2021-04-14 21:11:05,001 INFO : Collect envs from system: PyTorch version: 1.8.1 Is debug build: False CUDA used to build PyTorch: 11.1 ROCM used to build PyTorch: N/A OS: Ubuntu 18.04.5 LTS (x86_64) GCC version: (Ubuntu 7.5.0-3ubuntu1~18.04) 7.5.0 Clang version: Could not collect CMake version: version 3.10.2 Python version: 3.9 (64-bit runtime) Is CUDA available: True CUDA runtime version: Could not collect GPU models and configuration: GPU 0: GeForce GTX 1080 GPU 1: GeForce GTX 1080 GPU 2: GeForce GTX 1080 GPU 3: GeForce GTX 1080 GPU 4: GeForce GTX 1080 GPU 5: GeForce GTX 1080 GPU 6: GeForce GTX 1080 GPU 7: GeForce GTX 1080 Nvidia driver version: 450.102.04 cuDNN version: Could not collect HIP runtime version: N/A MIOpen runtime version: N/A Versions of relevant libraries: [pip3] numpy==1.20.2 [pip3] torch==1.8.1 [pip3] torchaudio==0.8.0a0+e4e171a [pip3] torchvision==0.9.1 [conda] blas 2.106 mkl conda-forge [conda] cudatoolkit 11.1.1 h6406543_8 conda-forge [conda] ffmpeg 4.3 hf484d3e_0 pytorch [conda] libblas 3.9.0 6_mkl conda-forge [conda] libcblas 3.9.0 6_mkl conda-forge [conda] liblapack 3.9.0 6_mkl conda-forge [conda] liblapacke 3.9.0 6_mkl conda-forge [conda] mkl 2020.4 h726a3e6_304 conda-forge [conda] numpy 1.20.2 py39hdbf815f_0 conda-forge [conda] pytorch 1.8.1 py3.9_cuda11.1_cudnn8.0.5_0 pytorch [conda] torchaudio 0.8.1 py39 pytorch [conda] torchvision 0.9.1 py39_cu111 pytorch 2021-04-14 21:11:05,005 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_mobilenetv2_x0_5'), ('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://127.0.0.1:40075', 'modifications': ['model.name=cifar100_mobilenetv2_x0_5'], 'node_rank': 0, 'output_dir': PosixPath('output/cifar100/mobilenetv2_x0_5'), 'world_size': 1} 2021-04-14 21:11:05,894 INFO : Model details: n_params=0.82M, flops=28.08M. 2021-04-14 21:11:12,994 INFO : Train start, epoch=0001, lr=0.100000 2021-04-14 21:11:15,493 INFO : TRAIN, epoch=0001, iter=00010/00196, fetch data time cost=1.72ms, fps=1025 images/s, loss=4.6464, top1-acc=1.45%, top5-acc=6.80%, remaining_time=0:00:46.463916, arrival_time=2021-04-14 21:12:01.957057, cost_time=0:00:02.498058 2021-04-14 21:11:16,737 INFO : TRAIN, epoch=0001, iter=00020/00196, fetch data time cost=1.76ms, fps=2059 images/s, loss=4.6276, top1-acc=1.82%, top5-acc=7.27%, remaining_time=0:00:32.933120, arrival_time=2021-04-14 21:11:49.670405, cost_time=0:00:03.742405 2021-04-14 21:11:17,988 INFO : TRAIN, epoch=0001, iter=00030/00196, fetch data time cost=1.58ms, fps=2047 images/s, loss=4.5690, top1-acc=2.36%, top5-acc=9.44%, remaining_time=0:00:27.631198, arrival_time=2021-04-14 21:11:45.619691, cost_time=0:00:04.993598 2021-04-14 21:11:19,241 INFO : TRAIN, epoch=0001, iter=00040/00196, fetch data time cost=1.64ms, fps=2044 images/s, loss=4.5009, top1-acc=2.86%, top5-acc=11.17%, remaining_time=0:00:24.362052, arrival_time=2021-04-14 21:11:43.603694, cost_time=0:00:06.246698 2021-04-14 21:11:20,495 INFO : TRAIN, epoch=0001, iter=00050/00196, fetch data time cost=1.39ms, fps=2042 images/s, loss=4.4415, top1-acc=3.21%, top5-acc=13.01%, remaining_time=0:00:21.901898, arrival_time=2021-04-14 21:11:42.397501, cost_time=0:00:07.500661 2021-04-14 21:11:21,751 INFO : TRAIN, epoch=0001, iter=00060/00196, fetch data time cost=1.51ms, fps=2040 images/s, loss=4.3899, top1-acc=3.91%, top5-acc=14.77%, remaining_time=0:00:19.846616, arrival_time=2021-04-14 21:11:41.597517, cost_time=0:00:08.755887 2021-04-14 21:11:23,001 INFO : TRAIN, epoch=0001, iter=00070/00196, fetch data time cost=1.81ms, fps=2049 images/s, loss=4.3419, top1-acc=4.46%, top5-acc=16.34%, remaining_time=0:00:18.011070, arrival_time=2021-04-14 21:11:41.012235, cost_time=0:00:10.006163 2021-04-14 21:11:24,257 INFO : TRAIN, epoch=0001, iter=00080/00196, fetch data time cost=1.84ms, fps=2040 images/s, loss=4.3018, top1-acc=4.84%, top5-acc=17.68%, remaining_time=0:00:16.329784, arrival_time=2021-04-14 21:11:40.586681, cost_time=0:00:11.261889 2021-04-14 21:11:25,521 INFO : TRAIN, epoch=0001, iter=00090/00196, fetch data time cost=1.41ms, fps=2025 images/s, loss=4.2594, top1-acc=5.26%, top5-acc=18.89%, remaining_time=0:00:14.753822, arrival_time=2021-04-14 21:11:40.275612, cost_time=0:00:12.526846 2021-04-14 21:11:26,772 INFO : TRAIN, epoch=0001, iter=00100/00196, fetch data time cost=1.65ms, fps=2048 images/s, loss=4.2250, top1-acc=5.66%, top5-acc=19.94%, remaining_time=0:00:13.226496, arrival_time=2021-04-14 21:11:39.998997, cost_time=0:00:13.777554 2021-04-14 21:11:28,021 INFO : TRAIN, epoch=0001, iter=00110/00196, fetch data time cost=1.31ms, fps=2051 images/s, loss=4.1852, top1-acc=6.17%, top5-acc=21.08%, remaining_time=0:00:11.747944, arrival_time=2021-04-14 21:11:39.769327, cost_time=0:00:15.026435 2021-04-14 21:11:29,280 INFO : TRAIN, epoch=0001, iter=00120/00196, fetch data time cost=1.81ms, fps=2035 images/s, loss=4.1505, top1-acc=6.66%, top5-acc=22.22%, remaining_time=0:00:10.313884, arrival_time=2021-04-14 21:11:39.593852, cost_time=0:00:16.285032 2021-04-14 21:11:30,537 INFO : TRAIN, epoch=0001, iter=00130/00196, fetch data time cost=1.35ms, fps=2037 images/s, loss=4.1215, top1-acc=7.12%, top5-acc=23.16%, remaining_time=0:00:08.905974, arrival_time=2021-04-14 21:11:39.443053, cost_time=0:00:17.542134 2021-04-14 21:11:31,787 INFO : TRAIN, epoch=0001, iter=00140/00196, fetch data time cost=1.54ms, fps=2049 images/s, loss=4.0926, top1-acc=7.48%, top5-acc=24.07%, remaining_time=0:00:07.516768, arrival_time=2021-04-14 21:11:39.303696, cost_time=0:00:18.791917 2021-04-14 21:11:33,035 INFO : TRAIN, epoch=0001, iter=00150/00196, fetch data time cost=1.30ms, fps=2051 images/s, loss=4.0642, top1-acc=7.88%, top5-acc=24.91%, remaining_time=0:00:06.145876, arrival_time=2021-04-14 21:11:39.181657, cost_time=0:00:20.040845 2021-04-14 21:11:34,297 INFO : TRAIN, epoch=0001, iter=00160/00196, fetch data time cost=2.25ms, fps=2030 images/s, loss=4.0375, top1-acc=8.23%, top5-acc=25.74%, remaining_time=0:00:04.793004, arrival_time=2021-04-14 21:11:39.090355, cost_time=0:00:21.302317 2021-04-14 21:11:35,573 INFO : TRAIN, epoch=0001, iter=00170/00196, fetch data time cost=1.38ms, fps=2008 images/s, loss=4.0125, top1-acc=8.59%, top5-acc=26.56%, remaining_time=0:00:03.453112, arrival_time=2021-04-14 21:11:39.026141, cost_time=0:00:22.578015 2021-04-14 21:11:36,818 INFO : TRAIN, epoch=0001, iter=00180/00196, fetch data time cost=1.47ms, fps=2056 images/s, loss=3.9872, top1-acc=8.95%, top5-acc=27.33%, remaining_time=0:00:02.117664, arrival_time=2021-04-14 21:11:38.936294, cost_time=0:00:23.823680 2021-04-14 21:11:38,070 INFO : TRAIN, epoch=0001, iter=00190/00196, fetch data time cost=1.56ms, fps=2046 images/s, loss=3.9634, top1-acc=9.29%, top5-acc=28.03%, remaining_time=0:00:00.791856, arrival_time=2021-04-14 21:11:38.862180, cost_time=0:00:25.075376 2021-04-14 21:11:38,775 INFO : TRAIN, epoch=0001, iter=00196/00196, fetch data time cost=1.45ms, fps=1930 images/s, loss=3.9515, top1-acc=9.44%, top5-acc=28.37%, remaining_time=0:00:00, arrival_time=2021-04-14 21:11:38.775421, cost_time=0:00:25.780533 2021-04-14 21:11:39,432 INFO : EVAL, epoch=0001, iter=00010/00040, fetch data time cost=0.39ms, fps=3913 images/s, loss=3.7149, top1-acc=13.67%, top5-acc=35.51%, remaining_time=0:00:01.962630, arrival_time=2021-04-14 21:11:41.395196, cost_time=0:00:00.654210 2021-04-14 21:11:39,835 INFO : EVAL, epoch=0001, iter=00020/00040, fetch data time cost=0.44ms, fps=6372 images/s, loss=3.6888, top1-acc=14.43%, top5-acc=37.27%, remaining_time=0:00:01.056940, arrival_time=2021-04-14 21:11:40.892026, cost_time=0:00:01.056934 2021-04-14 21:11:40,239 INFO : EVAL, epoch=0001, iter=00030/00040, fetch data time cost=0.47ms, fps=6337 images/s, loss=3.6928, top1-acc=14.01%, top5-acc=37.12%, remaining_time=0:00:00.487140, arrival_time=2021-04-14 21:11:40.726801, cost_time=0:00:01.461424 2021-04-14 21:11:40,599 INFO : EVAL, epoch=0001, iter=00040/00040, fetch data time cost=0.06ms, fps=6466 images/s, loss=3.7082, top1-acc=13.82%, top5-acc=36.99%, remaining_time=0:00:00, arrival_time=2021-04-14 21:11:40.599062, cost_time=0:00:01.820977 2021-04-14 21:11:40,736 INFO : Epoch=0001 complete, best val top1-acc=13.82%, top5-acc=36.99% (epoch=1), remaining_time=1:32:00.850632, arrival_time=2021-04-14 22:43:41.587356, cost_time=0:00:27.742968 2021-04-14 21:11:40,739 INFO : Train start, epoch=0002, lr=0.099994 2021-04-14 21:11:42,220 INFO : TRAIN, epoch=0002, iter=00010/00196, fetch data time cost=0.36ms, fps=1729 images/s, loss=3.4601, top1-acc=16.45%, top5-acc=42.23%, remaining_time=0:00:27.542322, arrival_time=2021-04-14 21:12:09.762880, cost_time=0:00:01.480772 2021-04-14 21:11:43,480 INFO : TRAIN, epoch=0002, iter=00020/00196, fetch data time cost=1.59ms, fps=2033 images/s, loss=3.4450, top1-acc=17.21%, top5-acc=42.85%, remaining_time=0:00:24.117456, arrival_time=2021-04-14 21:12:07.597856, cost_time=0:00:02.740623 2021-04-14 21:11:44,753 INFO : TRAIN, epoch=0002, iter=00030/00196, fetch data time cost=1.60ms, fps=2011 images/s, loss=3.4334, top1-acc=17.20%, top5-acc=43.62%, remaining_time=0:00:22.210136, arrival_time=2021-04-14 21:12:06.963877, cost_time=0:00:04.013889 2021-04-14 21:11:46,022 INFO : TRAIN, epoch=0002, iter=00040/00196, fetch data time cost=1.42ms, fps=2018 images/s, loss=3.4287, top1-acc=17.25%, top5-acc=43.59%, remaining_time=0:00:20.603700, arrival_time=2021-04-14 21:12:06.626548, cost_time=0:00:05.283013 2021-04-14 21:11:47,282 INFO : TRAIN, epoch=0002, iter=00050/00196, fetch data time cost=1.59ms, fps=2033 images/s, loss=3.4101, top1-acc=17.75%, top5-acc=44.27%, remaining_time=0:00:19.104830, arrival_time=2021-04-14 21:12:06.387440, cost_time=0:00:06.542764 2021-04-14 21:11:48,553 INFO : TRAIN, epoch=0002, iter=00060/00196, fetch data time cost=1.84ms, fps=2016 images/s, loss=3.4044, top1-acc=17.75%, top5-acc=44.43%, remaining_time=0:00:17.710056, arrival_time=2021-04-14 21:12:06.263138, cost_time=0:00:07.813245 2021-04-14 21:11:49,804 INFO : TRAIN, epoch=0002, iter=00070/00196, fetch data time cost=1.37ms, fps=2047 images/s, loss=3.3943, top1-acc=17.80%, top5-acc=44.70%, remaining_time=0:00:16.316370, arrival_time=2021-04-14 21:12:06.120930, cost_time=0:00:09.064657 2021-04-14 21:11:51,076 INFO : TRAIN, epoch=0002, iter=00080/00196, fetch data time cost=2.36ms, fps=2014 images/s, loss=3.3792, top1-acc=18.03%, top5-acc=44.98%, remaining_time=0:00:14.988128, arrival_time=2021-04-14 21:12:06.064637, cost_time=0:00:10.336662 2021-04-14 21:11:52,332 INFO : TRAIN, epoch=0002, iter=00090/00196, fetch data time cost=1.89ms, fps=2040 images/s, loss=3.3676, top1-acc=18.23%, top5-acc=45.32%, remaining_time=0:00:13.653224, arrival_time=2021-04-14 21:12:05.985497, cost_time=0:00:11.592346 2021-04-14 21:11:53,585 INFO : TRAIN, epoch=0002, iter=00100/00196, fetch data time cost=1.59ms, fps=2044 images/s, loss=3.3592, top1-acc=18.39%, top5-acc=45.62%, remaining_time=0:00:12.331872, arrival_time=2021-04-14 21:12:05.917445, cost_time=0:00:12.845741 2021-04-14 21:11:54,836 INFO : TRAIN, epoch=0002, iter=00110/00196, fetch data time cost=2.50ms, fps=2047 images/s, loss=3.3442, top1-acc=18.74%, top5-acc=46.12%, remaining_time=0:00:11.021072, arrival_time=2021-04-14 21:12:05.857696, cost_time=0:00:14.096678 2021-04-14 21:11:56,093 INFO : TRAIN, epoch=0002, iter=00120/00196, fetch data time cost=1.55ms, fps=2039 images/s, loss=3.3332, top1-acc=18.89%, top5-acc=46.45%, remaining_time=0:00:09.723820, arrival_time=2021-04-14 21:12:05.817023, cost_time=0:00:15.353365 2021-04-14 21:11:57,354 INFO : TRAIN, epoch=0002, iter=00130/00196, fetch data time cost=2.94ms, fps=2031 images/s, loss=3.3237, top1-acc=19.01%, top5-acc=46.69%, remaining_time=0:00:08.434932, arrival_time=2021-04-14 21:12:05.789047, cost_time=0:00:16.614285 2021-04-14 21:11:58,622 INFO : TRAIN, epoch=0002, iter=00140/00196, fetch data time cost=1.59ms, fps=2020 images/s, loss=3.3148, top1-acc=19.19%, top5-acc=46.87%, remaining_time=0:00:07.152824, arrival_time=2021-04-14 21:12:05.774843, cost_time=0:00:17.882121 2021-04-14 21:11:59,887 INFO : TRAIN, epoch=0002, iter=00150/00196, fetch data time cost=2.02ms, fps=2024 images/s, loss=3.3050, top1-acc=19.33%, top5-acc=47.05%, remaining_time=0:00:05.872084, arrival_time=2021-04-14 21:12:05.759946, cost_time=0:00:19.148031 2021-04-14 21:12:01,182 INFO : TRAIN, epoch=0002, iter=00160/00196, fetch data time cost=1.75ms, fps=1978 images/s, loss=3.2953, top1-acc=19.51%, top5-acc=47.25%, remaining_time=0:00:04.599648, arrival_time=2021-04-14 21:12:05.782417, cost_time=0:00:20.442938 2021-04-14 21:12:02,435 INFO : TRAIN, epoch=0002, iter=00170/00196, fetch data time cost=1.44ms, fps=2045 images/s, loss=3.2882, top1-acc=19.61%, top5-acc=47.49%, remaining_time=0:00:03.318120, arrival_time=2021-04-14 21:12:05.753272, cost_time=0:00:21.695320 2021-04-14 21:12:03,692 INFO : TRAIN, epoch=0002, iter=00180/00196, fetch data time cost=1.88ms, fps=2036 images/s, loss=3.2775, top1-acc=19.83%, top5-acc=47.81%, remaining_time=0:00:02.040256, arrival_time=2021-04-14 21:12:05.733082, cost_time=0:00:22.952952 2021-04-14 21:12:04,944 INFO : TRAIN, epoch=0002, iter=00190/00196, fetch data time cost=1.72ms, fps=2046 images/s, loss=3.2661, top1-acc=19.99%, top5-acc=48.16%, remaining_time=0:00:00.764358, arrival_time=2021-04-14 21:12:05.708785, cost_time=0:00:24.204609 2021-04-14 21:12:05,630 INFO : TRAIN, epoch=0002, iter=00196/00196, fetch data time cost=1.29ms, fps=1984 images/s, loss=3.2592, top1-acc=20.10%, top5-acc=48.37%, remaining_time=0:00:00, arrival_time=2021-04-14 21:12:05.630381, cost_time=0:00:24.890594 2021-04-14 21:12:06,195 INFO : EVAL, epoch=0002, iter=00010/00040, fetch data time cost=0.38ms, fps=4547 images/s, loss=3.4122, top1-acc=19.37%, top5-acc=45.00%, remaining_time=0:00:01.689090, arrival_time=2021-04-14 21:12:07.884496, cost_time=0:00:00.563029 2021-04-14 21:12:06,585 INFO : EVAL, epoch=0002, iter=00020/00040, fetch data time cost=0.52ms, fps=6570 images/s, loss=3.4066, top1-acc=19.67%, top5-acc=45.51%, remaining_time=0:00:00.953060, arrival_time=2021-04-14 21:12:07.538583, cost_time=0:00:00.953063 2021-04-14 21:12:06,987 INFO : EVAL, epoch=0002, iter=00030/00040, fetch data time cost=0.23ms, fps=6386 images/s, loss=3.3874, top1-acc=19.71%, top5-acc=46.38%, remaining_time=0:00:00.451570, arrival_time=2021-04-14 21:12:07.438680, cost_time=0:00:01.354719 2021-04-14 21:12:07,350 INFO : EVAL, epoch=0002, iter=00040/00040, fetch data time cost=0.07ms, fps=6387 images/s, loss=3.3787, top1-acc=19.69%, top5-acc=46.41%, remaining_time=0:00:00, arrival_time=2021-04-14 21:12:07.350820, cost_time=0:00:01.718506 2021-04-14 21:12:07,543 INFO : Epoch=0002 complete, best val top1-acc=19.69%, top5-acc=46.41% (epoch=2), remaining_time=1:30:00.369810, arrival_time=2021-04-14 22:42:07.912748, cost_time=0:00:54.549190 2021-04-14 21:12:07,544 INFO : Train start, epoch=0003, lr=0.099975 2021-04-14 21:12:08,975 INFO : TRAIN, epoch=0003, iter=00010/00196, fetch data time cost=1.52ms, fps=1789 images/s, loss=3.0226, top1-acc=25.27%, top5-acc=55.39%, remaining_time=0:00:26.620320, arrival_time=2021-04-14 21:12:35.596074, cost_time=0:00:01.431197 2021-04-14 21:12:10,226 INFO : TRAIN, epoch=0003, iter=00020/00196, fetch data time cost=1.76ms, fps=2048 images/s, loss=3.0058, top1-acc=24.41%, top5-acc=55.57%, remaining_time=0:00:23.599840, arrival_time=2021-04-14 21:12:33.826197, cost_time=0:00:02.681800 2021-04-14 21:12:11,474 INFO : TRAIN, epoch=0003, iter=00030/00196, fetch data time cost=1.43ms, fps=2052 images/s, loss=2.9779, top1-acc=25.01%, top5-acc=56.04%, remaining_time=0:00:21.744506, arrival_time=2021-04-14 21:12:33.218863, cost_time=0:00:03.929722 2021-04-14 21:12:12,727 INFO : TRAIN, epoch=0003, iter=00040/00196, fetch data time cost=1.55ms, fps=2044 images/s, loss=2.9751, top1-acc=25.18%, top5-acc=56.10%, remaining_time=0:00:20.212608, arrival_time=2021-04-14 21:12:32.939897, cost_time=0:00:05.182736 2021-04-14 21:12:13,981 INFO : TRAIN, epoch=0003, iter=00050/00196, fetch data time cost=1.57ms, fps=2042 images/s, loss=2.9798, top1-acc=25.11%, top5-acc=55.90%, remaining_time=0:00:18.796040, arrival_time=2021-04-14 21:12:32.777610, cost_time=0:00:06.437013 2021-04-14 21:12:15,228 INFO : TRAIN, epoch=0003, iter=00060/00196, fetch data time cost=2.04ms, fps=2054 images/s, loss=2.9767, top1-acc=25.19%, top5-acc=55.96%, remaining_time=0:00:17.417112, arrival_time=2021-04-14 21:12:32.645679, cost_time=0:00:07.684003 2021-04-14 21:12:16,500 INFO : TRAIN, epoch=0003, iter=00070/00196, fetch data time cost=2.15ms, fps=2013 images/s, loss=2.9614, top1-acc=25.52%, top5-acc=56.28%, remaining_time=0:00:16.121448, arrival_time=2021-04-14 21:12:32.622330, cost_time=0:00:08.956326 2021-04-14 21:12:17,765 INFO : TRAIN, epoch=0003, iter=00080/00196, fetch data time cost=1.90ms, fps=2025 images/s, loss=2.9622, top1-acc=25.55%, top5-acc=56.25%, remaining_time=0:00:14.820624, arrival_time=2021-04-14 21:12:32.586337, cost_time=0:00:10.221156 2021-04-14 21:12:19,012 INFO : TRAIN, epoch=0003, iter=00090/00196, fetch data time cost=1.41ms, fps=2055 images/s, loss=2.9522, top1-acc=25.83%, top5-acc=56.47%, remaining_time=0:00:13.505990, arrival_time=2021-04-14 21:12:32.517943, cost_time=0:00:11.467390 2021-04-14 21:12:20,263 INFO : TRAIN, epoch=0003, iter=00100/00196, fetch data time cost=1.55ms, fps=2047 images/s, loss=2.9423, top1-acc=26.01%, top5-acc=56.76%, remaining_time=0:00:12.210048, arrival_time=2021-04-14 21:12:32.473416, cost_time=0:00:12.718819 2021-04-14 21:12:21,515 INFO : TRAIN, epoch=0003, iter=00110/00196, fetch data time cost=1.46ms, fps=2046 images/s, loss=2.9318, top1-acc=26.21%, top5-acc=57.04%, remaining_time=0:00:10.922602, arrival_time=2021-04-14 21:12:32.437857, cost_time=0:00:13.970768 2021-04-14 21:12:22,764 INFO : TRAIN, epoch=0003, iter=00120/00196, fetch data time cost=1.95ms, fps=2050 images/s, loss=2.9226, top1-acc=26.45%, top5-acc=57.29%, remaining_time=0:00:09.639384, arrival_time=2021-04-14 21:12:32.404051, cost_time=0:00:15.220114 2021-04-14 21:12:24,011 INFO : TRAIN, epoch=0003, iter=00130/00196, fetch data time cost=1.42ms, fps=2054 images/s, loss=2.9129, top1-acc=26.51%, top5-acc=57.57%, remaining_time=0:00:08.360022, arrival_time=2021-04-14 21:12:32.371363, cost_time=0:00:16.466738 2021-04-14 21:12:25,257 INFO : TRAIN, epoch=0003, iter=00140/00196, fetch data time cost=1.35ms, fps=2056 images/s, loss=2.9047, top1-acc=26.73%, top5-acc=57.78%, remaining_time=0:00:07.085064, arrival_time=2021-04-14 21:12:32.342286, cost_time=0:00:17.712702 2021-04-14 21:12:26,505 INFO : TRAIN, epoch=0003, iter=00150/00196, fetch data time cost=1.68ms, fps=2052 images/s, loss=2.8980, top1-acc=26.78%, top5-acc=57.90%, remaining_time=0:00:05.814584, arrival_time=2021-04-14 21:12:32.319694, cost_time=0:00:18.960622 2021-04-14 21:12:27,750 INFO : TRAIN, epoch=0003, iter=00160/00196, fetch data time cost=1.41ms, fps=2057 images/s, loss=2.8918, top1-acc=26.81%, top5-acc=58.04%, remaining_time=0:00:04.546188, arrival_time=2021-04-14 21:12:32.296101, cost_time=0:00:20.205354 2021-04-14 21:12:29,012 INFO : TRAIN, epoch=0003, iter=00170/00196, fetch data time cost=1.76ms, fps=2028 images/s, loss=2.8854, top1-acc=26.93%, top5-acc=58.23%, remaining_time=0:00:03.283358, arrival_time=2021-04-14 21:12:32.296098, cost_time=0:00:21.468192 2021-04-14 21:12:30,271 INFO : TRAIN, epoch=0003, iter=00180/00196, fetch data time cost=2.07ms, fps=2034 images/s, loss=2.8786, top1-acc=27.04%, top5-acc=58.38%, remaining_time=0:00:02.020192, arrival_time=2021-04-14 21:12:32.291892, cost_time=0:00:22.727091 2021-04-14 21:12:31,525 INFO : TRAIN, epoch=0003, iter=00190/00196, fetch data time cost=1.41ms, fps=2043 images/s, loss=2.8735, top1-acc=27.07%, top5-acc=58.52%, remaining_time=0:00:00.757284, arrival_time=2021-04-14 21:12:32.282610, cost_time=0:00:23.980740 2021-04-14 21:12:32,201 INFO : TRAIN, epoch=0003, iter=00196/00196, fetch data time cost=1.24ms, fps=2013 images/s, loss=2.8688, top1-acc=27.12%, top5-acc=58.65%, remaining_time=0:00:00, arrival_time=2021-04-14 21:12:32.201404, cost_time=0:00:24.656930 2021-04-14 21:12:32,721 INFO : EVAL, epoch=0003, iter=00010/00040, fetch data time cost=2.32ms, fps=4938 images/s, loss=3.1067, top1-acc=24.06%, top5-acc=52.07%, remaining_time=0:00:01.555110, arrival_time=2021-04-14 21:12:34.276588, cost_time=0:00:00.518371 2021-04-14 21:12:33,121 INFO : EVAL, epoch=0003, iter=00020/00040, fetch data time cost=0.54ms, fps=6435 images/s, loss=3.1595, top1-acc=23.28%, top5-acc=51.17%, remaining_time=0:00:00.916480, arrival_time=2021-04-14 21:12:34.038244, cost_time=0:00:00.916480 2021-04-14 21:12:33,550 INFO : EVAL, epoch=0003, iter=00030/00040, fetch data time cost=0.32ms, fps=5988 images/s, loss=3.1513, top1-acc=23.45%, top5-acc=51.55%, remaining_time=0:00:00.448930, arrival_time=2021-04-14 21:12:33.998873, cost_time=0:00:01.346788 2021-04-14 21:12:33,924 INFO : EVAL, epoch=0003, iter=00040/00040, fetch data time cost=0.06ms, fps=6198 images/s, loss=3.1409, top1-acc=23.71%, top5-acc=51.99%, remaining_time=0:00:00, arrival_time=2021-04-14 21:12:33.924787, cost_time=0:00:01.721698 2021-04-14 21:12:34,113 INFO : Epoch=0003 complete, best val top1-acc=23.71%, top5-acc=51.99% (epoch=3), remaining_time=1:28:46.828583, arrival_time=2021-04-14 22:41:20.941546, cost_time=0:01:21.119217 2021-04-14 21:12:34,115 INFO : Train start, epoch=0004, lr=0.099944 2021-04-14 21:12:35,568 INFO : TRAIN, epoch=0004, iter=00010/00196, fetch data time cost=0.23ms, fps=1762 images/s, loss=2.7068, top1-acc=30.31%, top5-acc=62.23%, remaining_time=0:00:27.016128, arrival_time=2021-04-14 21:13:02.584071, cost_time=0:00:01.452478 2021-04-14 21:12:36,818 INFO : TRAIN, epoch=0004, iter=00020/00196, fetch data time cost=1.87ms, fps=2048 images/s, loss=2.6621, top1-acc=31.29%, top5-acc=62.87%, remaining_time=0:00:23.784640, arrival_time=2021-04-14 21:13:00.602906, cost_time=0:00:02.702800 2021-04-14 21:12:38,081 INFO : TRAIN, epoch=0004, iter=00030/00196, fetch data time cost=2.68ms, fps=2028 images/s, loss=2.6497, top1-acc=31.25%, top5-acc=63.12%, remaining_time=0:00:21.942046, arrival_time=2021-04-14 21:13:00.023026, cost_time=0:00:03.965440 2021-04-14 21:12:39,342 INFO : TRAIN, epoch=0004, iter=00040/00196, fetch data time cost=1.49ms, fps=2030 images/s, loss=2.6451, top1-acc=31.44%, top5-acc=63.25%, remaining_time=0:00:20.386392, arrival_time=2021-04-14 21:12:59.729153, cost_time=0:00:05.227298 2021-04-14 21:12:40,587 INFO : TRAIN, epoch=0004, iter=00050/00196, fetch data time cost=1.61ms, fps=2058 images/s, loss=2.6379, top1-acc=31.57%, top5-acc=63.67%, remaining_time=0:00:18.897656, arrival_time=2021-04-14 21:12:59.484921, cost_time=0:00:06.471806 2021-04-14 21:12:41,838 INFO : TRAIN, epoch=0004, iter=00060/00196, fetch data time cost=1.35ms, fps=2047 images/s, loss=2.6365, top1-acc=31.52%, top5-acc=63.78%, remaining_time=0:00:17.506056, arrival_time=2021-04-14 21:12:59.344793, cost_time=0:00:07.723281 2021-04-14 21:12:43,088 INFO : TRAIN, epoch=0004, iter=00070/00196, fetch data time cost=1.38ms, fps=2049 images/s, loss=2.6365, top1-acc=31.64%, top5-acc=63.81%, remaining_time=0:00:16.152066, arrival_time=2021-04-14 21:12:59.240877, cost_time=0:00:08.973349 2021-04-14 21:12:44,368 INFO : TRAIN, epoch=0004, iter=00080/00196, fetch data time cost=1.87ms, fps=2001 images/s, loss=2.6346, top1-acc=31.86%, top5-acc=63.98%, remaining_time=0:00:14.867256, arrival_time=2021-04-14 21:12:59.236063, cost_time=0:00:10.253261 2021-04-14 21:12:45,627 INFO : TRAIN, epoch=0004, iter=00090/00196, fetch data time cost=1.41ms, fps=2034 images/s, loss=2.6270, top1-acc=31.96%, top5-acc=64.21%, remaining_time=0:00:13.559096, arrival_time=2021-04-14 21:12:59.186941, cost_time=0:00:11.512446 2021-04-14 21:12:46,888 INFO : TRAIN, epoch=0004, iter=00100/00196, fetch data time cost=1.65ms, fps=2031 images/s, loss=2.6173, top1-acc=32.11%, top5-acc=64.43%, remaining_time=0:00:12.262272, arrival_time=2021-04-14 21:12:59.150960, cost_time=0:00:12.773221 2021-04-14 21:12:48,134 INFO : TRAIN, epoch=0004, iter=00110/00196, fetch data time cost=1.49ms, fps=2056 images/s, loss=2.6060, top1-acc=32.33%, top5-acc=64.84%, remaining_time=0:00:10.960442, arrival_time=2021-04-14 21:12:59.095034, cost_time=0:00:14.019159 2021-04-14 21:12:49,386 INFO : TRAIN, epoch=0004, iter=00120/00196, fetch data time cost=1.41ms, fps=2045 images/s, loss=2.5997, top1-acc=32.42%, top5-acc=65.01%, remaining_time=0:00:09.671836, arrival_time=2021-04-14 21:12:59.058657, cost_time=0:00:15.271322 2021-04-14 21:12:50,636 INFO : TRAIN, epoch=0004, iter=00130/00196, fetch data time cost=1.70ms, fps=2050 images/s, loss=2.5915, top1-acc=32.65%, top5-acc=65.19%, remaining_time=0:00:08.387412, arrival_time=2021-04-14 21:12:59.023545, cost_time=0:00:16.520699 2021-04-14 21:12:51,887 INFO : TRAIN, epoch=0004, iter=00140/00196, fetch data time cost=1.34ms, fps=2047 images/s, loss=2.5903, top1-acc=32.70%, top5-acc=65.25%, remaining_time=0:00:07.108752, arrival_time=2021-04-14 21:12:58.995995, cost_time=0:00:17.771846 2021-04-14 21:12:53,145 INFO : TRAIN, epoch=0004, iter=00150/00196, fetch data time cost=1.45ms, fps=2035 images/s, loss=2.5876, top1-acc=32.78%, top5-acc=65.39%, remaining_time=0:00:05.835928, arrival_time=2021-04-14 21:12:58.981631, cost_time=0:00:19.030232 2021-04-14 21:12:54,396 INFO : TRAIN, epoch=0004, iter=00160/00196, fetch data time cost=1.93ms, fps=2047 images/s, loss=2.5796, top1-acc=32.95%, top5-acc=65.58%, remaining_time=0:00:04.563324, arrival_time=2021-04-14 21:12:58.960248, cost_time=0:00:20.281486 2021-04-14 21:12:55,669 INFO : TRAIN, epoch=0004, iter=00170/00196, fetch data time cost=1.51ms, fps=2013 images/s, loss=2.5747, top1-acc=33.03%, top5-acc=65.69%, remaining_time=0:00:03.296462, arrival_time=2021-04-14 21:12:58.965594, cost_time=0:00:21.553735 2021-04-14 21:12:56,922 INFO : TRAIN, epoch=0004, iter=00180/00196, fetch data time cost=1.51ms, fps=2044 images/s, loss=2.5688, top1-acc=33.17%, top5-acc=65.84%, remaining_time=0:00:02.027232, arrival_time=2021-04-14 21:12:58.949192, cost_time=0:00:22.806417 2021-04-14 21:12:58,185 INFO : TRAIN, epoch=0004, iter=00190/00196, fetch data time cost=1.73ms, fps=2027 images/s, loss=2.5627, top1-acc=33.30%, top5-acc=65.93%, remaining_time=0:00:00.760116, arrival_time=2021-04-14 21:12:58.945957, cost_time=0:00:24.070378 2021-04-14 21:12:58,872 INFO : TRAIN, epoch=0004, iter=00196/00196, fetch data time cost=0.09ms, fps=1981 images/s, loss=2.5571, top1-acc=33.41%, top5-acc=66.05%, remaining_time=0:00:00, arrival_time=2021-04-14 21:12:58.872750, cost_time=0:00:24.757359 2021-04-14 21:12:59,427 INFO : EVAL, epoch=0004, iter=00010/00040, fetch data time cost=0.42ms, fps=4630 images/s, loss=2.6228, top1-acc=33.52%, top5-acc=63.98%, remaining_time=0:00:01.658760, arrival_time=2021-04-14 21:13:01.086307, cost_time=0:00:00.552922 2021-04-14 21:12:59,831 INFO : EVAL, epoch=0004, iter=00020/00040, fetch data time cost=0.35ms, fps=6347 images/s, loss=2.6053, top1-acc=33.89%, top5-acc=64.65%, remaining_time=0:00:00.956760, arrival_time=2021-04-14 21:13:00.788116, cost_time=0:00:00.956769 2021-04-14 21:13:00,277 INFO : EVAL, epoch=0004, iter=00030/00040, fetch data time cost=5.25ms, fps=5742 images/s, loss=2.5872, top1-acc=34.40%, top5-acc=64.97%, remaining_time=0:00:00.467680, arrival_time=2021-04-14 21:13:00.745348, cost_time=0:00:01.403051 2021-04-14 21:13:00,639 INFO : EVAL, epoch=0004, iter=00040/00040, fetch data time cost=0.14ms, fps=6414 images/s, loss=2.6242, top1-acc=34.08%, top5-acc=64.80%, remaining_time=0:00:00, arrival_time=2021-04-14 21:13:00.639877, cost_time=0:00:01.765243 2021-04-14 21:13:00,799 INFO : Epoch=0004 complete, best val top1-acc=34.08%, top5-acc=64.80% (epoch=4), remaining_time=1:28:02.458132, arrival_time=2021-04-14 22:41:03.257150, cost_time=0:01:47.805269 2021-04-14 21:13:00,801 INFO : Train start, epoch=0005, lr=0.099901 2021-04-14 21:13:02,223 INFO : TRAIN, epoch=0005, iter=00010/00196, fetch data time cost=0.29ms, fps=1800 images/s, loss=2.3518, top1-acc=38.01%, top5-acc=70.08%, remaining_time=0:00:26.454408, arrival_time=2021-04-14 21:13:28.678275, cost_time=0:00:01.422275 2021-04-14 21:13:03,481 INFO : TRAIN, epoch=0005, iter=00020/00196, fetch data time cost=1.60ms, fps=2036 images/s, loss=2.3718, top1-acc=37.93%, top5-acc=69.73%, remaining_time=0:00:23.584704, arrival_time=2021-04-14 21:13:27.066381, cost_time=0:00:02.680081 2021-04-14 21:13:04,727 INFO : TRAIN, epoch=0005, iter=00030/00196, fetch data time cost=1.39ms, fps=2056 images/s, loss=2.3628, top1-acc=38.24%, top5-acc=70.18%, remaining_time=0:00:21.721930, arrival_time=2021-04-14 21:13:26.449186, cost_time=0:00:03.925638 2021-04-14 21:13:05,990 INFO : TRAIN, epoch=0005, iter=00040/00196, fetch data time cost=1.39ms, fps=2028 images/s, loss=2.3669, top1-acc=37.73%, top5-acc=70.10%, remaining_time=0:00:20.234916, arrival_time=2021-04-14 21:13:26.224881, cost_time=0:00:05.188444 2021-04-14 21:13:07,233 INFO : TRAIN, epoch=0005, iter=00050/00196, fetch data time cost=1.52ms, fps=2060 images/s, loss=2.3666, top1-acc=37.54%, top5-acc=70.04%, remaining_time=0:00:18.779980, arrival_time=2021-04-14 21:13:26.013053, cost_time=0:00:06.431481 2021-04-14 21:13:08,485 INFO : TRAIN, epoch=0005, iter=00060/00196, fetch data time cost=1.34ms, fps=2044 images/s, loss=2.3629, top1-acc=37.42%, top5-acc=70.28%, remaining_time=0:00:17.417792, arrival_time=2021-04-14 21:13:25.903629, cost_time=0:00:07.684347 2021-04-14 21:13:09,741 INFO : TRAIN, epoch=0005, iter=00070/00196, fetch data time cost=1.97ms, fps=2040 images/s, loss=2.3622, top1-acc=37.57%, top5-acc=70.22%, remaining_time=0:00:16.090956, arrival_time=2021-04-14 21:13:25.831981, cost_time=0:00:08.939450 2021-04-14 21:13:10,987 INFO : TRAIN, epoch=0005, iter=00080/00196, fetch data time cost=1.35ms, fps=2055 images/s, loss=2.3623, top1-acc=37.58%, top5-acc=70.27%, remaining_time=0:00:14.768888, arrival_time=2021-04-14 21:13:25.755852, cost_time=0:00:10.185471 2021-04-14 21:13:12,243 INFO : TRAIN, epoch=0005, iter=00090/00196, fetch data time cost=1.37ms, fps=2039 images/s, loss=2.3604, top1-acc=37.72%, top5-acc=70.24%, remaining_time=0:00:13.475674, arrival_time=2021-04-14 21:13:25.718926, cost_time=0:00:11.441621 2021-04-14 21:13:13,501 INFO : TRAIN, epoch=0005, iter=00100/00196, fetch data time cost=2.08ms, fps=2036 images/s, loss=2.3624, top1-acc=37.52%, top5-acc=70.19%, remaining_time=0:00:12.191616, arrival_time=2021-04-14 21:13:25.692671, cost_time=0:00:12.699553 2021-04-14 21:13:14,750 INFO : TRAIN, epoch=0005, iter=00110/00196, fetch data time cost=1.55ms, fps=2050 images/s, loss=2.3590, top1-acc=37.53%, top5-acc=70.36%, remaining_time=0:00:10.905230, arrival_time=2021-04-14 21:13:25.655273, cost_time=0:00:13.948552 2021-04-14 21:13:16,003 INFO : TRAIN, epoch=0005, iter=00120/00196, fetch data time cost=1.32ms, fps=2043 images/s, loss=2.3536, top1-acc=37.64%, top5-acc=70.51%, remaining_time=0:00:09.627984, arrival_time=2021-04-14 21:13:25.631667, cost_time=0:00:15.202074 2021-04-14 21:13:17,264 INFO : TRAIN, epoch=0005, iter=00130/00196, fetch data time cost=1.35ms, fps=2032 images/s, loss=2.3468, top1-acc=37.77%, top5-acc=70.63%, remaining_time=0:00:08.357976, arrival_time=2021-04-14 21:13:25.622258, cost_time=0:00:16.462732 2021-04-14 21:13:18,514 INFO : TRAIN, epoch=0005, iter=00140/00196, fetch data time cost=1.40ms, fps=2049 images/s, loss=2.3424, top1-acc=37.88%, top5-acc=70.74%, remaining_time=0:00:07.085120, arrival_time=2021-04-14 21:13:25.599450, cost_time=0:00:17.712832 2021-04-14 21:13:19,774 INFO : TRAIN, epoch=0005, iter=00150/00196, fetch data time cost=1.42ms, fps=2032 images/s, loss=2.3348, top1-acc=38.06%, top5-acc=70.92%, remaining_time=0:00:05.818402, arrival_time=2021-04-14 21:13:25.592998, cost_time=0:00:18.973019 2021-04-14 21:13:21,036 INFO : TRAIN, epoch=0005, iter=00160/00196, fetch data time cost=1.76ms, fps=2029 images/s, loss=2.3251, top1-acc=38.21%, top5-acc=71.10%, remaining_time=0:00:04.552956, arrival_time=2021-04-14 21:13:25.589806, cost_time=0:00:20.235346 2021-04-14 21:13:22,299 INFO : TRAIN, epoch=0005, iter=00170/00196, fetch data time cost=1.89ms, fps=2028 images/s, loss=2.3215, top1-acc=38.27%, top5-acc=71.17%, remaining_time=0:00:03.287986, arrival_time=2021-04-14 21:13:25.587903, cost_time=0:00:21.498381 2021-04-14 21:13:23,563 INFO : TRAIN, epoch=0005, iter=00180/00196, fetch data time cost=1.81ms, fps=2027 images/s, loss=2.3188, top1-acc=38.32%, top5-acc=71.23%, remaining_time=0:00:02.023264, arrival_time=2021-04-14 21:13:25.586510, cost_time=0:00:22.761750 2021-04-14 21:13:24,817 INFO : TRAIN, epoch=0005, iter=00190/00196, fetch data time cost=2.32ms, fps=2041 images/s, loss=2.3135, top1-acc=38.44%, top5-acc=71.35%, remaining_time=0:00:00.758406, arrival_time=2021-04-14 21:13:25.576279, cost_time=0:00:24.016268 2021-04-14 21:13:25,512 INFO : TRAIN, epoch=0005, iter=00196/00196, fetch data time cost=1.73ms, fps=1959 images/s, loss=2.3129, top1-acc=38.48%, top5-acc=71.37%, remaining_time=0:00:00, arrival_time=2021-04-14 21:13:25.512886, cost_time=0:00:24.711305 2021-04-14 21:13:26,036 INFO : EVAL, epoch=0005, iter=00010/00040, fetch data time cost=2.17ms, fps=4917 images/s, loss=2.4238, top1-acc=36.13%, top5-acc=69.49%, remaining_time=0:00:01.561740, arrival_time=2021-04-14 21:13:27.598317, cost_time=0:00:00.520580 2021-04-14 21:13:26,436 INFO : EVAL, epoch=0005, iter=00020/00040, fetch data time cost=0.19ms, fps=6415 images/s, loss=2.4125, top1-acc=36.50%, top5-acc=69.28%, remaining_time=0:00:00.920180, arrival_time=2021-04-14 21:13:27.356338, cost_time=0:00:00.920182 2021-04-14 21:13:26,834 INFO : EVAL, epoch=0005, iter=00030/00040, fetch data time cost=5.00ms, fps=6432 images/s, loss=2.4400, top1-acc=35.98%, top5-acc=69.08%, remaining_time=0:00:00.439570, arrival_time=2021-04-14 21:13:27.274219, cost_time=0:00:01.318707 2021-04-14 21:13:27,193 INFO : EVAL, epoch=0005, iter=00040/00040, fetch data time cost=0.09ms, fps=6473 images/s, loss=2.4290, top1-acc=36.66%, top5-acc=69.26%, remaining_time=0:00:00, arrival_time=2021-04-14 21:13:27.193425, cost_time=0:00:01.677499 2021-04-14 21:13:27,364 INFO : Epoch=0005 complete, best val top1-acc=36.66%, top5-acc=69.26% (epoch=5), remaining_time=1:27:20.447745, arrival_time=2021-04-14 22:40:47.811952, cost_time=0:02:14.370453 2021-04-14 21:13:27,366 INFO : Train start, epoch=0006, lr=0.099846 2021-04-14 21:13:28,819 INFO : TRAIN, epoch=0006, iter=00010/00196, fetch data time cost=1.35ms, fps=1762 images/s, loss=2.1997, top1-acc=40.35%, top5-acc=73.52%, remaining_time=0:00:27.028032, arrival_time=2021-04-14 21:13:55.847912, cost_time=0:00:01.453118 2021-04-14 21:13:30,073 INFO : TRAIN, epoch=0006, iter=00020/00196, fetch data time cost=1.42ms, fps=2043 images/s, loss=2.1578, top1-acc=41.54%, top5-acc=74.77%, remaining_time=0:00:23.820192, arrival_time=2021-04-14 21:13:53.893786, cost_time=0:00:02.706834 2021-04-14 21:13:31,327 INFO : TRAIN, epoch=0006, iter=00030/00196, fetch data time cost=1.80ms, fps=2042 images/s, loss=2.1370, top1-acc=41.81%, top5-acc=74.91%, remaining_time=0:00:21.915320, arrival_time=2021-04-14 21:13:53.242737, cost_time=0:00:03.960596 2021-04-14 21:13:32,585 INFO : TRAIN, epoch=0006, iter=00040/00196, fetch data time cost=1.35ms, fps=2036 images/s, loss=2.1301, top1-acc=41.82%, top5-acc=75.05%, remaining_time=0:00:20.352696, arrival_time=2021-04-14 21:13:52.938096, cost_time=0:00:05.218636 2021-04-14 21:13:33,832 INFO : TRAIN, epoch=0006, iter=00050/00196, fetch data time cost=1.41ms, fps=2054 images/s, loss=2.1365, top1-acc=41.99%, top5-acc=74.94%, remaining_time=0:00:18.879698, arrival_time=2021-04-14 21:13:52.712102, cost_time=0:00:06.465644 2021-04-14 21:13:35,076 INFO : TRAIN, epoch=0006, iter=00060/00196, fetch data time cost=1.55ms, fps=2059 images/s, loss=2.1384, top1-acc=42.02%, top5-acc=74.90%, remaining_time=0:00:17.474504, arrival_time=2021-04-14 21:13:52.550589, cost_time=0:00:07.709318 2021-04-14 21:13:36,317 INFO : TRAIN, epoch=0006, iter=00070/00196, fetch data time cost=1.41ms, fps=2063 images/s, loss=2.1371, top1-acc=41.98%, top5-acc=75.07%, remaining_time=0:00:16.111116, arrival_time=2021-04-14 21:13:52.428500, cost_time=0:00:08.950625 2021-04-14 21:13:37,569 INFO : TRAIN, epoch=0006, iter=00080/00196, fetch data time cost=1.35ms, fps=2045 images/s, loss=2.1382, top1-acc=41.89%, top5-acc=75.01%, remaining_time=0:00:14.794176, arrival_time=2021-04-14 21:13:52.363851, cost_time=0:00:10.202864 2021-04-14 21:13:38,822 INFO : TRAIN, epoch=0006, iter=00090/00196, fetch data time cost=1.34ms, fps=2045 images/s, loss=2.1384, top1-acc=42.03%, top5-acc=75.00%, remaining_time=0:00:13.491892, arrival_time=2021-04-14 21:13:52.314104, cost_time=0:00:11.455384 2021-04-14 21:13:40,085 INFO : TRAIN, epoch=0006, iter=00100/00196, fetch data time cost=2.05ms, fps=2028 images/s, loss=2.1365, top1-acc=42.11%, top5-acc=75.00%, remaining_time=0:00:12.209664, arrival_time=2021-04-14 21:13:52.294840, cost_time=0:00:12.718399 2021-04-14 21:13:41,339 INFO : TRAIN, epoch=0006, iter=00110/00196, fetch data time cost=1.91ms, fps=2041 images/s, loss=2.1378, top1-acc=42.11%, top5-acc=75.00%, remaining_time=0:00:10.924322, arrival_time=2021-04-14 21:13:52.264039, cost_time=0:00:13.972950 2021-04-14 21:13:42,592 INFO : TRAIN, epoch=0006, iter=00120/00196, fetch data time cost=2.01ms, fps=2044 images/s, loss=2.1355, top1-acc=42.11%, top5-acc=75.07%, remaining_time=0:00:09.643108, arrival_time=2021-04-14 21:13:52.235840, cost_time=0:00:15.225930 2021-04-14 21:13:43,848 INFO : TRAIN, epoch=0006, iter=00130/00196, fetch data time cost=1.38ms, fps=2039 images/s, loss=2.1354, top1-acc=42.11%, top5-acc=75.05%, remaining_time=0:00:08.367612, arrival_time=2021-04-14 21:13:52.216061, cost_time=0:00:16.481687 2021-04-14 21:13:45,099 INFO : TRAIN, epoch=0006, iter=00140/00196, fetch data time cost=1.54ms, fps=2046 images/s, loss=2.1306, top1-acc=42.23%, top5-acc=75.16%, remaining_time=0:00:07.093184, arrival_time=2021-04-14 21:13:52.192947, cost_time=0:00:17.733000 2021-04-14 21:13:46,347 INFO : TRAIN, epoch=0006, iter=00150/00196, fetch data time cost=1.87ms, fps=2053 images/s, loss=2.1307, top1-acc=42.24%, top5-acc=75.10%, remaining_time=0:00:05.820610, arrival_time=2021-04-14 21:13:52.167734, cost_time=0:00:18.980324 2021-04-14 21:13:47,607 INFO : TRAIN, epoch=0006, iter=00160/00196, fetch data time cost=1.95ms, fps=2032 images/s, loss=2.1295, top1-acc=42.25%, top5-acc=75.08%, remaining_time=0:00:04.554180, arrival_time=2021-04-14 21:13:52.161813, cost_time=0:00:20.240816 2021-04-14 21:13:48,857 INFO : TRAIN, epoch=0006, iter=00170/00196, fetch data time cost=1.40ms, fps=2049 images/s, loss=2.1279, top1-acc=42.34%, top5-acc=75.10%, remaining_time=0:00:03.286816, arrival_time=2021-04-14 21:13:52.144295, cost_time=0:00:21.490723 2021-04-14 21:13:50,114 INFO : TRAIN, epoch=0006, iter=00180/00196, fetch data time cost=1.27ms, fps=2038 images/s, loss=2.1227, top1-acc=42.47%, top5-acc=75.21%, remaining_time=0:00:02.021984, arrival_time=2021-04-14 21:13:52.136197, cost_time=0:00:22.747410 2021-04-14 21:13:51,370 INFO : TRAIN, epoch=0006, iter=00190/00196, fetch data time cost=1.35ms, fps=2039 images/s, loss=2.1202, top1-acc=42.55%, top5-acc=75.27%, remaining_time=0:00:00.757998, arrival_time=2021-04-14 21:13:52.127967, cost_time=0:00:24.003193 2021-04-14 21:13:52,049 INFO : TRAIN, epoch=0006, iter=00196/00196, fetch data time cost=1.48ms, fps=2003 images/s, loss=2.1196, top1-acc=42.59%, top5-acc=75.32%, remaining_time=0:00:00, arrival_time=2021-04-14 21:13:52.049562, cost_time=0:00:24.682803 2021-04-14 21:13:52,580 INFO : EVAL, epoch=0006, iter=00010/00040, fetch data time cost=2.93ms, fps=4842 images/s, loss=2.3146, top1-acc=38.98%, top5-acc=70.23%, remaining_time=0:00:01.585980, arrival_time=2021-04-14 21:13:54.165973, cost_time=0:00:00.528659 2021-04-14 21:13:52,970 INFO : EVAL, epoch=0006, iter=00020/00040, fetch data time cost=0.29ms, fps=6563 images/s, loss=2.3520, top1-acc=38.03%, top5-acc=69.65%, remaining_time=0:00:00.919040, arrival_time=2021-04-14 21:13:53.889421, cost_time=0:00:00.919046 2021-04-14 21:13:53,372 INFO : EVAL, epoch=0006, iter=00030/00040, fetch data time cost=6.07ms, fps=6377 images/s, loss=2.3577, top1-acc=37.67%, top5-acc=69.66%, remaining_time=0:00:00.440280, arrival_time=2021-04-14 21:13:53.812508, cost_time=0:00:01.320844 2021-04-14 21:13:53,748 INFO : EVAL, epoch=0006, iter=00040/00040, fetch data time cost=0.11ms, fps=6177 images/s, loss=2.3331, top1-acc=37.96%, top5-acc=70.02%, remaining_time=0:00:00, arrival_time=2021-04-14 21:13:53.748299, cost_time=0:00:01.696923 2021-04-14 21:13:53,945 INFO : Epoch=0006 complete, best val top1-acc=37.96%, top5-acc=70.02% (epoch=6), remaining_time=1:26:44.117706, arrival_time=2021-04-14 22:40:38.063516, cost_time=0:02:40.952092 2021-04-14 21:13:53,947 INFO : Train start, epoch=0007, lr=0.099778 2021-04-14 21:13:55,417 INFO : TRAIN, epoch=0007, iter=00010/00196, fetch data time cost=1.33ms, fps=1741 images/s, loss=2.0174, top1-acc=46.48%, top5-acc=77.46%, remaining_time=0:00:27.354276, arrival_time=2021-04-14 21:14:22.772195, cost_time=0:00:01.470663 2021-04-14 21:13:56,666 INFO : TRAIN, epoch=0007, iter=00020/00196, fetch data time cost=1.53ms, fps=2052 images/s, loss=1.9940, top1-acc=46.02%, top5-acc=77.60%, remaining_time=0:00:23.925088, arrival_time=2021-04-14 21:14:20.591115, cost_time=0:00:02.718767 2021-04-14 21:13:57,914 INFO : TRAIN, epoch=0007, iter=00030/00196, fetch data time cost=1.42ms, fps=2051 images/s, loss=1.9912, top1-acc=45.98%, top5-acc=77.79%, remaining_time=0:00:21.953002, arrival_time=2021-04-14 21:14:19.867682, cost_time=0:00:03.967418 2021-04-14 21:13:59,167 INFO : TRAIN, epoch=0007, iter=00040/00196, fetch data time cost=1.45ms, fps=2044 images/s, loss=1.9789, top1-acc=45.82%, top5-acc=78.08%, remaining_time=0:00:20.358936, arrival_time=2021-04-14 21:14:19.526415, cost_time=0:00:05.220230 2021-04-14 21:14:00,414 INFO : TRAIN, epoch=0007, iter=00050/00196, fetch data time cost=1.48ms, fps=2053 images/s, loss=1.9818, top1-acc=45.62%, top5-acc=77.94%, remaining_time=0:00:18.885392, arrival_time=2021-04-14 21:14:19.300226, cost_time=0:00:06.467620 2021-04-14 21:14:01,673 INFO : TRAIN, epoch=0007, iter=00060/00196, fetch data time cost=1.44ms, fps=2034 images/s, loss=1.9763, top1-acc=45.75%, top5-acc=78.20%, remaining_time=0:00:17.512992, arrival_time=2021-04-14 21:14:19.186605, cost_time=0:00:07.726324 2021-04-14 21:14:02,934 INFO : TRAIN, epoch=0007, iter=00070/00196, fetch data time cost=1.74ms, fps=2032 images/s, loss=1.9754, top1-acc=45.80%, top5-acc=78.11%, remaining_time=0:00:16.176510, arrival_time=2021-04-14 21:14:19.110687, cost_time=0:00:08.986955 2021-04-14 21:14:04,188 INFO : TRAIN, epoch=0007, iter=00080/00196, fetch data time cost=1.35ms, fps=2042 images/s, loss=1.9857, top1-acc=45.60%, top5-acc=77.97%, remaining_time=0:00:14.849160, arrival_time=2021-04-14 21:14:19.037149, cost_time=0:00:10.240781 2021-04-14 21:14:05,434 INFO : TRAIN, epoch=0007, iter=00090/00196, fetch data time cost=1.55ms, fps=2055 images/s, loss=1.9861, top1-acc=45.55%, top5-acc=77.94%, remaining_time=0:00:13.528886, arrival_time=2021-04-14 21:14:18.962883, cost_time=0:00:11.486793 2021-04-14 21:14:06,677 INFO : TRAIN, epoch=0007, iter=00100/00196, fetch data time cost=1.54ms, fps=2059 images/s, loss=1.9819, top1-acc=45.65%, top5-acc=78.09%, remaining_time=0:00:12.221472, arrival_time=2021-04-14 21:14:18.899381, cost_time=0:00:12.730694 2021-04-14 21:14:07,925 INFO : TRAIN, epoch=0007, iter=00110/00196, fetch data time cost=1.35ms, fps=2052 images/s, loss=1.9811, top1-acc=45.70%, top5-acc=78.16%, remaining_time=0:00:10.928622, arrival_time=2021-04-14 21:14:18.854322, cost_time=0:00:13.978486 2021-04-14 21:14:09,173 INFO : TRAIN, epoch=0007, iter=00120/00196, fetch data time cost=1.57ms, fps=2052 images/s, loss=1.9805, top1-acc=45.84%, top5-acc=78.20%, remaining_time=0:00:09.643260, arrival_time=2021-04-14 21:14:18.816646, cost_time=0:00:15.226178 2021-04-14 21:14:10,420 INFO : TRAIN, epoch=0007, iter=00130/00196, fetch data time cost=1.75ms, fps=2053 images/s, loss=1.9784, top1-acc=45.90%, top5-acc=78.24%, remaining_time=0:00:08.363586, arrival_time=2021-04-14 21:14:18.784515, cost_time=0:00:16.473710 2021-04-14 21:14:11,672 INFO : TRAIN, epoch=0007, iter=00140/00196, fetch data time cost=1.45ms, fps=2046 images/s, loss=1.9790, top1-acc=45.95%, top5-acc=78.14%, remaining_time=0:00:07.090216, arrival_time=2021-04-14 21:14:18.762988, cost_time=0:00:17.725515 2021-04-14 21:14:12,933 INFO : TRAIN, epoch=0007, iter=00150/00196, fetch data time cost=2.12ms, fps=2031 images/s, loss=1.9760, top1-acc=46.02%, top5-acc=78.21%, remaining_time=0:00:05.822496, arrival_time=2021-04-14 21:14:18.756187, cost_time=0:00:18.986448 2021-04-14 21:14:14,183 INFO : TRAIN, epoch=0007, iter=00160/00196, fetch data time cost=1.54ms, fps=2049 images/s, loss=1.9732, top1-acc=46.10%, top5-acc=78.30%, remaining_time=0:00:04.553100, arrival_time=2021-04-14 21:14:18.736336, cost_time=0:00:20.235965 2021-04-14 21:14:15,438 INFO : TRAIN, epoch=0007, iter=00170/00196, fetch data time cost=1.98ms, fps=2040 images/s, loss=1.9702, top1-acc=46.20%, top5-acc=78.35%, remaining_time=0:00:03.286920, arrival_time=2021-04-14 21:14:18.725523, cost_time=0:00:21.491388 2021-04-14 21:14:16,686 INFO : TRAIN, epoch=0007, iter=00180/00196, fetch data time cost=1.61ms, fps=2052 images/s, loss=1.9667, top1-acc=46.30%, top5-acc=78.41%, remaining_time=0:00:02.021280, arrival_time=2021-04-14 21:14:18.707919, cost_time=0:00:22.739429 2021-04-14 21:14:17,943 INFO : TRAIN, epoch=0007, iter=00190/00196, fetch data time cost=1.41ms, fps=2038 images/s, loss=1.9670, top1-acc=46.24%, top5-acc=78.47%, remaining_time=0:00:00.757770, arrival_time=2021-04-14 21:14:18.701094, cost_time=0:00:23.996119 2021-04-14 21:14:18,630 INFO : TRAIN, epoch=0007, iter=00196/00196, fetch data time cost=1.25ms, fps=1981 images/s, loss=1.9622, top1-acc=46.33%, top5-acc=78.55%, remaining_time=0:00:00, arrival_time=2021-04-14 21:14:18.630395, cost_time=0:00:24.683153 2021-04-14 21:14:19,182 INFO : EVAL, epoch=0007, iter=00010/00040, fetch data time cost=3.45ms, fps=4659 images/s, loss=2.3395, top1-acc=38.24%, top5-acc=71.95%, remaining_time=0:00:01.648320, arrival_time=2021-04-14 21:14:20.830327, cost_time=0:00:00.549445 2021-04-14 21:14:19,573 INFO : EVAL, epoch=0007, iter=00020/00040, fetch data time cost=2.32ms, fps=6551 images/s, loss=2.3629, top1-acc=37.52%, top5-acc=71.21%, remaining_time=0:00:00.940560, arrival_time=2021-04-14 21:14:20.513731, cost_time=0:00:00.940553 2021-04-14 21:14:20,007 INFO : EVAL, epoch=0007, iter=00030/00040, fetch data time cost=2.27ms, fps=5902 images/s, loss=2.3530, top1-acc=37.92%, top5-acc=71.13%, remaining_time=0:00:00.458280, arrival_time=2021-04-14 21:14:20.465721, cost_time=0:00:01.374840 2021-04-14 21:14:20,376 INFO : EVAL, epoch=0007, iter=00040/00040, fetch data time cost=0.10ms, fps=6299 images/s, loss=2.3373, top1-acc=38.05%, top5-acc=71.31%, remaining_time=0:00:00, arrival_time=2021-04-14 21:14:20.376184, cost_time=0:00:01.743613 2021-04-14 21:14:20,531 INFO : Epoch=0007 complete, best val top1-acc=38.05%, top5-acc=71.31% (epoch=7), remaining_time=1:26:10.675352, arrival_time=2021-04-14 22:40:31.206522, cost_time=0:03:07.537451 2021-04-14 21:14:20,532 INFO : Train start, epoch=0008, lr=0.099698 2021-04-14 21:14:21,958 INFO : TRAIN, epoch=0008, iter=00010/00196, fetch data time cost=0.48ms, fps=1795 images/s, loss=1.8551, top1-acc=48.09%, top5-acc=80.47%, remaining_time=0:00:26.525832, arrival_time=2021-04-14 21:14:48.484530, cost_time=0:00:01.426121 2021-04-14 21:14:23,223 INFO : TRAIN, epoch=0008, iter=00020/00196, fetch data time cost=2.29ms, fps=2025 images/s, loss=1.8504, top1-acc=48.77%, top5-acc=80.39%, remaining_time=0:00:23.680272, arrival_time=2021-04-14 21:14:46.903784, cost_time=0:00:02.690945 2021-04-14 21:14:24,477 INFO : TRAIN, epoch=0008, iter=00030/00196, fetch data time cost=1.32ms, fps=2043 images/s, loss=1.8364, top1-acc=49.26%, top5-acc=80.52%, remaining_time=0:00:21.827340, arrival_time=2021-04-14 21:14:46.304567, cost_time=0:00:03.944695 2021-04-14 21:14:25,738 INFO : TRAIN, epoch=0008, iter=00040/00196, fetch data time cost=1.37ms, fps=2030 images/s, loss=1.8442, top1-acc=49.04%, top5-acc=80.24%, remaining_time=0:00:20.303400, arrival_time=2021-04-14 21:14:46.042025, cost_time=0:00:05.205998 2021-04-14 21:14:26,993 INFO : TRAIN, epoch=0008, iter=00050/00196, fetch data time cost=1.53ms, fps=2041 images/s, loss=1.8503, top1-acc=48.87%, top5-acc=80.20%, remaining_time=0:00:18.865682, arrival_time=2021-04-14 21:14:45.859139, cost_time=0:00:06.460858 2021-04-14 21:14:28,261 INFO : TRAIN, epoch=0008, iter=00060/00196, fetch data time cost=1.80ms, fps=2020 images/s, loss=1.8516, top1-acc=48.66%, top5-acc=80.30%, remaining_time=0:00:17.518840, arrival_time=2021-04-14 21:14:45.780316, cost_time=0:00:07.728888 2021-04-14 21:14:29,512 INFO : TRAIN, epoch=0008, iter=00070/00196, fetch data time cost=1.32ms, fps=2047 images/s, loss=1.8482, top1-acc=48.83%, top5-acc=80.43%, remaining_time=0:00:16.163784, arrival_time=2021-04-14 21:14:45.676235, cost_time=0:00:08.979915 2021-04-14 21:14:30,763 INFO : TRAIN, epoch=0008, iter=00080/00196, fetch data time cost=1.47ms, fps=2046 images/s, loss=1.8515, top1-acc=48.71%, top5-acc=80.44%, remaining_time=0:00:14.835240, arrival_time=2021-04-14 21:14:45.599008, cost_time=0:00:10.231236 2021-04-14 21:14:32,010 INFO : TRAIN, epoch=0008, iter=00090/00196, fetch data time cost=1.44ms, fps=2055 images/s, loss=1.8538, top1-acc=48.61%, top5-acc=80.42%, remaining_time=0:00:13.517862, arrival_time=2021-04-14 21:14:45.527863, cost_time=0:00:11.477465 2021-04-14 21:14:33,262 INFO : TRAIN, epoch=0008, iter=00100/00196, fetch data time cost=1.54ms, fps=2046 images/s, loss=1.8563, top1-acc=48.62%, top5-acc=80.45%, remaining_time=0:00:12.220224, arrival_time=2021-04-14 21:14:45.482158, cost_time=0:00:12.729350 2021-04-14 21:14:34,511 INFO : TRAIN, epoch=0008, iter=00110/00196, fetch data time cost=1.58ms, fps=2049 images/s, loss=1.8589, top1-acc=48.53%, top5-acc=80.40%, remaining_time=0:00:10.929138, arrival_time=2021-04-14 21:14:45.440796, cost_time=0:00:13.979123 2021-04-14 21:14:35,765 INFO : TRAIN, epoch=0008, iter=00120/00196, fetch data time cost=1.66ms, fps=2042 images/s, loss=1.8620, top1-acc=48.50%, top5-acc=80.29%, remaining_time=0:00:09.647516, arrival_time=2021-04-14 21:14:45.412923, cost_time=0:00:15.232872 2021-04-14 21:14:37,011 INFO : TRAIN, epoch=0008, iter=00130/00196, fetch data time cost=1.83ms, fps=2055 images/s, loss=1.8607, top1-acc=48.45%, top5-acc=80.29%, remaining_time=0:00:08.366292, arrival_time=2021-04-14 21:14:45.377907, cost_time=0:00:16.479029 2021-04-14 21:14:38,258 INFO : TRAIN, epoch=0008, iter=00140/00196, fetch data time cost=1.59ms, fps=2055 images/s, loss=1.8606, top1-acc=48.43%, top5-acc=80.32%, remaining_time=0:00:07.090216, arrival_time=2021-04-14 21:14:45.348330, cost_time=0:00:17.725583 2021-04-14 21:14:39,511 INFO : TRAIN, epoch=0008, iter=00150/00196, fetch data time cost=1.86ms, fps=2043 images/s, loss=1.8576, top1-acc=48.49%, top5-acc=80.35%, remaining_time=0:00:05.820196, arrival_time=2021-04-14 21:14:45.331728, cost_time=0:00:18.978963 2021-04-14 21:14:40,768 INFO : TRAIN, epoch=0008, iter=00160/00196, fetch data time cost=1.90ms, fps=2038 images/s, loss=1.8537, top1-acc=48.59%, top5-acc=80.46%, remaining_time=0:00:04.552992, arrival_time=2021-04-14 21:14:45.321073, cost_time=0:00:20.235489 