.0090, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:01.693362, arrival_time=2021-04-15 06:10:21.194295, cost_time=0:00:53.623133 2021-04-15 06:10:21,011 INFO : TRAIN, epoch=0172, iter=00196/00196, fetch data time cost=1.05ms, fps=901 images/s, loss=0.0090, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:10:21.011510, cost_time=0:00:55.133723 2021-04-15 06:10:21,898 INFO : EVAL, epoch=0172, iter=00010/00040, fetch data time cost=1.29ms, fps=2892 images/s, loss=1.0626, top1-acc=73.71%, top5-acc=93.52%, remaining_time=0:00:02.655630, arrival_time=2021-04-15 06:10:24.553920, cost_time=0:00:00.885210 2021-04-15 06:10:22,670 INFO : EVAL, epoch=0172, iter=00020/00040, fetch data time cost=1.16ms, fps=3315 images/s, loss=1.0439, top1-acc=74.61%, top5-acc=93.12%, remaining_time=0:00:01.657720, arrival_time=2021-04-15 06:10:24.328515, cost_time=0:00:01.657716 2021-04-15 06:10:23,445 INFO : EVAL, epoch=0172, iter=00030/00040, fetch data time cost=1.35ms, fps=3304 images/s, loss=1.0236, top1-acc=75.07%, top5-acc=93.27%, remaining_time=0:00:00.810940, arrival_time=2021-04-15 06:10:24.256833, cost_time=0:00:02.432816 2021-04-15 06:10:24,153 INFO : EVAL, epoch=0172, iter=00040/00040, fetch data time cost=0.05ms, fps=3278 images/s, loss=1.0421, top1-acc=74.86%, top5-acc=93.07%, remaining_time=0:00:00, arrival_time=2021-04-15 06:10:24.153907, cost_time=0:00:03.140857 2021-04-15 06:10:24,989 INFO : Epoch=0172 complete, best val top1-acc=74.86%, top5-acc=93.07% (epoch=172), remaining_time=0:27:28.853612, arrival_time=2021-04-15 06:37:53.843362, cost_time=2:48:48.672121 2021-04-15 06:10:24,990 INFO : Train start, epoch=0173, lr=0.004759 2021-04-15 06:10:27,917 INFO : TRAIN, epoch=0173, iter=00010/00196, fetch data time cost=1.30ms, fps=875 images/s, loss=0.0090, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:54.428250, arrival_time=2021-04-15 06:11:22.345538, cost_time=0:00:02.926254 2021-04-15 06:10:30,732 INFO : TRAIN, epoch=0173, iter=00020/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.0095, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:50.523088, arrival_time=2021-04-15 06:11:21.255382, cost_time=0:00:05.741255 2021-04-15 06:10:33,545 INFO : TRAIN, epoch=0173, iter=00030/00196, fetch data time cost=1.41ms, fps=910 images/s, loss=0.0092, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:47.334900, arrival_time=2021-04-15 06:11:20.880461, cost_time=0:00:08.554501 2021-04-15 06:10:36,362 INFO : TRAIN, epoch=0173, iter=00040/00196, fetch data time cost=1.56ms, fps=909 images/s, loss=0.0091, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:44.350020, arrival_time=2021-04-15 06:11:20.712879, cost_time=0:00:11.371782 2021-04-15 06:10:39,181 INFO : TRAIN, epoch=0173, iter=00050/00196, fetch data time cost=1.50ms, fps=908 images/s, loss=0.0089, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:41.437136, arrival_time=2021-04-15 06:11:20.618988, cost_time=0:00:14.190785 2021-04-15 06:10:41,994 INFO : TRAIN, epoch=0173, iter=00060/00196, fetch data time cost=1.44ms, fps=910 images/s, loss=0.0088, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:38.540360, arrival_time=2021-04-15 06:11:20.534560, cost_time=0:00:17.003073 2021-04-15 06:10:44,811 INFO : TRAIN, epoch=0173, iter=00070/00196, fetch data time cost=1.43ms, fps=909 images/s, loss=0.0088, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:35.676018, arrival_time=2021-04-15 06:11:20.487098, cost_time=0:00:19.820010 2021-04-15 06:10:47,626 INFO : TRAIN, epoch=0173, iter=00080/00196, fetch data time cost=1.57ms, fps=909 images/s, loss=0.0089, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:32.821156, arrival_time=2021-04-15 06:11:20.447491, cost_time=0:00:22.635255 2021-04-15 06:10:50,439 INFO : TRAIN, epoch=0173, iter=00090/00196, fetch data time cost=1.38ms, fps=910 images/s, loss=0.0090, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:29.972772, arrival_time=2021-04-15 06:11:20.412449, cost_time=0:00:25.448617 2021-04-15 06:10:53,257 INFO : TRAIN, epoch=0173, iter=00100/00196, fetch data time cost=1.48ms, fps=909 images/s, loss=0.0089, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:27.135744, arrival_time=2021-04-15 06:11:20.393195, cost_time=0:00:28.266368 2021-04-15 06:10:56,069 INFO : TRAIN, epoch=0173, iter=00110/00196, fetch data time cost=1.53ms, fps=910 images/s, loss=0.0088, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:24.297924, arrival_time=2021-04-15 06:11:20.367705, cost_time=0:00:31.078723 2021-04-15 06:10:58,879 INFO : TRAIN, epoch=0173, iter=00120/00196, fetch data time cost=1.44ms, fps=911 images/s, loss=0.0088, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:21.462476, arrival_time=2021-04-15 06:11:20.341623, cost_time=0:00:33.888082 2021-04-15 06:11:01,696 INFO : TRAIN, epoch=0173, iter=00130/00196, fetch data time cost=1.42ms, fps=909 images/s, loss=0.0088, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:18.634836, arrival_time=2021-04-15 06:11:20.330861, cost_time=0:00:36.704964 2021-04-15 06:11:04,505 INFO : TRAIN, epoch=0173, iter=00140/00196, fetch data time cost=1.44ms, fps=911 images/s, loss=0.0087, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:15.805888, arrival_time=2021-04-15 06:11:20.311632, cost_time=0:00:39.514685 2021-04-15 06:11:07,323 INFO : TRAIN, epoch=0173, iter=00150/00196, fetch data time cost=1.44ms, fps=909 images/s, loss=0.0089, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.981890, arrival_time=2021-04-15 06:11:20.305198, cost_time=0:00:42.332242 2021-04-15 06:11:10,141 INFO : TRAIN, epoch=0173, iter=00160/00196, fetch data time cost=1.55ms, fps=909 images/s, loss=0.0089, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:10.158768, arrival_time=2021-04-15 06:11:20.299956, cost_time=0:00:45.150121 2021-04-15 06:11:12,957 INFO : TRAIN, epoch=0173, iter=00170/00196, fetch data time cost=1.51ms, fps=909 images/s, loss=0.0087, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:07.336108, arrival_time=2021-04-15 06:11:20.293993, cost_time=0:00:47.966832 2021-04-15 06:11:15,774 INFO : TRAIN, epoch=0173, iter=00180/00196, fetch data time cost=1.39ms, fps=909 images/s, loss=0.0088, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:04.514048, arrival_time=2021-04-15 06:11:20.288188, cost_time=0:00:50.783083 2021-04-15 06:11:18,585 INFO : TRAIN, epoch=0173, iter=00190/00196, fetch data time cost=1.25ms, fps=911 images/s, loss=0.0088, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:01.692450, arrival_time=2021-04-15 06:11:20.277737, cost_time=0:00:53.594239 2021-04-15 06:11:20,100 INFO : TRAIN, epoch=0173, iter=00196/00196, fetch data time cost=1.30ms, fps=898 images/s, loss=0.0088, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:11:20.100212, cost_time=0:00:55.109167 2021-04-15 06:11:20,993 INFO : EVAL, epoch=0173, iter=00010/00040, fetch data time cost=1.46ms, fps=2873 images/s, loss=1.0485, top1-acc=74.26%, top5-acc=93.32%, remaining_time=0:00:02.673000, arrival_time=2021-04-15 06:11:23.666045, cost_time=0:00:00.891003 2021-04-15 06:11:21,770 INFO : EVAL, epoch=0173, iter=00020/00040, fetch data time cost=1.43ms, fps=3296 images/s, loss=1.0371, top1-acc=74.67%, top5-acc=92.66%, remaining_time=0:00:01.668080, arrival_time=2021-04-15 06:11:23.438127, cost_time=0:00:01.668076 2021-04-15 06:11:22,546 INFO : EVAL, epoch=0173, iter=00030/00040, fetch data time cost=1.32ms, fps=3301 images/s, loss=1.0496, top1-acc=74.53%, top5-acc=92.85%, remaining_time=0:00:00.814670, arrival_time=2021-04-15 06:11:23.360654, cost_time=0:00:02.444007 2021-04-15 06:11:23,256 INFO : EVAL, epoch=0173, iter=00040/00040, fetch data time cost=0.09ms, fps=3267 images/s, loss=1.0341, top1-acc=74.55%, top5-acc=93.03%, remaining_time=0:00:00, arrival_time=2021-04-15 06:11:23.256374, cost_time=0:00:03.154423 2021-04-15 06:11:23,686 INFO : Epoch=0173 complete, best val top1-acc=74.86%, top5-acc=93.07% (epoch=172), remaining_time=0:26:29.936094, arrival_time=2021-04-15 06:37:53.622052, cost_time=2:49:47.368341 2021-04-15 06:11:23,687 INFO : Train start, epoch=0174, lr=0.004430 2021-04-15 06:11:26,657 INFO : TRAIN, epoch=0174, iter=00010/00196, fetch data time cost=1.42ms, fps=862 images/s, loss=0.0095, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:55.234374, arrival_time=2021-04-15 06:12:21.891300, cost_time=0:00:02.969587 2021-04-15 06:11:29,472 INFO : TRAIN, epoch=0174, iter=00020/00196, fetch data time cost=1.47ms, fps=909 images/s, loss=0.0089, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:50.909056, arrival_time=2021-04-15 06:12:20.381488, cost_time=0:00:05.785130 2021-04-15 06:11:32,290 INFO : TRAIN, epoch=0174, iter=00030/00196, fetch data time cost=1.62ms, fps=909 images/s, loss=0.0087, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:47.603820, arrival_time=2021-04-15 06:12:19.894302, cost_time=0:00:08.603090 2021-04-15 06:11:35,121 INFO : TRAIN, epoch=0174, iter=00040/00196, fetch data time cost=1.50ms, fps=906 images/s, loss=0.0085, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:44.593848, arrival_time=2021-04-15 06:12:19.715534, cost_time=0:00:11.434302 2021-04-15 06:11:37,955 INFO : TRAIN, epoch=0174, iter=00050/00196, fetch data time cost=1.69ms, fps=903 images/s, loss=0.0084, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:41.663582, arrival_time=2021-04-15 06:12:19.619243, cost_time=0:00:14.268344 2021-04-15 06:11:40,784 INFO : TRAIN, epoch=0174, iter=00060/00196, fetch data time cost=1.64ms, fps=905 images/s, loss=0.0083, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:38.754424, arrival_time=2021-04-15 06:12:19.539279, cost_time=0:00:17.097534 2021-04-15 06:11:43,615 INFO : TRAIN, epoch=0174, iter=00070/00196, fetch data time cost=1.30ms, fps=904 images/s, loss=0.0082, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:35.871192, arrival_time=2021-04-15 06:12:19.486923, cost_time=0:00:19.928433 2021-04-15 06:11:46,431 INFO : TRAIN, epoch=0174, iter=00080/00196, fetch data time cost=1.55ms, fps=909 images/s, loss=0.0084, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:32.979496, arrival_time=2021-04-15 06:12:19.411274, cost_time=0:00:22.744485 2021-04-15 06:11:49,243 INFO : TRAIN, epoch=0174, iter=00090/00196, fetch data time cost=1.34ms, fps=910 images/s, loss=0.0083, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:30.099972, arrival_time=2021-04-15 06:12:19.343896, cost_time=0:00:25.556624 2021-04-15 06:11:52,055 INFO : TRAIN, epoch=0174, iter=00100/00196, fetch data time cost=1.26ms, fps=911 images/s, loss=0.0083, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:27.233760, arrival_time=2021-04-15 06:12:19.289530, cost_time=0:00:28.368469 2021-04-15 06:11:54,876 INFO : TRAIN, epoch=0174, iter=00110/00196, fetch data time cost=1.41ms, fps=908 images/s, loss=0.0085, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:24.384010, arrival_time=2021-04-15 06:12:19.260187, cost_time=0:00:31.188802 2021-04-15 06:11:57,691 INFO : TRAIN, epoch=0174, iter=00120/00196, fetch data time cost=1.43ms, fps=909 images/s, loss=0.0085, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:21.536120, arrival_time=2021-04-15 06:12:19.227876, cost_time=0:00:34.004451 2021-04-15 06:12:00,500 INFO : TRAIN, epoch=0174, iter=00130/00196, fetch data time cost=1.41ms, fps=911 images/s, loss=0.0086, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:18.689946, arrival_time=2021-04-15 06:12:19.190798, cost_time=0:00:36.813546 2021-04-15 06:12:03,318 INFO : TRAIN, epoch=0174, iter=00140/00196, fetch data time cost=1.35ms, fps=909 images/s, loss=0.0087, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:15.852368, arrival_time=2021-04-15 06:12:19.170564, cost_time=0:00:39.630899 2021-04-15 06:12:06,137 INFO : TRAIN, epoch=0174, iter=00150/00196, fetch data time cost=1.42ms, fps=908 images/s, loss=0.0088, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:13.018046, arrival_time=2021-04-15 06:12:19.155580, cost_time=0:00:42.450160 2021-04-15 06:12:08,950 INFO : TRAIN, epoch=0174, iter=00160/00196, fetch data time cost=1.45ms, fps=910 images/s, loss=0.0087, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:10.184148, arrival_time=2021-04-15 06:12:19.134277, cost_time=0:00:45.262807 2021-04-15 06:12:11,765 INFO : TRAIN, epoch=0174, iter=00170/00196, fetch data time cost=1.64ms, fps=909 images/s, loss=0.0088, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:07.353112, arrival_time=2021-04-15 06:12:19.118533, cost_time=0:00:48.078067 2021-04-15 06:12:14,584 INFO : TRAIN, epoch=0174, iter=00180/00196, fetch data time cost=1.50ms, fps=908 images/s, loss=0.0088, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:04.524192, arrival_time=2021-04-15 06:12:19.108648, cost_time=0:00:50.897139 2021-04-15 06:12:17,405 INFO : TRAIN, epoch=0174, iter=00190/00196, fetch data time cost=1.32ms, fps=908 images/s, loss=0.0087, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:01.696356, arrival_time=2021-04-15 06:12:19.101666, cost_time=0:00:53.717984 2021-04-15 06:12:18,922 INFO : TRAIN, epoch=0174, iter=00196/00196, fetch data time cost=1.29ms, fps=897 images/s, loss=0.0088, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:12:18.922109, cost_time=0:00:55.234801 2021-04-15 06:12:19,807 INFO : EVAL, epoch=0174, iter=00010/00040, fetch data time cost=0.21ms, fps=2897 images/s, loss=1.0931, top1-acc=74.65%, top5-acc=92.27%, remaining_time=0:00:02.650920, arrival_time=2021-04-15 06:12:22.458405, cost_time=0:00:00.883643 2021-04-15 06:12:20,583 INFO : EVAL, epoch=0174, iter=00020/00040, fetch data time cost=1.37ms, fps=3302 images/s, loss=1.0620, top1-acc=74.86%, top5-acc=92.64%, remaining_time=0:00:01.659340, arrival_time=2021-04-15 06:12:22.242517, cost_time=0:00:01.659339 2021-04-15 06:12:21,359 INFO : EVAL, epoch=0174, iter=00030/00040, fetch data time cost=1.29ms, fps=3301 images/s, loss=1.0465, top1-acc=74.75%, top5-acc=92.98%, remaining_time=0:00:00.811750, arrival_time=2021-04-15 06:12:22.170845, cost_time=0:00:02.435261 2021-04-15 06:12:22,069 INFO : EVAL, epoch=0174, iter=00040/00040, fetch data time cost=0.08ms, fps=3267 images/s, loss=1.0679, top1-acc=74.58%, top5-acc=92.92%, remaining_time=0:00:00, arrival_time=2021-04-15 06:12:22.069628, cost_time=0:00:03.145817 2021-04-15 06:12:22,517 INFO : Epoch=0174 complete, best val top1-acc=74.86%, top5-acc=93.07% (epoch=172), remaining_time=0:25:31.041434, arrival_time=2021-04-15 06:37:53.559364, cost_time=2:50:46.200316 2021-04-15 06:12:22,519 INFO : Train start, epoch=0175, lr=0.004112 2021-04-15 06:12:25,481 INFO : TRAIN, epoch=0175, iter=00010/00196, fetch data time cost=1.47ms, fps=864 images/s, loss=0.0076, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:55.096362, arrival_time=2021-04-15 06:13:20.577782, cost_time=0:00:02.962169 2021-04-15 06:12:28,294 INFO : TRAIN, epoch=0175, iter=00020/00196, fetch data time cost=1.39ms, fps=910 images/s, loss=0.0079, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:50.820704, arrival_time=2021-04-15 06:13:19.115051, cost_time=0:00:05.775070 2021-04-15 06:12:31,107 INFO : TRAIN, epoch=0175, iter=00030/00196, fetch data time cost=1.51ms, fps=910 images/s, loss=0.0079, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:47.523310, arrival_time=2021-04-15 06:13:18.631126, cost_time=0:00:08.588545 2021-04-15 06:12:33,925 INFO : TRAIN, epoch=0175, iter=00040/00196, fetch data time cost=1.43ms, fps=909 images/s, loss=0.0082, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:44.485896, arrival_time=2021-04-15 06:13:18.411805, cost_time=0:00:11.406658 2021-04-15 06:12:36,734 INFO : TRAIN, epoch=0175, iter=00050/00196, fetch data time cost=1.27ms, fps=912 images/s, loss=0.0084, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:41.509260, arrival_time=2021-04-15 06:13:18.244029, cost_time=0:00:14.215502 2021-04-15 06:12:39,568 INFO : TRAIN, epoch=0175, iter=00060/00196, fetch data time cost=2.34ms, fps=904 images/s, loss=0.0085, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:38.644400, arrival_time=2021-04-15 06:13:18.212697, cost_time=0:00:17.049014 2021-04-15 06:12:42,401 INFO : TRAIN, epoch=0175, iter=00070/00196, fetch data time cost=1.55ms, fps=904 images/s, loss=0.0085, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:35.788536, arrival_time=2021-04-15 06:13:18.190403, cost_time=0:00:19.882511 2021-04-15 06:12:45,233 INFO : TRAIN, epoch=0175, iter=00080/00196, fetch data time cost=1.69ms, fps=904 images/s, loss=0.0086, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:32.935068, arrival_time=2021-04-15 06:13:18.168224, cost_time=0:00:22.713867 2021-04-15 06:12:48,067 INFO : TRAIN, epoch=0175, iter=00090/00196, fetch data time cost=2.02ms, fps=904 images/s, loss=0.0088, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:30.089478, arrival_time=2021-04-15 06:13:18.156481, cost_time=0:00:25.547705 2021-04-15 06:12:50,884 INFO : TRAIN, epoch=0175, iter=00100/00196, fetch data time cost=1.50ms, fps=909 images/s, loss=0.0089, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:27.230688, arrival_time=2021-04-15 06:13:18.115233, cost_time=0:00:28.365258 2021-04-15 06:12:53,693 INFO : TRAIN, epoch=0175, iter=00110/00196, fetch data time cost=1.24ms, fps=912 images/s, loss=0.0089, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:24.372572, arrival_time=2021-04-15 06:13:18.065994, cost_time=0:00:31.174173 2021-04-15 06:12:56,501 INFO : TRAIN, epoch=0175, iter=00120/00196, fetch data time cost=1.27ms, fps=912 images/s, loss=0.0088, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:21.521908, arrival_time=2021-04-15 06:13:18.023205, cost_time=0:00:33.981979 2021-04-15 06:12:59,321 INFO : TRAIN, epoch=0175, iter=00130/00196, fetch data time cost=1.83ms, fps=908 images/s, loss=0.0088, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:18.684204, arrival_time=2021-04-15 06:13:18.005761, cost_time=0:00:36.802277 2021-04-15 06:13:02,141 INFO : TRAIN, epoch=0175, iter=00140/00196, fetch data time cost=1.42ms, fps=908 images/s, loss=0.0087, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:15.848840, arrival_time=2021-04-15 06:13:17.990291, cost_time=0:00:39.622142 2021-04-15 06:13:04,957 INFO : TRAIN, epoch=0175, iter=00150/00196, fetch data time cost=1.40ms, fps=909 images/s, loss=0.0087, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:13.014458, arrival_time=2021-04-15 06:13:17.972239, cost_time=0:00:42.438455 2021-04-15 06:13:07,770 INFO : TRAIN, epoch=0175, iter=00160/00196, fetch data time cost=1.40ms, fps=910 images/s, loss=0.0087, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:10.181412, arrival_time=2021-04-15 06:13:17.951445, cost_time=0:00:45.250767 2021-04-15 06:13:10,577 INFO : TRAIN, epoch=0175, iter=00170/00196, fetch data time cost=1.54ms, fps=912 images/s, loss=0.0086, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:07.350018, arrival_time=2021-04-15 06:13:17.927114, cost_time=0:00:48.057842 2021-04-15 06:13:13,379 INFO : TRAIN, epoch=0175, iter=00180/00196, fetch data time cost=1.35ms, fps=914 images/s, loss=0.0086, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:04.520928, arrival_time=2021-04-15 06:13:17.900666, cost_time=0:00:50.860474 2021-04-15 06:13:16,184 INFO : TRAIN, epoch=0175, iter=00190/00196, fetch data time cost=1.34ms, fps=913 images/s, loss=0.0086, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:01.694700, arrival_time=2021-04-15 06:13:17.879418, cost_time=0:00:53.665438 2021-04-15 06:13:17,694 INFO : TRAIN, epoch=0175, iter=00196/00196, fetch data time cost=1.31ms, fps=901 images/s, loss=0.0086, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:13:17.694642, cost_time=0:00:55.175375 2021-04-15 06:13:18,578 INFO : EVAL, epoch=0175, iter=00010/00040, fetch data time cost=0.19ms, fps=2902 images/s, loss=1.1020, top1-acc=73.32%, top5-acc=92.97%, remaining_time=0:00:02.646660, arrival_time=2021-04-15 06:13:21.225305, cost_time=0:00:00.882220 2021-04-15 06:13:19,351 INFO : EVAL, epoch=0175, iter=00020/00040, fetch data time cost=1.20ms, fps=3314 images/s, loss=1.0606, top1-acc=74.57%, top5-acc=92.64%, remaining_time=0:00:01.655100, arrival_time=2021-04-15 06:13:21.006610, cost_time=0:00:01.655092 2021-04-15 06:13:20,128 INFO : EVAL, epoch=0175, iter=00030/00040, fetch data time cost=1.42ms, fps=3297 images/s, loss=1.0540, top1-acc=74.69%, top5-acc=92.76%, remaining_time=0:00:00.810580, arrival_time=2021-04-15 06:13:20.938772, cost_time=0:00:02.431753 2021-04-15 06:13:20,838 INFO : EVAL, epoch=0175, iter=00040/00040, fetch data time cost=0.09ms, fps=3268 images/s, loss=1.0444, top1-acc=74.81%, top5-acc=92.93%, remaining_time=0:00:00, arrival_time=2021-04-15 06:13:20.838342, cost_time=0:00:03.141920 2021-04-15 06:13:21,295 INFO : Epoch=0175 complete, best val top1-acc=74.86%, top5-acc=93.07% (epoch=172), remaining_time=0:24:32.139750, arrival_time=2021-04-15 06:37:53.435626, cost_time=2:51:44.978273 2021-04-15 06:13:21,297 INFO : Train start, epoch=0176, lr=0.003806 2021-04-15 06:13:24,258 INFO : TRAIN, epoch=0176, iter=00010/00196, fetch data time cost=1.29ms, fps=864 images/s, loss=0.0089, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:55.079808, arrival_time=2021-04-15 06:14:19.338287, cost_time=0:00:02.961275 2021-04-15 06:13:27,068 INFO : TRAIN, epoch=0176, iter=00020/00196, fetch data time cost=1.27ms, fps=911 images/s, loss=0.0083, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:50.783040, arrival_time=2021-04-15 06:14:17.851053, cost_time=0:00:05.770806 2021-04-15 06:13:29,881 INFO : TRAIN, epoch=0176, iter=00030/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.0085, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:47.499240, arrival_time=2021-04-15 06:14:17.380650, cost_time=0:00:08.584207 2021-04-15 06:13:32,694 INFO : TRAIN, epoch=0176, iter=00040/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.0083, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:44.450016, arrival_time=2021-04-15 06:14:17.144659, cost_time=0:00:11.397439 2021-04-15 06:13:35,504 INFO : TRAIN, epoch=0176, iter=00050/00196, fetch data time cost=1.30ms, fps=911 images/s, loss=0.0080, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:41.485024, arrival_time=2021-04-15 06:14:16.989456, cost_time=0:00:14.207224 2021-04-15 06:13:38,314 INFO : TRAIN, epoch=0176, iter=00060/00196, fetch data time cost=1.27ms, fps=911 images/s, loss=0.0079, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:38.571912, arrival_time=2021-04-15 06:14:16.886144, cost_time=0:00:17.017024 2021-04-15 06:13:41,125 INFO : TRAIN, epoch=0176, iter=00070/00196, fetch data time cost=1.29ms, fps=911 images/s, loss=0.0080, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:35.691264, arrival_time=2021-04-15 06:14:16.816969, cost_time=0:00:19.828500 2021-04-15 06:13:43,936 INFO : TRAIN, epoch=0176, iter=00080/00196, fetch data time cost=1.30ms, fps=911 images/s, loss=0.0081, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:32.826376, arrival_time=2021-04-15 06:14:16.762430, cost_time=0:00:22.638844 2021-04-15 06:13:46,747 INFO : TRAIN, epoch=0176, iter=00090/00196, fetch data time cost=1.30ms, fps=911 images/s, loss=0.0080, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.974044, arrival_time=2021-04-15 06:14:16.720993, cost_time=0:00:25.449671 2021-04-15 06:13:49,556 INFO : TRAIN, epoch=0176, iter=00100/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.0079, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:27.129216, arrival_time=2021-04-15 06:14:16.686102, cost_time=0:00:28.259634 2021-04-15 06:13:52,373 INFO : TRAIN, epoch=0176, iter=00110/00196, fetch data time cost=1.30ms, fps=909 images/s, loss=0.0079, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:24.296118, arrival_time=2021-04-15 06:14:16.669719, cost_time=0:00:31.076391 2021-04-15 06:13:55,183 INFO : TRAIN, epoch=0176, iter=00120/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.0080, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:21.461108, arrival_time=2021-04-15 06:14:16.644274, cost_time=0:00:33.885948 2021-04-15 06:13:57,997 INFO : TRAIN, epoch=0176, iter=00130/00196, fetch data time cost=1.33ms, fps=910 images/s, loss=0.0081, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:18.632592, arrival_time=2021-04-15 06:14:16.630380, cost_time=0:00:36.700578 2021-04-15 06:14:00,809 INFO : TRAIN, epoch=0176, iter=00140/00196, fetch data time cost=1.39ms, fps=911 images/s, loss=0.0081, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:15.804992, arrival_time=2021-04-15 06:14:16.614648, cost_time=0:00:39.512449 2021-04-15 06:14:03,622 INFO : TRAIN, epoch=0176, iter=00150/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.0080, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.979820, arrival_time=2021-04-15 06:14:16.602585, cost_time=0:00:42.325557 2021-04-15 06:14:06,436 INFO : TRAIN, epoch=0176, iter=00160/00196, fetch data time cost=1.37ms, fps=910 images/s, loss=0.0080, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:10.156356, arrival_time=2021-04-15 06:14:16.592906, cost_time=0:00:45.139330 2021-04-15 06:14:09,249 INFO : TRAIN, epoch=0176, iter=00170/00196, fetch data time cost=1.33ms, fps=910 images/s, loss=0.0081, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.333846, arrival_time=2021-04-15 06:14:16.583152, cost_time=0:00:47.952098 2021-04-15 06:14:12,062 INFO : TRAIN, epoch=0176, iter=00180/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.0080, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:04.512480, arrival_time=2021-04-15 06:14:16.575173, cost_time=0:00:50.765484 2021-04-15 06:14:14,874 INFO : TRAIN, epoch=0176, iter=00190/00196, fetch data time cost=1.12ms, fps=910 images/s, loss=0.0081, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:01.691928, arrival_time=2021-04-15 06:14:16.566835, cost_time=0:00:53.577705 2021-04-15 06:14:16,386 INFO : TRAIN, epoch=0176, iter=00196/00196, fetch data time cost=1.14ms, fps=900 images/s, loss=0.0082, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:14:16.386262, cost_time=0:00:55.089066 2021-04-15 06:14:17,273 INFO : EVAL, epoch=0176, iter=00010/00040, fetch data time cost=0.26ms, fps=2889 images/s, loss=1.0694, top1-acc=74.45%, top5-acc=92.27%, remaining_time=0:00:02.658150, arrival_time=2021-04-15 06:14:19.931977, cost_time=0:00:00.886046 2021-04-15 06:14:18,050 INFO : EVAL, epoch=0176, iter=00020/00040, fetch data time cost=1.53ms, fps=3298 images/s, loss=1.0636, top1-acc=73.89%, top5-acc=92.68%, remaining_time=0:00:01.662720, arrival_time=2021-04-15 06:14:19.713213, cost_time=0:00:01.662717 2021-04-15 06:14:18,825 INFO : EVAL, epoch=0176, iter=00030/00040, fetch data time cost=1.23ms, fps=3305 images/s, loss=1.0630, top1-acc=73.82%, top5-acc=92.73%, remaining_time=0:00:00.812580, arrival_time=2021-04-15 06:14:19.638093, cost_time=0:00:02.437734 2021-04-15 06:14:19,536 INFO : EVAL, epoch=0176, iter=00040/00040, fetch data time cost=0.05ms, fps=3266 images/s, loss=1.0326, top1-acc=74.26%, top5-acc=92.86%, remaining_time=0:00:00, arrival_time=2021-04-15 06:14:19.536225, cost_time=0:00:03.148466 2021-04-15 06:14:19,980 INFO : Epoch=0176 complete, best val top1-acc=74.86%, top5-acc=93.07% (epoch=172), remaining_time=0:23:33.226800, arrival_time=2021-04-15 06:37:53.207618, cost_time=2:52:43.663213 2021-04-15 06:14:19,982 INFO : Train start, epoch=0177, lr=0.003511 2021-04-15 06:14:22,943 INFO : TRAIN, epoch=0177, iter=00010/00196, fetch data time cost=1.29ms, fps=865 images/s, loss=0.0088, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:55.077576, arrival_time=2021-04-15 06:15:18.020842, cost_time=0:00:02.961164 2021-04-15 06:14:25,753 INFO : TRAIN, epoch=0177, iter=00020/00196, fetch data time cost=1.49ms, fps=911 images/s, loss=0.0092, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:50.789376, arrival_time=2021-04-15 06:15:16.542997, cost_time=0:00:05.771518 2021-04-15 06:14:28,560 INFO : TRAIN, epoch=0177, iter=00030/00196, fetch data time cost=1.31ms, fps=912 images/s, loss=0.0089, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:47.469526, arrival_time=2021-04-15 06:15:16.030471, cost_time=0:00:08.578839 2021-04-15 06:14:31,369 INFO : TRAIN, epoch=0177, iter=00040/00196, fetch data time cost=1.33ms, fps=911 images/s, loss=0.0087, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:44.412420, arrival_time=2021-04-15 06:15:15.782315, cost_time=0:00:11.387781 2021-04-15 06:14:34,185 INFO : TRAIN, epoch=0177, iter=00050/00196, fetch data time cost=1.66ms, fps=909 images/s, loss=0.0086, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:41.474220, arrival_time=2021-04-15 06:15:15.659879, cost_time=0:00:14.203495 2021-04-15 06:14:36,998 INFO : TRAIN, epoch=0177, iter=00060/00196, fetch data time cost=1.26ms, fps=910 images/s, loss=0.0085, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:38.569464, arrival_time=2021-04-15 06:15:15.567501, cost_time=0:00:17.015942 2021-04-15 06:14:39,809 INFO : TRAIN, epoch=0177, iter=00070/00196, fetch data time cost=1.30ms, fps=911 images/s, loss=0.0085, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:35.688366, arrival_time=2021-04-15 06:15:15.497387, cost_time=0:00:19.826895 2021-04-15 06:14:42,624 INFO : TRAIN, epoch=0177, iter=00080/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.0086, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:32.830900, arrival_time=2021-04-15 06:15:15.455009, cost_time=0:00:22.642009 2021-04-15 06:14:45,436 INFO : TRAIN, epoch=0177, iter=00090/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.0086, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:29.979450, arrival_time=2021-04-15 06:15:15.415835, cost_time=0:00:25.454278 2021-04-15 06:14:48,245 INFO : TRAIN, epoch=0177, iter=00100/00196, fetch data time cost=1.32ms, fps=911 images/s, loss=0.0085, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:27.132960, arrival_time=2021-04-15 06:15:15.378526, cost_time=0:00:28.263465 2021-04-15 06:14:51,060 INFO : TRAIN, epoch=0177, iter=00110/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.0085, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:24.297666, arrival_time=2021-04-15 06:15:15.358188, cost_time=0:00:31.078395 2021-04-15 06:14:53,875 INFO : TRAIN, epoch=0177, iter=00120/00196, fetch data time cost=1.36ms, fps=910 images/s, loss=0.0085, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:21.465744, arrival_time=2021-04-15 06:15:15.341094, cost_time=0:00:33.893247 2021-04-15 06:14:56,688 INFO : TRAIN, epoch=0177, iter=00130/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.0084, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:18.635496, arrival_time=2021-04-15 06:15:15.323951, cost_time=0:00:36.706345 2021-04-15 06:14:59,503 INFO : TRAIN, epoch=0177, iter=00140/00196, fetch data time cost=1.38ms, fps=910 images/s, loss=0.0084, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:15.808464, arrival_time=2021-04-15 06:15:15.311769, cost_time=0:00:39.521110 2021-04-15 06:15:02,321 INFO : TRAIN, epoch=0177, iter=00150/00196, fetch data time cost=1.29ms, fps=909 images/s, loss=0.0084, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.984098, arrival_time=2021-04-15 06:15:15.305800, cost_time=0:00:42.339514 2021-04-15 06:15:05,143 INFO : TRAIN, epoch=0177, iter=00160/00196, fetch data time cost=1.45ms, fps=907 images/s, loss=0.0084, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:10.161324, arrival_time=2021-04-15 06:15:15.304935, cost_time=0:00:45.161402 2021-04-15 06:15:07,955 INFO : TRAIN, epoch=0177, iter=00170/00196, fetch data time cost=1.28ms, fps=911 images/s, loss=0.0084, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:07.337070, arrival_time=2021-04-15 06:15:15.292287, cost_time=0:00:47.973111 2021-04-15 06:15:10,768 INFO : TRAIN, epoch=0177, iter=00180/00196, fetch data time cost=1.38ms, fps=910 images/s, loss=0.0084, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:04.514368, arrival_time=2021-04-15 06:15:15.283182, cost_time=0:00:50.786623 2021-04-15 06:15:13,588 INFO : TRAIN, epoch=0177, iter=00190/00196, fetch data time cost=1.16ms, fps=908 images/s, loss=0.0083, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.692840, arrival_time=2021-04-15 06:15:15.281565, cost_time=0:00:53.606622 2021-04-15 06:15:15,100 INFO : TRAIN, epoch=0177, iter=00196/00196, fetch data time cost=1.12ms, fps=900 images/s, loss=0.0083, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:15:15.099985, cost_time=0:00:55.117898 2021-04-15 06:15:16,022 INFO : EVAL, epoch=0177, iter=00010/00040, fetch data time cost=0.19ms, fps=2779 images/s, loss=1.0094, top1-acc=75.74%, top5-acc=93.75%, remaining_time=0:00:02.763930, arrival_time=2021-04-15 06:15:18.786793, cost_time=0:00:00.921314 2021-04-15 06:15:16,801 INFO : EVAL, epoch=0177, iter=00020/00040, fetch data time cost=1.16ms, fps=3289 images/s, loss=1.0204, top1-acc=74.82%, top5-acc=93.18%, remaining_time=0:00:01.700000, arrival_time=2021-04-15 06:15:18.501551, cost_time=0:00:01.699999 2021-04-15 06:15:17,576 INFO : EVAL, epoch=0177, iter=00030/00040, fetch data time cost=1.22ms, fps=3303 images/s, loss=1.0167, top1-acc=75.01%, top5-acc=93.54%, remaining_time=0:00:00.825130, arrival_time=2021-04-15 06:15:18.402064, cost_time=0:00:02.475385 2021-04-15 06:15:18,285 INFO : EVAL, epoch=0177, iter=00040/00040, fetch data time cost=0.05ms, fps=3276 images/s, loss=1.0397, top1-acc=75.02%, top5-acc=93.27%, remaining_time=0:00:00, arrival_time=2021-04-15 06:15:18.285382, cost_time=0:00:03.183856 2021-04-15 06:15:19,094 INFO : Epoch=0177 complete, best val top1-acc=75.02%, top5-acc=93.27% (epoch=177), remaining_time=0:22:34.372112, arrival_time=2021-04-15 06:37:53.466492, cost_time=2:53:42.776754 2021-04-15 06:15:19,095 INFO : Train start, epoch=0178, lr=0.003228 2021-04-15 06:15:22,062 INFO : TRAIN, epoch=0178, iter=00010/00196, fetch data time cost=1.36ms, fps=863 images/s, loss=0.0078, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:55.189548, arrival_time=2021-04-15 06:16:17.252456, cost_time=0:00:02.967185 2021-04-15 06:15:24,869 INFO : TRAIN, epoch=0178, iter=00020/00196, fetch data time cost=1.27ms, fps=912 images/s, loss=0.0077, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:50.808208, arrival_time=2021-04-15 06:16:15.677548, cost_time=0:00:05.773655 2021-04-15 06:15:27,672 INFO : TRAIN, epoch=0178, iter=00030/00196, fetch data time cost=1.38ms, fps=913 images/s, loss=0.0075, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:47.456412, arrival_time=2021-04-15 06:16:15.128567, cost_time=0:00:08.576458 2021-04-15 06:15:30,476 INFO : TRAIN, epoch=0178, iter=00040/00196, fetch data time cost=1.49ms, fps=913 images/s, loss=0.0079, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:44.384808, arrival_time=2021-04-15 06:16:14.861320, cost_time=0:00:11.380717 2021-04-15 06:15:33,280 INFO : TRAIN, epoch=0178, iter=00050/00196, fetch data time cost=1.38ms, fps=913 images/s, loss=0.0079, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:41.420200, arrival_time=2021-04-15 06:16:14.700888, cost_time=0:00:14.184998 2021-04-15 06:15:36,090 INFO : TRAIN, epoch=0178, iter=00060/00196, fetch data time cost=1.32ms, fps=911 images/s, loss=0.0080, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:38.521864, arrival_time=2021-04-15 06:16:14.612517, cost_time=0:00:16.994946 2021-04-15 06:15:38,900 INFO : TRAIN, epoch=0178, iter=00070/00196, fetch data time cost=1.38ms, fps=911 images/s, loss=0.0078, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:35.647920, arrival_time=2021-04-15 06:16:14.547983, cost_time=0:00:19.804375 2021-04-15 06:15:41,716 INFO : TRAIN, epoch=0178, iter=00080/00196, fetch data time cost=1.31ms, fps=909 images/s, loss=0.0080, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:32.800392, arrival_time=2021-04-15 06:16:14.517036, cost_time=0:00:22.620949 2021-04-15 06:15:44,526 INFO : TRAIN, epoch=0178, iter=00090/00196, fetch data time cost=1.34ms, fps=911 images/s, loss=0.0079, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.951996, arrival_time=2021-04-15 06:16:14.478599, cost_time=0:00:25.430914 2021-04-15 06:15:47,341 INFO : TRAIN, epoch=0178, iter=00100/00196, fetch data time cost=1.44ms, fps=910 images/s, loss=0.0082, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:27.115488, arrival_time=2021-04-15 06:16:14.456486, cost_time=0:00:28.245303 2021-04-15 06:15:50,151 INFO : TRAIN, epoch=0178, iter=00110/00196, fetch data time cost=1.48ms, fps=911 images/s, loss=0.0083, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:24.280294, arrival_time=2021-04-15 06:16:14.432132, cost_time=0:00:31.056148 2021-04-15 06:15:52,963 INFO : TRAIN, epoch=0178, iter=00120/00196, fetch data time cost=1.43ms, fps=910 images/s, loss=0.0082, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:21.449860, arrival_time=2021-04-15 06:16:14.413738, cost_time=0:00:33.868189 2021-04-15 06:15:55,781 INFO : TRAIN, epoch=0178, iter=00130/00196, fetch data time cost=1.50ms, fps=909 images/s, loss=0.0082, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:18.625266, arrival_time=2021-04-15 06:16:14.407116, cost_time=0:00:36.686086 2021-04-15 06:15:58,594 INFO : TRAIN, epoch=0178, iter=00140/00196, fetch data time cost=1.45ms, fps=910 images/s, loss=0.0083, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:15.799504, arrival_time=2021-04-15 06:16:14.393954, cost_time=0:00:39.498733 2021-04-15 06:16:01,404 INFO : TRAIN, epoch=0178, iter=00150/00196, fetch data time cost=1.51ms, fps=911 images/s, loss=0.0082, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.974760, arrival_time=2021-04-15 06:16:14.379413, cost_time=0:00:42.308963 2021-04-15 06:16:04,222 INFO : TRAIN, epoch=0178, iter=00160/00196, fetch data time cost=1.45ms, fps=909 images/s, loss=0.0082, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:10.153476, arrival_time=2021-04-15 06:16:14.375676, cost_time=0:00:45.126499 2021-04-15 06:16:07,038 INFO : TRAIN, epoch=0178, iter=00170/00196, fetch data time cost=1.48ms, fps=909 images/s, loss=0.0082, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:07.332494, arrival_time=2021-04-15 06:16:14.371339, cost_time=0:00:47.943152 2021-04-15 06:16:09,853 INFO : TRAIN, epoch=0178, iter=00180/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.0082, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:04.511792, arrival_time=2021-04-15 06:16:14.365085, cost_time=0:00:50.757602 2021-04-15 06:16:12,665 INFO : TRAIN, epoch=0178, iter=00190/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.0082, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.691670, arrival_time=2021-04-15 06:16:14.356997, cost_time=0:00:53.569643 2021-04-15 06:16:14,177 INFO : TRAIN, epoch=0178, iter=00196/00196, fetch data time cost=1.14ms, fps=900 images/s, loss=0.0084, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:16:14.177009, cost_time=0:00:55.081334 2021-04-15 06:16:15,071 INFO : EVAL, epoch=0178, iter=00010/00040, fetch data time cost=0.27ms, fps=2867 images/s, loss=1.0250, top1-acc=74.41%, top5-acc=93.24%, remaining_time=0:00:02.678340, arrival_time=2021-04-15 06:16:17.749695, cost_time=0:00:00.892780 2021-04-15 06:16:15,846 INFO : EVAL, epoch=0178, iter=00020/00040, fetch data time cost=1.24ms, fps=3303 images/s, loss=1.0224, top1-acc=74.79%, top5-acc=93.07%, remaining_time=0:00:01.668240, arrival_time=2021-04-15 06:16:17.515035, cost_time=0:00:01.668230 2021-04-15 06:16:16,623 INFO : EVAL, epoch=0178, iter=00030/00040, fetch data time cost=1.40ms, fps=3299 images/s, loss=1.0247, top1-acc=74.87%, top5-acc=93.06%, remaining_time=0:00:00.814870, arrival_time=2021-04-15 06:16:17.438033, cost_time=0:00:02.444612 2021-04-15 06:16:17,333 INFO : EVAL, epoch=0178, iter=00040/00040, fetch data time cost=0.05ms, fps=3270 images/s, loss=1.0301, top1-acc=74.42%, top5-acc=92.90%, remaining_time=0:00:00, arrival_time=2021-04-15 06:16:17.333045, cost_time=0:00:03.154504 2021-04-15 06:16:17,783 INFO : Epoch=0178 complete, best val top1-acc=75.02%, top5-acc=93.27% (epoch=177), remaining_time=0:21:35.462102, arrival_time=2021-04-15 06:37:53.245757, cost_time=2:54:41.466048 2021-04-15 06:16:17,784 INFO : Train start, epoch=0179, lr=0.002956 2021-04-15 06:16:20,750 INFO : TRAIN, epoch=0179, iter=00010/00196, fetch data time cost=1.34ms, fps=863 images/s, loss=0.0080, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:55.154952, arrival_time=2021-04-15 06:17:15.905243, cost_time=0:00:02.965323 2021-04-15 06:16:23,561 INFO : TRAIN, epoch=0179, iter=00020/00196, fetch data time cost=1.36ms, fps=911 images/s, loss=0.0074, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:50.831088, arrival_time=2021-04-15 06:17:14.392318, cost_time=0:00:05.776255 2021-04-15 06:16:26,378 INFO : TRAIN, epoch=0179, iter=00030/00196, fetch data time cost=1.43ms, fps=909 images/s, loss=0.0076, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:47.550368, arrival_time=2021-04-15 06:17:13.928774, cost_time=0:00:08.593436 2021-04-15 06:16:29,188 INFO : TRAIN, epoch=0179, iter=00040/00196, fetch data time cost=1.30ms, fps=911 images/s, loss=0.0079, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:44.475288, arrival_time=2021-04-15 06:17:13.664172, cost_time=0:00:11.403914 2021-04-15 06:16:31,994 INFO : TRAIN, epoch=0179, iter=00050/00196, fetch data time cost=1.45ms, fps=913 images/s, loss=0.0078, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:41.492032, arrival_time=2021-04-15 06:17:13.486604, cost_time=0:00:14.209600 2021-04-15 06:16:34,806 INFO : TRAIN, epoch=0179, iter=00060/00196, fetch data time cost=1.26ms, fps=911 images/s, loss=0.0077, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:38.581976, arrival_time=2021-04-15 06:17:13.388435, cost_time=0:00:17.021489 2021-04-15 06:16:37,618 INFO : TRAIN, epoch=0179, iter=00070/00196, fetch data time cost=1.35ms, fps=911 images/s, loss=0.0079, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:35.699328, arrival_time=2021-04-15 06:17:13.317296, cost_time=0:00:19.832984 2021-04-15 06:16:40,428 INFO : TRAIN, epoch=0179, iter=00080/00196, fetch data time cost=1.28ms, fps=911 images/s, loss=0.0079, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:32.833104, arrival_time=2021-04-15 06:17:13.261618, cost_time=0:00:22.643539 2021-04-15 06:16:43,244 INFO : TRAIN, epoch=0179, iter=00090/00196, fetch data time cost=1.36ms, fps=909 images/s, loss=0.0079, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.985280, arrival_time=2021-04-15 06:17:13.229517, cost_time=0:00:25.459204 2021-04-15 06:16:46,060 INFO : TRAIN, epoch=0179, iter=00100/00196, fetch data time cost=1.28ms, fps=909 images/s, loss=0.0080, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.144192, arrival_time=2021-04-15 06:17:13.204365, cost_time=0:00:28.275202 2021-04-15 06:16:48,870 INFO : TRAIN, epoch=0179, iter=00110/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.0080, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.303256, arrival_time=2021-04-15 06:17:13.173777, cost_time=0:00:31.085531 2021-04-15 06:16:51,683 INFO : TRAIN, epoch=0179, iter=00120/00196, fetch data time cost=1.33ms, fps=910 images/s, loss=0.0080, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.468936, arrival_time=2021-04-15 06:17:13.152173, cost_time=0:00:33.898265 2021-04-15 06:16:54,508 INFO : TRAIN, epoch=0179, iter=00130/00196, fetch data time cost=1.31ms, fps=906 images/s, loss=0.0079, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.644208, arrival_time=2021-04-15 06:17:13.152658, cost_time=0:00:36.723466 2021-04-15 06:16:57,323 INFO : TRAIN, epoch=0179, iter=00140/00196, fetch data time cost=2.03ms, fps=910 images/s, loss=0.0080, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:15.815352, arrival_time=2021-04-15 06:17:13.138791, cost_time=0:00:39.538393 2021-04-15 06:17:00,140 INFO : TRAIN, epoch=0179, iter=00150/00196, fetch data time cost=1.44ms, fps=909 images/s, loss=0.0079, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.988974, arrival_time=2021-04-15 06:17:13.129391, cost_time=0:00:42.355347 2021-04-15 06:17:02,952 INFO : TRAIN, epoch=0179, iter=00160/00196, fetch data time cost=1.50ms, fps=910 images/s, loss=0.0080, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.162728, arrival_time=2021-04-15 06:17:13.115480, cost_time=0:00:45.167695 2021-04-15 06:17:05,766 INFO : TRAIN, epoch=0179, iter=00170/00196, fetch data time cost=1.34ms, fps=910 images/s, loss=0.0080, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:07.338292, arrival_time=2021-04-15 06:17:13.104406, cost_time=0:00:47.981143 2021-04-15 06:17:08,581 INFO : TRAIN, epoch=0179, iter=00180/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.0080, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:04.515216, arrival_time=2021-04-15 06:17:13.096422, cost_time=0:00:50.796148 2021-04-15 06:17:11,392 INFO : TRAIN, epoch=0179, iter=00190/00196, fetch data time cost=1.27ms, fps=911 images/s, loss=0.0079, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:01.692864, arrival_time=2021-04-15 06:17:13.085175, cost_time=0:00:53.607333 2021-04-15 06:17:12,905 INFO : TRAIN, epoch=0179, iter=00196/00196, fetch data time cost=1.22ms, fps=899 images/s, loss=0.0080, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:17:12.905076, cost_time=0:00:55.120128 