2021-04-14 21:14:42,024 INFO : TRAIN, epoch=0008, iter=00170/00196, fetch data time cost=1.40ms, fps=2039 images/s, loss=1.8552, top1-acc=48.61%, top5-acc=80.45%, remaining_time=0:00:03.286972, arrival_time=2021-04-14 21:14:45.311227, cost_time=0:00:21.491688 2021-04-14 21:14:43,292 INFO : TRAIN, epoch=0008, iter=00180/00196, fetch data time cost=1.90ms, fps=2020 images/s, loss=1.8524, top1-acc=48.69%, top5-acc=80.49%, remaining_time=0:00:02.023056, arrival_time=2021-04-14 21:14:45.314988, cost_time=0:00:22.759321 2021-04-14 21:14:44,559 INFO : TRAIN, epoch=0008, iter=00190/00196, fetch data time cost=1.29ms, fps=2021 images/s, loss=1.8497, top1-acc=48.75%, top5-acc=80.51%, remaining_time=0:00:00.758736, arrival_time=2021-04-14 21:14:45.317912, cost_time=0:00:24.026634 2021-04-14 21:14:45,238 INFO : TRAIN, epoch=0008, iter=00196/00196, fetch data time cost=1.37ms, fps=2004 images/s, loss=1.8488, top1-acc=48.74%, top5-acc=80.52%, remaining_time=0:00:00, arrival_time=2021-04-14 21:14:45.238318, cost_time=0:00:24.705620 2021-04-14 21:14:45,769 INFO : EVAL, epoch=0008, iter=00010/00040, fetch data time cost=2.15ms, fps=4851 images/s, loss=2.2944, top1-acc=39.26%, top5-acc=72.07%, remaining_time=0:00:01.583100, arrival_time=2021-04-14 21:14:47.352702, cost_time=0:00:00.527695 2021-04-14 21:14:46,173 INFO : EVAL, epoch=0008, iter=00020/00040, fetch data time cost=2.49ms, fps=6347 images/s, loss=2.2914, top1-acc=39.43%, top5-acc=72.50%, remaining_time=0:00:00.931540, arrival_time=2021-04-14 21:14:47.104980, cost_time=0:00:00.931545 2021-04-14 21:14:46,574 INFO : EVAL, epoch=0008, iter=00030/00040, fetch data time cost=0.22ms, fps=6391 images/s, loss=2.3030, top1-acc=39.24%, top5-acc=72.01%, remaining_time=0:00:00.444170, arrival_time=2021-04-14 21:14:47.018555, cost_time=0:00:01.332505 2021-04-14 21:14:46,950 INFO : EVAL, epoch=0008, iter=00040/00040, fetch data time cost=0.09ms, fps=6174 images/s, loss=2.2960, top1-acc=39.41%, top5-acc=72.09%, remaining_time=0:00:00, arrival_time=2021-04-14 21:14:46.950636, cost_time=0:00:01.708750 2021-04-14 21:14:47,095 INFO : Epoch=0008 complete, best val top1-acc=39.41%, top5-acc=72.09% (epoch=8), remaining_time=1:25:38.452032, arrival_time=2021-04-14 22:40:25.547922, cost_time=0:03:34.102165 2021-04-14 21:14:47,097 INFO : Train start, epoch=0009, lr=0.099606 2021-04-14 21:14:48,587 INFO : TRAIN, epoch=0009, iter=00010/00196, fetch data time cost=0.25ms, fps=1718 images/s, loss=1.7970, top1-acc=49.73%, top5-acc=81.29%, remaining_time=0:00:27.718092, arrival_time=2021-04-14 21:15:16.305768, cost_time=0:00:01.490225 2021-04-14 21:14:49,837 INFO : TRAIN, epoch=0009, iter=00020/00196, fetch data time cost=1.49ms, fps=2050 images/s, loss=1.7749, top1-acc=50.66%, top5-acc=81.74%, remaining_time=0:00:24.108304, arrival_time=2021-04-14 21:15:13.945323, cost_time=0:00:02.739577 2021-04-14 21:14:51,092 INFO : TRAIN, epoch=0009, iter=00030/00196, fetch data time cost=1.29ms, fps=2040 images/s, loss=1.7639, top1-acc=50.90%, top5-acc=82.19%, remaining_time=0:00:22.104892, arrival_time=2021-04-14 21:15:13.197132, cost_time=0:00:03.994866 2021-04-14 21:14:52,346 INFO : TRAIN, epoch=0009, iter=00040/00196, fetch data time cost=1.48ms, fps=2043 images/s, loss=1.7575, top1-acc=50.98%, top5-acc=81.98%, remaining_time=0:00:20.468916, arrival_time=2021-04-14 21:15:12.814866, cost_time=0:00:05.248434 2021-04-14 21:14:53,595 INFO : TRAIN, epoch=0009, iter=00050/00196, fetch data time cost=1.46ms, fps=2050 images/s, loss=1.7626, top1-acc=50.84%, top5-acc=81.98%, remaining_time=0:00:18.974160, arrival_time=2021-04-14 21:15:12.569645, cost_time=0:00:06.498000 2021-04-14 21:14:54,852 INFO : TRAIN, epoch=0009, iter=00060/00196, fetch data time cost=1.39ms, fps=2038 images/s, loss=1.7605, top1-acc=50.87%, top5-acc=82.04%, remaining_time=0:00:17.578000, arrival_time=2021-04-14 21:15:12.430396, cost_time=0:00:07.755006 2021-04-14 21:14:56,104 INFO : TRAIN, epoch=0009, iter=00070/00196, fetch data time cost=1.54ms, fps=2046 images/s, loss=1.7654, top1-acc=50.93%, top5-acc=81.96%, remaining_time=0:00:16.211916, arrival_time=2021-04-14 21:15:12.315885, cost_time=0:00:09.006590 2021-04-14 21:14:57,351 INFO : TRAIN, epoch=0009, iter=00080/00196, fetch data time cost=1.44ms, fps=2053 images/s, loss=1.7628, top1-acc=50.95%, top5-acc=82.04%, remaining_time=0:00:14.868416, arrival_time=2021-04-14 21:15:12.219907, cost_time=0:00:10.254060 2021-04-14 21:14:58,613 INFO : TRAIN, epoch=0009, iter=00090/00196, fetch data time cost=1.39ms, fps=2030 images/s, loss=1.7607, top1-acc=50.91%, top5-acc=82.17%, remaining_time=0:00:13.563018, arrival_time=2021-04-14 21:15:12.176202, cost_time=0:00:11.515799 2021-04-14 21:14:59,859 INFO : TRAIN, epoch=0009, iter=00100/00196, fetch data time cost=1.88ms, fps=2054 images/s, loss=1.7681, top1-acc=50.67%, top5-acc=82.07%, remaining_time=0:00:12.251904, arrival_time=2021-04-14 21:15:12.111687, cost_time=0:00:12.762357 2021-04-14 21:15:01,111 INFO : TRAIN, epoch=0009, iter=00110/00196, fetch data time cost=1.35ms, fps=2046 images/s, loss=1.7686, top1-acc=50.61%, top5-acc=82.13%, remaining_time=0:00:10.956228, arrival_time=2021-04-14 21:15:12.067374, cost_time=0:00:14.013731 2021-04-14 21:15:02,360 INFO : TRAIN, epoch=0009, iter=00120/00196, fetch data time cost=1.36ms, fps=2049 images/s, loss=1.7730, top1-acc=50.46%, top5-acc=82.04%, remaining_time=0:00:09.666896, arrival_time=2021-04-14 21:15:12.027810, cost_time=0:00:15.263527 2021-04-14 21:15:03,612 INFO : TRAIN, epoch=0009, iter=00130/00196, fetch data time cost=1.44ms, fps=2046 images/s, loss=1.7673, top1-acc=50.59%, top5-acc=82.13%, remaining_time=0:00:08.384508, arrival_time=2021-04-14 21:15:11.996850, cost_time=0:00:16.514962 2021-04-14 21:15:04,887 INFO : TRAIN, epoch=0009, iter=00140/00196, fetch data time cost=1.48ms, fps=2008 images/s, loss=1.7694, top1-acc=50.57%, top5-acc=82.07%, remaining_time=0:00:07.115976, arrival_time=2021-04-14 21:15:12.003435, cost_time=0:00:17.789980 2021-04-14 21:15:06,155 INFO : TRAIN, epoch=0009, iter=00150/00196, fetch data time cost=1.82ms, fps=2020 images/s, loss=1.7670, top1-acc=50.66%, top5-acc=82.18%, remaining_time=0:00:05.844484, arrival_time=2021-04-14 21:15:12.000088, cost_time=0:00:19.058104 2021-04-14 21:15:07,417 INFO : TRAIN, epoch=0009, iter=00160/00196, fetch data time cost=1.88ms, fps=2030 images/s, loss=1.7630, top1-acc=50.70%, top5-acc=82.22%, remaining_time=0:00:04.571964, arrival_time=2021-04-14 21:15:11.989257, cost_time=0:00:20.319853 2021-04-14 21:15:08,671 INFO : TRAIN, epoch=0009, iter=00170/00196, fetch data time cost=1.97ms, fps=2042 images/s, loss=1.7592, top1-acc=50.76%, top5-acc=82.28%, remaining_time=0:00:03.299556, arrival_time=2021-04-14 21:15:11.971049, cost_time=0:00:21.574035 2021-04-14 21:15:09,921 INFO : TRAIN, epoch=0009, iter=00180/00196, fetch data time cost=1.96ms, fps=2049 images/s, loss=1.7597, top1-acc=50.78%, top5-acc=82.29%, remaining_time=0:00:02.028800, arrival_time=2021-04-14 21:15:11.950241, cost_time=0:00:22.824022 2021-04-14 21:15:11,176 INFO : TRAIN, epoch=0009, iter=00190/00196, fetch data time cost=1.71ms, fps=2041 images/s, loss=1.7592, top1-acc=50.82%, top5-acc=82.26%, remaining_time=0:00:00.760380, arrival_time=2021-04-14 21:15:11.936426, cost_time=0:00:24.078643 2021-04-14 21:15:11,852 INFO : TRAIN, epoch=0009, iter=00196/00196, fetch data time cost=1.25ms, fps=2014 images/s, loss=1.7610, top1-acc=50.84%, top5-acc=82.25%, remaining_time=0:00:00, arrival_time=2021-04-14 21:15:11.851970, cost_time=0:00:24.754539 2021-04-14 21:15:12,391 INFO : EVAL, epoch=0009, iter=00010/00040, fetch data time cost=4.67ms, fps=4760 images/s, loss=2.3198, top1-acc=38.67%, top5-acc=71.52%, remaining_time=0:00:01.613340, arrival_time=2021-04-14 21:15:14.004975, cost_time=0:00:00.537776 2021-04-14 21:15:12,786 INFO : EVAL, epoch=0009, iter=00020/00040, fetch data time cost=0.42ms, fps=6494 images/s, loss=2.2960, top1-acc=39.96%, top5-acc=71.52%, remaining_time=0:00:00.932360, arrival_time=2021-04-14 21:15:13.718601, cost_time=0:00:00.932356 2021-04-14 21:15:13,185 INFO : EVAL, epoch=0009, iter=00030/00040, fetch data time cost=2.67ms, fps=6422 images/s, loss=2.2639, top1-acc=40.48%, top5-acc=72.41%, remaining_time=0:00:00.443830, arrival_time=2021-04-14 21:15:13.629153, cost_time=0:00:01.331477 2021-04-14 21:15:13,551 INFO : EVAL, epoch=0009, iter=00040/00040, fetch data time cost=0.11ms, fps=6343 images/s, loss=2.2758, top1-acc=39.94%, top5-acc=72.22%, remaining_time=0:00:00, arrival_time=2021-04-14 21:15:13.551441, cost_time=0:00:01.697564 2021-04-14 21:15:13,862 INFO : Epoch=0009 complete, best val top1-acc=39.94%, top5-acc=72.22% (epoch=9), remaining_time=1:25:11.777312, arrival_time=2021-04-14 22:40:25.640128, cost_time=0:04:00.869091 2021-04-14 21:15:13,864 INFO : Train start, epoch=0010, lr=0.099501 2021-04-14 21:15:15,320 INFO : TRAIN, epoch=0010, iter=00010/00196, fetch data time cost=2.02ms, fps=1759 images/s, loss=1.6736, top1-acc=52.15%, top5-acc=84.34%, remaining_time=0:00:27.068208, arrival_time=2021-04-14 21:15:42.388292, cost_time=0:00:01.455283 2021-04-14 21:15:16,565 INFO : TRAIN, epoch=0010, iter=00020/00196, fetch data time cost=1.70ms, fps=2057 images/s, loss=1.6718, top1-acc=53.24%, top5-acc=84.12%, remaining_time=0:00:23.762992, arrival_time=2021-04-14 21:15:40.328155, cost_time=0:00:02.700336 2021-04-14 21:15:17,821 INFO : TRAIN, epoch=0010, iter=00030/00196, fetch data time cost=1.58ms, fps=2038 images/s, loss=1.6767, top1-acc=53.18%, top5-acc=84.15%, remaining_time=0:00:21.894902, arrival_time=2021-04-14 21:15:39.716590, cost_time=0:00:03.956901 2021-04-14 21:15:19,074 INFO : TRAIN, epoch=0010, iter=00040/00196, fetch data time cost=1.50ms, fps=2045 images/s, loss=1.6794, top1-acc=53.04%, top5-acc=84.28%, remaining_time=0:00:20.316504, arrival_time=2021-04-14 21:15:39.390635, cost_time=0:00:05.209355 2021-04-14 21:15:20,326 INFO : TRAIN, epoch=0010, iter=00050/00196, fetch data time cost=1.63ms, fps=2046 images/s, loss=1.6714, top1-acc=53.30%, top5-acc=84.16%, remaining_time=0:00:18.866412, arrival_time=2021-04-14 21:15:39.192343, cost_time=0:00:06.461098 2021-04-14 21:15:21,576 INFO : TRAIN, epoch=0010, iter=00060/00196, fetch data time cost=1.32ms, fps=2047 images/s, loss=1.6711, top1-acc=53.02%, top5-acc=84.09%, remaining_time=0:00:17.480624, arrival_time=2021-04-14 21:15:39.057446, cost_time=0:00:07.712048 2021-04-14 21:15:22,819 INFO : TRAIN, epoch=0010, iter=00070/00196, fetch data time cost=1.30ms, fps=2061 images/s, loss=1.6736, top1-acc=52.95%, top5-acc=84.06%, remaining_time=0:00:16.118172, arrival_time=2021-04-14 21:15:38.937466, cost_time=0:00:08.954523 2021-04-14 21:15:24,062 INFO : TRAIN, epoch=0010, iter=00080/00196, fetch data time cost=1.51ms, fps=2060 images/s, loss=1.6782, top1-acc=52.88%, top5-acc=84.00%, remaining_time=0:00:14.786868, arrival_time=2021-04-14 21:15:38.849533, cost_time=0:00:10.197831 2021-04-14 21:15:25,314 INFO : TRAIN, epoch=0010, iter=00090/00196, fetch data time cost=1.60ms, fps=2045 images/s, loss=1.6748, top1-acc=52.95%, top5-acc=84.00%, remaining_time=0:00:13.485532, arrival_time=2021-04-14 21:15:38.800246, cost_time=0:00:11.449946 2021-04-14 21:15:26,571 INFO : TRAIN, epoch=0010, iter=00100/00196, fetch data time cost=1.42ms, fps=2038 images/s, loss=1.6735, top1-acc=52.87%, top5-acc=84.11%, remaining_time=0:00:12.198336, arrival_time=2021-04-14 21:15:38.769724, cost_time=0:00:12.706608 2021-04-14 21:15:27,823 INFO : TRAIN, epoch=0010, iter=00110/00196, fetch data time cost=1.79ms, fps=2045 images/s, loss=1.6710, top1-acc=52.97%, top5-acc=84.02%, remaining_time=0:00:10.913228, arrival_time=2021-04-14 21:15:38.736868, cost_time=0:00:13.958762 2021-04-14 21:15:29,087 INFO : TRAIN, epoch=0010, iter=00120/00196, fetch data time cost=1.37ms, fps=2027 images/s, loss=1.6719, top1-acc=52.95%, top5-acc=83.94%, remaining_time=0:00:09.640904, arrival_time=2021-04-14 21:15:38.728197, cost_time=0:00:15.222491 2021-04-14 21:15:30,331 INFO : TRAIN, epoch=0010, iter=00130/00196, fetch data time cost=1.63ms, fps=2058 images/s, loss=1.6761, top1-acc=52.92%, top5-acc=83.83%, remaining_time=0:00:08.360154, arrival_time=2021-04-14 21:15:38.691857, cost_time=0:00:16.466924 2021-04-14 21:15:31,585 INFO : TRAIN, epoch=0010, iter=00140/00196, fetch data time cost=1.41ms, fps=2042 images/s, loss=1.6802, top1-acc=52.78%, top5-acc=83.80%, remaining_time=0:00:07.088424, arrival_time=2021-04-14 21:15:38.674228, cost_time=0:00:17.721034 2021-04-14 21:15:32,841 INFO : TRAIN, epoch=0010, iter=00150/00196, fetch data time cost=1.88ms, fps=2040 images/s, loss=1.6850, top1-acc=52.62%, top5-acc=83.71%, remaining_time=0:00:05.819368, arrival_time=2021-04-14 21:15:38.660502, cost_time=0:00:18.976212 2021-04-14 21:15:34,101 INFO : TRAIN, epoch=0010, iter=00160/00196, fetch data time cost=1.85ms, fps=2032 images/s, loss=1.6880, top1-acc=52.52%, top5-acc=83.62%, remaining_time=0:00:04.553280, arrival_time=2021-04-14 21:15:38.654913, cost_time=0:00:20.236784 2021-04-14 21:15:35,352 INFO : TRAIN, epoch=0010, iter=00170/00196, fetch data time cost=1.42ms, fps=2047 images/s, loss=1.6867, top1-acc=52.55%, top5-acc=83.64%, remaining_time=0:00:03.286374, arrival_time=2021-04-14 21:15:38.638963, cost_time=0:00:21.487794 2021-04-14 21:15:36,600 INFO : TRAIN, epoch=0010, iter=00180/00196, fetch data time cost=1.39ms, fps=2053 images/s, loss=1.6903, top1-acc=52.48%, top5-acc=83.54%, remaining_time=0:00:02.020912, arrival_time=2021-04-14 21:15:38.621004, cost_time=0:00:22.735318 2021-04-14 21:15:37,851 INFO : TRAIN, epoch=0010, iter=00190/00196, fetch data time cost=1.58ms, fps=2046 images/s, loss=1.6889, top1-acc=52.47%, top5-acc=83.60%, remaining_time=0:00:00.757482, arrival_time=2021-04-14 21:15:38.609239, cost_time=0:00:23.986978 2021-04-14 21:15:38,537 INFO : TRAIN, epoch=0010, iter=00196/00196, fetch data time cost=1.60ms, fps=1985 images/s, loss=1.6895, top1-acc=52.49%, top5-acc=83.58%, remaining_time=0:00:00, arrival_time=2021-04-14 21:15:38.537457, cost_time=0:00:24.672660 2021-04-14 21:15:39,074 INFO : EVAL, epoch=0010, iter=00010/00040, fetch data time cost=0.19ms, fps=4782 images/s, loss=2.1037, top1-acc=44.30%, top5-acc=75.62%, remaining_time=0:00:01.605900, arrival_time=2021-04-14 21:15:40.680842, cost_time=0:00:00.535303 2021-04-14 21:15:39,472 INFO : EVAL, epoch=0010, iter=00020/00040, fetch data time cost=1.41ms, fps=6446 images/s, loss=2.1090, top1-acc=43.26%, top5-acc=75.16%, remaining_time=0:00:00.932760, arrival_time=2021-04-14 21:15:40.405265, cost_time=0:00:00.932770 2021-04-14 21:15:39,863 INFO : EVAL, epoch=0010, iter=00030/00040, fetch data time cost=3.54ms, fps=6551 images/s, loss=2.1102, top1-acc=43.07%, top5-acc=75.03%, remaining_time=0:00:00.441350, arrival_time=2021-04-14 21:15:40.305060, cost_time=0:00:01.324060 2021-04-14 21:15:40,230 INFO : EVAL, epoch=0010, iter=00040/00040, fetch data time cost=0.07ms, fps=6335 images/s, loss=2.0918, top1-acc=43.18%, top5-acc=75.36%, remaining_time=0:00:00, arrival_time=2021-04-14 21:15:40.230242, cost_time=0:00:01.690614 2021-04-14 21:15:40,354 INFO : Epoch=0010 complete, best val top1-acc=43.18%, top5-acc=75.36% (epoch=10), remaining_time=1:24:39.847410, arrival_time=2021-04-14 22:40:20.201522, cost_time=0:04:27.360388 2021-04-14 21:15:40,355 INFO : Train start, epoch=0011, lr=0.099384 2021-04-14 21:15:41,771 INFO : TRAIN, epoch=0011, iter=00010/00196, fetch data time cost=1.96ms, fps=1809 images/s, loss=1.6593, top1-acc=53.05%, top5-acc=84.84%, remaining_time=0:00:26.326254, arrival_time=2021-04-14 21:16:08.097287, cost_time=0:00:01.415389 2021-04-14 21:15:43,033 INFO : TRAIN, epoch=0011, iter=00020/00196, fetch data time cost=2.34ms, fps=2029 images/s, loss=1.6630, top1-acc=53.11%, top5-acc=84.39%, remaining_time=0:00:23.566928, arrival_time=2021-04-14 21:16:06.600606, cost_time=0:00:02.678051 2021-04-14 21:15:44,286 INFO : TRAIN, epoch=0011, iter=00030/00196, fetch data time cost=1.73ms, fps=2044 images/s, loss=1.6395, top1-acc=53.54%, top5-acc=84.52%, remaining_time=0:00:21.751146, arrival_time=2021-04-14 21:16:06.037671, cost_time=0:00:03.930924 2021-04-14 21:15:45,546 INFO : TRAIN, epoch=0011, iter=00040/00196, fetch data time cost=2.02ms, fps=2033 images/s, loss=1.6268, top1-acc=53.90%, top5-acc=84.68%, remaining_time=0:00:20.244276, arrival_time=2021-04-14 21:16:05.790684, cost_time=0:00:05.190826 2021-04-14 21:15:46,820 INFO : TRAIN, epoch=0011, iter=00050/00196, fetch data time cost=1.57ms, fps=2011 images/s, loss=1.6221, top1-acc=54.16%, top5-acc=84.67%, remaining_time=0:00:18.876048, arrival_time=2021-04-14 21:16:05.696083, cost_time=0:00:06.464397 2021-04-14 21:15:48,088 INFO : TRAIN, epoch=0011, iter=00060/00196, fetch data time cost=1.68ms, fps=2019 images/s, loss=1.6134, top1-acc=54.35%, top5-acc=84.69%, remaining_time=0:00:17.527952, arrival_time=2021-04-14 21:16:05.616453, cost_time=0:00:07.732905 2021-04-14 21:15:49,336 INFO : TRAIN, epoch=0011, iter=00070/00196, fetch data time cost=1.58ms, fps=2051 images/s, loss=1.6194, top1-acc=54.14%, top5-acc=84.65%, remaining_time=0:00:16.166556, arrival_time=2021-04-14 21:16:05.503494, cost_time=0:00:08.981405 2021-04-14 21:15:50,591 INFO : TRAIN, epoch=0011, iter=00080/00196, fetch data time cost=1.95ms, fps=2041 images/s, loss=1.6179, top1-acc=54.14%, top5-acc=84.66%, remaining_time=0:00:14.842432, arrival_time=2021-04-14 21:16:05.434149, cost_time=0:00:10.236126 2021-04-14 21:15:51,849 INFO : TRAIN, epoch=0011, iter=00090/00196, fetch data time cost=1.40ms, fps=2036 images/s, loss=1.6178, top1-acc=54.17%, top5-acc=84.78%, remaining_time=0:00:13.537472, arrival_time=2021-04-14 21:16:05.387119, cost_time=0:00:11.494111 2021-04-14 21:15:53,102 INFO : TRAIN, epoch=0011, iter=00100/00196, fetch data time cost=2.36ms, fps=2045 images/s, loss=1.6173, top1-acc=54.07%, top5-acc=84.83%, remaining_time=0:00:12.236448, arrival_time=2021-04-14 21:16:05.338442, cost_time=0:00:12.746338 2021-04-14 21:15:54,360 INFO : TRAIN, epoch=0011, iter=00110/00196, fetch data time cost=1.85ms, fps=2035 images/s, loss=1.6222, top1-acc=53.96%, top5-acc=84.69%, remaining_time=0:00:10.949348, arrival_time=2021-04-14 21:16:05.309861, cost_time=0:00:14.004946 2021-04-14 21:15:55,607 INFO : TRAIN, epoch=0011, iter=00120/00196, fetch data time cost=1.44ms, fps=2054 images/s, loss=1.6225, top1-acc=54.05%, top5-acc=84.68%, remaining_time=0:00:09.659372, arrival_time=2021-04-14 21:16:05.266527, cost_time=0:00:15.251635 2021-04-14 21:15:56,851 INFO : TRAIN, epoch=0011, iter=00130/00196, fetch data time cost=1.59ms, fps=2058 images/s, loss=1.6265, top1-acc=53.95%, top5-acc=84.62%, remaining_time=0:00:08.374806, arrival_time=2021-04-14 21:16:05.226232, cost_time=0:00:16.495777 2021-04-14 21:15:58,107 INFO : TRAIN, epoch=0011, iter=00140/00196, fetch data time cost=1.43ms, fps=2040 images/s, loss=1.6292, top1-acc=53.91%, top5-acc=84.56%, remaining_time=0:00:07.100576, arrival_time=2021-04-14 21:16:05.207552, cost_time=0:00:17.751440 2021-04-14 21:15:59,364 INFO : TRAIN, epoch=0011, iter=00150/00196, fetch data time cost=1.74ms, fps=2036 images/s, loss=1.6308, top1-acc=53.85%, top5-acc=84.54%, remaining_time=0:00:05.829396, arrival_time=2021-04-14 21:16:05.193843, cost_time=0:00:19.008924 2021-04-14 21:16:00,616 INFO : TRAIN, epoch=0011, iter=00160/00196, fetch data time cost=1.66ms, fps=2048 images/s, loss=1.6286, top1-acc=53.88%, top5-acc=84.57%, remaining_time=0:00:04.558644, arrival_time=2021-04-14 21:16:05.175003, cost_time=0:00:20.260709 2021-04-14 21:16:01,863 INFO : TRAIN, epoch=0011, iter=00170/00196, fetch data time cost=1.49ms, fps=2053 images/s, loss=1.6292, top1-acc=53.86%, top5-acc=84.59%, remaining_time=0:00:03.289468, arrival_time=2021-04-14 21:16:05.153162, cost_time=0:00:21.508144 2021-04-14 21:16:03,121 INFO : TRAIN, epoch=0011, iter=00180/00196, fetch data time cost=1.78ms, fps=2035 images/s, loss=1.6274, top1-acc=53.87%, top5-acc=84.62%, remaining_time=0:00:02.023680, arrival_time=2021-04-14 21:16:05.145530, cost_time=0:00:22.766323 2021-04-14 21:16:04,367 INFO : TRAIN, epoch=0011, iter=00190/00196, fetch data time cost=1.22ms, fps=2055 images/s, loss=1.6283, top1-acc=53.90%, top5-acc=84.59%, remaining_time=0:00:00.758286, arrival_time=2021-04-14 21:16:05.126183, cost_time=0:00:24.012375 2021-04-14 21:16:05,050 INFO : TRAIN, epoch=0011, iter=00196/00196, fetch data time cost=1.32ms, fps=1993 images/s, loss=1.6282, top1-acc=53.91%, top5-acc=84.57%, remaining_time=0:00:00, arrival_time=2021-04-14 21:16:05.050804, cost_time=0:00:24.695257 2021-04-14 21:16:05,577 INFO : EVAL, epoch=0011, iter=00010/00040, fetch data time cost=2.15ms, fps=4879 images/s, loss=1.8833, top1-acc=48.05%, top5-acc=79.37%, remaining_time=0:00:01.574100, arrival_time=2021-04-14 21:16:07.151650, cost_time=0:00:00.524698 2021-04-14 21:16:05,960 INFO : EVAL, epoch=0011, iter=00020/00040, fetch data time cost=1.48ms, fps=6693 images/s, loss=1.8935, top1-acc=47.77%, top5-acc=79.36%, remaining_time=0:00:00.907580, arrival_time=2021-04-14 21:16:06.867998, cost_time=0:00:00.907588 2021-04-14 21:16:06,357 INFO : EVAL, epoch=0011, iter=00030/00040, fetch data time cost=2.67ms, fps=6453 images/s, loss=1.8750, top1-acc=48.54%, top5-acc=79.53%, remaining_time=0:00:00.434940, arrival_time=2021-04-14 21:16:06.792585, cost_time=0:00:01.304809 2021-04-14 21:16:06,727 INFO : EVAL, epoch=0011, iter=00040/00040, fetch data time cost=0.08ms, fps=6280 images/s, loss=1.8999, top1-acc=48.50%, top5-acc=79.32%, remaining_time=0:00:00, arrival_time=2021-04-14 21:16:06.727550, cost_time=0:00:01.674756 2021-04-14 21:16:06,852 INFO : Epoch=0011 complete, best val top1-acc=48.50%, top5-acc=79.32% (epoch=11), remaining_time=1:24:09.020088, arrival_time=2021-04-14 22:40:15.872121, cost_time=0:04:53.858311 2021-04-14 21:16:06,853 INFO : Train start, epoch=0012, lr=0.099255 2021-04-14 21:16:08,304 INFO : TRAIN, epoch=0012, iter=00010/00196, fetch data time cost=0.23ms, fps=1765 images/s, loss=1.6522, top1-acc=53.71%, top5-acc=85.04%, remaining_time=0:00:26.980974, arrival_time=2021-04-14 21:16:35.285093, cost_time=0:00:01.450591 2021-04-14 21:16:09,563 INFO : TRAIN, epoch=0012, iter=00020/00196, fetch data time cost=2.08ms, fps=2033 images/s, loss=1.6265, top1-acc=53.57%, top5-acc=85.25%, remaining_time=0:00:23.848704, arrival_time=2021-04-14 21:16:33.412257, cost_time=0:00:02.710084 2021-04-14 21:16:10,809 INFO : TRAIN, epoch=0012, iter=00030/00196, fetch data time cost=1.46ms, fps=2056 images/s, loss=1.5934, top1-acc=54.70%, top5-acc=85.66%, remaining_time=0:00:21.888096, arrival_time=2021-04-14 21:16:32.697304, cost_time=0:00:03.955681 2021-04-14 21:16:12,068 INFO : TRAIN, epoch=0012, iter=00040/00196, fetch data time cost=1.50ms, fps=2035 images/s, loss=1.5851, top1-acc=55.24%, top5-acc=85.57%, remaining_time=0:00:20.335692, arrival_time=2021-04-14 21:16:32.403614, cost_time=0:00:05.214291 2021-04-14 21:16:13,318 INFO : TRAIN, epoch=0012, iter=00050/00196, fetch data time cost=1.96ms, fps=2047 images/s, loss=1.5905, top1-acc=55.18%, top5-acc=85.31%, remaining_time=0:00:18.878968, arrival_time=2021-04-14 21:16:32.197874, cost_time=0:00:06.465408 2021-04-14 21:16:14,566 INFO : TRAIN, epoch=0012, iter=00060/00196, fetch data time cost=1.28ms, fps=2052 images/s, loss=1.5819, top1-acc=55.40%, top5-acc=85.50%, remaining_time=0:00:17.483888, arrival_time=2021-04-14 21:16:32.050834, cost_time=0:00:07.713467 2021-04-14 21:16:15,815 INFO : TRAIN, epoch=0012, iter=00070/00196, fetch data time cost=1.54ms, fps=2050 images/s, loss=1.5799, top1-acc=55.59%, top5-acc=85.34%, remaining_time=0:00:16.132284, arrival_time=2021-04-14 21:16:31.948115, cost_time=0:00:08.962351 2021-04-14 21:16:17,060 INFO : TRAIN, epoch=0012, iter=00080/00196, fetch data time cost=1.53ms, fps=2057 images/s, loss=1.5848, top1-acc=55.33%, top5-acc=85.38%, remaining_time=0:00:14.800788, arrival_time=2021-04-14 21:16:31.861695, cost_time=0:00:10.207425 2021-04-14 21:16:18,303 INFO : TRAIN, epoch=0012, iter=00090/00196, fetch data time cost=1.33ms, fps=2061 images/s, loss=1.5847, top1-acc=55.23%, top5-acc=85.41%, remaining_time=0:00:13.485638, arrival_time=2021-04-14 21:16:31.789368, cost_time=0:00:11.450113 2021-04-14 21:16:19,554 INFO : TRAIN, epoch=0012, iter=00100/00196, fetch data time cost=2.05ms, fps=2048 images/s, loss=1.5830, top1-acc=55.37%, top5-acc=85.45%, remaining_time=0:00:12.193056, arrival_time=2021-04-14 21:16:31.747677, cost_time=0:00:12.701116 2021-04-14 21:16:20,815 INFO : TRAIN, epoch=0012, iter=00110/00196, fetch data time cost=1.51ms, fps=2031 images/s, loss=1.5869, top1-acc=55.20%, top5-acc=85.43%, remaining_time=0:00:10.915808, arrival_time=2021-04-14 21:16:31.731410, cost_time=0:00:13.962115 2021-04-14 21:16:22,070 INFO : TRAIN, epoch=0012, iter=00120/00196, fetch data time cost=1.41ms, fps=2040 images/s, loss=1.5867, top1-acc=55.14%, top5-acc=85.48%, remaining_time=0:00:09.637560, arrival_time=2021-04-14 21:16:31.708229, cost_time=0:00:15.217183 2021-04-14 21:16:23,315 INFO : TRAIN, epoch=0012, iter=00130/00196, fetch data time cost=1.42ms, fps=2057 images/s, loss=1.5906, top1-acc=54.98%, top5-acc=85.44%, remaining_time=0:00:08.357580, arrival_time=2021-04-14 21:16:31.672937, cost_time=0:00:16.461879 2021-04-14 21:16:24,561 INFO : TRAIN, epoch=0012, iter=00140/00196, fetch data time cost=1.48ms, fps=2056 images/s, loss=1.5902, top1-acc=54.97%, top5-acc=85.46%, remaining_time=0:00:07.082992, arrival_time=2021-04-14 21:16:31.643987, cost_time=0:00:17.707521 2021-04-14 21:16:25,811 INFO : TRAIN, epoch=0012, iter=00150/00196, fetch data time cost=1.63ms, fps=2048 images/s, loss=1.5889, top1-acc=54.99%, top5-acc=85.47%, remaining_time=0:00:05.813756, arrival_time=2021-04-14 21:16:31.625097, cost_time=0:00:18.957855 2021-04-14 21:16:27,059 INFO : TRAIN, epoch=0012, iter=00160/00196, fetch data time cost=1.42ms, fps=2051 images/s, loss=1.5857, top1-acc=55.10%, top5-acc=85.46%, remaining_time=0:00:04.546404, arrival_time=2021-04-14 21:16:31.606213, cost_time=0:00:20.206283 2021-04-14 21:16:28,315 INFO : TRAIN, epoch=0012, iter=00170/00196, fetch data time cost=1.59ms, fps=2039 images/s, loss=1.5863, top1-acc=55.04%, top5-acc=85.43%, remaining_time=0:00:03.282448, arrival_time=2021-04-14 21:16:31.598155, cost_time=0:00:21.462207 2021-04-14 21:16:29,573 INFO : TRAIN, epoch=0012, iter=00180/00196, fetch data time cost=1.50ms, fps=2036 images/s, loss=1.5900, top1-acc=54.99%, top5-acc=85.41%, remaining_time=0:00:02.019584, arrival_time=2021-04-14 21:16:31.593385, cost_time=0:00:22.720304 2021-04-14 21:16:30,826 INFO : TRAIN, epoch=0012, iter=00190/00196, fetch data time cost=1.22ms, fps=2045 images/s, loss=1.5882, top1-acc=55.06%, top5-acc=85.43%, remaining_time=0:00:00.757026, arrival_time=2021-04-14 21:16:31.583049, cost_time=0:00:23.972542 2021-04-14 21:16:31,507 INFO : TRAIN, epoch=0012, iter=00196/00196, fetch data time cost=1.44ms, fps=1997 images/s, loss=1.5871, top1-acc=55.06%, top5-acc=85.43%, remaining_time=0:00:00, arrival_time=2021-04-14 21:16:31.507524, cost_time=0:00:24.654050 2021-04-14 21:16:32,050 INFO : EVAL, epoch=0012, iter=00010/00040, fetch data time cost=5.72ms, fps=4730 images/s, loss=1.9463, top1-acc=48.44%, top5-acc=77.97%, remaining_time=0:00:01.623630, arrival_time=2021-04-14 21:16:33.674284, cost_time=0:00:00.541211 2021-04-14 21:16:32,443 INFO : EVAL, epoch=0012, iter=00020/00040, fetch data time cost=2.23ms, fps=6530 images/s, loss=1.9831, top1-acc=47.13%, top5-acc=77.42%, remaining_time=0:00:00.933720, arrival_time=2021-04-14 21:16:33.376876, cost_time=0:00:00.933717 2021-04-14 21:16:32,835 INFO : EVAL, epoch=0012, iter=00030/00040, fetch data time cost=2.33ms, fps=6530 images/s, loss=1.9858, top1-acc=46.93%, top5-acc=77.80%, remaining_time=0:00:00.442090, arrival_time=2021-04-14 21:16:33.277742, cost_time=0:00:01.326259 2021-04-14 21:16:33,204 INFO : EVAL, epoch=0012, iter=00040/00040, fetch data time cost=0.11ms, fps=6298 images/s, loss=1.9689, top1-acc=47.00%, top5-acc=78.00%, remaining_time=0:00:00, arrival_time=2021-04-14 21:16:33.204387, cost_time=0:00:01.694965 2021-04-14 21:16:33,405 INFO : Epoch=0012 complete, best val top1-acc=48.50%, top5-acc=79.32% (epoch=11), remaining_time=1:23:39.776156, arrival_time=2021-04-14 22:40:13.181136, cost_time=0:05:20.411244 2021-04-14 21:16:33,407 INFO : Train start, epoch=0013, lr=0.099114 2021-04-14 21:16:34,874 INFO : TRAIN, epoch=0013, iter=00010/00196, fetch data time cost=0.34ms, fps=1745 images/s, loss=1.5465, top1-acc=56.52%, top5-acc=86.60%, remaining_time=0:00:27.294756, arrival_time=2021-04-14 21:17:02.169560, cost_time=0:00:01.467455 2021-04-14 21:16:36,129 INFO : TRAIN, epoch=0013, iter=00020/00196, fetch data time cost=2.03ms, fps=2042 images/s, loss=1.5423, top1-acc=56.31%, top5-acc=86.11%, remaining_time=0:00:23.952368, arrival_time=2021-04-14 21:17:00.081582, cost_time=0:00:02.721855 2021-04-14 21:16:37,391 INFO : TRAIN, epoch=0013, iter=00030/00196, fetch data time cost=1.47ms, fps=2030 images/s, loss=1.5457, top1-acc=56.02%, top5-acc=86.07%, remaining_time=0:00:22.042642, arrival_time=2021-04-14 21:16:59.433619, cost_time=0:00:03.983618 2021-04-14 21:16:38,654 INFO : TRAIN, epoch=0013, iter=00040/00196, fetch data time cost=1.41ms, fps=2027 images/s, loss=1.5434, top1-acc=56.17%, top5-acc=86.08%, remaining_time=0:00:20.464704, arrival_time=2021-04-14 21:16:59.119457, cost_time=0:00:05.247356 2021-04-14 21:16:39,906 INFO : TRAIN, epoch=0013, iter=00050/00196, fetch data time cost=1.41ms, fps=2045 images/s, loss=1.5248, top1-acc=56.70%, top5-acc=86.43%, remaining_time=0:00:18.978978, arrival_time=2021-04-14 21:16:58.885911, cost_time=0:00:06.499639 2021-04-14 21:16:41,155 INFO : TRAIN, epoch=0013, iter=00060/00196, fetch data time cost=1.63ms, fps=2052 images/s, loss=1.5296, top1-acc=56.52%, top5-acc=86.37%, remaining_time=0:00:17.561272, arrival_time=2021-04-14 21:16:58.716331, cost_time=0:00:07.747643 2021-04-14 21:16:42,415 INFO : TRAIN, epoch=0013, iter=00070/00196, fetch data time cost=1.42ms, fps=2033 images/s, loss=1.5310, top1-acc=56.23%, top5-acc=86.28%, remaining_time=0:00:16.214184, arrival_time=2021-04-14 21:16:58.629424, cost_time=0:00:09.007899 2021-04-14 21:16:43,676 INFO : TRAIN, epoch=0013, iter=00080/00196, fetch data time cost=1.87ms, fps=2030 images/s, loss=1.5316, top1-acc=56.20%, top5-acc=86.17%, remaining_time=0:00:14.890456, arrival_time=2021-04-14 21:16:58.567090, cost_time=0:00:10.269252 2021-04-14 21:16:44,921 INFO : TRAIN, epoch=0013, iter=00090/00196, fetch data time cost=1.56ms, fps=2058 images/s, loss=1.5346, top1-acc=56.18%, top5-acc=86.11%, remaining_time=0:00:13.561004, arrival_time=2021-04-14 21:16:58.482330, cost_time=0:00:11.514030 2021-04-14 21:16:46,181 INFO : TRAIN, epoch=0013, iter=00100/00196, fetch data time cost=2.11ms, fps=2033 images/s, loss=1.5269, top1-acc=56.38%, top5-acc=86.19%, remaining_time=0:00:12.262848, arrival_time=2021-04-14 21:16:58.444011, cost_time=0:00:12.773802 2021-04-14 21:16:47,437 INFO : TRAIN, epoch=0013, iter=00110/00196, fetch data time cost=1.50ms, fps=2039 images/s, loss=1.5249, top1-acc=56.36%, top5-acc=86.15%, remaining_time=0:00:10.968870, arrival_time=2021-04-14 21:16:58.406126, cost_time=0:00:14.029964 2021-04-14 21:16:48,683 INFO : TRAIN, epoch=0013, iter=00120/00196, fetch data time cost=1.53ms, fps=2055 images/s, loss=1.5259, top1-acc=56.25%, top5-acc=86.17%, remaining_time=0:00:09.674800, arrival_time=2021-04-14 21:16:58.358242, cost_time=0:00:15.275974 2021-04-14 21:16:49,941 INFO : TRAIN, epoch=0013, iter=00130/00196, fetch data time cost=2.19ms, fps=2036 images/s, loss=1.5269, top1-acc=56.31%, top5-acc=86.16%, remaining_time=0:00:08.394342, arrival_time=2021-04-14 21:16:58.335971, cost_time=0:00:16.534250 2021-04-14 21:16:51,193 INFO : TRAIN, epoch=0013, iter=00140/00196, fetch data time cost=1.88ms, fps=2046 images/s, loss=1.5291, top1-acc=56.24%, top5-acc=86.14%, remaining_time=0:00:07.114464, arrival_time=2021-04-14 21:16:58.307945, cost_time=0:00:17.786181 2021-04-14 21:16:52,445 INFO : TRAIN, epoch=0013, iter=00150/00196, fetch data time cost=1.53ms, fps=2046 images/s, loss=1.5316, top1-acc=56.10%, top5-acc=86.12%, remaining_time=0:00:05.838228, arrival_time=2021-04-14 21:16:58.283189, cost_time=0:00:19.037664 2021-04-14 21:16:53,692 INFO : TRAIN, epoch=0013, iter=00160/00196, fetch data time cost=1.42ms, fps=2053 images/s, loss=1.5342, top1-acc=56.06%, top5-acc=86.10%, remaining_time=0:00:04.564188, arrival_time=2021-04-14 21:16:58.256863, cost_time=0:00:20.285260 2021-04-14 21:16:54,949 INFO : TRAIN, epoch=0013, iter=00170/00196, fetch data time cost=1.66ms, fps=2037 images/s, loss=1.5337, top1-acc=56.07%, top5-acc=86.15%, remaining_time=0:00:03.294746, arrival_time=2021-04-14 21:16:58.244603, cost_time=0:00:21.542548 2021-04-14 21:16:56,201 INFO : TRAIN, epoch=0013, iter=00180/00196, fetch data time cost=1.39ms, fps=2047 images/s, loss=1.5384, top1-acc=55.97%, top5-acc=86.07%, remaining_time=0:00:02.026096, arrival_time=2021-04-14 21:16:58.227057, cost_time=0:00:22.793667 2021-04-14 21:16:57,463 INFO : TRAIN, epoch=0013, iter=00190/00196, fetch data time cost=1.36ms, fps=2028 images/s, loss=1.5400, top1-acc=55.98%, top5-acc=86.05%, remaining_time=0:00:00.759672, arrival_time=2021-04-14 21:16:58.223206, cost_time=0:00:24.056232 2021-04-14 21:16:58,145 INFO : TRAIN, epoch=0013, iter=00196/00196, fetch data time cost=1.23ms, fps=1997 images/s, loss=1.5416, top1-acc=55.90%, top5-acc=86.01%, remaining_time=0:00:00, arrival_time=2021-04-14 21:16:58.145016, cost_time=0:00:24.737586 2021-04-14 21:16:58,728 INFO : EVAL, epoch=0013, iter=00010/00040, fetch data time cost=0.17ms, fps=4413 images/s, loss=1.9419, top1-acc=48.79%, top5-acc=79.06%, remaining_time=0:00:01.740270, arrival_time=2021-04-14 21:17:00.468535, cost_time=0:00:00.580091 2021-04-14 21:16:59,115 INFO : EVAL, epoch=0013, iter=00020/00040, fetch data time cost=1.67ms, fps=6624 images/s, loss=1.9335, top1-acc=47.95%, top5-acc=79.06%, remaining_time=0:00:00.966940, arrival_time=2021-04-14 21:17:00.082075, cost_time=0:00:00.966936 2021-04-14 21:16:59,511 INFO : EVAL, epoch=0013, iter=00030/00040, fetch data time cost=0.26ms, fps=6464 images/s, loss=1.9142, top1-acc=48.44%, top5-acc=79.61%, remaining_time=0:00:00.454480, arrival_time=2021-04-14 21:16:59.966124, cost_time=0:00:01.363435 2021-04-14 21:16:59,880 INFO : EVAL, epoch=0013, iter=00040/00040, fetch data time cost=0.08ms, fps=6291 images/s, loss=1.9238, top1-acc=48.18%, top5-acc=79.67%, remaining_time=0:00:00, arrival_time=2021-04-14 21:16:59.880846, cost_time=0:00:01.732708 2021-04-14 21:16:59,941 INFO : Epoch=0013 complete, best val top1-acc=48.50%, top5-acc=79.32% (epoch=11), remaining_time=1:23:10.704246, arrival_time=2021-04-14 22:40:10.645310, cost_time=0:05:46.947348 2021-04-14 21:16:59,942 INFO : Train start, epoch=0014, lr=0.098961 2021-04-14 21:17:01,437 INFO : TRAIN, epoch=0014, iter=00010/00196, fetch data time cost=1.51ms, fps=1712 images/s, loss=1.5179, top1-acc=56.84%, top5-acc=86.72%, remaining_time=0:00:27.808674, arrival_time=2021-04-14 21:17:29.246174, cost_time=0:00:01.495091 2021-04-14 21:17:02,687 INFO : TRAIN, epoch=0014, iter=00020/00196, fetch data time cost=1.78ms, fps=2049 images/s, loss=1.4871, top1-acc=57.40%, top5-acc=87.13%, remaining_time=0:00:24.154416, arrival_time=2021-04-14 21:17:26.841663, cost_time=0:00:02.744825 2021-04-14 21:17:03,934 INFO : TRAIN, epoch=0014, iter=00030/00196, fetch data time cost=1.50ms, fps=2053 images/s, loss=1.4925, top1-acc=56.93%, top5-acc=86.89%, remaining_time=0:00:22.090118, arrival_time=2021-04-14 21:17:26.024771, cost_time=0:00:03.992177 2021-04-14 21:17:05,184 INFO : TRAIN, epoch=0014, iter=00040/00196, fetch data time cost=1.56ms, fps=2050 images/s, loss=1.4856, top1-acc=57.09%, top5-acc=86.97%, remaining_time=0:00:20.442084, arrival_time=2021-04-14 21:17:25.626139, cost_time=0:00:05.241542 2021-04-14 21:17:06,433 INFO : TRAIN, epoch=0014, iter=00050/00196, fetch data time cost=1.64ms, fps=2050 images/s, loss=1.4928, top1-acc=57.20%, top5-acc=86.97%, remaining_time=0:00:18.952844, arrival_time=2021-04-14 21:17:25.385941, cost_time=0:00:06.490682 2021-04-14 21:17:07,679 INFO : TRAIN, epoch=0014, iter=00060/00196, fetch data time cost=1.37ms, fps=2055 images/s, loss=1.4926, top1-acc=57.14%, top5-acc=86.85%, remaining_time=0:00:17.536928, arrival_time=2021-04-14 21:17:25.216249, cost_time=0:00:07.736903 2021-04-14 21:17:08,926 INFO : TRAIN, epoch=0014, iter=00070/00196, fetch data time cost=1.31ms, fps=2054 images/s, loss=1.4908, top1-acc=57.15%, top5-acc=86.77%, remaining_time=0:00:16.170336, arrival_time=2021-04-14 21:17:25.096291, cost_time=0:00:08.983544 2021-04-14 21:17:10,175 INFO : TRAIN, epoch=0014, iter=00080/00196, fetch data time cost=2.05ms, fps=2049 images/s, loss=1.4982, top1-acc=56.98%, top5-acc=86.65%, remaining_time=0:00:14.838372, arrival_time=2021-04-14 21:17:25.014139, cost_time=0:00:10.233354 2021-04-14 21:17:11,450 INFO : TRAIN, epoch=0014, iter=00090/00196, fetch data time cost=2.19ms, fps=2008 images/s, loss=1.4957, top1-acc=57.17%, top5-acc=86.68%, remaining_time=0:00:13.554220, arrival_time=2021-04-14 21:17:25.005047, cost_time=0:00:11.508310 2021-04-14 21:17:12,701 INFO : TRAIN, epoch=0014, iter=00100/00196, fetch data time cost=1.59ms, fps=2048 images/s, loss=1.5002, top1-acc=57.02%, top5-acc=86.59%, remaining_time=0:00:12.248832, arrival_time=2021-04-14 21:17:24.950431, cost_time=0:00:12.759180 2021-04-14 21:17:13,951 INFO : TRAIN, epoch=0014, iter=00110/00196, fetch data time cost=1.41ms, fps=2049 images/s, loss=1.5036, top1-acc=57.02%, top5-acc=86.52%, remaining_time=0:00:10.952616, arrival_time=2021-04-14 21:17:24.904235, cost_time=0:00:14.009202 2021-04-14 21:17:15,203 INFO : TRAIN, epoch=0014, iter=00120/00196, fetch data time cost=1.42ms, fps=2046 images/s, loss=1.5052, top1-acc=56.95%, top5-acc=86.52%, remaining_time=0:00:09.665300, arrival_time=2021-04-14 21:17:24.868760, cost_time=0:00:15.261050 2021-04-14 21:17:16,461 INFO : TRAIN, epoch=0014, iter=00130/00196, fetch data time cost=1.98ms, fps=2036 images/s, loss=1.5038, top1-acc=56.99%, top5-acc=86.59%, remaining_time=0:00:08.386356, arrival_time=2021-04-14 21:17:24.847348, cost_time=0:00:16.518584 2021-04-14 21:17:17,721 INFO : TRAIN, epoch=0014, iter=00140/00196, fetch data time cost=1.99ms, fps=2032 images/s, loss=1.5044, top1-acc=56.93%, top5-acc=86.63%, remaining_time=0:00:07.111552, arrival_time=2021-04-14 21:17:24.832899, cost_time=0:00:17.778933 2021-04-14 21:17:18,971 INFO : TRAIN, epoch=0014, iter=00150/00196, fetch data time cost=1.39ms, fps=2049 images/s, loss=1.5054, top1-acc=56.89%, top5-acc=86.65%, remaining_time=0:00:05.835560, arrival_time=2021-04-14 21:17:24.807031, cost_time=0:00:19.028943 2021-04-14 21:17:20,224 INFO : TRAIN, epoch=0014, iter=00160/00196, fetch data time cost=1.78ms, fps=2044 images/s, loss=1.5082, top1-acc=56.84%, top5-acc=86.61%, remaining_time=0:00:04.563396, arrival_time=2021-04-14 21:17:24.787651, cost_time=0:00:20.281760 2021-04-14 21:17:21,492 INFO : TRAIN, epoch=0014, iter=00170/00196, fetch data time cost=1.36ms, fps=2020 images/s, loss=1.5102, top1-acc=56.83%, top5-acc=86.52%, remaining_time=0:00:03.295812, arrival_time=2021-04-14 21:17:24.787805, cost_time=0:00:21.549560 2021-04-14 21:17:22,737 INFO : TRAIN, epoch=0014, iter=00180/00196, fetch data time cost=1.35ms, fps=2055 images/s, loss=1.5125, top1-acc=56.76%, top5-acc=86.45%, remaining_time=0:00:02.026272, arrival_time=2021-04-14 21:17:24.764204, cost_time=0:00:22.795514 2021-04-14 21:17:23,997 INFO : TRAIN, epoch=0014, iter=00190/00196, fetch data time cost=1.20ms, fps=2034 images/s, loss=1.5145, top1-acc=56.71%, top5-acc=86.40%, remaining_time=0:00:00.759624, arrival_time=2021-04-14 21:17:24.756875, cost_time=0:00:24.054795 2021-04-14 21:17:24,688 INFO : TRAIN, epoch=0014, iter=00196/00196, fetch data time cost=1.66ms, fps=1969 images/s, loss=1.5183, top1-acc=56.66%, top5-acc=86.36%, remaining_time=0:00:00, arrival_time=2021-04-14 21:17:24.688476, cost_time=0:00:24.746001 2021-04-14 21:17:25,230 INFO : EVAL, epoch=0014, iter=00010/00040, fetch data time cost=3.13ms, fps=4748 images/s, loss=2.0423, top1-acc=45.20%, top5-acc=77.81%, remaining_time=0:00:01.617420, arrival_time=2021-04-14 21:17:26.848076, cost_time=0:00:00.539136 2021-04-14 21:17:25,623 INFO : EVAL, epoch=0014, iter=00020/00040, fetch data time cost=0.47ms, fps=6518 images/s, loss=2.0085, top1-acc=45.39%, top5-acc=78.44%, remaining_time=0:00:00.932260, arrival_time=2021-04-14 21:17:26.556059, cost_time=0:00:00.932257 2021-04-14 21:17:26,040 INFO : EVAL, epoch=0014, iter=00030/00040, fetch data time cost=8.74ms, fps=6153 images/s, loss=1.9948, top1-acc=45.79%, top5-acc=78.80%, remaining_time=0:00:00.449650, arrival_time=2021-04-14 21:17:26.490170, cost_time=0:00:01.348963 2021-04-14 21:17:26,406 INFO : EVAL, epoch=0014, iter=00040/00040, fetch data time cost=0.09ms, fps=6339 images/s, loss=1.9825, top1-acc=45.78%, top5-acc=78.75%, remaining_time=0:00:00, arrival_time=2021-04-14 21:17:26.406928, cost_time=0:00:01.715430 2021-04-14 21:17:26,547 INFO : Epoch=0014 complete, best val top1-acc=48.50%, top5-acc=79.32% (epoch=11), remaining_time=1:22:42.926214, arrival_time=2021-04-14 22:40:09.473547, cost_time=0:06:13.553583 2021-04-14 21:17:26,548 INFO : Train start, epoch=0015, lr=0.098796 2021-04-14 21:17:28,008 INFO : TRAIN, epoch=0015, iter=00010/00196, fetch data time cost=1.53ms, fps=1755 images/s, loss=1.5112, top1-acc=56.17%, top5-acc=87.38%, remaining_time=0:00:27.137214, arrival_time=2021-04-14 21:17:55.145355, cost_time=0:00:01.458988 2021-04-14 21:17:29,252 INFO : TRAIN, epoch=0015, iter=00020/00196, fetch data time cost=1.64ms, fps=2059 images/s, loss=1.5060, top1-acc=56.50%, top5-acc=87.19%, remaining_time=0:00:23.788688, arrival_time=2021-04-14 21:17:53.041100, cost_time=0:00:02.703261 2021-04-14 21:17:30,505 INFO : TRAIN, epoch=0015, iter=00030/00196, fetch data time cost=1.54ms, fps=2044 images/s, loss=1.4959, top1-acc=57.28%, top5-acc=87.14%, remaining_time=0:00:21.891250, arrival_time=2021-04-14 21:17:52.396672, cost_time=0:00:03.956248 2021-04-14 21:17:31,765 INFO : TRAIN, epoch=0015, iter=00040/00196, fetch data time cost=2.73ms, fps=2033 images/s, loss=1.4897, top1-acc=57.39%, top5-acc=87.01%, remaining_time=0:00:20.343180, arrival_time=2021-04-14 21:17:52.108382, cost_time=0:00:05.216189 2021-04-14 21:17:33,012 INFO : TRAIN, epoch=0015, iter=00050/00196, fetch data time cost=1.92ms, fps=2053 images/s, loss=1.4845, top1-acc=57.55%, top5-acc=87.03%, remaining_time=0:00:18.873566, arrival_time=2021-04-14 21:17:51.886195, cost_time=0:00:06.463536 2021-04-14 21:17:34,267 INFO : TRAIN, epoch=0015, iter=00060/00196, fetch data time cost=1.44ms, fps=2041 images/s, loss=1.4863, top1-acc=57.45%, top5-acc=87.06%, remaining_time=0:00:17.494904, arrival_time=2021-04-14 21:17:51.762336, cost_time=0:00:07.718345 2021-04-14 21:17:35,514 INFO : TRAIN, epoch=0015, iter=00070/00196, fetch data time cost=1.42ms, fps=2054 images/s, loss=1.4838, top1-acc=57.53%, top5-acc=87.09%, remaining_time=0:00:16.137954, arrival_time=2021-04-14 21:17:51.652591, cost_time=0:00:08.965504 2021-04-14 21:17:36,762 INFO : TRAIN, epoch=0015, iter=00080/00196, fetch data time cost=1.44ms, fps=2052 images/s, loss=1.4806, top1-acc=57.73%, top5-acc=87.09%, remaining_time=0:00:14.809720, arrival_time=2021-04-14 21:17:51.572416, cost_time=0:00:10.213618 2021-04-14 21:17:38,029 INFO : TRAIN, epoch=0015, iter=00090/00196, fetch data time cost=1.82ms, fps=2022 images/s, loss=1.4780, top1-acc=57.80%, top5-acc=87.12%, remaining_time=0:00:13.521466, arrival_time=2021-04-14 21:17:51.550970, cost_time=0:00:11.480449 2021-04-14 21:17:39,277 INFO : TRAIN, epoch=0015, iter=00100/00196, fetch data time cost=1.37ms, fps=2052 images/s, loss=1.4802, top1-acc=57.71%, top5-acc=87.05%, remaining_time=0:00:12.219456, arrival_time=2021-04-14 21:17:51.497109, cost_time=0:00:12.728621 2021-04-14 21:17:40,526 INFO : TRAIN, epoch=0015, iter=00110/00196, fetch data time cost=1.51ms, fps=2051 images/s, loss=1.4803, top1-acc=57.77%, top5-acc=87.00%, remaining_time=0:00:10.927848, arrival_time=2021-04-14 21:17:51.454317, cost_time=0:00:13.977476 2021-04-14 21:17:41,782 INFO : TRAIN, epoch=0015, iter=00120/00196, fetch data time cost=1.86ms, fps=2039 images/s, loss=1.4808, top1-acc=57.70%, top5-acc=87.03%, remaining_time=0:00:09.647668, arrival_time=2021-04-14 21:17:51.429884, cost_time=0:00:15.233136 2021-04-14 21:17:43,045 INFO : TRAIN, epoch=0015, iter=00130/00196, fetch data time cost=1.88ms, fps=2027 images/s, loss=1.4822, top1-acc=57.63%, top5-acc=86.98%, remaining_time=0:00:08.375334, arrival_time=2021-04-14 21:17:51.421231, cost_time=0:00:16.496897 2021-04-14 21:17:44,296 INFO : TRAIN, epoch=0015, iter=00140/00196, fetch data time cost=2.58ms, fps=2048 images/s, loss=1.4878, top1-acc=57.47%, top5-acc=86.86%, remaining_time=0:00:07.098952, arrival_time=2021-04-14 21:17:51.395415, cost_time=0:00:17.747397 2021-04-14 21:17:45,543 INFO : TRAIN, epoch=0015, iter=00150/00196, fetch data time cost=1.39ms, fps=2053 images/s, loss=1.4894, top1-acc=57.44%, top5-acc=86.82%, remaining_time=0:00:05.825072, arrival_time=2021-04-14 21:17:51.368834, cost_time=0:00:18.994730 2021-04-14 21:17:46,790 INFO : TRAIN, epoch=0015, iter=00160/00196, fetch data time cost=2.60ms, fps=2054 images/s, loss=1.4919, top1-acc=57.41%, top5-acc=86.77%, remaining_time=0:00:04.554324, arrival_time=2021-04-14 21:17:51.344770, cost_time=0:00:20.241444 2021-04-14 21:17:48,046 INFO : TRAIN, epoch=0015, iter=00170/00196, fetch data time cost=1.51ms, fps=2038 images/s, loss=1.4924, top1-acc=57.41%, top5-acc=86.74%, remaining_time=0:00:03.287882, arrival_time=2021-04-14 21:17:51.334587, cost_time=0:00:21.497704 2021-04-14 21:17:49,307 INFO : TRAIN, epoch=0015, iter=00180/00196, fetch data time cost=1.41ms, fps=2032 images/s, loss=1.4943, top1-acc=57.31%, top5-acc=86.74%, remaining_time=0:00:02.022928, arrival_time=2021-04-14 21:17:51.330109, cost_time=0:00:22.757991 2021-04-14 21:17:50,558 INFO : TRAIN, epoch=0015, iter=00190/00196, fetch data time cost=1.28ms, fps=2047 images/s, loss=1.4962, top1-acc=57.30%, top5-acc=86.67%, remaining_time=0:00:00.758196, arrival_time=2021-04-14 21:17:51.316750, cost_time=0:00:24.009548 2021-04-14 21:17:51,240 INFO : TRAIN, epoch=0015, iter=00196/00196, fetch data time cost=1.47ms, fps=1995 images/s, loss=1.4971, top1-acc=57.30%, top5-acc=86.66%, remaining_time=0:00:00, arrival_time=2021-04-14 21:17:51.240597, cost_time=0:00:24.691606 2021-04-14 21:17:51,850 INFO : EVAL, epoch=0015, iter=00010/00040, fetch data time cost=0.20ms, fps=4215 images/s, loss=1.9058, top1-acc=48.09%, top5-acc=79.37%, remaining_time=0:00:01.822170, arrival_time=2021-04-14 21:17:53.672120, cost_time=0:00:00.607394 2021-04-14 21:17:52,257 INFO : EVAL, epoch=0015, iter=00020/00040, fetch data time cost=0.22ms, fps=6286 images/s, loss=1.9097, top1-acc=47.77%, top5-acc=79.24%, remaining_time=0:00:01.015120, arrival_time=2021-04-14 21:17:53.272749, cost_time=0:00:01.015124 2021-04-14 21:17:52,676 INFO : EVAL, epoch=0015, iter=00030/00040, fetch data time cost=0.47ms, fps=6116 images/s, loss=1.8886, top1-acc=48.61%, top5-acc=79.17%, remaining_time=0:00:00.478010, arrival_time=2021-04-14 21:17:53.154610, cost_time=0:00:01.434037 2021-04-14 21:17:53,046 INFO : EVAL, epoch=0015, iter=00040/00040, fetch data time cost=0.11ms, fps=6277 images/s, loss=1.8932, top1-acc=48.51%, top5-acc=79.23%, remaining_time=0:00:00, arrival_time=2021-04-14 21:17:53.046638, cost_time=0:00:01.804134 2021-04-14 21:17:53,204 INFO : Epoch=0015 complete, best val top1-acc=48.51%, top5-acc=79.23% (epoch=15), remaining_time=1:22:15.935420, arrival_time=2021-04-14 22:40:09.140143, cost_time=0:06:40.210979 2021-04-14 21:17:53,206 INFO : Train start, epoch=0016, lr=0.098618 2021-04-14 21:17:54,637 INFO : TRAIN, epoch=0016, iter=00010/00196, fetch data time cost=2.89ms, fps=1789 images/s, loss=1.4411, top1-acc=58.32%, top5-acc=88.05%, remaining_time=0:00:26.610648, arrival_time=2021-04-14 21:18:21.248179, cost_time=0:00:01.430682 2021-04-14 21:17:55,899 INFO : TRAIN, epoch=0016, iter=00020/00196, fetch data time cost=1.65ms, fps=2030 images/s, loss=1.4335, top1-acc=58.67%, top5-acc=88.01%, remaining_time=0:00:23.694704, arrival_time=2021-04-14 21:18:19.594015, cost_time=0:00:02.692574 2021-04-14 21:17:57,153 INFO : TRAIN, epoch=0016, iter=00030/00196, fetch data time cost=5.13ms, fps=2043 images/s, loss=1.4378, top1-acc=58.87%, top5-acc=87.64%, remaining_time=0:00:21.837964, arrival_time=2021-04-14 21:18:18.991315, cost_time=0:00:03.946623 2021-04-14 21:17:58,399 INFO : TRAIN, epoch=0016, iter=00040/00196, fetch data time cost=1.53ms, fps=2056 images/s, loss=1.4498, top1-acc=58.78%, top5-acc=87.42%, remaining_time=0:00:20.250360, arrival_time=2021-04-14 21:18:18.649429, cost_time=0:00:05.192409 2021-04-14 21:17:59,649 INFO : TRAIN, epoch=0016, iter=00050/00196, fetch data time cost=1.46ms, fps=2048 images/s, loss=1.4317, top1-acc=59.27%, top5-acc=87.63%, remaining_time=0:00:18.813560, arrival_time=2021-04-14 21:18:18.463271, cost_time=0:00:06.442982 2021-04-14 21:18:00,909 INFO : TRAIN, epoch=0016, iter=00060/00196, fetch data time cost=1.69ms, fps=2034 images/s, loss=1.4277, top1-acc=59.32%, top5-acc=87.70%, remaining_time=0:00:17.458320, arrival_time=2021-04-14 21:18:18.367280, cost_time=0:00:07.702195 2021-04-14 21:18:02,160 INFO : TRAIN, epoch=0016, iter=00070/00196, fetch data time cost=1.42ms, fps=2047 images/s, loss=1.4338, top1-acc=59.15%, top5-acc=87.61%, remaining_time=0:00:16.116156, arrival_time=2021-04-14 21:18:18.276225, cost_time=0:00:08.953400 2021-04-14 21:18:03,406 INFO : TRAIN, epoch=0016, iter=00080/00196, fetch data time cost=1.52ms, fps=2055 images/s, loss=1.4398, top1-acc=59.01%, top5-acc=87.52%, remaining_time=0:00:14.789420, arrival_time=2021-04-14 21:18:18.195720, cost_time=0:00:10.199591 2021-04-14 21:18:04,652 INFO : TRAIN, epoch=0016, iter=00090/00196, fetch data time cost=1.42ms, fps=2056 images/s, loss=1.4486, top1-acc=58.74%, top5-acc=87.40%, remaining_time=0:00:13.480126, arrival_time=2021-04-14 21:18:18.132198, cost_time=0:00:11.445418 2021-04-14 21:18:05,903 INFO : TRAIN, epoch=0016, iter=00100/00196, fetch data time cost=1.52ms, fps=2047 images/s, loss=1.4446, top1-acc=58.74%, top5-acc=87.53%, remaining_time=0:00:12.188352, arrival_time=2021-04-14 21:18:18.091324, cost_time=0:00:12.696178 2021-04-14 21:18:07,156 INFO : TRAIN, epoch=0016, iter=00110/00196, fetch data time cost=1.35ms, fps=2043 images/s, loss=1.4449, top1-acc=58.64%, top5-acc=87.57%, remaining_time=0:00:10.906262, arrival_time=2021-04-14 21:18:18.062849, cost_time=0:00:13.949907 2021-04-14 21:18:08,411 INFO : TRAIN, epoch=0016, iter=00120/00196, fetch data time cost=1.47ms, fps=2041 images/s, loss=1.4530, top1-acc=58.48%, top5-acc=87.43%, remaining_time=0:00:09.629580, arrival_time=2021-04-14 21:18:18.040816, cost_time=0:00:15.204599 2021-04-14 21:18:09,656 INFO : TRAIN, epoch=0016, iter=00130/00196, fetch data time cost=1.36ms, fps=2057 images/s, loss=1.4586, top1-acc=58.35%, top5-acc=87.32%, remaining_time=0:00:08.351442, arrival_time=2021-04-14 21:18:18.007886, cost_time=0:00:16.449787 2021-04-14 21:18:10,921 INFO : TRAIN, epoch=0016, iter=00140/00196, fetch data time cost=1.48ms, fps=2024 images/s, loss=1.4644, top1-acc=58.15%, top5-acc=87.21%, remaining_time=0:00:07.086016, arrival_time=2021-04-14 21:18:18.007860, cost_time=0:00:17.715108 