2021-04-15 06:17:13,790 INFO : EVAL, epoch=0179, iter=00010/00040, fetch data time cost=0.19ms, fps=2897 images/s, loss=1.0813, top1-acc=72.85%, top5-acc=93.05%, remaining_time=0:00:02.651100, arrival_time=2021-04-15 06:17:16.441402, cost_time=0:00:00.883698 2021-04-15 06:17:14,563 INFO : EVAL, epoch=0179, iter=00020/00040, fetch data time cost=1.21ms, fps=3311 images/s, loss=1.0539, top1-acc=73.89%, top5-acc=93.30%, remaining_time=0:00:01.657160, arrival_time=2021-04-15 06:17:16.220932, cost_time=0:00:01.657165 2021-04-15 06:17:15,338 INFO : EVAL, epoch=0179, iter=00030/00040, fetch data time cost=1.16ms, fps=3307 images/s, loss=1.0580, top1-acc=74.06%, top5-acc=93.09%, remaining_time=0:00:00.810510, arrival_time=2021-04-15 06:17:16.148651, cost_time=0:00:02.431516 2021-04-15 06:17:16,046 INFO : EVAL, epoch=0179, iter=00040/00040, fetch data time cost=0.05ms, fps=3279 images/s, loss=1.0343, top1-acc=74.44%, top5-acc=93.22%, remaining_time=0:00:00, arrival_time=2021-04-15 06:17:16.046043, cost_time=0:00:03.139451 2021-04-15 06:17:16,516 INFO : Epoch=0179 complete, best val top1-acc=75.02%, top5-acc=93.27% (epoch=177), remaining_time=0:20:36.559653, arrival_time=2021-04-15 06:37:53.076134, cost_time=2:55:40.198864 2021-04-15 06:17:16,517 INFO : Train start, epoch=0180, lr=0.002696 2021-04-15 06:17:19,456 INFO : TRAIN, epoch=0180, iter=00010/00196, fetch data time cost=1.29ms, fps=871 images/s, loss=0.0077, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:54.668562, arrival_time=2021-04-15 06:18:14.125491, cost_time=0:00:02.939169 2021-04-15 06:17:22,266 INFO : TRAIN, epoch=0180, iter=00020/00196, fetch data time cost=1.28ms, fps=911 images/s, loss=0.0081, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:50.584160, arrival_time=2021-04-15 06:18:12.850118, cost_time=0:00:05.748197 2021-04-15 06:17:25,078 INFO : TRAIN, epoch=0180, iter=00030/00196, fetch data time cost=1.28ms, fps=910 images/s, loss=0.0080, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:47.367104, arrival_time=2021-04-15 06:18:12.445329, cost_time=0:00:08.560314 2021-04-15 06:17:27,886 INFO : TRAIN, epoch=0180, iter=00040/00196, fetch data time cost=1.35ms, fps=912 images/s, loss=0.0078, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:44.337540, arrival_time=2021-04-15 06:18:12.223922, cost_time=0:00:11.368598 2021-04-15 06:17:30,698 INFO : TRAIN, epoch=0180, iter=00050/00196, fetch data time cost=1.33ms, fps=910 images/s, loss=0.0077, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:41.407790, arrival_time=2021-04-15 06:18:12.106301, cost_time=0:00:14.180738 2021-04-15 06:17:33,510 INFO : TRAIN, epoch=0180, iter=00060/00196, fetch data time cost=1.30ms, fps=911 images/s, loss=0.0079, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:38.516560, arrival_time=2021-04-15 06:18:12.026918, cost_time=0:00:16.992595 2021-04-15 06:17:36,318 INFO : TRAIN, epoch=0180, iter=00070/00196, fetch data time cost=1.29ms, fps=912 images/s, loss=0.0080, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:35.641494, arrival_time=2021-04-15 06:18:11.960095, cost_time=0:00:19.800841 2021-04-15 06:17:39,129 INFO : TRAIN, epoch=0180, iter=00080/00196, fetch data time cost=1.24ms, fps=911 images/s, loss=0.0080, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:32.787052, arrival_time=2021-04-15 06:18:11.916609, cost_time=0:00:22.611796 2021-04-15 06:17:41,933 INFO : TRAIN, epoch=0180, iter=00090/00196, fetch data time cost=1.29ms, fps=913 images/s, loss=0.0079, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.934612, arrival_time=2021-04-15 06:18:11.868554, cost_time=0:00:25.416183 2021-04-15 06:17:44,738 INFO : TRAIN, epoch=0180, iter=00100/00196, fetch data time cost=1.26ms, fps=913 images/s, loss=0.0079, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:27.091392, arrival_time=2021-04-15 06:18:11.829371, cost_time=0:00:28.220223 2021-04-15 06:17:47,544 INFO : TRAIN, epoch=0180, iter=00110/00196, fetch data time cost=1.31ms, fps=912 images/s, loss=0.0080, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:24.257504, arrival_time=2021-04-15 06:18:11.802299, cost_time=0:00:31.027040 2021-04-15 06:17:50,359 INFO : TRAIN, epoch=0180, iter=00120/00196, fetch data time cost=1.36ms, fps=910 images/s, loss=0.0080, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:21.432760, arrival_time=2021-04-15 06:18:11.791774, cost_time=0:00:33.841255 2021-04-15 06:17:53,177 INFO : TRAIN, epoch=0180, iter=00130/00196, fetch data time cost=1.38ms, fps=909 images/s, loss=0.0081, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:18.611538, arrival_time=2021-04-15 06:18:11.788453, cost_time=0:00:36.659055 2021-04-15 06:17:55,992 INFO : TRAIN, epoch=0180, iter=00140/00196, fetch data time cost=1.47ms, fps=909 images/s, loss=0.0081, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:15.789872, arrival_time=2021-04-15 06:18:11.782372, cost_time=0:00:39.474716 2021-04-15 06:17:58,805 INFO : TRAIN, epoch=0180, iter=00150/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.0082, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.968182, arrival_time=2021-04-15 06:18:11.773541, cost_time=0:00:42.287595 2021-04-15 06:18:01,615 INFO : TRAIN, epoch=0180, iter=00160/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.0081, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:10.146924, arrival_time=2021-04-15 06:18:11.762107, cost_time=0:00:45.097425 2021-04-15 06:18:04,428 INFO : TRAIN, epoch=0180, iter=00170/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.0082, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:07.327528, arrival_time=2021-04-15 06:18:11.756021, cost_time=0:00:47.910720 2021-04-15 06:18:07,239 INFO : TRAIN, epoch=0180, iter=00180/00196, fetch data time cost=1.30ms, fps=911 images/s, loss=0.0082, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:04.508640, arrival_time=2021-04-15 06:18:11.748567, cost_time=0:00:50.722163 2021-04-15 06:18:10,052 INFO : TRAIN, epoch=0180, iter=00190/00196, fetch data time cost=1.13ms, fps=910 images/s, loss=0.0081, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:01.690566, arrival_time=2021-04-15 06:18:11.742976, cost_time=0:00:53.534655 2021-04-15 06:18:11,563 INFO : TRAIN, epoch=0180, iter=00196/00196, fetch data time cost=1.17ms, fps=900 images/s, loss=0.0082, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:18:11.563747, cost_time=0:00:55.046009 2021-04-15 06:18:12,453 INFO : EVAL, epoch=0180, iter=00010/00040, fetch data time cost=0.20ms, fps=2883 images/s, loss=1.0467, top1-acc=75.23%, top5-acc=93.20%, remaining_time=0:00:02.663850, arrival_time=2021-04-15 06:18:15.117072, cost_time=0:00:00.887951 2021-04-15 06:18:13,226 INFO : EVAL, epoch=0180, iter=00020/00040, fetch data time cost=1.42ms, fps=3310 images/s, loss=1.0451, top1-acc=75.02%, top5-acc=92.68%, remaining_time=0:00:01.661620, arrival_time=2021-04-15 06:18:14.888503, cost_time=0:00:01.661620 2021-04-15 06:18:14,001 INFO : EVAL, epoch=0180, iter=00030/00040, fetch data time cost=1.20ms, fps=3308 images/s, loss=1.0447, top1-acc=74.92%, top5-acc=92.89%, remaining_time=0:00:00.811950, arrival_time=2021-04-15 06:18:14.813059, cost_time=0:00:02.435839 2021-04-15 06:18:14,709 INFO : EVAL, epoch=0180, iter=00040/00040, fetch data time cost=0.05ms, fps=3278 images/s, loss=1.0426, top1-acc=74.98%, top5-acc=92.91%, remaining_time=0:00:00, arrival_time=2021-04-15 06:18:14.709096, cost_time=0:00:03.143844 2021-04-15 06:18:15,164 INFO : Epoch=0180 complete, best val top1-acc=75.02%, top5-acc=93.27% (epoch=177), remaining_time=0:19:37.649660, arrival_time=2021-04-15 06:37:52.814242, cost_time=2:56:38.846977 2021-04-15 06:18:15,165 INFO : Train start, epoch=0181, lr=0.002447 2021-04-15 06:18:18,131 INFO : TRAIN, epoch=0181, iter=00010/00196, fetch data time cost=1.55ms, fps=863 images/s, loss=0.0077, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:55.155138, arrival_time=2021-04-15 06:19:13.286401, cost_time=0:00:02.965329 2021-04-15 06:18:20,947 INFO : TRAIN, epoch=0181, iter=00020/00196, fetch data time cost=1.30ms, fps=909 images/s, loss=0.0077, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:50.873152, arrival_time=2021-04-15 06:19:11.820123, cost_time=0:00:05.781040 2021-04-15 06:18:23,754 INFO : TRAIN, epoch=0181, iter=00030/00196, fetch data time cost=1.26ms, fps=912 images/s, loss=0.0074, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:47.520820, arrival_time=2021-04-15 06:19:11.274864, cost_time=0:00:08.588104 2021-04-15 06:18:26,562 INFO : TRAIN, epoch=0181, iter=00040/00196, fetch data time cost=1.22ms, fps=912 images/s, loss=0.0075, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:44.446428, arrival_time=2021-04-15 06:19:11.008890, cost_time=0:00:11.396523 2021-04-15 06:18:29,369 INFO : TRAIN, epoch=0181, iter=00050/00196, fetch data time cost=1.31ms, fps=912 images/s, loss=0.0076, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:41.475242, arrival_time=2021-04-15 06:19:10.845020, cost_time=0:00:14.203840 2021-04-15 06:18:32,173 INFO : TRAIN, epoch=0181, iter=00060/00196, fetch data time cost=1.22ms, fps=913 images/s, loss=0.0075, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:38.550016, arrival_time=2021-04-15 06:19:10.723318, cost_time=0:00:17.007368 2021-04-15 06:18:34,986 INFO : TRAIN, epoch=0181, iter=00070/00196, fetch data time cost=1.28ms, fps=910 images/s, loss=0.0075, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:35.676144, arrival_time=2021-04-15 06:19:10.662126, cost_time=0:00:19.820050 2021-04-15 06:18:37,799 INFO : TRAIN, epoch=0181, iter=00080/00196, fetch data time cost=1.20ms, fps=910 images/s, loss=0.0076, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:32.817908, arrival_time=2021-04-15 06:19:10.616960, cost_time=0:00:22.633032 2021-04-15 06:18:40,607 INFO : TRAIN, epoch=0181, iter=00090/00196, fetch data time cost=1.27ms, fps=912 images/s, loss=0.0077, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.964610, arrival_time=2021-04-15 06:19:10.572235, cost_time=0:00:25.441615 2021-04-15 06:18:43,417 INFO : TRAIN, epoch=0181, iter=00100/00196, fetch data time cost=1.23ms, fps=911 images/s, loss=0.0080, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:27.121632, arrival_time=2021-04-15 06:19:10.539282, cost_time=0:00:28.251702 2021-04-15 06:18:46,226 INFO : TRAIN, epoch=0181, iter=00110/00196, fetch data time cost=1.89ms, fps=911 images/s, loss=0.0081, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:24.283820, arrival_time=2021-04-15 06:19:10.510510, cost_time=0:00:31.060671 2021-04-15 06:18:49,035 INFO : TRAIN, epoch=0181, iter=00120/00196, fetch data time cost=1.30ms, fps=912 images/s, loss=0.0082, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:21.450848, arrival_time=2021-04-15 06:19:10.486532, cost_time=0:00:33.869734 2021-04-15 06:18:51,847 INFO : TRAIN, epoch=0181, iter=00130/00196, fetch data time cost=1.36ms, fps=911 images/s, loss=0.0082, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:18.623022, arrival_time=2021-04-15 06:19:10.470686, cost_time=0:00:36.681723 2021-04-15 06:18:54,659 INFO : TRAIN, epoch=0181, iter=00140/00196, fetch data time cost=1.34ms, fps=911 images/s, loss=0.0083, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:15.797376, arrival_time=2021-04-15 06:19:10.456788, cost_time=0:00:39.493472 2021-04-15 06:18:57,475 INFO : TRAIN, epoch=0181, iter=00150/00196, fetch data time cost=1.35ms, fps=909 images/s, loss=0.0083, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.974944, arrival_time=2021-04-15 06:19:10.450437, cost_time=0:00:42.309554 2021-04-15 06:19:00,297 INFO : TRAIN, epoch=0181, iter=00160/00196, fetch data time cost=3.56ms, fps=907 images/s, loss=0.0084, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:10.154592, arrival_time=2021-04-15 06:19:10.452117, cost_time=0:00:45.131483 2021-04-15 06:19:03,107 INFO : TRAIN, epoch=0181, iter=00170/00196, fetch data time cost=1.34ms, fps=911 images/s, loss=0.0084, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:07.332234, arrival_time=2021-04-15 06:19:10.439800, cost_time=0:00:47.941613 2021-04-15 06:19:05,919 INFO : TRAIN, epoch=0181, iter=00180/00196, fetch data time cost=1.27ms, fps=910 images/s, loss=0.0084, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:04.511440, arrival_time=2021-04-15 06:19:10.431130, cost_time=0:00:50.753750 2021-04-15 06:19:08,730 INFO : TRAIN, epoch=0181, iter=00190/00196, fetch data time cost=1.16ms, fps=911 images/s, loss=0.0083, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:01.691508, arrival_time=2021-04-15 06:19:10.421859, cost_time=0:00:53.564415 2021-04-15 06:19:10,244 INFO : TRAIN, epoch=0181, iter=00196/00196, fetch data time cost=1.16ms, fps=899 images/s, loss=0.0083, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:19:10.244176, cost_time=0:00:55.078248 2021-04-15 06:19:11,132 INFO : EVAL, epoch=0181, iter=00010/00040, fetch data time cost=1.25ms, fps=2887 images/s, loss=1.0265, top1-acc=75.04%, top5-acc=93.12%, remaining_time=0:00:02.659710, arrival_time=2021-04-15 06:19:13.792028, cost_time=0:00:00.886574 2021-04-15 06:19:11,906 INFO : EVAL, epoch=0181, iter=00020/00040, fetch data time cost=1.23ms, fps=3307 images/s, loss=1.0719, top1-acc=73.87%, top5-acc=92.50%, remaining_time=0:00:01.661000, arrival_time=2021-04-15 06:19:13.567748, cost_time=0:00:01.661008 2021-04-15 06:19:12,681 INFO : EVAL, epoch=0181, iter=00030/00040, fetch data time cost=1.25ms, fps=3307 images/s, loss=1.0495, top1-acc=74.49%, top5-acc=92.75%, remaining_time=0:00:00.811830, arrival_time=2021-04-15 06:19:13.493053, cost_time=0:00:02.435486 2021-04-15 06:19:13,389 INFO : EVAL, epoch=0181, iter=00040/00040, fetch data time cost=0.05ms, fps=3277 images/s, loss=1.0469, top1-acc=74.61%, top5-acc=93.01%, remaining_time=0:00:00, arrival_time=2021-04-15 06:19:13.389594, cost_time=0:00:03.143872 2021-04-15 06:19:13,820 INFO : Epoch=0181 complete, best val top1-acc=75.02%, top5-acc=93.27% (epoch=177), remaining_time=0:18:38.743370, arrival_time=2021-04-15 06:37:52.563555, cost_time=2:57:37.502574 2021-04-15 06:19:13,821 INFO : Train start, epoch=0182, lr=0.002210 2021-04-15 06:19:16,782 INFO : TRAIN, epoch=0182, iter=00010/00196, fetch data time cost=1.29ms, fps=865 images/s, loss=0.0072, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:55.067904, arrival_time=2021-04-15 06:20:11.850033, cost_time=0:00:02.960641 2021-04-15 06:19:19,594 INFO : TRAIN, epoch=0182, iter=00020/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.0081, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:50.805216, arrival_time=2021-04-15 06:20:10.400014, cost_time=0:00:05.773317 2021-04-15 06:19:22,403 INFO : TRAIN, epoch=0182, iter=00030/00196, fetch data time cost=1.29ms, fps=911 images/s, loss=0.0081, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:47.489612, arrival_time=2021-04-15 06:20:09.893560, cost_time=0:00:08.582458 2021-04-15 06:19:25,217 INFO : TRAIN, epoch=0182, iter=00040/00196, fetch data time cost=1.39ms, fps=910 images/s, loss=0.0078, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:44.443152, arrival_time=2021-04-15 06:20:09.660312, cost_time=0:00:11.395668 2021-04-15 06:19:28,029 INFO : TRAIN, epoch=0182, iter=00050/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.0078, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:41.487214, arrival_time=2021-04-15 06:20:09.516641, cost_time=0:00:14.207940 2021-04-15 06:19:30,840 INFO : TRAIN, epoch=0182, iter=00060/00196, fetch data time cost=1.32ms, fps=911 images/s, loss=0.0078, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:38.575584, arrival_time=2021-04-15 06:20:09.415793, cost_time=0:00:17.018665 2021-04-15 06:19:33,655 INFO : TRAIN, epoch=0182, iter=00070/00196, fetch data time cost=1.28ms, fps=909 images/s, loss=0.0077, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:35.701344, arrival_time=2021-04-15 06:20:09.356930, cost_time=0:00:19.834077 2021-04-15 06:19:36,469 INFO : TRAIN, epoch=0182, iter=00080/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=0.0078, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:32.839832, arrival_time=2021-04-15 06:20:09.309471, cost_time=0:00:22.648151 2021-04-15 06:19:39,279 INFO : TRAIN, epoch=0182, iter=00090/00196, fetch data time cost=1.28ms, fps=911 images/s, loss=0.0079, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:29.984114, arrival_time=2021-04-15 06:20:09.263792, cost_time=0:00:25.458177 2021-04-15 06:19:42,094 INFO : TRAIN, epoch=0182, iter=00100/00196, fetch data time cost=1.30ms, fps=909 images/s, loss=0.0079, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:27.142464, arrival_time=2021-04-15 06:20:09.237302, cost_time=0:00:28.273351 2021-04-15 06:19:44,902 INFO : TRAIN, epoch=0182, iter=00110/00196, fetch data time cost=1.33ms, fps=912 images/s, loss=0.0079, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:24.299558, arrival_time=2021-04-15 06:20:09.201885, cost_time=0:00:31.080841 2021-04-15 06:19:47,716 INFO : TRAIN, epoch=0182, iter=00120/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.0079, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:21.466960, arrival_time=2021-04-15 06:20:09.183645, cost_time=0:00:33.895197 2021-04-15 06:19:50,530 INFO : TRAIN, epoch=0182, iter=00130/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.0079, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:18.636618, arrival_time=2021-04-15 06:20:09.166626, cost_time=0:00:36.708521 2021-04-15 06:19:53,336 INFO : TRAIN, epoch=0182, iter=00140/00196, fetch data time cost=1.35ms, fps=912 images/s, loss=0.0080, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:15.806056, arrival_time=2021-04-15 06:20:09.142645, cost_time=0:00:39.515088 2021-04-15 06:19:56,143 INFO : TRAIN, epoch=0182, iter=00150/00196, fetch data time cost=1.26ms, fps=912 images/s, loss=0.0080, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.978624, arrival_time=2021-04-15 06:20:09.121713, cost_time=0:00:42.321602 2021-04-15 06:19:58,949 INFO : TRAIN, epoch=0182, iter=00160/00196, fetch data time cost=1.40ms, fps=912 images/s, loss=0.0080, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:10.153692, arrival_time=2021-04-15 06:20:09.102770, cost_time=0:00:45.127594 2021-04-15 06:20:01,754 INFO : TRAIN, epoch=0182, iter=00170/00196, fetch data time cost=1.28ms, fps=913 images/s, loss=0.0079, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:07.330960, arrival_time=2021-04-15 06:20:09.085576, cost_time=0:00:47.933117 2021-04-15 06:20:04,564 INFO : TRAIN, epoch=0182, iter=00180/00196, fetch data time cost=1.27ms, fps=911 images/s, loss=0.0079, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:04.510448, arrival_time=2021-04-15 06:20:09.074468, cost_time=0:00:50.742529 2021-04-15 06:20:07,377 INFO : TRAIN, epoch=0182, iter=00190/00196, fetch data time cost=1.39ms, fps=910 images/s, loss=0.0080, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:01.691244, arrival_time=2021-04-15 06:20:09.068881, cost_time=0:00:53.556086 2021-04-15 06:20:08,888 INFO : TRAIN, epoch=0182, iter=00196/00196, fetch data time cost=1.19ms, fps=900 images/s, loss=0.0080, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:20:08.888733, cost_time=0:00:55.067260 2021-04-15 06:20:09,786 INFO : EVAL, epoch=0182, iter=00010/00040, fetch data time cost=0.19ms, fps=2858 images/s, loss=1.0019, top1-acc=76.21%, top5-acc=93.52%, remaining_time=0:00:02.687640, arrival_time=2021-04-15 06:20:12.473802, cost_time=0:00:00.895878 2021-04-15 06:20:10,562 INFO : EVAL, epoch=0182, iter=00020/00040, fetch data time cost=1.20ms, fps=3299 images/s, loss=0.9970, top1-acc=75.96%, top5-acc=93.65%, remaining_time=0:00:01.672280, arrival_time=2021-04-15 06:20:12.234833, cost_time=0:00:01.672283 2021-04-15 06:20:11,336 INFO : EVAL, epoch=0182, iter=00030/00040, fetch data time cost=1.19ms, fps=3308 images/s, loss=1.0241, top1-acc=75.62%, top5-acc=93.52%, remaining_time=0:00:00.815500, arrival_time=2021-04-15 06:20:12.152273, cost_time=0:00:02.446502 2021-04-15 06:20:12,046 INFO : EVAL, epoch=0182, iter=00040/00040, fetch data time cost=0.05ms, fps=3272 images/s, loss=1.0637, top1-acc=74.95%, top5-acc=93.05%, remaining_time=0:00:00, arrival_time=2021-04-15 06:20:12.046197, cost_time=0:00:03.155936 2021-04-15 06:20:12,565 INFO : Epoch=0182 complete, best val top1-acc=75.02%, top5-acc=93.27% (epoch=177), remaining_time=0:17:39.848694, arrival_time=2021-04-15 06:37:52.414176, cost_time=2:58:36.247880 2021-04-15 06:20:12,566 INFO : Train start, epoch=0183, lr=0.001985 2021-04-15 06:20:15,525 INFO : TRAIN, epoch=0183, iter=00010/00196, fetch data time cost=1.27ms, fps=865 images/s, loss=0.0083, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:55.036842, arrival_time=2021-04-15 06:21:10.562588, cost_time=0:00:02.958968 2021-04-15 06:20:18,334 INFO : TRAIN, epoch=0183, iter=00020/00196, fetch data time cost=1.30ms, fps=912 images/s, loss=0.0083, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:50.751712, arrival_time=2021-04-15 06:21:09.085734, cost_time=0:00:05.767244 2021-04-15 06:20:21,147 INFO : TRAIN, epoch=0183, iter=00030/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.0079, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:47.479984, arrival_time=2021-04-15 06:21:08.627492, cost_time=0:00:08.580731 2021-04-15 06:20:23,960 INFO : TRAIN, epoch=0183, iter=00040/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.0077, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:44.436444, arrival_time=2021-04-15 06:21:08.397170, cost_time=0:00:11.393946 2021-04-15 06:20:26,771 INFO : TRAIN, epoch=0183, iter=00050/00196, fetch data time cost=1.36ms, fps=911 images/s, loss=0.0078, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:41.477432, arrival_time=2021-04-15 06:21:08.248800, cost_time=0:00:14.204590 2021-04-15 06:20:29,580 INFO : TRAIN, epoch=0183, iter=00060/00196, fetch data time cost=1.28ms, fps=911 images/s, loss=0.0077, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:38.564840, arrival_time=2021-04-15 06:21:08.145505, cost_time=0:00:17.013886 2021-04-15 06:20:32,392 INFO : TRAIN, epoch=0183, iter=00070/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=0.0078, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:35.686602, arrival_time=2021-04-15 06:21:08.079281, cost_time=0:00:19.825898 2021-04-15 06:20:35,202 INFO : TRAIN, epoch=0183, iter=00080/00196, fetch data time cost=1.34ms, fps=911 images/s, loss=0.0081, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:32.821156, arrival_time=2021-04-15 06:21:08.023220, cost_time=0:00:22.635291 2021-04-15 06:20:38,011 INFO : TRAIN, epoch=0183, iter=00090/00196, fetch data time cost=1.29ms, fps=911 images/s, loss=0.0079, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.967578, arrival_time=2021-04-15 06:21:07.978551, cost_time=0:00:25.444194 2021-04-15 06:20:40,829 INFO : TRAIN, epoch=0183, iter=00100/00196, fetch data time cost=1.37ms, fps=909 images/s, loss=0.0079, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:27.131808, arrival_time=2021-04-15 06:21:07.960913, cost_time=0:00:28.262325 2021-04-15 06:20:43,638 INFO : TRAIN, epoch=0183, iter=00110/00196, fetch data time cost=1.25ms, fps=911 images/s, loss=0.0079, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:24.292592, arrival_time=2021-04-15 06:21:07.931330, cost_time=0:00:31.071956 2021-04-15 06:20:46,451 INFO : TRAIN, epoch=0183, iter=00120/00196, fetch data time cost=1.27ms, fps=910 images/s, loss=0.0077, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:21.460576, arrival_time=2021-04-15 06:21:07.912418, cost_time=0:00:33.885064 2021-04-15 06:20:49,271 INFO : TRAIN, epoch=0183, iter=00130/00196, fetch data time cost=1.37ms, fps=908 images/s, loss=0.0078, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:18.634770, arrival_time=2021-04-15 06:21:07.906422, cost_time=0:00:36.704875 2021-04-15 06:20:52,085 INFO : TRAIN, epoch=0183, iter=00140/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=0.0078, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:15.807344, arrival_time=2021-04-15 06:21:07.892526, cost_time=0:00:39.518339 2021-04-15 06:20:54,898 INFO : TRAIN, epoch=0183, iter=00150/00196, fetch data time cost=1.38ms, fps=910 images/s, loss=0.0078, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.981614, arrival_time=2021-04-15 06:21:07.879803, cost_time=0:00:42.331415 2021-04-15 06:20:57,714 INFO : TRAIN, epoch=0183, iter=00160/00196, fetch data time cost=1.36ms, fps=909 images/s, loss=0.0079, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:10.158336, arrival_time=2021-04-15 06:21:07.873222, cost_time=0:00:45.148085 2021-04-15 06:21:00,537 INFO : TRAIN, epoch=0183, iter=00170/00196, fetch data time cost=1.33ms, fps=907 images/s, loss=0.0080, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.336654, arrival_time=2021-04-15 06:21:07.873876, cost_time=0:00:47.970442 2021-04-15 06:21:03,353 INFO : TRAIN, epoch=0183, iter=00180/00196, fetch data time cost=1.28ms, fps=909 images/s, loss=0.0080, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:04.514320, arrival_time=2021-04-15 06:21:07.867271, cost_time=0:00:50.786159 2021-04-15 06:21:06,170 INFO : TRAIN, epoch=0183, iter=00190/00196, fetch data time cost=1.14ms, fps=909 images/s, loss=0.0080, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.692750, arrival_time=2021-04-15 06:21:07.863331, cost_time=0:00:53.603803 2021-04-15 06:21:07,682 INFO : TRAIN, epoch=0183, iter=00196/00196, fetch data time cost=1.13ms, fps=900 images/s, loss=0.0081, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:21:07.682756, cost_time=0:00:55.115994 2021-04-15 06:21:08,569 INFO : EVAL, epoch=0183, iter=00010/00040, fetch data time cost=0.19ms, fps=2893 images/s, loss=1.0742, top1-acc=73.36%, top5-acc=92.34%, remaining_time=0:00:02.654940, arrival_time=2021-04-15 06:21:11.224216, cost_time=0:00:00.884984 2021-04-15 06:21:09,344 INFO : EVAL, epoch=0183, iter=00020/00040, fetch data time cost=1.31ms, fps=3302 images/s, loss=1.0488, top1-acc=74.63%, top5-acc=92.58%, remaining_time=0:00:01.660640, arrival_time=2021-04-15 06:21:11.005553, cost_time=0:00:01.660632 2021-04-15 06:21:10,119 INFO : EVAL, epoch=0183, iter=00030/00040, fetch data time cost=1.20ms, fps=3307 images/s, loss=1.0346, top1-acc=74.65%, top5-acc=92.83%, remaining_time=0:00:00.811700, arrival_time=2021-04-15 06:21:10.931086, cost_time=0:00:02.435102 2021-04-15 06:21:10,828 INFO : EVAL, epoch=0183, iter=00040/00040, fetch data time cost=0.05ms, fps=3272 images/s, loss=1.0649, top1-acc=74.73%, top5-acc=92.88%, remaining_time=0:00:00, arrival_time=2021-04-15 06:21:10.828663, cost_time=0:00:03.144394 2021-04-15 06:21:11,236 INFO : Epoch=0183 complete, best val top1-acc=75.02%, top5-acc=93.27% (epoch=177), remaining_time=0:16:40.948763, arrival_time=2021-04-15 06:37:52.185373, cost_time=2:59:34.919007 2021-04-15 06:21:11,237 INFO : Train start, epoch=0184, lr=0.001772 2021-04-15 06:21:14,230 INFO : TRAIN, epoch=0184, iter=00010/00196, fetch data time cost=1.32ms, fps=856 images/s, loss=0.0074, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:55.656966, arrival_time=2021-04-15 06:22:09.887179, cost_time=0:00:02.992312 2021-04-15 06:21:17,043 INFO : TRAIN, epoch=0184, iter=00020/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.0076, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:51.092800, arrival_time=2021-04-15 06:22:08.136706, cost_time=0:00:05.806009 2021-04-15 06:21:19,856 INFO : TRAIN, epoch=0184, iter=00030/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.0074, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:47.691302, arrival_time=2021-04-15 06:22:07.548120, cost_time=0:00:08.618922 2021-04-15 06:21:22,665 INFO : TRAIN, epoch=0184, iter=00040/00196, fetch data time cost=1.27ms, fps=912 images/s, loss=0.0073, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:44.566236, arrival_time=2021-04-15 06:22:07.231361, cost_time=0:00:11.427225 2021-04-15 06:21:25,482 INFO : TRAIN, epoch=0184, iter=00050/00196, fetch data time cost=1.27ms, fps=909 images/s, loss=0.0074, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:41.594816, arrival_time=2021-04-15 06:22:07.077491, cost_time=0:00:14.244775 2021-04-15 06:21:28,299 INFO : TRAIN, epoch=0184, iter=00060/00196, fetch data time cost=1.28ms, fps=909 images/s, loss=0.0074, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:38.673776, arrival_time=2021-04-15 06:22:06.973617, cost_time=0:00:17.061941 2021-04-15 06:21:31,113 INFO : TRAIN, epoch=0184, iter=00070/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.0076, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:35.775306, arrival_time=2021-04-15 06:22:06.888449, cost_time=0:00:19.875192 2021-04-15 06:21:33,926 INFO : TRAIN, epoch=0184, iter=00080/00196, fetch data time cost=1.28ms, fps=910 images/s, loss=0.0077, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:32.898760, arrival_time=2021-04-15 06:22:06.825496, cost_time=0:00:22.688835 2021-04-15 06:21:36,737 INFO : TRAIN, epoch=0184, iter=00090/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.0075, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:30.033192, arrival_time=2021-04-15 06:22:06.771053, cost_time=0:00:25.499905 2021-04-15 06:21:39,548 INFO : TRAIN, epoch=0184, iter=00100/00196, fetch data time cost=1.39ms, fps=911 images/s, loss=0.0075, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.178368, arrival_time=2021-04-15 06:22:06.727050, cost_time=0:00:28.310784 2021-04-15 06:21:42,360 INFO : TRAIN, epoch=0184, iter=00110/00196, fetch data time cost=1.28ms, fps=911 images/s, loss=0.0076, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.332238, arrival_time=2021-04-15 06:22:06.692813, cost_time=0:00:31.122647 2021-04-15 06:21:45,171 INFO : TRAIN, epoch=0184, iter=00120/00196, fetch data time cost=1.28ms, fps=911 images/s, loss=0.0077, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.491280, arrival_time=2021-04-15 06:22:06.662815, cost_time=0:00:33.933633 2021-04-15 06:21:47,985 INFO : TRAIN, epoch=0184, iter=00130/00196, fetch data time cost=1.26ms, fps=910 images/s, loss=0.0077, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.656352, arrival_time=2021-04-15 06:22:06.641583, cost_time=0:00:36.747324 2021-04-15 06:21:50,796 INFO : TRAIN, epoch=0184, iter=00140/00196, fetch data time cost=1.29ms, fps=911 images/s, loss=0.0078, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:15.823416, arrival_time=2021-04-15 06:22:06.619810, cost_time=0:00:39.558495 2021-04-15 06:21:53,607 INFO : TRAIN, epoch=0184, iter=00150/00196, fetch data time cost=1.29ms, fps=911 images/s, loss=0.0078, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.993436, arrival_time=2021-04-15 06:22:06.601265, cost_time=0:00:42.369930 2021-04-15 06:21:56,423 INFO : TRAIN, epoch=0184, iter=00160/00196, fetch data time cost=1.28ms, fps=909 images/s, loss=0.0078, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:10.166832, arrival_time=2021-04-15 06:22:06.590614, cost_time=0:00:45.185885 2021-04-15 06:21:59,234 INFO : TRAIN, epoch=0184, iter=00170/00196, fetch data time cost=1.26ms, fps=911 images/s, loss=0.0078, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.340658, arrival_time=2021-04-15 06:22:06.575212, cost_time=0:00:47.996659 2021-04-15 06:22:02,049 INFO : TRAIN, epoch=0184, iter=00180/00196, fetch data time cost=1.28ms, fps=909 images/s, loss=0.0078, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:04.516608, arrival_time=2021-04-15 06:22:06.566330, cost_time=0:00:50.811828 2021-04-15 06:22:04,860 INFO : TRAIN, epoch=0184, iter=00190/00196, fetch data time cost=1.12ms, fps=911 images/s, loss=0.0078, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.693356, arrival_time=2021-04-15 06:22:06.554139, cost_time=0:00:53.622887 2021-04-15 06:22:06,372 INFO : TRAIN, epoch=0184, iter=00196/00196, fetch data time cost=1.13ms, fps=900 images/s, loss=0.0080, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:22:06.372156, cost_time=0:00:55.134274 2021-04-15 06:22:07,256 INFO : EVAL, epoch=0184, iter=00010/00040, fetch data time cost=1.27ms, fps=2901 images/s, loss=1.0730, top1-acc=73.98%, top5-acc=92.58%, remaining_time=0:00:02.646900, arrival_time=2021-04-15 06:22:09.902871, cost_time=0:00:00.882301 2021-04-15 06:22:08,032 INFO : EVAL, epoch=0184, iter=00020/00040, fetch data time cost=1.18ms, fps=3298 images/s, loss=1.0185, top1-acc=75.12%, top5-acc=92.60%, remaining_time=0:00:01.658940, arrival_time=2021-04-15 06:22:09.691556, cost_time=0:00:01.658945 2021-04-15 06:22:08,807 INFO : EVAL, epoch=0184, iter=00030/00040, fetch data time cost=1.20ms, fps=3306 images/s, loss=1.0363, top1-acc=74.91%, top5-acc=92.97%, remaining_time=0:00:00.811230, arrival_time=2021-04-15 06:22:09.618581, cost_time=0:00:02.433689 2021-04-15 06:22:09,515 INFO : EVAL, epoch=0184, iter=00040/00040, fetch data time cost=0.05ms, fps=3277 images/s, loss=1.0567, top1-acc=74.67%, top5-acc=92.90%, remaining_time=0:00:00, arrival_time=2021-04-15 06:22:09.515552, cost_time=0:00:03.141895 2021-04-15 06:22:10,054 INFO : Epoch=0184 complete, best val top1-acc=75.02%, top5-acc=93.27% (epoch=177), remaining_time=0:15:42.064112, arrival_time=2021-04-15 06:37:52.118980, cost_time=3:00:33.737222 2021-04-15 06:22:10,056 INFO : Train start, epoch=0185, lr=0.001571 2021-04-15 06:22:12,976 INFO : TRAIN, epoch=0185, iter=00010/00196, fetch data time cost=1.30ms, fps=877 images/s, loss=0.0071, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:54.315162, arrival_time=2021-04-15 06:23:07.291643, cost_time=0:00:02.920174 2021-04-15 06:22:15,785 INFO : TRAIN, epoch=0185, iter=00020/00196, fetch data time cost=1.36ms, fps=912 images/s, loss=0.0071, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:50.412208, arrival_time=2021-04-15 06:23:06.197184, cost_time=0:00:05.728664 2021-04-15 06:22:18,597 INFO : TRAIN, epoch=0185, iter=00030/00196, fetch data time cost=1.34ms, fps=910 images/s, loss=0.0079, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:47.258872, arrival_time=2021-04-15 06:23:05.855948, cost_time=0:00:08.540774 2021-04-15 06:22:21,410 INFO : TRAIN, epoch=0185, iter=00040/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.0080, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:44.282628, arrival_time=2021-04-15 06:23:05.693452, cost_time=0:00:11.354525 2021-04-15 06:22:24,221 INFO : TRAIN, epoch=0185, iter=00050/00196, fetch data time cost=1.34ms, fps=911 images/s, loss=0.0080, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:41.362530, arrival_time=2021-04-15 06:23:05.584081, cost_time=0:00:14.165251 2021-04-15 06:22:27,036 INFO : TRAIN, epoch=0185, iter=00060/00196, fetch data time cost=1.34ms, fps=910 images/s, loss=0.0081, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:38.488408, arrival_time=2021-04-15 06:23:05.524968, cost_time=0:00:16.980190 2021-04-15 06:22:29,852 INFO : TRAIN, epoch=0185, iter=00070/00196, fetch data time cost=1.35ms, fps=909 images/s, loss=0.0081, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:35.633304, arrival_time=2021-04-15 06:23:05.485912, cost_time=0:00:19.796308 2021-04-15 06:22:32,665 INFO : TRAIN, epoch=0185, iter=00080/00196, fetch data time cost=1.42ms, fps=910 images/s, loss=0.0080, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:32.783804, arrival_time=2021-04-15 06:23:05.449633, cost_time=0:00:22.609498 2021-04-15 06:22:35,482 INFO : TRAIN, epoch=0185, iter=00090/00196, fetch data time cost=1.53ms, fps=909 images/s, loss=0.0078, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.946590, arrival_time=2021-04-15 06:23:05.429244, cost_time=0:00:25.426339 2021-04-15 06:22:38,300 INFO : TRAIN, epoch=0185, iter=00100/00196, fetch data time cost=1.35ms, fps=909 images/s, loss=0.0079, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:27.114336, arrival_time=2021-04-15 06:23:05.414724, cost_time=0:00:28.244085 2021-04-15 06:22:41,110 INFO : TRAIN, epoch=0185, iter=00110/00196, fetch data time cost=1.36ms, fps=911 images/s, loss=0.0079, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:24.278402, arrival_time=2021-04-15 06:23:05.388471, cost_time=0:00:31.053765 2021-04-15 06:22:43,923 INFO : TRAIN, epoch=0185, iter=00120/00196, fetch data time cost=1.44ms, fps=910 images/s, loss=0.0079, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:21.449176, arrival_time=2021-04-15 06:23:05.372587, cost_time=0:00:33.867104 2021-04-15 06:22:46,738 INFO : TRAIN, epoch=0185, iter=00130/00196, fetch data time cost=1.34ms, fps=910 images/s, loss=0.0079, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:18.623088, arrival_time=2021-04-15 06:23:05.361253, cost_time=0:00:36.681866 2021-04-15 06:22:49,545 INFO : TRAIN, epoch=0185, iter=00140/00196, fetch data time cost=1.32ms, fps=912 images/s, loss=0.0078, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:15.795696, arrival_time=2021-04-15 06:23:05.341222, cost_time=0:00:39.489225 2021-04-15 06:22:52,359 INFO : TRAIN, epoch=0185, iter=00150/00196, fetch data time cost=1.34ms, fps=910 images/s, loss=0.0077, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.973012, arrival_time=2021-04-15 06:23:05.332673, cost_time=0:00:42.303360 2021-04-15 06:22:55,168 INFO : TRAIN, epoch=0185, iter=00160/00196, fetch data time cost=1.35ms, fps=912 images/s, loss=0.0077, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:10.150236, arrival_time=2021-04-15 06:23:05.318673, cost_time=0:00:45.112135 2021-04-15 06:22:57,984 INFO : TRAIN, epoch=0185, iter=00170/00196, fetch data time cost=1.39ms, fps=909 images/s, loss=0.0078, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.330154, arrival_time=2021-04-15 06:23:05.314327, cost_time=0:00:47.927866 2021-04-15 06:23:00,803 INFO : TRAIN, epoch=0185, iter=00180/00196, fetch data time cost=1.35ms, fps=908 images/s, loss=0.0078, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:04.510864, arrival_time=2021-04-15 06:23:05.314418, cost_time=0:00:50.747250 2021-04-15 06:23:03,621 INFO : TRAIN, epoch=0185, iter=00190/00196, fetch data time cost=1.15ms, fps=909 images/s, loss=0.0078, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.691514, arrival_time=2021-04-15 06:23:05.312499, cost_time=0:00:53.564684 2021-04-15 06:23:05,138 INFO : TRAIN, epoch=0185, iter=00196/00196, fetch data time cost=1.17ms, fps=897 images/s, loss=0.0078, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:23:05.138263, cost_time=0:00:55.081919 2021-04-15 06:23:06,035 INFO : EVAL, epoch=0185, iter=00010/00040, fetch data time cost=1.21ms, fps=2857 images/s, loss=1.0541, top1-acc=74.73%, top5-acc=92.77%, remaining_time=0:00:02.688090, arrival_time=2021-04-15 06:23:08.723963, cost_time=0:00:00.896027 2021-04-15 06:23:06,811 INFO : EVAL, epoch=0185, iter=00020/00040, fetch data time cost=1.28ms, fps=3303 images/s, loss=1.0476, top1-acc=74.47%, top5-acc=92.54%, remaining_time=0:00:01.671500, arrival_time=2021-04-15 06:23:08.482843, cost_time=0:00:01.671501 2021-04-15 06:23:07,586 INFO : EVAL, epoch=0185, iter=00030/00040, fetch data time cost=1.23ms, fps=3304 images/s, loss=1.0481, top1-acc=74.36%, top5-acc=92.80%, remaining_time=0:00:00.815520, arrival_time=2021-04-15 06:23:08.401930, cost_time=0:00:02.446567 2021-04-15 06:23:08,296 INFO : EVAL, epoch=0185, iter=00040/00040, fetch data time cost=0.05ms, fps=3270 images/s, loss=1.0318, top1-acc=74.61%, top5-acc=93.01%, remaining_time=0:00:00, arrival_time=2021-04-15 06:23:08.296157, cost_time=0:00:03.156334 2021-04-15 06:23:08,756 INFO : Epoch=0185 complete, best val top1-acc=75.02%, top5-acc=93.27% (epoch=177), remaining_time=0:14:43.170705, arrival_time=2021-04-15 06:37:51.927015, cost_time=3:01:32.438702 2021-04-15 06:23:08,757 INFO : Train start, epoch=0186, lr=0.001382 2021-04-15 06:23:11,728 INFO : TRAIN, epoch=0186, iter=00010/00196, fetch data time cost=1.59ms, fps=862 images/s, loss=0.0073, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:55.249254, arrival_time=2021-04-15 06:24:06.977273, cost_time=0:00:02.970390 2021-04-15 06:23:14,544 INFO : TRAIN, epoch=0186, iter=00020/00196, fetch data time cost=1.31ms, fps=909 images/s, loss=0.0076, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:50.927536, arrival_time=2021-04-15 06:24:05.472425, cost_time=0:00:05.787222 2021-04-15 06:23:17,361 INFO : TRAIN, epoch=0186, iter=00030/00196, fetch data time cost=1.44ms, fps=909 images/s, loss=0.0074, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:47.608800, arrival_time=2021-04-15 06:24:04.970504, cost_time=0:00:08.603985 2021-04-15 06:23:20,179 INFO : TRAIN, epoch=0186, iter=00040/00196, fetch data time cost=1.48ms, fps=909 images/s, loss=0.0077, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:44.546268, arrival_time=2021-04-15 06:24:04.726117, cost_time=0:00:11.422135 2021-04-15 06:23:23,000 INFO : TRAIN, epoch=0186, iter=00050/00196, fetch data time cost=1.42ms, fps=908 images/s, loss=0.0077, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:41.589268, arrival_time=2021-04-15 06:24:04.589829, cost_time=0:00:14.242909 2021-04-15 06:23:25,819 INFO : TRAIN, epoch=0186, iter=00060/00196, fetch data time cost=1.29ms, fps=908 images/s, loss=0.0076, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:38.673504, arrival_time=2021-04-15 06:24:04.493092, cost_time=0:00:17.061861 2021-04-15 06:23:28,630 INFO : TRAIN, epoch=0186, iter=00070/00196, fetch data time cost=1.46ms, fps=911 images/s, loss=0.0075, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:35.771400, arrival_time=2021-04-15 06:24:04.402068, cost_time=0:00:19.873023 2021-04-15 06:23:31,446 INFO : TRAIN, epoch=0186, iter=00080/00196, fetch data time cost=1.32ms, fps=909 images/s, loss=0.0076, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:32.898296, arrival_time=2021-04-15 06:24:04.344368, cost_time=0:00:22.688440 2021-04-15 06:23:34,265 INFO : TRAIN, epoch=0186, iter=00090/00196, fetch data time cost=1.44ms, fps=908 images/s, loss=0.0076, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:30.042096, arrival_time=2021-04-15 06:24:04.307181, cost_time=0:00:25.507458 2021-04-15 06:23:37,075 INFO : TRAIN, epoch=0186, iter=00100/00196, fetch data time cost=1.26ms, fps=911 images/s, loss=0.0076, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.185376, arrival_time=2021-04-15 06:24:04.261130, cost_time=0:00:28.318127 2021-04-15 06:23:39,888 INFO : TRAIN, epoch=0186, iter=00110/00196, fetch data time cost=1.44ms, fps=910 images/s, loss=0.0076, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.338344, arrival_time=2021-04-15 06:24:04.226484, cost_time=0:00:31.130430 2021-04-15 06:23:42,709 INFO : TRAIN, epoch=0186, iter=00120/00196, fetch data time cost=1.33ms, fps=908 images/s, loss=0.0077, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.502908, arrival_time=2021-04-15 06:24:04.212459, cost_time=0:00:33.951911 2021-04-15 06:23:45,518 INFO : TRAIN, epoch=0186, iter=00130/00196, fetch data time cost=1.42ms, fps=911 images/s, loss=0.0078, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.663216, arrival_time=2021-04-15 06:24:04.181776, cost_time=0:00:36.760927 2021-04-15 06:23:48,333 INFO : TRAIN, epoch=0186, iter=00140/00196, fetch data time cost=1.40ms, fps=910 images/s, loss=0.0077, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:15.830136, arrival_time=2021-04-15 06:24:04.163104, cost_time=0:00:39.575342 2021-04-15 06:23:51,142 INFO : TRAIN, epoch=0186, iter=00150/00196, fetch data time cost=1.43ms, fps=911 images/s, loss=0.0077, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.997898, arrival_time=2021-04-15 06:24:04.140029, cost_time=0:00:42.384501 2021-04-15 06:23:53,956 INFO : TRAIN, epoch=0186, iter=00160/00196, fetch data time cost=1.37ms, fps=910 images/s, loss=0.0077, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.169712, arrival_time=2021-04-15 06:24:04.126117, cost_time=0:00:45.198780 2021-04-15 06:23:56,770 INFO : TRAIN, epoch=0186, iter=00170/00196, fetch data time cost=1.44ms, fps=910 images/s, loss=0.0077, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:07.343206, arrival_time=2021-04-15 06:24:04.114056, cost_time=0:00:48.013220 2021-04-15 06:23:59,581 INFO : TRAIN, epoch=0186, iter=00180/00196, fetch data time cost=1.28ms, fps=911 images/s, loss=0.0077, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:04.517712, arrival_time=2021-04-15 06:24:04.099519, cost_time=0:00:50.824183 2021-04-15 06:24:02,397 INFO : TRAIN, epoch=0186, iter=00190/00196, fetch data time cost=1.14ms, fps=909 images/s, loss=0.0077, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:01.693890, arrival_time=2021-04-15 06:24:04.091365, cost_time=0:00:53.639803 2021-04-15 06:24:03,909 INFO : TRAIN, epoch=0186, iter=00196/00196, fetch data time cost=1.12ms, fps=900 images/s, loss=0.0078, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:24:03.909159, cost_time=0:00:55.151544 2021-04-15 06:24:04,805 INFO : EVAL, epoch=0186, iter=00010/00040, fetch data time cost=0.19ms, fps=2860 images/s, loss=1.0412, top1-acc=74.88%, top5-acc=92.62%, remaining_time=0:00:02.685240, arrival_time=2021-04-15 06:24:07.491014, cost_time=0:00:00.895083 2021-04-15 06:24:05,580 INFO : EVAL, epoch=0186, iter=00020/00040, fetch data time cost=1.30ms, fps=3305 