2021-04-14 21:18:12,185 INFO : TRAIN, epoch=0016, iter=00150/00196, fetch data time cost=1.61ms, fps=2026 images/s, loss=1.4692, top1-acc=58.02%, top5-acc=87.15%, remaining_time=0:00:05.820334, arrival_time=2021-04-14 21:18:18.006275, cost_time=0:00:18.979287 2021-04-14 21:18:13,446 INFO : TRAIN, epoch=0016, iter=00160/00196, fetch data time cost=2.09ms, fps=2032 images/s, loss=1.4678, top1-acc=58.05%, top5-acc=87.15%, remaining_time=0:00:04.553856, arrival_time=2021-04-14 21:18:17.999848, cost_time=0:00:20.239320 2021-04-14 21:18:14,696 INFO : TRAIN, epoch=0016, iter=00170/00196, fetch data time cost=2.12ms, fps=2048 images/s, loss=1.4691, top1-acc=58.07%, top5-acc=87.13%, remaining_time=0:00:03.286634, arrival_time=2021-04-14 21:18:17.982915, cost_time=0:00:21.489575 2021-04-14 21:18:15,955 INFO : TRAIN, epoch=0016, iter=00180/00196, fetch data time cost=2.11ms, fps=2033 images/s, loss=1.4694, top1-acc=58.06%, top5-acc=87.15%, remaining_time=0:00:02.022144, arrival_time=2021-04-14 21:18:17.977926, cost_time=0:00:22.749114 2021-04-14 21:18:17,210 INFO : TRAIN, epoch=0016, iter=00190/00196, fetch data time cost=1.27ms, fps=2041 images/s, loss=1.4692, top1-acc=58.07%, top5-acc=87.14%, remaining_time=0:00:00.758016, arrival_time=2021-04-14 21:18:17.968443, cost_time=0:00:24.003808 2021-04-14 21:18:17,896 INFO : TRAIN, epoch=0016, iter=00196/00196, fetch data time cost=0.12ms, fps=1983 images/s, loss=1.4729, top1-acc=57.97%, top5-acc=87.13%, remaining_time=0:00:00, arrival_time=2021-04-14 21:18:17.896697, cost_time=0:00:24.690066 2021-04-14 21:18:18,462 INFO : EVAL, epoch=0016, iter=00010/00040, fetch data time cost=0.44ms, fps=4537 images/s, loss=1.9333, top1-acc=46.25%, top5-acc=79.61%, remaining_time=0:00:01.692780, arrival_time=2021-04-14 21:18:20.155639, cost_time=0:00:00.564264 2021-04-14 21:18:18,866 INFO : EVAL, epoch=0016, iter=00020/00040, fetch data time cost=0.20ms, fps=6381 images/s, loss=1.9437, top1-acc=46.13%, top5-acc=79.14%, remaining_time=0:00:00.965940, arrival_time=2021-04-14 21:18:19.831981, cost_time=0:00:00.965941 2021-04-14 21:18:19,275 INFO : EVAL, epoch=0016, iter=00030/00040, fetch data time cost=6.40ms, fps=6254 images/s, loss=1.9535, top1-acc=46.26%, top5-acc=78.83%, remaining_time=0:00:00.459090, arrival_time=2021-04-14 21:18:19.734934, cost_time=0:00:01.377262 2021-04-14 21:18:19,642 INFO : EVAL, epoch=0016, iter=00040/00040, fetch data time cost=0.08ms, fps=6333 images/s, loss=1.9414, top1-acc=46.47%, top5-acc=79.03%, remaining_time=0:00:00, arrival_time=2021-04-14 21:18:19.642671, cost_time=0:00:01.744094 2021-04-14 21:18:19,732 INFO : Epoch=0016 complete, best val top1-acc=48.51%, top5-acc=79.23% (epoch=15), remaining_time=1:21:47.496568, arrival_time=2021-04-14 22:40:07.229145, cost_time=0:07:06.738827 2021-04-14 21:18:19,734 INFO : Train start, epoch=0017, lr=0.098429 2021-04-14 21:18:21,193 INFO : TRAIN, epoch=0017, iter=00010/00196, fetch data time cost=0.50ms, fps=1755 images/s, loss=1.4359, top1-acc=57.77%, top5-acc=87.93%, remaining_time=0:00:27.131076, arrival_time=2021-04-14 21:18:48.324722, cost_time=0:00:01.458664 2021-04-14 21:18:22,443 INFO : TRAIN, epoch=0017, iter=00020/00196, fetch data time cost=1.65ms, fps=2050 images/s, loss=1.4210, top1-acc=58.30%, top5-acc=88.38%, remaining_time=0:00:23.831808, arrival_time=2021-04-14 21:18:46.275100, cost_time=0:00:02.708170 2021-04-14 21:18:23,700 INFO : TRAIN, epoch=0017, iter=00030/00196, fetch data time cost=1.49ms, fps=2038 images/s, loss=1.4173, top1-acc=58.79%, top5-acc=88.39%, remaining_time=0:00:21.939888, arrival_time=2021-04-14 21:18:45.639974, cost_time=0:00:03.965046 2021-04-14 21:18:24,951 INFO : TRAIN, epoch=0017, iter=00040/00196, fetch data time cost=1.44ms, fps=2046 images/s, loss=1.4128, top1-acc=58.94%, top5-acc=88.36%, remaining_time=0:00:20.345520, arrival_time=2021-04-14 21:18:45.297368, cost_time=0:00:05.216807 2021-04-14 21:18:26,202 INFO : TRAIN, epoch=0017, iter=00050/00196, fetch data time cost=1.41ms, fps=2048 images/s, loss=1.4143, top1-acc=58.84%, top5-acc=88.23%, remaining_time=0:00:18.884078, arrival_time=2021-04-14 21:18:45.086165, cost_time=0:00:06.467155 2021-04-14 21:18:27,449 INFO : TRAIN, epoch=0017, iter=00060/00196, fetch data time cost=1.43ms, fps=2053 images/s, loss=1.4146, top1-acc=58.97%, top5-acc=88.15%, remaining_time=0:00:17.486608, arrival_time=2021-04-14 21:18:44.936306, cost_time=0:00:07.714665 2021-04-14 21:18:28,710 INFO : TRAIN, epoch=0017, iter=00070/00196, fetch data time cost=1.53ms, fps=2032 images/s, loss=1.4193, top1-acc=58.90%, top5-acc=87.98%, remaining_time=0:00:16.154964, arrival_time=2021-04-14 21:18:44.864997, cost_time=0:00:08.974971 2021-04-14 21:18:29,970 INFO : TRAIN, epoch=0017, iter=00080/00196, fetch data time cost=1.35ms, fps=2032 images/s, loss=1.4255, top1-acc=58.76%, top5-acc=87.93%, remaining_time=0:00:14.841272, arrival_time=2021-04-14 21:18:44.811701, cost_time=0:00:10.235391 2021-04-14 21:18:31,224 INFO : TRAIN, epoch=0017, iter=00090/00196, fetch data time cost=1.60ms, fps=2043 images/s, loss=1.4305, top1-acc=58.62%, top5-acc=87.91%, remaining_time=0:00:13.531642, arrival_time=2021-04-14 21:18:44.755777, cost_time=0:00:11.489143 2021-04-14 21:18:32,476 INFO : TRAIN, epoch=0017, iter=00100/00196, fetch data time cost=1.51ms, fps=2046 images/s, loss=1.4377, top1-acc=58.52%, top5-acc=87.68%, remaining_time=0:00:12.231456, arrival_time=2021-04-14 21:18:44.707609, cost_time=0:00:12.741069 2021-04-14 21:18:33,740 INFO : TRAIN, epoch=0017, iter=00110/00196, fetch data time cost=1.83ms, fps=2026 images/s, loss=1.4410, top1-acc=58.56%, top5-acc=87.59%, remaining_time=0:00:10.949864, arrival_time=2021-04-14 21:18:44.690490, cost_time=0:00:14.005634 2021-04-14 21:18:35,012 INFO : TRAIN, epoch=0017, iter=00120/00196, fetch data time cost=1.86ms, fps=2014 images/s, loss=1.4428, top1-acc=58.52%, top5-acc=87.54%, remaining_time=0:00:09.675408, arrival_time=2021-04-14 21:18:44.687424, cost_time=0:00:15.276982 2021-04-14 21:18:36,259 INFO : TRAIN, epoch=0017, iter=00130/00196, fetch data time cost=1.46ms, fps=2052 images/s, loss=1.4429, top1-acc=58.55%, top5-acc=87.46%, remaining_time=0:00:08.389590, arrival_time=2021-04-14 21:18:44.649455, cost_time=0:00:16.524899 2021-04-14 21:18:37,501 INFO : TRAIN, epoch=0017, iter=00140/00196, fetch data time cost=1.39ms, fps=2062 images/s, loss=1.4457, top1-acc=58.52%, top5-acc=87.41%, remaining_time=0:00:07.106680, arrival_time=2021-04-14 21:18:44.608494, cost_time=0:00:17.766735 2021-04-14 21:18:38,759 INFO : TRAIN, epoch=0017, iter=00150/00196, fetch data time cost=2.01ms, fps=2037 images/s, loss=1.4467, top1-acc=58.49%, top5-acc=87.33%, remaining_time=0:00:05.834088, arrival_time=2021-04-14 21:18:44.593207, cost_time=0:00:19.024141 2021-04-14 21:18:40,027 INFO : TRAIN, epoch=0017, iter=00160/00196, fetch data time cost=2.04ms, fps=2020 images/s, loss=1.4481, top1-acc=58.55%, top5-acc=87.32%, remaining_time=0:00:04.565736, arrival_time=2021-04-14 21:18:44.592810, cost_time=0:00:20.292085 2021-04-14 21:18:41,285 INFO : TRAIN, epoch=0017, iter=00170/00196, fetch data time cost=1.49ms, fps=2036 images/s, loss=1.4503, top1-acc=58.46%, top5-acc=87.27%, remaining_time=0:00:03.295916, arrival_time=2021-04-14 21:18:44.581008, cost_time=0:00:21.550155 2021-04-14 21:18:42,530 INFO : TRAIN, epoch=0017, iter=00180/00196, fetch data time cost=1.54ms, fps=2056 images/s, loss=1.4544, top1-acc=58.39%, top5-acc=87.17%, remaining_time=0:00:02.026272, arrival_time=2021-04-14 21:18:44.556976, cost_time=0:00:22.795650 2021-04-14 21:18:43,786 INFO : TRAIN, epoch=0017, iter=00190/00196, fetch data time cost=1.73ms, fps=2039 images/s, loss=1.4551, top1-acc=58.43%, top5-acc=87.18%, remaining_time=0:00:00.759522, arrival_time=2021-04-14 21:18:44.546066, cost_time=0:00:24.051585 2021-04-14 21:18:44,464 INFO : TRAIN, epoch=0017, iter=00196/00196, fetch data time cost=1.22ms, fps=2007 images/s, loss=1.4551, top1-acc=58.45%, top5-acc=87.20%, remaining_time=0:00:00, arrival_time=2021-04-14 21:18:44.464577, cost_time=0:00:24.729619 2021-04-14 21:18:45,070 INFO : EVAL, epoch=0017, iter=00010/00040, fetch data time cost=0.31ms, fps=4240 images/s, loss=2.2136, top1-acc=42.07%, top5-acc=73.59%, remaining_time=0:00:01.811100, arrival_time=2021-04-14 21:18:46.881284, cost_time=0:00:00.603696 2021-04-14 21:18:45,471 INFO : EVAL, epoch=0017, iter=00020/00040, fetch data time cost=3.06ms, fps=6391 images/s, loss=2.2512, top1-acc=41.60%, top5-acc=73.77%, remaining_time=0:00:01.004800, arrival_time=2021-04-14 21:18:46.476169, cost_time=0:00:01.004802 2021-04-14 21:18:45,884 INFO : EVAL, epoch=0017, iter=00030/00040, fetch data time cost=0.44ms, fps=6200 images/s, loss=2.2309, top1-acc=42.11%, top5-acc=74.09%, remaining_time=0:00:00.472790, arrival_time=2021-04-14 21:18:46.357671, cost_time=0:00:01.418360 2021-04-14 21:18:46,250 INFO : EVAL, epoch=0017, iter=00040/00040, fetch data time cost=0.09ms, fps=6357 images/s, loss=2.2419, top1-acc=41.68%, top5-acc=74.00%, remaining_time=0:00:00, arrival_time=2021-04-14 21:18:46.250403, cost_time=0:00:01.783979 2021-04-14 21:18:46,320 INFO : Epoch=0017 complete, best val top1-acc=48.51%, top5-acc=79.23% (epoch=15), remaining_time=1:21:19.931436, arrival_time=2021-04-14 22:40:06.252146, cost_time=0:07:33.326970 2021-04-14 21:18:46,322 INFO : Train start, epoch=0018, lr=0.098228 2021-04-14 21:18:47,755 INFO : TRAIN, epoch=0018, iter=00010/00196, fetch data time cost=0.25ms, fps=1787 images/s, loss=1.4151, top1-acc=58.87%, top5-acc=87.81%, remaining_time=0:00:26.643570, arrival_time=2021-04-14 21:19:14.398651, cost_time=0:00:01.432450 2021-04-14 21:18:49,020 INFO : TRAIN, epoch=0018, iter=00020/00196, fetch data time cost=1.56ms, fps=2024 images/s, loss=1.3977, top1-acc=59.75%, top5-acc=88.36%, remaining_time=0:00:23.739232, arrival_time=2021-04-14 21:19:12.759592, cost_time=0:00:02.697631 2021-04-14 21:18:50,274 INFO : TRAIN, epoch=0018, iter=00030/00196, fetch data time cost=1.73ms, fps=2042 images/s, loss=1.3943, top1-acc=59.93%, top5-acc=88.14%, remaining_time=0:00:21.868010, arrival_time=2021-04-14 21:19:12.142706, cost_time=0:00:03.952047 2021-04-14 21:18:51,526 INFO : TRAIN, epoch=0018, iter=00040/00196, fetch data time cost=1.93ms, fps=2045 images/s, loss=1.3918, top1-acc=60.03%, top5-acc=88.19%, remaining_time=0:00:20.297004, arrival_time=2021-04-14 21:19:11.823946, cost_time=0:00:05.204378 2021-04-14 21:18:52,787 INFO : TRAIN, epoch=0018, iter=00050/00196, fetch data time cost=2.14ms, fps=2032 images/s, loss=1.3918, top1-acc=59.92%, top5-acc=88.35%, remaining_time=0:00:18.877508, arrival_time=2021-04-14 21:19:11.665152, cost_time=0:00:06.464890 2021-04-14 21:18:54,050 INFO : TRAIN, epoch=0018, iter=00060/00196, fetch data time cost=1.94ms, fps=2029 images/s, loss=1.3939, top1-acc=59.86%, top5-acc=88.36%, remaining_time=0:00:17.515440, arrival_time=2021-04-14 21:19:11.565532, cost_time=0:00:07.727380 2021-04-14 21:18:55,325 INFO : TRAIN, epoch=0018, iter=00070/00196, fetch data time cost=2.49ms, fps=2009 images/s, loss=1.3912, top1-acc=60.00%, top5-acc=88.26%, remaining_time=0:00:16.204356, arrival_time=2021-04-14 21:19:11.529434, cost_time=0:00:09.002425 2021-04-14 21:18:56,584 INFO : TRAIN, epoch=0018, iter=00080/00196, fetch data time cost=1.50ms, fps=2034 images/s, loss=1.3931, top1-acc=59.95%, top5-acc=88.25%, remaining_time=0:00:14.879436, arrival_time=2021-04-14 21:19:11.463737, cost_time=0:00:10.261679 2021-04-14 21:18:57,846 INFO : TRAIN, epoch=0018, iter=00090/00196, fetch data time cost=1.53ms, fps=2029 images/s, loss=1.4008, top1-acc=59.60%, top5-acc=88.13%, remaining_time=0:00:13.572664, arrival_time=2021-04-14 21:19:11.419228, cost_time=0:00:11.523917 2021-04-14 21:18:59,104 INFO : TRAIN, epoch=0018, iter=00100/00196, fetch data time cost=1.45ms, fps=2037 images/s, loss=1.4102, top1-acc=59.42%, top5-acc=88.00%, remaining_time=0:00:12.270240, arrival_time=2021-04-14 21:19:11.374317, cost_time=0:00:12.781520 2021-04-14 21:19:00,373 INFO : TRAIN, epoch=0018, iter=00110/00196, fetch data time cost=1.99ms, fps=2018 images/s, loss=1.4197, top1-acc=59.12%, top5-acc=87.81%, remaining_time=0:00:10.984780, arrival_time=2021-04-14 21:19:11.357748, cost_time=0:00:14.050337 2021-04-14 21:19:01,629 INFO : TRAIN, epoch=0018, iter=00120/00196, fetch data time cost=1.42ms, fps=2039 images/s, loss=1.4226, top1-acc=58.97%, top5-acc=87.79%, remaining_time=0:00:09.694180, arrival_time=2021-04-14 21:19:11.323376, cost_time=0:00:15.306602 2021-04-14 21:19:02,876 INFO : TRAIN, epoch=0018, iter=00130/00196, fetch data time cost=1.37ms, fps=2053 images/s, loss=1.4228, top1-acc=59.04%, top5-acc=87.81%, remaining_time=0:00:08.404242, arrival_time=2021-04-14 21:19:11.280685, cost_time=0:00:16.553871 2021-04-14 21:19:04,125 INFO : TRAIN, epoch=0018, iter=00140/00196, fetch data time cost=1.80ms, fps=2050 images/s, loss=1.4219, top1-acc=59.07%, top5-acc=87.84%, remaining_time=0:00:07.121128, arrival_time=2021-04-14 21:19:11.246747, cost_time=0:00:17.802777 2021-04-14 21:19:05,388 INFO : TRAIN, epoch=0018, iter=00150/00196, fetch data time cost=2.00ms, fps=2028 images/s, loss=1.4267, top1-acc=58.95%, top5-acc=87.78%, remaining_time=0:00:05.846968, arrival_time=2021-04-14 21:19:11.235756, cost_time=0:00:19.066161 2021-04-14 21:19:06,639 INFO : TRAIN, epoch=0018, iter=00160/00196, fetch data time cost=1.50ms, fps=2047 images/s, loss=1.4258, top1-acc=59.02%, top5-acc=87.78%, remaining_time=0:00:04.571352, arrival_time=2021-04-14 21:19:11.211067, cost_time=0:00:20.317097 2021-04-14 21:19:07,901 INFO : TRAIN, epoch=0018, iter=00170/00196, fetch data time cost=1.48ms, fps=2030 images/s, loss=1.4286, top1-acc=58.96%, top5-acc=87.72%, remaining_time=0:00:03.300258, arrival_time=2021-04-14 21:19:11.201442, cost_time=0:00:21.578569 2021-04-14 21:19:09,170 INFO : TRAIN, epoch=0018, iter=00180/00196, fetch data time cost=2.51ms, fps=2019 images/s, loss=1.4312, top1-acc=58.90%, top5-acc=87.69%, remaining_time=0:00:02.030864, arrival_time=2021-04-14 21:19:11.200786, cost_time=0:00:22.847225 2021-04-14 21:19:10,419 INFO : TRAIN, epoch=0018, iter=00190/00196, fetch data time cost=1.24ms, fps=2050 images/s, loss=1.4332, top1-acc=58.89%, top5-acc=87.63%, remaining_time=0:00:00.760956, arrival_time=2021-04-14 21:19:11.180420, cost_time=0:00:24.096889 2021-04-14 21:19:11,099 INFO : TRAIN, epoch=0018, iter=00196/00196, fetch data time cost=1.20ms, fps=2001 images/s, loss=1.4338, top1-acc=58.87%, top5-acc=87.61%, remaining_time=0:00:00, arrival_time=2021-04-14 21:19:11.099655, cost_time=0:00:24.777105 2021-04-14 21:19:11,671 INFO : EVAL, epoch=0018, iter=00010/00040, fetch data time cost=0.30ms, fps=4494 images/s, loss=1.8905, top1-acc=47.50%, top5-acc=79.65%, remaining_time=0:00:01.708890, arrival_time=2021-04-14 21:19:13.379963, cost_time=0:00:00.569628 2021-04-14 21:19:12,066 INFO : EVAL, epoch=0018, iter=00020/00040, fetch data time cost=0.39ms, fps=6485 images/s, loss=1.8919, top1-acc=47.71%, top5-acc=80.20%, remaining_time=0:00:00.964820, arrival_time=2021-04-14 21:19:13.031083, cost_time=0:00:00.964829 2021-04-14 21:19:12,465 INFO : EVAL, epoch=0018, iter=00030/00040, fetch data time cost=2.45ms, fps=6413 images/s, loss=1.8879, top1-acc=48.24%, top5-acc=79.99%, remaining_time=0:00:00.454820, arrival_time=2021-04-14 21:19:12.920729, cost_time=0:00:01.364464 2021-04-14 21:19:12,841 INFO : EVAL, epoch=0018, iter=00040/00040, fetch data time cost=0.09ms, fps=6192 images/s, loss=1.9019, top1-acc=48.40%, top5-acc=79.95%, remaining_time=0:00:00, arrival_time=2021-04-14 21:19:12.841238, cost_time=0:00:01.739855 2021-04-14 21:19:12,908 INFO : Epoch=0018 complete, best val top1-acc=48.51%, top5-acc=79.23% (epoch=15), remaining_time=1:20:52.470532, arrival_time=2021-04-14 22:40:05.378935, cost_time=0:07:59.914662 2021-04-14 21:19:12,910 INFO : Train start, epoch=0019, lr=0.098015 2021-04-14 21:19:14,357 INFO : TRAIN, epoch=0019, iter=00010/00196, fetch data time cost=0.22ms, fps=1770 images/s, loss=1.4390, top1-acc=56.99%, top5-acc=87.66%, remaining_time=0:00:26.899320, arrival_time=2021-04-14 21:19:41.256354, cost_time=0:00:01.446197 2021-04-14 21:19:15,634 INFO : TRAIN, epoch=0019, iter=00020/00196, fetch data time cost=2.04ms, fps=2006 images/s, loss=1.4001, top1-acc=58.69%, top5-acc=88.67%, remaining_time=0:00:23.966624, arrival_time=2021-04-14 21:19:39.600931, cost_time=0:00:02.723471 2021-04-14 21:19:16,894 INFO : TRAIN, epoch=0019, iter=00030/00196, fetch data time cost=1.43ms, fps=2032 images/s, loss=1.3935, top1-acc=59.44%, top5-acc=88.75%, remaining_time=0:00:22.045464, arrival_time=2021-04-14 21:19:38.940356, cost_time=0:00:03.984133 2021-04-14 21:19:18,155 INFO : TRAIN, epoch=0019, iter=00040/00196, fetch data time cost=1.36ms, fps=2032 images/s, loss=1.3935, top1-acc=59.69%, top5-acc=88.56%, remaining_time=0:00:20.453004, arrival_time=2021-04-14 21:19:38.608114, cost_time=0:00:05.244355 2021-04-14 21:19:19,414 INFO : TRAIN, epoch=0019, iter=00050/00196, fetch data time cost=1.56ms, fps=2035 images/s, loss=1.3881, top1-acc=59.91%, top5-acc=88.68%, remaining_time=0:00:18.989344, arrival_time=2021-04-14 21:19:38.403283, cost_time=0:00:06.503179 2021-04-14 21:19:20,663 INFO : TRAIN, epoch=0019, iter=00060/00196, fetch data time cost=1.61ms, fps=2050 images/s, loss=1.3951, top1-acc=59.78%, top5-acc=88.42%, remaining_time=0:00:17.572288, arrival_time=2021-04-14 21:19:38.235509, cost_time=0:00:07.752480 2021-04-14 21:19:21,915 INFO : TRAIN, epoch=0019, iter=00070/00196, fetch data time cost=1.39ms, fps=2045 images/s, loss=1.4123, top1-acc=59.36%, top5-acc=88.20%, remaining_time=0:00:16.208640, arrival_time=2021-04-14 21:19:38.124177, cost_time=0:00:09.004805 2021-04-14 21:19:23,169 INFO : TRAIN, epoch=0019, iter=00080/00196, fetch data time cost=1.42ms, fps=2043 images/s, loss=1.4198, top1-acc=59.30%, top5-acc=88.01%, remaining_time=0:00:14.874564, arrival_time=2021-04-14 21:19:38.043646, cost_time=0:00:10.258327 2021-04-14 21:19:24,416 INFO : TRAIN, epoch=0019, iter=00090/00196, fetch data time cost=1.54ms, fps=2053 images/s, loss=1.4191, top1-acc=59.35%, top5-acc=87.96%, remaining_time=0:00:13.551464, arrival_time=2021-04-14 21:19:37.968092, cost_time=0:00:11.505959 2021-04-14 21:19:25,669 INFO : TRAIN, epoch=0019, iter=00100/00196, fetch data time cost=1.50ms, fps=2045 images/s, loss=1.4180, top1-acc=59.40%, top5-acc=88.02%, remaining_time=0:00:12.248064, arrival_time=2021-04-14 21:19:37.917263, cost_time=0:00:12.758448 2021-04-14 21:19:26,920 INFO : TRAIN, epoch=0019, iter=00110/00196, fetch data time cost=3.47ms, fps=2047 images/s, loss=1.4177, top1-acc=59.42%, top5-acc=88.03%, remaining_time=0:00:10.952874, arrival_time=2021-04-14 21:19:37.873077, cost_time=0:00:14.009532 2021-04-14 21:19:28,170 INFO : TRAIN, epoch=0019, iter=00120/00196, fetch data time cost=1.92ms, fps=2048 images/s, loss=1.4184, top1-acc=59.37%, top5-acc=88.03%, remaining_time=0:00:09.664540, arrival_time=2021-04-14 21:19:37.835075, cost_time=0:00:15.259793 2021-04-14 21:19:29,419 INFO : TRAIN, epoch=0019, iter=00130/00196, fetch data time cost=1.46ms, fps=2051 images/s, loss=1.4161, top1-acc=59.49%, top5-acc=88.05%, remaining_time=0:00:08.381142, arrival_time=2021-04-14 21:19:37.800189, cost_time=0:00:16.508368 2021-04-14 21:19:30,668 INFO : TRAIN, epoch=0019, iter=00140/00196, fetch data time cost=1.90ms, fps=2049 images/s, loss=1.4178, top1-acc=59.52%, top5-acc=88.03%, remaining_time=0:00:07.103264, arrival_time=2021-04-14 21:19:37.772046, cost_time=0:00:17.758109 2021-04-14 21:19:31,921 INFO : TRAIN, epoch=0019, iter=00150/00196, fetch data time cost=1.76ms, fps=2045 images/s, loss=1.4193, top1-acc=59.47%, top5-acc=88.00%, remaining_time=0:00:05.829902, arrival_time=2021-04-14 21:19:37.751193, cost_time=0:00:19.010508 2021-04-14 21:19:33,176 INFO : TRAIN, epoch=0019, iter=00160/00196, fetch data time cost=1.35ms, fps=2040 images/s, loss=1.4230, top1-acc=59.35%, top5-acc=87.94%, remaining_time=0:00:04.559832, arrival_time=2021-04-14 21:19:37.736487, cost_time=0:00:20.265975 2021-04-14 21:19:34,433 INFO : TRAIN, epoch=0019, iter=00170/00196, fetch data time cost=1.34ms, fps=2038 images/s, loss=1.4248, top1-acc=59.30%, top5-acc=87.90%, remaining_time=0:00:03.291704, arrival_time=2021-04-14 21:19:37.725027, cost_time=0:00:21.522653 2021-04-14 21:19:35,678 INFO : TRAIN, epoch=0019, iter=00180/00196, fetch data time cost=1.67ms, fps=2056 images/s, loss=1.4288, top1-acc=59.14%, top5-acc=87.80%, remaining_time=0:00:02.023824, arrival_time=2021-04-14 21:19:37.702600, cost_time=0:00:22.768030 2021-04-14 21:19:36,941 INFO : TRAIN, epoch=0019, iter=00190/00196, fetch data time cost=2.23ms, fps=2029 images/s, loss=1.4291, top1-acc=59.08%, top5-acc=87.81%, remaining_time=0:00:00.758856, arrival_time=2021-04-14 21:19:37.700045, cost_time=0:00:24.030459 2021-04-14 21:19:37,629 INFO : TRAIN, epoch=0019, iter=00196/00196, fetch data time cost=1.45ms, fps=1978 images/s, loss=1.4304, top1-acc=59.08%, top5-acc=87.75%, remaining_time=0:00:00, arrival_time=2021-04-14 21:19:37.629688, cost_time=0:00:24.719026 2021-04-14 21:19:38,213 INFO : EVAL, epoch=0019, iter=00010/00040, fetch data time cost=3.88ms, fps=4400 images/s, loss=2.3966, top1-acc=40.35%, top5-acc=70.31%, remaining_time=0:00:01.745250, arrival_time=2021-04-14 21:19:39.958464, cost_time=0:00:00.581752 2021-04-14 21:19:38,600 INFO : EVAL, epoch=0019, iter=00020/00040, fetch data time cost=1.25ms, fps=6622 images/s, loss=2.3559, top1-acc=40.33%, top5-acc=71.17%, remaining_time=0:00:00.968680, arrival_time=2021-04-14 21:19:39.568818, cost_time=0:00:00.968689 2021-04-14 21:19:38,993 INFO : EVAL, epoch=0019, iter=00030/00040, fetch data time cost=2.28ms, fps=6514 images/s, loss=2.3662, top1-acc=40.49%, top5-acc=71.03%, remaining_time=0:00:00.454000, arrival_time=2021-04-14 21:19:39.447515, cost_time=0:00:01.362014 2021-04-14 21:19:39,357 INFO : EVAL, epoch=0019, iter=00040/00040, fetch data time cost=0.08ms, fps=6390 images/s, loss=2.3487, top1-acc=40.69%, top5-acc=71.49%, remaining_time=0:00:00, arrival_time=2021-04-14 21:19:39.356985, cost_time=0:00:01.725553 2021-04-14 21:19:39,420 INFO : Epoch=0019 complete, best val top1-acc=48.51%, top5-acc=79.23% (epoch=15), remaining_time=1:20:24.377982, arrival_time=2021-04-14 22:40:03.798118, cost_time=0:08:26.426415 2021-04-14 21:19:39,421 INFO : Train start, epoch=0020, lr=0.097790 2021-04-14 21:19:40,873 INFO : TRAIN, epoch=0020, iter=00010/00196, fetch data time cost=1.54ms, fps=1763 images/s, loss=1.4038, top1-acc=59.96%, top5-acc=87.66%, remaining_time=0:00:27.007572, arrival_time=2021-04-14 21:20:07.881377, cost_time=0:00:01.452023 2021-04-14 21:19:42,127 INFO : TRAIN, epoch=0020, iter=00020/00196, fetch data time cost=1.42ms, fps=2044 images/s, loss=1.3956, top1-acc=60.00%, top5-acc=88.03%, remaining_time=0:00:23.808400, arrival_time=2021-04-14 21:20:05.935449, cost_time=0:00:02.705495 2021-04-14 21:19:43,378 INFO : TRAIN, epoch=0020, iter=00030/00196, fetch data time cost=1.65ms, fps=2046 images/s, loss=1.3972, top1-acc=60.22%, top5-acc=88.19%, remaining_time=0:00:21.896230, arrival_time=2021-04-14 21:20:05.275059, cost_time=0:00:03.957140 2021-04-14 21:19:44,637 INFO : TRAIN, epoch=0020, iter=00040/00196, fetch data time cost=1.50ms, fps=2035 images/s, loss=1.4002, top1-acc=60.14%, top5-acc=88.10%, remaining_time=0:00:20.342556, arrival_time=2021-04-14 21:20:04.980200, cost_time=0:00:05.216042 2021-04-14 21:19:45,890 INFO : TRAIN, epoch=0020, iter=00050/00196, fetch data time cost=2.76ms, fps=2044 images/s, loss=1.4039, top1-acc=59.98%, top5-acc=88.07%, remaining_time=0:00:18.889334, arrival_time=2021-04-14 21:20:04.779863, cost_time=0:00:06.468946 2021-04-14 21:19:47,141 INFO : TRAIN, epoch=0020, iter=00060/00196, fetch data time cost=1.57ms, fps=2048 images/s, loss=1.4036, top1-acc=59.93%, top5-acc=87.99%, remaining_time=0:00:17.497760, arrival_time=2021-04-14 21:20:04.638897, cost_time=0:00:07.719580 2021-04-14 21:19:48,386 INFO : TRAIN, epoch=0020, iter=00070/00196, fetch data time cost=1.33ms, fps=2056 images/s, loss=1.4060, top1-acc=59.69%, top5-acc=87.98%, remaining_time=0:00:16.137324, arrival_time=2021-04-14 21:20:04.524093, cost_time=0:00:08.965194 2021-04-14 21:19:49,645 INFO : TRAIN, epoch=0020, iter=00080/00196, fetch data time cost=1.89ms, fps=2034 images/s, loss=1.4048, top1-acc=59.81%, top5-acc=88.11%, remaining_time=0:00:14.824800, arrival_time=2021-04-14 21:20:04.470311, cost_time=0:00:10.223977 2021-04-14 21:19:50,897 INFO : TRAIN, epoch=0020, iter=00090/00196, fetch data time cost=1.41ms, fps=2046 images/s, loss=1.4037, top1-acc=59.85%, top5-acc=88.17%, remaining_time=0:00:13.515530, arrival_time=2021-04-14 21:20:04.412579, cost_time=0:00:11.475472 2021-04-14 21:19:52,164 INFO : TRAIN, epoch=0020, iter=00100/00196, fetch data time cost=1.97ms, fps=2021 images/s, loss=1.4067, top1-acc=59.83%, top5-acc=88.16%, remaining_time=0:00:12.233088, arrival_time=2021-04-14 21:20:04.397544, cost_time=0:00:12.742800 2021-04-14 21:19:53,409 INFO : TRAIN, epoch=0020, iter=00110/00196, fetch data time cost=1.30ms, fps=2057 images/s, loss=1.4063, top1-acc=59.77%, top5-acc=88.15%, remaining_time=0:00:10.936362, arrival_time=2021-04-14 21:20:04.346202, cost_time=0:00:13.988322 2021-04-14 21:19:54,663 INFO : TRAIN, epoch=0020, iter=00120/00196, fetch data time cost=1.68ms, fps=2042 images/s, loss=1.4083, top1-acc=59.68%, top5-acc=88.08%, remaining_time=0:00:09.653444, arrival_time=2021-04-14 21:20:04.317326, cost_time=0:00:15.242302 2021-04-14 21:19:55,921 INFO : TRAIN, epoch=0020, iter=00130/00196, fetch data time cost=1.33ms, fps=2037 images/s, loss=1.4061, top1-acc=59.80%, top5-acc=88.07%, remaining_time=0:00:08.376654, arrival_time=2021-04-14 21:20:04.297615, cost_time=0:00:16.499414 2021-04-14 21:19:57,185 INFO : TRAIN, epoch=0020, iter=00140/00196, fetch data time cost=2.11ms, fps=2026 images/s, loss=1.4116, top1-acc=59.74%, top5-acc=87.96%, remaining_time=0:00:07.105448, arrival_time=2021-04-14 21:20:04.290673, cost_time=0:00:17.763660 2021-04-14 21:19:58,454 INFO : TRAIN, epoch=0020, iter=00150/00196, fetch data time cost=1.47ms, fps=2018 images/s, loss=1.4149, top1-acc=59.64%, top5-acc=87.93%, remaining_time=0:00:05.836664, arrival_time=2021-04-14 21:20:04.290884, cost_time=0:00:19.032546 2021-04-14 21:19:59,708 INFO : TRAIN, epoch=0020, iter=00160/00196, fetch data time cost=2.07ms, fps=2043 images/s, loss=1.4169, top1-acc=59.57%, top5-acc=87.93%, remaining_time=0:00:04.564440, arrival_time=2021-04-14 21:20:04.272399, cost_time=0:00:20.286414 2021-04-14 21:20:00,959 INFO : TRAIN, epoch=0020, iter=00170/00196, fetch data time cost=1.57ms, fps=2046 images/s, loss=1.4166, top1-acc=59.60%, top5-acc=87.93%, remaining_time=0:00:03.294096, arrival_time=2021-04-14 21:20:04.253914, cost_time=0:00:21.538290 2021-04-14 21:20:02,222 INFO : TRAIN, epoch=0020, iter=00180/00196, fetch data time cost=1.39ms, fps=2029 images/s, loss=1.4174, top1-acc=59.55%, top5-acc=87.93%, remaining_time=0:00:02.026704, arrival_time=2021-04-14 21:20:04.248686, cost_time=0:00:22.800460 2021-04-14 21:20:03,467 INFO : TRAIN, epoch=0020, iter=00190/00196, fetch data time cost=1.49ms, fps=2057 images/s, loss=1.4180, top1-acc=59.51%, top5-acc=87.94%, remaining_time=0:00:00.759336, arrival_time=2021-04-14 21:20:04.226563, cost_time=0:00:24.045650 2021-04-14 21:20:04,150 INFO : TRAIN, epoch=0020, iter=00196/00196, fetch data time cost=1.27ms, fps=1992 images/s, loss=1.4168, top1-acc=59.56%, top5-acc=87.94%, remaining_time=0:00:00, arrival_time=2021-04-14 21:20:04.150322, cost_time=0:00:24.728782 2021-04-14 21:20:04,715 INFO : EVAL, epoch=0020, iter=00010/00040, fetch data time cost=4.51ms, fps=4545 images/s, loss=1.9116, top1-acc=47.54%, top5-acc=79.22%, remaining_time=0:00:01.689540, arrival_time=2021-04-14 21:20:06.405065, cost_time=0:00:00.563176 2021-04-14 21:20:05,108 INFO : EVAL, epoch=0020, iter=00020/00040, fetch data time cost=2.02ms, fps=6516 images/s, loss=1.9109, top1-acc=47.97%, top5-acc=79.37%, remaining_time=0:00:00.956700, arrival_time=2021-04-14 21:20:06.065624, cost_time=0:00:00.956698 2021-04-14 21:20:05,512 INFO : EVAL, epoch=0020, iter=00030/00040, fetch data time cost=10.10ms, fps=6352 images/s, loss=1.9166, top1-acc=48.18%, top5-acc=79.31%, remaining_time=0:00:00.453350, arrival_time=2021-04-14 21:20:05.965674, cost_time=0:00:01.360063 2021-04-14 21:20:05,883 INFO : EVAL, epoch=0020, iter=00040/00040, fetch data time cost=0.08ms, fps=6270 images/s, loss=1.9178, top1-acc=47.98%, top5-acc=79.27%, remaining_time=0:00:00, arrival_time=2021-04-14 21:20:05.882983, cost_time=0:00:01.730785 2021-04-14 21:20:05,955 INFO : Epoch=0020 complete, best val top1-acc=48.51%, top5-acc=79.23% (epoch=15), remaining_time=1:19:56.657280, arrival_time=2021-04-14 22:40:02.612935, cost_time=0:08:52.961918 2021-04-14 21:20:05,957 INFO : Train start, epoch=0021, lr=0.097553 2021-04-14 21:20:07,419 INFO : TRAIN, epoch=0021, iter=00010/00196, fetch data time cost=1.62ms, fps=1751 images/s, loss=1.3958, top1-acc=59.69%, top5-acc=88.44%, remaining_time=0:00:27.193944, arrival_time=2021-04-14 21:20:34.613835, cost_time=0:00:01.462036 2021-04-14 21:20:08,673 INFO : TRAIN, epoch=0021, iter=00020/00196, fetch data time cost=1.70ms, fps=2043 images/s, loss=1.3819, top1-acc=60.47%, top5-acc=88.67%, remaining_time=0:00:23.897984, arrival_time=2021-04-14 21:20:32.571530, cost_time=0:00:02.715687 2021-04-14 21:20:09,927 INFO : TRAIN, epoch=0021, iter=00030/00196, fetch data time cost=1.87ms, fps=2043 images/s, loss=1.3851, top1-acc=60.52%, top5-acc=88.29%, remaining_time=0:00:21.964456, arrival_time=2021-04-14 21:20:31.891868, cost_time=0:00:03.969495 2021-04-14 21:20:11,176 INFO : TRAIN, epoch=0021, iter=00040/00196, fetch data time cost=1.59ms, fps=2050 images/s, loss=1.3743, top1-acc=60.74%, top5-acc=88.45%, remaining_time=0:00:20.354256, arrival_time=2021-04-14 21:20:31.531135, cost_time=0:00:05.219039 2021-04-14 21:20:12,420 INFO : TRAIN, epoch=0021, iter=00050/00196, fetch data time cost=1.66ms, fps=2060 images/s, loss=1.3833, top1-acc=60.31%, top5-acc=88.47%, remaining_time=0:00:18.870062, arrival_time=2021-04-14 21:20:31.290266, cost_time=0:00:06.462370 2021-04-14 21:20:13,665 INFO : TRAIN, epoch=0021, iter=00060/00196, fetch data time cost=1.66ms, fps=2056 images/s, loss=1.3868, top1-acc=60.31%, top5-acc=88.38%, remaining_time=0:00:17.470832, arrival_time=2021-04-14 21:20:31.136418, cost_time=0:00:07.707719 2021-04-14 21:20:14,915 INFO : TRAIN, epoch=0021, iter=00070/00196, fetch data time cost=1.32ms, fps=2048 images/s, loss=1.3898, top1-acc=60.22%, top5-acc=88.29%, remaining_time=0:00:16.124094, arrival_time=2021-04-14 21:20:31.039827, cost_time=0:00:08.957850 2021-04-14 21:20:16,162 INFO : TRAIN, epoch=0021, iter=00080/00196, fetch data time cost=1.32ms, fps=2055 images/s, loss=1.3983, top1-acc=60.00%, top5-acc=88.15%, remaining_time=0:00:14.796380, arrival_time=2021-04-14 21:20:30.958658, cost_time=0:00:10.204380 2021-04-14 21:20:17,417 INFO : TRAIN, epoch=0021, iter=00090/00196, fetch data time cost=1.93ms, fps=2040 images/s, loss=1.3980, top1-acc=60.00%, top5-acc=88.21%, remaining_time=0:00:13.496874, arrival_time=2021-04-14 21:20:30.914358, cost_time=0:00:11.459610 2021-04-14 21:20:18,676 INFO : TRAIN, epoch=0021, iter=00100/00196, fetch data time cost=1.35ms, fps=2035 images/s, loss=1.3926, top1-acc=60.14%, top5-acc=88.25%, remaining_time=0:00:12.209472, arrival_time=2021-04-14 21:20:30.885492, cost_time=0:00:12.718181 2021-04-14 21:20:19,922 INFO : TRAIN, epoch=0021, iter=00110/00196, fetch data time cost=1.34ms, fps=2055 images/s, loss=1.3947, top1-acc=60.04%, top5-acc=88.25%, remaining_time=0:00:10.917528, arrival_time=2021-04-14 21:20:30.839662, cost_time=0:00:13.964297 2021-04-14 21:20:21,178 INFO : TRAIN, epoch=0021, iter=00120/00196, fetch data time cost=1.42ms, fps=2038 images/s, loss=1.3991, top1-acc=59.86%, top5-acc=88.22%, remaining_time=0:00:09.639992, arrival_time=2021-04-14 21:20:30.818917, cost_time=0:00:15.221087 2021-04-14 21:20:22,438 INFO : TRAIN, epoch=0021, iter=00130/00196, fetch data time cost=1.61ms, fps=2032 images/s, loss=1.4015, top1-acc=59.84%, top5-acc=88.19%, remaining_time=0:00:08.367282, arrival_time=2021-04-14 21:20:30.806176, cost_time=0:00:16.481014 2021-04-14 21:20:23,685 INFO : TRAIN, epoch=0021, iter=00140/00196, fetch data time cost=1.41ms, fps=2054 images/s, loss=1.4009, top1-acc=59.84%, top5-acc=88.16%, remaining_time=0:00:07.091168, arrival_time=2021-04-14 21:20:30.776959, cost_time=0:00:17.727904 2021-04-14 21:20:24,934 INFO : TRAIN, epoch=0021, iter=00150/00196, fetch data time cost=1.49ms, fps=2050 images/s, loss=1.3995, top1-acc=59.92%, top5-acc=88.16%, remaining_time=0:00:05.819598, arrival_time=2021-04-14 21:20:30.754412, cost_time=0:00:18.976968 2021-04-14 21:20:26,181 INFO : TRAIN, epoch=0021, iter=00160/00196, fetch data time cost=1.42ms, fps=2055 images/s, loss=1.4019, top1-acc=59.91%, top5-acc=88.08%, remaining_time=0:00:04.550256, arrival_time=2021-04-14 21:20:30.731428, cost_time=0:00:20.223331 2021-04-14 21:20:27,433 INFO : TRAIN, epoch=0021, iter=00170/00196, fetch data time cost=1.42ms, fps=2045 images/s, loss=1.4039, top1-acc=59.84%, top5-acc=88.04%, remaining_time=0:00:03.284528, arrival_time=2021-04-14 21:20:30.718098, cost_time=0:00:21.475736 2021-04-14 21:20:28,687 INFO : TRAIN, epoch=0021, iter=00180/00196, fetch data time cost=1.36ms, fps=2042 images/s, loss=1.4079, top1-acc=59.77%, top5-acc=87.95%, remaining_time=0:00:02.020416, arrival_time=2021-04-14 21:20:30.707940, cost_time=0:00:22.729612 2021-04-14 21:20:29,953 INFO : TRAIN, epoch=0021, iter=00190/00196, fetch data time cost=1.33ms, fps=2023 images/s, loss=1.4083, top1-acc=59.77%, top5-acc=87.99%, remaining_time=0:00:00.757758, arrival_time=2021-04-14 21:20:30.711262, cost_time=0:00:23.995649 2021-04-14 21:20:30,651 INFO : TRAIN, epoch=0021, iter=00196/00196, fetch data time cost=1.61ms, fps=1951 images/s, loss=1.4078, top1-acc=59.77%, top5-acc=88.02%, remaining_time=0:00:00, arrival_time=2021-04-14 21:20:30.651115, cost_time=0:00:24.693230 2021-04-14 21:20:31,206 INFO : EVAL, epoch=0021, iter=00010/00040, fetch data time cost=0.29ms, fps=4637 images/s, loss=1.8744, top1-acc=49.53%, top5-acc=80.98%, remaining_time=0:00:01.656330, arrival_time=2021-04-14 21:20:32.862661, cost_time=0:00:00.552110 2021-04-14 21:20:31,604 INFO : EVAL, epoch=0021, iter=00020/00040, fetch data time cost=0.29ms, fps=6438 images/s, loss=1.8796, top1-acc=50.27%, top5-acc=80.57%, remaining_time=0:00:00.950180, arrival_time=2021-04-14 21:20:32.554561, cost_time=0:00:00.950186 2021-04-14 21:20:32,002 INFO : EVAL, epoch=0021, iter=00030/00040, fetch data time cost=1.80ms, fps=6434 images/s, loss=1.8954, top1-acc=49.80%, top5-acc=80.25%, remaining_time=0:00:00.449500, arrival_time=2021-04-14 21:20:32.452227, cost_time=0:00:01.348497 2021-04-14 21:20:32,379 INFO : EVAL, epoch=0021, iter=00040/00040, fetch data time cost=0.09ms, fps=6173 images/s, loss=1.8914, top1-acc=49.47%, top5-acc=80.16%, remaining_time=0:00:00, arrival_time=2021-04-14 21:20:32.379029, cost_time=0:00:01.724855 2021-04-14 21:20:32,496 INFO : Epoch=0021 complete, best val top1-acc=49.47%, top5-acc=80.16% (epoch=21), remaining_time=1:19:29.097895, arrival_time=2021-04-14 22:40:01.594731, cost_time=0:09:19.503115 2021-04-14 21:20:32,498 INFO : Train start, epoch=0022, lr=0.097304 2021-04-14 21:20:33,938 INFO : TRAIN, epoch=0022, iter=00010/00196, fetch data time cost=1.44ms, fps=1777 images/s, loss=1.3650, top1-acc=61.09%, top5-acc=89.45%, remaining_time=0:00:26.792742, arrival_time=2021-04-14 21:21:00.731484, cost_time=0:00:01.440470 2021-04-14 21:20:35,188 INFO : TRAIN, epoch=0022, iter=00020/00196, fetch data time cost=1.43ms, fps=2049 images/s, loss=1.3835, top1-acc=60.35%, top5-acc=89.04%, remaining_time=0:00:23.674640, arrival_time=2021-04-14 21:20:58.863226, cost_time=0:00:02.690305 2021-04-14 21:20:36,458 INFO : TRAIN, epoch=0022, iter=00030/00196, fetch data time cost=2.19ms, fps=2018 images/s, loss=1.3653, top1-acc=60.79%, top5-acc=89.27%, remaining_time=0:00:21.910838, arrival_time=2021-04-14 21:20:58.368961, cost_time=0:00:03.959785 2021-04-14 21:20:37,713 INFO : TRAIN, epoch=0022, iter=00040/00196, fetch data time cost=1.91ms, fps=2041 images/s, loss=1.3773, top1-acc=60.49%, top5-acc=88.88%, remaining_time=0:00:20.338968, arrival_time=2021-04-14 21:20:58.052342, cost_time=0:00:05.215128 2021-04-14 21:20:38,960 INFO : TRAIN, epoch=0022, iter=00050/00196, fetch data time cost=1.66ms, fps=2053 images/s, loss=1.3792, top1-acc=60.43%, top5-acc=88.82%, remaining_time=0:00:18.869916, arrival_time=2021-04-14 21:20:57.830438, cost_time=0:00:06.462284 2021-04-14 21:20:40,220 INFO : TRAIN, epoch=0022, iter=00060/00196, fetch data time cost=2.00ms, fps=2033 images/s, loss=1.3805, top1-acc=60.40%, top5-acc=88.73%, remaining_time=0:00:17.502792, arrival_time=2021-04-14 21:20:57.722992, cost_time=0:00:07.721833 2021-04-14 21:20:41,471 INFO : TRAIN, epoch=0022, iter=00070/00196, fetch data time cost=1.40ms, fps=2048 images/s, loss=1.3717, top1-acc=60.60%, top5-acc=88.72%, remaining_time=0:00:16.151184, arrival_time=2021-04-14 21:20:57.622274, cost_time=0:00:08.972902 2021-04-14 21:20:42,715 INFO : TRAIN, epoch=0022, iter=00080/00196, fetch data time cost=1.77ms, fps=2058 images/s, loss=1.3694, top1-acc=60.73%, top5-acc=88.70%, remaining_time=0:00:14.815172, arrival_time=2021-04-14 21:20:57.530837, cost_time=0:00:10.217394 2021-04-14 21:20:43,970 INFO : TRAIN, epoch=0022, iter=00090/00196, fetch data time cost=1.45ms, fps=2042 images/s, loss=1.3757, top1-acc=60.53%, top5-acc=88.62%, remaining_time=0:00:13.511396, arrival_time=2021-04-14 21:20:57.481535, cost_time=0:00:11.471954 2021-04-14 21:20:45,220 INFO : TRAIN, epoch=0022, iter=00100/00196, fetch data time cost=1.61ms, fps=2048 images/s, loss=1.3750, top1-acc=60.48%, top5-acc=88.68%, remaining_time=0:00:12.213504, arrival_time=2021-04-14 21:20:57.434220, cost_time=0:00:12.722386 2021-04-14 21:20:46,475 INFO : TRAIN, epoch=0022, iter=00110/00196, fetch data time cost=1.49ms, fps=2041 images/s, loss=1.3726, top1-acc=60.41%, top5-acc=88.81%, remaining_time=0:00:10.927848, arrival_time=2021-04-14 21:20:57.403485, cost_time=0:00:13.977435 2021-04-14 21:20:47,724 INFO : TRAIN, epoch=0022, iter=00120/00196, fetch data time cost=1.45ms, fps=2051 images/s, loss=1.3739, top1-acc=60.40%, top5-acc=88.78%, remaining_time=0:00:09.643184, arrival_time=2021-04-14 21:20:57.367428, cost_time=0:00:15.226064 2021-04-14 21:20:48,973 INFO : TRAIN, epoch=0022, iter=00130/00196, fetch data time cost=1.39ms, fps=2049 images/s, loss=1.3756, top1-acc=60.40%, top5-acc=88.69%, remaining_time=0:00:08.364510, arrival_time=2021-04-14 21:20:57.338377, cost_time=0:00:16.475596 2021-04-14 21:20:50,216 INFO : TRAIN, epoch=0022, iter=00140/00196, fetch data time cost=1.32ms, fps=2062 images/s, loss=1.3763, top1-acc=60.40%, top5-acc=88.62%, remaining_time=0:00:07.087136, arrival_time=2021-04-14 21:20:57.303236, cost_time=0:00:17.717892 2021-04-14 21:20:51,471 INFO : TRAIN, epoch=0022, iter=00150/00196, fetch data time cost=1.37ms, fps=2040 images/s, loss=1.3765, top1-acc=60.45%, top5-acc=88.61%, remaining_time=0:00:05.818448, arrival_time=2021-04-14 21:20:57.289810, cost_time=0:00:18.973179 2021-04-14 21:20:52,724 INFO : TRAIN, epoch=0022, iter=00160/00196, fetch data time cost=1.71ms, fps=2043 images/s, loss=1.3803, top1-acc=60.31%, top5-acc=88.54%, remaining_time=0:00:04.550976, arrival_time=2021-04-14 21:20:57.275800, cost_time=0:00:20.226553 2021-04-14 21:20:53,978 INFO : TRAIN, epoch=0022, iter=00170/00196, fetch data time cost=1.76ms, fps=2043 images/s, loss=1.3829, top1-acc=60.22%, top5-acc=88.50%, remaining_time=0:00:03.285178, arrival_time=2021-04-14 21:20:57.263463, cost_time=0:00:21.480080 2021-04-14 21:20:55,225 INFO : TRAIN, epoch=0022, iter=00180/00196, fetch data time cost=1.42ms, fps=2054 images/s, loss=1.3837, top1-acc=60.18%, top5-acc=88.46%, remaining_time=0:00:02.020176, arrival_time=2021-04-14 21:20:57.245274, cost_time=0:00:22.726918 2021-04-14 21:20:56,474 INFO : TRAIN, epoch=0022, iter=00190/00196, fetch data time cost=1.20ms, fps=2050 images/s, loss=1.3876, top1-acc=60.07%, top5-acc=88.38%, remaining_time=0:00:00.757128, arrival_time=2021-04-14 21:20:57.231108, cost_time=0:00:23.975789 2021-04-14 21:20:57,154 INFO : TRAIN, epoch=0022, iter=00196/00196, fetch data time cost=1.32ms, fps=2000 images/s, loss=1.3884, top1-acc=60.07%, top5-acc=88.39%, remaining_time=0:00:00, arrival_time=2021-04-14 21:20:57.154394, cost_time=0:00:24.656102 2021-04-14 21:20:57,720 INFO : EVAL, epoch=0022, iter=00010/00040, fetch data time cost=0.33ms, fps=4538 images/s, loss=2.0315, top1-acc=45.51%, top5-acc=78.05%, remaining_time=0:00:01.692270, arrival_time=2021-04-14 21:20:59.412681, cost_time=0:00:00.564091 2021-04-14 21:20:58,110 INFO : EVAL, epoch=0022, iter=00020/00040, fetch data time cost=0.19ms, fps=6570 images/s, loss=1.9692, top1-acc=47.15%, top5-acc=78.91%, remaining_time=0:00:00.954200, arrival_time=2021-04-14 21:20:59.064720, cost_time=0:00:00.954199 2021-04-14 21:20:58,504 INFO : EVAL, epoch=0022, iter=00030/00040, fetch data time cost=1.37ms, fps=6505 images/s, loss=1.9560, top1-acc=47.17%, top5-acc=79.43%, remaining_time=0:00:00.449390, arrival_time=2021-04-14 21:20:58.953944, cost_time=0:00:01.348184 2021-04-14 21:20:58,873 INFO : EVAL, epoch=0022, iter=00040/00040, fetch data time cost=0.07ms, fps=6295 images/s, loss=1.9521, top1-acc=47.30%, top5-acc=79.64%, remaining_time=0:00:00, arrival_time=2021-04-14 21:20:58.873602, cost_time=0:00:01.717310 2021-04-14 21:20:58,968 INFO : Epoch=0022 complete, best val top1-acc=49.47%, top5-acc=80.16% (epoch=21), remaining_time=1:19:01.069516, arrival_time=2021-04-14 22:40:00.038156, cost_time=0:09:45.974892 2021-04-14 21:20:58,970 INFO : Train start, epoch=0023, lr=0.097044 2021-04-14 21:21:00,494 INFO : TRAIN, epoch=0023, iter=00010/00196, fetch data time cost=0.25ms, fps=1681 images/s, loss=1.3795, top1-acc=60.98%, top5-acc=88.05%, remaining_time=0:00:28.330776, arrival_time=2021-04-14 21:21:28.825038, cost_time=0:00:01.523159 2021-04-14 21:21:01,756 INFO : TRAIN, epoch=0023, iter=00020/00196, fetch data time cost=4.12ms, fps=2029 images/s, loss=1.3586, top1-acc=61.15%, top5-acc=88.28%, remaining_time=0:00:24.509408, arrival_time=2021-04-14 21:21:26.265674, cost_time=0:00:02.785154 2021-04-14 21:21:03,014 INFO : TRAIN, epoch=0023, iter=00030/00196, fetch data time cost=1.65ms, fps=2036 images/s, loss=1.3596, top1-acc=60.70%, top5-acc=88.54%, remaining_time=0:00:22.371654, arrival_time=2021-04-14 21:21:25.385845, cost_time=0:00:04.043075 2021-04-14 21:21:04,266 INFO : TRAIN, epoch=0023, iter=00040/00196, fetch data time cost=4.13ms, fps=2045 images/s, loss=1.3787, top1-acc=59.98%, top5-acc=88.30%, remaining_time=0:00:20.653620, arrival_time=2021-04-14 21:21:24.920528, cost_time=0:00:05.295812 2021-04-14 21:21:05,522 INFO : TRAIN, epoch=0023, iter=00050/00196, fetch data time cost=1.56ms, fps=2040 images/s, loss=1.3741, top1-acc=60.25%, top5-acc=88.21%, remaining_time=0:00:19.129066, arrival_time=2021-04-14 21:21:24.651209, cost_time=0:00:06.551071 2021-04-14 21:21:06,788 INFO : TRAIN, epoch=0023, iter=00060/00196, fetch data time cost=1.85ms, fps=2023 images/s, loss=1.3710, top1-acc=60.40%, top5-acc=88.42%, remaining_time=0:00:17.718352, arrival_time=2021-04-14 21:21:24.506378, cost_time=0:00:07.816912 2021-04-14 21:21:08,038 INFO : TRAIN, epoch=0023, iter=00070/00196, fetch data time cost=1.41ms, fps=2048 images/s, loss=1.3782, top1-acc=60.20%, top5-acc=88.36%, remaining_time=0:00:16.321032, arrival_time=2021-04-14 21:21:24.359273, cost_time=0:00:09.067217 2021-04-14 21:21:09,301 INFO : TRAIN, epoch=0023, iter=00080/00196, fetch data time cost=1.87ms, fps=2027 images/s, loss=1.3755, top1-acc=60.44%, top5-acc=88.34%, remaining_time=0:00:14.978964, arrival_time=2021-04-14 21:21:24.280427, cost_time=0:00:10.330351 2021-04-14 21:21:10,557 INFO : TRAIN, epoch=0023, iter=00090/00196, fetch data time cost=1.87ms, fps=2040 images/s, loss=1.3763, top1-acc=60.49%, top5-acc=88.38%, remaining_time=0:00:13.645910, arrival_time=2021-04-14 21:21:24.203096, cost_time=0:00:11.586158 2021-04-14 21:21:11,811 INFO : TRAIN, epoch=0023, iter=00100/00196, fetch data time cost=1.35ms, fps=2042 images/s, loss=1.3793, top1-acc=60.42%, top5-acc=88.33%, remaining_time=0:00:12.326496, arrival_time=2021-04-14 21:21:24.137742, cost_time=0:00:12.840143 2021-04-14 21:21:13,056 INFO : TRAIN, epoch=0023, iter=00110/00196, fetch data time cost=1.42ms, fps=2057 images/s, loss=1.3818, top1-acc=60.40%, top5-acc=88.30%, remaining_time=0:00:11.012042, arrival_time=2021-04-14 21:21:24.068264, cost_time=0:00:14.085184 2021-04-14 21:21:14,320 INFO : TRAIN, epoch=0023, iter=00120/00196, fetch data time cost=1.82ms, fps=2026 images/s, loss=1.3810, top1-acc=60.32%, top5-acc=88.38%, remaining_time=0:00:09.721084, arrival_time=2021-04-14 21:21:24.041207, cost_time=0:00:15.349096 2021-04-14 21:21:15,576 INFO : TRAIN, epoch=0023, iter=00130/00196, fetch data time cost=2.33ms, fps=2038 images/s, loss=1.3814, top1-acc=60.28%, top5-acc=88.38%, remaining_time=0:00:08.430444, arrival_time=2021-04-14 21:21:24.007018, cost_time=0:00:16.605458 2021-04-14 21:21:16,836 INFO : TRAIN, epoch=0023, iter=00140/00196, fetch data time cost=1.42ms, fps=2032 images/s, loss=1.3809, top1-acc=60.38%, top5-acc=88.40%, remaining_time=0:00:07.146328, arrival_time=2021-04-14 21:21:23.983150, cost_time=0:00:17.865791 2021-04-14 21:21:18,103 INFO : TRAIN, epoch=0023, iter=00150/00196, fetch data time cost=1.58ms, fps=2021 images/s, loss=1.3838, top1-acc=60.27%, top5-acc=88.36%, remaining_time=0:00:05.867346, arrival_time=2021-04-14 21:21:23.971089, cost_time=0:00:19.132717 2021-04-14 21:21:19,355 INFO : TRAIN, epoch=0023, iter=00160/00196, fetch data time cost=1.37ms, fps=2047 images/s, loss=1.3869, top1-acc=60.19%, top5-acc=88.29%, remaining_time=0:00:04.586364, arrival_time=2021-04-14 21:21:23.941345, cost_time=0:00:20.383878 2021-04-14 21:21:20,616 INFO : TRAIN, epoch=0023, iter=00170/00196, fetch data time cost=2.07ms, fps=2030 images/s, loss=1.3854, top1-acc=60.19%, top5-acc=88.36%, remaining_time=0:00:03.310476, arrival_time=2021-04-14 21:21:23.926860, cost_time=0:00:21.645349 2021-04-14 21:21:21,891 INFO : TRAIN, epoch=0023, iter=00180/00196, fetch data time cost=1.89ms, fps=2009 images/s, loss=1.3870, top1-acc=60.14%, top5-acc=88.36%, remaining_time=0:00:02.037344, arrival_time=2021-04-14 21:21:23.928425, cost_time=0:00:22.920055 2021-04-14 21:21:23,139 INFO : TRAIN, epoch=0023, iter=00190/00196, fetch data time cost=1.40ms, fps=2052 images/s, loss=1.3892, top1-acc=60.09%, top5-acc=88.31%, remaining_time=0:00:00.763200, arrival_time=2021-04-14 21:21:23.902228, cost_time=0:00:24.168006 2021-04-14 21:21:23,817 INFO : TRAIN, epoch=0023, iter=00196/00196, fetch data time cost=1.23ms, fps=2007 images/s, loss=1.3915, top1-acc=60.09%, top5-acc=88.31%, remaining_time=0:00:00, arrival_time=2021-04-14 21:21:23.817031, cost_time=0:00:24.845951 2021-04-14 21:21:24,380 INFO : EVAL, epoch=0023, iter=00010/00040, fetch data time cost=0.22ms, fps=4556 images/s, loss=2.5881, top1-acc=40.90%, top5-acc=72.11%, remaining_time=0:00:01.685550, arrival_time=2021-04-14 21:21:26.066270, cost_time=0:00:00.561848 2021-04-14 21:21:24,770 INFO : EVAL, epoch=0023, iter=00020/00040, fetch data time cost=0.20ms, fps=6583 images/s, loss=2.5828, top1-acc=40.04%, top5-acc=72.62%, remaining_time=0:00:00.951180, arrival_time=2021-04-14 21:21:25.721218, cost_time=0:00:00.951178 2021-04-14 21:21:25,171 INFO : EVAL, epoch=0023, iter=00030/00040, fetch data time cost=5.51ms, fps=6391 images/s, loss=2.5701, top1-acc=40.69%, top5-acc=72.55%, remaining_time=0:00:00.450700, arrival_time=2021-04-14 21:21:25.621710, cost_time=0:00:01.352096 2021-04-14 21:21:25,549 INFO : EVAL, epoch=0023, iter=00040/00040, fetch data time cost=0.08ms, fps=6146 images/s, loss=2.5397, top1-acc=40.82%, top5-acc=72.84%, remaining_time=0:00:00, arrival_time=2021-04-14 21:21:25.548971, cost_time=0:00:01.730143 2021-04-14 21:21:25,610 INFO : Epoch=0023 complete, best val top1-acc=49.47%, top5-acc=80.16% (epoch=21), remaining_time=1:18:34.485447, arrival_time=2021-04-14 22:40:00.095923, cost_time=0:10:12.616754 2021-04-14 21:21:25,611 INFO : Train start, epoch=0024, lr=0.096772 2021-04-14 21:21:27,117 INFO : TRAIN, epoch=0024, iter=00010/00196, fetch data time cost=1.48ms, fps=1701 images/s, loss=1.3885, top1-acc=61.25%, top5-acc=88.71%, remaining_time=0:00:27.998022, arrival_time=2021-04-14 21:21:55.115260, cost_time=0:00:01.505272 2021-04-14 21:21:28,372 INFO : TRAIN, epoch=0024, iter=00020/00196, fetch data time cost=1.71ms, fps=2041 images/s, loss=1.3457, top1-acc=62.29%, top5-acc=89.00%, remaining_time=0:00:24.289584, arrival_time=2021-04-14 21:21:52.661724, cost_time=0:00:02.760181 2021-04-14 21:21:29,626 INFO : TRAIN, epoch=0024, iter=00030/00196, fetch data time cost=1.59ms, fps=2047 images/s, loss=1.3449, top1-acc=62.24%, top5-acc=88.79%, remaining_time=0:00:22.202500, arrival_time=2021-04-14 21:21:51.826950, cost_time=0:00:04.012499 2021-04-14 21:21:30,879 INFO : TRAIN, epoch=0024, iter=00040/00196, fetch data time cost=1.47ms, fps=2043 images/s, loss=1.3411, top1-acc=62.05%, top5-acc=89.11%, remaining_time=0:00:20.543484, arrival_time=2021-04-14 21:21:51.422905, cost_time=0:00:05.267546 2021-04-14 21:21:32,138 INFO : TRAIN, epoch=0024, iter=00050/00196, fetch data time cost=1.38ms, fps=2035 images/s, loss=1.3362, top1-acc=62.03%, top5-acc=89.23%, remaining_time=0:00:19.056066, arrival_time=2021-04-14 21:21:51.194069, cost_time=0:00:06.526047 2021-04-14 21:21:33,394 INFO : TRAIN, epoch=0024, iter=00060/00196, fetch data time cost=1.65ms, fps=2039 images/s, loss=1.3385, top1-acc=61.87%, top5-acc=89.29%, remaining_time=0:00:17.639472, arrival_time=2021-04-14 21:21:51.033532, cost_time=0:00:07.782107 2021-04-14 21:21:34,651 INFO : TRAIN, epoch=0024, iter=00070/00196, fetch data time cost=1.57ms, fps=2037 images/s, loss=1.3397, top1-acc=61.82%, top5-acc=89.24%, remaining_time=0:00:16.270884, arrival_time=2021-04-14 21:21:50.922184, cost_time=0:00:09.039385 2021-04-14 21:21:35,917 INFO : TRAIN, epoch=0024, iter=00080/00196, fetch data time cost=1.36ms, fps=2024 images/s, loss=1.3459, top1-acc=61.65%, top5-acc=89.11%, remaining_time=0:00:14.941960, arrival_time=2021-04-14 21:21:50.858865, cost_time=0:00:10.304826 2021-04-14 21:21:37,170 INFO : TRAIN, epoch=0024, iter=00090/00196, fetch data time cost=1.58ms, fps=2043 images/s, loss=1.3496, top1-acc=61.54%, top5-acc=88.97%, remaining_time=0:00:13.613898, arrival_time=2021-04-14 21:21:50.784717, cost_time=0:00:11.558945 2021-04-14 21:21:38,431 INFO : TRAIN, epoch=0024, iter=00100/00196, fetch data time cost=1.55ms, fps=2032 images/s, loss=1.3533, top1-acc=61.41%, top5-acc=88.96%, remaining_time=0:00:12.306432, arrival_time=2021-04-14 21:21:50.737638, cost_time=0:00:12.819241 2021-04-14 21:21:39,682 INFO : TRAIN, epoch=0024, iter=00110/00196, fetch data time cost=1.45ms, fps=2047 images/s, loss=1.3539, top1-acc=61.31%, top5-acc=88.96%, remaining_time=0:00:11.000604, arrival_time=2021-04-14 21:21:50.683022, cost_time=0:00:14.070537 2021-04-14 21:21:40,930 INFO : TRAIN, epoch=0024, iter=00120/00196, fetch data time cost=1.69ms, fps=2051 images/s, loss=1.3577, top1-acc=61.19%, top5-acc=88.88%, remaining_time=0:00:09.702008, arrival_time=2021-04-14 21:21:50.632854, cost_time=0:00:15.318971 2021-04-14 21:21:42,183 