images/s, loss=1.0430, top1-acc=75.27%, top5-acc=92.83%, remaining_time=0:00:01.669920, arrival_time=2021-04-15 06:24:07.250554, cost_time=0:00:01.669929 2021-04-15 06:24:06,355 INFO : EVAL, epoch=0186, iter=00030/00040, fetch data time cost=1.17ms, fps=3305 images/s, loss=1.0400, top1-acc=74.97%, top5-acc=92.85%, remaining_time=0:00:00.814960, arrival_time=2021-04-15 06:24:07.170514, cost_time=0:00:02.444869 2021-04-15 06:24:07,064 INFO : EVAL, epoch=0186, iter=00040/00040, fetch data time cost=0.05ms, fps=3272 images/s, loss=1.0384, top1-acc=74.76%, top5-acc=92.98%, remaining_time=0:00:00, arrival_time=2021-04-15 06:24:07.064817, cost_time=0:00:03.154154 2021-04-15 06:24:07,471 INFO : Epoch=0186 complete, best val top1-acc=75.02%, top5-acc=93.27% (epoch=177), remaining_time=0:13:44.280380, arrival_time=2021-04-15 06:37:51.751523, cost_time=3:02:31.153538 2021-04-15 06:24:07,472 INFO : Train start, epoch=0187, lr=0.001204 2021-04-15 06:24:10,442 INFO : TRAIN, epoch=0187, iter=00010/00196, fetch data time cost=1.29ms, fps=862 images/s, loss=0.0068, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:55.234560, arrival_time=2021-04-15 06:25:05.676623, cost_time=0:00:02.969605 2021-04-15 06:24:13,248 INFO : TRAIN, epoch=0187, iter=00020/00196, fetch data time cost=1.30ms, fps=912 images/s, loss=0.0073, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:50.829152, arrival_time=2021-04-15 06:25:04.077660, cost_time=0:00:05.776041 2021-04-15 06:24:16,063 INFO : TRAIN, epoch=0187, iter=00030/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.0076, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:47.534432, arrival_time=2021-04-15 06:25:03.597446, cost_time=0:00:08.590557 2021-04-15 06:24:18,874 INFO : TRAIN, epoch=0187, iter=00040/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.0077, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:44.466084, arrival_time=2021-04-15 06:25:03.340112, cost_time=0:00:11.401575 2021-04-15 06:24:21,685 INFO : TRAIN, epoch=0187, iter=00050/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.0076, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:41.500938, arrival_time=2021-04-15 06:25:03.186018, cost_time=0:00:14.212631 2021-04-15 06:24:24,491 INFO : TRAIN, epoch=0187, iter=00060/00196, fetch data time cost=1.26ms, fps=912 images/s, loss=0.0076, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:38.576672, arrival_time=2021-04-15 06:25:03.068229, cost_time=0:00:17.019111 2021-04-15 06:24:27,298 INFO : TRAIN, epoch=0187, iter=00070/00196, fetch data time cost=1.31ms, fps=912 images/s, loss=0.0076, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:35.687484, arrival_time=2021-04-15 06:25:02.986308, cost_time=0:00:19.826378 2021-04-15 06:24:30,104 INFO : TRAIN, epoch=0187, iter=00080/00196, fetch data time cost=1.28ms, fps=912 images/s, loss=0.0076, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:32.816864, arrival_time=2021-04-15 06:25:02.921660, cost_time=0:00:22.632350 2021-04-15 06:24:32,912 INFO : TRAIN, epoch=0187, iter=00090/00196, fetch data time cost=1.31ms, fps=912 images/s, loss=0.0077, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.962914, arrival_time=2021-04-15 06:25:02.875574, cost_time=0:00:25.440209 2021-04-15 06:24:35,725 INFO : TRAIN, epoch=0187, iter=00100/00196, fetch data time cost=1.28ms, fps=910 images/s, loss=0.0078, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.123264, arrival_time=2021-04-15 06:25:02.849097, cost_time=0:00:28.253382 2021-04-15 06:24:38,543 INFO : TRAIN, epoch=0187, iter=00110/00196, fetch data time cost=1.26ms, fps=909 images/s, loss=0.0077, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.291990, arrival_time=2021-04-15 06:25:02.835564, cost_time=0:00:31.071124 2021-04-15 06:24:41,356 INFO : TRAIN, epoch=0187, iter=00120/00196, fetch data time cost=1.42ms, fps=910 images/s, loss=0.0077, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.459892, arrival_time=2021-04-15 06:25:02.816409, cost_time=0:00:33.884034 2021-04-15 06:24:44,171 INFO : TRAIN, epoch=0187, iter=00130/00196, fetch data time cost=1.38ms, fps=910 images/s, loss=0.0077, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.631800, arrival_time=2021-04-15 06:25:02.803273, cost_time=0:00:36.699021 2021-04-15 06:24:46,988 INFO : TRAIN, epoch=0187, iter=00140/00196, fetch data time cost=1.29ms, fps=909 images/s, loss=0.0078, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:15.806504, arrival_time=2021-04-15 06:25:02.795169, cost_time=0:00:39.516198 2021-04-15 06:24:49,806 INFO : TRAIN, epoch=0187, iter=00150/00196, fetch data time cost=1.62ms, fps=909 images/s, loss=0.0078, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.982350, arrival_time=2021-04-15 06:25:02.788556, cost_time=0:00:42.333692 2021-04-15 06:24:52,620 INFO : TRAIN, epoch=0187, iter=00160/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.0078, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.158372, arrival_time=2021-04-15 06:25:02.779093, cost_time=0:00:45.148268 2021-04-15 06:24:55,432 INFO : TRAIN, epoch=0187, iter=00170/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.0078, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:07.335094, arrival_time=2021-04-15 06:25:02.767834, cost_time=0:00:47.960270 2021-04-15 06:24:58,247 INFO : TRAIN, epoch=0187, iter=00180/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.0079, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:04.513312, arrival_time=2021-04-15 06:25:02.760606, cost_time=0:00:50.774842 2021-04-15 06:25:01,060 INFO : TRAIN, epoch=0187, iter=00190/00196, fetch data time cost=1.37ms, fps=910 images/s, loss=0.0079, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.692252, arrival_time=2021-04-15 06:25:02.752591, cost_time=0:00:53.587885 2021-04-15 06:25:02,576 INFO : TRAIN, epoch=0187, iter=00196/00196, fetch data time cost=1.07ms, fps=897 images/s, loss=0.0080, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:25:02.576370, cost_time=0:00:55.103936 2021-04-15 06:25:03,474 INFO : EVAL, epoch=0187, iter=00010/00040, fetch data time cost=0.20ms, fps=2855 images/s, loss=1.0029, top1-acc=74.88%, top5-acc=93.67%, remaining_time=0:00:02.689740, arrival_time=2021-04-15 06:25:06.164240, cost_time=0:00:00.896581 2021-04-15 06:25:04,250 INFO : EVAL, epoch=0187, iter=00020/00040, fetch data time cost=1.23ms, fps=3300 images/s, loss=1.0551, top1-acc=74.32%, top5-acc=93.05%, remaining_time=0:00:01.672600, arrival_time=2021-04-15 06:25:05.923119, cost_time=0:00:01.672607 2021-04-15 06:25:05,025 INFO : EVAL, epoch=0187, iter=00030/00040, fetch data time cost=1.26ms, fps=3306 images/s, loss=1.0437, top1-acc=74.53%, top5-acc=93.07%, remaining_time=0:00:00.815740, arrival_time=2021-04-15 06:25:05.840864, cost_time=0:00:02.447216 2021-04-15 06:25:05,733 INFO : EVAL, epoch=0187, iter=00040/00040, fetch data time cost=0.05ms, fps=3276 images/s, loss=1.0362, top1-acc=74.84%, top5-acc=93.14%, remaining_time=0:00:00, arrival_time=2021-04-15 06:25:05.733540, cost_time=0:00:03.155649 2021-04-15 06:25:06,181 INFO : Epoch=0187 complete, best val top1-acc=75.02%, top5-acc=93.27% (epoch=177), remaining_time=0:12:45.391627, arrival_time=2021-04-15 06:37:51.573445, cost_time=3:03:29.864209 2021-04-15 06:25:06,183 INFO : Train start, epoch=0188, lr=0.001039 2021-04-15 06:25:09,111 INFO : TRAIN, epoch=0188, iter=00010/00196, fetch data time cost=1.26ms, fps=874 images/s, loss=0.0071, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:54.463776, arrival_time=2021-04-15 06:26:03.575045, cost_time=0:00:02.928157 2021-04-15 06:25:11,927 INFO : TRAIN, epoch=0188, iter=00020/00196, fetch data time cost=1.34ms, fps=909 images/s, loss=0.0071, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:50.547376, arrival_time=2021-04-15 06:26:02.474513, cost_time=0:00:05.744022 2021-04-15 06:25:14,737 INFO : TRAIN, epoch=0188, iter=00030/00196, fetch data time cost=1.28ms, fps=911 images/s, loss=0.0072, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:47.333738, arrival_time=2021-04-15 06:26:02.071155, cost_time=0:00:08.554302 2021-04-15 06:25:17,553 INFO : TRAIN, epoch=0188, iter=00040/00196, fetch data time cost=1.27ms, fps=909 images/s, loss=0.0071, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:44.343156, arrival_time=2021-04-15 06:26:01.896318, cost_time=0:00:11.370041 2021-04-15 06:25:20,363 INFO : TRAIN, epoch=0188, iter=00050/00196, fetch data time cost=1.28ms, fps=911 images/s, loss=0.0071, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:41.405892, arrival_time=2021-04-15 06:26:01.769114, cost_time=0:00:14.180109 2021-04-15 06:25:23,172 INFO : TRAIN, epoch=0188, iter=00060/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.0072, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:38.509896, arrival_time=2021-04-15 06:26:01.682664, cost_time=0:00:16.989650 2021-04-15 06:25:25,990 INFO : TRAIN, epoch=0188, iter=00070/00196, fetch data time cost=1.30ms, fps=909 images/s, loss=0.0071, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:35.653212, arrival_time=2021-04-15 06:26:01.643632, cost_time=0:00:19.807307 2021-04-15 06:25:28,799 INFO : TRAIN, epoch=0188, iter=00080/00196, fetch data time cost=1.28ms, fps=912 images/s, loss=0.0071, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:32.793084, arrival_time=2021-04-15 06:26:01.592096, cost_time=0:00:22.615892 2021-04-15 06:25:31,611 INFO : TRAIN, epoch=0188, iter=00090/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.0072, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:29.949240, arrival_time=2021-04-15 06:26:01.560937, cost_time=0:00:25.428583 2021-04-15 06:25:34,424 INFO : TRAIN, epoch=0188, iter=00100/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.0073, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.111264, arrival_time=2021-04-15 06:26:01.535280, cost_time=0:00:28.240896 2021-04-15 06:25:37,238 INFO : TRAIN, epoch=0188, iter=00110/00196, fetch data time cost=1.27ms, fps=910 images/s, loss=0.0073, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.280036, arrival_time=2021-04-15 06:26:01.518986, cost_time=0:00:31.055832 2021-04-15 06:25:40,050 INFO : TRAIN, epoch=0188, iter=00120/00196, fetch data time cost=1.44ms, fps=911 images/s, loss=0.0073, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.449328, arrival_time=2021-04-15 06:26:01.499826, cost_time=0:00:33.867316 2021-04-15 06:25:42,863 INFO : TRAIN, epoch=0188, iter=00130/00196, fetch data time cost=1.79ms, fps=910 images/s, loss=0.0075, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.622494, arrival_time=2021-04-15 06:26:01.486234, cost_time=0:00:36.680623 2021-04-15 06:25:45,679 INFO : TRAIN, epoch=0188, iter=00140/00196, fetch data time cost=1.38ms, fps=909 images/s, loss=0.0076, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:15.798608, arrival_time=2021-04-15 06:26:01.478325, cost_time=0:00:39.496581 2021-04-15 06:25:48,497 INFO : TRAIN, epoch=0188, iter=00150/00196, fetch data time cost=1.36ms, fps=909 images/s, loss=0.0076, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.976416, arrival_time=2021-04-15 06:26:01.474030, cost_time=0:00:42.314451 2021-04-15 06:25:51,316 INFO : TRAIN, epoch=0188, iter=00160/00196, fetch data time cost=1.37ms, fps=908 images/s, loss=0.0076, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.155024, arrival_time=2021-04-15 06:26:01.471637, cost_time=0:00:45.133496 2021-04-15 06:25:54,131 INFO : TRAIN, epoch=0188, iter=00170/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=0.0076, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.333300, arrival_time=2021-04-15 06:26:01.464981, cost_time=0:00:47.948562 2021-04-15 06:25:56,943 INFO : TRAIN, epoch=0188, iter=00180/00196, fetch data time cost=1.38ms, fps=911 images/s, loss=0.0076, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:04.512032, arrival_time=2021-04-15 06:26:01.455521, cost_time=0:00:50.760373 2021-04-15 06:25:59,757 INFO : TRAIN, epoch=0188, iter=00190/00196, fetch data time cost=1.11ms, fps=910 images/s, loss=0.0077, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.691838, arrival_time=2021-04-15 06:26:01.449778, cost_time=0:00:53.574835 2021-04-15 06:26:01,271 INFO : TRAIN, epoch=0188, iter=00196/00196, fetch data time cost=1.14ms, fps=899 images/s, loss=0.0079, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:26:01.271427, cost_time=0:00:55.088325 2021-04-15 06:26:02,172 INFO : EVAL, epoch=0188, iter=00010/00040, fetch data time cost=0.19ms, fps=2845 images/s, loss=1.0103, top1-acc=75.59%, top5-acc=93.09%, remaining_time=0:00:02.699070, arrival_time=2021-04-15 06:26:04.871756, cost_time=0:00:00.899688 2021-04-15 06:26:02,947 INFO : EVAL, epoch=0188, iter=00020/00040, fetch data time cost=1.15ms, fps=3306 images/s, loss=1.0371, top1-acc=74.65%, top5-acc=93.09%, remaining_time=0:00:01.674460, arrival_time=2021-04-15 06:26:04.621921, cost_time=0:00:01.674458 2021-04-15 06:26:03,722 INFO : EVAL, epoch=0188, iter=00030/00040, fetch data time cost=1.18ms, fps=3306 images/s, loss=1.0232, top1-acc=74.79%, top5-acc=93.26%, remaining_time=0:00:00.816400, arrival_time=2021-04-15 06:26:04.538582, cost_time=0:00:02.449187 2021-04-15 06:26:04,429 INFO : EVAL, epoch=0188, iter=00040/00040, fetch data time cost=0.05ms, fps=3280 images/s, loss=1.0261, top1-acc=74.67%, top5-acc=93.10%, remaining_time=0:00:00, arrival_time=2021-04-15 06:26:04.429744, cost_time=0:00:03.156763 2021-04-15 06:26:04,886 INFO : Epoch=0188 complete, best val top1-acc=75.02%, top5-acc=93.27% (epoch=177), remaining_time=0:11:46.504416, arrival_time=2021-04-15 06:37:51.391247, cost_time=3:04:28.569225 2021-04-15 06:26:04,888 INFO : Train start, epoch=0189, lr=0.000886 2021-04-15 06:26:07,852 INFO : TRAIN, epoch=0189, iter=00010/00196, fetch data time cost=1.40ms, fps=864 images/s, loss=0.0091, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:55.131330, arrival_time=2021-04-15 06:27:02.983504, cost_time=0:00:02.964049 2021-04-15 06:26:10,663 INFO : TRAIN, epoch=0189, iter=00020/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.0082, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:50.822464, arrival_time=2021-04-15 06:27:01.485882, cost_time=0:00:05.775290 2021-04-15 06:26:13,474 INFO : TRAIN, epoch=0189, iter=00030/00196, fetch data time cost=1.28ms, fps=911 images/s, loss=0.0081, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:47.511524, arrival_time=2021-04-15 06:27:00.986077, cost_time=0:00:08.586424 2021-04-15 06:26:16,294 INFO : TRAIN, epoch=0189, iter=00040/00196, fetch data time cost=1.45ms, fps=908 images/s, loss=0.0080, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:44.482932, arrival_time=2021-04-15 06:27:00.776934, cost_time=0:00:11.405872 2021-04-15 06:26:19,112 INFO : TRAIN, epoch=0189, iter=00050/00196, fetch data time cost=1.33ms, fps=908 images/s, loss=0.0082, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:41.535102, arrival_time=2021-04-15 06:27:00.647597, cost_time=0:00:14.224358 2021-04-15 06:26:21,925 INFO : TRAIN, epoch=0189, iter=00060/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.0080, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:38.619104, arrival_time=2021-04-15 06:27:00.545057, cost_time=0:00:17.037822 2021-04-15 06:26:24,745 INFO : TRAIN, epoch=0189, iter=00070/00196, fetch data time cost=1.39ms, fps=908 images/s, loss=0.0080, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:35.742924, arrival_time=2021-04-15 06:27:00.488244, cost_time=0:00:19.857191 2021-04-15 06:26:27,563 INFO : TRAIN, epoch=0189, iter=00080/00196, fetch data time cost=1.27ms, fps=909 images/s, loss=0.0078, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:32.879156, arrival_time=2021-04-15 06:27:00.442542, cost_time=0:00:22.675256 2021-04-15 06:26:30,382 INFO : TRAIN, epoch=0189, iter=00090/00196, fetch data time cost=1.36ms, fps=908 images/s, loss=0.0078, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:30.026090, arrival_time=2021-04-15 06:27:00.408122, cost_time=0:00:25.493825 2021-04-15 06:26:33,194 INFO : TRAIN, epoch=0189, iter=00100/00196, fetch data time cost=1.46ms, fps=911 images/s, loss=0.0078, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:27.173664, arrival_time=2021-04-15 06:27:00.367705, cost_time=0:00:28.305890 2021-04-15 06:26:36,005 INFO : TRAIN, epoch=0189, iter=00110/00196, fetch data time cost=1.29ms, fps=911 images/s, loss=0.0077, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:24.328454, arrival_time=2021-04-15 06:27:00.334352, cost_time=0:00:31.117775 2021-04-15 06:26:38,815 INFO : TRAIN, epoch=0189, iter=00120/00196, fetch data time cost=1.34ms, fps=911 images/s, loss=0.0077, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:21.486948, arrival_time=2021-04-15 06:27:00.301957, cost_time=0:00:33.926794 2021-04-15 06:26:41,619 INFO : TRAIN, epoch=0189, iter=00130/00196, fetch data time cost=1.32ms, fps=913 images/s, loss=0.0077, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:18.648432, arrival_time=2021-04-15 06:27:00.268290, cost_time=0:00:36.731730 2021-04-15 06:26:44,427 INFO : TRAIN, epoch=0189, iter=00140/00196, fetch data time cost=1.27ms, fps=912 images/s, loss=0.0077, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:15.815632, arrival_time=2021-04-15 06:27:00.242800, cost_time=0:00:39.539040 2021-04-15 06:26:47,239 INFO : TRAIN, epoch=0189, iter=00150/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.0077, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.987732, arrival_time=2021-04-15 06:27:00.227210, cost_time=0:00:42.351354 2021-04-15 06:26:50,055 INFO : TRAIN, epoch=0189, iter=00160/00196, fetch data time cost=1.30ms, fps=909 images/s, loss=0.0077, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:10.162548, arrival_time=2021-04-15 06:27:00.217626, cost_time=0:00:45.166951 2021-04-15 06:26:52,873 INFO : TRAIN, epoch=0189, iter=00170/00196, fetch data time cost=1.39ms, fps=908 images/s, loss=0.0077, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.338916, arrival_time=2021-04-15 06:27:00.212187, cost_time=0:00:47.985144 2021-04-15 06:26:55,687 INFO : TRAIN, epoch=0189, iter=00180/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.0076, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:04.515520, arrival_time=2021-04-15 06:27:00.203322, cost_time=0:00:50.799673 2021-04-15 06:26:58,501 INFO : TRAIN, epoch=0189, iter=00190/00196, fetch data time cost=1.16ms, fps=910 images/s, loss=0.0076, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.693056, arrival_time=2021-04-15 06:27:00.194697, cost_time=0:00:53.613519 2021-04-15 06:27:00,014 INFO : TRAIN, epoch=0189, iter=00196/00196, fetch data time cost=1.12ms, fps=899 images/s, loss=0.0077, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:27:00.014711, cost_time=0:00:55.126586 2021-04-15 06:27:00,898 INFO : EVAL, epoch=0189, iter=00010/00040, fetch data time cost=1.31ms, fps=2903 images/s, loss=1.0515, top1-acc=74.45%, top5-acc=93.09%, remaining_time=0:00:02.645100, arrival_time=2021-04-15 06:27:03.543169, cost_time=0:00:00.881700 2021-04-15 06:27:01,673 INFO : EVAL, epoch=0189, iter=00020/00040, fetch data time cost=1.26ms, fps=3304 images/s, loss=1.0717, top1-acc=74.14%, top5-acc=92.99%, remaining_time=0:00:01.656840, arrival_time=2021-04-15 06:27:03.330046, cost_time=0:00:01.656832 2021-04-15 06:27:02,449 INFO : EVAL, epoch=0189, iter=00030/00040, fetch data time cost=1.28ms, fps=3298 images/s, loss=1.0548, top1-acc=74.52%, top5-acc=92.86%, remaining_time=0:00:00.811150, arrival_time=2021-04-15 06:27:03.260960, cost_time=0:00:02.433453 2021-04-15 06:27:03,157 INFO : EVAL, epoch=0189, iter=00040/00040, fetch data time cost=0.05ms, fps=3278 images/s, loss=1.0426, top1-acc=74.68%, top5-acc=93.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:27:03.157792, cost_time=0:00:03.141447 2021-04-15 06:27:03,621 INFO : Epoch=0189 complete, best val top1-acc=75.02%, top5-acc=93.27% (epoch=177), remaining_time=0:10:47.620853, arrival_time=2021-04-15 06:37:51.242139, cost_time=3:05:27.303678 2021-04-15 06:27:03,622 INFO : Train start, epoch=0190, lr=0.000745 2021-04-15 06:27:06,588 INFO : TRAIN, epoch=0190, iter=00010/00196, fetch data time cost=2.02ms, fps=863 images/s, loss=0.0076, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:55.161462, arrival_time=2021-04-15 06:28:01.749738, cost_time=0:00:02.965674 2021-04-15 06:27:09,396 INFO : TRAIN, epoch=0190, iter=00020/00196, fetch data time cost=1.27ms, fps=912 images/s, loss=0.0076, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:50.814192, arrival_time=2021-04-15 06:28:00.211129, cost_time=0:00:05.774338 2021-04-15 06:27:12,208 INFO : TRAIN, epoch=0190, iter=00030/00196, fetch data time cost=1.30ms, fps=911 images/s, loss=0.0077, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:47.510030, arrival_time=2021-04-15 06:27:59.718793, cost_time=0:00:08.586162 2021-04-15 06:27:15,019 INFO : TRAIN, epoch=0190, iter=00040/00196, fetch data time cost=1.30ms, fps=911 images/s, loss=0.0078, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:44.446272, arrival_time=2021-04-15 06:27:59.465349, cost_time=0:00:11.396472 2021-04-15 06:27:17,831 INFO : TRAIN, epoch=0190, iter=00050/00196, fetch data time cost=1.64ms, fps=910 images/s, loss=0.0078, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:41.490426, arrival_time=2021-04-15 06:27:59.322158, cost_time=0:00:14.209063 2021-04-15 06:27:20,646 INFO : TRAIN, epoch=0190, iter=00060/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.0079, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:38.587688, arrival_time=2021-04-15 06:27:59.234280, cost_time=0:00:17.023991 2021-04-15 06:27:23,460 INFO : TRAIN, epoch=0190, iter=00070/00196, fetch data time cost=1.55ms, fps=910 images/s, loss=0.0078, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:35.708148, arrival_time=2021-04-15 06:27:59.168630, cost_time=0:00:19.837849 2021-04-15 06:27:26,278 INFO : TRAIN, epoch=0190, iter=00080/00196, fetch data time cost=1.31ms, fps=909 images/s, loss=0.0077, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:32.850272, arrival_time=2021-04-15 06:27:59.128240, cost_time=0:00:22.655371 2021-04-15 06:27:29,089 INFO : TRAIN, epoch=0190, iter=00090/00196, fetch data time cost=1.27ms, fps=911 images/s, loss=0.0076, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.994714, arrival_time=2021-04-15 06:27:59.084554, cost_time=0:00:25.467231 2021-04-15 06:27:31,904 INFO : TRAIN, epoch=0190, iter=00100/00196, fetch data time cost=1.45ms, fps=910 images/s, loss=0.0076, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.150336, arrival_time=2021-04-15 06:27:59.054552, cost_time=0:00:28.281616 2021-04-15 06:27:34,719 INFO : TRAIN, epoch=0190, iter=00110/00196, fetch data time cost=1.95ms, fps=909 images/s, loss=0.0075, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.312028, arrival_time=2021-04-15 06:27:59.031420, cost_time=0:00:31.096788 2021-04-15 06:27:37,530 INFO : TRAIN, epoch=0190, iter=00120/00196, fetch data time cost=1.37ms, fps=911 images/s, loss=0.0075, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.475092, arrival_time=2021-04-15 06:27:59.005714, cost_time=0:00:33.908020 2021-04-15 06:27:40,343 INFO : TRAIN, epoch=0190, iter=00130/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=0.0075, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.642954, arrival_time=2021-04-15 06:27:58.986547, cost_time=0:00:36.720991 2021-04-15 06:27:43,163 INFO : TRAIN, epoch=0190, iter=00140/00196, fetch data time cost=1.34ms, fps=908 images/s, loss=0.0074, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:15.816528, arrival_time=2021-04-15 06:27:58.980474, cost_time=0:00:39.541344 2021-04-15 06:27:45,982 INFO : TRAIN, epoch=0190, iter=00150/00196, fetch data time cost=1.29ms, fps=908 images/s, loss=0.0074, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.990400, arrival_time=2021-04-15 06:27:58.973018, cost_time=0:00:42.360013 2021-04-15 06:27:48,798 INFO : TRAIN, epoch=0190, iter=00160/00196, fetch data time cost=1.30ms, fps=909 images/s, loss=0.0074, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:10.164492, arrival_time=2021-04-15 06:27:58.962618, cost_time=0:00:45.175528 2021-04-15 06:27:51,608 INFO : TRAIN, epoch=0190, iter=00170/00196, fetch data time cost=1.29ms, fps=911 images/s, loss=0.0074, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:07.338994, arrival_time=2021-04-15 06:27:58.947252, cost_time=0:00:47.985653 2021-04-15 06:27:54,420 INFO : TRAIN, epoch=0190, iter=00180/00196, fetch data time cost=1.36ms, fps=910 images/s, loss=0.0074, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:04.515360, arrival_time=2021-04-15 06:27:58.935698, cost_time=0:00:50.797739 2021-04-15 06:27:57,239 INFO : TRAIN, epoch=0190, iter=00190/00196, fetch data time cost=1.09ms, fps=908 images/s, loss=0.0074, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:01.693158, arrival_time=2021-04-15 06:27:58.932523, cost_time=0:00:53.616694 2021-04-15 06:27:58,751 INFO : TRAIN, epoch=0190, iter=00196/00196, fetch data time cost=1.19ms, fps=900 images/s, loss=0.0074, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:27:58.751361, cost_time=0:00:55.128778 2021-04-15 06:27:59,638 INFO : EVAL, epoch=0190, iter=00010/00040, fetch data time cost=0.18ms, fps=2892 images/s, loss=1.0620, top1-acc=75.00%, top5-acc=92.97%, remaining_time=0:00:02.655420, arrival_time=2021-04-15 06:28:02.293476, cost_time=0:00:00.885136 2021-04-15 06:28:00,416 INFO : EVAL, epoch=0190, iter=00020/00040, fetch data time cost=1.66ms, fps=3288 images/s, loss=1.0525, top1-acc=74.86%, top5-acc=92.91%, remaining_time=0:00:01.664020, arrival_time=2021-04-15 06:28:02.080955, cost_time=0:00:01.664021 2021-04-15 06:28:01,192 INFO : EVAL, epoch=0190, iter=00030/00040, fetch data time cost=1.19ms, fps=3301 images/s, loss=1.0454, top1-acc=74.83%, top5-acc=93.01%, remaining_time=0:00:00.813310, arrival_time=2021-04-15 06:28:02.006146, cost_time=0:00:02.439934 2021-04-15 06:28:01,902 INFO : EVAL, epoch=0190, iter=00040/00040, fetch data time cost=0.06ms, fps=3271 images/s, loss=1.0369, top1-acc=74.68%, top5-acc=92.97%, remaining_time=0:00:00, arrival_time=2021-04-15 06:28:01.902356, cost_time=0:00:03.149457 2021-04-15 06:28:02,374 INFO : Epoch=0190 complete, best val top1-acc=75.02%, top5-acc=93.27% (epoch=177), remaining_time=0:09:48.739840, arrival_time=2021-04-15 06:37:51.114407, cost_time=3:06:26.056962 2021-04-15 06:28:02,375 INFO : Train start, epoch=0191, lr=0.000616 2021-04-15 06:28:05,305 INFO : TRAIN, epoch=0191, iter=00010/00196, fetch data time cost=1.34ms, fps=874 images/s, loss=0.0078, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:54.493722, arrival_time=2021-04-15 06:28:59.799365, cost_time=0:00:02.929772 2021-04-15 06:28:08,122 INFO : TRAIN, epoch=0191, iter=00020/00196, fetch data time cost=1.36ms, fps=909 images/s, loss=0.0078, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:50.568320, arrival_time=2021-04-15 06:28:58.690591, cost_time=0:00:05.746398 2021-04-15 06:28:10,936 INFO : TRAIN, epoch=0191, iter=00030/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.0077, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:47.369760, arrival_time=2021-04-15 06:28:58.306427, cost_time=0:00:08.560801 2021-04-15 06:28:13,747 INFO : TRAIN, epoch=0191, iter=00040/00196, fetch data time cost=1.44ms, fps=911 images/s, loss=0.0076, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:44.350644, arrival_time=2021-04-15 06:28:58.098464, cost_time=0:00:11.371951 2021-04-15 06:28:16,560 INFO : TRAIN, epoch=0191, iter=00050/00196, fetch data time cost=1.56ms, fps=910 images/s, loss=0.0075, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:41.418156, arrival_time=2021-04-15 06:28:57.978318, cost_time=0:00:14.184295 2021-04-15 06:28:19,375 INFO : TRAIN, epoch=0191, iter=00060/00196, fetch data time cost=1.29ms, fps=909 images/s, loss=0.0075, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:38.533288, arrival_time=2021-04-15 06:28:57.909130, cost_time=0:00:16.999974 2021-04-15 06:28:22,192 INFO : TRAIN, epoch=0191, iter=00070/00196, fetch data time cost=1.30ms, fps=909 images/s, loss=0.0075, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:35.670096, arrival_time=2021-04-15 06:28:57.862689, cost_time=0:00:19.816715 2021-04-15 06:28:25,003 INFO : TRAIN, epoch=0191, iter=00080/00196, fetch data time cost=1.35ms, fps=911 images/s, loss=0.0077, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:32.810136, arrival_time=2021-04-15 06:28:57.813686, cost_time=0:00:22.627676 2021-04-15 06:28:27,817 INFO : TRAIN, epoch=0191, iter=00090/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.0077, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.963974, arrival_time=2021-04-15 06:28:57.780932, cost_time=0:00:25.441082 2021-04-15 06:28:30,631 INFO : TRAIN, epoch=0191, iter=00100/00196, fetch data time cost=1.44ms, fps=910 images/s, loss=0.0078, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.125376, arrival_time=2021-04-15 06:28:57.756812, cost_time=0:00:28.255564 2021-04-15 06:28:33,442 INFO : TRAIN, epoch=0191, iter=00110/00196, fetch data time cost=1.32ms, fps=911 images/s, loss=0.0078, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.288206, arrival_time=2021-04-15 06:28:57.730396, cost_time=0:00:31.066318 2021-04-15 06:28:36,258 INFO : TRAIN, epoch=0191, iter=00120/00196, fetch data time cost=1.31ms, fps=909 images/s, loss=0.0078, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:21.458904, arrival_time=2021-04-15 06:28:57.717325, cost_time=0:00:33.882539 2021-04-15 06:28:39,067 INFO : TRAIN, epoch=0191, iter=00130/00196, fetch data time cost=1.35ms, fps=912 images/s, loss=0.0077, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:18.627972, arrival_time=2021-04-15 06:28:57.695272, cost_time=0:00:36.691425 2021-04-15 06:28:41,878 INFO : TRAIN, epoch=0191, iter=00140/00196, fetch data time cost=1.32ms, fps=911 images/s, loss=0.0077, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:15.800960, arrival_time=2021-04-15 06:28:57.679360, cost_time=0:00:39.502468 2021-04-15 06:28:44,696 INFO : TRAIN, epoch=0191, iter=00150/00196, fetch data time cost=1.34ms, fps=908 images/s, loss=0.0076, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.978440, arrival_time=2021-04-15 06:28:57.675273, cost_time=0:00:42.320961 2021-04-15 06:28:47,507 INFO : TRAIN, epoch=0191, iter=00160/00196, fetch data time cost=1.37ms, fps=911 images/s, loss=0.0076, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.154664, arrival_time=2021-04-15 06:28:57.662478, cost_time=0:00:45.131920 2021-04-15 06:28:50,315 INFO : TRAIN, epoch=0191, iter=00170/00196, fetch data time cost=1.75ms, fps=912 images/s, loss=0.0076, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:07.331870, arrival_time=2021-04-15 06:28:57.646908, cost_time=0:00:47.939169 2021-04-15 06:28:53,122 INFO : TRAIN, epoch=0191, iter=00180/00196, fetch data time cost=1.26ms, fps=912 images/s, loss=0.0076, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:04.510832, arrival_time=2021-04-15 06:28:57.633518, cost_time=0:00:50.746818 2021-04-15 06:28:55,928 INFO : TRAIN, epoch=0191, iter=00190/00196, fetch data time cost=1.15ms, fps=912 images/s, loss=0.0076, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:01.691142, arrival_time=2021-04-15 06:28:57.619905, cost_time=0:00:53.552833 2021-04-15 06:28:57,439 INFO : TRAIN, epoch=0191, iter=00196/00196, fetch data time cost=1.07ms, fps=901 images/s, loss=0.0077, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:28:57.439262, cost_time=0:00:55.063396 2021-04-15 06:28:58,323 INFO : EVAL, epoch=0191, iter=00010/00040, fetch data time cost=0.19ms, fps=2902 images/s, loss=1.0981, top1-acc=73.01%, top5-acc=92.46%, remaining_time=0:00:02.646810, arrival_time=2021-04-15 06:29:00.969985, cost_time=0:00:00.882271 2021-04-15 06:28:59,108 INFO : EVAL, epoch=0191, iter=00020/00040, fetch data time cost=1.23ms, fps=3260 images/s, loss=1.0611, top1-acc=74.06%, top5-acc=92.62%, remaining_time=0:00:01.667960, arrival_time=2021-04-15 06:29:00.776796, cost_time=0:00:01.667952 2021-04-15 06:28:59,884 INFO : EVAL, epoch=0191, iter=00030/00040, fetch data time cost=1.41ms, fps=3301 images/s, loss=1.0523, top1-acc=74.27%, top5-acc=93.03%, remaining_time=0:00:00.814620, arrival_time=2021-04-15 06:29:00.699360, cost_time=0:00:02.443862 2021-04-15 06:29:00,593 INFO : EVAL, epoch=0191, iter=00040/00040, fetch data time cost=0.06ms, fps=3277 images/s, loss=1.0550, top1-acc=74.39%, top5-acc=93.10%, remaining_time=0:00:00, arrival_time=2021-04-15 06:29:00.593051, cost_time=0:00:03.152187 2021-04-15 06:29:01,030 INFO : Epoch=0191 complete, best val top1-acc=75.02%, top5-acc=93.27% (epoch=177), remaining_time=0:08:49.855560, arrival_time=2021-04-15 06:37:50.885548, cost_time=3:07:24.712379 2021-04-15 06:29:01,031 INFO : Train start, epoch=0192, lr=0.000499 2021-04-15 06:29:04,028 INFO : TRAIN, epoch=0192, iter=00010/00196, fetch data time cost=1.37ms, fps=854 images/s, loss=0.0075, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:55.752756, arrival_time=2021-04-15 06:29:59.781641, cost_time=0:00:02.997458 2021-04-15 06:29:06,848 INFO : TRAIN, epoch=0192, iter=00020/00196, fetch data time cost=1.46ms, fps=908 images/s, loss=0.0083, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:51.184848, arrival_time=2021-04-15 06:29:58.032814, cost_time=0:00:05.816460 2021-04-15 06:29:09,662 INFO : TRAIN, epoch=0192, iter=00030/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.0078, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:47.757868, arrival_time=2021-04-15 06:29:57.420328, cost_time=0:00:08.630945 2021-04-15 06:29:12,476 INFO : TRAIN, epoch=0192, iter=00040/00196, fetch data time cost=1.42ms, fps=910 images/s, loss=0.0080, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:44.633004, arrival_time=2021-04-15 06:29:57.108914, cost_time=0:00:11.444366 2021-04-15 06:29:15,289 INFO : TRAIN, epoch=0192, iter=00050/00196, fetch data time cost=1.33ms, fps=910 images/s, loss=0.0078, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:41.633506, arrival_time=2021-04-15 06:29:56.923002, cost_time=0:00:14.258071 2021-04-15 06:29:18,101 INFO : TRAIN, epoch=0192, iter=00060/00196, fetch data time cost=1.39ms, fps=911 images/s, loss=0.0079, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:38.691456, arrival_time=2021-04-15 06:29:56.792721, cost_time=0:00:17.069772 2021-04-15 06:29:20,917 INFO : TRAIN, epoch=0192, iter=00070/00196, fetch data time cost=1.35ms, fps=909 images/s, loss=0.0078, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:35.794206, arrival_time=2021-04-15 06:29:56.711350, cost_time=0:00:19.885683 2021-04-15 06:29:23,732 INFO : TRAIN, epoch=0192, iter=00080/00196, fetch data time cost=1.33ms, fps=910 images/s, loss=0.0077, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:32.916044, arrival_time=2021-04-15 06:29:56.648197, cost_time=0:00:22.700729 2021-04-15 06:29:26,543 INFO : TRAIN, epoch=0192, iter=00090/00196, fetch data time cost=1.30ms, fps=911 images/s, loss=0.0077, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:30.047396, arrival_time=2021-04-15 06:29:56.590745, cost_time=0:00:25.511921 2021-04-15 06:29:29,357 INFO : TRAIN, epoch=0192, iter=00100/00196, fetch data time cost=1.28ms, fps=910 images/s, loss=0.0078, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.193056, arrival_time=2021-04-15 06:29:56.550623, cost_time=0:00:28.326142 2021-04-15 06:29:32,173 INFO : TRAIN, epoch=0192, iter=00110/00196, fetch data time cost=1.51ms, fps=909 images/s, loss=0.0078, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.347374, arrival_time=2021-04-15 06:29:56.520860, cost_time=0:00:31.141983 2021-04-15 06:29:34,989 INFO : TRAIN, epoch=0192, iter=00120/00196, fetch data time cost=1.49ms, fps=909 images/s, loss=0.0078, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:21.507012, arrival_time=2021-04-15 06:29:56.496945, cost_time=0:00:33.958497 2021-04-15 06:29:37,797 INFO : TRAIN, epoch=0192, iter=00130/00196, fetch data time cost=1.42ms, fps=912 images/s, loss=0.0078, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:18.665922, arrival_time=2021-04-15 06:29:56.463529, cost_time=0:00:36.766186 2021-04-15 06:29:40,614 INFO : TRAIN, epoch=0192, iter=00140/00196, fetch data time cost=1.28ms, fps=909 images/s, loss=0.0078, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:15.833384, arrival_time=2021-04-15 06:29:56.448256, cost_time=0:00:39.583443 2021-04-15 06:29:43,433 INFO : TRAIN, epoch=0192, iter=00150/00196, fetch data time cost=1.32ms, fps=908 images/s, loss=0.0078, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:13.003234, arrival_time=2021-04-15 06:29:56.436562, cost_time=0:00:42.401908 2021-04-15 06:29:46,248 INFO : TRAIN, epoch=0192, iter=00160/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.0077, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:10.173744, arrival_time=2021-04-15 06:29:56.421847, cost_time=0:00:45.216640 2021-04-15 06:29:49,060 INFO : TRAIN, epoch=0192, iter=00170/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.0078, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.345624, arrival_time=2021-04-15 06:29:56.406104, cost_time=0:00:48.029048 2021-04-15 06:29:51,874 INFO : TRAIN, epoch=0192, iter=00180/00196, fetch data time cost=1.38ms, fps=910 images/s, loss=0.0077, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:04.519360, arrival_time=2021-04-15 06:29:56.393569, cost_time=0:00:50.842792 2021-04-15 06:29:54,689 INFO : TRAIN, epoch=0192, iter=00190/00196, fetch data time cost=1.59ms, fps=909 images/s, loss=0.0077, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.694472, arrival_time=2021-04-15 06:29:56.384331, cost_time=0:00:53.658372 2021-04-15 06:29:56,200 INFO : TRAIN, epoch=0192, iter=00196/00196, fetch data time cost=1.14ms, fps=901 images/s, loss=0.0077, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:29:56.200093, cost_time=0:00:55.168686 2021-04-15 06:29:57,083 INFO : EVAL, epoch=0192, iter=00010/00040, fetch data time cost=1.18ms, fps=2903 images/s, loss=1.0124, top1-acc=75.66%, top5-acc=92.97%, remaining_time=0:00:02.645280, arrival_time=2021-04-15 06:29:59.728695, cost_time=0:00:00.881763 2021-04-15 06:29:57,863 INFO : EVAL, epoch=0192, iter=00020/00040, fetch data time cost=1.18ms, fps=3283 images/s, loss=1.0548, top1-acc=74.22%, top5-acc=93.09%, remaining_time=0:00:01.661960, arrival_time=2021-04-15 06:29:59.525587, cost_time=0:00:01.661957 2021-04-15 06:29:58,638 INFO : EVAL, epoch=0192, iter=00030/00040, fetch data time cost=1.30ms, fps=3304 images/s, loss=1.0380, top1-acc=74.78%, top5-acc=93.22%, remaining_time=0:00:00.812380, arrival_time=2021-04-15 06:29:59.451195, cost_time=0:00:02.437155 2021-04-15 06:29:59,347 INFO : EVAL, epoch=0192, iter=00040/00040, fetch data time cost=0.05ms, fps=3274 images/s, loss=1.0717, top1-acc=75.09%, top5-acc=93.20%, remaining_time=0:00:00, arrival_time=2021-04-15 06:29:59.347817, cost_time=0:00:03.146190 2021-04-15 06:30:00,279 INFO : Epoch=0192 complete, best val top1-acc=75.09%, top5-acc=93.20% (epoch=192), remaining_time=0:07:50.998424, arrival_time=2021-04-15 06:37:51.278127, cost_time=3:08:23.962084 2021-04-15 06:30:00,281 INFO : Train start, epoch=0193, lr=0.000394 2021-04-15 06:30:03,216 INFO : TRAIN, epoch=0193, iter=00010/00196, fetch data time cost=1.30ms, fps=872 images/s, loss=0.0076, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:54.594906, arrival_time=2021-04-15 06:30:57.811243, cost_time=0:00:02.935210 2021-04-15 06:30:06,026 INFO : TRAIN, epoch=0193, iter=00020/00196, fetch data time cost=1.32ms, fps=911 images/s, loss=0.0078, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:50.561632, arrival_time=2021-04-15 06:30:56.588398, cost_time=0:00:05.745646 2021-04-15 06:30:08,838 INFO : TRAIN, epoch=0193, iter=00030/00196, fetch data time cost=1.32ms, fps=911 images/s, loss=0.0078, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:47.348678, arrival_time=2021-04-15 06:30:56.186788, cost_time=0:00:08.556976 2021-04-15 06:30:11,651 INFO : TRAIN, epoch=0193, iter=00040/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.0077, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:44.343000, arrival_time=2021-04-15 06:30:55.994121, cost_time=0:00:11.369992 2021-04-15 06:30:14,460 INFO : TRAIN, epoch=0193, iter=00050/00196, fetch data time cost=1.32ms, fps=911 images/s, loss=0.0074, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:41.404724, arrival_time=2021-04-15 06:30:55.865519, cost_time=0:00:14.179675 2021-04-15 06:30:17,275 INFO : TRAIN, epoch=0193, iter=00060/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.0076, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:38.520640, arrival_time=2021-04-15 06:30:55.796164, cost_time=0:00:16.994397 2021-04-15 06:30:20,087 INFO : TRAIN, epoch=0193, iter=00070/00196, fetch data time cost=1.27ms, fps=910 images/s, loss=0.0076, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:35.652330, arrival_time=2021-04-15 06:30:55.740282, cost_time=0:00:19.806830 2021-04-15 06:30:22,897 INFO : TRAIN, epoch=0193, iter=00080/00196, fetch data time cost=1.27ms, fps=911 images/s, loss=0.0076, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:32.793548, arrival_time=2021-04-15 06:30:55.690888, cost_time=0:00:22.616220 2021-04-15 06:30:25,713 INFO : TRAIN, epoch=0193, iter=00090/00196, fetch data time cost=1.28ms, fps=909 images/s, loss=0.0076, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:29.953374, arrival_time=2021-04-15 06:30:55.666650, cost_time=0:00:25.432151 2021-04-15 06:30:28,531 INFO : TRAIN, epoch=0193, iter=00100/00196, fetch data time cost=1.39ms, fps=908 images/s, loss=0.0076, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:27.120672, arrival_time=2021-04-15 06:30:55.652479, cost_time=0:00:28.250680 2021-04-15 06:30:31,349 INFO : TRAIN, epoch=0193, iter=00110/00196, fetch data time cost=1.63ms, fps=909 images/s, loss=0.0076, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:24.289410, arrival_time=2021-04-15 06:30:55.638439, cost_time=0:00:31.067897 2021-04-15 06:30:34,166 INFO : TRAIN, epoch=0193, iter=00120/00196, fetch data time cost=1.30ms, fps=909 images/s, loss=0.0075, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:21.460500, arrival_time=2021-04-15 06:30:55.626615, cost_time=0:00:33.884989 2021-04-15 06:30:36,982 INFO : TRAIN, epoch=0193, iter=00130/00196, fetch data time cost=1.27ms, fps=909 images/s, loss=0.0075, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:18.633120, arrival_time=2021-04-15 06:30:55.615850, cost_time=0:00:36.701604 2021-04-15 06:30:39,796 INFO : TRAIN, epoch=0193, iter=00140/00196, fetch data time cost=1.27ms, fps=910 images/s, loss=0.0075, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:15.806056, arrival_time=2021-04-15 06:30:55.602295, cost_time=0:00:39.515116 2021-04-15 06:30:42,605 INFO : TRAIN, epoch=0193, iter=00150/00196, fetch data time cost=1.66ms, fps=911 images/s, loss=0.0074, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:12.979452, arrival_time=2021-04-15 06:30:55.584870, cost_time=0:00:42.324233 2021-04-15 06:30:45,416 INFO : TRAIN, epoch=0193, iter=00160/00196, fetch data time cost=1.41ms, fps=911 images/s, loss=0.0074, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:10.155420, arrival_time=2021-04-15 06:30:55.571716, cost_time=0:00:45.135163 2021-04-15 06:30:48,238 INFO : TRAIN, epoch=0193, iter=00170/00196, fetch data time cost=1.59ms, fps=907 images/s, loss=0.0074, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:07.334678, arrival_time=2021-04-15 06:30:55.573366, cost_time=0:00:47.957548 2021-04-15 06:30:51,055 INFO : TRAIN, epoch=0193, iter=00180/00196, fetch data time cost=1.52ms, fps=909 images/s, loss=0.0075, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:04.513280, arrival_time=2021-04-15 06:30:55.568763, cost_time=0:00:50.774324 2021-04-15 06:30:53,873 INFO : TRAIN, epoch=0193, iter=00190/00196, fetch data time cost=1.11ms, fps=908 images/s, loss=0.0075, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:01.692402, arrival_time=2021-04-15 06:30:55.566207, cost_time=0:00:53.592679 2021-04-15 06:30:55,383 INFO : TRAIN, epoch=0193, iter=00196/00196, fetch data time cost=1.13ms, fps=901 images/s, loss=0.0077, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:30:55.383675, cost_time=0:00:55.102570 2021-04-15 06:30:56,268 INFO : EVAL, epoch=0193, iter=00010/00040, fetch data time cost=0.19ms, fps=2899 images/s, loss=1.0811, top1-acc=74.34%, top5-acc=92.89%, remaining_time=0:00:02.648880, arrival_time=2021-04-15 06:30:58.917075, cost_time=0:00:00.882965 2021-04-15 06:30:57,042 INFO : EVAL, epoch=0193, iter=00020/00040, fetch data time cost=1.38ms, fps=3307 images/s, loss=1.0536, top1-acc=74.32%, top5-acc=93.12%, remaining_time=0:00:01.657380, arrival_time=2021-04-15 06:30:58.699975, cost_time=0:00:01.657375 2021-04-15 06:30:57,816 INFO : EVAL, epoch=0193, iter=00030/00040, fetch data time cost=1.26ms, fps=3308 images/s, loss=1.0540, top1-acc=74.11%, top5-acc=92.94%, remaining_time=0:00:00.810540, arrival_time=2021-04-15 06:30:58.627384, cost_time=0:00:02.431622 2021-04-15 06:30:58,525 INFO : EVAL, epoch=0193, iter=00040/00040, fetch