INFO : TRAIN, epoch=0024, iter=00130/00196, fetch data time cost=1.55ms, fps=2045 images/s, loss=1.3631, top1-acc=61.15%, top5-acc=88.81%, remaining_time=0:00:08.413152, arrival_time=2021-04-14 21:21:50.596497, cost_time=0:00:16.571398 2021-04-14 21:21:43,438 INFO : TRAIN, epoch=0024, iter=00140/00196, fetch data time cost=1.89ms, fps=2041 images/s, loss=1.3630, top1-acc=61.04%, top5-acc=88.83%, remaining_time=0:00:07.130536, arrival_time=2021-04-14 21:21:50.568816, cost_time=0:00:17.826393 2021-04-14 21:21:44,701 INFO : TRAIN, epoch=0024, iter=00150/00196, fetch data time cost=1.40ms, fps=2028 images/s, loss=1.3656, top1-acc=60.89%, top5-acc=88.79%, remaining_time=0:00:05.854098, arrival_time=2021-04-14 21:21:50.555467, cost_time=0:00:19.089446 2021-04-14 21:21:45,967 INFO : TRAIN, epoch=0024, iter=00160/00196, fetch data time cost=1.38ms, fps=2024 images/s, loss=1.3693, top1-acc=60.76%, top5-acc=88.75%, remaining_time=0:00:04.579884, arrival_time=2021-04-14 21:21:50.546984, cost_time=0:00:20.355109 2021-04-14 21:21:47,217 INFO : TRAIN, epoch=0024, iter=00170/00196, fetch data time cost=1.43ms, fps=2048 images/s, loss=1.3711, top1-acc=60.71%, top5-acc=88.70%, remaining_time=0:00:03.304392, arrival_time=2021-04-14 21:21:50.521879, cost_time=0:00:21.605586 2021-04-14 21:21:48,462 INFO : TRAIN, epoch=0024, iter=00180/00196, fetch data time cost=1.30ms, fps=2057 images/s, loss=1.3753, top1-acc=60.64%, top5-acc=88.64%, remaining_time=0:00:02.031152, arrival_time=2021-04-14 21:21:50.493543, cost_time=0:00:22.850471 2021-04-14 21:21:49,725 INFO : TRAIN, epoch=0024, iter=00190/00196, fetch data time cost=2.24ms, fps=2029 images/s, loss=1.3762, top1-acc=60.61%, top5-acc=88.62%, remaining_time=0:00:00.761466, arrival_time=2021-04-14 21:21:50.486403, cost_time=0:00:24.113028 2021-04-14 21:21:50,417 INFO : TRAIN, epoch=0024, iter=00196/00196, fetch data time cost=1.61ms, fps=1964 images/s, loss=1.3762, top1-acc=60.64%, top5-acc=88.59%, remaining_time=0:00:00, arrival_time=2021-04-14 21:21:50.417847, cost_time=0:00:24.805900 2021-04-14 21:21:50,941 INFO : EVAL, epoch=0024, iter=00010/00040, fetch data time cost=0.21ms, fps=4914 images/s, loss=1.7902, top1-acc=50.90%, top5-acc=81.13%, remaining_time=0:00:01.562910, arrival_time=2021-04-14 21:21:52.503847, cost_time=0:00:00.520971 2021-04-14 21:21:51,332 INFO : EVAL, epoch=0024, iter=00020/00040, fetch data time cost=0.20ms, fps=6555 images/s, loss=1.8251, top1-acc=50.29%, top5-acc=80.90%, remaining_time=0:00:00.912060, arrival_time=2021-04-14 21:21:52.244016, cost_time=0:00:00.912062 2021-04-14 21:21:51,746 INFO : EVAL, epoch=0024, iter=00030/00040, fetch data time cost=0.48ms, fps=6176 images/s, loss=1.8306, top1-acc=50.08%, top5-acc=80.91%, remaining_time=0:00:00.442320, arrival_time=2021-04-14 21:21:52.189219, cost_time=0:00:01.326951 2021-04-14 21:21:52,120 INFO : EVAL, epoch=0024, iter=00040/00040, fetch data time cost=0.08ms, fps=6224 images/s, loss=1.7977, top1-acc=50.19%, top5-acc=81.11%, remaining_time=0:00:00, arrival_time=2021-04-14 21:21:52.120106, cost_time=0:00:01.700230 2021-04-14 21:21:52,246 INFO : Epoch=0024 complete, best val top1-acc=50.19%, top5-acc=81.11% (epoch=24), remaining_time=1:18:07.851872, arrival_time=2021-04-14 22:40:00.098137, cost_time=0:10:39.252530 2021-04-14 21:21:52,248 INFO : Train start, epoch=0025, lr=0.096489 2021-04-14 21:21:53,714 INFO : TRAIN, epoch=0025, iter=00010/00196, fetch data time cost=1.96ms, fps=1747 images/s, loss=1.3253, top1-acc=62.07%, top5-acc=88.91%, remaining_time=0:00:27.258858, arrival_time=2021-04-14 21:22:20.973106, cost_time=0:00:01.465526 2021-04-14 21:21:54,962 INFO : TRAIN, epoch=0025, iter=00020/00196, fetch data time cost=1.66ms, fps=2053 images/s, loss=1.3224, top1-acc=62.03%, top5-acc=88.89%, remaining_time=0:00:23.877568, arrival_time=2021-04-14 21:22:18.839664, cost_time=0:00:02.713367 2021-04-14 21:21:56,223 INFO : TRAIN, epoch=0025, iter=00030/00196, fetch data time cost=1.76ms, fps=2031 images/s, loss=1.3261, top1-acc=61.76%, top5-acc=88.96%, remaining_time=0:00:21.991016, arrival_time=2021-04-14 21:22:18.214054, cost_time=0:00:03.974268 2021-04-14 21:21:57,476 INFO : TRAIN, epoch=0025, iter=00040/00196, fetch data time cost=4.91ms, fps=2044 images/s, loss=1.3200, top1-acc=61.85%, top5-acc=89.17%, remaining_time=0:00:20.387796, arrival_time=2021-04-14 21:22:17.864171, cost_time=0:00:05.227658 2021-04-14 21:21:58,730 INFO : TRAIN, epoch=0025, iter=00050/00196, fetch data time cost=1.54ms, fps=2042 images/s, loss=1.3293, top1-acc=61.63%, top5-acc=89.04%, remaining_time=0:00:18.926564, arrival_time=2021-04-14 21:22:17.656920, cost_time=0:00:06.481692 2021-04-14 21:21:59,984 INFO : TRAIN, epoch=0025, iter=00060/00196, fetch data time cost=1.87ms, fps=2043 images/s, loss=1.3264, top1-acc=61.73%, top5-acc=89.02%, remaining_time=0:00:17.533392, arrival_time=2021-04-14 21:22:17.517422, cost_time=0:00:07.735297 2021-04-14 21:22:01,230 INFO : TRAIN, epoch=0025, iter=00070/00196, fetch data time cost=1.62ms, fps=2055 images/s, loss=1.3230, top1-acc=61.93%, top5-acc=88.98%, remaining_time=0:00:16.167186, arrival_time=2021-04-14 21:22:17.397581, cost_time=0:00:08.981768 2021-04-14 21:22:02,488 INFO : TRAIN, epoch=0025, iter=00080/00196, fetch data time cost=1.67ms, fps=2036 images/s, loss=1.3239, top1-acc=61.80%, top5-acc=89.00%, remaining_time=0:00:14.847652, arrival_time=2021-04-14 21:22:17.336201, cost_time=0:00:10.239759 2021-04-14 21:22:03,747 INFO : TRAIN, epoch=0025, iter=00090/00196, fetch data time cost=1.43ms, fps=2034 images/s, loss=1.3343, top1-acc=61.55%, top5-acc=88.82%, remaining_time=0:00:13.543514, arrival_time=2021-04-14 21:22:17.291320, cost_time=0:00:11.499174 2021-04-14 21:22:05,019 INFO : TRAIN, epoch=0025, iter=00100/00196, fetch data time cost=2.07ms, fps=2014 images/s, loss=1.3395, top1-acc=61.47%, top5-acc=88.74%, remaining_time=0:00:12.259872, arrival_time=2021-04-14 21:22:17.279349, cost_time=0:00:12.770708 2021-04-14 21:22:06,286 INFO : TRAIN, epoch=0025, iter=00110/00196, fetch data time cost=1.40ms, fps=2022 images/s, loss=1.3434, top1-acc=61.37%, top5-acc=88.73%, remaining_time=0:00:10.974632, arrival_time=2021-04-14 21:22:17.260605, cost_time=0:00:14.037284 2021-04-14 21:22:07,548 INFO : TRAIN, epoch=0025, iter=00120/00196, fetch data time cost=1.83ms, fps=2029 images/s, loss=1.3454, top1-acc=61.32%, top5-acc=88.75%, remaining_time=0:00:09.689620, arrival_time=2021-04-14 21:22:17.237651, cost_time=0:00:15.299395 2021-04-14 21:22:08,799 INFO : TRAIN, epoch=0025, iter=00130/00196, fetch data time cost=1.42ms, fps=2046 images/s, loss=1.3494, top1-acc=61.28%, top5-acc=88.72%, remaining_time=0:00:08.402790, arrival_time=2021-04-14 21:22:17.202478, cost_time=0:00:16.550916 2021-04-14 21:22:10,053 INFO : TRAIN, epoch=0025, iter=00140/00196, fetch data time cost=1.44ms, fps=2044 images/s, loss=1.3520, top1-acc=61.09%, top5-acc=88.62%, remaining_time=0:00:07.121744, arrival_time=2021-04-14 21:22:17.174719, cost_time=0:00:17.804290 2021-04-14 21:22:11,310 INFO : TRAIN, epoch=0025, iter=00150/00196, fetch data time cost=1.40ms, fps=2037 images/s, loss=1.3570, top1-acc=60.93%, top5-acc=88.54%, remaining_time=0:00:05.845496, arrival_time=2021-04-14 21:22:17.155602, cost_time=0:00:19.061471 2021-04-14 21:22:12,567 INFO : TRAIN, epoch=0025, iter=00160/00196, fetch data time cost=2.02ms, fps=2037 images/s, loss=1.3628, top1-acc=60.83%, top5-acc=88.45%, remaining_time=0:00:04.571712, arrival_time=2021-04-14 21:22:17.139181, cost_time=0:00:20.318743 2021-04-14 21:22:13,817 INFO : TRAIN, epoch=0025, iter=00170/00196, fetch data time cost=1.61ms, fps=2048 images/s, loss=1.3641, top1-acc=60.76%, top5-acc=88.46%, remaining_time=0:00:03.298802, arrival_time=2021-04-14 21:22:17.116514, cost_time=0:00:21.569066 2021-04-14 21:22:15,069 INFO : TRAIN, epoch=0025, iter=00180/00196, fetch data time cost=1.84ms, fps=2046 images/s, loss=1.3616, top1-acc=60.83%, top5-acc=88.52%, remaining_time=0:00:02.028512, arrival_time=2021-04-14 21:22:17.097821, cost_time=0:00:22.820675 2021-04-14 21:22:16,324 INFO : TRAIN, epoch=0025, iter=00190/00196, fetch data time cost=1.27ms, fps=2040 images/s, loss=1.3605, top1-acc=60.84%, top5-acc=88.52%, remaining_time=0:00:00.760302, arrival_time=2021-04-14 21:22:17.085191, cost_time=0:00:24.076247 2021-04-14 21:22:17,018 INFO : TRAIN, epoch=0025, iter=00196/00196, fetch data time cost=1.57ms, fps=1963 images/s, loss=1.3626, top1-acc=60.80%, top5-acc=88.50%, remaining_time=0:00:00, arrival_time=2021-04-14 21:22:17.018314, cost_time=0:00:24.769634 2021-04-14 21:22:17,556 INFO : EVAL, epoch=0025, iter=00010/00040, fetch data time cost=3.32ms, fps=4769 images/s, loss=1.7116, top1-acc=51.48%, top5-acc=82.66%, remaining_time=0:00:01.610490, arrival_time=2021-04-14 21:22:19.167392, cost_time=0:00:00.536830 2021-04-14 21:22:17,952 INFO : EVAL, epoch=0025, iter=00020/00040, fetch data time cost=3.49ms, fps=6485 images/s, loss=1.6908, top1-acc=52.23%, top5-acc=83.16%, remaining_time=0:00:00.932100, arrival_time=2021-04-14 21:22:18.884239, cost_time=0:00:00.932109 2021-04-14 21:22:18,349 INFO : EVAL, epoch=0025, iter=00030/00040, fetch data time cost=1.85ms, fps=6446 images/s, loss=1.7153, top1-acc=52.07%, top5-acc=82.71%, remaining_time=0:00:00.443200, arrival_time=2021-04-14 21:22:18.792836, cost_time=0:00:01.329599 2021-04-14 21:22:18,714 INFO : EVAL, epoch=0025, iter=00040/00040, fetch data time cost=0.07ms, fps=6359 images/s, loss=1.7168, top1-acc=52.06%, top5-acc=82.50%, remaining_time=0:00:00, arrival_time=2021-04-14 21:22:18.714791, cost_time=0:00:01.694779 2021-04-14 21:22:18,834 INFO : Epoch=0025 complete, best val top1-acc=52.06%, top5-acc=82.50% (epoch=25), remaining_time=1:17:40.882275, arrival_time=2021-04-14 22:39:59.716330, cost_time=0:11:05.840328 2021-04-14 21:22:18,835 INFO : Train start, epoch=0026, lr=0.096194 2021-04-14 21:22:20,289 INFO : TRAIN, epoch=0026, iter=00010/00196, fetch data time cost=1.52ms, fps=1761 images/s, loss=1.3217, top1-acc=61.84%, top5-acc=88.95%, remaining_time=0:00:27.040122, arrival_time=2021-04-14 21:22:47.329505, cost_time=0:00:01.453766 2021-04-14 21:22:21,538 INFO : TRAIN, epoch=0026, iter=00020/00196, fetch data time cost=1.36ms, fps=2051 images/s, loss=1.3235, top1-acc=61.21%, top5-acc=89.20%, remaining_time=0:00:23.782176, arrival_time=2021-04-14 21:22:45.320250, cost_time=0:00:02.702510 2021-04-14 21:22:22,796 INFO : TRAIN, epoch=0026, iter=00030/00196, fetch data time cost=1.52ms, fps=2034 images/s, loss=1.3126, top1-acc=62.01%, top5-acc=89.54%, remaining_time=0:00:21.918806, arrival_time=2021-04-14 21:22:44.715682, cost_time=0:00:03.961236 2021-04-14 21:22:24,079 INFO : TRAIN, epoch=0026, iter=00040/00196, fetch data time cost=2.08ms, fps=1997 images/s, loss=1.3169, top1-acc=61.77%, top5-acc=89.41%, remaining_time=0:00:20.450196, arrival_time=2021-04-14 21:22:44.529484, cost_time=0:00:05.243637 2021-04-14 21:22:25,337 INFO : TRAIN, epoch=0026, iter=00050/00196, fetch data time cost=1.37ms, fps=2035 images/s, loss=1.3178, top1-acc=61.77%, top5-acc=89.43%, remaining_time=0:00:18.985694, arrival_time=2021-04-14 21:22:44.323228, cost_time=0:00:06.501957 2021-04-14 21:22:26,582 INFO : TRAIN, epoch=0026, iter=00060/00196, fetch data time cost=1.53ms, fps=2056 images/s, loss=1.3184, top1-acc=61.91%, top5-acc=89.34%, remaining_time=0:00:17.560320, arrival_time=2021-04-14 21:22:44.143093, cost_time=0:00:07.747203 2021-04-14 21:22:27,828 INFO : TRAIN, epoch=0026, iter=00070/00196, fetch data time cost=1.36ms, fps=2057 images/s, loss=1.3269, top1-acc=61.85%, top5-acc=89.16%, remaining_time=0:00:16.186338, arrival_time=2021-04-14 21:22:44.014309, cost_time=0:00:08.992400 2021-04-14 21:22:29,083 INFO : TRAIN, epoch=0026, iter=00080/00196, fetch data time cost=1.63ms, fps=2039 images/s, loss=1.3383, top1-acc=61.47%, top5-acc=89.04%, remaining_time=0:00:14.859832, arrival_time=2021-04-14 21:22:43.943546, cost_time=0:00:10.248142 2021-04-14 21:22:30,334 INFO : TRAIN, epoch=0026, iter=00090/00196, fetch data time cost=1.45ms, fps=2048 images/s, loss=1.3416, top1-acc=61.31%, top5-acc=88.98%, remaining_time=0:00:13.542772, arrival_time=2021-04-14 21:22:43.877050, cost_time=0:00:11.498587 2021-04-14 21:22:31,582 INFO : TRAIN, epoch=0026, iter=00100/00196, fetch data time cost=1.42ms, fps=2051 images/s, loss=1.3421, top1-acc=61.37%, top5-acc=88.97%, remaining_time=0:00:12.237312, arrival_time=2021-04-14 21:22:43.820130, cost_time=0:00:12.747224 2021-04-14 21:22:32,839 INFO : TRAIN, epoch=0026, iter=00110/00196, fetch data time cost=2.06ms, fps=2038 images/s, loss=1.3417, top1-acc=61.41%, top5-acc=88.93%, remaining_time=0:00:10.948660, arrival_time=2021-04-14 21:22:43.788298, cost_time=0:00:14.004058 2021-04-14 21:22:34,095 INFO : TRAIN, epoch=0026, iter=00120/00196, fetch data time cost=1.59ms, fps=2040 images/s, loss=1.3390, top1-acc=61.52%, top5-acc=88.95%, remaining_time=0:00:09.664312, arrival_time=2021-04-14 21:22:43.759361, cost_time=0:00:15.259448 2021-04-14 21:22:35,344 INFO : TRAIN, epoch=0026, iter=00130/00196, fetch data time cost=1.52ms, fps=2049 images/s, loss=1.3392, top1-acc=61.60%, top5-acc=88.90%, remaining_time=0:00:08.381604, arrival_time=2021-04-14 21:22:43.726348, cost_time=0:00:16.509178 2021-04-14 21:22:36,599 INFO : TRAIN, epoch=0026, iter=00140/00196, fetch data time cost=1.53ms, fps=2042 images/s, loss=1.3411, top1-acc=61.50%, top5-acc=88.87%, remaining_time=0:00:07.105392, arrival_time=2021-04-14 21:22:43.704456, cost_time=0:00:17.763491 2021-04-14 21:22:37,848 INFO : TRAIN, epoch=0026, iter=00150/00196, fetch data time cost=1.42ms, fps=2049 images/s, loss=1.3424, top1-acc=61.42%, top5-acc=88.82%, remaining_time=0:00:05.830684, arrival_time=2021-04-14 21:22:43.679397, cost_time=0:00:19.013145 2021-04-14 21:22:39,099 INFO : TRAIN, epoch=0026, iter=00160/00196, fetch data time cost=1.91ms, fps=2048 images/s, loss=1.3441, top1-acc=61.38%, top5-acc=88.78%, remaining_time=0:00:04.559292, arrival_time=2021-04-14 21:22:43.658376, cost_time=0:00:20.263452 2021-04-14 21:22:40,352 INFO : TRAIN, epoch=0026, iter=00170/00196, fetch data time cost=1.41ms, fps=2043 images/s, loss=1.3465, top1-acc=61.33%, top5-acc=88.79%, remaining_time=0:00:03.290872, arrival_time=2021-04-14 21:22:43.643636, cost_time=0:00:21.517170 2021-04-14 21:22:41,604 INFO : TRAIN, epoch=0026, iter=00180/00196, fetch data time cost=1.67ms, fps=2047 images/s, loss=1.3489, top1-acc=61.29%, top5-acc=88.75%, remaining_time=0:00:02.023856, arrival_time=2021-04-14 21:22:43.627786, cost_time=0:00:22.768302 2021-04-14 21:22:42,853 INFO : TRAIN, epoch=0026, iter=00190/00196, fetch data time cost=1.18ms, fps=2049 images/s, loss=1.3540, top1-acc=61.22%, top5-acc=88.65%, remaining_time=0:00:00.758466, arrival_time=2021-04-14 21:22:43.612021, cost_time=0:00:24.018006 2021-04-14 21:22:43,530 INFO : TRAIN, epoch=0026, iter=00196/00196, fetch data time cost=1.31ms, fps=2011 images/s, loss=1.3553, top1-acc=61.19%, top5-acc=88.67%, remaining_time=0:00:00, arrival_time=2021-04-14 21:22:43.530129, cost_time=0:00:24.694500 2021-04-14 21:22:44,120 INFO : EVAL, epoch=0026, iter=00010/00040, fetch data time cost=0.21ms, fps=4359 images/s, loss=1.8765, top1-acc=49.10%, top5-acc=80.94%, remaining_time=0:00:01.761720, arrival_time=2021-04-14 21:22:45.882547, cost_time=0:00:00.587244 2021-04-14 21:22:44,537 INFO : EVAL, epoch=0026, iter=00020/00040, fetch data time cost=2.49ms, fps=6155 images/s, loss=1.8745, top1-acc=49.32%, top5-acc=80.76%, remaining_time=0:00:01.003540, arrival_time=2021-04-14 21:22:45.540656, cost_time=0:00:01.003545 2021-04-14 21:22:44,966 INFO : EVAL, epoch=0026, iter=00030/00040, fetch data time cost=0.41ms, fps=5973 images/s, loss=1.9076, top1-acc=48.72%, top5-acc=80.27%, remaining_time=0:00:00.477500, arrival_time=2021-04-14 21:22:45.443623, cost_time=0:00:01.432499 2021-04-14 21:22:45,373 INFO : EVAL, epoch=0026, iter=00040/00040, fetch data time cost=0.07ms, fps=5701 images/s, loss=1.8928, top1-acc=49.13%, top5-acc=80.32%, remaining_time=0:00:00, arrival_time=2021-04-14 21:22:45.373490, cost_time=0:00:01.839925 2021-04-14 21:22:45,435 INFO : Epoch=0026 complete, best val top1-acc=52.06%, top5-acc=82.50% (epoch=25), remaining_time=1:17:14.030292, arrival_time=2021-04-14 22:39:59.465336, cost_time=0:11:32.441320 2021-04-14 21:22:45,436 INFO : Train start, epoch=0027, lr=0.095888 2021-04-14 21:22:46,894 INFO : TRAIN, epoch=0027, iter=00010/00196, fetch data time cost=0.25ms, fps=1756 images/s, loss=1.3184, top1-acc=62.27%, top5-acc=89.30%, remaining_time=0:00:27.113220, arrival_time=2021-04-14 21:23:14.007429, cost_time=0:00:01.457697 2021-04-14 21:22:48,150 INFO : TRAIN, epoch=0027, iter=00020/00196, fetch data time cost=1.81ms, fps=2039 images/s, loss=1.2980, top1-acc=62.48%, top5-acc=89.67%, remaining_time=0:00:23.881440, arrival_time=2021-04-14 21:23:12.031770, cost_time=0:00:02.713805 2021-04-14 21:22:49,411 INFO : TRAIN, epoch=0027, iter=00030/00196, fetch data time cost=1.33ms, fps=2031 images/s, loss=1.3174, top1-acc=61.76%, top5-acc=89.34%, remaining_time=0:00:21.992676, arrival_time=2021-04-14 21:23:11.403786, cost_time=0:00:03.974580 2021-04-14 21:22:50,673 INFO : TRAIN, epoch=0027, iter=00040/00196, fetch data time cost=1.42ms, fps=2029 images/s, loss=1.3190, top1-acc=61.79%, top5-acc=89.31%, remaining_time=0:00:20.424924, arrival_time=2021-04-14 21:23:11.098619, cost_time=0:00:05.237160 2021-04-14 21:22:51,933 INFO : TRAIN, epoch=0027, iter=00050/00196, fetch data time cost=1.90ms, fps=2033 images/s, loss=1.3238, top1-acc=61.62%, top5-acc=89.35%, remaining_time=0:00:18.971970, arrival_time=2021-04-14 21:23:10.905648, cost_time=0:00:06.497245 2021-04-14 21:22:53,192 INFO : TRAIN, epoch=0027, iter=00060/00196, fetch data time cost=1.34ms, fps=2035 images/s, loss=1.3210, top1-acc=61.70%, top5-acc=89.48%, remaining_time=0:00:17.579224, arrival_time=2021-04-14 21:23:10.771270, cost_time=0:00:07.755518 2021-04-14 21:22:54,440 INFO : TRAIN, epoch=0027, iter=00070/00196, fetch data time cost=1.44ms, fps=2052 images/s, loss=1.3227, top1-acc=61.66%, top5-acc=89.46%, remaining_time=0:00:16.206498, arrival_time=2021-04-14 21:23:10.646678, cost_time=0:00:09.003604 2021-04-14 21:22:55,703 INFO : TRAIN, epoch=0027, iter=00080/00196, fetch data time cost=1.56ms, fps=2028 images/s, loss=1.3240, top1-acc=61.82%, top5-acc=89.37%, remaining_time=0:00:14.887092, arrival_time=2021-04-14 21:23:10.590491, cost_time=0:00:10.266934 2021-04-14 21:22:56,949 INFO : TRAIN, epoch=0027, iter=00090/00196, fetch data time cost=1.38ms, fps=2056 images/s, loss=1.3291, top1-acc=61.71%, top5-acc=89.28%, remaining_time=0:00:13.559520, arrival_time=2021-04-14 21:23:10.508748, cost_time=0:00:11.512785 2021-04-14 21:22:58,206 INFO : TRAIN, epoch=0027, iter=00100/00196, fetch data time cost=1.56ms, fps=2038 images/s, loss=1.3291, top1-acc=61.66%, top5-acc=89.25%, remaining_time=0:00:12.258816, arrival_time=2021-04-14 21:23:10.464915, cost_time=0:00:12.769578 2021-04-14 21:22:59,456 INFO : TRAIN, epoch=0027, iter=00110/00196, fetch data time cost=1.55ms, fps=2048 images/s, loss=1.3333, top1-acc=61.51%, top5-acc=89.19%, remaining_time=0:00:10.961130, arrival_time=2021-04-14 21:23:10.417658, cost_time=0:00:14.020041 2021-04-14 21:23:00,717 INFO : TRAIN, epoch=0027, iter=00120/00196, fetch data time cost=1.79ms, fps=2031 images/s, loss=1.3307, top1-acc=61.57%, top5-acc=89.21%, remaining_time=0:00:09.678068, arrival_time=2021-04-14 21:23:10.395857, cost_time=0:00:15.281210 2021-04-14 21:23:01,970 INFO : TRAIN, epoch=0027, iter=00130/00196, fetch data time cost=1.41ms, fps=2045 images/s, loss=1.3330, top1-acc=61.44%, top5-acc=89.19%, remaining_time=0:00:08.394012, arrival_time=2021-04-14 21:23:10.364191, cost_time=0:00:16.533704 2021-04-14 21:23:03,221 INFO : TRAIN, epoch=0027, iter=00140/00196, fetch data time cost=2.08ms, fps=2046 images/s, loss=1.3317, top1-acc=61.50%, top5-acc=89.20%, remaining_time=0:00:07.114184, arrival_time=2021-04-14 21:23:10.336029, cost_time=0:00:17.785419 2021-04-14 21:23:04,478 INFO : TRAIN, epoch=0027, iter=00150/00196, fetch data time cost=1.42ms, fps=2038 images/s, loss=1.3340, top1-acc=61.46%, top5-acc=89.15%, remaining_time=0:00:05.839608, arrival_time=2021-04-14 21:23:10.318220, cost_time=0:00:19.042168 2021-04-14 21:23:05,744 INFO : TRAIN, epoch=0027, iter=00160/00196, fetch data time cost=1.77ms, fps=2024 images/s, loss=1.3350, top1-acc=61.51%, top5-acc=89.14%, remaining_time=0:00:04.569192, arrival_time=2021-04-14 21:23:10.313284, cost_time=0:00:20.307569 2021-04-14 21:23:06,996 INFO : TRAIN, epoch=0027, iter=00170/00196, fetch data time cost=1.51ms, fps=2044 images/s, loss=1.3374, top1-acc=61.46%, top5-acc=89.10%, remaining_time=0:00:03.297476, arrival_time=2021-04-14 21:23:10.294343, cost_time=0:00:21.560436 2021-04-14 21:23:08,241 INFO : TRAIN, epoch=0027, iter=00180/00196, fetch data time cost=1.37ms, fps=2057 images/s, loss=1.3391, top1-acc=61.41%, top5-acc=89.11%, remaining_time=0:00:02.027136, arrival_time=2021-04-14 21:23:10.268928, cost_time=0:00:22.805354 2021-04-14 21:23:09,487 INFO : TRAIN, epoch=0027, iter=00190/00196, fetch data time cost=1.41ms, fps=2055 images/s, loss=1.3428, top1-acc=61.34%, top5-acc=89.03%, remaining_time=0:00:00.759510, arrival_time=2021-04-14 21:23:10.247239, cost_time=0:00:24.051244 2021-04-14 21:23:10,164 INFO : TRAIN, epoch=0027, iter=00196/00196, fetch data time cost=1.50ms, fps=2011 images/s, loss=1.3446, top1-acc=61.30%, top5-acc=89.02%, remaining_time=0:00:00, arrival_time=2021-04-14 21:23:10.164568, cost_time=0:00:24.728090 2021-04-14 21:23:10,759 INFO : EVAL, epoch=0027, iter=00010/00040, fetch data time cost=0.46ms, fps=4316 images/s, loss=1.7632, top1-acc=51.52%, top5-acc=82.23%, remaining_time=0:00:01.779210, arrival_time=2021-04-14 21:23:12.538951, cost_time=0:00:00.593074 2021-04-14 21:23:11,162 INFO : EVAL, epoch=0027, iter=00020/00040, fetch data time cost=2.81ms, fps=6368 images/s, loss=1.7374, top1-acc=52.05%, top5-acc=83.03%, remaining_time=0:00:00.995640, arrival_time=2021-04-14 21:23:12.157929, cost_time=0:00:00.995647 2021-04-14 21:23:11,559 INFO : EVAL, epoch=0027, iter=00030/00040, fetch data time cost=1.73ms, fps=6455 images/s, loss=1.7641, top1-acc=51.38%, top5-acc=82.60%, remaining_time=0:00:00.464250, arrival_time=2021-04-14 21:23:12.023633, cost_time=0:00:01.392736 2021-04-14 21:23:11,935 INFO : EVAL, epoch=0027, iter=00040/00040, fetch data time cost=0.11ms, fps=6169 images/s, loss=1.7727, top1-acc=51.42%, top5-acc=82.51%, remaining_time=0:00:00, arrival_time=2021-04-14 21:23:11.935904, cost_time=0:00:01.769295 2021-04-14 21:23:12,109 INFO : Epoch=0027 complete, best val top1-acc=52.06%, top5-acc=82.50% (epoch=25), remaining_time=1:16:47.664700, arrival_time=2021-04-14 22:39:59.773752, cost_time=0:11:59.115307 2021-04-14 21:23:12,111 INFO : Train start, epoch=0028, lr=0.095570 2021-04-14 21:23:13,593 INFO : TRAIN, epoch=0028, iter=00010/00196, fetch data time cost=1.38ms, fps=1727 images/s, loss=1.3214, top1-acc=61.17%, top5-acc=89.45%, remaining_time=0:00:27.570408, arrival_time=2021-04-14 21:23:41.164081, cost_time=0:00:01.482277 2021-04-14 21:23:14,853 INFO : TRAIN, epoch=0028, iter=00020/00196, fetch data time cost=1.43ms, fps=2033 images/s, loss=1.3129, top1-acc=62.17%, top5-acc=89.22%, remaining_time=0:00:24.130304, arrival_time=2021-04-14 21:23:38.983775, cost_time=0:00:02.742083 2021-04-14 21:23:16,117 INFO : TRAIN, epoch=0028, iter=00030/00196, fetch data time cost=1.78ms, fps=2027 images/s, loss=1.3324, top1-acc=61.71%, top5-acc=88.95%, remaining_time=0:00:22.163490, arrival_time=2021-04-14 21:23:38.280424, cost_time=0:00:04.005460 2021-04-14 21:23:17,366 INFO : TRAIN, epoch=0028, iter=00040/00196, fetch data time cost=1.52ms, fps=2049 images/s, loss=1.3318, top1-acc=61.88%, top5-acc=88.94%, remaining_time=0:00:20.496060, arrival_time=2021-04-14 21:23:37.862858, cost_time=0:00:05.255393 2021-04-14 21:23:18,628 INFO : TRAIN, epoch=0028, iter=00050/00196, fetch data time cost=1.38ms, fps=2029 images/s, loss=1.3259, top1-acc=61.94%, top5-acc=89.18%, remaining_time=0:00:19.030662, arrival_time=2021-04-14 21:23:37.659375, cost_time=0:00:06.517327 2021-04-14 21:23:19,874 INFO : TRAIN, epoch=0028, iter=00060/00196, fetch data time cost=1.37ms, fps=2055 images/s, loss=1.3155, top1-acc=62.27%, top5-acc=89.34%, remaining_time=0:00:17.596632, arrival_time=2021-04-14 21:23:37.471231, cost_time=0:00:07.763210 2021-04-14 21:23:21,139 INFO : TRAIN, epoch=0028, iter=00070/00196, fetch data time cost=1.33ms, fps=2025 images/s, loss=1.3175, top1-acc=62.34%, top5-acc=89.42%, remaining_time=0:00:16.250472, arrival_time=2021-04-14 21:23:37.389936, cost_time=0:00:09.028062 2021-04-14 21:23:22,397 INFO : TRAIN, epoch=0028, iter=00080/00196, fetch data time cost=1.40ms, fps=2036 images/s, loss=1.3135, top1-acc=62.39%, top5-acc=89.39%, remaining_time=0:00:14.914468, arrival_time=2021-04-14 21:23:37.311732, cost_time=0:00:10.285864 2021-04-14 21:23:23,645 INFO : TRAIN, epoch=0028, iter=00090/00196, fetch data time cost=1.58ms, fps=2052 images/s, loss=1.3085, top1-acc=62.55%, top5-acc=89.41%, remaining_time=0:00:13.584430, arrival_time=2021-04-14 21:23:37.229734, cost_time=0:00:11.533912 2021-04-14 21:23:24,898 INFO : TRAIN, epoch=0028, iter=00100/00196, fetch data time cost=1.63ms, fps=2043 images/s, loss=1.3107, top1-acc=62.41%, top5-acc=89.30%, remaining_time=0:00:12.275904, arrival_time=2021-04-14 21:23:37.174695, cost_time=0:00:12.787402 2021-04-14 21:23:26,163 INFO : TRAIN, epoch=0028, iter=00110/00196, fetch data time cost=2.02ms, fps=2025 images/s, loss=1.3165, top1-acc=62.28%, top5-acc=89.24%, remaining_time=0:00:10.986070, arrival_time=2021-04-14 21:23:37.149478, cost_time=0:00:14.051962 2021-04-14 21:23:27,430 INFO : TRAIN, epoch=0028, iter=00120/00196, fetch data time cost=1.42ms, fps=2021 images/s, loss=1.3211, top1-acc=62.08%, top5-acc=89.19%, remaining_time=0:00:09.702160, arrival_time=2021-04-14 21:23:37.132850, cost_time=0:00:15.319233 2021-04-14 21:23:28,679 INFO : TRAIN, epoch=0028, iter=00130/00196, fetch data time cost=1.74ms, fps=2052 images/s, loss=1.3196, top1-acc=62.03%, top5-acc=89.26%, remaining_time=0:00:08.411172, arrival_time=2021-04-14 21:23:37.090194, cost_time=0:00:16.567517 2021-04-14 21:23:29,928 INFO : TRAIN, epoch=0028, iter=00140/00196, fetch data time cost=1.48ms, fps=2051 images/s, loss=1.3245, top1-acc=61.88%, top5-acc=89.16%, remaining_time=0:00:07.126616, arrival_time=2021-04-14 21:23:37.054769, cost_time=0:00:17.816562 2021-04-14 21:23:31,193 INFO : TRAIN, epoch=0028, iter=00150/00196, fetch data time cost=2.06ms, fps=2025 images/s, loss=1.3277, top1-acc=61.81%, top5-acc=89.13%, remaining_time=0:00:05.851752, arrival_time=2021-04-14 21:23:37.044967, cost_time=0:00:19.081787 2021-04-14 21:23:32,455 INFO : TRAIN, epoch=0028, iter=00160/00196, fetch data time cost=1.51ms, fps=2030 images/s, loss=1.3291, top1-acc=61.79%, top5-acc=89.12%, remaining_time=0:00:04.577292, arrival_time=2021-04-14 21:23:37.032334, cost_time=0:00:20.343511 2021-04-14 21:23:33,719 INFO : TRAIN, epoch=0028, iter=00170/00196, fetch data time cost=1.70ms, fps=2026 images/s, loss=1.3309, top1-acc=61.74%, top5-acc=89.13%, remaining_time=0:00:03.304756, arrival_time=2021-04-14 21:23:37.024283, cost_time=0:00:21.607981 2021-04-14 21:23:34,972 INFO : TRAIN, epoch=0028, iter=00180/00196, fetch data time cost=1.39ms, fps=2045 images/s, loss=1.3318, top1-acc=61.77%, top5-acc=89.09%, remaining_time=0:00:02.032080, arrival_time=2021-04-14 21:23:37.004371, cost_time=0:00:22.860831 2021-04-14 21:23:36,231 INFO : TRAIN, epoch=0028, iter=00190/00196, fetch data time cost=1.44ms, fps=2034 images/s, loss=1.3320, top1-acc=61.82%, top5-acc=89.10%, remaining_time=0:00:00.761676, arrival_time=2021-04-14 21:23:36.992982, cost_time=0:00:24.119826 2021-04-14 21:23:36,917 INFO : TRAIN, epoch=0028, iter=00196/00196, fetch data time cost=1.29ms, fps=1983 images/s, loss=1.3351, top1-acc=61.70%, top5-acc=89.08%, remaining_time=0:00:00, arrival_time=2021-04-14 21:23:36.917647, cost_time=0:00:24.806246 2021-04-14 21:23:37,458 INFO : EVAL, epoch=0028, iter=00010/00040, fetch data time cost=4.52ms, fps=4749 images/s, loss=1.7795, top1-acc=51.17%, top5-acc=81.72%, remaining_time=0:00:01.617150, arrival_time=2021-04-14 21:23:39.075806, cost_time=0:00:00.539054 2021-04-14 21:23:37,857 INFO : EVAL, epoch=0028, iter=00020/00040, fetch data time cost=0.30ms, fps=6432 images/s, loss=1.7615, top1-acc=51.33%, top5-acc=81.70%, remaining_time=0:00:00.937520, arrival_time=2021-04-14 21:23:38.794636, cost_time=0:00:00.937518 2021-04-14 21:23:38,258 INFO : EVAL, epoch=0028, iter=00030/00040, fetch data time cost=0.20ms, fps=6382 images/s, loss=1.7411, top1-acc=51.80%, top5-acc=82.02%, remaining_time=0:00:00.446380, arrival_time=2021-04-14 21:23:38.705067, cost_time=0:00:01.339125 2021-04-14 21:23:38,627 INFO : EVAL, epoch=0028, iter=00040/00040, fetch data time cost=0.29ms, fps=6304 images/s, loss=1.7409, top1-acc=52.17%, top5-acc=82.27%, remaining_time=0:00:00, arrival_time=2021-04-14 21:23:38.627129, cost_time=0:00:01.707507 2021-04-14 21:23:38,746 INFO : Epoch=0028 complete, best val top1-acc=52.17%, top5-acc=82.27% (epoch=28), remaining_time=1:16:21.054020, arrival_time=2021-04-14 22:39:59.800731, cost_time=0:12:25.752982 2021-04-14 21:23:38,748 INFO : Train start, epoch=0029, lr=0.095241 2021-04-14 21:23:40,202 INFO : TRAIN, epoch=0029, iter=00010/00196, fetch data time cost=1.97ms, fps=1761 images/s, loss=1.3486, top1-acc=60.43%, top5-acc=89.14%, remaining_time=0:00:27.033798, arrival_time=2021-04-14 21:24:07.235667, cost_time=0:00:01.453434 2021-04-14 21:23:41,459 INFO : TRAIN, epoch=0029, iter=00020/00196, fetch data time cost=1.63ms, fps=2037 images/s, loss=1.3070, top1-acc=61.97%, top5-acc=89.71%, remaining_time=0:00:23.859792, arrival_time=2021-04-14 21:24:05.319474, cost_time=0:00:02.711337 2021-04-14 21:23:42,712 INFO : TRAIN, epoch=0029, iter=00030/00196, fetch data time cost=1.41ms, fps=2045 images/s, loss=1.3102, top1-acc=61.86%, top5-acc=89.51%, remaining_time=0:00:21.932252, arrival_time=2021-04-14 21:24:04.644278, cost_time=0:00:03.963647 2021-04-14 21:23:43,967 INFO : TRAIN, epoch=0029, iter=00040/00196, fetch data time cost=1.36ms, fps=2040 images/s, loss=1.3141, top1-acc=61.50%, top5-acc=89.65%, remaining_time=0:00:20.353944, arrival_time=2021-04-14 21:24:04.321334, cost_time=0:00:05.218979 2021-04-14 21:23:45,227 INFO : TRAIN, epoch=0029, iter=00050/00196, fetch data time cost=1.80ms, fps=2033 images/s, loss=1.3091, top1-acc=61.61%, top5-acc=89.70%, remaining_time=0:00:18.917950, arrival_time=2021-04-14 21:24:04.144978, cost_time=0:00:06.478726 2021-04-14 21:23:46,488 INFO : TRAIN, epoch=0029, iter=00060/00196, fetch data time cost=1.92ms, fps=2031 images/s, loss=1.3180, top1-acc=61.50%, top5-acc=89.43%, remaining_time=0:00:17.542776, arrival_time=2021-04-14 21:24:04.030723, cost_time=0:00:07.739473 2021-04-14 21:23:47,762 INFO : TRAIN, epoch=0029, iter=00070/00196, fetch data time cost=1.64ms, fps=2010 images/s, loss=1.3209, top1-acc=61.48%, top5-acc=89.41%, remaining_time=0:00:16.225398, arrival_time=2021-04-14 21:24:03.987803, cost_time=0:00:09.014138 2021-04-14 21:23:49,019 INFO : TRAIN, epoch=0029, iter=00080/00196, fetch data time cost=1.61ms, fps=2037 images/s, loss=1.3178, top1-acc=61.61%, top5-acc=89.51%, remaining_time=0:00:14.893704, arrival_time=2021-04-14 21:24:03.913606, cost_time=0:00:10.271532 2021-04-14 21:23:50,281 INFO : TRAIN, epoch=0029, iter=00090/00196, fetch data time cost=1.36ms, fps=2030 images/s, loss=1.3198, top1-acc=61.70%, top5-acc=89.45%, remaining_time=0:00:13.583688, arrival_time=2021-04-14 21:24:03.865311, cost_time=0:00:11.533363 2021-04-14 21:23:51,538 INFO : TRAIN, epoch=0029, iter=00100/00196, fetch data time cost=2.00ms, fps=2038 images/s, loss=1.3180, top1-acc=61.72%, top5-acc=89.42%, remaining_time=0:00:12.278400, arrival_time=2021-04-14 21:24:03.816721, cost_time=0:00:12.790002 2021-04-14 21:23:52,784 INFO : TRAIN, epoch=0029, iter=00110/00196, fetch data time cost=1.44ms, fps=2056 images/s, loss=1.3221, top1-acc=61.55%, top5-acc=89.34%, remaining_time=0:00:10.973256, arrival_time=2021-04-14 21:24:03.757211, cost_time=0:00:14.035611 2021-04-14 21:23:54,033 INFO : TRAIN, epoch=0029, iter=00120/00196, fetch data time cost=1.65ms, fps=2049 images/s, loss=1.3288, top1-acc=61.38%, top5-acc=89.23%, remaining_time=0:00:09.680880, arrival_time=2021-04-14 21:24:03.714725, cost_time=0:00:15.285582 2021-04-14 21:23:55,289 INFO : TRAIN, epoch=0029, iter=00130/00196, fetch data time cost=1.45ms, fps=2040 images/s, loss=1.3259, top1-acc=61.48%, top5-acc=89.28%, remaining_time=0:00:08.397642, arrival_time=2021-04-14 21:24:03.686874, cost_time=0:00:16.540819 2021-04-14 21:23:56,538 INFO : TRAIN, epoch=0029, iter=00140/00196, fetch data time cost=1.37ms, fps=2050 images/s, loss=1.3265, top1-acc=61.50%, top5-acc=89.21%, remaining_time=0:00:07.116032, arrival_time=2021-04-14 21:24:03.654454, cost_time=0:00:17.790142 2021-04-14 21:23:57,789 INFO : TRAIN, epoch=0029, iter=00150/00196, fetch data time cost=1.81ms, fps=2047 images/s, loss=1.3267, top1-acc=61.55%, top5-acc=89.18%, remaining_time=0:00:05.839332, arrival_time=2021-04-14 21:24:03.628878, cost_time=0:00:19.041285 2021-04-14 21:23:59,043 INFO : TRAIN, epoch=0029, iter=00160/00196, fetch data time cost=1.93ms, fps=2042 images/s, loss=1.3316, top1-acc=61.41%, top5-acc=89.13%, remaining_time=0:00:04.566384, arrival_time=2021-04-14 21:24:03.609790, cost_time=0:00:20.295084 2021-04-14 21:24:00,293 INFO : TRAIN, epoch=0029, iter=00170/00196, fetch data time cost=1.43ms, fps=2048 images/s, loss=1.3307, top1-acc=61.44%, top5-acc=89.16%, remaining_time=0:00:03.295214, arrival_time=2021-04-14 21:24:03.589106, cost_time=0:00:21.545593 2021-04-14 21:24:01,559 INFO : TRAIN, epoch=0029, iter=00180/00196, fetch data time cost=1.36ms, fps=2024 images/s, loss=1.3316, top1-acc=61.41%, top5-acc=89.17%, remaining_time=0:00:02.027648, arrival_time=2021-04-14 21:24:03.586864, cost_time=0:00:22.810955 2021-04-14 21:24:02,812 INFO : TRAIN, epoch=0029, iter=00190/00196, fetch data time cost=1.23ms, fps=2044 images/s, loss=1.3344, top1-acc=61.34%, top5-acc=89.11%, remaining_time=0:00:00.759912, arrival_time=2021-04-14 21:24:03.572126, cost_time=0:00:24.063947 2021-04-14 21:24:03,488 INFO : TRAIN, epoch=0029, iter=00196/00196, fetch data time cost=1.19ms, fps=2011 images/s, loss=1.3349, top1-acc=61.35%, top5-acc=89.08%, remaining_time=0:00:00, arrival_time=2021-04-14 21:24:03.488770, cost_time=0:00:24.740513 2021-04-14 21:24:04,060 INFO : EVAL, epoch=0029, iter=00010/00040, fetch data time cost=16.66ms, fps=4496 images/s, loss=1.8933, top1-acc=48.67%, top5-acc=80.62%, remaining_time=0:00:01.708260, arrival_time=2021-04-14 21:24:05.768454, cost_time=0:00:00.569421 2021-04-14 21:24:04,460 INFO : EVAL, epoch=0029, iter=00020/00040, fetch data time cost=2.29ms, fps=6399 images/s, loss=1.8766, top1-acc=48.87%, top5-acc=80.35%, remaining_time=0:00:00.970140, arrival_time=2021-04-14 21:24:05.430972, cost_time=0:00:00.970133 2021-04-14 21:24:04,857 INFO : EVAL, epoch=0029, iter=00030/00040, fetch data time cost=0.19ms, fps=6463 images/s, loss=1.8480, top1-acc=50.01%, top5-acc=80.51%, remaining_time=0:00:00.455590, arrival_time=2021-04-14 21:24:05.313013, cost_time=0:00:01.366781 2021-04-14 21:24:05,238 INFO : EVAL, epoch=0029, iter=00040/00040, fetch data time cost=0.11ms, fps=6099 images/s, loss=1.8503, top1-acc=49.57%, top5-acc=80.45%, remaining_time=0:00:00, arrival_time=2021-04-14 21:24:05.238174, cost_time=0:00:01.747488 2021-04-14 21:24:05,321 INFO : Epoch=0029 complete, best val top1-acc=52.17%, top5-acc=82.27% (epoch=28), remaining_time=1:15:54.073197, arrival_time=2021-04-14 22:39:59.395124, cost_time=0:12:52.328199 2021-04-14 21:24:05,323 INFO : Train start, epoch=0030, lr=0.094901 2021-04-14 21:24:06,758 INFO : TRAIN, epoch=0030, iter=00010/00196, fetch data time cost=0.25ms, fps=1784 images/s, loss=1.3249, top1-acc=62.38%, top5-acc=88.52%, remaining_time=0:00:26.695836, arrival_time=2021-04-14 21:24:33.454537, cost_time=0:00:01.435259 2021-04-14 21:24:08,017 INFO : TRAIN, epoch=0030, iter=00020/00196, fetch data time cost=1.45ms, fps=2035 images/s, loss=1.3313, top1-acc=62.03%, top5-acc=88.85%, remaining_time=0:00:23.707376, arrival_time=2021-04-14 21:24:31.724843, cost_time=0:00:02.694023 2021-04-14 21:24:09,272 INFO : TRAIN, epoch=0030, iter=00030/00196, fetch data time cost=1.44ms, fps=2042 images/s, loss=1.3011, top1-acc=62.68%, top5-acc=89.52%, remaining_time=0:00:21.848754, arrival_time=2021-04-14 21:24:31.120809, cost_time=0:00:03.948571 2021-04-14 21:24:10,528 INFO : TRAIN, epoch=0030, iter=00040/00196, fetch data time cost=1.45ms, fps=2039 images/s, loss=1.2940, top1-acc=62.78%, top5-acc=89.91%, remaining_time=0:00:20.299656, arrival_time=2021-04-14 21:24:30.828223, cost_time=0:00:05.205035 2021-04-14 21:24:11,787 INFO : TRAIN, epoch=0030, iter=00050/00196, fetch data time cost=1.38ms, fps=2034 images/s, loss=1.2850, top1-acc=62.96%, top5-acc=89.92%, remaining_time=0:00:18.875172, arrival_time=2021-04-14 21:24:30.662728, cost_time=0:00:06.464118 2021-04-14 21:24:13,045 INFO : TRAIN, epoch=0030, iter=00060/00196, fetch data time cost=1.42ms, fps=2036 images/s, loss=1.2873, top1-acc=62.70%, top5-acc=89.81%, remaining_time=0:00:17.503200, arrival_time=2021-04-14 21:24:30.548743, cost_time=0:00:07.721975 2021-04-14 21:24:14,303 INFO : TRAIN, epoch=0030, iter=00070/00196, fetch data time cost=1.39ms, fps=2037 images/s, loss=1.2869, top1-acc=62.48%, top5-acc=89.91%, remaining_time=0:00:16.163658, arrival_time=2021-04-14 21:24:30.466837, cost_time=0:00:08.979817 2021-04-14 21:24:15,564 INFO : TRAIN, epoch=0030, iter=00080/00196, fetch data time cost=1.91ms, fps=2031 images/s, loss=1.2893, top1-acc=62.48%, top5-acc=89.79%, remaining_time=0:00:14.849160, arrival_time=2021-04-14 21:24:30.413490, cost_time=0:00:10.240769 2021-04-14 21:24:16,829 INFO : TRAIN, epoch=0030, iter=00090/00196, fetch data time cost=2.23ms, fps=2025 images/s, loss=1.2973, top1-acc=62.29%, top5-acc=89.69%, remaining_time=0:00:13.551676, arrival_time=2021-04-14 21:24:30.381203, cost_time=0:00:11.506122 2021-04-14 21:24:18,107 INFO : TRAIN, epoch=0030, iter=00100/00196, fetch data time cost=1.91ms, fps=2004 images/s, loss=1.2974, top1-acc=62.22%, top5-acc=89.70%, remaining_time=0:00:12.272640, arrival_time=2021-04-14 21:24:30.380063, cost_time=0:00:12.783958 2021-04-14 21:24:19,357 INFO : TRAIN, epoch=0030, iter=00110/00196, fetch data time cost=1.38ms, fps=2049 images/s, loss=1.3009, top1-acc=62.23%, top5-acc=89.65%, remaining_time=0:00:10.971966, arrival_time=2021-04-14 21:24:30.329199, cost_time=0:00:14.033866 2021-04-14 21:24:20,619 INFO : TRAIN, epoch=0030, iter=00120/00196, fetch data time cost=1.83ms, fps=2029 images/s, loss=1.3073, top1-acc=62.05%, top5-acc=89.53%, remaining_time=0:00:09.687492, arrival_time=2021-04-14 21:24:30.306837, cost_time=0:00:15.295992 2021-04-14 21:24:21,878 INFO : TRAIN, epoch=0030, iter=00130/00196, fetch data time cost=1.76ms, fps=2035 images/s, loss=1.3129, top1-acc=62.00%, top5-acc=89.44%, remaining_time=0:00:08.404638, arrival_time=2021-04-14 21:24:30.282675, cost_time=0:00:16.554595 2021-04-14 21:24:23,138 INFO : TRAIN, epoch=0030, iter=00140/00196, fetch data time cost=1.43ms, fps=2032 images/s, loss=1.3164, top1-acc=61.91%, top5-acc=89.44%, remaining_time=0:00:07.126056, arrival_time=2021-04-14 21:24:30.264605, cost_time=0:00:17.815172 2021-04-14 21:24:24,402 INFO : TRAIN, epoch=0030, iter=00150/00196, fetch data time cost=1.94ms, fps=2026 images/s, loss=1.3187, top1-acc=61.84%, top5-acc=89.44%, remaining_time=0:00:05.850924, arrival_time=2021-04-14 21:24:30.253360, cost_time=0:00:19.079075 2021-04-14 21:24:25,666 INFO : TRAIN, epoch=0030, iter=00160/00196, fetch data time cost=2.23ms, fps=2026 images/s, loss=1.3218, top1-acc=61.74%, top5-acc=89.39%, remaining_time=0:00:04.577220, arrival_time=2021-04-14 21:24:30.243898, cost_time=0:00:20.343200 2021-04-14 21:24:26,917 INFO : TRAIN, epoch=0030, iter=00170/00196, fetch data time cost=1.36ms, fps=2048 images/s, loss=1.3208, top1-acc=61.82%, top5-acc=89.40%, remaining_time=0:00:03.302572, arrival_time=2021-04-14 21:24:30.219803, cost_time=0:00:21.593786 2021-04-14 21:24:28,165 INFO : TRAIN, epoch=0030, iter=00180/00196, fetch data time cost=1.33ms, fps=2051 images/s, loss=1.3226, top1-acc=61.79%, top5-acc=89.37%, remaining_time=0:00:02.030432, arrival_time=2021-04-14 21:24:30.196232, cost_time=0:00:22.842436 2021-04-14 21:24:29,423 INFO : TRAIN, epoch=0030, iter=00190/00196, fetch data time cost=1.22ms, fps=2035 images/s, loss=1.3263, top1-acc=61.65%, top5-acc=89.32%, remaining_time=0:00:00.761070, arrival_time=2021-04-14 21:24:30.185004, cost_time=0:00:24.100574 2021-04-14 21:24:30,104 INFO : TRAIN, epoch=0030, iter=00196/00196, fetch data time cost=1.87ms, fps=1999 images/s, loss=1.3283, top1-acc=61.63%, top5-acc=89.31%, remaining_time=0:00:00, arrival_time=2021-04-14 21:24:30.104736, cost_time=0:00:24.781335 2021-04-14 21:24:30,707 INFO : EVAL, epoch=0030, iter=00010/00040, fetch data time cost=0.31ms, fps=4261 images/s, loss=2.0256, top1-acc=46.45%, top5-acc=77.27%, remaining_time=0:00:01.802280, arrival_time=2021-04-14 21:24:32.509694, cost_time=0:00:00.600758 2021-04-14 21:24:31,130 INFO : EVAL, epoch=0030, iter=00020/00040, fetch data time cost=0.22ms, fps=6053 images/s, loss=1.9969, top1-acc=46.82%, top5-acc=78.14%, remaining_time=0:00:01.024180, arrival_time=2021-04-14 21:24:32.155013, cost_time=0:00:01.024182 2021-04-14 21:24:31,531 INFO : EVAL, epoch=0030, iter=00030/00040, fetch data time cost=0.53ms, fps=6404 images/s, loss=2.0000, top1-acc=47.19%, top5-acc=77.90%, remaining_time=0:00:00.474790, arrival_time=2021-04-14 21:24:32.005838, cost_time=0:00:01.424374 2021-04-14 21:24:31,904 INFO : EVAL, epoch=0030, iter=00040/00040, fetch data time cost=0.13ms, fps=6222 images/s, loss=2.0123, top1-acc=46.74%, top5-acc=77.96%, remaining_time=0:00:00, arrival_time=2021-04-14 21:24:31.904451, cost_time=0:00:01.797809 2021-04-14 21:24:31,992 INFO : Epoch=0030 complete, best val top1-acc=52.17%, top5-acc=82.27% (epoch=28), remaining_time=1:15:27.659640, arrival_time=2021-04-14 22:39:59.652161, cost_time=0:13:18.998760 2021-04-14 21:24:31,994 INFO : Train start, epoch=0031, lr=0.094550 2021-04-14 21:24:33,449 INFO : TRAIN, epoch=0031, iter=00010/00196, fetch data time cost=0.24ms, fps=1760 images/s, loss=1.2672, top1-acc=64.34%, top5-acc=89.77%, remaining_time=0:00:27.061884, arrival_time=2021-04-14 21:25:00.511607, cost_time=0:00:01.454936 2021-04-14 21:24:34,710 INFO : TRAIN, epoch=0031, iter=00020/00196, fetch data time cost=1.46ms, fps=2031 images/s, loss=1.2585, top1-acc=64.02%, top5-acc=90.06%, remaining_time=0:00:23.900800, arrival_time=2021-04-14 21:24:58.611583, cost_time=0:00:02.715992 2021-04-14 21:24:35,979 INFO : TRAIN, epoch=0031, iter=00030/00196, fetch data time cost=1.32ms, fps=2019 images/s, loss=1.2555, top1-acc=63.91%, top5-acc=90.44%, remaining_time=0:00:22.047788, arrival_time=2021-04-14 21:24:58.027195, cost_time=0:00:03.984549 2021-04-14 21:24:37,240 INFO : TRAIN, epoch=0031, iter=00040/00196, fetch data time cost=1.40ms, fps=2031 images/s, loss=1.2583, top1-acc=63.68%, top5-acc=90.41%, remaining_time=0:00:20.459556, arrival_time=2021-04-14 21:24:57.700426, cost_time=0:00:05.246048 2021-04-14 21:24:38,500 INFO : TRAIN, epoch=0031, iter=00050/00196, fetch data time cost=1.46ms, fps=2033 images/s, loss=1.2538, top1-acc=63.80%, top5-acc=90.41%, remaining_time=0:00:18.997666, arrival_time=2021-04-14 21:24:57.498441, cost_time=0:00:06.506064 2021-04-14 21:24:39,748 INFO : TRAIN, epoch=0031, iter=00060/00196, fetch data time cost=1.51ms, fps=2053 images/s, loss=1.2676, top1-acc=63.40%, top5-acc=90.18%, remaining_time=0:00:17.574192, arrival_time=2021-04-14 21:24:57.322297, cost_time=0:00:07.753316 2021-04-14 21:24:40,998 INFO : TRAIN, epoch=0031, iter=00070/00196, fetch data time cost=1.38ms, fps=2049 images/s, loss=1.2718, top1-acc=63.31%, top5-acc=90.04%, remaining_time=0:00:16.206372, arrival_time=2021-04-14 21:24:57.204652, cost_time=0:00:09.003575 2021-04-14 21:24:42,250 INFO : TRAIN, epoch=0031, iter=00080/00196, fetch data time cost=1.50ms, fps=2045 images/s, loss=1.2791, top1-acc=63.10%, top5-acc=89.90%, remaining_time=0:00:14.871084, arrival_time=2021-04-14 21:24:57.121785, cost_time=0:00:10.255910 2021-04-14 21:24:43,504 INFO : TRAIN, epoch=0031, iter=00090/00196, fetch data time cost=1.56ms, fps=2042 images/s, loss=1.2837, top1-acc=63.07%, top5-acc=89.72%, remaining_time=0:00:13.556340, arrival_time=2021-04-14 21:24:57.061132, cost_time=0:00:11.510085 2021-04-14 21:24:44,761 INFO : TRAIN, epoch=0031, iter=00100/00196, fetch data time cost=1.98ms, fps=2038 images/s, loss=1.2889, top1-acc=62.84%, top5-acc=89.66%, remaining_time=0:00:12.255744, arrival_time=2021-04-14 21:24:57.016965, cost_time=0:00:12.766434 2021-04-14 21:24:46,027 INFO : TRAIN, epoch=0031, iter=00110/00196, fetch data time cost=1.62ms, fps=2022 images/s, loss=1.2953, top1-acc=62.68%, top5-acc=89.63%, remaining_time=0:00:10.971450, arrival_time=2021-04-14 21:24:56.999356, cost_time=0:00:14.033197 2021-04-14 21:24:47,282 INFO : TRAIN, epoch=0031, iter=00120/00196, fetch data time cost=1.76ms, fps=2042 images/s, loss=1.2965, top1-acc=62.64%, top5-acc=89.64%, remaining_time=0:00:09.681944, arrival_time=2021-04-14 21:24:56.963949, cost_time=0:00:15.287305 2021-04-14 21:24:48,530 INFO : TRAIN, epoch=0031, iter=00130/00196, fetch data time cost=1.48ms, fps=2052 images/s, loss=1.2969, top1-acc=62.65%, top5-acc=89.68%, remaining_time=0:00:08.394936, arrival_time=2021-04-14 21:24:56.925232, cost_time=0:00:16.535466 2021-04-14 21:24:49,804 INFO : TRAIN, epoch=0031, iter=00140/00196, fetch data time cost=2.12ms, fps=2010 images/s, loss=1.3011, top1-acc=62.54%, top5-acc=89.59%, remaining_time=0:00:07.123928, arrival_time=2021-04-14 21:24:56.928469, cost_time=0:00:17.809780 2021-04-14 21:24:51,063 INFO : TRAIN, epoch=0031, iter=00150/00196, fetch data time cost=1.36ms, fps=2035 images/s, loss=1.3050, top1-acc=62.45%, top5-acc=89.52%, remaining_time=0:00:05.847704, arrival_time=2021-04-14 21:24:56.910974, cost_time=0:00:19.068563 2021-04-14 21:24:52,321 INFO : TRAIN, epoch=0031, iter=00160/00196, fetch data time cost=2.00ms, fps=2036 images/s, loss=1.3090, top1-acc=62.33%, top5-acc=89.53%, remaining_time=0:00:04.573476, arrival_time=2021-04-14 21:24:56.894909, cost_time=0:00:20.326582 2021-04-14 21:24:53,580 INFO : TRAIN, epoch=0031, iter=00170/00196, fetch data time cost=1.43ms, fps=2035 images/s, loss=1.3127, top1-acc=62.24%, top5-acc=89.46%, remaining_time=0:00:03.301272, arrival_time=2021-04-14 21:24:56.881269, cost_time=0:00:21.585279 2021-04-14 21:24:54,830 INFO : TRAIN, epoch=0031, iter=00180/00196, fetch data time cost=1.61ms, fps=2048 images/s, loss=1.3176, top1-acc=62.13%, top5-acc=89.39%, remaining_time=0:00:02.029856, arrival_time=2021-04-14 21:24:56.860415, cost_time=0:00:22.835853 2021-04-14 21:24:56,076 INFO : TRAIN, epoch=0031, iter=00190/00196, fetch data time cost=1.29ms, fps=2055 images/s, loss=1.3214, top1-acc=62.02%, top5-acc=89.33%, remaining_time=0:00:00.760488, arrival_time=2021-04-14 21:24:56.837368, cost_time=0:00:24.082171 2021-04-14 21:24:56,757 INFO : TRAIN, epoch=0031, iter=00196/00196, fetch data time cost=1.30ms, fps=1999 images/s, loss=1.3242, top1-acc=61.98%, top5-acc=89.26%, remaining_time=0:00:00, arrival_time=2021-04-14 21:24:56.757778, cost_time=0:00:24.763015 2021-04-14 21:24:57,308 INFO : EVAL, epoch=0031, iter=00010/00040, fetch data time cost=3.55ms, fps=4665 images/s, loss=2.1608, top1-acc=43.44%, top5-acc=75.82%, remaining_time=0:00:01.646280, arrival_time=2021-04-14 21:24:58.954737, cost_time=0:00:00.548765 2021-04-14 21:24:57,706 INFO : EVAL, epoch=0031, iter=00020/00040, fetch data time cost=1.35ms, fps=6505 images/s, loss=2.1386, top1-acc=44.45%, top5-acc=76.23%, remaining_time=0:00:00.946820, arrival_time=2021-04-14 21:24:58.653278, cost_time=0:00:00.946817 2021-04-14 21:24:58,102 INFO : EVAL, epoch=0031, iter=00030/00040, fetch data time cost=2.99ms, fps=6476 images/s, loss=2.1501, top1-acc=43.88%, top5-acc=75.78%, remaining_time=0:00:00.447480, arrival_time=2021-04-14 21:24:58.549635, cost_time=0:00:01.342436 2021-04-14 21:24:58,471 INFO : EVAL, epoch=0031, iter=00040/00040, fetch data time cost=0.10ms, fps=6290 images/s, loss=2.1447, top1-acc=43.68%, top5-acc=75.60%, remaining_time=0:00:00, arrival_time=2021-04-14 21:24:58.471544, cost_time=0:00:01.711860 2021-04-14 21:24:58,555 INFO : Epoch=0031 complete, best val top1-acc=52.17%, top5-acc=82.27% (epoch=28), remaining_time=1:15:00.644239, arrival_time=2021-04-14 22:39:59.199981, cost_time=0:13:45.561972 2021-04-14 21:24:58,558 INFO : Train start, epoch=0032, lr=0.094188 2021-04-14 21:25:00,029 INFO : TRAIN, epoch=0032, iter=00010/00196, fetch data time cost=1.48ms, fps=1740 images/s, loss=1.3012, top1-acc=62.19%, top5-acc=89.84%, remaining_time=0:00:27.372690, arrival_time=2021-04-14 21:25:27.402589, cost_time=0:00:01.471654 2021-04-14 21:25:01,284 INFO : TRAIN, epoch=0032, iter=00020/00196, fetch data time cost=1.29ms, fps=2042 images/s, loss=1.3024, top1-acc=62.42%, top5-acc=89.67%, remaining_time=0:00:23.986512, arrival_time=2021-04-14 21:25:25.270513, cost_time=0:00:02.725740 2021-04-14 21:25:02,545 INFO : TRAIN, epoch=0032, iter=00030/00196, fetch data time cost=1.50ms, fps=2030 images/s, loss=1.2821, top1-acc=63.20%, top5-acc=90.01%, remaining_time=0:00:22.063724, arrival_time=2021-04-14 21:25:24.609375, cost_time=0:00:03.987412 2021-04-14 21:25:03,798 INFO : TRAIN, epoch=0032, iter=00040/00196, fetch data time cost=1.40ms, fps=2044 images/s, loss=1.2752, top1-acc=63.24%, top5-acc=90.03%, remaining_time=0:00:20.437092, arrival_time=2021-04-14 21:25:24.235658, cost_time=0:00:05.240265 2021-04-14 21:25:05,059 INFO : TRAIN, epoch=0032, iter=00050/00196, fetch data time cost=1.43ms, fps=2032 images/s, loss=1.2772, top1-acc=63.21%, top5-acc=90.09%, remaining_time=0:00:18.982336, arrival_time=2021-04-14 21:25:24.041375, cost_time=0:00:06.500787 2021-04-14 21:25:06,308 INFO : TRAIN, epoch=0032, iter=00060/00196, fetch data time cost=1.48ms, fps=2050 images/s, loss=1.2771, top1-acc=63.24%, top5-acc=90.16%, remaining_time=0:00:17.566440, arrival_time=2021-04-14 21:25:23.874577, cost_time=0:00:07.749905 2021-04-14 21:25:07,554 INFO : TRAIN, epoch=0032, iter=00070/00196, fetch data time cost=1.40ms, fps=2055 images/s, loss=1.2790, top1-acc=63.01%, top5-acc=90.09%, remaining_time=0:00:16.192386, arrival_time=2021-04-14 21:25:23.746409, cost_time=0:00:08.995796 2021-04-14 21:25:08,800 INFO : TRAIN, epoch=0032, iter=00080/00196, fetch data time cost=1.36ms, fps=2055 images/s, loss=1.2807, top1-acc=63.02%, top5-acc=90.04%, remaining_time=0:00:14.850900, arrival_time=2021-04-14 21:25:23.651092, cost_time=0:00:10.241970 2021-04-14 21:25:10,054 INFO : TRAIN, epoch=0032, iter=00090/00196, fetch data time cost=1.66ms, fps=2042 images/s, loss=1.2799, top1-acc=63.07%, top5-acc=89.97%, remaining_time=0:00:13.539698, arrival_time=2021-04-14 21:25:23.593946, cost_time=0:00:11.495958 2021-04-14 21:25:11,321 INFO : TRAIN, epoch=0032, iter=00100/00196, fetch data time cost=2.13ms, fps=2021 images/s, loss=1.2901, top1-acc=62.89%, top5-acc=89.80%, remaining_time=0:00:12.252672, arrival_time=2021-04-14 21:25:23.574176, cost_time=0:00:12.763194 2021-04-14 21:25:12,589 INFO : TRAIN, epoch=0032, iter=00110/00196, fetch data time cost=1.57ms, fps=2020 images/s, loss=1.2909, top1-acc=62.79%, top5-acc=89.79%, remaining_time=0:00:10.969988, arrival_time=2021-04-14 21:25:23.559593, cost_time=0:00:14.031359 2021-04-14 21:25:13,835 INFO : TRAIN, epoch=0032, iter=00120/00196, fetch data time cost=1.60ms, fps=2056 images/s, loss=1.2987, top1-acc=62.51%, top5-acc=89.67%, remaining_time=0:00:09.675408, arrival_time=2021-04-14 21:25:23.510553, cost_time=0:00:15.276923 2021-04-14 21:25:15,085 INFO : TRAIN, epoch=0032, iter=00130/00196, fetch data time cost=1.94ms, fps=2049 images/s, loss=1.3068, top1-acc=62.24%, top5-acc=89.60%, remaining_time=0:00:08.390580, arrival_time=2021-04-14 21:25:23.475665, cost_time=0:00:16.526861 2021-04-14 21:25:16,348 INFO : TRAIN, epoch=0032, iter=00140/00196, fetch data time cost=2.56ms, fps=2027 images/s, loss=1.3119, top1-acc=62.07%, top5-acc=89.55%, remaining_time=0:00:07.116088, arrival_time=2021-04-14 21:25:23.464474, cost_time=0:00:17.790158 2021-04-14 21:25:17,604 INFO : TRAIN, epoch=0032, iter=00150/00196, fetch data time cost=1.39ms, fps=2039 images/s, loss=1.3183, top1-acc=61.84%, top5-acc=89.42%, remaining_time=0:00:05.840804, arrival_time=2021-04-14 21:25:23.445105, cost_time=0:00:19.046076 2021-04-14 21:25:18,857 INFO : TRAIN, epoch=0032, iter=00160/00196, fetch data time cost=1.55ms, fps=2044 images/s, loss=1.3228, top1-acc=61.72%, top5-acc=89.35%, remaining_time=0:00:04.567176, arrival_time=2021-04-14 21:25:23.424154, cost_time=0:00:20.298633 2021-04-14 21:25:20,109 INFO : TRAIN, epoch=0032, iter=00170/00196, fetch data time cost=1.36ms, fps=2046 images/s, loss=1.3244, top1-acc=61.70%, top5-acc=89.33%, remaining_time=0:00:03.295994, arrival_time=2021-04-14 21:25:23.405027, cost_time=0:00:21.550794 2021-04-14 21:25:21,370 INFO : TRAIN, epoch=0032, iter=00180/00196, fetch data time cost=1.56ms, fps=2030 images/s, loss=1.3264, top1-acc=61.66%, top5-acc=89.30%, remaining_time=0:00:02.027776, arrival_time=2021-04-14 21:25:23.398525, cost_time=0:00:22.812511 2021-04-14 21:25:22,622 INFO : TRAIN, epoch=0032, iter=00190/00196, fetch data time cost=1.39ms, fps=2046 images/s, loss=1.3268, top1-acc=61.62%, top5-acc=89.31%, remaining_time=0:00:00.759918, arrival_time=2021-04-14 21:25:23.382227, cost_time=0:00:24.064086 2021-04-14 21:25:23,301 INFO : TRAIN, epoch=0032, iter=00196/00196, fetch data time cost=1.33ms, fps=2003 images/s, loss=1.3261, top1-acc=61.61%, top5-acc=89.31%, remaining_time=0:00:00, arrival_time=2021-04-14 21:25:23.301649, cost_time=0:00:24.743428 2021-04-14 21:25:23,851 INFO : EVAL, epoch=0032, iter=00010/00040, fetch data time cost=0.40ms, fps=4675 images/s, loss=1.7382, top1-acc=51.84%, top5-acc=81.91%, remaining_time=0:00:01.642890, arrival_time=2021-04-14 21:25:25.493976, cost_time=0:00:00.547632 2021-04-14 21:25:24,244 INFO : EVAL, epoch=0032, iter=00020/00040, fetch data time cost=1.92ms, fps=6520 images/s, loss=1.7193, top1-acc=52.89%, top5-acc=82.56%, remaining_time=0:00:00.940800, arrival_time=2021-04-14 21:25:25.185034, cost_time=0:00:00.940794 2021-04-14 21:25:24,636 INFO : EVAL, epoch=0032, iter=00030/00040, fetch data time cost=1.40ms, fps=6535 images/s, loss=1.7423, top1-acc=51.98%, top5-acc=82.06%, remaining_time=0:00:00.444360, arrival_time=2021-04-14 21:25:25.080835, cost_time=0:00:01.333067 2021-04-14 21:25:25,000 INFO : EVAL, epoch=0032, iter=00040/00040, fetch data time cost=0.09ms, fps=6386 images/s, loss=1.7240, top1-acc=51.96%, top5-acc=82.17%, remaining_time=0:00:00, arrival_time=2021-04-14 21:25:25.000137, cost_time=0:00:01.696745 2021-04-14 21:25:25,123 INFO : Epoch=0032 complete, best val top1-acc=52.17%, top5-acc=82.27% (epoch=28), remaining_time=1:14:33.681912, arrival_time=2021-04-14 22:39:58.805552, cost_time=0:14:12.129892 2021-04-14 21:25:25,125 INFO : Train start, epoch=0033, lr=0.093815 2021-04-14 21:25:26,645 INFO : TRAIN, epoch=0033, iter=00010/00196, fetch data time cost=0.23ms, fps=1684 images/s, loss=1.3176, top1-acc=61.91%, top5-acc=88.95%, remaining_time=0:00:28.269396, arrival_time=2021-04-14 21:25:54.915041, cost_time=0:00:01.519864 2021-04-14 21:25:27,896 INFO : TRAIN, epoch=0033, iter=00020/00196, fetch data time cost=1.40ms, fps=2047 images/s, loss=1.3064, top1-acc=62.03%, top5-acc=89.47%, remaining_time=0:00:24.382512, arrival_time=2021-04-14 21:25:52.279024, cost_time=0:00:02.770732 2021-04-14 21:25:29,154 INFO : TRAIN, epoch=0033, iter=00030/00196, fetch data time cost=1.76ms, fps=2037 images/s, loss=1.2812, top1-acc=62.75%, top5-acc=89.87%, remaining_time=0:00:22.288986, arrival_time=2021-04-14 21:25:51.442963, cost_time=0:00:04.028136 2021-04-14 21:25:30,414 INFO : TRAIN, epoch=0033, iter=00040/00196, fetch data time cost=1.42ms, fps=2032 images/s, loss=1.2700, top1-acc=63.19%, top5-acc=90.00%, remaining_time=0:00:20.624136, arrival_time=2021-04-14 21:25:51.038158, cost_time=0:00:05.288238 2021-04-14 21:25:31,681 INFO : TRAIN, epoch=0033, iter=00050/00196, fetch data time cost=1.98ms, fps=2020 images/s, loss=1.2577, top1-acc=63.53%, top5-acc=90.30%, remaining_time=0:00:19.142644, arrival_time=2021-04-14 21:25:50.824182, cost_time=0:00:06.555723 2021-04-14 21:25:32,933 INFO : TRAIN, epoch=0033, iter=00060/00196, fetch data time cost=1.45ms, fps=2045 images/s, loss=1.2571, top1-acc=63.68%, top5-acc=90.25%, remaining_time=0:00:17.698360, arrival_time=2021-04-14 21:25:50.632217, cost_time=0:00:07.808082 2021-04-14 21:25:34,185 INFO : TRAIN, epoch=0033, iter=00070/00196, fetch data time cost=1.53ms, fps=2046 images/s, loss=1.2659, top1-acc=63.37%, top5-acc=90.11%, remaining_time=0:00:16.307046, arrival_time=2021-04-14 21:25:50.492316, cost_time=0:00:09.059487 2021-04-14 21:25:35,440 INFO : TRAIN, epoch=0033, iter=00080/00196, fetch data time cost=1.83ms, fps=2040 images/s, loss=1.2664, top1-acc=63.25%, top5-acc=90.14%, remaining_time=0:00:14.956112, arrival_time=2021-04-14 21:25:50.396422, cost_time=0:00:10.314534 2021-04-14 21:25:36,692 INFO : TRAIN, epoch=0033, iter=00090/00196, fetch data time cost=1.40ms, fps=2045 images/s, loss=1.2753, top1-acc=63.00%, top5-acc=90.04%, remaining_time=0:00:13.623332, arrival_time=2021-04-14 21:25:50.316124, cost_time=0:00:11.567014 2021-04-14 21:25:37,940 INFO : TRAIN, epoch=0033, iter=00100/00196, fetch data time cost=1.40ms, fps=2052 images/s, loss=1.2784, top1-acc=62.85%, top5-acc=89.97%, remaining_time=0:00:12.302112, arrival_time=2021-04-14 21:25:50.242623, cost_time=0:00:12.814688 2021-04-14 21:25:39,195 INFO : TRAIN, epoch=0033, iter=00110/00196, fetch data time cost=1.34ms, fps=2041 images/s, loss=1.2783, top1-acc=62.93%, top5-acc=90.01%, remaining_time=0:00:10.999572, arrival_time=2021-04-14 21:25:50.194631, cost_time=0:00:14.069220 2021-04-14 21:25:40,458 INFO : TRAIN, epoch=0033, iter=00120/00196, fetch data time cost=1.34ms, fps=2041 images/s, loss=1.2840, top1-acc=62.84%, top5-acc=89.90%, remaining_time=0:00:09.710596, arrival_time=2021-04-14 21:25:50.168940, cost_time=0:00:15.332516 2021-04-14 21:25:41,713 INFO : TRAIN, epoch=0033, iter=00130/00196, fetch data time cost=1.41ms, fps=2040 images/s, loss=1.2849, top1-acc=62.79%, top5-acc=89.91%, remaining_time=0:00:08.421600, arrival_time=2021-04-14 21:25:50.135310, cost_time=0:00:16.587935 2021-04-14 21:25:42,967 INFO : TRAIN, epoch=0033, iter=00140/00196, fetch data time cost=1.34ms, fps=2042 images/s, loss=1.2917, top1-acc=62.66%, top5-acc=89.84%, remaining_time=0:00:07.136808, arrival_time=2021-04-14 21:25:50.104564, cost_time=0:00:17.841968 2021-04-14 21:25:44,224 INFO : TRAIN, epoch=0033, iter=00150/00196, fetch data time cost=1.55ms, fps=2038 images/s, loss=1.2947, top1-acc=62.62%, top5-acc=89.77%, remaining_time=0:00:05.856950, arrival_time=2021-04-14 21:25:50.081495, cost_time=0:00:19.098757 2021-04-14 21:25:45,474 INFO : TRAIN, epoch=0033, iter=00160/00196, fetch data time cost=1.36ms, fps=2049 images/s, loss=1.2951, top1-acc=62.63%, top5-acc=89.74%, remaining_time=0:00:04.578372, arrival_time=2021-04-14 21:25:50.052450, cost_time=0:00:20.348300 2021-04-14 21:25:46,732 INFO : TRAIN, epoch=0033, iter=00170/00196, fetch data time cost=1.39ms, fps=2035 images/s, loss=1.2949, top1-acc=62.63%, top5-acc=89.72%, remaining_time=0:00:03.304496, arrival_time=2021-04-14 21:25:50.036734, cost_time=0:00:21.606402 2021-04-14 21:25:47,980 INFO : TRAIN, epoch=0033, iter=00180/00196, fetch data time cost=1.38ms, fps=2052 images/s, loss=1.2994, top1-acc=62.50%, top5-acc=89.67%, remaining_time=0:00:02.031536, arrival_time=2021-04-14 21:25:50.012044, cost_time=0:00:22.854713 2021-04-14 21:25:49,240 INFO : TRAIN, epoch=0033, iter=00190/00196, fetch data time cost=1.48ms, fps=2032 images/s, loss=1.3045, top1-acc=62.35%, top5-acc=89.56%, remaining_time=0:00:00.761526, arrival_time=2021-04-14 21:25:50.002242, cost_time=0:00:24.114934 2021-04-14 21:25:49,932 INFO : TRAIN, epoch=0033, iter=00196/00196, fetch data time cost=1.65ms, fps=1968 images/s, loss=1.3054, top1-acc=62.29%, top5-acc=89.54%, remaining_time=0:00:00, arrival_time=2021-04-14 21:25:49.932223, cost_time=0:00:24.806408 2021-04-14 21:25:50,539 INFO : EVAL, epoch=0033, iter=00010/00040, fetch data time cost=0.40ms, fps=4229 images/s, loss=1.8130, top1-acc=50.08%, top5-acc=81.56%, remaining_time=0:00:01.815990, arrival_time=2021-04-14 21:25:52.355508, cost_time=0:00:00.605326 2021-04-14 21:25:50,948 INFO : EVAL, epoch=0033, iter=00020/00040, fetch data time cost=0.38ms, fps=6271 images/s, loss=1.8118, top1-acc=49.98%, top5-acc=81.46%, remaining_time=0:00:01.013900, arrival_time=2021-04-14 21:25:51.961976, cost_time=0:00:01.013903 2021-04-14 21:25:51,336 INFO : EVAL, epoch=0033, iter=00030/00040, fetch data time cost=0.18ms, fps=6601 images/s, loss=1.8091, top1-acc=49.78%, top5-acc=81.47%, remaining_time=0:00:00.467350, arrival_time=2021-04-14 21:25:51.803638, cost_time=0:00:01.402055 2021-04-14 21:25:51,706 INFO : EVAL, epoch=0033, iter=00040/00040, fetch data time cost=0.12ms, fps=6276 images/s, loss=1.7948, top1-acc=50.13%, top5-acc=81.50%, remaining_time=0:00:00, arrival_time=2021-04-14 21:25:51.706441, cost_time=0:00:01.772268 2021-04-14 21:25:51,878 INFO : Epoch=0033 complete, best val top1-acc=52.17%, top5-acc=82.27% (epoch=28), remaining_time=1:14:07.690960, arrival_time=2021-04-14 22:39:59.569745, cost_time=0:14:38.885041 2021-04-14 21:25:51,881 INFO : Train start, epoch=0034, lr=0.093432 2021-04-14 21:25:53,317 INFO : TRAIN, epoch=0034, iter=00010/00196, fetch data time cost=5.13ms, fps=1783 images/s, loss=1.3362, top1-acc=61.60%, top5-acc=89.02%, remaining_time=0:00:26.708670, arrival_time=2021-04-14 21:26:20.026218, cost_time=0:00:01.435954 2021-04-14 21:25:54,575 INFO : TRAIN, epoch=0034, iter=00020/00196, fetch data time cost=2.00ms, fps=2037 images/s, loss=1.2831, top1-acc=62.73%, top5-acc=89.92%, remaining_time=0:00:23.710896, arrival_time=2021-04-14 21:26:18.286741, cost_time=0:00:02.694412 2021-04-14 21:25:55,837 INFO : TRAIN, epoch=0034, iter=00030/00196, fetch data time cost=1.52ms, fps=2031 images/s, loss=1.2630, top1-acc=63.18%, top5-acc=90.36%, remaining_time=0:00:21.888096, arrival_time=2021-04-14 21:26:17.725277, cost_time=0:00:03.955693 2021-04-14 21:25:57,100 INFO : TRAIN, epoch=0034, iter=00040/00196, fetch data time cost=1.51ms, fps=2027 images/s, loss=1.2550, top1-acc=63.40%, top5-acc=90.37%, remaining_time=0:00:20.355348, arrival_time=2021-04-14 21:26:17.456027, cost_time=0:00:05.219304 2021-04-14 21:25:58,359 INFO : TRAIN, epoch=0034, iter=00050/00196, fetch data time cost=1.56ms, fps=2035 images/s, loss=1.2683, top1-acc=63.12%, top5-acc=90.08%, remaining_time=0:00:18.916198, arrival_time=2021-04-14 21:26:17.275747, cost_time=0:00:06.478137 2021-04-14 21:25:59,613 INFO : TRAIN, epoch=0034, iter=00060/00196, fetch data time cost=1.96ms, fps=2042 images/s, loss=1.2672, top1-acc=63.11%, top5-acc=90.09%, remaining_time=0:00:17.526184, arrival_time=2021-04-14 21:26:17.139713, cost_time=0:00:07.732149 2021-04-14 21:26:00,880 INFO : TRAIN, epoch=0034, iter=00070/00196, fetch data time cost=2.21ms, fps=2022 images/s, loss=1.2726, top1-acc=63.00%, top5-acc=89.92%, remaining_time=0:00:16.197426, arrival_time=2021-04-14 21:26:17.077358, cost_time=0:00:08.998567 2021-04-14 21:26:02,137 INFO : TRAIN, epoch=0034, iter=00080/00196, fetch data time cost=1.43ms, fps=2036 images/s, loss=1.2777, top1-acc=62.80%, top5-acc=89.89%, remaining_time=0:00:14.871896, arrival_time=2021-04-14 21:26:17.009741, cost_time=0:00:10.256458 2021-04-14 21:26:03,395 INFO : TRAIN, epoch=0034, iter=00090/00196, fetch data time cost=1.61ms, fps=2036 images/s, loss=1.2787, top1-acc=62.82%, top5-acc=89.84%, remaining_time=0:00:13.561428, arrival_time=2021-04-14 21:26:16.957217, cost_time=0:00:11.514410 2021-04-14 21:26:04,651 INFO : TRAIN, epoch=0034, iter=00100/00196, fetch data time cost=1.66ms, fps=2039 images/s, loss=1.2789, top1-acc=62.76%, top5-acc=89.92%, remaining_time=0:00:12.259776, arrival_time=2021-04-14 21:26:16.911658, cost_time=0:00:12.770556 2021-04-14 21:26:05,911 INFO : TRAIN, epoch=0034, iter=00110/00196, fetch data time cost=1.68ms, fps=2033 images/s, loss=1.2809, top1-acc=62.76%, top5-acc=89.94%, remaining_time=0:00:10.968870, arrival_time=2021-04-14 21:26:16.880286, cost_time=0:00:14.030002 2021-04-14 21:26:07,167 INFO : TRAIN, epoch=0034, iter=00120/00196, fetch data time cost=1.36ms, fps=2038 images/s, loss=1.2874, top1-acc=62.54%, top5-acc=89.86%, remaining_time=0:00:09.681488, arrival_time=2021-04-14 21:26:16.849416, cost_time=0:00:15.286602 2021-04-14 21:26:08,417 INFO : TRAIN, epoch=0034, iter=00130/00196, fetch data time cost=1.35ms, fps=2050 images/s, loss=1.2941, top1-acc=62.39%, top5-acc=89.73%, remaining_time=0:00:08.395200, arrival_time=2021-04-14 21:26:16.812646, cost_time=0:00:16.536054 2021-04-14 21:26:09,672 INFO : TRAIN, epoch=0034, iter=00140/00196, fetch data time cost=1.50ms, fps=2041 images/s, loss=1.2976, top1-acc=62.32%, top5-acc=89.67%, remaining_time=0:00:07.116256, arrival_time=2021-04-14 21:26:16.788231, cost_time=0:00:17.790588 2021-04-14 21:26:10,922 INFO : TRAIN, epoch=0034, iter=00150/00196, fetch data time cost=1.47ms, fps=2048 images/s, loss=1.3000, top1-acc=62.28%, top5-acc=89.63%, remaining_time=0:00:05.839378, arrival_time=2021-04-14 21:26:16.762087, cost_time=0:00:19.041380 2021-04-14 21:26:12,174 INFO : TRAIN, epoch=0034, iter=00160/00196, fetch data time cost=1.41ms, fps=2045 images/s, loss=1.3028, top1-acc=62.31%, top5-acc=89.61%, remaining_time=0:00:04.565988, arrival_time=2021-04-14 21:26:16.740716, cost_time=0:00:20.293291 2021-04-14 21:26:13,439 INFO : TRAIN, epoch=0034, iter=00170/00196, fetch data time cost=1.62ms, fps=2025 images/s, loss=1.3043, top1-acc=62.26%, top5-acc=89.59%, remaining_time=0:00:03.297112, arrival_time=2021-04-14 21:26:16.736558, cost_time=0:00:21.558074 2021-04-14 21:26:14,707 INFO : TRAIN, epoch=0034, iter=00180/00196, fetch data time cost=1.82ms, fps=2020 images/s, loss=1.3089, top1-acc=62.18%, top5-acc=89.51%, remaining_time=0:00:02.029008, arrival_time=2021-04-14 21:26:16.736608, cost_time=0:00:22.826277 2021-04-14 21:26:15,972 INFO : TRAIN, epoch=0034, iter=00190/00196, fetch data time cost=1.21ms, fps=2024 images/s, loss=1.3082, top1-acc=62.24%, top5-acc=89.55%, remaining_time=0:00:00.760776, arrival_time=2021-04-14 21:26:16.733572, cost_time=0:00:24.091317 2021-04-14 21:26:16,652 INFO : TRAIN, epoch=0034, iter=00196/00196, fetch data time cost=1.37ms, fps=2002 images/s, loss=1.3083, top1-acc=62.25%, top5-acc=89.54%, remaining_time=0:00:00, arrival_time=2021-04-14 21:26:16.652905, cost_time=0:00:24.771580 2021-04-14 21:26:17,219 INFO : EVAL, epoch=0034, iter=00010/00040, fetch data time cost=19.34ms, fps=4538 images/s, loss=2.1220, top1-acc=44.92%, top5-acc=76.56%, remaining_time=0:00:01.692300, arrival_time=2021-04-14 21:26:18.911241, cost_time=0:00:00.564099 2021-04-14 21:26:17,629 INFO : EVAL, epoch=0034, iter=00020/00040, fetch data time cost=0.30ms, fps=6243 images/s, loss=2.1337, top1-acc=44.98%, top5-acc=76.11%, remaining_time=0:00:00.974640, arrival_time=2021-04-14 21:26:18.604107, cost_time=0:00:00.974644 2021-04-14 21:26:18,026 INFO : EVAL, epoch=0034, iter=00030/00040, fetch data time cost=4.18ms, fps=6451 images/s, loss=2.1321, top1-acc=44.92%, top5-acc=76.26%, remaining_time=0:00:00.457320, arrival_time=2021-04-14 21:26:18.484075, cost_time=0:00:01.371971 2021-04-14 21:26:18,386 INFO : EVAL, epoch=0034, iter=00040/00040, fetch data time cost=0.08ms, fps=6452 images/s, loss=2.1229, top1-acc=44.90%, top5-acc=76.12%, remaining_time=0:00:00, arrival_time=2021-04-14 21:26:18.386657, cost_time=0:00:01.731900 2021-04-14 21:26:18,460 INFO : Epoch=0034 complete, best val top1-acc=52.17%, top5-acc=82.27% (epoch=28), remaining_time=1:13:40.806590, arrival_time=2021-04-14 22:39:59.266758, cost_time=0:15:05.466423 2021-04-14 21:26:18,462 INFO : Train start, epoch=0035, lr=0.093037 2021-04-14 21:26:19,900 INFO : TRAIN, epoch=0035, iter=00010/00196, fetch data time cost=1.53ms, fps=1781 images/s, loss=1.2596, top1-acc=64.34%, top5-acc=90.39%, remaining_time=0:00:26.737872, arrival_time=2021-04-14 21:26:46.638059, cost_time=0:00:01.437519 2021-04-14 21:26:21,151 INFO : TRAIN, epoch=0035, iter=00020/00196, fetch data time cost=1.42ms, fps=2048 images/s, loss=1.2498, top1-acc=64.34%, top5-acc=90.37%, remaining_time=0:00:23.658624, arrival_time=2021-04-14 21:26:44.809601, cost_time=0:00:02.688474 2021-04-14 21:26:22,406 INFO : TRAIN, epoch=0035, iter=00030/00196, fetch data time cost=1.88ms, fps=2040 images/s, loss=1.2356, top1-acc=64.47%, top5-acc=90.66%, remaining_time=0:00:21.823522, arrival_time=2021-04-14 21:26:44.230031, cost_time=0:00:03.944014 2021-04-14 21:26:23,658 INFO : TRAIN, epoch=0035, iter=00040/00196, fetch data time cost=1.46ms, fps=2045 images/s, loss=1.2397, top1-acc=64.18%, top5-acc=90.49%, remaining_time=0:00:20.264088, arrival_time=2021-04-14 21:26:43.922520, cost_time=0:00:05.195937 2021-04-14 21:26:24,905 INFO : TRAIN, epoch=0035, iter=00050/00196, fetch data time cost=1.49ms, fps=2053 images/s, loss=1.2471, top1-acc=64.03%, top5-acc=90.30%, remaining_time=0:00:18.814290, arrival_time=2021-04-14 21:26:43.720049, cost_time=0:00:06.443266 2021-04-14 21:26:26,158 INFO : TRAIN, epoch=0035, iter=00060/00196, fetch data time cost=1.99ms, fps=2044 images/s, loss=1.2544, top1-acc=63.73%, top5-acc=90.26%, remaining_time=0:00:17.443904, arrival_time=2021-04-14 21:26:43.602292, cost_time=0:00:07.695834 2021-04-14 21:26:27,428 INFO : TRAIN, epoch=0035, iter=00070/00196, fetch data time cost=1.56ms, fps=2016 images/s, loss=1.2545, top1-acc=63.49%, top5-acc=90.33%, remaining_time=0:00:16.139088, arrival_time=2021-04-14 21:26:43.567914, cost_time=0:00:08.966174 2021-04-14 21:26:28,694 INFO : TRAIN, epoch=0035, iter=00080/00196, fetch data time cost=1.83ms, fps=2023 images/s, loss=1.2602, top1-acc=63.38%, top5-acc=90.16%, remaining_time=0:00:14.836748, arrival_time=2021-04-14 21:26:43.531444, cost_time=0:00:10.232201 2021-04-14 21:26:29,943 INFO : TRAIN, epoch=0035, iter=00090/00196, fetch data time cost=1.39ms, fps=2051 images/s, loss=1.2588, top1-acc=63.37%, top5-acc=90.18%, remaining_time=0:00:13.521678, arrival_time=2021-04-14 21:26:43.464814, cost_time=0:00:11.480636 2021-04-14 21:26:31,204 INFO : TRAIN, epoch=0035, iter=00100/00196, fetch data time cost=1.39ms, fps=2030 images/s, loss=1.2614, top1-acc=63.34%, top5-acc=90.12%, remaining_time=0:00:12.232416, arrival_time=2021-04-14 21:26:43.436988, cost_time=0:00:12.742063 2021-04-14 21:26:32,449 INFO : TRAIN, epoch=0035, iter=00110/00196, fetch data time cost=1.39ms, fps=2058 images/s, loss=1.2684, top1-acc=63.15%, top5-acc=90.02%, remaining_time=0:00:10.934986, arrival_time=2021-04-14 21:26:43.384095, cost_time=0:00:13.986604 2021-04-14 21:26:33,711 INFO : TRAIN, epoch=0035, iter=00120/00196, fetch data time cost=1.88ms, fps=2030 images/s, loss=1.2727, top1-acc=63.01%, top5-acc=89.93%, remaining_time=0:00:09.657320, arrival_time=2021-04-14 21:26:43.368277, cost_time=0:00:15.248349 2021-04-14 21:26:34,978 INFO : TRAIN, epoch=0035, iter=00130/00196, fetch data time cost=1.47ms, fps=2021 images/s, loss=1.2770, top1-acc=62.93%, top5-acc=89.82%, remaining_time=0:00:08.384970, arrival_time=2021-04-14 21:26:43.363337, cost_time=0:00:16.515858 2021-04-14 21:26:36,233 INFO : TRAIN, epoch=0035, iter=00140/00196, fetch data time cost=1.31ms, fps=2041 images/s, loss=1.2796, top1-acc=62.90%, top5-acc=89.80%, remaining_time=0:00:07.108304, arrival_time=2021-04-14 21:26:43.341608, cost_time=0:00:17.770807 2021-04-14 21:26:37,487 INFO : TRAIN, epoch=0035, iter=00150/00196, fetch data time cost=1.43ms, fps=2042 images/s, loss=1.2837, top1-acc=62.83%, top5-acc=89.77%, remaining_time=0:00:05.834226, arrival_time=2021-04-14 21:26:43.321392, cost_time=0:00:19.024674 2021-04-14 21:26:38,734 INFO : TRAIN, epoch=0035, iter=00160/00196, fetch data time cost=1.85ms, fps=2052 images/s, loss=1.2868, top1-acc=62.79%, top5-acc=89.65%, remaining_time=0:00:04.561272, arrival_time=2021-04-14 21:26:43.296143, cost_time=0:00:20.272383 2021-04-14 21:26:39,985 INFO : TRAIN, epoch=0035, iter=00170/00196, fetch data time cost=1.34ms, fps=2048 images/s, loss=1.2915, top1-acc=62.63%, top5-acc=89.61%, remaining_time=0:00:03.291678, arrival_time=2021-04-14 21:26:43.276759, cost_time=0:00:21.522588 2021-04-14 21:26:41,238 INFO : TRAIN, epoch=0035, iter=00180/00196, fetch data time cost=1.58ms, fps=2043 images/s, loss=1.2943, top1-acc=62.53%, top5-acc=89.60%, remaining_time=0:00:02.024528, arrival_time=2021-04-14 21:26:43.262950, cost_time=0:00:22.775880 2021-04-14 21:26:42,487 INFO : TRAIN, epoch=0035, iter=00190/00196, fetch data time cost=1.23ms, fps=2050 images/s, loss=1.2970, top1-acc=62.51%, top5-acc=89.59%, remaining_time=0:00:00.758682, arrival_time=2021-04-14 21:26:43.246116, cost_time=0:00:24.024949 2021-04-14 21:26:43,174 INFO : TRAIN, epoch=0035, iter=00196/00196, fetch data time cost=1.27ms, fps=1980 images/s, loss=1.2984, top1-acc=62.51%, top5-acc=89.59%, remaining_time=0:00:00, arrival_time=2021-04-14 21:26:43.174924, cost_time=0:00:24.712321 2021-04-14 21:26:43,688 INFO : EVAL, epoch=0035, iter=00010/00040, fetch data time cost=1.98ms, fps=5001 images/s, loss=1.7946, top1-acc=50.47%, top5-acc=81.68%, remaining_time=0:00:01.535610, arrival_time=2021-04-14 21:26:45.224471, cost_time=0:00:00.511871 2021-04-14 21:26:44,085 INFO : EVAL, epoch=0035, iter=00020/00040, fetch data time cost=2.98ms, fps=6457 images/s, loss=1.7782, top1-acc=50.92%, top5-acc=82.19%, remaining_time=0:00:00.908840, arrival_time=2021-04-14 21:26:44.994652, cost_time=0:00:00.908847 2021-04-14 21:26:44,479 INFO : EVAL, epoch=0035, iter=00030/00040, fetch data time cost=1.37ms, fps=6509 images/s, loss=1.7649, top1-acc=51.47%, top5-acc=82.07%, remaining_time=0:00:00.434210, arrival_time=2021-04-14 21:26:44.913766, cost_time=0:00:01.302620 2021-04-14 21:26:44,839 INFO : EVAL, epoch=0035, iter=00040/00040, fetch data time cost=0.07ms, fps=6448 images/s, loss=1.7453, top1-acc=51.41%, top5-acc=81.89%, remaining_time=0:00:00, arrival_time=2021-04-14 21:26:44.839718, cost_time=0:00:01.662808 2021-04-14 21:26:44,913 INFO : Epoch=0035 complete, best val top1-acc=52.17%, top5-acc=82.27% (epoch=28), remaining_time=1:13:13.337850, arrival_time=2021-04-14 22:39:58.251726, cost_time=0:15:31.920139 2021-04-14 21:26:44,915 INFO : Train start, epoch=0036, lr=0.092632 2021-04-14 21:26:46,409 INFO : TRAIN, epoch=0036, iter=00010/00196, fetch data time cost=1.37ms, fps=1714 images/s, loss=1.3068, top1-acc=61.64%, top5-acc=90.00%, remaining_time=0:00:27.775194, arrival_time=2021-04-14 21:27:14.184505, cost_time=0:00:01.493294 2021-04-14 21:26:47,658 INFO : TRAIN, epoch=0036, iter=00020/00196, fetch data time cost=1.62ms, fps=2050 images/s, loss=1.3062, top1-acc=61.95%, top5-acc=89.92%, remaining_time=0:00:24.134176, arrival_time=2021-04-14 21:27:11.792694, cost_time=0:00:02.742519 2021-04-14 21:26:48,919 INFO : TRAIN, epoch=0036, iter=00030/00196, fetch data time cost=1.51ms, fps=2031 images/s, loss=1.3116, top1-acc=61.91%, top5-acc=89.74%, remaining_time=0:00:22.152700, arrival_time=2021-04-14 21:27:11.072209, cost_time=0:00:04.003514 2021-04-14 21:26:50,166 INFO : TRAIN, epoch=0036, iter=00040/00196, fetch data time cost=1.32ms, fps=2053 images/s, loss=1.2943, top1-acc=62.57%, top5-acc=90.07%, remaining_time=0:00:20.477652, arrival_time=2021-04-14 21:27:10.644347, cost_time=0:00:05.250691 2021-04-14 21:26:51,416 INFO : TRAIN, epoch=0036, iter=00050/00196, fetch data time cost=1.47ms, fps=2049 images/s, loss=1.2871, top1-acc=62.77%, top5-acc=89.90%, remaining_time=0:00:18.982044, arrival_time=2021-04-14 21:27:10.398747, cost_time=0:00:06.500702 2021-04-14 21:26:52,666 INFO : TRAIN, epoch=0036, iter=00060/00196, fetch data time cost=1.69ms, fps=2050 images/s, loss=1.2807, top1-acc=63.09%, top5-acc=89.91%, remaining_time=0:00:17.566576, arrival_time=2021-04-14 21:27:10.232534, cost_time=0:00:07.749955 2021-04-14 21:26:53,925 INFO : TRAIN, epoch=0036, iter=00070/00196, fetch data time cost=1.70ms, fps=2034 images/s, loss=1.2853, top1-acc=62.89%, top5-acc=89.93%, remaining_time=0:00:16.215948, arrival_time=2021-04-14 21:27:10.140873, cost_time=0:00:09.008856 2021-04-14 21:26:55,189 INFO : TRAIN, epoch=0036, iter=00080/00196, fetch data time cost=1.83ms, fps=2026 images/s, loss=1.2837, top1-acc=62.74%, top5-acc=90.00%, remaining_time=0:00:14.895908, arrival_time=2021-04-14 21:27:10.084989, cost_time=0:00:10.273077 2021-04-14 21:26:56,458 INFO : TRAIN, epoch=0036, iter=00090/00196, fetch data time cost=2.07ms, fps=2018 images/s, loss=1.2781, top1-acc=62.89%, top5-acc=90.06%, remaining_time=0:00:13.594076, arrival_time=2021-04-14 21:27:10.052264, cost_time=0:00:11.542099 2021-04-14 21:26:57,714 INFO : TRAIN, epoch=0036, iter=00100/00196, fetch data time cost=1.58ms, fps=2038 images/s, loss=1.2796, top1-acc=62.73%, top5-acc=90.07%, remaining_time=0:00:12.286848, arrival_time=2021-04-14 21:27:10.001737, cost_time=0:00:12.798794 2021-04-14 21:26:58,970 INFO : TRAIN, epoch=0036, iter=00110/00196, fetch data time cost=1.76ms, fps=2040 images/s, loss=1.2842, top1-acc=62.66%, top5-acc=89.96%, remaining_time=0:00:10.987790, arrival_time=2021-04-14 21:27:09.958118, cost_time=0:00:14.054120 2021-04-14 21:27:00,241 INFO : TRAIN, epoch=0036, iter=00120/00196, fetch data time cost=2.28ms, fps=2015 images/s, loss=1.2878, top1-acc=62.53%, top5-acc=89.92%, remaining_time=0:00:09.706036, arrival_time=2021-04-14 21:27:09.947529, cost_time=0:00:15.325312 2021-04-14 21:27:01,500 INFO : TRAIN, epoch=0036, iter=00130/00196, fetch data time cost=1.42ms, fps=2035 images/s, loss=1.2899, top1-acc=62.41%, top5-acc=89.94%, remaining_time=0:00:08.419620, arrival_time=2021-04-14 21:27:09.919789, cost_time=0:00:16.584098 2021-04-14 21:27:02,762 INFO : TRAIN, epoch=0036, iter=00140/00196, fetch data time cost=1.49ms, fps=2029 images/s, loss=1.2921, top1-acc=62.35%, top5-acc=89.85%, remaining_time=0:00:07.138600, arrival_time=2021-04-14 21:27:09.901219, cost_time=0:00:17.846541 2021-04-14 21:27:04,018 INFO : TRAIN, epoch=0036, iter=00150/00196, fetch data time cost=1.39ms, fps=2040 images/s, loss=1.2904, top1-acc=62.39%, top5-acc=89.94%, remaining_time=0:00:05.857962, arrival_time=2021-04-14 21:27:09.876161, cost_time=0:00:19.102077 2021-04-14 21:27:05,273 INFO : TRAIN, epoch=0036, iter=00160/00196, fetch data time cost=1.50ms, fps=2041 images/s, loss=1.2933, top1-acc=62.32%, top5-acc=89.94%, remaining_time=0:00:04.580352, arrival_time=2021-04-14 21:27:09.853445, cost_time=0:00:20.357096 2021-04-14 21:27:06,526 INFO : TRAIN, epoch=0036, iter=00170/00196, fetch data time cost=1.37ms, fps=2043 images/s, loss=1.2955, top1-acc=62.26%, top5-acc=89.89%, remaining_time=0:00:03.305120, arrival_time=2021-04-14 21:27:09.831677, cost_time=0:00:21.610453 2021-04-14 21:27:07,774 INFO : TRAIN, epoch=0036, iter=00180/00196, fetch data time cost=1.32ms, fps=2051 images/s, loss=1.2973, top1-acc=62.22%, top5-acc=89.86%, remaining_time=0:00:02.031904, arrival_time=2021-04-14 21:27:09.806851, cost_time=0:00:22.858944 2021-04-14 21:27:09,023 INFO : TRAIN, epoch=0036, iter=00190/00196, fetch data time cost=1.22ms, fps=2051 images/s, loss=1.2973, top1-acc=62.19%, top5-acc=89.87%, remaining_time=0:00:00.761298, arrival_time=2021-04-14 21:27:09.785113, cost_time=0:00:24.107711 2021-04-14 21:27:09,703 INFO : TRAIN, epoch=0036, iter=00196/00196, fetch data time cost=1.33ms, fps=2003 images/s, loss=1.2981, top1-acc=62.19%, top5-acc=89.86%, remaining_time=0:00:00, arrival_time=2021-04-14 21:27:09.703516, cost_time=0:00:24.787468 2021-04-14 21:27:10,276 INFO : EVAL, epoch=0036, iter=00010/00040, fetch data time cost=0.30ms, fps=4493 images/s, loss=1.6967, top1-acc=53.40%, top5-acc=82.42%, remaining_time=0:00:01.709430, arrival_time=2021-04-14 21:27:11.985781, cost_time=0:00:00.569807 2021-04-14 21:27:10,668 INFO : EVAL, epoch=0036, iter=00020/00040, fetch data time cost=1.71ms, fps=6532 images/s, loss=1.7009, top1-acc=53.11%, top5-acc=82.60%, remaining_time=0:00:00.962220, arrival_time=2021-04-14 21:27:11.630936, cost_time=0:00:00.962225 2021-04-14 21:27:11,057 INFO : EVAL, epoch=0036, iter=00030/00040, fetch data time cost=1.43ms, fps=6594 images/s, loss=1.6974, top1-acc=53.33%, top5-acc=82.77%, remaining_time=0:00:00.450260, arrival_time=2021-04-14 21:27:11.507517, cost_time=0:00:01.350771 2021-04-14 21:27:11,416 INFO : EVAL, epoch=0036, iter=00040/00040, fetch data time cost=0.06ms, fps=6466 images/s, loss=1.6869, top1-acc=53.78%, top5-acc=83.19%, remaining_time=0:00:00, arrival_time=2021-04-14 21:27:11.416353, cost_time=0:00:01.709882 2021-04-14 21:27:11,654 INFO : Epoch=0036 complete, best val top1-acc=53.78%, top5-acc=83.19% (epoch=36), remaining_time=1:12:47.230128, arrival_time=2021-04-14 22:39:58.884114, cost_time=0:15:58.660261 2021-04-14 21:27:11,655 INFO : Train start, epoch=0037, lr=0.092216 2021-04-14 21:27:13,145 INFO : TRAIN, epoch=0037, iter=00010/00196, fetch data time cost=0.23ms, fps=1718 images/s, loss=1.2025, top1-acc=64.88%, top5-acc=91.21%, remaining_time=0:00:27.720138, arrival_time=2021-04-14 21:27:40.865892, cost_time=0:00:01.490333 2021-04-14 21:27:14,397 INFO : TRAIN, epoch=0037, iter=00020/00196, fetch data time cost=1.31ms, fps=2046 images/s, loss=1.2214, top1-acc=64.28%, top5-acc=90.62%, remaining_time=0:00:24.131360, arrival_time=2021-04-14 21:27:38.528922, cost_time=0:00:02.742198 2021-04-14 21:27:15,683 INFO : TRAIN, epoch=0037, iter=00030/00196, fetch data time cost=1.70ms, fps=1991 images/s, loss=1.2407, top1-acc=63.61%, top5-acc=90.43%, remaining_time=0:00:22.290646, arrival_time=2021-04-14 21:27:37.974428, cost_time=0:00:04.028429 2021-04-14 21:27:16,946 INFO : TRAIN, epoch=0037, iter=00040/00196, fetch data time cost=1.64ms, fps=2028 images/s, loss=1.2544, top1-acc=63.54%, top5-acc=90.19%, remaining_time=0:00:20.635056, arrival_time=2021-04-14 21:27:37.581589, cost_time=0:00:05.291020 2021-04-14 21:27:18,210 INFO : TRAIN, epoch=0037, iter=00050/00196, fetch data time cost=1.47ms, fps=2026 images/s, loss=1.2532, top1-acc=63.30%, top5-acc=90.45%, remaining_time=0:00:19.141768, arrival_time=2021-04-14 21:27:37.352524, cost_time=0:00:06.555392 2021-04-14 21:27:19,470 INFO : TRAIN, epoch=0037, iter=00060/00196, fetch data time cost=1.47ms, fps=2033 images/s, loss=1.2523, top1-acc=63.30%, top5-acc=90.36%, remaining_time=0:00:17.714680, arrival_time=2021-04-14 21:27:37.185300, cost_time=0:00:07.815272 2021-04-14 21:27:20,724 INFO : TRAIN, epoch=0037, iter=00070/00196, fetch data time cost=1.38ms, fps=2043 images/s, loss=1.2512, top1-acc=63.45%, top5-acc=90.33%, remaining_time=0:00:16.323804, arrival_time=2021-04-14 21:27:37.047923, cost_time=0:00:09.068770 2021-04-14 21:27:21,979 INFO : TRAIN, epoch=0037, iter=00080/00196, fetch data time cost=1.67ms, fps=2040 images/s, loss=1.2526, top1-acc=63.56%, top5-acc=90.30%, remaining_time=0:00:14.970264, arrival_time=2021-04-14 21:27:36.950115, cost_time=0:00:10.324357 2021-04-14 21:27:23,245 INFO : TRAIN, epoch=0037, iter=00090/00196, fetch data time cost=1.41ms, fps=2024 images/s, loss=1.2568, top1-acc=63.46%, top5-acc=90.21%, remaining_time=0:00:13.650468, arrival_time=2021-04-14 21:27:36.895861, cost_time=0:00:11.590030 2021-04-14 21:27:24,492 INFO : TRAIN, epoch=0037, iter=00100/00196, fetch data time cost=1.37ms, fps=2053 images/s, loss=1.2641, top1-acc=63.21%, top5-acc=90.14%, remaining_time=0:00:12.323904, arrival_time=2021-04-14 21:27:36.816666, cost_time=0:00:12.837403 2021-04-14 21:27:25,742 INFO : TRAIN, epoch=0037, iter=00110/00196, fetch data time cost=1.51ms, fps=2050 images/s, loss=1.2692, top1-acc=63.04%, top5-acc=90.09%, remaining_time=0:00:11.013332, arrival_time=2021-04-14 21:27:36.755523, cost_time=0:00:14.086837 2021-04-14 21:27:26,993 INFO : TRAIN, epoch=0037, iter=00120/00196, fetch data time cost=1.57ms, fps=2047 images/s, loss=1.2712, top1-acc=62.97%, top5-acc=90.00%, remaining_time=0:00:09.714016, arrival_time=2021-04-14 21:27:36.707390, cost_time=0:00:15.337864 2021-04-14 21:27:28,243 INFO : TRAIN, epoch=0037, iter=00130/00196, fetch data time cost=1.35ms, fps=2049 images/s, loss=1.2717, top1-acc=62.96%, top5-acc=90.02%, remaining_time=0:00:08.421732, arrival_time=2021-04-14 21:27:36.665387, cost_time=0:00:16.588282 2021-04-14 21:27:29,500 INFO : TRAIN, epoch=0037, iter=00140/00196, fetch data time cost=1.35ms, fps=2038 images/s, loss=1.2740, top1-acc=62.94%, top5-acc=89.96%, remaining_time=0:00:07.137984, arrival_time=2021-04-14 21:27:36.638254, cost_time=0:00:17.844905 2021-04-14 21:27:30,759 INFO : TRAIN, epoch=0037, iter=00150/00196, fetch data time cost=1.57ms, fps=2034 images/s, loss=1.2734, top1-acc=62.90%, top5-acc=89.96%, remaining_time=0:00:05.858514, arrival_time=2021-04-14 21:27:36.617789, cost_time=0:00:19.103924 2021-04-14 21:27:32,021 INFO : TRAIN, epoch=0037, iter=00160/00196, fetch data time cost=1.84ms, fps=2029 images/s, loss=1.2783, top1-acc=62.73%, top5-acc=89.95%, remaining_time=0:00:04.582368, arrival_time=2021-04-14 21:27:36.603770, cost_time=0:00:20.366048 2021-04-14 21:27:33,269 INFO : TRAIN, epoch=0037, iter=00170/00196, fetch data time cost=1.34ms, fps=2053 images/s, loss=1.2833, top1-acc=62.62%, top5-acc=89.89%, remaining_time=0:00:03.305614, arrival_time=2021-04-14 21:27:36.574627, cost_time=0:00:21.613616 2021-04-14 21:27:34,534 INFO : TRAIN, epoch=0037, iter=00180/00196, fetch data time cost=1.39ms, fps=2023 images/s, loss=1.2852, top1-acc=62.60%, top5-acc=89.85%, remaining_time=0:00:02.033728, arrival_time=2021-04-14 21:27:36.568586, cost_time=0:00:22.879442 2021-04-14 21:27:35,794 INFO : TRAIN, epoch=0037, iter=00190/00196, fetch data time cost=1.27ms, fps=2033 images/s, loss=1.2868, top1-acc=62.61%, top5-acc=89.78%, remaining_time=0:00:00.762294, arrival_time=2021-04-14 21:27:36.556935, cost_time=0:00:24.139266 2021-04-14 21:27:36,489 INFO : TRAIN, epoch=0037, iter=00196/00196, fetch data time cost=1.77ms, fps=1960 images/s, loss=1.2881, top1-acc=62.60%, top5-acc=89.79%, remaining_time=0:00:00, arrival_time=2021-04-14 21:27:36.489108, cost_time=0:00:24.833685 2021-04-14 21:27:37,038 INFO : EVAL, epoch=0037, iter=00010/00040, fetch data time cost=4.38ms, fps=4689 images/s, loss=1.7531, top1-acc=52.30%, top5-acc=82.73%, remaining_time=0:00:01.637760, arrival_time=2021-04-14 21:27:38.675973, cost_time=0:00:00.545920 2021-04-14 21:27:37,442 INFO : EVAL, epoch=0037, iter=00020/00040, fetch data time cost=2.74ms, fps=6339 images/s, loss=1.7173, top1-acc=52.79%, top5-acc=83.01%, remaining_time=0:00:00.950260, arrival_time=2021-04-14 21:27:38.392795, cost_time=0:00:00.950251 2021-04-14 21:27:37,835 INFO : EVAL, epoch=0037, iter=00030/00040, fetch data time cost=2.16ms, fps=6522 images/s, loss=1.7046, top1-acc=52.98%, top5-acc=83.26%, remaining_time=0:00:00.447750, arrival_time=2021-04-14 21:27:38.283243, cost_time=0:00:01.343250 2021-04-14 21:27:38,234 INFO : EVAL, epoch=0037, iter=00040/00040, fetch data time cost=0.10ms, fps=5827 images/s, loss=1.7065, top1-acc=52.91%, top5-acc=83.20%, remaining_time=0:00:00, arrival_time=2021-04-14 21:27:38.234031, cost_time=0:00:01.741747 2021-04-14 21:27:38,315 INFO : Epoch=0037 complete, best val top1-acc=53.78%, top5-acc=83.19% (epoch=36), remaining_time=1:12:20.743790, arrival_time=2021-04-14 22:39:59.059714, cost_time=0:16:25.322205 2021-04-14 21:27:38,317 INFO : Train start, epoch=0038, lr=0.091790 2021-04-14 21:27:39,776 INFO : TRAIN, epoch=0038, iter=00010/00196, fetch data time cost=1.88ms, fps=1755 images/s, loss=1.2611, top1-acc=63.32%, top5-acc=90.16%, remaining_time=0:00:27.128658, arrival_time=2021-04-14 21:28:06.904627, cost_time=0:00:01.458529 2021-04-14 21:27:41,041 INFO : TRAIN, epoch=0038, iter=00020/00196, fetch data time cost=1.44ms, fps=2025 images/s, loss=1.2646, top1-acc=63.18%, top5-acc=90.57%, remaining_time=0:00:23.968560, arrival_time=2021-04-14 21:28:05.009824, cost_time=0:00:02.723706 2021-04-14 21:27:42,295 INFO : TRAIN, epoch=0038, iter=00030/00196, fetch data time cost=1.40ms, fps=2042 images/s, loss=1.2524, top1-acc=63.62%, top5-acc=90.65%, remaining_time=0:00:22.014256, arrival_time=2021-04-14 21:28:04.310087, cost_time=0:00:03.978492 2021-04-14 21:27:43,554 INFO : TRAIN, epoch=0038, iter=00040/00196, fetch data time cost=1.51ms, fps=2035 images/s, loss=1.2390, top1-acc=64.16%, top5-acc=90.70%, remaining_time=0:00:20.423520, arrival_time=2021-04-14 21:28:03.977775, cost_time=0:00:05.236808 2021-04-14 21:27:44,816 INFO : TRAIN, epoch=0038, iter=00050/00196, fetch data time cost=1.84ms, fps=2030 images/s, loss=1.2423, top1-acc=64.05%, top5-acc=90.55%, remaining_time=0:00:18.976788, arrival_time=2021-04-14 21:28:03.793044, cost_time=0:00:06.498911 2021-04-14 21:27:46,072 INFO : TRAIN, epoch=0038, iter=00060/00196, fetch data time cost=1.73ms, fps=2039 images/s, loss=1.2366, top1-acc=64.16%, top5-acc=90.62%, remaining_time=0:00:17.578136, arrival_time=2021-04-14 21:28:03.650484, cost_time=0:00:07.755031 2021-04-14 21:27:47,322 INFO : TRAIN, epoch=0038, iter=00070/00196, fetch data time cost=1.40ms, fps=2049 images/s, loss=1.2367, top1-acc=64.17%, top5-acc=90.59%, remaining_time=0:00:16.208514, arrival_time=2021-04-14 21:28:03.530616, cost_time=0:00:09.004757 2021-04-14 21:27:48,568 INFO : TRAIN, epoch=0038, iter=00080/00196, fetch data time cost=1.35ms, fps=2054 images/s, loss=1.2448, top1-acc=63.85%, top5-acc=90.47%, remaining_time=0:00:14.864820, arrival_time=2021-04-14 21:28:03.433706, cost_time=0:00:10.251575 2021-04-14 21:27:49,822 INFO : TRAIN, epoch=0038, iter=00090/00196, fetch data time cost=1.55ms, fps=2042 images/s, loss=1.2500, top1-acc=63.68%, top5-acc=90.36%, remaining_time=0:00:13.550828, arrival_time=2021-04-14 21:28:03.373713, cost_time=0:00:11.505461 2021-04-14 21:27:51,078 INFO : TRAIN, epoch=0038, iter=00100/00196, fetch data time cost=1.39ms, fps=2040 images/s, loss=1.2513, top1-acc=63.74%, top5-acc=90.33%, remaining_time=0:00:12.250752, arrival_time=2021-04-14 21:28:03.329278, cost_time=0:00:12.761199 2021-04-14 21:27:52,333 INFO : TRAIN, epoch=0038, iter=00110/00196, fetch data time cost=1.83ms, fps=2041 images/s, loss=1.2591, top1-acc=63.58%, top5-acc=90.22%, remaining_time=0:00:10.958206, arrival_time=2021-04-14 21:28:03.291823, cost_time=0:00:14.016330 2021-04-14 21:27:53,587 INFO : TRAIN, epoch=0038, iter=00120/00196, fetch data time cost=1.40ms, fps=2042 images/s, loss=1.2645, top1-acc=63.42%, top5-acc=90.16%, remaining_time=0:00:09.671152, arrival_time=2021-04-14 21:28:03.258787, cost_time=0:00:15.270231 2021-04-14 21:27:54,838 INFO : TRAIN, epoch=0038, iter=00130/00196, fetch data time cost=1.30ms, fps=2047 images/s, loss=1.2708, top1-acc=63.19%, top5-acc=90.05%, remaining_time=0:00:08.387742, arrival_time=2021-04-14 21:28:03.226481, cost_time=0:00:16.521367 2021-04-14 21:27:56,091 INFO : TRAIN, epoch=0038, iter=00140/00196, fetch data time cost=1.36ms, fps=2044 images/s, loss=1.2757, top1-acc=63.07%, top5-acc=89.93%, remaining_time=0:00:07.109704, arrival_time=2021-04-14 21:28:03.201250, cost_time=0:00:17.774260 2021-04-14 21:27:57,349 INFO : TRAIN, epoch=0038, iter=00150/00196, fetch data time cost=2.15ms, fps=2036 images/s, loss=1.2807, top1-acc=62.96%, top5-acc=89.88%, remaining_time=0:00:05.836434, arrival_time=2021-04-14 21:28:03.185704, cost_time=0:00:19.031837 2021-04-14 21:27:58,615 INFO : TRAIN, epoch=0038, iter=00160/00196, fetch data time cost=1.57ms, fps=2023 images/s, loss=1.2825, top1-acc=62.88%, top5-acc=89.87%, remaining_time=0:00:04.567068, arrival_time=2021-04-14 21:28:03.182422, cost_time=0:00:20.298026 2021-04-14 21:27:59,879 INFO : TRAIN, epoch=0038, iter=00170/00196, fetch data time cost=1.86ms, fps=2025 images/s, loss=1.2838, top1-acc=62.88%, top5-acc=89.85%, remaining_time=0:00:03.297814, arrival_time=2021-04-14 21:28:03.177652, cost_time=0:00:21.562561 2021-04-14 21:28:01,145 INFO : TRAIN, epoch=0038, iter=00180/00196, fetch data time cost=1.63ms, fps=2024 images/s, loss=1.2840, top1-acc=62.90%, top5-acc=89.85%, remaining_time=0:00:02.029152, arrival_time=2021-04-14 21:28:03.174435, cost_time=0:00:22.828006 2021-04-14 21:28:02,404 INFO : TRAIN, epoch=0038, iter=00190/00196, fetch data time cost=1.73ms, fps=2034 images/s, loss=1.2848, top1-acc=62.87%, top5-acc=89.85%, remaining_time=0:00:00.760644, arrival_time=2021-04-14 21:28:03.165185, cost_time=0:00:24.087135 2021-04-14 21:28:03,087 INFO : TRAIN, epoch=0038, iter=00196/00196, fetch data time cost=0.08ms, fps=1993 images/s, loss=1.2857, top1-acc=62.85%, top5-acc=89.83%, remaining_time=0:00:00, arrival_time=2021-04-14 21:28:03.087577, cost_time=0:00:24.770245 2021-04-14 21:28:03,616 INFO : EVAL, epoch=0038, iter=00010/00040, fetch data time cost=1.95ms, fps=4863 images/s, loss=2.0700, top1-acc=47.03%, top5-acc=78.71%, remaining_time=0:00:01.579320, arrival_time=2021-04-14 21:28:05.195721, cost_time=0:00:00.526437 2021-04-14 21:28:04,013 INFO : EVAL, epoch=0038, iter=00020/00040, fetch data time cost=1.94ms, fps=6446 images/s, loss=2.0726, top1-acc=46.56%, top5-acc=79.12%, remaining_time=0:00:00.923960, arrival_time=2021-04-14 21:28:04.937865, cost_time=0:00:00.923959 2021-04-14 21:28:04,421 INFO : EVAL, epoch=0038, iter=00030/00040, fetch data time cost=0.25ms, fps=6289 images/s, loss=2.0872, top1-acc=46.51%, top5-acc=78.42%, remaining_time=0:00:00.443780, arrival_time=2021-04-14 21:28:04.865156, cost_time=0:00:01.331338 2021-04-14 21:28:04,795 INFO : EVAL, epoch=0038, iter=00040/00040, fetch data time cost=0.08ms, fps=6210 images/s, loss=2.1075, top1-acc=46.49%, top5-acc=78.20%, remaining_time=0:00:00, arrival_time=2021-04-14 21:28:04.795442, cost_time=0:00:01.705516 2021-04-14 21:28:04,877 INFO : Epoch=0038 complete, best val top1-acc=53.78%, top5-acc=83.19% (epoch=36), remaining_time=1:11:53.821698, arrival_time=2021-04-14 22:39:58.699512, cost_time=0:16:51.884090 2021-04-14 21:28:04,879 INFO : Train start, epoch=0039, lr=0.091354 2021-04-14 21:28:06,329 INFO : TRAIN, epoch=0039, iter=00010/00196, fetch data time cost=1.43ms, fps=1765 images/s, loss=1.2608, top1-acc=61.68%, top5-acc=90.27%, remaining_time=0:00:26.973162, arrival_time=2021-04-14 21:28:33.302698, cost_time=0:00:01.450168 2021-04-14 21:28:07,590 INFO : TRAIN, epoch=0039, iter=00020/00196, fetch data time cost=1.49ms, fps=2031 images/s, loss=1.2526, top1-acc=62.71%, top5-acc=90.51%, remaining_time=0:00:23.860496, arrival_time=2021-04-14 21:28:31.451286, cost_time=0:00:02.711425 2021-04-14 21:28:08,847 INFO : TRAIN, epoch=0039, iter=00030/00196, fetch data time cost=1.40ms, fps=2038 images/s, loss=1.2312, top1-acc=63.63%, top5-acc=90.89%, remaining_time=0:00:21.956986, arrival_time=2021-04-14 21:28:30.804562, cost_time=0:00:03.968134 2021-04-14 21:28:10,102 INFO : TRAIN, epoch=0039, iter=00040/00196, fetch data time cost=1.53ms, fps=2042 images/s, loss=1.2459, top1-acc=63.51%, top5-acc=90.55%, remaining_time=0:00:20.368764, arrival_time=2021-04-14 21:28:30.470899, cost_time=0:00:05.222760 2021-04-14 21:28:11,357 INFO : TRAIN, epoch=0039, iter=00050/00196, fetch data time cost=1.38ms, fps=2040 images/s, loss=1.2457, top1-acc=63.58%, top5-acc=90.59%, remaining_time=0:00:18.916052, arrival_time=2021-04-14 21:28:30.273587, cost_time=0:00:06.478101 2021-04-14 21:28:12,611 INFO : TRAIN, epoch=0039, iter=00060/00196, fetch data time cost=1.40ms, fps=2042 images/s, loss=1.2527, top1-acc=63.50%, top5-acc=90.43%, remaining_time=0:00:17.526864, arrival_time=2021-04-14 21:28:30.138611, cost_time=0:00:07.732449 2021-04-14 21:28:13,863 INFO : TRAIN, epoch=0039, iter=00070/00196, fetch data time cost=1.78ms, fps=2046 images/s, loss=1.2546, top1-acc=63.45%, top5-acc=90.47%, remaining_time=0:00:16.171092, arrival_time=2021-04-14 21:28:30.034392, cost_time=0:00:08.983948 2021-04-14 21:28:15,116 INFO : TRAIN, epoch=0039, iter=00080/00196, fetch data time cost=1.57ms, fps=2044 images/s, loss=1.2623, top1-acc=63.25%, top5-acc=90.34%, remaining_time=0:00:14.843708, arrival_time=2021-04-14 21:28:29.960064, cost_time=0:00:10.237042 2021-04-14 21:28:16,387 INFO : TRAIN, epoch=0039, iter=00090/00196, fetch data time cost=1.38ms, fps=2014 images/s, loss=1.2652, top1-acc=63.29%, top5-acc=90.27%, remaining_time=0:00:13.554326, arrival_time=2021-04-14 21:28:29.942051, cost_time=0:00:11.508388 2021-04-14 21:28:17,660 INFO : TRAIN, epoch=0039, iter=00100/00196, fetch data time cost=1.42ms, fps=2013 images/s, loss=1.2710, top1-acc=63.07%, top5-acc=90.25%, remaining_time=0:00:12.269664, arrival_time=2021-04-14 21:28:29.929906, cost_time=0:00:12.780871 2021-04-14 21:28:18,930 INFO : TRAIN, epoch=0039, iter=00110/00196, fetch data time cost=2.15ms, fps=2016 images/s, loss=1.2706, top1-acc=62.99%, top5-acc=90.26%, remaining_time=0:00:10.985382, arrival_time=2021-04-14 21:28:29.915744, cost_time=0:00:14.051071 2021-04-14 21:28:20,196 INFO : TRAIN, epoch=0039, iter=00120/00196, fetch data time cost=1.46ms, fps=2023 images/s, loss=1.2700, top1-acc=63.03%, top5-acc=90.30%, remaining_time=0:00:09.700640, arrival_time=2021-04-14 21:28:29.896827, cost_time=0:00:15.316782 2021-04-14 21:28:21,467 INFO : TRAIN, epoch=0039, iter=00130/00196, fetch data time cost=2.01ms, fps=2015 images/s, loss=1.2683, top1-acc=63.09%, top5-acc=90.31%, remaining_time=0:00:08.421402, arrival_time=2021-04-14 21:28:29.888343, cost_time=0:00:16.587627 2021-04-14 21:28:22,725 INFO : TRAIN, epoch=0039, iter=00140/00196, fetch data time cost=2.05ms, fps=2035 images/s, loss=1.2702, top1-acc=63.02%, top5-acc=90.27%, remaining_time=0:00:07.138376, arrival_time=2021-04-14 21:28:29.863632, cost_time=0:00:17.845972 2021-04-14 21:28:23,977 INFO : TRAIN, epoch=0039, iter=00150/00196, fetch data time cost=1.81ms, fps=2046 images/s, loss=1.2694, top1-acc=63.12%, top5-acc=90.23%, remaining_time=0:00:05.856628, arrival_time=2021-04-14 21:28:29.833602, cost_time=0:00:19.097679 2021-04-14 21:28:25,237 INFO : TRAIN, epoch=0039, iter=00160/00196, fetch data time cost=2.02ms, fps=2032 images/s, loss=1.2711, top1-acc=63.12%, top5-acc=90.20%, remaining_time=0:00:04.580532, arrival_time=2021-04-14 21:28:29.817773, cost_time=0:00:20.357871 2021-04-14 21:28:26,495 INFO : TRAIN, epoch=0039, iter=00170/00196, fetch data time cost=2.74ms, fps=2036 images/s, loss=1.2751, top1-acc=63.05%, top5-acc=90.15%, remaining_time=0:00:03.305926, arrival_time=2021-04-14 21:28:29.801003, cost_time=0:00:21.615722 2021-04-14 21:28:27,753 INFO : TRAIN, epoch=0039, iter=00180/00196, fetch data time cost=1.42ms, fps=2035 images/s, loss=1.2781, top1-acc=63.01%, top5-acc=90.08%, remaining_time=0:00:02.033264, arrival_time=2021-04-14 21:28:29.786829, cost_time=0:00:22.874228 2021-04-14 21:28:29,015 INFO : TRAIN, epoch=0039, iter=00190/00196, fetch data time cost=2.28ms, fps=2029 images/s, loss=1.2808, top1-acc=62.97%, top5-acc=90.02%, remaining_time=0:00:00.762192, arrival_time=2021-04-14 21:28:29.777774, cost_time=0:00:24.136171 2021-04-14 21:28:29,716 INFO : TRAIN, epoch=0039, iter=00196/00196, fetch data time cost=1.71ms, fps=1941 images/s, loss=1.2792, top1-acc=63.01%, top5-acc=90.03%, remaining_time=0:00:00, arrival_time=2021-04-14 21:28:29.716777, cost_time=0:00:24.837472 2021-04-14 21:28:30,233 INFO : EVAL, epoch=0039, iter=00010/00040, fetch data time cost=3.95ms, fps=4977 images/s, loss=1.6415, top1-acc=54.18%, top5-acc=84.53%, remaining_time=0:00:01.543020, arrival_time=2021-04-14 21:28:31.776192, cost_time=0:00:00.514344 2021-04-14 21:28:30,630 INFO : EVAL, epoch=0039, iter=00020/00040, fetch data time cost=0.21ms, fps=6446 images/s, loss=1.6483, top1-acc=54.26%, top5-acc=83.83%, remaining_time=0:00:00.912040, arrival_time=2021-04-14 21:28:31.542851, cost_time=0:00:00.912033 2021-04-14 21:28:31,030 INFO : EVAL, epoch=0039, iter=00030/00040, fetch data time cost=2.46ms, fps=6419 images/s, loss=1.6542, top1-acc=54.27%, top5-acc=83.40%, remaining_time=0:00:00.437070, arrival_time=2021-04-14 21:28:31.467060, cost_time=0:00:01.311222 2021-04-14 21:28:31,393 INFO : EVAL, epoch=0039, iter=00040/00040, fetch data time cost=0.06ms, fps=6396 images/s, loss=1.6465, top1-acc=53.95%, top5-acc=83.36%, remaining_time=0:00:00, arrival_time=2021-04-14 21:28:31.393028, cost_time=0:00:01.674269 2021-04-14 21:28:31,590 INFO : Epoch=0039 complete, best val top1-acc=53.95%, top5-acc=83.36% (epoch=39), remaining_time=1:11:27.540607, arrival_time=2021-04-14 22:39:59.131134, cost_time=0:17:18.596776 2021-04-14 21:28:31,592 INFO : Train start, epoch=0040, lr=0.090907 2021-04-14 21:28:33,037 INFO : TRAIN, epoch=0040, iter=00010/00196, fetch data time cost=0.24ms, fps=1772 images/s, loss=1.3035, top1-acc=61.72%, top5-acc=89.77%, remaining_time=0:00:26.871606, arrival_time=2021-04-14 21:28:59.909210, cost_time=0:00:01.444707 2021-04-14 21:28:34,283 INFO : TRAIN, epoch=0040, iter=00020/00196, fetch data time cost=1.86ms, fps=2056 images/s, loss=1.2652, top1-acc=62.99%, top5-acc=90.31%, remaining_time=0:00:23.675872, arrival_time=2021-04-14 21:28:57.959293, cost_time=0:00:02.690433 2021-04-14 21:28:35,553 INFO : TRAIN, epoch=0040, iter=00030/00196, fetch data time cost=2.17ms, fps=2017 images/s, loss=1.2664, top1-acc=63.07%, top5-acc=90.13%, remaining_time=0:00:21.912498, arrival_time=2021-04-14 21:28:57.465505, cost_time=0:00:03.960088 2021-04-14 21:28:36,801 INFO : TRAIN, epoch=0040, iter=00040/00196, fetch data time cost=1.45ms, fps=2051 images/s, loss=1.2592, top1-acc=63.57%, top5-acc=90.29%, remaining_time=0:00:20.314944, arrival_time=2021-04-14 21:28:57.116793, cost_time=0:00:05.208956 2021-04-14 21:28:38,057 INFO : TRAIN, epoch=0040, iter=00050/00196, fetch data time cost=1.49ms, fps=2039 images/s, loss=1.2404, top1-acc=63.97%, top5-acc=90.60%, remaining_time=0:00:18.877362, arrival_time=2021-04-14 21:28:56.935096, cost_time=0:00:06.464842 2021-04-14 21:28:39,311 INFO : TRAIN, epoch=0040, iter=00060/00196, fetch data time cost=1.54ms, fps=2042 images/s, loss=1.2467, top1-acc=63.94%, top5-acc=90.48%, remaining_time=0:00:17.495720, arrival_time=2021-04-14 21:28:56.807343, cost_time=0:00:07.718716 2021-04-14 21:28:40,577 INFO : TRAIN, epoch=0040, iter=00070/00196, fetch data time cost=2.05ms, fps=2023 images/s, loss=1.2486, top1-acc=64.01%, top5-acc=90.46%, remaining_time=0:00:16.172226, arrival_time=2021-04-14 21:28:56.749737, cost_time=0:00:08.984564 2021-04-14 21:28:41,849 INFO : TRAIN, epoch=0040, iter=00080/00196, fetch data time cost=1.52ms, fps=2023 images/s, loss=1.2546, top1-acc=63.81%, top5-acc=90.30%, remaining_time=0:00:14.871664, arrival_time=2021-04-14 21:28:56.720941, cost_time=0:00:10.256349 2021-04-14 21:28:43,108 INFO : TRAIN, epoch=0040, iter=00090/00196, fetch