data time cost=0.05ms, fps=3274 images/s, loss=1.0249, top1-acc=74.52%, top5-acc=93.04%, remaining_time=0:00:00, arrival_time=2021-04-15 06:30:58.525762, cost_time=0:00:03.140557 2021-04-15 06:30:58,941 INFO : Epoch=0193 complete, best val top1-acc=75.09%, top5-acc=93.20% (epoch=192), remaining_time=0:06:52.115900, arrival_time=2021-04-15 06:37:51.057589, cost_time=3:09:22.624090 2021-04-15 06:30:58,942 INFO : Train start, epoch=0194, lr=0.000302 2021-04-15 06:31:01,909 INFO : TRAIN, epoch=0194, iter=00010/00196, fetch data time cost=1.30ms, fps=863 images/s, loss=0.0073, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:55.181364, arrival_time=2021-04-15 06:31:57.091052, cost_time=0:00:02.966739 2021-04-15 06:31:04,718 INFO : TRAIN, epoch=0194, iter=00020/00196, fetch data time cost=1.38ms, fps=912 images/s, loss=0.0074, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:50.824928, arrival_time=2021-04-15 06:31:55.543430, cost_time=0:00:05.775552 2021-04-15 06:31:07,526 INFO : TRAIN, epoch=0194, iter=00030/00196, fetch data time cost=1.34ms, fps=912 images/s, loss=0.0074, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:47.497912, arrival_time=2021-04-15 06:31:55.024811, cost_time=0:00:08.583947 2021-04-15 06:31:10,333 INFO : TRAIN, epoch=0194, iter=00040/00196, fetch data time cost=1.44ms, fps=912 images/s, loss=0.0075, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:44.421468, arrival_time=2021-04-15 06:31:54.754581, cost_time=0:00:11.390116 2021-04-15 06:31:13,137 INFO : TRAIN, epoch=0194, iter=00050/00196, fetch data time cost=1.39ms, fps=913 images/s, loss=0.0074, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:41.448816, arrival_time=2021-04-15 06:31:54.586547, cost_time=0:00:14.194788 2021-04-15 06:31:15,950 INFO : TRAIN, epoch=0194, iter=00060/00196, fetch data time cost=1.36ms, fps=910 images/s, loss=0.0073, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:38.550968, arrival_time=2021-04-15 06:31:54.501700, cost_time=0:00:17.007782 2021-04-15 06:31:18,762 INFO : TRAIN, epoch=0194, iter=00070/00196, fetch data time cost=1.29ms, fps=911 images/s, loss=0.0073, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:35.674632, arrival_time=2021-04-15 06:31:54.436794, cost_time=0:00:19.819220 2021-04-15 06:31:21,572 INFO : TRAIN, epoch=0194, iter=00080/00196, fetch data time cost=1.44ms, fps=911 images/s, loss=0.0073, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:32.812920, arrival_time=2021-04-15 06:31:54.385449, cost_time=0:00:22.629573 2021-04-15 06:31:24,383 INFO : TRAIN, epoch=0194, iter=00090/00196, fetch data time cost=1.30ms, fps=911 images/s, loss=0.0075, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.963550, arrival_time=2021-04-15 06:31:54.347245, cost_time=0:00:25.440747 2021-04-15 06:31:27,203 INFO : TRAIN, epoch=0194, iter=00100/00196, fetch data time cost=1.48ms, fps=908 images/s, loss=0.0075, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:27.129792, arrival_time=2021-04-15 06:31:54.332940, cost_time=0:00:28.260195 2021-04-15 06:31:30,014 INFO : TRAIN, epoch=0194, iter=00110/00196, fetch data time cost=1.41ms, fps=911 images/s, loss=0.0075, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:24.292162, arrival_time=2021-04-15 06:31:54.306499, cost_time=0:00:31.071387 2021-04-15 06:31:32,832 INFO : TRAIN, epoch=0194, iter=00120/00196, fetch data time cost=1.53ms, fps=909 images/s, loss=0.0075, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:21.463084, arrival_time=2021-04-15 06:31:54.295198, cost_time=0:00:33.889106 2021-04-15 06:31:35,642 INFO : TRAIN, epoch=0194, iter=00130/00196, fetch data time cost=1.35ms, fps=911 images/s, loss=0.0075, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:18.632262, arrival_time=2021-04-15 06:31:54.275153, cost_time=0:00:36.699941 2021-04-15 06:31:38,456 INFO : TRAIN, epoch=0194, iter=00140/00196, fetch data time cost=1.50ms, fps=910 images/s, loss=0.0075, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:15.805384, arrival_time=2021-04-15 06:31:54.261876, cost_time=0:00:39.513515 2021-04-15 06:31:41,266 INFO : TRAIN, epoch=0194, iter=00150/00196, fetch data time cost=1.33ms, fps=911 images/s, loss=0.0075, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.979314, arrival_time=2021-04-15 06:31:54.246105, cost_time=0:00:42.323842 2021-04-15 06:31:44,079 INFO : TRAIN, epoch=0194, iter=00160/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.0075, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:10.155672, arrival_time=2021-04-15 06:31:54.234888, cost_time=0:00:45.136255 2021-04-15 06:31:46,889 INFO : TRAIN, epoch=0194, iter=00170/00196, fetch data time cost=1.54ms, fps=911 images/s, loss=0.0075, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.332962, arrival_time=2021-04-15 06:31:54.222170, cost_time=0:00:47.946257 2021-04-15 06:31:49,707 INFO : TRAIN, epoch=0194, iter=00180/00196, fetch data time cost=1.29ms, fps=908 images/s, loss=0.0075, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:04.512400, arrival_time=2021-04-15 06:31:54.219930, cost_time=0:00:50.764584 2021-04-15 06:31:52,519 INFO : TRAIN, epoch=0194, iter=00190/00196, fetch data time cost=1.12ms, fps=910 images/s, loss=0.0074, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.691898, arrival_time=2021-04-15 06:31:54.211531, cost_time=0:00:53.576692 2021-04-15 06:31:54,031 INFO : TRAIN, epoch=0194, iter=00196/00196, fetch data time cost=1.08ms, fps=900 images/s, loss=0.0074, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:31:54.031097, cost_time=0:00:55.088162 2021-04-15 06:31:54,916 INFO : EVAL, epoch=0194, iter=00010/00040, fetch data time cost=0.19ms, fps=2895 images/s, loss=0.9955, top1-acc=75.16%, top5-acc=93.48%, remaining_time=0:00:02.652930, arrival_time=2021-04-15 06:31:57.569845, cost_time=0:00:00.884306 2021-04-15 06:31:55,691 INFO : EVAL, epoch=0194, iter=00020/00040, fetch data time cost=1.27ms, fps=3305 images/s, loss=1.0475, top1-acc=74.45%, top5-acc=92.95%, remaining_time=0:00:01.659100, arrival_time=2021-04-15 06:31:57.350815, cost_time=0:00:01.659103 2021-04-15 06:31:56,466 INFO : EVAL, epoch=0194, iter=00030/00040, fetch data time cost=1.29ms, fps=3307 images/s, loss=1.0243, top1-acc=74.99%, top5-acc=93.12%, remaining_time=0:00:00.811180, arrival_time=2021-04-15 06:31:57.277328, cost_time=0:00:02.433535 2021-04-15 06:31:57,174 INFO : EVAL, epoch=0194, iter=00040/00040, fetch data time cost=0.05ms, fps=3278 images/s, loss=1.0382, top1-acc=74.86%, top5-acc=92.99%, remaining_time=0:00:00, arrival_time=2021-04-15 06:31:57.174199, cost_time=0:00:03.141602 2021-04-15 06:31:57,701 INFO : Epoch=0194 complete, best val top1-acc=75.09%, top5-acc=93.20% (epoch=192), remaining_time=0:05:53.238678, arrival_time=2021-04-15 06:37:50.940264, cost_time=3:10:21.383990 2021-04-15 06:31:57,702 INFO : Train start, epoch=0195, lr=0.000222 2021-04-15 06:32:00,670 INFO : TRAIN, epoch=0195, iter=00010/00196, fetch data time cost=1.32ms, fps=863 images/s, loss=0.0070, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:55.195314, arrival_time=2021-04-15 06:32:55.865641, cost_time=0:00:02.967490 2021-04-15 06:32:03,487 INFO : TRAIN, epoch=0195, iter=00020/00196, fetch data time cost=1.31ms, fps=909 images/s, loss=0.0070, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:50.902896, arrival_time=2021-04-15 06:32:54.390153, cost_time=0:00:05.784420 2021-04-15 06:32:06,297 INFO : TRAIN, epoch=0195, iter=00030/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.0071, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:47.557506, arrival_time=2021-04-15 06:32:53.855068, cost_time=0:00:08.594728 2021-04-15 06:32:09,107 INFO : TRAIN, epoch=0195, iter=00040/00196, fetch data time cost=1.32ms, fps=911 images/s, loss=0.0071, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:44.479344, arrival_time=2021-04-15 06:32:53.587138, cost_time=0:00:11.404953 2021-04-15 06:32:11,914 INFO : TRAIN, epoch=0195, iter=00050/00196, fetch data time cost=1.34ms, fps=912 images/s, loss=0.0073, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:41.498164, arrival_time=2021-04-15 06:32:53.412706, cost_time=0:00:14.211703 2021-04-15 06:32:14,726 INFO : TRAIN, epoch=0195, iter=00060/00196, fetch data time cost=1.29ms, fps=911 images/s, loss=0.0073, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:38.586600, arrival_time=2021-04-15 06:32:53.312942, cost_time=0:00:17.023503 2021-04-15 06:32:17,540 INFO : TRAIN, epoch=0195, iter=00070/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.0073, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:35.707392, arrival_time=2021-04-15 06:32:53.247668, cost_time=0:00:19.837438 2021-04-15 06:32:20,350 INFO : TRAIN, epoch=0195, iter=00080/00196, fetch data time cost=1.27ms, fps=911 images/s, loss=0.0074, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:32.839716, arrival_time=2021-04-15 06:32:53.190610, cost_time=0:00:22.648053 2021-04-15 06:32:23,168 INFO : TRAIN, epoch=0195, iter=00090/00196, fetch data time cost=1.25ms, fps=909 images/s, loss=0.0073, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.992806, arrival_time=2021-04-15 06:32:53.161321, cost_time=0:00:25.465602 2021-04-15 06:32:25,981 INFO : TRAIN, epoch=0195, iter=00100/00196, fetch data time cost=1.80ms, fps=910 images/s, loss=0.0072, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.147456, arrival_time=2021-04-15 06:32:53.128881, cost_time=0:00:28.278598 2021-04-15 06:32:28,790 INFO : TRAIN, epoch=0195, iter=00110/00196, fetch data time cost=1.29ms, fps=912 images/s, loss=0.0073, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.304460, arrival_time=2021-04-15 06:32:53.094469, cost_time=0:00:31.087147 2021-04-15 06:32:31,601 INFO : TRAIN, epoch=0195, iter=00120/00196, fetch data time cost=1.28ms, fps=911 images/s, loss=0.0073, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.469392, arrival_time=2021-04-15 06:32:53.071242, cost_time=0:00:33.899005 2021-04-15 06:32:34,411 INFO : TRAIN, epoch=0195, iter=00130/00196, fetch data time cost=1.28ms, fps=911 images/s, loss=0.0073, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.636750, arrival_time=2021-04-15 06:32:53.048370, cost_time=0:00:36.708781 2021-04-15 06:32:37,224 INFO : TRAIN, epoch=0195, iter=00140/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.0075, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:15.808800, arrival_time=2021-04-15 06:32:53.033629, cost_time=0:00:39.521988 2021-04-15 06:32:40,041 INFO : TRAIN, epoch=0195, iter=00150/00196, fetch data time cost=1.50ms, fps=909 images/s, loss=0.0076, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.983822, arrival_time=2021-04-15 06:32:53.025280, cost_time=0:00:42.338617 2021-04-15 06:32:42,852 INFO : TRAIN, epoch=0195, iter=00160/00196, fetch data time cost=1.38ms, fps=911 images/s, loss=0.0075, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.158696, arrival_time=2021-04-15 06:32:53.011264, cost_time=0:00:45.149723 2021-04-15 06:32:45,664 INFO : TRAIN, epoch=0195, iter=00170/00196, fetch data time cost=1.99ms, fps=911 images/s, loss=0.0074, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:07.335276, arrival_time=2021-04-15 06:32:52.999594, cost_time=0:00:47.961480 2021-04-15 06:32:48,476 INFO : TRAIN, epoch=0195, iter=00180/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.0075, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:04.513184, arrival_time=2021-04-15 06:32:52.989318, cost_time=0:00:50.773296 2021-04-15 06:32:51,287 INFO : TRAIN, epoch=0195, iter=00190/00196, fetch data time cost=1.10ms, fps=911 images/s, loss=0.0075, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:01.692162, arrival_time=2021-04-15 06:32:52.980041, cost_time=0:00:53.585051 2021-04-15 06:32:52,802 INFO : TRAIN, epoch=0195, iter=00196/00196, fetch data time cost=1.28ms, fps=898 images/s, loss=0.0076, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:32:52.802692, cost_time=0:00:55.099871 2021-04-15 06:32:53,687 INFO : EVAL, epoch=0195, iter=00010/00040, fetch data time cost=1.33ms, fps=2899 images/s, loss=1.0675, top1-acc=74.80%, top5-acc=92.62%, remaining_time=0:00:02.648940, arrival_time=2021-04-15 06:32:56.336153, cost_time=0:00:00.882980 2021-04-15 06:32:54,462 INFO : EVAL, epoch=0195, iter=00020/00040, fetch data time cost=1.24ms, fps=3306 images/s, loss=1.0379, top1-acc=75.00%, top5-acc=93.09%, remaining_time=0:00:01.657740, arrival_time=2021-04-15 06:32:56.119710, cost_time=0:00:01.657742 2021-04-15 06:32:55,237 INFO : EVAL, epoch=0195, iter=00030/00040, fetch data time cost=1.32ms, fps=3304 images/s, loss=1.0332, top1-acc=75.09%, top5-acc=92.94%, remaining_time=0:00:00.810970, arrival_time=2021-04-15 06:32:56.048112, cost_time=0:00:02.432908 2021-04-15 06:32:55,946 INFO : EVAL, epoch=0195, iter=00040/00040, fetch data time cost=0.05ms, fps=3274 images/s, loss=1.0538, top1-acc=74.81%, top5-acc=92.94%, remaining_time=0:00:00, arrival_time=2021-04-15 06:32:55.946080, cost_time=0:00:03.141869 2021-04-15 06:32:56,371 INFO : Epoch=0195 complete, best val top1-acc=75.09%, top5-acc=93.20% (epoch=192), remaining_time=0:04:54.360355, arrival_time=2021-04-15 06:37:50.731839, cost_time=3:11:20.053885 2021-04-15 06:32:56,372 INFO : Train start, epoch=0196, lr=0.000154 2021-04-15 06:32:59,335 INFO : TRAIN, epoch=0196, iter=00010/00196, fetch data time cost=1.32ms, fps=864 images/s, loss=0.0071, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:55.111614, arrival_time=2021-04-15 06:33:54.447362, cost_time=0:00:02.962990 2021-04-15 06:33:02,142 INFO : TRAIN, epoch=0196, iter=00020/00196, fetch data time cost=1.32ms, fps=912 images/s, loss=0.0069, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:50.776176, arrival_time=2021-04-15 06:33:52.918962, cost_time=0:00:05.770023 2021-04-15 06:33:04,954 INFO : TRAIN, epoch=0196, iter=00030/00196, fetch data time cost=1.28ms, fps=911 images/s, loss=0.0070, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:47.486956, arrival_time=2021-04-15 06:33:52.441709, cost_time=0:00:08.581990 2021-04-15 06:33:07,775 INFO : TRAIN, epoch=0196, iter=00040/00196, fetch data time cost=1.28ms, fps=908 images/s, loss=0.0070, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:44.471856, arrival_time=2021-04-15 06:33:52.247635, cost_time=0:00:11.403021 2021-04-15 06:33:10,593 INFO : TRAIN, epoch=0196, iter=00050/00196, fetch data time cost=1.33ms, fps=909 images/s, loss=0.0070, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:41.523276, arrival_time=2021-04-15 06:33:52.116467, cost_time=0:00:14.220284 2021-04-15 06:33:13,408 INFO : TRAIN, epoch=0196, iter=00060/00196, fetch data time cost=1.36ms, fps=910 images/s, loss=0.0071, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:38.613256, arrival_time=2021-04-15 06:33:52.021260, cost_time=0:00:17.035243 2021-04-15 06:33:16,225 INFO : TRAIN, epoch=0196, iter=00070/00196, fetch data time cost=1.30ms, fps=909 images/s, loss=0.0072, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:35.734734, arrival_time=2021-04-15 06:33:51.960120, cost_time=0:00:19.852608 2021-04-15 06:33:19,028 INFO : TRAIN, epoch=0196, iter=00080/00196, fetch data time cost=1.31ms, fps=913 images/s, loss=0.0074, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:32.850620, arrival_time=2021-04-15 06:33:51.879014, cost_time=0:00:22.655635 2021-04-15 06:33:21,834 INFO : TRAIN, epoch=0196, iter=00090/00196, fetch data time cost=1.27ms, fps=912 images/s, loss=0.0074, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.988142, arrival_time=2021-04-15 06:33:51.822582, cost_time=0:00:25.461664 2021-04-15 06:33:24,642 INFO : TRAIN, epoch=0196, iter=00100/00196, fetch data time cost=1.26ms, fps=912 images/s, loss=0.0074, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.139296, arrival_time=2021-04-15 06:33:51.782168, cost_time=0:00:28.270114 2021-04-15 06:33:27,448 INFO : TRAIN, epoch=0196, iter=00110/00196, fetch data time cost=1.38ms, fps=913 images/s, loss=0.0074, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.295430, arrival_time=2021-04-15 06:33:51.743740, cost_time=0:00:31.075557 2021-04-15 06:33:30,261 INFO : TRAIN, epoch=0196, iter=00120/00196, fetch data time cost=1.34ms, fps=910 images/s, loss=0.0075, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:21.462856, arrival_time=2021-04-15 06:33:51.724348, cost_time=0:00:33.888734 2021-04-15 06:33:33,072 INFO : TRAIN, epoch=0196, iter=00130/00196, fetch data time cost=1.39ms, fps=911 images/s, loss=0.0075, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.632328, arrival_time=2021-04-15 06:33:51.705163, cost_time=0:00:36.700073 2021-04-15 06:33:35,888 INFO : TRAIN, epoch=0196, iter=00140/00196, fetch data time cost=1.29ms, fps=909 images/s, loss=0.0075, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:15.806336, arrival_time=2021-04-15 06:33:51.694903, cost_time=0:00:39.515795 2021-04-15 06:33:38,705 INFO : TRAIN, epoch=0196, iter=00150/00196, fetch data time cost=1.39ms, fps=909 images/s, loss=0.0075, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.981890, arrival_time=2021-04-15 06:33:51.686881, cost_time=0:00:42.332227 2021-04-15 06:33:41,513 INFO : TRAIN, epoch=0196, iter=00160/00196, fetch data time cost=1.31ms, fps=912 images/s, loss=0.0075, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.156752, arrival_time=2021-04-15 06:33:51.670649, cost_time=0:00:45.141133 2021-04-15 06:33:44,328 INFO : TRAIN, epoch=0196, iter=00170/00196, fetch data time cost=1.36ms, fps=910 images/s, loss=0.0075, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:07.334392, arrival_time=2021-04-15 06:33:51.662827, cost_time=0:00:47.955674 2021-04-15 06:33:47,142 INFO : TRAIN, epoch=0196, iter=00180/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.0075, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:04.512848, arrival_time=2021-04-15 06:33:51.655170, cost_time=0:00:50.769563 2021-04-15 06:33:49,951 INFO : TRAIN, epoch=0196, iter=00190/00196, fetch data time cost=1.13ms, fps=911 images/s, loss=0.0074, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:01.691964, arrival_time=2021-04-15 06:33:51.643753, cost_time=0:00:53.578849 2021-04-15 06:33:51,463 INFO : TRAIN, epoch=0196, iter=00196/00196, fetch data time cost=1.12ms, fps=900 images/s, loss=0.0075, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:33:51.463739, cost_time=0:00:55.090995 2021-04-15 06:33:52,372 INFO : EVAL, epoch=0196, iter=00010/00040, fetch data time cost=0.19ms, fps=2822 images/s, loss=1.0073, top1-acc=75.74%, top5-acc=93.63%, remaining_time=0:00:02.721720, arrival_time=2021-04-15 06:33:55.094277, cost_time=0:00:00.907236 2021-04-15 06:33:53,147 INFO : EVAL, epoch=0196, iter=00020/00040, fetch data time cost=1.24ms, fps=3305 images/s, loss=1.0409, top1-acc=74.88%, top5-acc=93.16%, remaining_time=0:00:01.682280, arrival_time=2021-04-15 06:33:54.829860, cost_time=0:00:01.682273 2021-04-15 06:33:53,921 INFO : EVAL, epoch=0196, iter=00030/00040, fetch data time cost=1.28ms, fps=3309 images/s, loss=1.0270, top1-acc=75.17%, top5-acc=93.06%, remaining_time=0:00:00.818770, arrival_time=2021-04-15 06:33:54.740365, cost_time=0:00:02.456296 2021-04-15 06:33:54,629 INFO : EVAL, epoch=0196, iter=00040/00040, fetch data time cost=0.05ms, fps=3277 images/s, loss=1.0165, top1-acc=74.82%, top5-acc=93.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:33:54.629872, cost_time=0:00:03.164585 2021-04-15 06:33:55,099 INFO : Epoch=0196 complete, best val top1-acc=75.09%, top5-acc=93.20% (epoch=192), remaining_time=0:03:55.485336, arrival_time=2021-04-15 06:37:50.584451, cost_time=3:12:18.781502 2021-04-15 06:33:55,100 INFO : Train start, epoch=0197, lr=0.000099 2021-04-15 06:33:58,067 INFO : TRAIN, epoch=0197, iter=00010/00196, fetch data time cost=1.27ms, fps=863 images/s, loss=0.0071, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:55.190292, arrival_time=2021-04-15 06:34:53.258045, cost_time=0:00:02.967219 2021-04-15 06:34:00,886 INFO : TRAIN, epoch=0197, iter=00020/00196, fetch data time cost=1.30ms, fps=908 images/s, loss=0.0079, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:50.917504, arrival_time=2021-04-15 06:34:51.804133, cost_time=0:00:05.786088 2021-04-15 06:34:03,695 INFO : TRAIN, epoch=0197, iter=00030/00196, fetch data time cost=1.28ms, fps=911 images/s, loss=0.0076, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:47.561158, arrival_time=2021-04-15 06:34:51.257080, cost_time=0:00:08.595390 2021-04-15 06:34:06,508 INFO : TRAIN, epoch=0197, iter=00040/00196, fetch data time cost=1.29ms, fps=910 images/s, loss=0.0076, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:44.491200, arrival_time=2021-04-15 06:34:50.999735, cost_time=0:00:11.407994 2021-04-15 06:34:09,318 INFO : TRAIN, epoch=0197, iter=00050/00196, fetch data time cost=1.26ms, fps=911 images/s, loss=0.0077, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:41.514954, arrival_time=2021-04-15 06:34:50.832945, cost_time=0:00:14.217458 2021-04-15 06:34:12,129 INFO : TRAIN, epoch=0197, iter=00060/00196, fetch data time cost=1.29ms, fps=911 images/s, loss=0.0078, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:38.597752, arrival_time=2021-04-15 06:34:50.726724, cost_time=0:00:17.028443 2021-04-15 06:34:14,940 INFO : TRAIN, epoch=0197, iter=00070/00196, fetch data time cost=1.36ms, fps=911 images/s, loss=0.0077, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:35.710920, arrival_time=2021-04-15 06:34:50.650887, cost_time=0:00:19.839433 2021-04-15 06:34:17,749 INFO : TRAIN, epoch=0197, iter=00080/00196, fetch data time cost=1.30ms, fps=911 images/s, loss=0.0076, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:32.841224, arrival_time=2021-04-15 06:34:50.590894, cost_time=0:00:22.649135 2021-04-15 06:34:20,561 INFO : TRAIN, epoch=0197, iter=00090/00196, fetch data time cost=1.39ms, fps=910 images/s, loss=0.0076, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:29.987718, arrival_time=2021-04-15 06:34:50.549504, cost_time=0:00:25.461257 2021-04-15 06:34:23,375 INFO : TRAIN, epoch=0197, iter=00100/00196, fetch data time cost=1.28ms, fps=910 images/s, loss=0.0075, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:27.143808, arrival_time=2021-04-15 06:34:50.519171, cost_time=0:00:28.274830 2021-04-15 06:34:26,189 INFO : TRAIN, epoch=0197, iter=00110/00196, fetch data time cost=1.41ms, fps=910 images/s, loss=0.0075, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:24.306094, arrival_time=2021-04-15 06:34:50.495843, cost_time=0:00:31.089221 2021-04-15 06:34:29,006 INFO : TRAIN, epoch=0197, iter=00120/00196, fetch data time cost=1.27ms, fps=909 images/s, loss=0.0076, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:21.473952, arrival_time=2021-04-15 06:34:50.480768, cost_time=0:00:33.906284 2021-04-15 06:34:31,819 INFO : TRAIN, epoch=0197, iter=00130/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.0076, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:18.641766, arrival_time=2021-04-15 06:34:50.461032, cost_time=0:00:36.718673 2021-04-15 06:34:34,635 INFO : TRAIN, epoch=0197, iter=00140/00196, fetch data time cost=1.27ms, fps=909 images/s, loss=0.0076, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:15.813840, arrival_time=2021-04-15 06:34:50.448987, cost_time=0:00:39.534575 2021-04-15 06:34:37,448 INFO : TRAIN, epoch=0197, iter=00150/00196, fetch data time cost=1.27ms, fps=910 images/s, loss=0.0076, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.986536, arrival_time=2021-04-15 06:34:50.434516, cost_time=0:00:42.347447 2021-04-15 06:34:40,263 INFO : TRAIN, epoch=0197, iter=00160/00196, fetch data time cost=1.59ms, fps=909 images/s, loss=0.0076, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:10.161648, arrival_time=2021-04-15 06:34:50.425007, cost_time=0:00:45.162814 2021-04-15 06:34:43,077 INFO : TRAIN, epoch=0197, iter=00170/00196, fetch data time cost=1.38ms, fps=910 images/s, loss=0.0076, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.337694, arrival_time=2021-04-15 06:34:50.415513, cost_time=0:00:47.977287 2021-04-15 06:34:45,895 INFO : TRAIN, epoch=0197, iter=00180/00196, fetch data time cost=1.30ms, fps=909 images/s, loss=0.0076, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:04.515152, arrival_time=2021-04-15 06:34:50.411079, cost_time=0:00:50.795399 2021-04-15 06:34:48,710 INFO : TRAIN, epoch=0197, iter=00190/00196, fetch data time cost=1.10ms, fps=910 images/s, loss=0.0076, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.692936, arrival_time=2021-04-15 06:34:50.403051, cost_time=0:00:53.609589 2021-04-15 06:34:50,225 INFO : TRAIN, epoch=0197, iter=00196/00196, fetch data time cost=1.11ms, fps=897 images/s, loss=0.0077, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:34:50.225859, cost_time=0:00:55.125337 2021-04-15 06:34:51,135 INFO : EVAL, epoch=0197, iter=00010/00040, fetch data time cost=0.18ms, fps=2819 images/s, loss=1.0575, top1-acc=75.27%, top5-acc=92.50%, remaining_time=0:00:02.723880, arrival_time=2021-04-15 06:34:53.859318, cost_time=0:00:00.907960 2021-04-15 06:34:51,911 INFO : EVAL, epoch=0197, iter=00020/00040, fetch data time cost=1.32ms, fps=3299 images/s, loss=1.0542, top1-acc=75.27%, top5-acc=92.56%, remaining_time=0:00:01.684180, arrival_time=2021-04-15 06:34:53.595837, cost_time=0:00:01.684179 2021-04-15 06:34:52,687 INFO : EVAL, epoch=0197, iter=00030/00040, fetch data time cost=1.40ms, fps=3301 images/s, loss=1.0454, top1-acc=75.09%, top5-acc=92.92%, remaining_time=0:00:00.819980, arrival_time=2021-04-15 06:34:53.507389, cost_time=0:00:02.459933 2021-04-15 06:34:53,397 INFO : EVAL, epoch=0197, iter=00040/00040, fetch data time cost=0.05ms, fps=3269 images/s, loss=1.0399, top1-acc=75.22%, top5-acc=92.93%, remaining_time=0:00:00, arrival_time=2021-04-15 06:34:53.397521, cost_time=0:00:03.170063 2021-04-15 06:34:54,312 INFO : Epoch=0197 complete, best val top1-acc=75.22%, top5-acc=92.93% (epoch=197), remaining_time=0:02:56.619204, arrival_time=2021-04-15 06:37:50.931201, cost_time=3:13:17.994371 2021-04-15 06:34:54,313 INFO : Train start, epoch=0198, lr=0.000056 2021-04-15 06:34:57,281 INFO : TRAIN, epoch=0198, iter=00010/00196, fetch data time cost=1.29ms, fps=863 images/s, loss=0.0069, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:55.205358, arrival_time=2021-04-15 06:35:52.486702, cost_time=0:00:02.968034 2021-04-15 06:35:00,092 INFO : TRAIN, epoch=0198, iter=00020/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.0072, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:50.854496, arrival_time=2021-04-15 06:35:50.946735, cost_time=0:00:05.778920 2021-04-15 06:35:02,906 INFO : TRAIN, epoch=0198, iter=00030/00196, fetch data time cost=1.37ms, fps=910 images/s, loss=0.0075, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:47.550534, arrival_time=2021-04-15 06:35:50.457331, cost_time=0:00:08.593478 2021-04-15 06:35:05,716 INFO : TRAIN, epoch=0198, iter=00040/00196, fetch data time cost=1.29ms, fps=911 images/s, loss=0.0073, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:44.473416, arrival_time=2021-04-15 06:35:50.190181, cost_time=0:00:11.403451 2021-04-15 06:35:08,524 INFO : TRAIN, epoch=0198, iter=00050/00196, fetch data time cost=1.37ms, fps=912 images/s, loss=0.0076, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:41.497434, arrival_time=2021-04-15 06:35:50.022199, cost_time=0:00:14.211449 2021-04-15 06:35:11,337 INFO : TRAIN, epoch=0198, iter=00060/00196, fetch data time cost=1.40ms, fps=910 images/s, loss=0.0075, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:38.588776, arrival_time=2021-04-15 06:35:49.926569, cost_time=0:00:17.024474 2021-04-15 06:35:14,155 INFO : TRAIN, epoch=0198, iter=00070/00196, fetch data time cost=1.37ms, fps=909 images/s, loss=0.0077, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:35.716086, arrival_time=2021-04-15 06:35:49.871670, cost_time=0:00:19.842268 2021-04-15 06:35:16,971 INFO : TRAIN, epoch=0198, iter=00080/00196, fetch data time cost=1.40ms, fps=909 images/s, loss=0.0077, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:32.854564, arrival_time=2021-04-15 06:35:49.826186, cost_time=0:00:22.658303 2021-04-15 06:35:19,780 INFO : TRAIN, epoch=0198, iter=00090/00196, fetch data time cost=1.70ms, fps=912 images/s, loss=0.0078, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.994502, arrival_time=2021-04-15 06:35:49.774914, cost_time=0:00:25.467038 2021-04-15 06:35:22,590 INFO : TRAIN, epoch=0198, iter=00100/00196, fetch data time cost=1.34ms, fps=911 images/s, loss=0.0077, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:27.145632, arrival_time=2021-04-15 06:35:49.735691, cost_time=0:00:28.276749 2021-04-15 06:35:25,406 INFO : TRAIN, epoch=0198, iter=00110/00196, fetch data time cost=1.32ms, fps=909 images/s, loss=0.0076, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:24.309448, arrival_time=2021-04-15 06:35:49.716236, cost_time=0:00:31.093448 2021-04-15 06:35:28,224 INFO : TRAIN, epoch=0198, iter=00120/00196, fetch data time cost=1.27ms, fps=909 images/s, loss=0.0076, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:21.476764, arrival_time=2021-04-15 06:35:49.700742, cost_time=0:00:33.910665 2021-04-15 06:35:31,041 INFO : TRAIN, epoch=0198, iter=00130/00196, fetch data time cost=1.34ms, fps=909 images/s, loss=0.0075, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:18.646584, arrival_time=2021-04-15 06:35:49.688073, cost_time=0:00:36.728162 2021-04-15 06:35:33,850 INFO : TRAIN, epoch=0198, iter=00140/00196, fetch data time cost=1.57ms, fps=912 images/s, loss=0.0074, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:15.814736, arrival_time=2021-04-15 06:35:49.664840, cost_time=0:00:39.536788 2021-04-15 06:35:36,656 INFO : TRAIN, epoch=0198, iter=00150/00196, fetch data time cost=1.33ms, fps=912 images/s, loss=0.0075, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.985156, arrival_time=2021-04-15 06:35:49.641366, cost_time=0:00:42.342892 2021-04-15 06:35:39,459 INFO : TRAIN, epoch=0198, iter=00160/00196, fetch data time cost=1.29ms, fps=913 images/s, loss=0.0074, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.157904, arrival_time=2021-04-15 06:35:49.617402, cost_time=0:00:45.146187 2021-04-15 06:35:42,269 INFO : TRAIN, epoch=0198, iter=00170/00196, fetch data time cost=1.37ms, fps=911 images/s, loss=0.0074, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.334470, arrival_time=2021-04-15 06:35:49.603975, cost_time=0:00:47.956188 2021-04-15 06:35:45,080 INFO : TRAIN, epoch=0198, iter=00180/00196, fetch data time cost=1.29ms, fps=911 images/s, loss=0.0074, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:04.512608, arrival_time=2021-04-15 06:35:49.592733, cost_time=0:00:50.766806 2021-04-15 06:35:47,894 INFO : TRAIN, epoch=0198, iter=00190/00196, fetch data time cost=1.12ms, fps=910 images/s, loss=0.0074, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:01.692036, arrival_time=2021-04-15 06:35:49.586512, cost_time=0:00:53.581166 2021-04-15 06:35:49,405 INFO : TRAIN, epoch=0198, iter=00196/00196, fetch data time cost=1.14ms, fps=900 images/s, loss=0.0075, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:35:49.405204, cost_time=0:00:55.091906 2021-04-15 06:35:50,288 INFO : EVAL, epoch=0198, iter=00010/00040, fetch data time cost=0.18ms, fps=2903 images/s, loss=1.0969, top1-acc=72.62%, top5-acc=92.97%, remaining_time=0:00:02.645400, arrival_time=2021-04-15 06:35:52.933917, cost_time=0:00:00.881800 2021-04-15 06:35:51,063 INFO : EVAL, epoch=0198, iter=00020/00040, fetch data time cost=1.22ms, fps=3305 images/s, loss=1.0746, top1-acc=74.14%, top5-acc=92.93%, remaining_time=0:00:01.656760, arrival_time=2021-04-15 06:35:52.720219, cost_time=0:00:01.656758 2021-04-15 06:35:51,838 INFO : EVAL, epoch=0198, iter=00030/00040, fetch data time cost=1.22ms, fps=3306 images/s, loss=1.0537, top1-acc=74.23%, top5-acc=93.09%, remaining_time=0:00:00.810480, arrival_time=2021-04-15 06:35:52.648617, cost_time=0:00:02.431436 2021-04-15 06:35:52,546 INFO : EVAL, epoch=0198, iter=00040/00040, fetch data time cost=0.05ms, fps=3277 images/s, loss=1.0382, top1-acc=74.72%, top5-acc=93.12%, remaining_time=0:00:00, arrival_time=2021-04-15 06:35:52.546391, cost_time=0:00:03.139705 2021-04-15 06:35:52,991 INFO : Epoch=0198 complete, best val top1-acc=75.22%, top5-acc=92.93% (epoch=197), remaining_time=0:01:57.744180, arrival_time=2021-04-15 06:37:50.735599, cost_time=3:14:16.673808 2021-04-15 06:35:52,992 INFO : Train start, epoch=0199, lr=0.000025 2021-04-15 06:35:55,957 INFO : TRAIN, epoch=0199, iter=00010/00196, fetch data time cost=1.28ms, fps=863 images/s, loss=0.0062, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:55.149372, arrival_time=2021-04-15 06:36:51.107132, cost_time=0:00:02.965020 2021-04-15 06:35:58,769 INFO : TRAIN, epoch=0199, iter=00020/00196, fetch data time cost=1.36ms, fps=911 images/s, loss=0.0071, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:50.836368, arrival_time=2021-04-15 06:36:49.605968, cost_time=0:00:05.776858 2021-04-15 06:36:01,579 INFO : TRAIN, epoch=0199, iter=00030/00196, fetch data time cost=1.37ms, fps=911 images/s, loss=0.0071, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:47.514512, arrival_time=2021-04-15 06:36:49.094232, cost_time=0:00:08.586972 2021-04-15 06:36:04,389 INFO : TRAIN, epoch=0199, iter=00040/00196, fetch data time cost=1.36ms, fps=911 images/s, loss=0.0073, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:44.447676, arrival_time=2021-04-15 06:36:48.837272, cost_time=0:00:11.396850 2021-04-15 06:36:07,201 INFO : TRAIN, epoch=0199, iter=00050/00196, fetch data time cost=1.37ms, fps=911 images/s, loss=0.0074, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:41.488820, arrival_time=2021-04-15 06:36:48.690073, cost_time=0:00:14.208505 2021-04-15 06:36:10,011 INFO : TRAIN, epoch=0199, iter=00060/00196, fetch data time cost=1.33ms, fps=911 images/s, loss=0.0073, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:38.576536, arrival_time=2021-04-15 06:36:48.588424, cost_time=0:00:17.019079 2021-04-15 06:36:12,831 INFO : TRAIN, epoch=0199, iter=00070/00196, fetch data time cost=1.30ms, fps=908 images/s, loss=0.0074, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:35.709660, arrival_time=2021-04-15 06:36:48.541130, cost_time=0:00:19.838729 2021-04-15 06:36:15,651 INFO : TRAIN, epoch=0199, iter=00080/00196, fetch data time cost=1.36ms, fps=908 images/s, loss=0.0074, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:32.855724, arrival_time=2021-04-15 06:36:48.507584, cost_time=0:00:22.659092 2021-04-15 06:36:18,463 INFO : TRAIN, epoch=0199, iter=00090/00196, fetch data time cost=1.28ms, fps=911 images/s, loss=0.0074, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.999166, arrival_time=2021-04-15 06:36:48.462927, cost_time=0:00:25.470953 2021-04-15 06:36:21,273 INFO : TRAIN, epoch=0199, iter=00100/00196, fetch data time cost=1.36ms, fps=911 images/s, loss=0.0075, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.149664, arrival_time=2021-04-15 06:36:48.423331, cost_time=0:00:28.280926 2021-04-15 06:36:24,090 INFO : TRAIN, epoch=0199, iter=00110/00196, fetch data time cost=1.30ms, fps=909 images/s, loss=0.0075, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.312888, arrival_time=2021-04-15 06:36:48.403501, cost_time=0:00:31.097868 2021-04-15 06:36:26,902 INFO : TRAIN, epoch=0199, iter=00120/00196, fetch data time cost=1.38ms, fps=911 images/s, loss=0.0075, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.476004, arrival_time=2021-04-15 06:36:48.378221, cost_time=0:00:33.909470 2021-04-15 06:36:29,715 INFO : TRAIN, epoch=0199, iter=00130/00196, fetch data time cost=1.28ms, fps=910 images/s, loss=0.0075, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.643680, arrival_time=2021-04-15 06:36:48.358857, cost_time=0:00:36.722433 2021-04-15 06:36:32,527 INFO : TRAIN, epoch=0199, iter=00140/00196, fetch data time cost=1.45ms, fps=910 images/s, loss=0.0075, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:15.814008, arrival_time=2021-04-15 06:36:48.341764, cost_time=0:00:39.535016 2021-04-15 06:36:35,338 INFO : TRAIN, epoch=0199, iter=00150/00196, fetch data time cost=1.30ms, fps=911 images/s, loss=0.0075, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.986122, arrival_time=2021-04-15 06:36:48.324927, cost_time=0:00:42.346056 2021-04-15 06:36:38,156 INFO : TRAIN, epoch=0199, iter=00160/00196, fetch data time cost=1.29ms, fps=909 images/s, loss=0.0075, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.161864, arrival_time=2021-04-15 06:36:48.318527, cost_time=0:00:45.163914 2021-04-15 06:36:40,972 INFO : TRAIN, epoch=0199, iter=00170/00196, fetch data time cost=1.31ms, fps=909 images/s, loss=0.0075, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:07.338058, arrival_time=2021-04-15 06:36:48.310384, cost_time=0:00:47.979583 2021-04-15 06:36:43,782 INFO : TRAIN, epoch=0199, iter=00180/00196, fetch data time cost=1.36ms, fps=911 images/s, loss=0.0075, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:04.514608, arrival_time=2021-04-15 06:36:48.296689, cost_time=0:00:50.789332 2021-04-15 06:36:46,597 INFO : TRAIN, epoch=0199, iter=00190/00196, fetch data time cost=1.17ms, fps=909 images/s, loss=0.0075, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:01.692780, arrival_time=2021-04-15 06:36:48.290197, cost_time=0:00:53.604673 2021-04-15 06:36:48,112 INFO : TRAIN, epoch=0199, iter=00196/00196, fetch data time cost=1.65ms, fps=898 images/s, loss=0.0075, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:36:48.112198, cost_time=0:00:55.119422 2021-04-15 06:36:49,016 INFO : EVAL, epoch=0199, iter=00010/00040, fetch data time cost=1.26ms, fps=2836 images/s, loss=1.0613, top1-acc=74.65%, top5-acc=92.50%, remaining_time=0:00:02.708370, arrival_time=2021-04-15 06:36:51.724980, cost_time=0:00:00.902793 2021-04-15 06:36:49,790 INFO : EVAL, epoch=0199, iter=00020/00040, fetch data time cost=1.19ms, fps=3308 images/s, loss=1.0625, top1-acc=74.49%, top5-acc=92.81%, remaining_time=0:00:01.677000, arrival_time=2021-04-15 06:36:51.467805, cost_time=0:00:01.676993 2021-04-15 06:36:50,565 INFO : EVAL, epoch=0199, iter=00030/00040, fetch data time cost=1.26ms, fps=3308 images/s, loss=1.0595, top1-acc=74.43%, top5-acc=92.79%, remaining_time=0:00:00.817070, arrival_time=2021-04-15 06:36:51.382101, cost_time=0:00:02.451215 2021-04-15 06:36:51,273 INFO : EVAL, epoch=0199, iter=00040/00040, fetch data time cost=0.05ms, fps=3277 images/s, loss=1.0543, top1-acc=74.57%, top5-acc=92.99%, remaining_time=0:00:00, arrival_time=2021-04-15 06:36:51.273270, cost_time=0:00:03.159478 2021-04-15 06:36:51,743 INFO : Epoch=0199 complete, best val top1-acc=75.22%, top5-acc=92.93% (epoch=197), remaining_time=0:00:58.871487, arrival_time=2021-04-15 06:37:50.615157, cost_time=3:15:15.426012 2021-04-15 06:36:51,745 INFO : Train start, epoch=0200, lr=0.000006 2021-04-15 06:36:54,702 INFO : TRAIN, epoch=0200, iter=00010/00196, fetch data time cost=1.28ms, fps=866 images/s, loss=0.0078, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:54.998712, arrival_time=2021-04-15 06:37:49.701637, cost_time=0:00:02.956923 2021-04-15 06:36:57,511 INFO : TRAIN, epoch=0200, iter=00020/00196, fetch data time cost=1.33ms, fps=912 images/s, loss=0.0073, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:50.737984, arrival_time=2021-04-15 06:37:48.249662, cost_time=0:00:05.765673 2021-04-15 06:37:00,326 INFO : TRAIN, epoch=0200, iter=00030/00196, fetch data time cost=1.32ms, fps=910 images/s, loss=0.0070, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:47.476996, arrival_time=2021-04-15 06:37:47.803224, cost_time=0:00:08.580187 2021-04-15 06:37:03,137 INFO : TRAIN, epoch=0200, iter=00040/00196, fetch data time cost=1.30ms, fps=911 images/s, loss=0.0073, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:44.427864, arrival_time=2021-04-15 06:37:47.565693, cost_time=0:00:11.391777 2021-04-15 06:37:05,954 INFO : TRAIN, epoch=0200, iter=00050/00196, fetch data time cost=1.28ms, fps=909 images/s, loss=0.0073, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:41.488528, arrival_time=2021-04-15 06:37:47.442945, cost_time=0:00:14.208375 2021-04-15 06:37:08,768 INFO : TRAIN, epoch=0200, iter=00060/00196, fetch data time cost=1.30ms, fps=910 images/s, loss=0.0073, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:38.584968, arrival_time=2021-04-15 06:37:47.353764, cost_time=0:00:17.022784 2021-04-15 06:37:11,583 INFO : TRAIN, epoch=0200, iter=00070/00196, fetch data time cost=1.31ms, fps=909 images/s, loss=0.0074, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:35.708148, arrival_time=2021-04-15 06:37:47.292049, cost_time=0:00:19.837888 2021-04-15 06:37:14,396 INFO : TRAIN, epoch=0200, iter=00080/00196, fetch data time cost=1.38ms, fps=910 images/s, loss=0.0074, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:32.843776, arrival_time=2021-04-15 06:37:47.240655, cost_time=0:00:22.650870 2021-04-15 06:37:17,205 INFO : TRAIN, epoch=0200, iter=00090/00196, fetch data time cost=1.27ms, fps=912 images/s, loss=0.0074, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.985916, arrival_time=2021-04-15 06:37:47.191636, cost_time=0:00:25.459712 2021-04-15 06:37:20,017 INFO : TRAIN, epoch=0200, iter=00100/00196, fetch data time cost=1.48ms, fps=911 images/s, loss=0.0075, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.140448, arrival_time=2021-04-15 06:37:47.157748, cost_time=0:00:28.271294 2021-04-15 06:37:22,835 INFO : TRAIN, epoch=0200, iter=00110/00196, fetch data time cost=1.24ms, fps=908 images/s, loss=0.0075, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.306524, arrival_time=2021-04-15 06:37:47.142264, cost_time=0:00:31.089730 2021-04-15 06:37:25,647 INFO : TRAIN, epoch=0200, iter=00120/00196, fetch data time cost=1.43ms, fps=911 images/s, loss=0.0076, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.470684, arrival_time=2021-04-15 06:37:47.117712, cost_time=0:00:33.901022 2021-04-15 06:37:28,465 INFO : TRAIN, epoch=0200, iter=00130/00196, fetch data time cost=1.35ms, fps=908 images/s, loss=0.0076, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.642162, arrival_time=2021-04-15 06:37:47.107526, cost_time=0:00:36.719356 2021-04-15 06:37:31,285 INFO : TRAIN, epoch=0200, iter=00140/00196, fetch data time cost=1.32ms, fps=908 images/s, loss=0.0077, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:15.815800, arrival_time=2021-04-15 06:37:47.101345, cost_time=0:00:39.539534 2021-04-15 06:37:34,101 INFO : TRAIN, epoch=0200, iter=00150/00196, fetch data time cost=1.31ms, fps=909 images/s, loss=0.0077, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.988882, arrival_time=2021-04-15 06:37:47.089986, cost_time=0:00:42.355096 2021-04-15 06:37:36,915 INFO : TRAIN, epoch=0200, iter=00160/00196, fetch data time cost=1.36ms, fps=910 images/s, loss=0.0077, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:10.163196, arrival_time=2021-04-15 06:37:47.078892, cost_time=0:00:45.169683 2021-04-15 06:37:39,724 INFO : TRAIN, epoch=0200, iter=00170/00196, fetch data time cost=1.32ms, fps=911 images/s, loss=0.0077, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.337928, arrival_time=2021-04-15 06:37:47.062829, cost_time=0:00:47.978828 2021-04-15 06:37:42,538 INFO : TRAIN, epoch=0200, iter=00180/00196, fetch data time cost=1.50ms, fps=910 images/s, loss=0.0077, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:04.514864, arrival_time=2021-04-15 06:37:47.053116, cost_time=0:00:50.792223 2021-04-15 06:37:45,350 INFO : TRAIN, epoch=0200, iter=00190/00196, fetch data time cost=1.08ms, fps=910 images/s, loss=0.0077, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.692774, arrival_time=2021-04-15 06:37:47.043259, cost_time=0:00:53.604474 2021-04-15 06:37:46,857 INFO : TRAIN, epoch=0200, iter=00196/00196, fetch data time cost=1.13ms, fps=903 images/s, loss=0.0077, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:37:46.856977, cost_time=0:00:55.110987 2021-04-15 06:37:47,741 INFO : EVAL, epoch=0200, iter=00010/00040, fetch data time cost=0.19ms, fps=2898 images/s, loss=1.0883, top1-acc=74.02%, top5-acc=92.50%, remaining_time=0:00:02.649750, arrival_time=2021-04-15 06:37:50.391541, cost_time=0:00:00.883253 2021-04-15 06:37:48,518 INFO : EVAL, epoch=0200, iter=00020/00040, fetch data time cost=1.19ms, fps=3297 images/s, loss=1.0536, top1-acc=74.67%, top5-acc=92.91%, remaining_time=0:00:01.660220, arrival_time=2021-04-15 06:37:50.178924, cost_time=0:00:01.660211 2021-04-15 06:37:49,292 INFO : EVAL, epoch=0200, iter=00030/00040, fetch data time cost=1.34ms, fps=3309 images/s, loss=1.0609, top1-acc=74.53%, top5-acc=92.85%, remaining_time=0:00:00.811400, arrival_time=2021-04-15 06:37:50.104092, cost_time=0:00:02.434205 2021-04-15 06:37:50,002 INFO : EVAL, epoch=0200, iter=00040/00040, fetch data time cost=0.05ms, fps=3269 images/s, loss=1.0591, top1-acc=74.64%, top5-acc=92.94%, remaining_time=0:00:00, arrival_time=2021-04-15 06:37:50.002729, cost_time=0:00:03.144254 2021-04-15 06:37:50,506 INFO : Epoch=0200 complete, best val top1-acc=75.22%, top5-acc=92.93% (epoch=197), remaining_time=0:00:00, arrival_time=2021-04-15 06:37:50.506252, cost_time=3:16:14.188640