data time cost=2.17ms, fps=2033 images/s, loss=1.2548, top1-acc=63.75%, top5-acc=90.33%, remaining_time=0:00:13.563018, arrival_time=2021-04-14 21:28:56.671686, cost_time=0:00:11.515755 2021-04-14 21:28:44,366 INFO : TRAIN, epoch=0040, iter=00100/00196, fetch data time cost=1.65ms, fps=2036 images/s, loss=1.2583, top1-acc=63.70%, top5-acc=90.24%, remaining_time=0:00:12.262848, arrival_time=2021-04-14 21:28:56.629584, cost_time=0:00:12.773827 2021-04-14 21:28:45,612 INFO : TRAIN, epoch=0040, iter=00110/00196, fetch data time cost=1.42ms, fps=2055 images/s, loss=1.2556, top1-acc=63.72%, top5-acc=90.23%, remaining_time=0:00:10.960958, arrival_time=2021-04-14 21:28:56.573648, cost_time=0:00:14.019787 2021-04-14 21:28:46,864 INFO : TRAIN, epoch=0040, iter=00120/00196, fetch data time cost=1.45ms, fps=2046 images/s, loss=1.2588, top1-acc=63.54%, top5-acc=90.20%, remaining_time=0:00:09.671988, arrival_time=2021-04-14 21:28:56.536551, cost_time=0:00:15.271619 2021-04-14 21:28:48,121 INFO : TRAIN, epoch=0040, iter=00130/00196, fetch data time cost=2.05ms, fps=2037 images/s, loss=1.2605, top1-acc=63.47%, top5-acc=90.25%, remaining_time=0:00:08.391504, arrival_time=2021-04-14 21:28:56.513137, cost_time=0:00:16.528731 2021-04-14 21:28:49,377 INFO : TRAIN, epoch=0040, iter=00140/00196, fetch data time cost=1.61ms, fps=2039 images/s, loss=1.2610, top1-acc=63.40%, top5-acc=90.25%, remaining_time=0:00:07.113904, arrival_time=2021-04-14 21:28:56.491664, cost_time=0:00:17.784799 2021-04-14 21:28:50,632 INFO : TRAIN, epoch=0040, iter=00150/00196, fetch data time cost=1.42ms, fps=2041 images/s, loss=1.2613, top1-acc=63.39%, top5-acc=90.19%, remaining_time=0:00:05.838688, arrival_time=2021-04-14 21:28:56.470845, cost_time=0:00:19.039250 2021-04-14 21:28:51,884 INFO : TRAIN, epoch=0040, iter=00160/00196, fetch data time cost=1.52ms, fps=2048 images/s, loss=1.2603, top1-acc=63.44%, top5-acc=90.18%, remaining_time=0:00:04.565592, arrival_time=2021-04-14 21:28:56.450137, cost_time=0:00:20.291565 2021-04-14 21:28:53,140 INFO : TRAIN, epoch=0040, iter=00170/00196, fetch data time cost=1.82ms, fps=2039 images/s, loss=1.2666, top1-acc=63.27%, top5-acc=90.13%, remaining_time=0:00:03.295578, arrival_time=2021-04-14 21:28:56.436436, cost_time=0:00:21.547958 2021-04-14 21:28:54,391 INFO : TRAIN, epoch=0040, iter=00180/00196, fetch data time cost=1.39ms, fps=2049 images/s, loss=1.2675, top1-acc=63.27%, top5-acc=90.10%, remaining_time=0:00:02.026496, arrival_time=2021-04-14 21:28:56.417488, cost_time=0:00:22.798041 2021-04-14 21:28:55,650 INFO : TRAIN, epoch=0040, iter=00190/00196, fetch data time cost=1.17ms, fps=2034 images/s, loss=1.2690, top1-acc=63.23%, top5-acc=90.07%, remaining_time=0:00:00.759702, arrival_time=2021-04-14 21:28:56.409861, cost_time=0:00:24.057257 2021-04-14 21:28:56,338 INFO : TRAIN, epoch=0040, iter=00196/00196, fetch data time cost=1.39ms, fps=1978 images/s, loss=1.2722, top1-acc=63.12%, top5-acc=90.05%, remaining_time=0:00:00, arrival_time=2021-04-14 21:28:56.338022, cost_time=0:00:24.745078 2021-04-14 21:28:56,861 INFO : EVAL, epoch=0040, iter=00010/00040, fetch data time cost=4.35ms, fps=4921 images/s, loss=1.7679, top1-acc=51.52%, top5-acc=82.34%, remaining_time=0:00:01.560570, arrival_time=2021-04-14 21:28:58.421768, cost_time=0:00:00.520188 2021-04-14 21:28:57,254 INFO : EVAL, epoch=0040, iter=00020/00040, fetch data time cost=1.59ms, fps=6512 images/s, loss=1.7680, top1-acc=52.05%, top5-acc=82.38%, remaining_time=0:00:00.913780, arrival_time=2021-04-14 21:28:58.168529, cost_time=0:00:00.913775 2021-04-14 21:28:57,652 INFO : EVAL, epoch=0040, iter=00030/00040, fetch data time cost=0.44ms, fps=6440 images/s, loss=1.7426, top1-acc=52.55%, top5-acc=82.63%, remaining_time=0:00:00.437210, arrival_time=2021-04-14 21:28:58.089819, cost_time=0:00:01.311641 2021-04-14 21:28:58,025 INFO : EVAL, epoch=0040, iter=00040/00040, fetch data time cost=0.11ms, fps=6227 images/s, loss=1.7201, top1-acc=53.10%, top5-acc=82.69%, remaining_time=0:00:00, arrival_time=2021-04-14 21:28:58.025563, cost_time=0:00:01.684587 2021-04-14 21:28:58,133 INFO : Epoch=0040 complete, best val top1-acc=53.95%, top5-acc=83.36% (epoch=39), remaining_time=1:11:00.560000, arrival_time=2021-04-14 22:39:58.693736, cost_time=0:17:45.139986 2021-04-14 21:28:58,135 INFO : Train start, epoch=0041, lr=0.090451 2021-04-14 21:28:59,581 INFO : TRAIN, epoch=0041, iter=00010/00196, fetch data time cost=1.39ms, fps=1771 images/s, loss=1.2431, top1-acc=63.59%, top5-acc=90.90%, remaining_time=0:00:26.879790, arrival_time=2021-04-14 21:29:26.460935, cost_time=0:00:01.445151 2021-04-14 21:29:00,839 INFO : TRAIN, epoch=0041, iter=00020/00196, fetch data time cost=2.13ms, fps=2035 images/s, loss=1.2224, top1-acc=64.32%, top5-acc=91.21%, remaining_time=0:00:23.791504, arrival_time=2021-04-14 21:29:24.631156, cost_time=0:00:02.703581 2021-04-14 21:29:02,116 INFO : TRAIN, epoch=0041, iter=00030/00196, fetch data time cost=2.23ms, fps=2007 images/s, loss=1.2227, top1-acc=64.27%, top5-acc=91.04%, remaining_time=0:00:22.022224, arrival_time=2021-04-14 21:29:24.138218, cost_time=0:00:03.979926 2021-04-14 21:29:03,394 INFO : TRAIN, epoch=0041, iter=00040/00196, fetch data time cost=1.41ms, fps=2003 images/s, loss=1.2108, top1-acc=64.52%, top5-acc=91.15%, remaining_time=0:00:20.509476, arrival_time=2021-04-14 21:29:23.904318, cost_time=0:00:05.258844 2021-04-14 21:29:04,658 INFO : TRAIN, epoch=0041, iter=00050/00196, fetch data time cost=2.14ms, fps=2028 images/s, loss=1.2174, top1-acc=64.54%, top5-acc=90.98%, remaining_time=0:00:19.043656, arrival_time=2021-04-14 21:29:23.701612, cost_time=0:00:06.521816 2021-04-14 21:29:05,912 INFO : TRAIN, epoch=0041, iter=00060/00196, fetch data time cost=1.34ms, fps=2042 images/s, loss=1.2276, top1-acc=64.38%, top5-acc=90.70%, remaining_time=0:00:17.626416, arrival_time=2021-04-14 21:29:23.538847, cost_time=0:00:07.776343 2021-04-14 21:29:07,166 INFO : TRAIN, epoch=0041, iter=00070/00196, fetch data time cost=1.56ms, fps=2043 images/s, loss=1.2312, top1-acc=64.35%, top5-acc=90.62%, remaining_time=0:00:16.254000, arrival_time=2021-04-14 21:29:23.420159, cost_time=0:00:09.030014 2021-04-14 21:29:08,422 INFO : TRAIN, epoch=0041, iter=00080/00196, fetch data time cost=2.17ms, fps=2039 images/s, loss=1.2309, top1-acc=64.38%, top5-acc=90.63%, remaining_time=0:00:14.915628, arrival_time=2021-04-14 21:29:23.338381, cost_time=0:00:10.286610 2021-04-14 21:29:09,678 INFO : TRAIN, epoch=0041, iter=00090/00196, fetch data time cost=1.35ms, fps=2039 images/s, loss=1.2363, top1-acc=64.18%, top5-acc=90.59%, remaining_time=0:00:13.594818, arrival_time=2021-04-14 21:29:23.273611, cost_time=0:00:11.542743 2021-04-14 21:29:10,931 INFO : TRAIN, epoch=0041, iter=00100/00196, fetch data time cost=1.55ms, fps=2044 images/s, loss=1.2440, top1-acc=64.05%, top5-acc=90.37%, remaining_time=0:00:12.283776, arrival_time=2021-04-14 21:29:23.215489, cost_time=0:00:12.795630 2021-04-14 21:29:12,186 INFO : TRAIN, epoch=0041, iter=00110/00196, fetch data time cost=1.38ms, fps=2041 images/s, loss=1.2475, top1-acc=63.92%, top5-acc=90.30%, remaining_time=0:00:10.984952, arrival_time=2021-04-14 21:29:23.171624, cost_time=0:00:14.050525 2021-04-14 21:29:13,456 INFO : TRAIN, epoch=0041, iter=00120/00196, fetch data time cost=1.80ms, fps=2017 images/s, loss=1.2533, top1-acc=63.76%, top5-acc=90.23%, remaining_time=0:00:09.702768, arrival_time=2021-04-14 21:29:23.159067, cost_time=0:00:15.320212 2021-04-14 21:29:14,714 INFO : TRAIN, epoch=0041, iter=00130/00196, fetch data time cost=1.35ms, fps=2037 images/s, loss=1.2562, top1-acc=63.72%, top5-acc=90.22%, remaining_time=0:00:08.416518, arrival_time=2021-04-14 21:29:23.130495, cost_time=0:00:16.577987 2021-04-14 21:29:15,961 INFO : TRAIN, epoch=0041, iter=00140/00196, fetch data time cost=1.74ms, fps=2053 images/s, loss=1.2570, top1-acc=63.67%, top5-acc=90.20%, remaining_time=0:00:07.130144, arrival_time=2021-04-14 21:29:23.091608, cost_time=0:00:17.825332 2021-04-14 21:29:17,210 INFO : TRAIN, epoch=0041, iter=00150/00196, fetch data time cost=1.44ms, fps=2050 images/s, loss=1.2581, top1-acc=63.59%, top5-acc=90.17%, remaining_time=0:00:05.849636, arrival_time=2021-04-14 21:29:23.060554, cost_time=0:00:19.074878 2021-04-14 21:29:18,468 INFO : TRAIN, epoch=0041, iter=00160/00196, fetch data time cost=4.85ms, fps=2037 images/s, loss=1.2610, top1-acc=63.51%, top5-acc=90.13%, remaining_time=0:00:04.574664, arrival_time=2021-04-14 21:29:23.042654, cost_time=0:00:20.331913 2021-04-14 21:29:19,727 INFO : TRAIN, epoch=0041, iter=00170/00196, fetch data time cost=1.41ms, fps=2034 images/s, loss=1.2609, top1-acc=63.47%, top5-acc=90.09%, remaining_time=0:00:03.302156, arrival_time=2021-04-14 21:29:23.029266, cost_time=0:00:21.591081 2021-04-14 21:29:20,974 INFO : TRAIN, epoch=0041, iter=00180/00196, fetch data time cost=1.60ms, fps=2053 images/s, loss=1.2636, top1-acc=63.40%, top5-acc=90.03%, remaining_time=0:00:02.030064, arrival_time=2021-04-14 21:29:23.004421, cost_time=0:00:22.838298 2021-04-14 21:29:22,244 INFO : TRAIN, epoch=0041, iter=00190/00196, fetch data time cost=1.39ms, fps=2016 images/s, loss=1.2666, top1-acc=63.27%, top5-acc=89.99%, remaining_time=0:00:00.761334, arrival_time=2021-04-14 21:29:23.006161, cost_time=0:00:24.108839 2021-04-14 21:29:22,935 INFO : TRAIN, epoch=0041, iter=00196/00196, fetch data time cost=1.35ms, fps=1972 images/s, loss=1.2663, top1-acc=63.27%, top5-acc=90.03%, remaining_time=0:00:00, arrival_time=2021-04-14 21:29:22.934923, cost_time=0:00:24.798835 2021-04-14 21:29:23,458 INFO : EVAL, epoch=0041, iter=00010/00040, fetch data time cost=4.49ms, fps=4912 images/s, loss=1.7083, top1-acc=54.34%, top5-acc=82.42%, remaining_time=0:00:01.563570, arrival_time=2021-04-14 21:29:25.021800, cost_time=0:00:00.521189 2021-04-14 21:29:23,854 INFO : EVAL, epoch=0041, iter=00020/00040, fetch data time cost=1.46ms, fps=6474 images/s, loss=1.7149, top1-acc=53.18%, top5-acc=82.29%, remaining_time=0:00:00.917140, arrival_time=2021-04-14 21:29:24.771269, cost_time=0:00:00.917140 2021-04-14 21:29:24,247 INFO : EVAL, epoch=0041, iter=00030/00040, fetch data time cost=1.32ms, fps=6518 images/s, loss=1.7259, top1-acc=52.80%, top5-acc=82.41%, remaining_time=0:00:00.436740, arrival_time=2021-04-14 21:29:24.684069, cost_time=0:00:01.310233 2021-04-14 21:29:24,607 INFO : EVAL, epoch=0041, iter=00040/00040, fetch data time cost=0.06ms, fps=6458 images/s, loss=1.7109, top1-acc=53.37%, top5-acc=82.55%, remaining_time=0:00:00, arrival_time=2021-04-14 21:29:24.607026, cost_time=0:00:01.670061 2021-04-14 21:29:24,711 INFO : Epoch=0041 complete, best val top1-acc=53.95%, top5-acc=83.36% (epoch=39), remaining_time=1:10:33.734181, arrival_time=2021-04-14 22:39:58.445535, cost_time=0:18:11.717626 2021-04-14 21:29:24,712 INFO : Train start, epoch=0042, lr=0.089984 2021-04-14 21:29:26,140 INFO : TRAIN, epoch=0042, iter=00010/00196, fetch data time cost=0.25ms, fps=1794 images/s, loss=1.2148, top1-acc=64.34%, top5-acc=91.52%, remaining_time=0:00:26.543130, arrival_time=2021-04-14 21:29:52.683108, cost_time=0:00:01.427047 2021-04-14 21:29:27,388 INFO : TRAIN, epoch=0042, iter=00020/00196, fetch data time cost=1.35ms, fps=2051 images/s, loss=1.2057, top1-acc=64.90%, top5-acc=91.17%, remaining_time=0:00:23.544928, arrival_time=2021-04-14 21:29:50.933428, cost_time=0:00:02.675562 2021-04-14 21:29:28,643 INFO : TRAIN, epoch=0042, iter=00030/00196, fetch data time cost=1.37ms, fps=2042 images/s, loss=1.1940, top1-acc=65.34%, top5-acc=90.87%, remaining_time=0:00:21.746664, arrival_time=2021-04-14 21:29:50.389769, cost_time=0:00:03.930111 2021-04-14 21:29:29,898 INFO : TRAIN, epoch=0042, iter=00040/00196, fetch data time cost=1.35ms, fps=2040 images/s, loss=1.2086, top1-acc=64.85%, top5-acc=90.65%, remaining_time=0:00:20.225244, arrival_time=2021-04-14 21:29:50.124065, cost_time=0:00:05.185950 2021-04-14 21:29:31,149 INFO : TRAIN, epoch=0042, iter=00050/00196, fetch data time cost=1.94ms, fps=2048 images/s, loss=1.2203, top1-acc=64.72%, top5-acc=90.48%, remaining_time=0:00:18.794580, arrival_time=2021-04-14 21:29:49.943977, cost_time=0:00:06.436506 2021-04-14 21:29:32,400 INFO : TRAIN, epoch=0042, iter=00060/00196, fetch data time cost=1.52ms, fps=2047 images/s, loss=1.2338, top1-acc=64.23%, top5-acc=90.40%, remaining_time=0:00:17.424864, arrival_time=2021-04-14 21:29:49.825191, cost_time=0:00:07.687453 2021-04-14 21:29:33,655 INFO : TRAIN, epoch=0042, iter=00070/00196, fetch data time cost=1.50ms, fps=2040 images/s, loss=1.2469, top1-acc=64.01%, top5-acc=90.21%, remaining_time=0:00:16.096752, arrival_time=2021-04-14 21:29:49.752230, cost_time=0:00:08.942634 2021-04-14 21:29:34,906 INFO : TRAIN, epoch=0042, iter=00080/00196, fetch data time cost=1.33ms, fps=2047 images/s, loss=1.2487, top1-acc=63.93%, top5-acc=90.20%, remaining_time=0:00:14.781068, arrival_time=2021-04-14 21:29:49.687871, cost_time=0:00:10.193867 2021-04-14 21:29:36,165 INFO : TRAIN, epoch=0042, iter=00090/00196, fetch data time cost=1.38ms, fps=2035 images/s, loss=1.2490, top1-acc=63.90%, top5-acc=90.16%, remaining_time=0:00:13.488182, arrival_time=2021-04-14 21:29:49.653290, cost_time=0:00:11.452264 2021-04-14 21:29:37,420 INFO : TRAIN, epoch=0042, iter=00100/00196, fetch data time cost=2.34ms, fps=2041 images/s, loss=1.2484, top1-acc=63.93%, top5-acc=90.29%, remaining_time=0:00:12.198912, arrival_time=2021-04-14 21:29:49.619031, cost_time=0:00:12.707217 2021-04-14 21:29:38,678 INFO : TRAIN, epoch=0042, iter=00110/00196, fetch data time cost=1.33ms, fps=2035 images/s, loss=1.2477, top1-acc=63.94%, top5-acc=90.22%, remaining_time=0:00:10.918732, arrival_time=2021-04-14 21:29:49.597417, cost_time=0:00:13.965808 2021-04-14 21:29:39,928 INFO : TRAIN, epoch=0042, iter=00120/00196, fetch data time cost=1.35ms, fps=2049 images/s, loss=1.2513, top1-acc=63.91%, top5-acc=90.17%, remaining_time=0:00:09.636724, arrival_time=2021-04-14 21:29:49.565417, cost_time=0:00:15.215851 2021-04-14 21:29:41,183 INFO : TRAIN, epoch=0042, iter=00130/00196, fetch data time cost=1.38ms, fps=2040 images/s, loss=1.2522, top1-acc=63.86%, top5-acc=90.17%, remaining_time=0:00:08.362134, arrival_time=2021-04-14 21:29:49.545865, cost_time=0:00:16.470884 2021-04-14 21:29:42,455 INFO : TRAIN, epoch=0042, iter=00140/00196, fetch data time cost=1.57ms, fps=2014 images/s, loss=1.2533, top1-acc=63.78%, top5-acc=90.20%, remaining_time=0:00:07.096936, arrival_time=2021-04-14 21:29:49.552298, cost_time=0:00:17.742322 2021-04-14 21:29:43,715 INFO : TRAIN, epoch=0042, iter=00150/00196, fetch data time cost=1.50ms, fps=2032 images/s, loss=1.2572, top1-acc=63.68%, top5-acc=90.16%, remaining_time=0:00:05.827602, arrival_time=2021-04-14 21:29:49.543462, cost_time=0:00:19.003014 2021-04-14 21:29:44,974 INFO : TRAIN, epoch=0042, iter=00160/00196, fetch data time cost=2.10ms, fps=2035 images/s, loss=1.2586, top1-acc=63.58%, top5-acc=90.14%, remaining_time=0:00:04.558860, arrival_time=2021-04-14 21:29:49.533260, cost_time=0:00:20.261552 2021-04-14 21:29:46,223 INFO : TRAIN, epoch=0042, iter=00170/00196, fetch data time cost=1.31ms, fps=2050 images/s, loss=1.2604, top1-acc=63.55%, top5-acc=90.11%, remaining_time=0:00:03.289858, arrival_time=2021-04-14 21:29:49.513456, cost_time=0:00:21.510598 2021-04-14 21:29:47,474 INFO : TRAIN, epoch=0042, iter=00180/00196, fetch data time cost=1.33ms, fps=2047 images/s, loss=1.2602, top1-acc=63.50%, top5-acc=90.10%, remaining_time=0:00:02.023296, arrival_time=2021-04-14 21:29:49.498187, cost_time=0:00:22.762030 2021-04-14 21:29:48,741 INFO : TRAIN, epoch=0042, iter=00190/00196, fetch data time cost=1.52ms, fps=2023 images/s, loss=1.2628, top1-acc=63.45%, top5-acc=90.06%, remaining_time=0:00:00.758784, arrival_time=2021-04-14 21:29:49.499748, cost_time=0:00:24.028106 2021-04-14 21:29:49,420 INFO : TRAIN, epoch=0042, iter=00196/00196, fetch data time cost=1.29ms, fps=2004 images/s, loss=1.2670, top1-acc=63.38%, top5-acc=90.00%, remaining_time=0:00:00, arrival_time=2021-04-14 21:29:49.420055, cost_time=0:00:24.707223 2021-04-14 21:29:49,936 INFO : EVAL, epoch=0042, iter=00010/00040, fetch data time cost=2.52ms, fps=4978 images/s, loss=1.8337, top1-acc=50.35%, top5-acc=80.55%, remaining_time=0:00:01.542870, arrival_time=2021-04-14 21:29:51.479105, cost_time=0:00:00.514286 2021-04-14 21:29:50,336 INFO : EVAL, epoch=0042, iter=00020/00040, fetch data time cost=0.20ms, fps=6399 images/s, loss=1.7916, top1-acc=51.39%, top5-acc=81.13%, remaining_time=0:00:00.914920, arrival_time=2021-04-14 21:29:51.251761, cost_time=0:00:00.914921 2021-04-14 21:29:50,734 INFO : EVAL, epoch=0042, iter=00030/00040, fetch data time cost=1.37ms, fps=6448 images/s, loss=1.7636, top1-acc=52.24%, top5-acc=81.69%, remaining_time=0:00:00.437470, arrival_time=2021-04-14 21:29:51.171748, cost_time=0:00:01.312408 2021-04-14 21:29:51,098 INFO : EVAL, epoch=0042, iter=00040/00040, fetch data time cost=0.09ms, fps=6384 images/s, loss=1.7695, top1-acc=52.07%, top5-acc=81.84%, remaining_time=0:00:00, arrival_time=2021-04-14 21:29:51.097983, cost_time=0:00:01.676133 2021-04-14 21:29:51,222 INFO : Epoch=0042 complete, best val top1-acc=53.95%, top5-acc=83.36% (epoch=39), remaining_time=1:10:06.670842, arrival_time=2021-04-14 22:39:57.893538, cost_time=0:18:38.228955 2021-04-14 21:29:51,224 INFO : Train start, epoch=0043, lr=0.089508 2021-04-14 21:29:52,757 INFO : TRAIN, epoch=0043, iter=00010/00196, fetch data time cost=1.49ms, fps=1671 images/s, loss=1.2433, top1-acc=64.34%, top5-acc=89.96%, remaining_time=0:00:28.496874, arrival_time=2021-04-14 21:30:21.254000, cost_time=0:00:01.532094 2021-04-14 21:29:54,016 INFO : TRAIN, epoch=0043, iter=00020/00196, fetch data time cost=1.53ms, fps=2034 images/s, loss=1.2512, top1-acc=63.79%, top5-acc=90.39%, remaining_time=0:00:24.564320, arrival_time=2021-04-14 21:30:18.580811, cost_time=0:00:02.791395 2021-04-14 21:29:55,269 INFO : TRAIN, epoch=0043, iter=00030/00196, fetch data time cost=1.61ms, fps=2045 images/s, loss=1.2104, top1-acc=64.93%, top5-acc=90.85%, remaining_time=0:00:22.376634, arrival_time=2021-04-14 21:30:17.645628, cost_time=0:00:04.043978 2021-04-14 21:29:56,521 INFO : TRAIN, epoch=0043, iter=00040/00196, fetch data time cost=1.54ms, fps=2045 images/s, loss=1.2202, top1-acc=64.59%, top5-acc=90.72%, remaining_time=0:00:20.656116, arrival_time=2021-04-14 21:30:17.177542, cost_time=0:00:05.296430 2021-04-14 21:29:57,774 INFO : TRAIN, epoch=0043, iter=00050/00196, fetch data time cost=1.47ms, fps=2044 images/s, loss=1.2179, top1-acc=64.63%, top5-acc=90.90%, remaining_time=0:00:19.123372, arrival_time=2021-04-14 21:30:16.897454, cost_time=0:00:06.549083 2021-04-14 21:29:59,030 INFO : TRAIN, epoch=0043, iter=00060/00196, fetch data time cost=1.45ms, fps=2039 images/s, loss=1.2164, top1-acc=64.65%, top5-acc=90.83%, remaining_time=0:00:17.691560, arrival_time=2021-04-14 21:30:16.721664, cost_time=0:00:07.805084 2021-04-14 21:30:00,294 INFO : TRAIN, epoch=0043, iter=00070/00196, fetch data time cost=1.85ms, fps=2026 images/s, loss=1.2316, top1-acc=64.15%, top5-acc=90.71%, remaining_time=0:00:16.324812, arrival_time=2021-04-14 21:30:16.619231, cost_time=0:00:09.069341 2021-04-14 21:30:01,549 INFO : TRAIN, epoch=0043, iter=00080/00196, fetch data time cost=1.67ms, fps=2041 images/s, loss=1.2352, top1-acc=64.03%, top5-acc=90.67%, remaining_time=0:00:14.970032, arrival_time=2021-04-14 21:30:16.519215, cost_time=0:00:10.324171 2021-04-14 21:30:02,802 INFO : TRAIN, epoch=0043, iter=00090/00196, fetch data time cost=2.10ms, fps=2043 images/s, loss=1.2414, top1-acc=64.05%, top5-acc=90.50%, remaining_time=0:00:13.635946, arrival_time=2021-04-14 21:30:16.438700, cost_time=0:00:11.577690 2021-04-14 21:30:04,058 INFO : TRAIN, epoch=0043, iter=00100/00196, fetch data time cost=1.45ms, fps=2040 images/s, loss=1.2424, top1-acc=64.11%, top5-acc=90.53%, remaining_time=0:00:12.319872, arrival_time=2021-04-14 21:30:16.378102, cost_time=0:00:12.833228 2021-04-14 21:30:05,318 INFO : TRAIN, epoch=0043, iter=00110/00196, fetch data time cost=1.50ms, fps=2032 images/s, loss=1.2441, top1-acc=64.08%, top5-acc=90.49%, remaining_time=0:00:11.018578, arrival_time=2021-04-14 21:30:16.337152, cost_time=0:00:14.093581 2021-04-14 21:30:06,573 INFO : TRAIN, epoch=0043, iter=00120/00196, fetch data time cost=1.86ms, fps=2041 images/s, loss=1.2464, top1-acc=63.94%, top5-acc=90.54%, remaining_time=0:00:09.720704, arrival_time=2021-04-14 21:30:16.294287, cost_time=0:00:15.348539 2021-04-14 21:30:07,826 INFO : TRAIN, epoch=0043, iter=00130/00196, fetch data time cost=1.33ms, fps=2044 images/s, loss=1.2468, top1-acc=63.99%, top5-acc=90.54%, remaining_time=0:00:08.428596, arrival_time=2021-04-14 21:30:16.255407, cost_time=0:00:16.601750 2021-04-14 21:30:09,077 INFO : TRAIN, epoch=0043, iter=00140/00196, fetch data time cost=1.41ms, fps=2047 images/s, loss=1.2516, top1-acc=63.75%, top5-acc=90.50%, remaining_time=0:00:07.141120, arrival_time=2021-04-14 21:30:16.218962, cost_time=0:00:17.852818 2021-04-14 21:30:10,326 INFO : TRAIN, epoch=0043, iter=00150/00196, fetch data time cost=1.55ms, fps=2051 images/s, loss=1.2526, top1-acc=63.71%, top5-acc=90.46%, remaining_time=0:00:05.857824, arrival_time=2021-04-14 21:30:16.184367, cost_time=0:00:19.101534 2021-04-14 21:30:11,576 INFO : TRAIN, epoch=0043, iter=00160/00196, fetch data time cost=1.58ms, fps=2049 images/s, loss=1.2546, top1-acc=63.66%, top5-acc=90.48%, remaining_time=0:00:04.579020, arrival_time=2021-04-14 21:30:16.155270, cost_time=0:00:20.351255 2021-04-14 21:30:12,833 INFO : TRAIN, epoch=0043, iter=00170/00196, fetch data time cost=2.09ms, fps=2038 images/s, loss=1.2581, top1-acc=63.61%, top5-acc=90.40%, remaining_time=0:00:03.304756, arrival_time=2021-04-14 21:30:16.137728, cost_time=0:00:21.607976 2021-04-14 21:30:14,088 INFO : TRAIN, epoch=0043, iter=00180/00196, fetch data time cost=1.56ms, fps=2040 images/s, loss=1.2601, top1-acc=63.50%, top5-acc=90.36%, remaining_time=0:00:02.032288, arrival_time=2021-04-14 21:30:16.120517, cost_time=0:00:22.863235 2021-04-14 21:30:15,341 INFO : TRAIN, epoch=0043, iter=00190/00196, fetch data time cost=1.48ms, fps=2043 images/s, loss=1.2634, top1-acc=63.40%, top5-acc=90.31%, remaining_time=0:00:00.761574, arrival_time=2021-04-14 21:30:16.103123, cost_time=0:00:24.116558 2021-04-14 21:30:16,020 INFO : TRAIN, epoch=0043, iter=00196/00196, fetch data time cost=0.07ms, fps=2006 images/s, loss=1.2666, top1-acc=63.34%, top5-acc=90.28%, remaining_time=0:00:00, arrival_time=2021-04-14 21:30:16.020062, cost_time=0:00:24.795020 2021-04-14 21:30:16,595 INFO : EVAL, epoch=0043, iter=00010/00040, fetch data time cost=0.30ms, fps=4472 images/s, loss=1.7382, top1-acc=51.95%, top5-acc=82.93%, remaining_time=0:00:01.717320, arrival_time=2021-04-14 21:30:18.312834, cost_time=0:00:00.572444 2021-04-14 21:30:16,986 INFO : EVAL, epoch=0043, iter=00020/00040, fetch data time cost=1.31ms, fps=6551 images/s, loss=1.7030, top1-acc=53.07%, top5-acc=83.52%, remaining_time=0:00:00.963720, arrival_time=2021-04-14 21:30:17.950461, cost_time=0:00:00.963720 2021-04-14 21:30:17,378 INFO : EVAL, epoch=0043, iter=00030/00040, fetch data time cost=2.26ms, fps=6542 images/s, loss=1.7049, top1-acc=53.27%, top5-acc=83.48%, remaining_time=0:00:00.451790, arrival_time=2021-04-14 21:30:17.830230, cost_time=0:00:01.355376 2021-04-14 21:30:17,739 INFO : EVAL, epoch=0043, iter=00040/00040, fetch data time cost=0.06ms, fps=6434 images/s, loss=1.7026, top1-acc=53.19%, top5-acc=83.48%, remaining_time=0:00:00, arrival_time=2021-04-14 21:30:17.739541, cost_time=0:00:01.716476 2021-04-14 21:30:17,800 INFO : Epoch=0043 complete, best val top1-acc=53.95%, top5-acc=83.36% (epoch=39), remaining_time=1:09:39.876469, arrival_time=2021-04-14 22:39:57.677099, cost_time=0:19:04.806917 2021-04-14 21:30:17,801 INFO : Train start, epoch=0044, lr=0.089022 2021-04-14 21:30:19,232 INFO : TRAIN, epoch=0044, iter=00010/00196, fetch data time cost=0.48ms, fps=1789 images/s, loss=1.2082, top1-acc=64.61%, top5-acc=91.17%, remaining_time=0:00:26.613252, arrival_time=2021-04-14 21:30:45.846118, cost_time=0:00:01.430815 2021-04-14 21:30:20,480 INFO : TRAIN, epoch=0044, iter=00020/00196, fetch data time cost=1.66ms, fps=2053 images/s, loss=1.1761, top1-acc=65.53%, top5-acc=91.48%, remaining_time=0:00:23.569040, arrival_time=2021-04-14 21:30:44.049375, cost_time=0:00:02.678300 2021-04-14 21:30:21,726 INFO : TRAIN, epoch=0044, iter=00030/00196, fetch data time cost=1.56ms, fps=2055 images/s, loss=1.1889, top1-acc=65.33%, top5-acc=91.15%, remaining_time=0:00:21.714792, arrival_time=2021-04-14 21:30:43.441242, cost_time=0:00:03.924359 2021-04-14 21:30:22,978 INFO : TRAIN, epoch=0044, iter=00040/00196, fetch data time cost=1.60ms, fps=2045 images/s, loss=1.2037, top1-acc=64.98%, top5-acc=90.98%, remaining_time=0:00:20.188740, arrival_time=2021-04-14 21:30:43.167372, cost_time=0:00:05.176604 2021-04-14 21:30:24,233 INFO : TRAIN, epoch=0044, iter=00050/00196, fetch data time cost=1.47ms, fps=2041 images/s, loss=1.2121, top1-acc=64.73%, top5-acc=90.83%, remaining_time=0:00:18.778520, arrival_time=2021-04-14 21:30:43.011604, cost_time=0:00:06.431000 2021-04-14 21:30:25,488 INFO : TRAIN, epoch=0044, iter=00060/00196, fetch data time cost=1.68ms, fps=2040 images/s, loss=1.2084, top1-acc=64.68%, top5-acc=90.88%, remaining_time=0:00:17.423368, arrival_time=2021-04-14 21:30:42.912171, cost_time=0:00:07.686770 2021-04-14 21:30:26,739 INFO : TRAIN, epoch=0044, iter=00070/00196, fetch data time cost=1.40ms, fps=2048 images/s, loss=1.2113, top1-acc=64.66%, top5-acc=90.85%, remaining_time=0:00:16.086924, arrival_time=2021-04-14 21:30:42.826125, cost_time=0:00:08.937166 2021-04-14 21:30:28,000 INFO : TRAIN, epoch=0044, iter=00080/00196, fetch data time cost=1.39ms, fps=2030 images/s, loss=1.2138, top1-acc=64.77%, top5-acc=90.72%, remaining_time=0:00:14.788260, arrival_time=2021-04-14 21:30:42.789096, cost_time=0:00:10.198805 2021-04-14 21:30:29,259 INFO : TRAIN, epoch=0044, iter=00090/00196, fetch data time cost=1.51ms, fps=2035 images/s, loss=1.2124, top1-acc=64.82%, top5-acc=90.79%, remaining_time=0:00:13.494224, arrival_time=2021-04-14 21:30:42.753631, cost_time=0:00:11.457371 2021-04-14 21:30:30,511 INFO : TRAIN, epoch=0044, iter=00100/00196, fetch data time cost=1.65ms, fps=2046 images/s, loss=1.2141, top1-acc=64.71%, top5-acc=90.86%, remaining_time=0:00:12.200928, arrival_time=2021-04-14 21:30:42.712230, cost_time=0:00:12.709262 2021-04-14 21:30:31,774 INFO : TRAIN, epoch=0044, iter=00110/00196, fetch data time cost=1.38ms, fps=2027 images/s, loss=1.2174, top1-acc=64.59%, top5-acc=90.80%, remaining_time=0:00:10.923892, arrival_time=2021-04-14 21:30:42.698404, cost_time=0:00:13.972399 2021-04-14 21:30:33,023 INFO : TRAIN, epoch=0044, iter=00120/00196, fetch data time cost=1.41ms, fps=2051 images/s, loss=1.2248, top1-acc=64.42%, top5-acc=90.75%, remaining_time=0:00:09.639992, arrival_time=2021-04-14 21:30:42.663031, cost_time=0:00:15.221011 2021-04-14 21:30:34,275 INFO : TRAIN, epoch=0044, iter=00130/00196, fetch data time cost=1.32ms, fps=2045 images/s, loss=1.2283, top1-acc=64.35%, top5-acc=90.65%, remaining_time=0:00:08.363454, arrival_time=2021-04-14 21:30:42.638957, cost_time=0:00:16.473459 2021-04-14 21:30:35,525 INFO : TRAIN, epoch=0044, iter=00140/00196, fetch data time cost=1.49ms, fps=2049 images/s, loss=1.2305, top1-acc=64.22%, top5-acc=90.62%, remaining_time=0:00:07.089264, arrival_time=2021-04-14 21:30:42.614561, cost_time=0:00:17.723224 2021-04-14 21:30:36,785 INFO : TRAIN, epoch=0044, iter=00150/00196, fetch data time cost=1.44ms, fps=2032 images/s, loss=1.2301, top1-acc=64.18%, top5-acc=90.62%, remaining_time=0:00:05.821576, arrival_time=2021-04-14 21:30:42.607038, cost_time=0:00:18.983428 2021-04-14 21:30:38,049 INFO : TRAIN, epoch=0044, iter=00160/00196, fetch data time cost=1.38ms, fps=2025 images/s, loss=1.2341, top1-acc=64.12%, top5-acc=90.56%, remaining_time=0:00:04.555764, arrival_time=2021-04-14 21:30:42.605643, cost_time=0:00:20.247853 2021-04-14 21:30:39,300 INFO : TRAIN, epoch=0044, iter=00170/00196, fetch data time cost=1.55ms, fps=2047 images/s, loss=1.2354, top1-acc=64.05%, top5-acc=90.55%, remaining_time=0:00:03.288012, arrival_time=2021-04-14 21:30:42.588642, cost_time=0:00:21.498595 2021-04-14 21:30:40,554 INFO : TRAIN, epoch=0044, iter=00180/00196, fetch data time cost=1.77ms, fps=2042 images/s, loss=1.2381, top1-acc=64.01%, top5-acc=90.47%, remaining_time=0:00:02.022448, arrival_time=2021-04-14 21:30:42.577038, cost_time=0:00:22.752556 2021-04-14 21:30:41,812 INFO : TRAIN, epoch=0044, iter=00190/00196, fetch data time cost=1.59ms, fps=2036 images/s, loss=1.2434, top1-acc=63.88%, top5-acc=90.40%, remaining_time=0:00:00.758214, arrival_time=2021-04-14 21:30:42.570383, cost_time=0:00:24.010143 2021-04-14 21:30:42,493 INFO : TRAIN, epoch=0044, iter=00196/00196, fetch data time cost=1.46ms, fps=1996 images/s, loss=1.2472, top1-acc=63.79%, top5-acc=90.37%, remaining_time=0:00:00, arrival_time=2021-04-14 21:30:42.493850, cost_time=0:00:24.691822 2021-04-14 21:30:43,011 INFO : EVAL, epoch=0044, iter=00010/00040, fetch data time cost=0.29ms, fps=4963 images/s, loss=1.6230, top1-acc=55.66%, top5-acc=84.14%, remaining_time=0:00:01.547550, arrival_time=2021-04-14 21:30:44.559035, cost_time=0:00:00.515854 2021-04-14 21:30:43,403 INFO : EVAL, epoch=0044, iter=00020/00040, fetch data time cost=1.92ms, fps=6534 images/s, loss=1.6898, top1-acc=53.11%, top5-acc=83.22%, remaining_time=0:00:00.908020, arrival_time=2021-04-14 21:30:44.311721, cost_time=0:00:00.908029 2021-04-14 21:30:43,798 INFO : EVAL, epoch=0044, iter=00030/00040, fetch data time cost=0.18ms, fps=6487 images/s, loss=1.7175, top1-acc=52.71%, top5-acc=82.43%, remaining_time=0:00:00.434390, arrival_time=2021-04-14 21:30:44.233185, cost_time=0:00:01.303183 2021-04-14 21:30:44,155 INFO : EVAL, epoch=0044, iter=00040/00040, fetch data time cost=0.07ms, fps=6504 images/s, loss=1.7053, top1-acc=52.67%, top5-acc=82.78%, remaining_time=0:00:00, arrival_time=2021-04-14 21:30:44.155898, cost_time=0:00:01.660230 2021-04-14 21:30:44,234 INFO : Epoch=0044 complete, best val top1-acc=53.95%, top5-acc=83.36% (epoch=39), remaining_time=1:09:12.578820, arrival_time=2021-04-14 22:39:56.812772, cost_time=0:19:31.240201 2021-04-14 21:30:44,236 INFO : Train start, epoch=0045, lr=0.088526 2021-04-14 21:30:45,748 INFO : TRAIN, epoch=0045, iter=00010/00196, fetch data time cost=0.23ms, fps=1693 images/s, loss=1.2100, top1-acc=65.43%, top5-acc=90.94%, remaining_time=0:00:28.129152, arrival_time=2021-04-14 21:31:13.878031, cost_time=0:00:01.512319 2021-04-14 21:30:47,022 INFO : TRAIN, epoch=0045, iter=00020/00196, fetch data time cost=2.23ms, fps=2011 images/s, loss=1.2163, top1-acc=64.79%, top5-acc=90.92%, remaining_time=0:00:24.513104, arrival_time=2021-04-14 21:31:11.535389, cost_time=0:00:02.785589 2021-04-14 21:30:48,293 INFO : TRAIN, epoch=0045, iter=00030/00196, fetch data time cost=1.99ms, fps=2016 images/s, loss=1.2205, top1-acc=64.57%, top5-acc=91.05%, remaining_time=0:00:22.445192, arrival_time=2021-04-14 21:31:10.738148, cost_time=0:00:04.056359 2021-04-14 21:30:49,550 INFO : TRAIN, epoch=0045, iter=00040/00196, fetch data time cost=1.37ms, fps=2037 images/s, loss=1.2323, top1-acc=64.05%, top5-acc=90.85%, remaining_time=0:00:20.722728, arrival_time=2021-04-14 21:31:10.272826, cost_time=0:00:05.313537 2021-04-14 21:30:50,816 INFO : TRAIN, epoch=0045, iter=00050/00196, fetch data time cost=1.44ms, fps=2023 images/s, loss=1.2294, top1-acc=64.15%, top5-acc=90.81%, remaining_time=0:00:19.211848, arrival_time=2021-04-14 21:31:10.027850, cost_time=0:00:06.579387 2021-04-14 21:30:52,082 INFO : TRAIN, epoch=0045, iter=00060/00196, fetch data time cost=1.60ms, fps=2022 images/s, loss=1.2306, top1-acc=64.17%, top5-acc=90.76%, remaining_time=0:00:17.784720, arrival_time=2021-04-14 21:31:09.867581, cost_time=0:00:07.846210 2021-04-14 21:30:53,336 INFO : TRAIN, epoch=0045, iter=00070/00196, fetch data time cost=1.62ms, fps=2043 images/s, loss=1.2358, top1-acc=64.16%, top5-acc=90.65%, remaining_time=0:00:16.379748, arrival_time=2021-04-14 21:31:09.716227, cost_time=0:00:09.099828 2021-04-14 21:30:54,589 INFO : TRAIN, epoch=0045, iter=00080/00196, fetch data time cost=1.58ms, fps=2044 images/s, loss=1.2301, top1-acc=64.33%, top5-acc=90.71%, remaining_time=0:00:15.012024, arrival_time=2021-04-14 21:31:09.601817, cost_time=0:00:10.353119 2021-04-14 21:30:55,840 INFO : TRAIN, epoch=0045, iter=00090/00196, fetch data time cost=1.36ms, fps=2049 images/s, loss=1.2353, top1-acc=64.09%, top5-acc=90.62%, remaining_time=0:00:13.666262, arrival_time=2021-04-14 21:31:09.506262, cost_time=0:00:11.603470 2021-04-14 21:30:57,101 INFO : TRAIN, epoch=0045, iter=00100/00196, fetch data time cost=2.13ms, fps=2031 images/s, loss=1.2391, top1-acc=64.05%, top5-acc=90.52%, remaining_time=0:00:12.349920, arrival_time=2021-04-14 21:31:09.451049, cost_time=0:00:12.864500 2021-04-14 21:30:58,355 INFO : TRAIN, epoch=0045, iter=00110/00196, fetch data time cost=1.65ms, fps=2043 images/s, loss=1.2377, top1-acc=64.14%, top5-acc=90.49%, remaining_time=0:00:11.038014, arrival_time=2021-04-14 21:31:09.392966, cost_time=0:00:14.118343 2021-04-14 21:30:59,611 INFO : TRAIN, epoch=0045, iter=00120/00196, fetch data time cost=1.31ms, fps=2039 images/s, loss=1.2355, top1-acc=64.11%, top5-acc=90.58%, remaining_time=0:00:09.737348, arrival_time=2021-04-14 21:31:09.348668, cost_time=0:00:15.374781 2021-04-14 21:31:00,863 INFO : TRAIN, epoch=0045, iter=00130/00196, fetch data time cost=1.42ms, fps=2045 images/s, loss=1.2353, top1-acc=64.05%, top5-acc=90.58%, remaining_time=0:00:08.441268, arrival_time=2021-04-14 21:31:09.304613, cost_time=0:00:16.626727 2021-04-14 21:31:02,119 INFO : TRAIN, epoch=0045, iter=00140/00196, fetch data time cost=1.52ms, fps=2040 images/s, loss=1.2381, top1-acc=63.90%, top5-acc=90.55%, remaining_time=0:00:07.152992, arrival_time=2021-04-14 21:31:09.271965, cost_time=0:00:17.882439 2021-04-14 21:31:03,366 INFO : TRAIN, epoch=0045, iter=00150/00196, fetch data time cost=1.33ms, fps=2053 images/s, loss=1.2383, top1-acc=63.89%, top5-acc=90.55%, remaining_time=0:00:05.866380, arrival_time=2021-04-14 21:31:09.232545, cost_time=0:00:19.129549 2021-04-14 21:31:04,611 INFO : TRAIN, epoch=0045, iter=00160/00196, fetch data time cost=1.37ms, fps=2056 images/s, loss=1.2391, top1-acc=63.86%, top5-acc=90.49%, remaining_time=0:00:04.584420, arrival_time=2021-04-14 21:31:09.196152, cost_time=0:00:20.375155 2021-04-14 21:31:05,874 INFO : TRAIN, epoch=0045, iter=00170/00196, fetch data time cost=1.45ms, fps=2029 images/s, loss=1.2418, top1-acc=63.87%, top5-acc=90.38%, remaining_time=0:00:03.309254, arrival_time=2021-04-14 21:31:09.183234, cost_time=0:00:21.637407 2021-04-14 21:31:07,134 INFO : TRAIN, epoch=0045, iter=00180/00196, fetch data time cost=1.50ms, fps=2031 images/s, loss=1.2464, top1-acc=63.73%, top5-acc=90.39%, remaining_time=0:00:02.035392, arrival_time=2021-04-14 21:31:09.170151, cost_time=0:00:22.898146 2021-04-14 21:31:08,400 INFO : TRAIN, epoch=0045, iter=00190/00196, fetch data time cost=1.42ms, fps=2024 images/s, loss=1.2474, top1-acc=63.70%, top5-acc=90.37%, remaining_time=0:00:00.763056, arrival_time=2021-04-14 21:31:09.163209, cost_time=0:00:24.163472 2021-04-14 21:31:09,083 INFO : TRAIN, epoch=0045, iter=00196/00196, fetch data time cost=1.57ms, fps=1992 images/s, loss=1.2463, top1-acc=63.73%, top5-acc=90.35%, remaining_time=0:00:00, arrival_time=2021-04-14 21:31:09.083669, cost_time=0:00:24.847074 2021-04-14 21:31:09,608 INFO : EVAL, epoch=0045, iter=00010/00040, fetch data time cost=6.72ms, fps=4892 images/s, loss=1.8941, top1-acc=49.14%, top5-acc=80.55%, remaining_time=0:00:01.570050, arrival_time=2021-04-14 21:31:11.178910, cost_time=0:00:00.523348 2021-04-14 21:31:09,997 INFO : EVAL, epoch=0045, iter=00020/00040, fetch data time cost=0.39ms, fps=6600 images/s, loss=1.8929, top1-acc=49.00%, top5-acc=80.66%, remaining_time=0:00:00.911600, arrival_time=2021-04-14 21:31:10.908713, cost_time=0:00:00.911607 2021-04-14 21:31:10,394 INFO : EVAL, epoch=0045, iter=00030/00040, fetch data time cost=1.74ms, fps=6453 images/s, loss=1.8881, top1-acc=49.22%, top5-acc=80.91%, remaining_time=0:00:00.436220, arrival_time=2021-04-14 21:31:10.830539, cost_time=0:00:01.308654 2021-04-14 21:31:10,781 INFO : EVAL, epoch=0045, iter=00040/00040, fetch data time cost=0.10ms, fps=6007 images/s, loss=1.8506, top1-acc=49.83%, top5-acc=81.13%, remaining_time=0:00:00, arrival_time=2021-04-14 21:31:10.781238, cost_time=0:00:01.695672 2021-04-14 21:31:10,891 INFO : Epoch=0045 complete, best val top1-acc=53.95%, top5-acc=83.36% (epoch=39), remaining_time=1:08:46.092405, arrival_time=2021-04-14 22:39:56.983938, cost_time=0:19:57.897785 2021-04-14 21:31:10,893 INFO : Train start, epoch=0046, lr=0.088020 2021-04-14 21:31:12,389 INFO : TRAIN, epoch=0046, iter=00010/00196, fetch data time cost=0.58ms, fps=1712 images/s, loss=1.1487, top1-acc=66.37%, top5-acc=92.54%, remaining_time=0:00:27.814254, arrival_time=2021-04-14 21:31:40.203710, cost_time=0:00:01.495393 2021-04-14 21:31:13,642 INFO : TRAIN, epoch=0046, iter=00020/00196, fetch data time cost=1.56ms, fps=2044 images/s, loss=1.1601, top1-acc=65.68%, top5-acc=92.27%, remaining_time=0:00:24.187152, arrival_time=2021-04-14 21:31:37.829636, cost_time=0:00:02.748535 2021-04-14 21:31:14,891 INFO : TRAIN, epoch=0046, iter=00030/00196, fetch data time cost=1.55ms, fps=2051 images/s, loss=1.1758, top1-acc=65.40%, top5-acc=91.86%, remaining_time=0:00:22.117508, arrival_time=2021-04-14 21:31:37.008698, cost_time=0:00:03.997154 2021-04-14 21:31:16,141 INFO : TRAIN, epoch=0046, iter=00040/00196, fetch data time cost=1.89ms, fps=2049 images/s, loss=1.1845, top1-acc=65.05%, top5-acc=91.58%, remaining_time=0:00:20.464548, arrival_time=2021-04-14 21:31:36.605892, cost_time=0:00:05.247325 2021-04-14 21:31:17,390 INFO : TRAIN, epoch=0046, iter=00050/00196, fetch data time cost=1.38ms, fps=2051 images/s, loss=1.1900, top1-acc=64.84%, top5-acc=91.46%, remaining_time=0:00:18.968320, arrival_time=2021-04-14 21:31:36.358365, cost_time=0:00:06.496004 2021-04-14 21:31:18,640 INFO : TRAIN, epoch=0046, iter=00060/00196, fetch data time cost=1.41ms, fps=2048 images/s, loss=1.1967, top1-acc=64.69%, top5-acc=91.32%, remaining_time=0:00:17.558688, arrival_time=2021-04-14 21:31:36.199136, cost_time=0:00:07.746460 2021-04-14 21:31:19,889 INFO : TRAIN, epoch=0046, iter=00070/00196, fetch data time cost=1.31ms, fps=2050 images/s, loss=1.1996, top1-acc=64.65%, top5-acc=91.18%, remaining_time=0:00:16.192134, arrival_time=2021-04-14 21:31:36.081814, cost_time=0:00:08.995625 2021-04-14 21:31:21,141 INFO : TRAIN, epoch=0046, iter=00080/00196, fetch data time cost=1.54ms, fps=2046 images/s, loss=1.2024, top1-acc=64.61%, top5-acc=91.10%, remaining_time=0:00:14.858440, arrival_time=2021-04-14 21:31:35.999599, cost_time=0:00:10.247210 2021-04-14 21:31:22,398 INFO : TRAIN, epoch=0046, iter=00090/00196, fetch data time cost=1.51ms, fps=2036 images/s, loss=1.2053, top1-acc=64.69%, top5-acc=91.03%, remaining_time=0:00:13.549980, arrival_time=2021-04-14 21:31:35.948708, cost_time=0:00:11.504715 2021-04-14 21:31:23,660 INFO : TRAIN, epoch=0046, iter=00100/00196, fetch data time cost=1.36ms, fps=2030 images/s, loss=1.2073, top1-acc=64.63%, top5-acc=91.00%, remaining_time=0:00:12.255360, arrival_time=2021-04-14 21:31:35.915345, cost_time=0:00:12.765998 2021-04-14 21:31:24,910 INFO : TRAIN, epoch=0046, iter=00110/00196, fetch data time cost=1.37ms, fps=2047 images/s, loss=1.2104, top1-acc=64.58%, top5-acc=90.92%, remaining_time=0:00:10.958722, arrival_time=2021-04-14 21:31:35.869612, cost_time=0:00:14.016942 2021-04-14 21:31:26,171 INFO : TRAIN, epoch=0046, iter=00120/00196, fetch data time cost=1.47ms, fps=2031 images/s, loss=1.2174, top1-acc=64.47%, top5-acc=90.78%, remaining_time=0:00:09.675864, arrival_time=2021-04-14 21:31:35.847503, cost_time=0:00:15.277630 2021-04-14 21:31:27,443 INFO : TRAIN, epoch=0046, iter=00130/00196, fetch data time cost=2.19ms, fps=2015 images/s, loss=1.2208, top1-acc=64.38%, top5-acc=90.78%, remaining_time=0:00:08.401734, arrival_time=2021-04-14 21:31:35.844745, cost_time=0:00:16.548857 2021-04-14 21:31:28,693 INFO : TRAIN, epoch=0046, iter=00140/00196, fetch data time cost=1.51ms, fps=2048 images/s, loss=1.2219, top1-acc=64.34%, top5-acc=90.76%, remaining_time=0:00:07.119896, arrival_time=2021-04-14 21:31:35.813590, cost_time=0:00:17.799745 2021-04-14 21:31:29,938 INFO : TRAIN, epoch=0046, iter=00150/00196, fetch data time cost=1.55ms, fps=2057 images/s, loss=1.2266, top1-acc=64.28%, top5-acc=90.63%, remaining_time=0:00:05.840436, arrival_time=2021-04-14 21:31:35.779282, cost_time=0:00:19.044894 2021-04-14 21:31:31,194 INFO : TRAIN, epoch=0046, iter=00160/00196, fetch data time cost=2.04ms, fps=2039 images/s, loss=1.2292, top1-acc=64.31%, top5-acc=90.55%, remaining_time=0:00:04.567680, arrival_time=2021-04-14 21:31:35.762474, cost_time=0:00:20.300724 2021-04-14 21:31:32,453 INFO : TRAIN, epoch=0046, iter=00170/00196, fetch data time cost=1.61ms, fps=2035 images/s, loss=1.2323, top1-acc=64.30%, top5-acc=90.50%, remaining_time=0:00:03.297320, arrival_time=2021-04-14 21:31:35.750702, cost_time=0:00:21.559356 2021-04-14 21:31:33,713 INFO : TRAIN, epoch=0046, iter=00180/00196, fetch data time cost=1.37ms, fps=2033 images/s, loss=1.2361, top1-acc=64.17%, top5-acc=90.45%, remaining_time=0:00:02.028384, arrival_time=2021-04-14 21:31:35.741592, cost_time=0:00:22.819241 2021-04-14 21:31:34,965 INFO : TRAIN, epoch=0046, iter=00190/00196, fetch data time cost=1.55ms, fps=2046 images/s, loss=1.2387, top1-acc=64.12%, top5-acc=90.42%, remaining_time=0:00:00.760140, arrival_time=2021-04-14 21:31:35.725130, cost_time=0:00:24.071036 2021-04-14 21:31:35,641 INFO : TRAIN, epoch=0046, iter=00196/00196, fetch data time cost=1.50ms, fps=2010 images/s, loss=1.2375, top1-acc=64.18%, top5-acc=90.45%, remaining_time=0:00:00, arrival_time=2021-04-14 21:31:35.641878, cost_time=0:00:24.747939 2021-04-14 21:31:36,228 INFO : EVAL, epoch=0046, iter=00010/00040, fetch data time cost=0.42ms, fps=4375 images/s, loss=1.8089, top1-acc=52.07%, top5-acc=81.41%, remaining_time=0:00:01.755330, arrival_time=2021-04-14 21:31:37.984052, cost_time=0:00:00.585106 2021-04-14 21:31:36,623 INFO : EVAL, epoch=0046, iter=00020/00040, fetch data time cost=2.41ms, fps=6488 images/s, loss=1.8327, top1-acc=50.98%, top5-acc=81.13%, remaining_time=0:00:00.980160, arrival_time=2021-04-14 21:31:37.603953, cost_time=0:00:00.980170 2021-04-14 21:31:37,020 INFO : EVAL, epoch=0046, iter=00030/00040, fetch data time cost=1.50ms, fps=6459 images/s, loss=1.8338, top1-acc=50.53%, top5-acc=81.08%, remaining_time=0:00:00.459020, arrival_time=2021-04-14 21:31:37.479644, cost_time=0:00:01.377054 2021-04-14 21:31:37,382 INFO : EVAL, epoch=0046, iter=00040/00040, fetch data time cost=0.07ms, fps=6422 images/s, loss=1.8427, top1-acc=50.41%, top5-acc=80.77%, remaining_time=0:00:00, arrival_time=2021-04-14 21:31:37.382307, cost_time=0:00:01.738687 2021-04-14 21:31:37,445 INFO : Epoch=0046 complete, best val top1-acc=53.95%, top5-acc=83.36% (epoch=39), remaining_time=1:08:19.251310, arrival_time=2021-04-14 22:39:56.696737, cost_time=0:20:24.451703 2021-04-14 21:31:37,446 INFO : Train start, epoch=0047, lr=0.087506 2021-04-14 21:31:38,876 INFO : TRAIN, epoch=0047, iter=00010/00196, fetch data time cost=1.50ms, fps=1791 images/s, loss=1.1608, top1-acc=66.76%, top5-acc=91.17%, remaining_time=0:00:26.592606, arrival_time=2021-04-14 21:32:05.469307, cost_time=0:00:01.429712 2021-04-14 21:31:40,127 INFO : TRAIN, epoch=0047, iter=00020/00196, fetch data time cost=1.31ms, fps=2048 images/s, loss=1.1449, top1-acc=66.72%, top5-acc=91.23%, remaining_time=0:00:23.587168, arrival_time=2021-04-14 21:32:03.714339, cost_time=0:00:02.680353 2021-04-14 21:31:41,377 INFO : TRAIN, epoch=0047, iter=00030/00196, fetch data time cost=1.40ms, fps=2049 images/s, loss=1.1661, top1-acc=65.95%, top5-acc=91.08%, remaining_time=0:00:21.747992, arrival_time=2021-04-14 21:32:03.125148, cost_time=0:00:03.930347 2021-04-14 21:31:42,634 INFO : TRAIN, epoch=0047, iter=00040/00196, fetch data time cost=1.52ms, fps=2037 images/s, loss=1.1745, top1-acc=65.62%, top5-acc=91.27%, remaining_time=0:00:20.231640, arrival_time=2021-04-14 21:32:02.866110, cost_time=0:00:05.187605 2021-04-14 21:31:43,885 INFO : TRAIN, epoch=0047, iter=00050/00196, fetch data time cost=1.32ms, fps=2047 images/s, loss=1.1954, top1-acc=65.15%, top5-acc=91.05%, remaining_time=0:00:18.800712, arrival_time=2021-04-14 21:32:02.686143, cost_time=0:00:06.438590 2021-04-14 21:31:45,145 INFO : TRAIN, epoch=0047, iter=00060/00196, fetch data time cost=1.54ms, fps=2032 images/s, loss=1.2018, top1-acc=65.01%, top5-acc=90.97%, remaining_time=0:00:17.450840, arrival_time=2021-04-14 21:32:02.596694, cost_time=0:00:07.698909 2021-04-14 21:31:46,395 INFO : TRAIN, epoch=0047, iter=00070/00196, fetch data time cost=1.55ms, fps=2050 images/s, loss=1.1956, top1-acc=65.13%, top5-acc=91.13%, remaining_time=0:00:16.107588, arrival_time=2021-04-14 21:32:02.503087, cost_time=0:00:08.948675 2021-04-14 21:31:47,652 INFO : TRAIN, epoch=0047, iter=00080/00196, fetch data time cost=1.50ms, fps=2038 images/s, loss=1.1993, top1-acc=64.92%, top5-acc=91.10%, remaining_time=0:00:14.798004, arrival_time=2021-04-14 21:32:02.450377, cost_time=0:00:10.205505 2021-04-14 21:31:48,915 INFO : TRAIN, epoch=0047, iter=00090/00196, fetch data time cost=1.75ms, fps=2028 images/s, loss=1.2051, top1-acc=64.84%, top5-acc=91.02%, remaining_time=0:00:13.507262, arrival_time=2021-04-14 21:32:02.422622, cost_time=0:00:11.468429 2021-04-14 21:31:50,165 INFO : TRAIN, epoch=0047, iter=00100/00196, fetch data time cost=1.41ms, fps=2049 images/s, loss=1.2071, top1-acc=64.66%, top5-acc=91.06%, remaining_time=0:00:12.209664, arrival_time=2021-04-14 21:32:02.375017, cost_time=0:00:12.718427 2021-04-14 21:31:51,418 INFO : TRAIN, epoch=0047, iter=00110/00196, fetch data time cost=1.53ms, fps=2044 images/s, loss=1.2112, top1-acc=64.52%, top5-acc=91.01%, remaining_time=0:00:10.923290, arrival_time=2021-04-14 21:32:02.341836, cost_time=0:00:13.971661 2021-04-14 21:31:52,670 INFO : TRAIN, epoch=0047, iter=00120/00196, fetch data time cost=1.56ms, fps=2045 images/s, loss=1.2147, top1-acc=64.44%, top5-acc=90.95%, remaining_time=0:00:09.641740, arrival_time=2021-04-14 21:32:02.312425, cost_time=0:00:15.223839 2021-04-14 21:31:53,937 INFO : TRAIN, epoch=0047, iter=00130/00196, fetch data time cost=1.46ms, fps=2022 images/s, loss=1.2180, top1-acc=64.27%, top5-acc=90.95%, remaining_time=0:00:08.372034, arrival_time=2021-04-14 21:32:02.309346, cost_time=0:00:16.490410 2021-04-14 21:31:55,197 INFO : TRAIN, epoch=0047, iter=00140/00196, fetch data time cost=1.61ms, fps=2033 images/s, loss=1.2225, top1-acc=64.33%, top5-acc=90.83%, remaining_time=0:00:07.099960, arrival_time=2021-04-14 21:32:02.296880, cost_time=0:00:17.749969 2021-04-14 21:31:56,446 INFO : TRAIN, epoch=0047, iter=00150/00196, fetch data time cost=1.55ms, fps=2049 images/s, loss=1.2274, top1-acc=64.15%, top5-acc=90.80%, remaining_time=0:00:05.826682, arrival_time=2021-04-14 21:32:02.273519, cost_time=0:00:19.000023 2021-04-14 21:31:57,709 INFO : TRAIN, epoch=0047, iter=00160/00196, fetch data time cost=1.41ms, fps=2028 images/s, loss=1.2277, top1-acc=64.14%, top5-acc=90.78%, remaining_time=0:00:04.559148, arrival_time=2021-04-14 21:32:02.268961, cost_time=0:00:20.262924 2021-04-14 21:31:58,959 INFO : TRAIN, epoch=0047, iter=00170/00196, fetch data time cost=1.43ms, fps=2049 images/s, loss=1.2274, top1-acc=64.16%, top5-acc=90.72%, remaining_time=0:00:03.290170, arrival_time=2021-04-14 21:32:02.249591, cost_time=0:00:21.512598 2021-04-14 21:32:00,209 INFO : TRAIN, epoch=0047, iter=00180/00196, fetch data time cost=1.97ms, fps=2049 images/s, loss=1.2275, top1-acc=64.13%, top5-acc=90.69%, remaining_time=0:00:02.023312, arrival_time=2021-04-14 21:32:02.232409, cost_time=0:00:22.762226 2021-04-14 21:32:01,461 INFO : TRAIN, epoch=0047, iter=00190/00196, fetch data time cost=1.45ms, fps=2045 images/s, loss=1.2283, top1-acc=64.10%, top5-acc=90.65%, remaining_time=0:00:00.758346, arrival_time=2021-04-14 21:32:02.219492, cost_time=0:00:24.014303 2021-04-14 21:32:02,143 INFO : TRAIN, epoch=0047, iter=00196/00196, fetch data time cost=1.31ms, fps=1995 images/s, loss=1.2289, top1-acc=64.10%, top5-acc=90.64%, remaining_time=0:00:00, arrival_time=2021-04-14 21:32:02.143350, cost_time=0:00:24.696550 2021-04-14 21:32:02,735 INFO : EVAL, epoch=0047, iter=00010/00040, fetch data time cost=0.38ms, fps=4338 images/s, loss=1.7964, top1-acc=52.30%, top5-acc=81.64%, remaining_time=0:00:01.770390, arrival_time=2021-04-14 21:32:04.505714, cost_time=0:00:00.590126 2021-04-14 21:32:03,124 INFO : EVAL, epoch=0047, iter=00020/00040, fetch data time cost=2.26ms, fps=6586 images/s, loss=1.8092, top1-acc=51.23%, top5-acc=81.45%, remaining_time=0:00:00.979240, arrival_time=2021-04-14 21:32:04.103684, cost_time=0:00:00.979247 2021-04-14 21:32:03,513 INFO : EVAL, epoch=0047, iter=00030/00040, fetch data time cost=2.59ms, fps=6588 images/s, loss=1.8174, top1-acc=50.95%, top5-acc=81.33%, remaining_time=0:00:00.456090, arrival_time=2021-04-14 21:32:03.969607, cost_time=0:00:01.368280 2021-04-14 21:32:03,874 INFO : EVAL, epoch=0047, iter=00040/00040, fetch data time cost=0.07ms, fps=6432 images/s, loss=1.8304, top1-acc=50.59%, top5-acc=81.18%, remaining_time=0:00:00, arrival_time=2021-04-14 21:32:03.874566, cost_time=0:00:01.729419 2021-04-14 21:32:03,978 INFO : Epoch=0047 complete, best val top1-acc=53.95%, top5-acc=83.36% (epoch=39), remaining_time=1:07:52.352958, arrival_time=2021-04-14 22:39:56.330933, cost_time=0:20:50.984247 2021-04-14 21:32:03,979 INFO : Train start, epoch=0048, lr=0.086982 2021-04-14 21:32:05,436 INFO : TRAIN, epoch=0048, iter=00010/00196, fetch data time cost=1.45ms, fps=1757 images/s, loss=1.1856, top1-acc=66.25%, top5-acc=90.90%, remaining_time=0:00:27.097968, arrival_time=2021-04-14 21:32:32.534349, cost_time=0:00:01.456880 2021-04-14 21:32:06,693 INFO : TRAIN, epoch=0048, iter=00020/00196, fetch data time cost=1.53ms, fps=2037 images/s, loss=1.1798, top1-acc=66.31%, top5-acc=90.90%, remaining_time=0:00:23.882848, arrival_time=2021-04-14 21:32:30.576245, cost_time=0:00:02.713958 2021-04-14 21:32:07,951 INFO : TRAIN, epoch=0048, iter=00030/00196, fetch data time cost=2.04ms, fps=2035 images/s, loss=1.1689, top1-acc=66.21%, top5-acc=91.33%, remaining_time=0:00:21.978732, arrival_time=2021-04-14 21:32:29.930325, cost_time=0:00:03.972072 2021-04-14 21:32:09,236 INFO : TRAIN, epoch=0048, iter=00040/00196, fetch data time cost=2.06ms, fps=1993 images/s, loss=1.1904, top1-acc=65.61%, top5-acc=91.28%, remaining_time=0:00:20.501676, arrival_time=2021-04-14 21:32:29.738126, cost_time=0:00:05.256843 2021-04-14 21:32:10,504 INFO : TRAIN, epoch=0048, iter=00050/00196, fetch data time cost=1.71ms, fps=2021 images/s, loss=1.1919, top1-acc=65.65%, top5-acc=91.20%, remaining_time=0:00:19.051248, arrival_time=2021-04-14 21:32:29.555213, cost_time=0:00:06.524375 2021-04-14 21:32:11,766 INFO : TRAIN, epoch=0048, iter=00060/00196, fetch data time cost=2.31ms, fps=2028 images/s, loss=1.2003, top1-acc=65.50%, top5-acc=91.02%, remaining_time=0:00:17.651168, arrival_time=2021-04-14 21:32:29.417963, cost_time=0:00:07.787265 2021-04-14 21:32:13,025 INFO : TRAIN, epoch=0048, iter=00070/00196, fetch data time cost=2.12ms, fps=2035 images/s, loss=1.2067, top1-acc=65.28%, top5-acc=90.90%, remaining_time=0:00:16.282098, arrival_time=2021-04-14 21:32:29.307362, cost_time=0:00:09.045612 2021-04-14 21:32:14,282 INFO : TRAIN, epoch=0048, iter=00080/00196, fetch data time cost=1.35ms, fps=2038 images/s, loss=1.2114, top1-acc=65.17%, top5-acc=90.89%, remaining_time=0:00:14.938944, arrival_time=2021-04-14 21:32:29.221347, cost_time=0:00:10.302707 2021-04-14 21:32:15,544 INFO : TRAIN, epoch=0048, iter=00090/00196, fetch data time cost=1.41ms, fps=2030 images/s, loss=1.2095, top1-acc=65.15%, top5-acc=90.97%, remaining_time=0:00:13.620470, arrival_time=2021-04-14 21:32:29.164507, cost_time=0:00:11.564559 2021-04-14 21:32:16,800 INFO : TRAIN, epoch=0048, iter=00100/00196, fetch data time cost=1.63ms, fps=2038 images/s, loss=1.2112, top1-acc=65.09%, top5-acc=90.99%, remaining_time=0:00:12.308352, arrival_time=2021-04-14 21:32:29.109133, cost_time=0:00:12.821213 2021-04-14 21:32:18,046 INFO : TRAIN, epoch=0048, iter=00110/00196, fetch data time cost=1.43ms, fps=2055 images/s, loss=1.2172, top1-acc=64.87%, top5-acc=90.94%, remaining_time=0:00:10.998196, arrival_time=2021-04-14 21:32:29.045090, cost_time=0:00:14.067453 2021-04-14 21:32:19,304 INFO : TRAIN, epoch=0048, iter=00120/00196, fetch data time cost=1.48ms, fps=2037 images/s, loss=1.2164, top1-acc=64.84%, top5-acc=90.99%, remaining_time=0:00:09.705656, arrival_time=2021-04-14 21:32:29.009902, cost_time=0:00:15.324690 2021-04-14 21:32:20,549 INFO : TRAIN, epoch=0048, iter=00130/00196, fetch data time cost=1.37ms, fps=2057 images/s, loss=1.2159, top1-acc=64.80%, top5-acc=90.98%, remaining_time=0:00:08.412360, arrival_time=2021-04-14 21:32:28.961567, cost_time=0:00:16.569750 2021-04-14 21:32:21,802 INFO : TRAIN, epoch=0048, iter=00140/00196, fetch data time cost=1.42ms, fps=2044 images/s, loss=1.2146, top1-acc=64.80%, top5-acc=90.94%, remaining_time=0:00:07.128968, arrival_time=2021-04-14 21:32:28.930901, cost_time=0:00:17.822391 2021-04-14 21:32:23,055 INFO : TRAIN, epoch=0048, iter=00150/00196, fetch data time cost=1.40ms, fps=2043 images/s, loss=1.2167, top1-acc=64.75%, top5-acc=90.94%, remaining_time=0:00:05.849958, arrival_time=2021-04-14 21:32:28.905346, cost_time=0:00:19.075935 2021-04-14 21:32:24,312 INFO : TRAIN, epoch=0048, iter=00160/00196, fetch data time cost=1.51ms, fps=2038 images/s, loss=1.2216, top1-acc=64.62%, top5-acc=90.82%, remaining_time=0:00:04.574808, arrival_time=2021-04-14 21:32:28.886805, cost_time=0:00:20.332512 2021-04-14 21:32:25,564 INFO : TRAIN, epoch=0048, iter=00170/00196, fetch data time cost=1.40ms, fps=2044 images/s, loss=1.2239, top1-acc=64.54%, top5-acc=90.78%, remaining_time=0:00:03.301272, arrival_time=2021-04-14 21:32:28.865990, cost_time=0:00:21.585196 2021-04-14 21:32:26,823 INFO : TRAIN, epoch=0048, iter=00180/00196, fetch data time cost=1.75ms, fps=2034 images/s, loss=1.2264, top1-acc=64.42%, top5-acc=90.77%, remaining_time=0:00:02.030592, arrival_time=2021-04-14 21:32:28.854188, cost_time=0:00:22.844094 2021-04-14 21:32:28,089 INFO : TRAIN, epoch=0048, iter=00190/00196, fetch data time cost=1.40ms, fps=2023 images/s, loss=1.2291, top1-acc=64.36%, top5-acc=90.71%, remaining_time=0:00:00.761370, arrival_time=2021-04-14 21:32:28.850999, cost_time=0:00:24.110125 2021-04-14 21:32:28,776 INFO : TRAIN, epoch=0048, iter=00196/00196, fetch data time cost=1.40ms, fps=1981 images/s, loss=1.2296, top1-acc=64.32%, top5-acc=90.72%, remaining_time=0:00:00, arrival_time=2021-04-14 21:32:28.776677, cost_time=0:00:24.797193 2021-04-14 21:32:29,339 INFO : EVAL, epoch=0048, iter=00010/00040, fetch data time cost=7.74ms, fps=4574 images/s, loss=1.6703, top1-acc=55.51%, top5-acc=83.59%, remaining_time=0:00:01.678950, arrival_time=2021-04-14 21:32:31.018391, cost_time=0:00:00.559650 2021-04-14 21:32:29,748 INFO : EVAL, epoch=0048, iter=00020/00040, fetch data time cost=0.43ms, fps=6266 images/s, loss=1.6854, top1-acc=54.34%, top5-acc=83.65%, remaining_time=0:00:00.968820, arrival_time=2021-04-14 21:32:30.717368, cost_time=0:00:00.968823 2021-04-14 21:32:30,180 INFO : EVAL, epoch=0048, iter=00030/00040, fetch data time cost=0.31ms, fps=5935 images/s, loss=1.6704, top1-acc=54.18%, top5-acc=83.93%, remaining_time=0:00:00.466950, arrival_time=2021-04-14 21:32:30.647568, cost_time=0:00:01.400860 2021-04-14 21:32:30,544 INFO : EVAL, epoch=0048, iter=00040/00040, fetch data time cost=0.11ms, fps=6384 images/s, loss=1.6710, top1-acc=53.80%, top5-acc=83.88%, remaining_time=0:00:00, arrival_time=2021-04-14 21:32:30.544573, cost_time=0:00:01.764858 2021-04-14 21:32:30,610 INFO : Epoch=0048 complete, best val top1-acc=53.95%, top5-acc=83.36% (epoch=39), remaining_time=1:07:25.785672, arrival_time=2021-04-14 22:39:56.395935, cost_time=0:21:17.616532 2021-04-14 21:32:30,611 INFO : Train start, epoch=0049, lr=0.086448 2021-04-14 21:32:32,094 INFO : TRAIN, epoch=0049, iter=00010/00196, fetch data time cost=0.25ms, fps=1727 images/s, loss=1.1776, top1-acc=65.47%, top5-acc=91.48%, remaining_time=0:00:27.570594, arrival_time=2021-04-14 21:32:59.664822, cost_time=0:00:01.482287 2021-04-14 21:32:33,355 INFO : TRAIN, epoch=0049, iter=00020/00196, fetch data time cost=1.46ms, fps=2031 images/s, loss=1.1993, top1-acc=64.80%, top5-acc=90.98%, remaining_time=0:00:24.146320, arrival_time=2021-04-14 21:32:57.502016, cost_time=0:00:02.743896 2021-04-14 21:32:34,607 INFO : TRAIN, epoch=0049, iter=00030/00196, fetch data time cost=1.44ms, fps=2046 images/s, loss=1.1780, top1-acc=65.52%, top5-acc=91.16%, remaining_time=0:00:22.110038, arrival_time=2021-04-14 21:32:56.717685, cost_time=0:00:03.995801 2021-04-14 21:32:35,863 INFO : TRAIN, epoch=0049, iter=00040/00196, fetch data time cost=1.35ms, fps=2040 images/s, loss=1.1676, top1-acc=65.63%, top5-acc=91.23%, remaining_time=0:00:20.479992, arrival_time=2021-04-14 21:32:56.343117, cost_time=0:00:05.251287 2021-04-14 21:32:37,118 INFO : TRAIN, epoch=0049, iter=00050/00196, fetch data time cost=1.39ms, fps=2040 images/s, loss=1.1630, top1-acc=65.77%, top5-acc=91.37%, remaining_time=0:00:19.000002, arrival_time=2021-04-14 21:32:56.118743, cost_time=0:00:06.506864 2021-04-14 21:32:38,379 INFO : TRAIN, epoch=0049, iter=00060/00196, fetch data time cost=1.46ms, fps=2032 images/s, loss=1.1730, top1-acc=65.29%, top5-acc=91.35%, remaining_time=0:00:17.605744, arrival_time=2021-04-14 21:32:55.984754, cost_time=0:00:07.767221 2021-04-14 21:32:39,637 INFO : TRAIN, epoch=0049, iter=00070/00196, fetch data time cost=1.44ms, fps=2036 images/s, loss=1.1787, top1-acc=65.17%, top5-acc=91.24%, remaining_time=0:00:16.245306, arrival_time=2021-04-14 21:32:55.882384, cost_time=0:00:09.025176 2021-04-14 21:32:40,889 INFO : TRAIN, epoch=0049, iter=00080/00196, fetch data time cost=1.92ms, fps=2045 images/s, loss=1.1828, top1-acc=65.13%, top5-acc=91.20%, remaining_time=0:00:14.902520, arrival_time=2021-04-14 21:32:55.791934, cost_time=0:00:10.277623 2021-04-14 21:32:42,139 INFO : TRAIN, epoch=0049, iter=00090/00196, fetch data time cost=1.33ms, fps=2049 images/s, loss=1.1865, top1-acc=64.93%, top5-acc=91.19%, remaining_time=0:00:13.577010, arrival_time=2021-04-14 21:32:55.716417, cost_time=0:00:11.527646 2021-04-14 21:32:43,401 INFO : TRAIN, epoch=0049, iter=00100/00196, fetch data time cost=1.46ms, fps=2030 images/s, loss=1.1922, top1-acc=64.69%, top5-acc=91.13%, remaining_time=0:00:12.277440, arrival_time=2021-04-14 21:32:55.678351, cost_time=0:00:12.788981 2021-04-14 21:32:44,661 INFO : TRAIN, epoch=0049, iter=00110/00196, fetch data time cost=1.47ms, fps=2033 images/s, loss=1.1987, top1-acc=64.65%, top5-acc=90.99%, remaining_time=0:00:10.984006, arrival_time=2021-04-14 21:32:55.645041, cost_time=0:00:14.049284 2021-04-14 21:32:45,910 INFO : TRAIN, epoch=0049, iter=00120/00196, fetch data time cost=1.47ms, fps=2050 images/s, loss=1.1998, top1-acc=64.70%, top5-acc=90.96%, remaining_time=0:00:09.689088, arrival_time=2021-04-14 21:32:55.599452, cost_time=0:00:15.298550 2021-04-14 21:32:47,156 INFO : TRAIN, epoch=0049, iter=00130/00196, fetch data time cost=1.54ms, fps=2055 images/s, loss=1.2014, top1-acc=64.74%, top5-acc=90.90%, remaining_time=0:00:08.399688, arrival_time=2021-04-14 21:32:55.556337, cost_time=0:00:16.544858 2021-04-14 21:32:48,400 INFO : TRAIN, epoch=0049, iter=00140/00196, fetch data time cost=1.43ms, fps=2059 images/s, loss=1.2051, top1-acc=64.65%, top5-acc=90.85%, remaining_time=0:00:07.115472, arrival_time=2021-04-14 21:32:55.515866, cost_time=0:00:17.788632 2021-04-14 21:32:49,648 INFO : TRAIN, epoch=0049, iter=00150/00196, fetch data time cost=1.57ms, fps=2052 images/s, loss=1.2144, top1-acc=64.41%, top5-acc=90.79%, remaining_time=0:00:05.837952, arrival_time=2021-04-14 21:32:55.486664, cost_time=0:00:19.036836 2021-04-14 21:32:50,913 INFO : TRAIN, epoch=0049, iter=00160/00196, fetch data time cost=2.64ms, fps=2025 images/s, loss=1.2146, top1-acc=64.43%, top5-acc=90.75%, remaining_time=0:00:04.567824, arrival_time=2021-04-14 21:32:55.481189, cost_time=0:00:20.301512 2021-04-14 21:32:52,179 INFO : TRAIN, epoch=0049, iter=00170/00196, fetch data time cost=1.42ms, fps=2023 images/s, loss=1.2145, top1-acc=64.39%, top5-acc=90.78%, remaining_time=0:00:03.298620, arrival_time=2021-04-14 21:32:55.478255, cost_time=0:00:21.567871 2021-04-14 21:32:53,430 INFO : TRAIN, epoch=0049, iter=00180/00196, fetch data time cost=1.42ms, fps=2047 images/s, loss=1.2187, top1-acc=64.30%, top5-acc=90.74%, remaining_time=0:00:02.028336, arrival_time=2021-04-14 21:32:55.458914, cost_time=0:00:22.818774 2021-04-14 21:32:54,684 INFO : TRAIN, epoch=0049, iter=00190/00196, fetch data time cost=1.70ms, fps=2042 images/s, loss=1.2209, top1-acc=64.22%, top5-acc=90.73%, remaining_time=0:00:00.760194, arrival_time=2021-04-14 21:32:55.444860, cost_time=0:00:24.072816 2021-04-14 21:32:55,379 INFO : TRAIN, epoch=0049, iter=00196/00196, fetch data time cost=1.68ms, fps=1958 images/s, loss=1.2252, top1-acc=64.11%, top5-acc=90.67%, remaining_time=0:00:00, arrival_time=2021-04-14 21:32:55.379533, cost_time=0:00:24.767752 2021-04-14 21:32:55,965 INFO : EVAL, epoch=0049, iter=00010/00040, fetch data time cost=1.88ms, fps=4387 images/s, loss=1.7643, top1-acc=53.09%, top5-acc=83.05%, remaining_time=0:00:01.750500, arrival_time=2021-04-14 21:32:57.715451, cost_time=0:00:00.583496 2021-04-14 21:32:56,361 INFO : EVAL, epoch=0049, iter=00020/00040, fetch data time cost=1.29ms, fps=6461 images/s, loss=1.7371, top1-acc=52.54%, top5-acc=83.63%, remaining_time=0:00:00.980180, arrival_time=2021-04-14 21:32:57.341787, cost_time=0:00:00.980176 2021-04-14 21:32:56,752 INFO : EVAL, epoch=0049, iter=00030/00040, fetch data time cost=1.49ms, fps=6554 images/s, loss=1.7399, top1-acc=52.60%, top5-acc=82.96%, remaining_time=0:00:00.457050, arrival_time=2021-04-14 21:32:57.209624, cost_time=0:00:01.371154 2021-04-14 21:32:57,113 INFO : EVAL, epoch=0049, iter=00040/00040, fetch data time cost=0.05ms, fps=6436 images/s, loss=1.7411, top1-acc=52.32%, top5-acc=82.83%, remaining_time=0:00:00, arrival_time=2021-04-14 21:32:57.113388, cost_time=0:00:01.732004 2021-04-14 21:32:57,196 INFO : Epoch=0049 complete, best val top1-acc=53.95%, top5-acc=83.36% (epoch=39), remaining_time=1:06:59.072927, arrival_time=2021-04-14 22:39:56.269100, cost_time=0:21:44.202453 2021-04-14 21:32:57,197 INFO : Train start, epoch=0050, lr=0.085906 2021-04-14 21:32:58,638 INFO : TRAIN, epoch=0050, iter=00010/00196, fetch data time cost=2.17ms, fps=1777 images/s, loss=1.2550, top1-acc=62.58%, top5-acc=90.55%, remaining_time=0:00:26.791068, arrival_time=2021-04-14 21:33:25.429102, cost_time=0:00:01.440378 2021-04-14 21:32:59,897 INFO : TRAIN, epoch=0050, iter=00020/00196, fetch data time cost=1.68ms, fps=2033 images/s, loss=1.2393, top1-acc=63.46%, top5-acc=90.53%, remaining_time=0:00:23.761232, arrival_time=2021-04-14 21:33:23.659018, cost_time=0:00:02.700147 2021-04-14 21:33:01,145 INFO : TRAIN, epoch=0050, iter=00030/00196, fetch data time cost=1.35ms, fps=2052 images/s, loss=1.2132, top1-acc=64.32%, top5-acc=91.03%, remaining_time=0:00:21.846430, arrival_time=2021-04-14 21:33:22.992258, cost_time=0:00:03.948136 2021-04-14 21:33:02,403 INFO : TRAIN, epoch=0050, iter=00040/00196, fetch data time cost=2.28ms, fps=2036 images/s, loss=1.2056, top1-acc=64.82%, top5-acc=91.06%, remaining_time=0:00:20.303400, arrival_time=2021-04-14 21:33:22.707041, cost_time=0:00:05.206013 2021-04-14 21:33:03,651 INFO : TRAIN, epoch=0050, iter=00050/00196, fetch data time cost=1.33ms, fps=2052 images/s, loss=1.2049, top1-acc=65.02%, top5-acc=91.08%, remaining_time=0:00:18.845096, arrival_time=2021-04-14 21:33:22.496510, cost_time=0:00:06.453801 2021-04-14 21:33:04,904 INFO : TRAIN, epoch=0050, iter=00060/00196, fetch data time cost=1.40ms, fps=2043 images/s, loss=1.2073, top1-acc=64.94%, top5-acc=90.96%, remaining_time=0:00:17.469472, arrival_time=2021-04-14 21:33:22.374209, cost_time=0:00:07.707115 2021-04-14 21:33:06,153 INFO : TRAIN, epoch=0050, iter=00070/00196, fetch data time cost=1.42ms, fps=2051 images/s, loss=1.2053, top1-acc=64.83%, top5-acc=91.04%, remaining_time=0:00:16.120062, arrival_time=2021-04-14 21:33:22.273276, cost_time=0:00:08.955597 2021-04-14 21:33:07,409 INFO : TRAIN, epoch=0050, iter=00080/00196, fetch data time cost=2.16ms, fps=2038 images/s, loss=1.2032, top1-acc=64.84%, top5-acc=91.09%, remaining_time=0:00:14.807632, arrival_time=2021-04-14 21:33:22.217473, cost_time=0:00:10.212141 2021-04-14 21:33:08,661 INFO : TRAIN, epoch=0050, iter=00090/00196, fetch data time cost=1.43ms, fps=2046 images/s, loss=1.2064, top1-acc=64.67%, top5-acc=91.00%, remaining_time=0:00:13.501750, arrival_time=2021-04-14 21:33:22.163136, cost_time=0:00:11.463756 2021-04-14 21:33:09,914 INFO : TRAIN, epoch=0050, iter=00100/00196, fetch data time cost=1.56ms, fps=2043 images/s, loss=1.2073, top1-acc=64.75%, top5-acc=90.97%, remaining_time=0:00:12.208512, arrival_time=2021-04-14 21:33:22.123290, cost_time=0:00:12.717176 2021-04-14 21:33:11,174 INFO : TRAIN, epoch=0050, iter=00110/00196, fetch data time cost=1.87ms, fps=2033 images/s, loss=1.2087, top1-acc=64.70%, top5-acc=90.93%, remaining_time=0:00:10.927160, arrival_time=2021-04-14 21:33:22.101425, cost_time=0:00:13.976651 2021-04-14 21:33:12,457 INFO : TRAIN, epoch=0050, iter=00120/00196, fetch data time cost=1.37ms, fps=1995 images/s, loss=1.2127, top1-acc=64.69%, top5-acc=90.86%, remaining_time=0:00:09.664844, arrival_time=2021-04-14 21:33:22.122684, cost_time=0:00:15.260222 2021-04-14 21:33:13,704 INFO : TRAIN, epoch=0050, iter=00130/00196, fetch data time cost=1.31ms, fps=2054 images/s, loss=1.2159, top1-acc=64.54%, top5-acc=90.78%, remaining_time=0:00:08.380548, arrival_time=2021-04-14 21:33:22.085248, cost_time=0:00:16.507095 2021-04-14 21:33:14,958 INFO : TRAIN, epoch=0050, iter=00140/00196, fetch data time cost=1.33ms, fps=2042 images/s, loss=1.2177, top1-acc=64.47%, top5-acc=90.73%, remaining_time=0:00:07.104384, arrival_time=2021-04-14 21:33:22.062989, cost_time=0:00:17.760927 2021-04-14 21:33:16,218 INFO : TRAIN, epoch=0050, iter=00150/00196, fetch data time cost=1.36ms, fps=2032 images/s, loss=1.2175, top1-acc=64.47%, top5-acc=90.72%, remaining_time=0:00:05.833122, arrival_time=2021-04-14 21:33:22.051850, cost_time=0:00:19.021088 2021-04-14 21:33:17,472 INFO : TRAIN, epoch=0050, iter=00160/00196, fetch data time cost=1.38ms, fps=2042 images/s, loss=1.2191, top1-acc=64.43%, top5-acc=90.69%, remaining_time=0:00:04.561920, arrival_time=2021-04-14 21:33:22.034704, cost_time=0:00:20.275161 2021-04-14 21:33:18,725 INFO : TRAIN, epoch=0050, iter=00170/00196, fetch data time cost=1.47ms, fps=2045 images/s, loss=1.2189, top1-acc=64.46%, top5-acc=90.73%, remaining_time=0:00:03.292432, arrival_time=2021-04-14 21:33:22.017589, cost_time=0:00:21.527504 2021-04-14 21:33:19,974 INFO : TRAIN, epoch=0050, iter=00180/00196, fetch data time cost=1.44ms, fps=2050 images/s, loss=1.2223, top1-acc=64.35%, top5-acc=90.70%, remaining_time=0:00:02.024592, arrival_time=2021-04-14 21:33:21.998919, cost_time=0:00:22.776718 2021-04-14 21:33:21,223 INFO : TRAIN, epoch=0050, iter=00190/00196, fetch data time cost=1.23ms, fps=2054 images/s, loss=1.2237, top1-acc=64.32%, top5-acc=90.68%, remaining_time=0:00:00.758700, arrival_time=2021-04-14 21:33:21.981884, cost_time=0:00:24.025584 2021-04-14 21:33:21,900 INFO : TRAIN, epoch=0050, iter=00196/00196, fetch data time cost=1.66ms, fps=2010 images/s, loss=1.2260, top1-acc=64.27%, top5-acc=90.66%, remaining_time=0:00:00, arrival_time=2021-04-14 21:33:21.900291, cost_time=0:00:24.702681 2021-04-14 21:33:22,461 INFO : EVAL, epoch=0050, iter=00010/00040, fetch data time cost=0.42ms, fps=4579 images/s, loss=1.8448, top1-acc=50.62%, top5-acc=80.27%, remaining_time=0:00:01.677030, arrival_time=2021-04-14 21:33:24.138196, cost_time=0:00:00.559008 2021-04-14 21:33:22,852 INFO : EVAL, epoch=0050, iter=00020/00040, fetch data time cost=1.95ms, fps=6546 images/s, loss=1.8520, top1-acc=50.49%, top5-acc=80.08%, remaining_time=0:00:00.950560, arrival_time=2021-04-14 21:33:23.803266, cost_time=0:00:00.950554 2021-04-14 21:33:23,243 INFO : EVAL, epoch=0050, iter=00030/00040, fetch data time cost=1.93ms, fps=6554 images/s, loss=1.8244, top1-acc=50.60%, top5-acc=80.66%, remaining_time=0:00:00.447220, arrival_time=2021-04-14 21:33:23.691031, cost_time=0:00:01.341665 2021-04-14 21:33:23,602 INFO : EVAL, epoch=0050, iter=00040/00040, fetch data time cost=0.07ms, fps=6470 images/s, loss=1.8451, top1-acc=50.82%, top5-acc=80.46%, remaining_time=0:00:00, arrival_time=2021-04-14 21:33:23.602801, cost_time=0:00:01.700706 2021-04-14 21:33:23,675 INFO : Epoch=0050 complete, best val top1-acc=53.95%, top5-acc=83.36% (epoch=39), remaining_time=1:06:32.045250, arrival_time=2021-04-14 22:39:55.720729, cost_time=0:22:10.681727 2021-04-14 21:33:23,677 INFO : Train start, epoch=0051, lr=0.085355 2021-04-14 21:33:25,100 INFO : TRAIN, epoch=0051, iter=00010/00196, fetch data time cost=1.84ms, fps=1800 images/s, loss=1.1954, top1-acc=65.47%, top5-acc=90.78%, remaining_time=0:00:26.453478, arrival_time=2021-04-14 21:33:51.553477, cost_time=0:00:01.422228 2021-04-14 21:33:26,359 INFO : TRAIN, epoch=0051, iter=00020/00196, fetch data time cost=1.82ms, fps=2033 images/s, loss=1.1973, top1-acc=64.88%, top5-acc=91.19%, remaining_time=0:00:23.598432, arrival_time=2021-04-14 21:33:49.957981, cost_time=0:00:02.681639 2021-04-14 21:33:27,616 INFO : TRAIN, epoch=0051, iter=00030/00196, fetch data time cost=1.91ms, fps=2037 images/s, loss=1.1902, top1-acc=65.51%, top5-acc=90.96%, remaining_time=0:00:21.796132, arrival_time=2021-04-14 21:33:49.412967, cost_time=0:00:03.939070 2021-04-14 21:33:28,863 INFO : TRAIN, epoch=0051, iter=00040/00196, fetch data time cost=1.46ms, fps=2055 images/s, loss=1.1932, top1-acc=65.24%, top5-acc=91.07%, remaining_time=0:00:20.222748, arrival_time=2021-04-14 21:33:49.085847, cost_time=0:00:05.185339 2021-04-14 21:33:30,112 INFO : TRAIN, epoch=0051, iter=00050/00196, fetch data time cost=1.33ms, fps=2049 images/s, loss=1.1970, top1-acc=65.23%, top5-acc=91.27%, remaining_time=0:00:18.790638, arrival_time=2021-04-14 21:33:48.903555, cost_time=0:00:06.435161 2021-04-14 21:33:31,363 INFO : TRAIN, epoch=0051, iter=00060/00196, fetch data time cost=1.60ms, fps=2048 images/s, loss=1.1992, top1-acc=65.12%, top5-acc=91.23%, remaining_time=0:00:17.420240, arrival_time=2021-04-14 21:33:48.783370, cost_time=0:00:07.685379 2021-04-14 21:33:32,622 INFO : TRAIN, epoch=0051, iter=00070/00196, fetch data time cost=2.12ms, fps=2034 images/s, loss=1.1976, top1-acc=65.26%, top5-acc=91.18%, remaining_time=0:00:16.099902, arrival_time=2021-04-14 21:33:48.722029, cost_time=0:00:08.944365 2021-04-14 21:33:33,870 INFO : TRAIN, epoch=0051, iter=00080/00196, fetch data time cost=1.55ms, fps=2051 images/s, loss=1.1998, top1-acc=65.10%, top5-acc=91.13%, remaining_time=0:00:14.779908, arrival_time=2021-04-14 21:33:48.650719, cost_time=0:00:10.193049 2021-04-14 21:33:35,120 INFO : TRAIN, epoch=0051, iter=00090/00196, fetch data time cost=1.45ms, fps=2050 images/s, loss=1.2026, top1-acc=65.05%, top5-acc=91.02%, remaining_time=0:00:13.476416, arrival_time=2021-04-14 21:33:48.596398, cost_time=0:00:11.442228 2021-04-14 21:33:36,370 INFO : TRAIN, epoch=0051, iter=00100/00196, fetch data time cost=1.36ms, fps=2047 images/s, loss=1.2009, top1-acc=65.04%, top5-acc=91.04%, remaining_time=0:00:12.185376, arrival_time=2021-04-14 21:33:48.556233, cost_time=0:00:12.693093 2021-04-14 21:33:37,625 INFO : TRAIN, epoch=0051, iter=00110/00196, fetch data time cost=1.33ms, fps=2041 images/s, loss=1.2020, top1-acc=64.99%, top5-acc=91.03%, remaining_time=0:00:10.904542, arrival_time=2021-04-14 21:33:48.530099, cost_time=0:00:13.947666 2021-04-14 21:33:38,880 INFO : TRAIN, epoch=0051, iter=00120/00196, fetch data time cost=1.49ms, fps=2041 images/s, loss=1.2062, top1-acc=64.84%, top5-acc=90.98%, remaining_time=0:00:09.628136, arrival_time=2021-04-14 21:33:48.508236, cost_time=0:00:15.202324 2021-04-14 21:33:40,130 INFO : TRAIN, epoch=0051, iter=00130/00196, fetch data time cost=1.71ms, fps=2048 images/s, loss=1.2045, top1-acc=64.89%, top5-acc=90.99%, remaining_time=0:00:08.352828, arrival_time=2021-04-14 21:33:48.483191, cost_time=0:00:16.452539 2021-04-14 21:33:41,393 INFO : TRAIN, epoch=0051, iter=00140/00196, fetch data time cost=1.58ms, fps=2028 images/s, loss=1.2070, top1-acc=64.80%, top5-acc=90.96%, remaining_time=0:00:07.086184, arrival_time=2021-04-14 21:33:48.479411, cost_time=0:00:17.715466 2021-04-14 21:33:42,654 INFO : TRAIN, epoch=0051, iter=00150/00196, fetch data time cost=1.76ms, fps=2031 images/s, loss=1.2075, top1-acc=64.76%, top5-acc=90.93%, remaining_time=0:00:05.819368, arrival_time=2021-04-14 21:33:48.473349, cost_time=0:00:18.976188 2021-04-14 21:33:43,914 INFO : TRAIN, epoch=0051, iter=00160/00196, fetch data time cost=1.44ms, fps=2031 images/s, loss=1.2103, top1-acc=64.66%, top5-acc=90.90%, remaining_time=0:00:04.553352, arrival_time=2021-04-14 21:33:48.468230, cost_time=0:00:20.237071 2021-04-14 21:33:45,186 INFO : TRAIN, epoch=0051, iter=00170/00196, fetch data time cost=1.38ms, fps=2015 images/s, loss=1.2152, top1-acc=64.57%, top5-acc=90.80%, remaining_time=0:00:03.289494, arrival_time=2021-04-14 21:33:48.475474, cost_time=0:00:21.508227 2021-04-14 21:33:46,435 INFO : TRAIN, epoch=0051, iter=00180/00196, fetch data time cost=1.58ms, fps=2050 images/s, loss=1.2181, top1-acc=64.49%, top5-acc=90.74%, remaining_time=0:00:02.022864, arrival_time=2021-04-14 21:33:48.457965, cost_time=0:00:22.757290 2021-04-14 21:33:47,692 INFO : TRAIN, epoch=0051, iter=00190/00196, fetch data time cost=1.22ms, fps=2037 images/s, loss=1.2192, top1-acc=64.46%, top5-acc=90.72%, remaining_time=0:00:00.758364, arrival_time=2021-04-14 21:33:48.450945, cost_time=0:00:24.014773 2021-04-14 21:33:48,371 INFO : TRAIN, epoch=0051, iter=00196/00196, fetch data time cost=1.22ms, fps=2004 images/s, loss=1.2194, top1-acc=64.45%, top5-acc=90.72%, remaining_time=0:00:00, arrival_time=2021-04-14 21:33:48.371524, cost_time=0:00:24.693776 2021-04-14 21:33:48,896 INFO : EVAL, epoch=0051, iter=00010/00040, fetch data time cost=4.39ms, fps=4898 images/s, loss=1.6548, top1-acc=53.83%, top5-acc=82.89%, remaining_time=0:00:01.567980, arrival_time=2021-04-14 21:33:50.464055, cost_time=0:00:00.522661 2021-04-14 21:33:49,296 INFO : EVAL, epoch=0051, iter=00020/00040, fetch data time cost=1.96ms, fps=6398 images/s, loss=1.6449, top1-acc=54.59%, top5-acc=83.48%, remaining_time=0:00:00.923320, arrival_time=2021-04-14 21:33:50.219992, cost_time=0:00:00.923316 2021-04-14 21:33:49,695 INFO : EVAL, epoch=0051, iter=00030/00040, fetch data time cost=4.92ms, fps=6423 images/s, loss=1.6529, top1-acc=54.23%, top5-acc=83.57%, remaining_time=0:00:00.440740, arrival_time=2021-04-14 21:33:50.136328, cost_time=0:00:01.322225 2021-04-14 21:33:50,054 INFO : EVAL, epoch=0051, iter=00040/00040, fetch data time cost=0.07ms, fps=6467 images/s, loss=1.6326, top1-acc=54.40%, top5-acc=83.92%, remaining_time=0:00:00, arrival_time=2021-04-14 21:33:50.054636, cost_time=0:00:01.681301 2021-04-14 21:33:50,224 INFO : Epoch=0051 complete, best val top1-acc=54.40%, top5-acc=83.92% (epoch=51), remaining_time=1:06:05.243130, arrival_time=2021-04-14 22:39:55.467710, cost_time=0:22:37.230854 2021-04-14 21:33:50,225 INFO : Train start, epoch=0052, lr=0.084796 2021-04-14 21:33:51,657 INFO : TRAIN, epoch=0052, iter=00010/00196, fetch data time cost=0.23ms, fps=1789 images/s, loss=1.1762, top1-acc=64.73%, top5-acc=91.91%, remaining_time=0:00:26.619204, arrival_time=2021-04-14 21:34:18.276334, cost_time=0:00:01.431138 2021-04-14 21:33:52,938 INFO : TRAIN, epoch=0052, iter=00020/00196, fetch data time cost=1.58ms, fps=1998 images/s, loss=1.1749, top1-acc=65.64%, top5-acc=91.25%, remaining_time=0:00:23.871936, arrival_time=2021-04-14 21:34:16.810776, cost_time=0:00:02.712715 2021-04-14 21:33:54,208 INFO : TRAIN, epoch=0052, iter=00030/00196, fetch data time cost=1.86ms, fps=2018 images/s, loss=1.1732, top1-acc=65.43%, top5-acc=91.33%, remaining_time=0:00:22.034342, arrival_time=2021-04-14 21:34:16.242368, cost_time=0:00:03.982105 2021-04-14 21:33:55,478 INFO : TRAIN, epoch=0052, iter=00040/00196, fetch data time cost=2.34ms, fps=2015 images/s, loss=1.1716, top1-acc=65.37%, top5-acc=91.40%, remaining_time=0:00:20.485920, arrival_time=2021-04-14 21:34:15.964744, cost_time=0:00:05.252808 2021-04-14 21:33:56,732 INFO : TRAIN, epoch=0052, iter=00050/00196, fetch data time cost=1.60ms, fps=2044 images/s, loss=1.1748, top1-acc=65.34%, top5-acc=91.27%, remaining_time=0:00:18.997958, arrival_time=2021-04-14 21:34:15.730136, cost_time=0:00:06.506172 2021-04-14 21:33:57,987 INFO : TRAIN, epoch=0052, iter=00060/00196, fetch data time cost=2.41ms, fps=2040 images/s, loss=1.1659, top1-acc=65.66%, top5-acc=91.39%, remaining_time=0:00:17.593096, arrival_time=2021-04-14 21:34:15.580728, cost_time=0:00:07.761644 2021-04-14 21:33:59,233 INFO : TRAIN, epoch=0052, iter=00070/00196, fetch data time cost=1.39ms, fps=2056 images/s, loss=1.1721, top1-acc=65.45%, top5-acc=91.40%, remaining_time=0:00:16.213428, arrival_time=2021-04-14 21:34:15.446855, cost_time=0:00:09.007476 2021-04-14 21:34:00,488 INFO : TRAIN, epoch=0052, iter=00080/00196, fetch data time cost=1.35ms, fps=2041 images/s, loss=1.1751, top1-acc=65.40%, top5-acc=91.33%, remaining_time=0:00:14.880480, arrival_time=2021-04-14 21:34:15.368913, cost_time=0:00:10.262420 2021-04-14 21:34:01,741 INFO : TRAIN, epoch=0052, iter=00090/00196, fetch data time cost=1.43ms, fps=2044 images/s, loss=1.1794, top1-acc=65.21%, top5-acc=91.31%, remaining_time=0:00:13.562488, arrival_time=2021-04-14 21:34:15.303861, cost_time=0:00:11.515350 2021-04-14 21:34:02,987 INFO : TRAIN, epoch=0052, iter=00100/00196, fetch data time cost=1.35ms, fps=2056 images/s, loss=1.1797, top1-acc=65.16%, top5-acc=91.34%, remaining_time=0:00:12.250848, arrival_time=2021-04-14 21:34:15.238058, cost_time=0:00:12.761274 2021-04-14 21:34:04,250 INFO : TRAIN, epoch=0052, iter=00110/00196, fetch data time cost=1.68ms, fps=2027 images/s, loss=1.1851, top1-acc=64.97%, top5-acc=91.20%, remaining_time=0:00:10.964656, arrival_time=2021-04-14 21:34:15.215213, cost_time=0:00:14.024533 2021-04-14 21:34:05,501 INFO : TRAIN, epoch=0052, iter=00120/00196, fetch data time cost=1.54ms, fps=2047 images/s, loss=1.1891, top1-acc=64.78%, top5-acc=91.24%, remaining_time=0:00:09.674724, arrival_time=2021-04-14 21:34:15.176554, cost_time=0:00:15.275899 2021-04-14 21:34:06,753 INFO : TRAIN, epoch=0052, iter=00130/00196, fetch data time cost=1.36ms, fps=2047 images/s, loss=1.1925, top1-acc=64.68%, top5-acc=91.20%, remaining_time=0:00:08.390712, arrival_time=2021-04-14 21:34:15.143940, cost_time=0:00:16.527191 2021-04-14 21:34:08,018 INFO : TRAIN, epoch=0052, iter=00140/00196, fetch data time cost=1.88ms, fps=2025 images/s, loss=1.1967, top1-acc=64.60%, top5-acc=91.11%, remaining_time=0:00:07.116816, arrival_time=2021-04-14 21:34:15.134755, cost_time=0:00:17.791985 2021-04-14 21:34:09,264 INFO : TRAIN, epoch=0052, iter=00150/00196, fetch data time cost=1.84ms, fps=2055 images/s, loss=1.1985, top1-acc=64.60%, top5-acc=91.08%, remaining_time=0:00:05.838320, arrival_time=2021-04-14 21:34:15.102343, cost_time=0:00:19.038068 2021-04-14 21:34:10,523 INFO : TRAIN, epoch=0052, iter=00160/00196, fetch data time cost=1.67ms, fps=2034 images/s, loss=1.2029, top1-acc=64.49%, top5-acc=91.00%, remaining_time=0:00:04.566888, arrival_time=2021-04-14 21:34:15.090200, cost_time=0:00:20.297322 2021-04-14 21:34:11,769 INFO : TRAIN, epoch=0052, iter=00170/00196, fetch data time cost=1.52ms, fps=2055 images/s, loss=1.2085, top1-acc=64.39%, top5-acc=90.94%, remaining_time=0:00:03.294928, arrival_time=2021-04-14 21:34:15.064679, cost_time=0:00:21.543797 2021-04-14 21:34:13,024 INFO : TRAIN, epoch=0052, iter=00180/00196, fetch data time cost=2.13ms, fps=2040 images/s, loss=1.2126, top1-acc=64.31%, top5-acc=90.88%, remaining_time=0:00:02.026576, arrival_time=2021-04-14 21:34:15.051445, cost_time=0:00:22.798948 2021-04-14 21:34:14,281 INFO : TRAIN, epoch=0052, iter=00190/00196, fetch data time cost=2.62ms, fps=2039 images/s, loss=1.2137, top1-acc=64.34%, top5-acc=90.89%, remaining_time=0:00:00.759630, arrival_time=2021-04-14 21:34:15.040640, cost_time=0:00:24.054972 2021-04-14 21:34:14,963 INFO : TRAIN, epoch=0052, iter=00196/00196, fetch data time cost=1.22ms, fps=1995 images/s, loss=1.2163, top1-acc=64.30%, top5-acc=90.84%, remaining_time=0:00:00, arrival_time=2021-04-14 21:34:14.963236, cost_time=0:00:24.737294 2021-04-14 21:34:15,533 INFO : EVAL, epoch=0052, iter=00010/00040, fetch data time cost=0.26ms, fps=4507 images/s, loss=1.5690, top1-acc=55.90%, top5-acc=85.08%, remaining_time=0:00:01.703850, arrival_time=2021-04-14 21:34:17.237064, cost_time=0:00:00.567954 2021-04-14 21:34:15,932 INFO : EVAL, epoch=0052, iter=00020/00040, fetch data time cost=0.39ms, fps=6420 images/s, loss=1.5559, top1-acc=56.09%, top5-acc=85.43%, remaining_time=0:00:00.967180, arrival_time=2021-04-14 21:34:16.899618, cost_time=0:00:00.967183 2021-04-14 21:34:16,342 INFO : EVAL, epoch=0052, iter=00030/00040, fetch data time cost=0.20ms, fps=6247 images/s, loss=1.5808, top1-acc=55.47%, top5-acc=85.18%, remaining_time=0:00:00.459170, arrival_time=2021-04-14 21:34:16.801890, cost_time=0:00:01.377514 2021-04-14 21:34:16,698 INFO : EVAL, epoch=0052, iter=00040/00040, fetch data time cost=0.08ms, fps=6533 images/s, loss=1.5787, top1-acc=55.49%, top5-acc=85.09%, remaining_time=0:00:00, arrival_time=2021-04-14 21:34:16.698183, cost_time=0:00:01.733002 2021-04-14 21:34:16,815 INFO : Epoch=0052 complete, best val top1-acc=55.49%, top5-acc=85.09% (epoch=52), remaining_time=1:05:38.568600, arrival_time=2021-04-14 22:39:55.383723, cost_time=0:23:03.821392 2021-04-14 21:34:16,816 INFO : Train start, epoch=0053, lr=0.084227 2021-04-14 21:34:18,273 INFO : TRAIN, epoch=0053, iter=00010/00196, fetch data time cost=1.42ms, fps=1758 images/s, loss=1.2131, top1-acc=64.96%, top5-acc=90.55%, remaining_time=0:00:27.087924, arrival_time=2021-04-14 21:34:45.360870, cost_time=0:00:01.456345 2021-04-14 21:34:19,536 INFO : TRAIN, epoch=0053, iter=00020/00196, fetch data time cost=2.01ms, fps=2027 images/s, loss=1.1778, top1-acc=65.57%, top5-acc=91.56%, remaining_time=0:00:23.933888, arrival_time=2021-04-14 21:34:43.470258, cost_time=0:00:02.719757 2021-04-14 21:34:20,787 INFO : TRAIN, epoch=0053, iter=00030/00196, fetch data time cost=1.64ms, fps=2048 images/s, loss=1.1780, top1-acc=65.61%, top5-acc=91.50%, remaining_time=0:00:21.970432, arrival_time=2021-04-14 21:34:42.757650, cost_time=0:00:03.970562 2021-04-14 21:34:22,041 INFO : TRAIN, epoch=0053, iter=00040/00196, fetch data time cost=1.49ms, fps=2042 images/s, loss=1.1751, top1-acc=65.89%, top5-acc=91.44%, remaining_time=0:00:20.376876, arrival_time=2021-04-14 21:34:42.418287, cost_time=0:00:05.224835 2021-04-14 21:34:23,291 INFO : TRAIN, epoch=0053, iter=00050/00196, fetch data time cost=1.71ms, fps=2048 images/s, loss=1.1707, top1-acc=66.01%, top5-acc=91.37%, remaining_time=0:00:18.907584, arrival_time=2021-04-14 21:34:42.199390, cost_time=0:00:06.475194 2021-04-14 21:34:24,554 INFO : TRAIN, epoch=0053, iter=00060/00196, fetch data time cost=2.30ms, fps=2029 images/s, loss=1.1746, top1-acc=65.77%, top5-acc=91.30%, remaining_time=0:00:17.538560, arrival_time=2021-04-14 21:34:42.092762, cost_time=0:00:07.737585 2021-04-14 21:34:25,809 INFO : TRAIN, epoch=0053, iter=00070/00196, fetch data time cost=1.43ms, fps=2040 images/s, loss=1.1810, top1-acc=65.54%, top5-acc=91.15%, remaining_time=0:00:16.187598, arrival_time=2021-04-14 21:34:41.997240, cost_time=0:00:08.993122 2021-04-14 21:34:27,062 INFO : TRAIN, epoch=0053, iter=00080/00196, fetch data time cost=1.87ms, fps=2044 images/s, loss=1.1838, top1-acc=65.51%, top5-acc=91.05%, remaining_time=0:00:14.856352, arrival_time=2021-04-14 21:34:41.918681, cost_time=0:00:10.245725 2021-04-14 21:34:28,318 INFO : TRAIN, epoch=0053, iter=00090/00196, fetch data time cost=1.46ms, fps=2039 images/s, loss=1.1826, top1-acc=65.49%, top5-acc=91.13%, remaining_time=0:00:13.546482, arrival_time=2021-04-14 21:34:41.864711, cost_time=0:00:11.501702 2021-04-14 21:34:29,574 INFO : TRAIN, epoch=0053, iter=00100/00196, fetch data time cost=1.56ms, fps=2039 images/s, loss=1.1810, top1-acc=65.58%, top5-acc=91.12%, remaining_time=0:00:12.247104, arrival_time=2021-04-14 21:34:41.821070, cost_time=0:00:12.757354 2021-04-14 21:34:30,831 INFO : TRAIN, epoch=0053, iter=00110/00196, fetch data time cost=1.96ms, fps=2036 images/s, loss=1.1907, top1-acc=65.23%, top5-acc=90.98%, remaining_time=0:00:10.957432, arrival_time=2021-04-14 21:34:41.789292, cost_time=0:00:14.015361 2021-04-14 21:34:32,088 INFO : TRAIN, epoch=0053, iter=00120/00196, fetch data time cost=1.38ms, fps=2038 images/s, loss=1.1916, top1-acc=65.22%, top5-acc=91.01%, remaining_time=0:00:09.672216, arrival_time=2021-04-14 21:34:41.760671, cost_time=0:00:15.271873 2021-04-14 21:34:33,336 INFO : TRAIN, epoch=0053, iter=00130/00196, fetch data time cost=1.43ms, fps=2053 images/s, loss=1.1947, top1-acc=65.14%, top5-acc=91.01%, remaining_time=0:00:08.386818, arrival_time=2021-04-14 21:34:41.722970, cost_time=0:00:16.519525 2021-04-14 21:34:34,606 INFO : TRAIN, epoch=0053, iter=00140/00196, fetch data time cost=1.74ms, fps=2016 images/s, loss=1.1952, top1-acc=65.11%, top5-acc=90.96%, remaining_time=0:00:07.116144, arrival_time=2021-04-14 21:34:41.723004, cost_time=0:00:17.790336 2021-04-14 21:34:35,869 INFO : TRAIN, epoch=0053, iter=00150/00196, fetch data time cost=1.51ms, fps=2028 images/s, loss=1.2002, top1-acc=65.01%, top5-acc=90.83%, remaining_time=0:00:05.842966, arrival_time=2021-04-14 21:34:41.712658, cost_time=0:00:19.053091 2021-04-14 21:34:37,121 INFO : TRAIN, epoch=0053, iter=00160/00196, fetch data time cost=1.48ms, fps=2046 images/s, loss=1.2012, top1-acc=64.88%, top5-acc=90.86%, remaining_time=0:00:04.568580, arrival_time=2021-04-14 21:34:41.690001, cost_time=0:00:20.304791 2021-04-14 21:34:38,378 INFO : TRAIN, epoch=0053, iter=00170/00196, fetch data time cost=2.11ms, fps=2037 images/s, loss=1.2050, top1-acc=64.79%, top5-acc=90.81%, remaining_time=0:00:03.297762, arrival_time=2021-04-14 21:34:41.676588, cost_time=0:00:21.562219 2021-04-14 21:34:39,635 INFO : TRAIN, epoch=0053, iter=00180/00196, fetch data time cost=1.44ms, fps=2039 images/s, loss=1.2084, top1-acc=64.66%, top5-acc=90.81%, remaining_time=0:00:02.028288, arrival_time=2021-04-14 21:34:41.663302, cost_time=0:00:22.818328 2021-04-14 21:34:40,887 INFO : TRAIN, epoch=0053, iter=00190/00196, fetch data time cost=1.25ms, fps=2044 images/s, loss=1.2115, top1-acc=64.59%, top5-acc=90.74%, remaining_time=0:00:00.760146, arrival_time=2021-04-14 21:34:41.647978, cost_time=0:00:24.071307 2021-04-14 21:34:41,584 INFO : TRAIN, epoch=0053, iter=00196/00196, fetch data time cost=1.90ms, fps=1954 images/s, loss=1.2103, top1-acc=64.63%, top5-acc=90.77%, remaining_time=0:00:00, arrival_time=2021-04-14 21:34:41.584265, cost_time=0:00:24.767631 2021-04-14 21:34:42,125 INFO : EVAL, epoch=0053, iter=00010/00040, fetch data time cost=2.24ms, fps=4761 images/s, loss=1.7282, top1-acc=53.75%, top5-acc=82.81%, remaining_time=0:00:01.612950, arrival_time=2021-04-14 21:34:43.737849, cost_time=0:00:00.537652 2021-04-14 21:34:42,513 INFO : EVAL, epoch=0053, iter=00020/00040, fetch data time cost=0.20ms, fps=6596 images/s, loss=1.7148, top1-acc=53.81%, top5-acc=83.12%, remaining_time=0:00:00.926480, arrival_time=2021-04-14 21:34:43.440134, cost_time=0:00:00.926470 2021-04-14 21:34:42,912 INFO : EVAL, epoch=0053, iter=00030/00040, fetch data time cost=5.36ms, fps=6433 images/s, loss=1.6877, top1-acc=53.97%, top5-acc=83.50%, remaining_time=0:00:00.441630, arrival_time=2021-04-14 21:34:43.353697, cost_time=0:00:01.324894 2021-04-14 21:34:43,271 INFO : EVAL, epoch=0053, iter=00040/00040, fetch data time cost=0.07ms, fps=6462 images/s, loss=1.6791, top1-acc=54.22%, top5-acc=83.58%, remaining_time=0:00:00, arrival_time=2021-04-14 21:34:43.271477, cost_time=0:00:01.684350 2021-04-14 21:34:43,361 INFO : Epoch=0053 complete, best val top1-acc=55.49%, top5-acc=85.09% (epoch=52), remaining_time=1:05:11.775693, arrival_time=2021-04-14 22:39:55.137520, cost_time=0:23:30.368102 2021-04-14 21:34:43,363 INFO : Train start, epoch=0054, lr=0.083651 2021-04-14 21:34:44,816 INFO : TRAIN, epoch=0054, iter=00010/00196, fetch data time cost=1.54ms, fps=1762 images/s, loss=1.1737, top1-acc=66.17%, top5-acc=91.45%, remaining_time=0:00:27.024126, arrival_time=2021-04-14 21:35:11.840361, cost_time=0:00:01.452906 2021-04-14 21:34:46,074 INFO : TRAIN, epoch=0054, iter=00020/00196, fetch data time cost=1.50ms, fps=2035 images/s, loss=1.1519, top1-acc=66.64%, top5-acc=91.76%, remaining_time=0:00:23.860848, arrival_time=2021-04-14 21:35:09.935549, cost_time=0:00:02.711454 2021-04-14 21:34:47,333 INFO : TRAIN, epoch=0054, iter=00030/00196, fetch data time cost=1.51ms, fps=2034 images/s, loss=1.1447, top1-acc=66.68%, top5-acc=91.85%, remaining_time=0:00:21.969768, arrival_time=2021-04-14 21:35:09.303571, cost_time=0:00:03.970442 2021-04-14 21:34:48,578 INFO : TRAIN, epoch=0054, iter=00040/00196, fetch data time cost=1.50ms, fps=2057 images/s, loss=1.1460, top1-acc=66.41%, top5-acc=92.00%, remaining_time=0:00:20.340528, arrival_time=2021-04-14 21:35:08.919312, cost_time=0:00:05.215534 2021-04-14 21:34:49,836 INFO : TRAIN, epoch=0054, iter=00050/00196, fetch data time cost=2.02ms, fps=2036 images/s, loss=1.1567, top1-acc=66.27%, top5-acc=91.82%, remaining_time=0:00:18.901598, arrival_time=2021-04-14 21:35:08.737969, cost_time=0:00:06.473127 2021-04-14 21:34:51,087 INFO : TRAIN, epoch=0054, iter=00060/00196, fetch data time cost=1.51ms, fps=2047 images/s, loss=1.1594, top1-acc=66.23%, top5-acc=91.84%, remaining_time=0:00:17.508504, arrival_time=2021-04-14 21:35:08.596158, cost_time=0:00:07.724321 2021-04-14 21:34:52,342 INFO : TRAIN, epoch=0054, iter=00070/00196, fetch data time cost=1.40ms, fps=2041 images/s, loss=1.1620, top1-acc=66.18%, top5-acc=91.78%, remaining_time=0:00:16.162902, arrival_time=2021-04-14 21:35:08.505513, cost_time=0:00:08.979365 2021-04-14 21:34:53,592 INFO : TRAIN, epoch=0054, iter=00080/00196, fetch data time cost=1.43ms, fps=2049 images/s, loss=1.1640, top1-acc=66.29%, top5-acc=91.64%, remaining_time=0:00:14.832572, arrival_time=2021-04-14 21:35:08.425212, cost_time=0:00:10.229387 2021-04-14 21:34:54,873 INFO : TRAIN, epoch=0054, iter=00090/00196, fetch data time cost=1.86ms, fps=2000 images/s, loss=1.1676, top1-acc=66.11%, top5-acc=91.61%, remaining_time=0:00:13.555810, arrival_time=2021-04-14 21:35:08.428824, cost_time=0:00:11.509623 2021-04-14 21:34:56,150 INFO : TRAIN, epoch=0054, iter=00100/00196, fetch data time cost=1.81ms, fps=2005 images/s, loss=1.1733, top1-acc=66.05%, top5-acc=91.46%, remaining_time=0:00:12.275808, arrival_time=2021-04-14 21:35:08.426391, cost_time=0:00:12.787275 2021-04-14 21:34:57,396 INFO : TRAIN, epoch=0054, iter=00110/00196, fetch data time cost=1.37ms, fps=2055 images/s, loss=1.1779, top1-acc=65.97%, top5-acc=91.30%, remaining_time=0:00:10.971794, arrival_time=2021-04-14 21:35:08.368726, cost_time=0:00:14.033704 2021-04-14 21:34:58,640 INFO : TRAIN, epoch=0054, iter=00120/00196, fetch data time cost=1.42ms, fps=2060 images/s, loss=1.1816, top1-acc=65.77%, top5-acc=91.27%, remaining_time=0:00:09.675332, arrival_time=2021-04-14 21:35:08.315391, cost_time=0:00:15.276818 2021-04-14 21:34:59,894 INFO : TRAIN, epoch=0054, iter=00130/00196, fetch data time cost=1.47ms, fps=2042 images/s, loss=1.1823, top1-acc=65.74%, top5-acc=91.28%, remaining_time=0:00:08.392626, arrival_time=2021-04-14 21:35:08.286934, cost_time=0:00:16.530902 2021-04-14 21:35:01,149 INFO : TRAIN, epoch=0054, iter=00140/00196, fetch data time cost=1.33ms, fps=2040 images/s, loss=1.1861, top1-acc=65.62%, top5-acc=91.14%, remaining_time=0:00:07.114632, arrival_time=2021-04-14 21:35:08.264471, cost_time=0:00:17.786584 2021-04-14 21:35:02,399 INFO : TRAIN, epoch=0054, iter=00150/00196, fetch data time cost=1.40ms, fps=2050 images/s, loss=1.1863, top1-acc=65.51%, top5-acc=91.16%, remaining_time=0:00:05.837722, arrival_time=2021-04-14 21:35:08.237020, cost_time=0:00:19.036055 2021-04-14 21:35:03,640 INFO : TRAIN, epoch=0054, iter=00160/00196, fetch data time cost=1.50ms, fps=2063 images/s, loss=1.1876, top1-acc=65.46%, top5-acc=91.14%, remaining_time=0:00:04.562460, arrival_time=2021-04-14 21:35:08.203281, cost_time=0:00:20.277583 2021-04-14 21:35:04,886 INFO : TRAIN, epoch=0054, iter=00170/00196, fetch data time cost=1.45ms, fps=2056 images/s, loss=1.1895, top1-acc=65.35%, top5-acc=91.12%, remaining_time=0:00:03.291782, arrival_time=2021-04-14 21:35:08.178282, cost_time=0:00:21.523162 2021-04-14 21:35:06,130 INFO : TRAIN, epoch=0054, iter=00180/00196, fetch data time cost=1.49ms, fps=2059 images/s, loss=1.1936, top1-acc=65.24%, top5-acc=91.04%, remaining_time=0:00:02.023744, arrival_time=2021-04-14 21:35:08.154150, cost_time=0:00:22.767150 2021-04-14 21:35:07,374 INFO : TRAIN, epoch=0054, iter=00190/00196, fetch data time cost=1.40ms, fps=2059 images/s, loss=1.1954, top1-acc=65.15%, top5-acc=91.04%, remaining_time=0:00:00.758244, arrival_time=2021-04-14 21:35:08.132459, cost_time=0:00:24.010972 2021-04-14 21:35:08,048 INFO : TRAIN, epoch=0054, iter=00196/00196, fetch data time cost=1.21ms, fps=2019 images/s, loss=1.1952, top1-acc=65.14%, top5-acc=91.02%, remaining_time=0:00:00, arrival_time=2021-04-14 21:35:08.048029, cost_time=0:00:24.684791 2021-04-14 21:35:08,612 INFO : EVAL, epoch=0054, iter=00010/00040, fetch data time cost=7.60ms, fps=4554 images/s, loss=1.8438, top1-acc=50.94%, top5-acc=81.80%, remaining_time=0:00:01.686330, arrival_time=2021-04-14 21:35:10.298400, cost_time=0:00:00.562114 2021-04-14 21:35:09,027 INFO : EVAL, epoch=0054, iter=00020/00040, fetch data time cost=0.39ms, fps=6175 images/s, loss=1.8523, top1-acc=50.18%, top5-acc=81.87%, remaining_time=0:00:00.977200, arrival_time=2021-04-14 21:35:10.004334, cost_time=0:00:00.977210 2021-04-14 21:35:09,433 INFO : EVAL, epoch=0054, iter=00030/00040, fetch data time cost=0.43ms, fps=6312 images/s, loss=1.8577, top1-acc=50.55%, top5-acc=81.60%, remaining_time=0:00:00.461090, arrival_time=2021-04-14 21:35:09.894359, cost_time=0:00:01.383260 2021-04-14 21:35:09,807 INFO : EVAL, epoch=0054, iter=00040/00040, fetch data time cost=0.08ms, fps=6215 images/s, loss=1.8870, top1-acc=50.56%, top5-acc=81.44%, remaining_time=0:00:00, arrival_time=2021-04-14 21:35:09.807041, cost_time=0:00:01.757149 2021-04-14 21:35:09,901 INFO : Epoch=0054 complete, best val top1-acc=55.49%, top5-acc=85.09% (epoch=52), remaining_time=1:04:44.972254, arrival_time=2021-04-14 22:39:54.873516, cost_time=0:23:56.907531 2021-04-14 21:35:09,902 INFO : Train start, epoch=0055, lr=0.083066 2021-04-14 21:35:11,413 INFO : TRAIN, epoch=0055, iter=00010/00196, fetch data time cost=1.94ms, fps=1694 images/s, loss=1.1400, top1-acc=66.52%, top5-acc=91.80%, remaining_time=0:00:28.104228, arrival_time=2021-04-14 21:35:39.518093, cost_time=0:00:01.510979 2021-04-14 21:35:12,686 INFO : TRAIN, epoch=0055, iter=00020/00196, fetch data time cost=2.38ms, fps=2013 images/s, loss=1.1728, top1-acc=65.66%, top5-acc=91.39%, remaining_time=0:00:24.497440, arrival_time=2021-04-14 21:35:37.184133, cost_time=0:00:02.783809 2021-04-14 21:35:13,941 INFO : TRAIN, epoch=0055, iter=00030/00196, fetch data time cost=1.71ms, fps=2042 images/s, loss=1.1697, top1-acc=65.64%, top5-acc=91.52%, remaining_time=0:00:22.347086, arrival_time=2021-04-14 21:35:36.288597, cost_time=0:00:04.038628 2021-04-14 21:35:15,198 INFO : TRAIN, epoch=0055, iter=00040/00196, fetch data time cost=1.40ms, fps=2038 images/s, loss=1.1708, top1-acc=65.79%, top5-acc=91.50%, remaining_time=0:00:20.653620, arrival_time=2021-04-14 21:35:35.852166, cost_time=0:00:05.295792 2021-04-14 21:35:16,486 INFO : TRAIN, epoch=0055, iter=00050/00196, fetch data time cost=1.52ms, fps=1988 images/s, loss=1.1711, top1-acc=65.88%, top5-acc=91.42%, remaining_time=0:00:19.225280, arrival_time=2021-04-14 21:35:35.712093, cost_time=0:00:06.583999 2021-04-14 21:35:17,770 INFO : TRAIN, epoch=0055, iter=00060/00196, fetch data time cost=2.26ms, fps=1996 images/s, loss=1.1742, top1-acc=65.70%, top5-acc=91.43%, remaining_time=0:00:17.832184, arrival_time=2021-04-14 21:35:35.602195, cost_time=0:00:07.867149 2021-04-14 21:35:19,018 INFO : TRAIN, epoch=0055, iter=00070/00196, fetch data time cost=1.54ms, fps=2051 images/s, loss=1.1743, top1-acc=65.57%, top5-acc=91.47%, remaining_time=0:00:16.408350, arrival_time=2021-04-14 21:35:35.426879, cost_time=0:00:09.115769 2021-04-14 21:35:20,270 INFO : TRAIN, epoch=0055, iter=00080/00196, fetch data time cost=1.71ms, fps=2045 images/s, loss=1.1735, top1-acc=65.61%, top5-acc=91.46%, remaining_time=0:00:15.033368, arrival_time=2021-04-14 21:35:35.304024, cost_time=0:00:10.367842 2021-04-14 21:35:21,517 INFO : TRAIN, epoch=0055, iter=00090/00196, fetch data time cost=1.34ms, fps=2055 images/s, loss=1.1709, top1-acc=65.64%, top5-acc=91.52%, remaining_time=0:00:13.678982, arrival_time=2021-04-14 21:35:35.195946, cost_time=0:00:11.614226 2021-04-14 21:35:22,765 INFO : TRAIN, epoch=0055, iter=00100/00196, fetch data time cost=2.55ms, fps=2051 images/s, loss=1.1781, top1-acc=65.45%, top5-acc=91.38%, remaining_time=0:00:12.348384, arrival_time=2021-04-14 21:35:35.114008, cost_time=0:00:12.862873 2021-04-14 21:35:24,023 INFO : TRAIN, epoch=0055, iter=00110/00196, fetch data time cost=1.43ms, fps=2037 images/s, loss=1.1817, top1-acc=65.31%, top5-acc=91.34%, remaining_time=0:00:11.039476, arrival_time=2021-04-14 21:35:35.062688, cost_time=0:00:14.120291 2021-04-14 21:35:25,277 INFO : TRAIN, epoch=0055, iter=00120/00196, fetch data time cost=1.37ms, fps=2043 images/s, loss=1.1830, top1-acc=65.31%, top5-acc=91.34%, remaining_time=0:00:09.737120, arrival_time=2021-04-14 21:35:35.014293, cost_time=0:00:15.374400 2021-04-14 21:35:26,532 INFO : TRAIN, epoch=0055, iter=00130/00196, fetch data time cost=1.35ms, fps=2040 images/s, loss=1.1883, top1-acc=65.15%, top5-acc=91.26%, remaining_time=0:00:08.442786, arrival_time=2021-04-14 21:35:34.975334, cost_time=0:00:16.629769 2021-04-14 21:35:27,784 INFO : TRAIN, epoch=0055, iter=00140/00196, fetch data time cost=1.43ms, fps=2045 images/s, loss=1.1919, top1-acc=65.08%, top5-acc=91.21%, remaining_time=0:00:07.152768, arrival_time=2021-04-14 21:35:34.937472, cost_time=0:00:17.881890 2021-04-14 21:35:29,035 INFO : TRAIN, epoch=0055, iter=00150/00196, fetch data time cost=1.54ms, fps=2047 images/s, loss=1.1927, top1-acc=65.08%, top5-acc=91.19%, remaining_time=0:00:05.867392, arrival_time=2021-04-14 21:35:34.902988, cost_time=0:00:19.132859 2021-04-14 21:35:30,282 INFO : TRAIN, epoch=0055, iter=00160/00196, fetch data time cost=1.40ms, fps=2054 images/s, loss=1.1907, top1-acc=65.13%, top5-acc=91.23%, remaining_time=0:00:04.585392, arrival_time=2021-04-14 21:35:34.867606, cost_time=0:00:20.379477 2021-04-14 21:35:31,532 INFO : TRAIN, epoch=0055, iter=00170/00196, fetch data time cost=1.74ms, fps=2048 images/s, loss=1.1951, top1-acc=65.00%, top5-acc=91.14%, remaining_time=0:00:03.308110, arrival_time=2021-04-14 21:35:34.840828, cost_time=0:00:21.629877 2021-04-14 21:35:32,779 INFO : TRAIN, epoch=0055, iter=00180/00196, fetch data time cost=1.67ms, fps=2054 images/s, loss=1.1961, top1-acc=64.94%, top5-acc=91.13%, remaining_time=0:00:02.033488, arrival_time=2021-04-14 21:35:34.813058, cost_time=0:00:22.876779 2021-04-14 21:35:34,027 INFO : TRAIN, epoch=0055, iter=00190/00196, fetch data time cost=1.40ms, fps=2053 images/s, loss=1.1962, top1-acc=64.94%, top5-acc=91.09%, remaining_time=0:00:00.761826, arrival_time=2021-04-14 21:35:34.789054, cost_time=0:00:24.124499 2021-04-14 21:35:34,708 INFO : TRAIN, epoch=0055, iter=00196/00196, fetch data time cost=1.58ms, fps=1996 images/s, loss=1.1986, top1-acc=64.88%, top5-acc=91.09%, remaining_time=0:00:00, arrival_time=2021-04-14 21:35:34.708897, cost_time=0:00:24.806155 2021-04-14 21:35:35,236 INFO : EVAL, epoch=0055, iter=00010/00040, fetch data time cost=2.51ms, fps=4875 images/s, loss=1.8037, top1-acc=53.55%, top5-acc=82.89%, remaining_time=0:00:01.575180, arrival_time=2021-04-14 21:35:36.811166, cost_time=0:00:00.525063 2021-04-14 21:35:35,626 INFO : EVAL, epoch=0055, iter=00020/00040, fetch data time cost=1.33ms, fps=6562 images/s, loss=1.8390, top1-acc=52.23%, top5-acc=82.29%, remaining_time=0:00:00.915720, arrival_time=2021-04-14 21:35:36.542307, cost_time=0:00:00.915724 2021-04-14 21:35:36,012 INFO : EVAL, epoch=0055, iter=00030/00040, fetch data time cost=1.87ms, fps=6635 images/s, loss=1.8387, top1-acc=51.98%, top5-acc=82.36%, remaining_time=0:00:00.433980, arrival_time=2021-04-14 21:35:36.446827, cost_time=0:00:01.301934 2021-04-14 21:35:36,387 INFO : EVAL, epoch=0055, iter=00040/00040, fetch data time cost=0.11ms, fps=6207 images/s, loss=1.8514, top1-acc=51.55%, top5-acc=82.33%, remaining_time=0:00:00, arrival_time=2021-04-14 21:35:36.387125, cost_time=0:00:01.676236 2021-04-14 21:35:36,482 INFO : Epoch=0055 complete, best val top1-acc=55.49%, top5-acc=85.09% (epoch=52), remaining_time=1:04:18.289340, arrival_time=2021-04-14 22:39:54.772131, cost_time=0:24:23.489063 2021-04-14 21:35:36,484 INFO : Train start, epoch=0056, lr=0.082472 2021-04-14 21:35:37,922 INFO : TRAIN, epoch=0056, iter=00010/00196, fetch data time cost=0.52ms, fps=1780 images/s, loss=1.1477, top1-acc=65.47%, top5-acc=91.95%, remaining_time=0:00:26.742708, arrival_time=2021-04-14 21:36:04.664876, cost_time=0:00:01.437778 2021-04-14 21:35:39,190 INFO : TRAIN, epoch=0056, iter=00020/00196, fetch data time cost=6.96ms, fps=2020 images/s, loss=1.1481, top1-acc=66.52%, top5-acc=91.80%, remaining_time=0:00:23.812272, arrival_time=2021-04-14 21:36:03.002542, cost_time=0:00:02.705940 2021-04-14 21:35:40,447 INFO : TRAIN, epoch=0056, iter=00030/00196, fetch data time cost=1.65ms, fps=2038 images/s, loss=1.1502, top1-acc=66.24%, top5-acc=91.94%, remaining_time=0:00:21.927770, arrival_time=2021-04-14 21:36:02.374836, cost_time=0:00:03.962854 2021-04-14 21:35:41,697 INFO : TRAIN, epoch=0056, iter=00040/00196, fetch data time cost=1.34ms, fps=2049 images/s, loss=1.1588, top1-acc=66.27%, top5-acc=91.72%, remaining_time=0:00:20.331168, arrival_time=2021-04-14 21:36:02.028533, cost_time=0:00:05.213112 2021-04-14 21:35:42,954 INFO : TRAIN, epoch=0056, iter=00050/00196, fetch data time cost=1.51ms, fps=2038 images/s, loss=1.1577, top1-acc=66.13%, top5-acc=91.62%, remaining_time=0:00:18.891670, arrival_time=2021-04-14 21:36:01.845800, cost_time=0:00:06.469764 2021-04-14 21:35:44,203 INFO : TRAIN, epoch=0056, iter=00060/00196, fetch data time cost=1.44ms, fps=2050 images/s, loss=1.1572, top1-acc=66.11%, top5-acc=91.60%, remaining_time=0:00:17.497896, arrival_time=2021-04-14 21:36:01.701740, cost_time=0:00:07.719661 2021-04-14 21:35:45,454 INFO : TRAIN, epoch=0056, iter=00070/00196, fetch data time cost=1.39ms, fps=2048 images/s, loss=1.1571, top1-acc=66.13%, top5-acc=91.57%, remaining_time=0:00:16.146018, arrival_time=2021-04-14 21:36:01.600271, cost_time=0:00:08.969979 2021-04-14 21:35:46,700 INFO : TRAIN, epoch=0056, iter=00080/00196, fetch data time cost=1.65ms, fps=2054 images/s, loss=1.1619, top1-acc=65.92%, top5-acc=91.43%, remaining_time=0:00:14.814128, arrival_time=2021-04-14 21:36:01.514982, cost_time=0:00:10.216664 2021-04-14 21:35:47,947 INFO : TRAIN, epoch=0056, iter=00090/00196, fetch data time cost=1.37ms, fps=2054 images/s, loss=1.1636, top1-acc=65.80%, top5-acc=91.47%, remaining_time=0:00:13.501220, arrival_time=2021-04-14 21:36:01.448807, cost_time=0:00:11.463279 2021-04-14 21:35:49,197 INFO : TRAIN, epoch=0056, iter=00100/00196, fetch data time cost=1.40ms, fps=2049 images/s, loss=1.1647, top1-acc=65.78%, top5-acc=91.42%, remaining_time=0:00:12.204672, arrival_time=2021-04-14 21:36:01.402143, cost_time=0:00:12.713247 2021-04-14 21:35:50,444 INFO : TRAIN, epoch=0056, iter=00110/00196, fetch data time cost=1.51ms, fps=2054 images/s, loss=1.1688, top1-acc=65.65%, top5-acc=91.34%, remaining_time=0:00:10.914002, arrival_time=2021-04-14 21:36:01.357997, cost_time=0:00:13.959807 2021-04-14 21:35:51,697 INFO : TRAIN, epoch=0056, iter=00120/00196, fetch data time cost=1.74ms, fps=2044 images/s, loss=1.1706, top1-acc=65.66%, top5-acc=91.32%, remaining_time=0:00:09.634596, arrival_time=2021-04-14 21:36:01.331522, cost_time=0:00:15.212579 2021-04-14 21:35:52,950 INFO : TRAIN, epoch=0056, iter=00130/00196, fetch data time cost=1.37ms, fps=2043 images/s, loss=1.1735, top1-acc=65.59%, top5-acc=91.30%, remaining_time=0:00:08.359758, arrival_time=2021-04-14 21:36:01.310176, cost_time=0:00:16.466230 2021-04-14 21:35:54,205 INFO : TRAIN, epoch=0056, iter=00140/00196, fetch data time cost=1.35ms, fps=2040 images/s, loss=1.1767, top1-acc=65.53%, top5-acc=91.23%, remaining_time=0:00:07.088480, arrival_time=2021-04-14 21:36:01.293888, cost_time=0:00:17.721222 2021-04-14 21:35:55,465 INFO : TRAIN, epoch=0056, iter=00150/00196, fetch data time cost=1.42ms, fps=2032 images/s, loss=1.1804, top1-acc=65.47%, top5-acc=91.23%, remaining_time=0:00:05.821024, arrival_time=2021-04-14 21:36:01.286886, cost_time=0:00:18.981554 2021-04-14 21:35:56,716 INFO : TRAIN, epoch=0056, iter=00160/00196, fetch data time cost=1.36ms, fps=2049 images/s, loss=1.1827, top1-acc=65.32%, top5-acc=91.23%, remaining_time=0:00:04.552164, arrival_time=2021-04-14 21:36:01.268190, cost_time=0:00:20.231845 2021-04-14 21:35:57,984 INFO : TRAIN, epoch=0056, iter=00170/00196, fetch data time cost=1.88ms, fps=2019 images/s, loss=1.1842, top1-acc=65.28%, top5-acc=91.21%, remaining_time=0:00:03.288220, arrival_time=2021-04-14 21:36:01.272323, cost_time=0:00:21.499860 2021-04-14 21:35:59,242 INFO : TRAIN, epoch=0056, iter=00180/00196, fetch data time cost=1.49ms, fps=2035 images/s, loss=1.1884, top1-acc=65.15%, top5-acc=91.17%, remaining_time=0:00:02.022976, arrival_time=2021-04-14 21:36:01.265714, cost_time=0:00:22.758485 2021-04-14 21:36:00,499 INFO : TRAIN, epoch=0056, iter=00190/00196, fetch data time cost=1.27ms, fps=2039 images/s, loss=1.1905, top1-acc=65.11%, top5-acc=91.14%, remaining_time=0:00:00.758364, arrival_time=2021-04-14 21:36:01.257348, cost_time=0:00:24.014772 2021-04-14 21:36:01,178 INFO : TRAIN, epoch=0056, iter=00196/00196, fetch data time cost=1.25ms, fps=2002 images/s, loss=1.1947, top1-acc=65.03%, top5-acc=91.09%, remaining_time=0:00:00, arrival_time=2021-04-14 21:36:01.178805, cost_time=0:00:24.694615 2021-04-14 21:36:01,692 INFO : EVAL, epoch=0056, iter=00010/00040, fetch data time cost=0.26ms, fps=4999 images/s, loss=1.7213, top1-acc=53.59%, top5-acc=83.12%, remaining_time=0:00:01.536360, arrival_time=2021-04-14 21:36:03.229073, cost_time=0:00:00.512125 2021-04-14 21:36:02,096 INFO : EVAL, epoch=0056, iter=00020/00040, fetch data time cost=6.95ms, fps=6347 images/s, loss=1.7136, top1-acc=54.04%, top5-acc=82.66%, remaining_time=0:00:00.915800, arrival_time=2021-04-14 21:36:03.012213, cost_time=0:00:00.915798 2021-04-14 21:36:02,490 INFO : EVAL, epoch=0056, iter=00030/00040, fetch data time cost=1.80ms, fps=6497 images/s, loss=1.7170, top1-acc=53.82%, top5-acc=82.47%, remaining_time=0:00:00.436770, arrival_time=2021-04-14 21:36:02.927630, cost_time=0:00:01.310305 2021-04-14 21:36:02,853 INFO : EVAL, epoch=0056, iter=00040/00040, fetch data time cost=0.06ms, fps=6410 images/s, loss=1.7495, top1-acc=53.48%, top5-acc=82.45%, remaining_time=0:00:00, arrival_time=2021-04-14 21:36:02.853109, cost_time=0:00:01.672559 2021-04-14 21:36:02,953 INFO : Epoch=0056 complete, best val top1-acc=55.49%, top5-acc=85.09% (epoch=52), remaining_time=1:03:51.324048, arrival_time=2021-04-14 22:39:54.277100, cost_time=0:24:49.959328 2021-04-14 21:36:02,954 INFO : Train start, epoch=0057, lr=0.081871 2021-04-14 21:36:04,393 INFO : TRAIN, epoch=0057, iter=00010/00196, fetch data time cost=1.31ms, fps=1779 images/s, loss=1.1860, top1-acc=65.20%, top5-acc=90.90%, remaining_time=0:00:26.765400, arrival_time=2021-04-14 21:36:31.158829, cost_time=0:00:01.439001 2021-04-14 21:36:05,647 INFO : TRAIN, epoch=0057, iter=00020/00196, fetch data time cost=1.69ms, fps=2042 images/s, loss=1.1598, top1-acc=65.74%, top5-acc=91.58%, remaining_time=0:00:23.700336, arrival_time=2021-04-14 21:36:29.348059, cost_time=0:00:02.693220 2021-04-14 21:36:06,899 INFO : TRAIN, epoch=0057, iter=00030/00196, fetch data time cost=1.39ms, fps=2046 images/s, loss=1.1642, top1-acc=65.52%, top5-acc=91.28%, remaining_time=0:00:21.829664, arrival_time=2021-04-14 21:36:28.729210, cost_time=0:00:03.945115 2021-04-14 21:36:08,160 INFO : TRAIN, epoch=0057, iter=00040/00196, fetch data time cost=1.93ms, fps=2030 images/s, loss=1.1502, top1-acc=66.04%, top5-acc=91.47%, remaining_time=0:00:20.304960, arrival_time=2021-04-14 21:36:28.465801, cost_time=0:00:05.206419 2021-04-14 21:36:09,425 INFO : TRAIN, epoch=0057, iter=00050/00196, fetch data time cost=2.05ms, fps=2025 images/s, loss=1.1528, top1-acc=65.99%, top5-acc=91.44%, remaining_time=0:00:18.894444, arrival_time=2021-04-14 21:36:28.319588, cost_time=0:00:06.470684 2021-04-14 21:36:10,672 INFO : TRAIN, epoch=0057, iter=00060/00196, fetch data time cost=1.38ms, fps=2054 images/s, loss=1.1588, top1-acc=65.97%, top5-acc=91.38%, remaining_time=0:00:17.493408, arrival_time=2021-04-14 21:36:28.165503, cost_time=0:00:07.717674 2021-04-14 21:36:11,923 INFO : TRAIN, epoch=0057, iter=00070/00196, fetch data time cost=1.98ms, fps=2046 images/s, loss=1.1701, top1-acc=65.56%, top5-acc=91.28%, remaining_time=0:00:16.144506, arrival_time=2021-04-14 21:36:28.068246, cost_time=0:00:08.969144 2021-04-14 21:36:13,176 INFO : TRAIN, epoch=0057, iter=00080/00196, fetch data time cost=1.48ms, fps=2045 images/s, loss=1.1731, top1-acc=65.53%, top5-acc=91.29%, remaining_time=0:00:14.821668, arrival_time=2021-04-14 21:36:27.997977, cost_time=0:00:10.221823 2021-04-14 21:36:14,441 INFO : TRAIN, epoch=0057, iter=00090/00196, fetch data time cost=1.45ms, fps=2025 images/s, loss=1.1793, top1-acc=65.49%, top5-acc=91.22%, remaining_time=0:00:13.528780, arrival_time=2021-04-14 21:36:27.969881, cost_time=0:00:11.486679 2021-04-14 21:36:15,697 INFO : TRAIN, epoch=0057, iter=00100/00196, fetch data time cost=1.40ms, fps=2039 images/s, loss=1.1793, top1-acc=65.51%, top5-acc=91.25%, remaining_time=0:00:12.233088, arrival_time=2021-04-14 21:36:27.930353, cost_time=0:00:12.742758 2021-04-14 21:36:16,962 INFO : TRAIN, epoch=0057, iter=00110/00196, fetch data time cost=1.37ms, fps=2025 images/s, loss=1.1793, top1-acc=65.47%, top5-acc=91.29%, remaining_time=0:00:10.951498, arrival_time=2021-04-14 21:36:27.913701, cost_time=0:00:14.007680 2021-04-14 21:36:18,231 INFO : TRAIN, epoch=0057, iter=00120/00196, fetch data time cost=1.50ms, fps=2018 images/s, loss=1.1809, top1-acc=65.47%, top5-acc=91.29%, remaining_time=0:00:09.675332, arrival_time=2021-04-14 21:36:27.906659, cost_time=0:00:15.276808 2021-04-14 21:36:19,485 INFO : TRAIN, epoch=0057, iter=00130/00196, fetch data time cost=2.84ms, fps=2043 images/s, loss=1.1830, top1-acc=65.32%, top5-acc=91.26%, remaining_time=0:00:08.392428, arrival_time=2021-04-14 21:36:27.877513, cost_time=0:00:16.530540 2021-04-14 21:36:20,741 INFO : TRAIN, epoch=0057, iter=00140/00196, fetch data time cost=1.55ms, fps=2040 images/s, loss=1.1824, top1-acc=65.33%, top5-acc=91.29%, remaining_time=0:00:07.114632, arrival_time=2021-04-14 21:36:27.855722, cost_time=0:00:17.786633 2021-04-14 21:36:21,992 INFO : TRAIN, epoch=0057, iter=00150/00196, fetch data time cost=1.48ms, fps=2047 images/s, loss=1.1858, top1-acc=65.29%, top5-acc=91.21%, remaining_time=0:00:05.838182, arrival_time=2021-04-14 21:36:27.830354, cost_time=0:00:19.037589 2021-04-14 21:36:23,247 INFO : TRAIN, epoch=0057, iter=00160/00196, fetch data time cost=1.38ms, fps=2040 images/s, loss=1.1862, top1-acc=65.27%, top5-acc=91.22%, remaining_time=0:00:04.565988, arrival_time=2021-04-14 21:36:27.813637, cost_time=0:00:20.293224 2021-04-14 21:36:24,499 INFO : TRAIN, epoch=0057, iter=00170/00196, fetch data time cost=1.66ms, fps=2045 images/s, loss=1.1877, top1-acc=65.26%, top5-acc=91.17%, remaining_time=0:00:03.295162, arrival_time=2021-04-14 21:36:27.795040, cost_time=0:00:21.545369 2021-04-14 21:36:25,747 INFO : TRAIN, epoch=0057, iter=00180/00196, fetch data time cost=1.36ms, fps=2053 images/s, loss=1.1869, top1-acc=65.26%, top5-acc=91.18%, remaining_time=0:00:02.026032, arrival_time=2021-04-14 21:36:27.773231, cost_time=0:00:22.792772 2021-04-14 21:36:26,995 INFO : TRAIN, epoch=0057, iter=00190/00196, fetch data time cost=1.72ms, fps=2052 images/s, loss=1.1871, top1-acc=65.27%, top5-acc=91.18%, remaining_time=0:00:00.759192, arrival_time=2021-04-14 21:36:27.754742, cost_time=0:00:24.041005 2021-04-14 21:36:27,685 INFO : TRAIN, epoch=0057, iter=00196/00196, fetch data time cost=1.85ms, fps=1974 images/s, loss=1.1884, top1-acc=65.28%, top5-acc=91.17%, remaining_time=0:00:00, arrival_time=2021-04-14 21:36:27.685354, cost_time=0:00:24.730859 2021-04-14 21:36:28,252 INFO : EVAL, epoch=0057, iter=00010/00040, fetch data time cost=1.62ms, fps=4541 images/s, loss=1.6311, top1-acc=54.96%, top5-acc=84.22%, remaining_time=0:00:01.691070, arrival_time=2021-04-14 21:36:29.943501, cost_time=0:00:00.563692 2021-04-14 21:36:28,646 INFO : EVAL, epoch=0057, iter=00020/00040, fetch data time cost=1.38ms, fps=6510 images/s, loss=1.6608, top1-acc=54.77%, top5-acc=84.14%, remaining_time=0:00:00.957440, arrival_time=2021-04-14 21:36:29.603557, cost_time=0:00:00.957432 2021-04-14 21:36:29,035 INFO : EVAL, epoch=0057, iter=00030/00040, fetch data time cost=1.79ms, fps=6587 images/s, loss=1.6478, top1-acc=55.07%, top5-acc=84.39%, remaining_time=0:00:00.448810, arrival_time=2021-04-14 21:36:29.483989, cost_time=0:00:01.346418 2021-04-14 21:36:29,395 INFO : EVAL, epoch=0057, iter=00040/00040, fetch data time cost=0.08ms, fps=6447 images/s, loss=1.6460, top1-acc=55.37%, top5-acc=84.42%, remaining_time=0:00:00, arrival_time=2021-04-14 21:36:29.395586, cost_time=0:00:01.706850 2021-04-14 21:36:29,461 INFO : Epoch=0057 complete, best val top1-acc=55.49%, top5-acc=85.09% (epoch=52), remaining_time=1:03:24.471099, arrival_time=2021-04-14 22:39:53.932321, cost_time=0:25:16.467490 2021-04-14 21:36:29,462 INFO : Train start, epoch=0058, lr=0.081262 2021-04-14 21:36:30,890 INFO : TRAIN, epoch=0058, iter=00010/00196, fetch data time cost=0.37ms, fps=1793 images/s, loss=1.1567, top1-acc=66.45%, top5-acc=91.45%, remaining_time=0:00:26.550756, arrival_time=2021-04-14 21:36:57.441060, cost_time=0:00:01.427465 2021-04-14 21:36:32,163 INFO : TRAIN, epoch=0058, iter=00020/00196, fetch data time cost=1.89ms, fps=2012 images/s, loss=1.1712, top1-acc=66.04%, top5-acc=91.52%, remaining_time=0:00:23.765632, arrival_time=2021-04-14 21:36:55.929125, cost_time=0:00:02.700648 2021-04-14 21:36:33,419 INFO : TRAIN, epoch=0058, iter=00030/00196, fetch data time cost=1.55ms, fps=2039 images/s, loss=1.1659, top1-acc=66.00%, top5-acc=91.55%, remaining_time=0:00:21.895068, arrival_time=2021-04-14 21:36:55.314874, cost_time=0:00:03.956930 2021-04-14 21:36:34,673 INFO : TRAIN, epoch=0058, iter=00040/00196, fetch data time cost=1.41ms, fps=2044 images/s, loss=1.1607, top1-acc=65.92%, top5-acc=91.51%, remaining_time=0:00:20.319780, arrival_time=2021-04-14 21:36:54.992868, cost_time=0:00:05.210183 2021-04-14 21:36:35,924 INFO : TRAIN, epoch=0058, iter=00050/00196, fetch data time cost=1.52ms, fps=2047 images/s, loss=1.1670, top1-acc=65.72%, top5-acc=91.45%, remaining_time=0:00:18.867434, arrival_time=2021-04-14 21:36:54.791655, cost_time=0:00:06.461437 2021-04-14 21:36:37,174 INFO : TRAIN, epoch=0058, iter=00060/00196, fetch data time cost=1.71ms, fps=2049 images/s, loss=1.1695, top1-acc=65.68%, top5-acc=91.41%, remaining_time=0:00:17.478584, arrival_time=2021-04-14 21:36:54.652623, cost_time=0:00:07.711165 2021-04-14 21:36:38,424 INFO : TRAIN, epoch=0058, iter=00070/00196, fetch data time cost=1.54ms, fps=2048 images/s, loss=1.1638, top1-acc=65.84%, top5-acc=91.51%, remaining_time=0:00:16.130898, arrival_time=2021-04-14 21:36:54.555251, cost_time=0:00:08.961605 2021-04-14 21:36:39,695 INFO : TRAIN, epoch=0058, iter=00080/00196, fetch data time cost=2.07ms, fps=2014 images/s, loss=1.1651, top1-acc=65.88%, top5-acc=91.47%, remaining_time=0:00:14.837560, arrival_time=2021-04-14 21:36:54.533246, cost_time=0:00:10.232786 2021-04-14 21:36:40,950 INFO : TRAIN, epoch=0058, iter=00090/00196, fetch data time cost=1.48ms, fps=2041 images/s, loss=1.1673, top1-acc=65.81%, top5-acc=91.41%, remaining_time=0:00:13.530264, arrival_time=2021-04-14 21:36:54.480965, cost_time=0:00:11.487945 2021-04-14 21:36:42,200 INFO : TRAIN, epoch=0058, iter=00100/00196, fetch data time cost=1.45ms, fps=2050 images/s, loss=1.1687, top1-acc=65.82%, top5-acc=91.37%, remaining_time=0:00:12.227712, arrival_time=2021-04-14 21:36:54.427724, cost_time=0:00:12.737197 2021-04-14 21:36:43,447 INFO : TRAIN, epoch=0058, iter=00110/00196, fetch data time cost=1.49ms, fps=2054 images/s, loss=1.1656, top1-acc=65.91%, top5-acc=91.40%, remaining_time=0:00:10.933094, arrival_time=2021-04-14 21:36:54.380095, cost_time=0:00:13.984171 2021-04-14 21:36:44,698 INFO : TRAIN, epoch=0058, iter=00120/00196, fetch data time cost=1.42ms, fps=2047 images/s, loss=1.1645, top1-acc=66.03%, top5-acc=91.41%, remaining_time=0:00:09.649264, arrival_time=2021-04-14 21:36:54.347664, cost_time=0:00:15.235656 2021-04-14 21:36:45,961 INFO : TRAIN, epoch=0058, iter=00130/00196, fetch data time cost=1.51ms, fps=2028 images/s, loss=1.1658, top1-acc=65.98%, top5-acc=91.37%, remaining_time=0:00:08.376126, arrival_time=2021-04-14 21:36:54.337393, cost_time=0:00:16.498376 2021-04-14 21:36:47,215 INFO : TRAIN, epoch=0058, iter=00140/00196, fetch data time cost=1.40ms, fps=2042 images/s, loss=1.1693, top1-acc=65.86%, top5-acc=91.36%, remaining_time=0:00:07.101192, arrival_time=2021-04-14 21:36:54.316953, cost_time=0:00:17.753002 2021-04-14 21:36:48,466 INFO : TRAIN, epoch=0058, iter=00150/00196, fetch data time cost=1.37ms, fps=2048 images/s, loss=1.1690, top1-acc=65.91%, top5-acc=91.34%, remaining_time=0:00:05.827786, arrival_time=2021-04-14 21:36:54.294158, cost_time=0:00:19.003621 2021-04-14 21:36:49,723 INFO : TRAIN, epoch=0058, iter=00160/00196, fetch data time cost=1.32ms, fps=2038 images/s, loss=1.1706, top1-acc=65.88%, top5-acc=91.33%, remaining_time=0:00:04.558608, arrival_time=2021-04-14 21:36:54.281825, cost_time=0:00:20.260408 2021-04-14 21:36:50,978 INFO : TRAIN, epoch=0058, iter=00170/00196, fetch data time cost=1.40ms, fps=2041 images/s, loss=1.1719, top1-acc=65.74%, top5-acc=91.31%, remaining_time=0:00:03.290586, arrival_time=2021-04-14 21:36:54.268845, cost_time=0:00:21.515450 2021-04-14 21:36:52,231 INFO : TRAIN, epoch=0058, iter=00180/00196, fetch data time cost=1.52ms, fps=2044 images/s, loss=1.1734, top1-acc=65.68%, top5-acc=91.27%, remaining_time=0:00:02.023856, arrival_time=2021-04-14 21:36:54.255021, cost_time=0:00:22.768424 2021-04-14 21:36:53,479 INFO : TRAIN, epoch=0058, iter=00190/00196, fetch data time cost=1.23ms, fps=2052 images/s, loss=1.1758, top1-acc=65.66%, top5-acc=91.23%, remaining_time=0:00:00.758412, arrival_time=2021-04-14 21:36:54.237540, cost_time=0:00:24.016379 2021-04-14 21:36:54,163 INFO : TRAIN, epoch=0058, iter=00196/00196, fetch data time cost=1.37ms, fps=1989 images/s, loss=1.1751, top1-acc=65.68%, top5-acc=91.22%, remaining_time=0:00:00, arrival_time=2021-04-14 21:36:54.163441, cost_time=0:00:24.700654 2021-04-14 21:36:54,704 INFO : EVAL, epoch=0058, iter=00010/00040, fetch data time cost=0.45ms, fps=4747 images/s, loss=1.6753, top1-acc=54.37%, top5-acc=84.69%, remaining_time=0:00:01.617870, arrival_time=2021-04-14 21:36:56.322662, cost_time=0:00:00.539294 2021-04-14 21:36:55,103 INFO : EVAL, epoch=0058, iter=00020/00040, fetch data time cost=0.21ms, fps=6434 images/s, loss=1.6615, top1-acc=54.45%, top5-acc=84.43%, remaining_time=0:00:00.937780, arrival_time=2021-04-14 21:36:56.041015, cost_time=0:00:00.937778 2021-04-14 21:36:55,504 INFO : EVAL, epoch=0058, iter=00030/00040, fetch data time cost=4.51ms, fps=6395 images/s, loss=1.6675, top1-acc=54.15%, top5-acc=84.44%, remaining_time=0:00:00.446240, arrival_time=2021-04-14 21:36:55.950370, cost_time=0:00:01.338706 2021-04-14 21:36:55,861 INFO : EVAL, epoch=0058, iter=00040/00040, fetch data time cost=0.05ms, fps=6507 images/s, loss=1.6555, top1-acc=54.42%, top5-acc=84.27%, remaining_time=0:00:00, arrival_time=2021-04-14 21:36:55.861119, cost_time=0:00:01.695757 2021-04-14 21:36:55,922 INFO : Epoch=0058 complete, best val top1-acc=55.49%, top5-acc=85.09% (epoch=52), remaining_time=1:02:57.514530, arrival_time=2021-04-14 22:39:53.436747, cost_time=0:25:42.928494 2021-04-14 21:36:55,923 INFO : Train start, epoch=0059, lr=0.080645 2021-04-14 21:36:57,381 INFO : TRAIN, epoch=0059, iter=00010/00196, fetch data time cost=1.57ms, fps=1756 images/s, loss=1.1966, top1-acc=65.43%, top5-acc=91.41%, remaining_time=0:00:27.117312, arrival_time=2021-04-14 21:37:24.498964, cost_time=0:00:01.457916 2021-04-14 21:36:58,644 INFO : TRAIN, epoch=0059, iter=00020/00196, fetch data time cost=2.71ms, fps=2028 images/s, loss=1.1733, top1-acc=65.57%, top5-acc=91.95%, remaining_time=0:00:23.942512, arrival_time=2021-04-14 21:37:22.587057, cost_time=0:00:02.720736 2021-04-14 21:36:59,902 INFO : TRAIN, epoch=0059, iter=00030/00196, fetch data time cost=2.39ms, fps=2037 images/s, loss=1.1676, top1-acc=65.22%, top5-acc=92.17%, remaining_time=0:00:22.015086, arrival_time=2021-04-14 21:37:21.917494, cost_time=0:00:03.978620 2021-04-14 21:37:01,169 INFO : TRAIN, epoch=0059, iter=00040/00196, fetch data time cost=2.22ms, fps=2022 images/s, loss=1.1651, top1-acc=65.17%, top5-acc=92.19%, remaining_time=0:00:20.457528, arrival_time=2021-04-14 21:37:21.626758, cost_time=0:00:05.245517 2021-04-14 21:37:02,421 INFO : TRAIN, epoch=0059, iter=00050/00196, fetch data time cost=1.91ms, fps=2045 images/s, loss=1.1667, top1-acc=65.38%, top5-acc=92.02%, remaining_time=0:00:18.974452, arrival_time=2021-04-14 21:37:21.396289, cost_time=0:00:06.498108 2021-04-14 21:37:03,673 INFO : TRAIN, epoch=0059, iter=00060/00196, fetch data time cost=1.67ms, fps=2047 images/s, loss=1.1569, top1-acc=65.70%, top5-acc=91.97%, remaining_time=0:00:17.564944, arrival_time=2021-04-14 21:37:21.237943, cost_time=0:00:07.749270 2021-04-14 21:37:04,924 INFO : TRAIN, epoch=0059, iter=00070/00196, fetch data time cost=1.44ms, fps=2046 images/s, loss=1.1569, top1-acc=65.80%, top5-acc=91.89%, remaining_time=0:00:16.201962, arrival_time=2021-04-14 21:37:21.126680, cost_time=0:00:09.001075 2021-04-14 21:37:06,185 INFO : TRAIN, epoch=0059, iter=00080/00196, fetch data time cost=1.42ms, fps=2032 images/s, loss=1.1559, top1-acc=65.83%, top5-acc=91.87%, remaining_time=0:00:14.878972, arrival_time=2021-04-14 21:37:21.064096, cost_time=0:00:10.261321 2021-04-14 21:37:07,448 INFO : TRAIN, epoch=0059, iter=00090/00196, fetch data time cost=1.55ms, fps=2028 images/s, loss=1.1604, top1-acc=65.80%, top5-acc=91.77%, remaining_time=0:00:13.573618, arrival_time=2021-04-14 21:37:21.022033, cost_time=0:00:11.524773 2021-04-14 21:37:08,714 INFO : TRAIN, epoch=0059, iter=00100/00196, fetch data time cost=2.06ms, fps=2023 images/s, loss=1.1638, top1-acc=65.71%, top5-acc=91.72%, remaining_time=0:00:12.279264, arrival_time=2021-04-14 21:37:20.993899, cost_time=0:00:12.790901 2021-04-14 21:37:09,960 INFO : TRAIN, epoch=0059, iter=00110/00196, fetch data time cost=1.60ms, fps=2055 images/s, loss=1.1683, top1-acc=65.56%, top5-acc=91.67%, remaining_time=0:00:10.974546, arrival_time=2021-04-14 21:37:20.935363, cost_time=0:00:14.037160 2021-04-14 21:37:11,213 INFO : TRAIN, epoch=0059, iter=00120/00196, fetch data time cost=1.53ms, fps=2044 images/s, loss=1.1720, top1-acc=65.49%, top5-acc=91.54%, remaining_time=0:00:09.683844, arrival_time=2021-04-14 21:37:20.897791, cost_time=0:00:15.290301 2021-04-14 21:37:12,462 INFO : TRAIN, epoch=0059, iter=00130/00196, fetch data time cost=1.81ms, fps=2052 images/s, loss=1.1744, top1-acc=65.44%, top5-acc=91.54%, remaining_time=0:00:08.396322, arrival_time=2021-04-14 21:37:20.858408, cost_time=0:00:16.538249 2021-04-14 21:37:13,712 INFO : TRAIN, epoch=0059, iter=00140/00196, fetch data time cost=1.52ms, fps=2049 images/s, loss=1.1759, top1-acc=65.34%, top5-acc=91.52%, remaining_time=0:00:07.115304, arrival_time=2021-04-14 21:37:20.827293, cost_time=0:00:17.788327 2021-04-14 21:37:14,974 INFO : TRAIN, epoch=0059, iter=00150/00196, fetch data time cost=1.44ms, fps=2028 images/s, loss=1.1746, top1-acc=65.41%, top5-acc=91.44%, remaining_time=0:00:05.842276, arrival_time=2021-04-14 21:37:20.816799, cost_time=0:00:19.050881 2021-04-14 21:37:16,222 INFO : TRAIN, epoch=0059, iter=00160/00196, fetch data time cost=1.59ms, fps=2052 images/s, loss=1.1759, top1-acc=65.43%, top5-acc=91.38%, remaining_time=0:00:04.567284, arrival_time=2021-04-14 21:37:20.790127, cost_time=0:00:20.299119 2021-04-14 21:37:17,472 INFO : TRAIN, epoch=0059, iter=00170/00196, fetch data time cost=1.34ms, fps=2049 images/s, loss=1.1764, top1-acc=65.34%, top5-acc=91.33%, remaining_time=0:00:03.295760, arrival_time=2021-04-14 21:37:20.768562, cost_time=0:00:21.549147 2021-04-14 21:37:18,719 INFO : TRAIN, epoch=0059, iter=00180/00196, fetch data time cost=1.47ms, fps=2054 images/s, loss=1.1788, top1-acc=65.35%, top5-acc=91.28%, remaining_time=0:00:02.026288, arrival_time=2021-04-14 21:37:20.745664, cost_time=0:00:22.795733 2021-04-14 21:37:19,978 INFO : TRAIN, epoch=0059, iter=00190/00196, fetch data time cost=1.25ms, fps=2034 images/s, loss=1.1785, top1-acc=65.33%, top5-acc=91.28%, remaining_time=0:00:00.759630, arrival_time=2021-04-14 21:37:20.738266, cost_time=0:00:24.054994 2021-04-14 21:37:20,673 INFO : TRAIN, epoch=0059, iter=00196/00196, fetch data time cost=1.63ms, fps=1959 images/s, loss=1.1804, top1-acc=65.30%, top5-acc=91.24%, remaining_time=0:00:00, arrival_time=2021-04-14 21:37:20.673472, cost_time=0:00:24.749684 2021-04-14 21:37:21,278 INFO : EVAL, epoch=0059, iter=00010/00040, fetch data time cost=0.21ms, fps=4256 images/s, loss=1.7940, top1-acc=51.91%, top5-acc=82.07%, remaining_time=0:00:01.804410, arrival_time=2021-04-14 21:37:23.082526, cost_time=0:00:00.601473 2021-04-14 21:37:21,694 INFO : EVAL, epoch=0059, iter=00020/00040, fetch data time cost=0.21ms, fps=6156 images/s, loss=1.7982, top1-acc=51.11%, top5-acc=82.05%, remaining_time=0:00:01.017820, arrival_time=2021-04-14 21:37:22.712268, cost_time=0:00:01.017820 2021-04-14 21:37:22,098 INFO : EVAL, epoch=0059, iter=00030/00040, fetch data time cost=0.31ms, fps=6349 images/s, loss=1.7927, top1-acc=51.50%, top5-acc=82.27%, remaining_time=0:00:00.473800, arrival_time=2021-04-14 21:37:22.571871, cost_time=0:00:01.421388 2021-04-14 21:37:22,460 INFO : EVAL, epoch=0059, iter=00040/00040, fetch data time cost=0.07ms, fps=6410 images/s, loss=1.7835, top1-acc=51.70%, top5-acc=82.14%, remaining_time=0:00:00, arrival_time=2021-04-14 21:37:22.460490, cost_time=0:00:01.783885 2021-04-14 21:37:22,542 INFO : Epoch=0059 complete, best val top1-acc=55.49%, top5-acc=85.09% (epoch=52), remaining_time=1:02:30.954615, arrival_time=2021-04-14 22:39:53.496715, cost_time=0:26:09.548374 2021-04-14 21:37:22,543 INFO : Train start, epoch=0060, lr=0.080021 2021-04-14 21:37:24,002 INFO : TRAIN, epoch=0060, iter=00010/00196, fetch data time cost=0.49ms, fps=1755 images/s, loss=1.1497, top1-acc=66.91%, top5-acc=92.07%, remaining_time=0:00:27.128286, arrival_time=2021-04-14 21:37:51.130256, cost_time=0:00:01.458509 2021-04-14 21:37:25,263 INFO : TRAIN, epoch=0060, iter=00020/00196, fetch data time cost=2.02ms, fps=2030 images/s, loss=1.1387, top1-acc=66.60%, top5-acc=91.95%, remaining_time=0:00:23.937760, arrival_time=2021-04-14 21:37:49.201476, cost_time=0:00:02.720206 2021-04-14 21:37:26,529 INFO : TRAIN, epoch=0060, iter=00030/00196, fetch data time cost=1.65ms, fps=2024 images/s, loss=1.1334, top1-acc=66.81%, top5-acc=92.04%, remaining_time=0:00:22.053432, arrival_time=2021-04-14 21:37:48.582507, cost_time=0:00:03.985559 2021-04-14 21:37:27,786 INFO : TRAIN, epoch=0060, iter=00040/00196, fetch data time cost=1.84ms, fps=2036 images/s, loss=1.1220, top1-acc=67.21%, top5-acc=92.21%, remaining_time=0:00:20.448636, arrival_time=2021-04-14 21:37:48.235334, cost_time=0:00:05.243229 2021-04-14 21:37:29,038 INFO : TRAIN, epoch=0060, iter=00050/00196, fetch data time cost=1.53ms, fps=2046 images/s, loss=1.1274, top1-acc=67.01%, top5-acc=92.09%, remaining_time=0:00:18.964670, arrival_time=2021-04-14 21:37:48.002891, cost_time=0:00:06.494751 2021-04-14 21:37:30,297 INFO : TRAIN, epoch=0060, iter=00060/00196, fetch data time cost=1.86ms, fps=2034 images/s, loss=1.1288, top1-acc=66.92%, top5-acc=92.06%, remaining_time=0:00:17.575144, arrival_time=2021-04-14 21:37:47.872319, cost_time=0:00:07.753715 2021-04-14 21:37:31,541 INFO : TRAIN, epoch=0060, iter=00070/00196, fetch data time cost=1.47ms, fps=2059 images/s, loss=1.1294, top1-acc=66.94%, top5-acc=91.99%, remaining_time=0:00:16.195284, arrival_time=2021-04-14 21:37:47.736270, cost_time=0:00:08.997353 2021-04-14 21:37:32,795 INFO : TRAIN, epoch=0060, iter=00080/00196, fetch data time cost=1.55ms, fps=2042 images/s, loss=1.1399, top1-acc=66.74%, top5-acc=91.80%, remaining_time=0:00:14.865516, arrival_time=2021-04-14 21:37:47.661052, cost_time=0:00:10.252057 2021-04-14 21:37:34,046 INFO : TRAIN, epoch=0060, iter=00090/00196, fetch data time cost=1.62ms, fps=2048 images/s, loss=1.1439, top1-acc=66.54%, top5-acc=91.78%, remaining_time=0:00:13.547436, arrival_time=2021-04-14 21:37:47.593495, cost_time=0:00:11.502585 2021-04-14 21:37:35,308 INFO : TRAIN, epoch=0060, iter=00100/00196, fetch data time cost=1.47ms, fps=2028 images/s, loss=1.1481, top1-acc=66.39%, top5-acc=91.68%, remaining_time=0:00:12.254880, arrival_time=2021-04-14 21:37:47.563812, cost_time=0:00:12.765458 2021-04-14 21:37:36,566 INFO : TRAIN, epoch=0060, iter=00110/00196, fetch data time cost=2.04ms, fps=2037 images/s, loss=1.1525, top1-acc=66.26%, top5-acc=91.57%, remaining_time=0:00:10.963280, arrival_time=2021-04-14 21:37:47.529629, cost_time=0:00:14.022849 2021-04-14 21:37:37,820 INFO : TRAIN, epoch=0060, iter=00120/00196, fetch data time cost=1.52ms, fps=2043 images/s, loss=1.1557, top1-acc=66.18%, top5-acc=91.53%, remaining_time=0:00:09.675028, arrival_time=2021-04-14 21:37:47.495016, cost_time=0:00:15.276405 2021-04-14 21:37:39,070 INFO : TRAIN, epoch=0060, iter=00130/00196, fetch data time cost=1.55ms, fps=2048 images/s, loss=1.1567, top1-acc=66.16%, top5-acc=91.48%, remaining_time=0:00:08.390646, arrival_time=2021-04-14 21:37:47.461160, cost_time=0:00:16.527017 2021-04-14 21:37:40,318 INFO : TRAIN, epoch=0060, iter=00140/00196, fetch data time cost=1.57ms, fps=2053 images/s, loss=1.1617, top1-acc=66.11%, top5-acc=91.38%, remaining_time=0:00:07.109872, arrival_time=2021-04-14 21:37:47.428077, cost_time=0:00:17.774737 2021-04-14 21:37:41,568 INFO : TRAIN, epoch=0060, iter=00150/00196, fetch data time cost=1.94ms, fps=2048 images/s, loss=1.1627, top1-acc=66.05%, top5-acc=91.35%, remaining_time=0:00:05.834318, arrival_time=2021-04-14 21:37:47.402694, cost_time=0:00:19.024876 2021-04-14 21:37:42,830 INFO : TRAIN, epoch=0060, iter=00160/00196, fetch data time cost=1.63ms, fps=2029 images/s, loss=1.1633, top1-acc=65.97%, top5-acc=91.33%, remaining_time=0:00:04.564548, arrival_time=2021-04-14 21:37:47.394966, cost_time=0:00:20.286925 2021-04-14 21:37:44,082 INFO : TRAIN, epoch=0060, iter=00170/00196, fetch data time cost=1.34ms, fps=2045 images/s, loss=1.1637, top1-acc=65.92%, top5-acc=91.33%, remaining_time=0:00:03.294278, arrival_time=2021-04-14 21:37:47.377202, cost_time=0:00:21.539464 2021-04-14 21:37:45,337 INFO : TRAIN, epoch=0060, iter=00180/00196, fetch data time cost=1.40ms, fps=2041 images/s, loss=1.1656, top1-acc=65.90%, top5-acc=91.32%, remaining_time=0:00:02.026144, arrival_time=2021-04-14 21:37:47.363707, cost_time=0:00:22.794052 2021-04-14 21:37:46,594 INFO : TRAIN, epoch=0060, iter=00190/00196, fetch data time cost=1.88ms, fps=2037 images/s, loss=1.1658, top1-acc=65.90%, top5-acc=91.34%, remaining_time=0:00:00.759516, arrival_time=2021-04-14 21:37:47.354333, cost_time=0:00:24.051259 2021-04-14 21:37:47,275 INFO : TRAIN, epoch=0060, iter=00196/00196, fetch data time cost=1.22ms, fps=1999 images/s, loss=1.1688, top1-acc=65.82%, top5-acc=91.29%, remaining_time=0:00:00, arrival_time=2021-04-14 21:37:47.275778, cost_time=0:00:24.732310 2021-04-14 21:37:47,799 INFO : EVAL, epoch=0060, iter=00010/00040, fetch data time cost=2.06ms, fps=4907 images/s, loss=1.5330, top1-acc=58.55%, top5-acc=85.43%, remaining_time=0:00:01.565100, arrival_time=2021-04-14 21:37:49.364384, cost_time=0:00:00.521698 2021-04-14 21:37:48,211 INFO : EVAL, epoch=0060, iter=00020/00040, fetch data time cost=0.31ms, fps=6212 images/s, loss=1.5493, top1-acc=56.93%, top5-acc=85.20%, remaining_time=0:00:00.934220, arrival_time=2021-04-14 21:37:49.146001, cost_time=0:00:00.934212 2021-04-14 21:37:48,603 INFO : EVAL, epoch=0060, iter=00030/00040, fetch data time cost=0.32ms, fps=6538 images/s, loss=1.5727, top1-acc=56.15%, top5-acc=85.10%, remaining_time=0:00:00.442050, arrival_time=2021-04-14 21:37:49.045827, cost_time=0:00:01.326144 2021-04-14 21:37:48,966 INFO : EVAL, epoch=0060, iter=00040/00040, fetch data time cost=0.06ms, fps=6411 images/s, loss=1.5667, top1-acc=56.24%, top5-acc=85.21%, remaining_time=0:00:00, arrival_time=2021-04-14 21:37:48.966123, cost_time=0:00:01.688579 2021-04-14 21:37:49,134 INFO : Epoch=0060 complete, best val top1-acc=56.24%, top5-acc=85.21% (epoch=60), remaining_time=1:02:04.327460, arrival_time=2021-04-14 22:39:53.461504, cost_time=0:26:36.140318 2021-04-14 21:37:49,135 INFO : Train start, epoch=0061, lr=0.079389 2021-04-14 21:37:50,605 INFO : TRAIN, epoch=0061, iter=00010/00196, fetch data time cost=6.43ms, fps=1742 images/s, loss=1.1662, top1-acc=65.86%, top5-acc=91.37%, remaining_time=0:00:27.334746, arrival_time=2021-04-14 21:38:17.939932, cost_time=0:00:01.469613 2021-04-14 21:37:51,869 INFO : TRAIN, epoch=0061, iter=00020/00196, fetch data time cost=2.50ms, fps=2027 images/s, loss=1.1481, top1-acc=66.37%, top5-acc=91.54%, remaining_time=0:00:24.056208, arrival_time=2021-04-14 21:38:15.925482, cost_time=0:00:02.733654 2021-04-14 21:37:53,130 INFO : TRAIN, epoch=0061, iter=00030/00196, fetch data time cost=2.28ms, fps=2031 images/s, loss=1.1134, top1-acc=67.30%, top5-acc=91.94%, remaining_time=0:00:22.106220, arrival_time=2021-04-14 21:38:15.236939, cost_time=0:00:03.995108 2021-04-14 21:37:54,381 INFO : TRAIN, epoch=0061, iter=00040/00196, fetch data time cost=1.34ms, fps=2047 images/s, loss=1.1128, top1-acc=67.19%, top5-acc=92.06%, remaining_time=0:00:20.460960, arrival_time=2021-04-14 21:38:14.842807, cost_time=0:00:05.246395 2021-04-14 21:37:55,632 INFO : TRAIN, epoch=0061, iter=00050/00196, fetch data time cost=1.47ms, fps=2049 images/s, loss=1.1198, top1-acc=67.13%, top5-acc=91.88%, remaining_time=0:00:18.969634, arrival_time=2021-04-14 21:38:14.601706, cost_time=0:00:06.496471 2021-04-14 21:37:56,891 INFO : TRAIN, epoch=0061, iter=00060/00196, fetch data time cost=2.25ms, fps=2034 images/s, loss=1.1234, top1-acc=67.03%, top5-acc=91.89%, remaining_time=0:00:17.580040, arrival_time=2021-04-14 21:38:14.471450, cost_time=0:00:07.755894 2021-04-14 21:37:58,142 INFO : TRAIN, epoch=0061, iter=00070/00196, fetch data time cost=1.34ms, fps=2047 images/s, loss=1.1309, top1-acc=66.83%, top5-acc=91.79%, remaining_time=0:00:16.212546, arrival_time=2021-04-14 21:38:14.354958, cost_time=0:00:09.006958 2021-04-14 21:37:59,399 INFO : TRAIN, epoch=0061, iter=00080/00196, fetch data time cost=1.68ms, fps=2037 images/s, loss=1.1341, top1-acc=66.62%, top5-acc=91.77%, remaining_time=0:00:14.883264, arrival_time=2021-04-14 21:38:14.283072, cost_time=0:00:10.264293 2021-04-14 21:38:00,644 INFO : TRAIN, epoch=0061, iter=00090/00196, fetch data time cost=1.45ms, fps=2059 images/s, loss=1.1417, top1-acc=66.42%, top5-acc=91.64%, remaining_time=0:00:13.554432, arrival_time=2021-04-14 21:38:14.198395, cost_time=0:00:11.508465 2021-04-14 21:38:01,898 INFO : TRAIN, epoch=0061, iter=00100/00196, fetch data time cost=1.94ms, fps=2041 images/s, loss=1.1433, top1-acc=66.43%, top5-acc=91.52%, remaining_time=0:00:12.252768, arrival_time=2021-04-14 21:38:14.151611, cost_time=0:00:12.763334 2021-04-14 21:38:03,162 INFO : TRAIN, epoch=0061, iter=00110/00196, fetch data time cost=1.53ms, fps=2027 images/s, loss=1.1530, top1-acc=66.16%, top5-acc=91.40%, remaining_time=0:00:10.966548, arrival_time=2021-04-14 21:38:14.128978, cost_time=0:00:14.026964 2021-04-14 21:38:04,419 INFO : TRAIN, epoch=0061, iter=00120/00196, fetch data time cost=1.44ms, fps=2037 images/s, loss=1.1527, top1-acc=66.19%, top5-acc=91.40%, remaining_time=0:00:09.680120, arrival_time=2021-04-14 21:38:14.099966, cost_time=0:00:15.284358 2021-04-14 21:38:05,673 INFO : TRAIN, epoch=0061, iter=00130/00196, fetch data time cost=1.38ms, fps=2044 images/s, loss=1.1565, top1-acc=66.10%, top5-acc=91.29%, remaining_time=0:00:08.395992, arrival_time=2021-04-14 21:38:14.068987, cost_time=0:00:16.537497 2021-04-14 21:38:06,929 INFO : TRAIN, epoch=0061, iter=00140/00196, fetch data time cost=1.89ms, fps=2038 images/s, loss=1.1601, top1-acc=65.97%, top5-acc=91.27%, remaining_time=0:00:07.117712, arrival_time=2021-04-14 21:38:14.047440, cost_time=0:00:17.794216 2021-04-14 21:38:08,185 INFO : TRAIN, epoch=0061, iter=00150/00196, fetch data time cost=1.42ms, fps=2039 images/s, loss=1.1610, top1-acc=65.92%, top5-acc=91.31%, remaining_time=0:00:05.842046, arrival_time=2021-04-14 21:38:14.027664, cost_time=0:00:19.050181 2021-04-14 21:38:09,438 INFO : TRAIN, epoch=0061, iter=00160/00196, fetch data time cost=1.35ms, fps=2044 images/s, loss=1.1609, top1-acc=65.92%, top5-acc=91.33%, remaining_time=0:00:04.568112, arrival_time=2021-04-14 21:38:14.006456, cost_time=0:00:20.302743 2021-04-14 21:38:10,688 INFO : TRAIN, epoch=0061, iter=00170/00196, fetch data time cost=1.36ms, fps=2049 images/s, loss=1.1628, top1-acc=65.90%, top5-acc=91.32%, remaining_time=0:00:03.296306, arrival_time=2021-04-14 21:38:13.984626, cost_time=0:00:21.552846 2021-04-14 21:38:11,940 INFO : TRAIN, epoch=0061, iter=00180/00196, fetch data time cost=1.74ms, fps=2046 images/s, loss=1.1663, top1-acc=65.80%, top5-acc=91.27%, remaining_time=0:00:02.027088, arrival_time=2021-04-14 21:38:13.967303, cost_time=0:00:22.804776 2021-04-14 21:38:13,191 INFO : TRAIN, epoch=0061, iter=00190/00196, fetch data time cost=1.23ms, fps=2047 images/s, loss=1.1680, top1-acc=65.79%, top5-acc=91.23%, remaining_time=0:00:00.759648, arrival_time=2021-04-14 21:38:13.950626, cost_time=0:00:24.055540 2021-04-14 21:38:13,866 INFO : TRAIN, epoch=0061, iter=00196/00196, fetch data time cost=1.25ms, fps=2015 images/s, loss=1.1702, top1-acc=65.75%, top5-acc=91.23%, remaining_time=0:00:00, arrival_time=2021-04-14 21:38:13.866379, cost_time=0:00:24.730880 2021-04-14 21:38:14,452 INFO : EVAL, epoch=0061, iter=00010/00040, fetch data time cost=2.26ms, fps=4386 images/s, loss=1.7361, top1-acc=53.24%, top5-acc=82.30%, remaining_time=0:00:01.751070, arrival_time=2021-04-14 21:38:16.203059, cost_time=0:00:00.583687 2021-04-14 21:38:14,843 INFO : EVAL, epoch=0061, iter=00020/00040, fetch data time cost=1.93ms, fps=6541 images/s, loss=1.7322, top1-acc=52.95%, top5-acc=82.60%, remaining_time=0:00:00.975680, arrival_time=2021-04-14 21:38:15.819601, cost_time=0:00:00.975676 2021-04-14 21:38:15,238 INFO : EVAL, epoch=0061, iter=00030/00040, fetch data time cost=1.44ms, fps=6488 images/s, loss=1.7222, top1-acc=53.06%, top5-acc=82.96%, remaining_time=0:00:00.456880, arrival_time=2021-04-14 21:38:15.695786, cost_time=0:00:01.370632 2021-04-14 21:38:15,603 INFO : EVAL, epoch=0061, iter=00040/00040, fetch data time cost=0.08ms, fps=6380 images/s, loss=1.7095, top1-acc=53.13%, top5-acc=82.97%, remaining_time=0:00:00, arrival_time=2021-04-14 21:38:15.602995, cost_time=0:00:01.734791 2021-04-14 21:38:15,729 INFO : Epoch=0061 complete, best val top1-acc=56.24%, top5-acc=85.21% (epoch=60), remaining_time=1:01:37.710109, arrival_time=2021-04-14 22:39:53.439964, cost_time=0:27:02.736096 2021-04-14 21:38:15,732 INFO : Train start, epoch=0062, lr=0.078750 2021-04-14 21:38:17,150 INFO : TRAIN, epoch=0062, iter=00010/00196, fetch data time cost=1.81ms, fps=1806 images/s, loss=1.1180, top1-acc=68.12%, top5-acc=92.77%, remaining_time=0:00:26.371080, arrival_time=2021-04-14 21:38:43.521303, cost_time=0:00:01.417803 2021-04-14 21:38:18,402 INFO : TRAIN, epoch=0062, iter=00020/00196, fetch data time cost=2.68ms, fps=2046 images/s, loss=1.0840, top1-acc=68.63%, top5-acc=92.77%, remaining_time=0:00:23.494064, arrival_time=2021-04-14 21:38:41.896280, cost_time=0:00:02.669776 2021-04-14 21:38:19,660 INFO : TRAIN, epoch=0062, iter=00030/00196, fetch data time cost=1.38ms, fps=2036 images/s, loss=1.0945, top1-acc=68.15%, top5-acc=92.81%, remaining_time=0:00:21.733716, arrival_time=2021-04-14 21:38:41.393949, cost_time=0:00:03.927768 2021-04-14 21:38:20,916 INFO : TRAIN, epoch=0062, iter=00040/00196, fetch data time cost=1.58ms, fps=2038 images/s, loss=1.0979, top1-acc=67.77%, top5-acc=92.66%, remaining_time=0:00:20.219004, arrival_time=2021-04-14 21:38:41.135792, cost_time=0:00:05.184371 2021-04-14 21:38:22,183 INFO : TRAIN, epoch=0062, iter=00050/00196, fetch data time cost=1.48ms, fps=2022 images/s, loss=1.1020, top1-acc=67.54%, top5-acc=92.54%, remaining_time=0:00:18.837358, arrival_time=2021-04-14 21:38:41.020906, cost_time=0:00:06.451174 2021-04-14 21:38:23,459 INFO : TRAIN, epoch=0062, iter=00060/00196, fetch data time cost=1.87ms, fps=2007 images/s, loss=1.1038, top1-acc=67.47%, top5-acc=92.59%, remaining_time=0:00:17.514216, arrival_time=2021-04-14 21:38:40.973495, cost_time=0:00:07.726844 2021-04-14 21:38:24,729 INFO : TRAIN, epoch=0062, iter=00070/00196, fetch data time cost=2.50ms, fps=2017 images/s, loss=1.1122, top1-acc=67.29%, top5-acc=92.48%, remaining_time=0:00:16.193772, arrival_time=2021-04-14 21:38:40.922872, cost_time=0:00:08.996575 2021-04-14 21:38:25,982 INFO : TRAIN, epoch=0062, iter=00080/00196, fetch data time cost=1.43ms, fps=2044 images/s, loss=1.1133, top1-acc=67.33%, top5-acc=92.41%, remaining_time=0:00:14.861920, arrival_time=2021-04-14 21:38:40.843911, cost_time=0:00:10.249597 2021-04-14 21:38:27,242 INFO : TRAIN, epoch=0062, iter=00090/00196, fetch data time cost=1.53ms, fps=2032 images/s, loss=1.1168, top1-acc=67.21%, top5-acc=92.31%, remaining_time=0:00:13.555810, arrival_time=2021-04-14 21:38:40.797850, cost_time=0:00:11.509665 2021-04-14 21:38:28,506 INFO : TRAIN, epoch=0062, iter=00100/00196, fetch data time cost=2.60ms, fps=2026 images/s, loss=1.1285, top1-acc=66.86%, top5-acc=92.11%, remaining_time=0:00:12.262752, arrival_time=2021-04-14 21:38:40.768922, cost_time=0:00:12.773736 2021-04-14 21:38:29,758 INFO : TRAIN, epoch=0062, iter=00110/00196, fetch data time cost=1.34ms, fps=2045 images/s, loss=1.1317, top1-acc=66.80%, top5-acc=91.97%, remaining_time=0:00:10.965860, arrival_time=2021-04-14 21:38:40.724315, cost_time=0:00:14.026079 2021-04-14 21:38:31,007 INFO : TRAIN, epoch=0062, iter=00120/00196, fetch data time cost=1.47ms, fps=2051 images/s, loss=1.1370, top1-acc=66.68%, top5-acc=91.90%, remaining_time=0:00:09.674040, arrival_time=2021-04-14 21:38:40.681314, cost_time=0:00:15.274820 2021-04-14 21:38:32,254 INFO : TRAIN, epoch=0062, iter=00130/00196, fetch data time cost=1.54ms, fps=2053 images/s, loss=1.1425, top1-acc=66.52%, top5-acc=91.87%, remaining_time=0:00:08.388270, arrival_time=2021-04-14 21:38:40.643080, cost_time=0:00:16.522347 2021-04-14 21:38:33,503 INFO : TRAIN, epoch=0062, iter=00140/00196, fetch data time cost=1.56ms, fps=2052 images/s, loss=1.1463, top1-acc=66.42%, top5-acc=91.82%, remaining_time=0:00:07.108248, arrival_time=2021-04-14 21:38:40.611252, cost_time=0:00:17.770620 2021-04-14 21:38:34,745 INFO : TRAIN, epoch=0062, iter=00150/00196, fetch data time cost=1.50ms, fps=2061 images/s, loss=1.1498, top1-acc=66.28%, top5-acc=91.80%, remaining_time=0:00:05.830730, arrival_time=2021-04-14 21:38:40.576403, cost_time=0:00:19.013290 2021-04-14 21:38:35,989 INFO : TRAIN, epoch=0062, iter=00160/00196, fetch data time cost=1.47ms, fps=2058 images/s, loss=1.1509, top1-acc=66.26%, top5-acc=91.77%, remaining_time=0:00:04.557888, arrival_time=2021-04-14 21:38:40.547615, cost_time=0:00:20.257350 2021-04-14 21:38:37,234 INFO : TRAIN, epoch=0062, iter=00170/00196, fetch data time cost=1.61ms, fps=2058 images/s, loss=1.1521, top1-acc=66.15%, top5-acc=91.76%, remaining_time=0:00:03.288506, arrival_time=2021-04-14 21:38:40.522728, cost_time=0:00:21.501850 2021-04-14 21:38:38,486 INFO : TRAIN, epoch=0062, iter=00180/00196, fetch data time cost=1.40ms, fps=2045 images/s, loss=1.1568, top1-acc=66.02%, top5-acc=91.69%, remaining_time=0:00:02.022560, arrival_time=2021-04-14 21:38:40.508752, cost_time=0:00:22.753814 2021-04-14 21:38:39,735 INFO : TRAIN, epoch=0062, iter=00190/00196, fetch data time cost=1.25ms, fps=2049 images/s, loss=1.1559, top1-acc=66.02%, top5-acc=91.71%, remaining_time=0:00:00.757998, arrival_time=2021-04-14 21:38:40.493800, cost_time=0:00:24.003364 2021-04-14 21:38:40,415 INFO : TRAIN, epoch=0062, iter=00196/00196, fetch data time cost=1.41ms, fps=2003 images/s, loss=1.1587, top1-acc=65.97%, top5-acc=91.67%, remaining_time=0:00:00, arrival_time=2021-04-14 21:38:40.415220, cost_time=0:00:24.682828 2021-04-14 21:38:40,991 INFO : EVAL, epoch=0062, iter=00010/00040, fetch data time cost=0.39ms, fps=4460 images/s, loss=1.8091, top1-acc=50.98%, top5-acc=82.03%, remaining_time=0:00:01.721760, arrival_time=2021-04-14 21:38:42.712878, cost_time=0:00:00.573915 2021-04-14 21:38:41,383 INFO : EVAL, epoch=0062, iter=00020/00040, fetch data time cost=1.73ms, fps=6531 images/s, loss=1.8276, top1-acc=49.96%, top5-acc=81.54%, remaining_time=0:00:00.966360, arrival_time=2021-04-14 21:38:42.349916, cost_time=0:00:00.966358 2021-04-14 21:38:41,779 INFO : EVAL, epoch=0062, iter=00030/00040, fetch data time cost=1.74ms, fps=6478 images/s, loss=1.8021, top1-acc=50.86%, top5-acc=82.06%, remaining_time=0:00:00.454020, arrival_time=2021-04-14 21:38:42.233279, cost_time=0:00:01.362052 2021-04-14 21:38:42,141 INFO : EVAL, epoch=0062, iter=00040/00040, fetch data time cost=0.08ms, fps=6414 images/s, loss=1.8093, top1-acc=50.59%, top5-acc=82.18%, remaining_time=0:00:00, arrival_time=2021-04-14 21:38:42.141404, cost_time=0:00:01.724276 2021-04-14 21:38:42,223 INFO : Epoch=0062 complete, best val top1-acc=56.24%, top5-acc=85.21% (epoch=60), remaining_time=1:01:10.866102, arrival_time=2021-04-14 22:39:53.089517, cost_time=0:27:29.229675 2021-04-14 21:38:42,225 INFO : Train start, epoch=0063, lr=0.078104 2021-04-14 21:38:43,638 INFO : TRAIN, epoch=0063, iter=00010/00196, fetch data time cost=1.97ms, fps=1812 images/s, loss=1.1993, top1-acc=64.88%, top5-acc=91.41%, remaining_time=0:00:26.273430, arrival_time=2021-04-14 21:39:09.912009, cost_time=0:00:01.412551 2021-04-14 21:38:44,908 INFO : TRAIN, epoch=0063, iter=00020/00196, fetch data time cost=2.81ms, fps=2018 images/s, loss=1.1733, top1-acc=65.06%, top5-acc=91.86%, remaining_time=0:00:23.602304, arrival_time=2021-04-14 21:39:08.510494, cost_time=0:00:02.682082 2021-04-14 21:38:46,183 INFO : TRAIN, epoch=0063, iter=00030/00196, fetch data time cost=2.06ms, fps=2008 images/s, loss=1.1648, top1-acc=65.48%, top5-acc=91.94%, remaining_time=0:00:21.899882, arrival_time=2021-04-14 21:39:08.083721, cost_time=0:00:03.957815 2021-04-14 21:38:47,436 INFO : TRAIN, epoch=0063, iter=00040/00196, fetch data time cost=1.41ms, fps=2044 images/s, loss=1.1451, top1-acc=65.88%, top5-acc=92.25%, remaining_time=0:00:20.321808, arrival_time=2021-04-14 21:39:07.758459, cost_time=0:00:05.210720 2021-04-14 21:38:48,695 INFO : TRAIN, epoch=0063, iter=00050/00196, fetch data time cost=1.37ms, fps=2035 images/s, loss=1.1373, top1-acc=66.23%, top5-acc=92.12%, remaining_time=0:00:18.890648, arrival_time=2021-04-14 21:39:07.586048, cost_time=0:00:06.469409 2021-04-14 21:38:49,951 INFO : TRAIN, epoch=0063, iter=00060/00196, fetch data time cost=1.44ms, fps=2039 images/s, loss=1.1358, top1-acc=66.26%, top5-acc=92.05%, remaining_time=0:00:17.510544, arrival_time=2021-04-14 21:39:07.461834, cost_time=0:00:07.725222 2021-04-14 21:38:51,215 INFO : TRAIN, epoch=0063, iter=00070/00196, fetch data time cost=1.36ms, fps=2026 images/s, loss=1.1277, top1-acc=66.51%, top5-acc=92.10%, remaining_time=0:00:16.181550, arrival_time=2021-04-14 21:39:07.397228, cost_time=0:00:08.989762 2021-04-14 21:38:52,475 INFO : TRAIN, epoch=0063, iter=00080/00196, fetch data time cost=2.38ms, fps=2033 images/s, loss=1.1305, top1-acc=66.44%, top5-acc=92.04%, remaining_time=0:00:14.861456, arrival_time=2021-04-14 21:39:07.336859, cost_time=0:00:10.249307 2021-04-14 21:38:53,730 INFO : TRAIN, epoch=0063, iter=00090/00196, fetch data time cost=1.53ms, fps=2042 images/s, loss=1.1320, top1-acc=66.42%, top5-acc=91.95%, remaining_time=0:00:13.549238, arrival_time=2021-04-14 21:39:07.279262, cost_time=0:00:11.504105 2021-04-14 21:38:54,987 INFO : TRAIN, epoch=0063, iter=00100/00196, fetch data time cost=1.89ms, fps=2037 images/s, loss=1.1371, top1-acc=66.29%, top5-acc=91.89%, remaining_time=0:00:12.251136, arrival_time=2021-04-14 21:39:07.238683, cost_time=0:00:12.761574 2021-04-14 21:38:56,236 INFO : TRAIN, epoch=0063, iter=00110/00196, fetch data time cost=1.39ms, fps=2051 images/s, loss=1.1408, top1-acc=66.29%, top5-acc=91.81%, remaining_time=0:00:10.953476, arrival_time=2021-04-14 21:39:07.189682, cost_time=0:00:14.010269 2021-04-14 21:38:57,490 INFO : TRAIN, epoch=0063, iter=00120/00196, fetch data time cost=1.42ms, fps=2042 images/s, loss=1.1435, top1-acc=66.32%, top5-acc=91.74%, remaining_time=0:00:09.667580, arrival_time=2021-04-14 21:39:07.158152, cost_time=0:00:15.264656 2021-04-14 21:38:58,745 INFO : TRAIN, epoch=0063, iter=00130/00196, fetch data time cost=1.38ms, fps=2042 images/s, loss=1.1471, top1-acc=66.22%, top5-acc=91.75%, remaining_time=0:00:08.386488, arrival_time=2021-04-14 21:39:07.131456, cost_time=0:00:16.518870 2021-04-14 21:39:00,015 INFO : TRAIN, epoch=0063, iter=00140/00196, fetch data time cost=1.85ms, fps=2016 images/s, loss=1.1517, top1-acc=66.03%, top5-acc=91.71%, remaining_time=0:00:07.115920, arrival_time=2021-04-14 21:39:07.131620, cost_time=0:00:17.789750 2021-04-14 21:39:01,285 INFO : TRAIN, epoch=0063, iter=00150/00196, fetch data time cost=1.97ms, fps=2016 images/s, loss=1.1537, top1-acc=66.04%, top5-acc=91.68%, remaining_time=0:00:05.845082, arrival_time=2021-04-14 21:39:07.131023, cost_time=0:00:19.060034 2021-04-14 21:39:02,538 INFO : TRAIN, epoch=0063, iter=00160/00196, fetch data time cost=1.38ms, fps=2045 images/s, loss=1.1542, top1-acc=65.93%, top5-acc=91.70%, remaining_time=0:00:04.570308, arrival_time=2021-04-14 21:39:07.108703, cost_time=0:00:20.312407 2021-04-14 21:39:03,795 INFO : TRAIN, epoch=0063, iter=00170/00196, fetch data time cost=2.06ms, fps=2037 images/s, loss=1.1553, top1-acc=65.89%, top5-acc=91.68%, remaining_time=0:00:03.298880, arrival_time=2021-04-14 21:39:07.094441, cost_time=0:00:21.569643 2021-04-14 21:39:05,043 INFO : TRAIN, epoch=0063, iter=00180/00196, fetch data time cost=1.97ms, fps=2052 images/s, loss=1.1602, top1-acc=65.83%, top5-acc=91.58%, remaining_time=0:00:02.028224, arrival_time=2021-04-14 21:39:07.071664, cost_time=0:00:22.817490 2021-04-14 21:39:06,315 INFO : TRAIN, epoch=0063, iter=00190/00196, fetch data time cost=1.27ms, fps=2013 images/s, loss=1.1612, top1-acc=65.85%, top5-acc=91.54%, remaining_time=0:00:00.760728, arrival_time=2021-04-14 21:39:07.076334, cost_time=0:00:24.089669 2021-04-14 21:39:07,010 INFO : TRAIN, epoch=0063, iter=00196/00196, fetch data time cost=1.59ms, fps=1959 images/s, loss=1.1600, top1-acc=65.88%, top5-acc=91.55%, remaining_time=0:00:00, arrival_time=2021-04-14 21:39:07.010126, cost_time=0:00:24.784167 2021-04-14 21:39:07,537 INFO : EVAL, epoch=0063, iter=00010/00040, fetch data time cost=3.35ms, fps=4869 images/s, loss=1.6273, top1-acc=54.61%, top5-acc=84.10%, remaining_time=0:00:01.577430, arrival_time=2021-04-14 21:39:09.115241, cost_time=0:00:00.525809 2021-04-14 21:39:07,935 INFO : EVAL, epoch=0063, iter=00020/00040, fetch data time cost=4.71ms, fps=6450 images/s, loss=1.6156, top1-acc=55.06%, top5-acc=84.04%, remaining_time=0:00:00.923080, arrival_time=2021-04-14 21:39:08.858171, cost_time=0:00:00.923086 2021-04-14 21:39:08,333 INFO : EVAL, epoch=0063, iter=00030/00040, fetch data time cost=0.44ms, fps=6439 images/s, loss=1.5956, top1-acc=55.81%, top5-acc=84.52%, remaining_time=0:00:00.440380, arrival_time=2021-04-14 21:39:08.773554, cost_time=0:00:01.321132 2021-04-14 21:39:08,702 INFO : EVAL, epoch=0063, iter=00040/00040, fetch data time cost=0.09ms, fps=6289 images/s, loss=1.5747, top1-acc=56.05%, top5-acc=84.66%, remaining_time=0:00:00, arrival_time=2021-04-14 21:39:08.702593, cost_time=0:00:01.690617 2021-04-14 21:39:08,782 INFO : Epoch=0063 complete, best val top1-acc=56.24%, top5-acc=85.21% (epoch=60), remaining_time=1:00:44.175066, arrival_time=2021-04-14 22:39:52.957303, cost_time=0:27:55.788514 2021-04-14 21:39:08,783 INFO : Train start, epoch=0064, lr=0.077451 2021-04-14 21:39:10,217 INFO : TRAIN, epoch=0064, iter=00010/00196, fetch data time cost=1.89ms, fps=1786 images/s, loss=1.1579, top1-acc=66.21%, top5-acc=91.91%, remaining_time=0:00:26.657706, arrival_time=2021-04-14 21:39:36.874678, cost_time=0:00:01.433210 2021-04-14 21:39:11,484 INFO : TRAIN, epoch=0064, iter=00020/00196, fetch data time cost=2.55ms, fps=2020 images/s, loss=1.1085, top1-acc=67.40%, top5-acc=92.71%, remaining_time=0:00:23.768800, arrival_time=2021-04-14 21:39:35.253596, cost_time=0:00:02.701007 2021-04-14 21:39:12,745 INFO : TRAIN, epoch=0064, iter=00030/00196, fetch data time cost=1.50ms, fps=2032 images/s, loss=1.0958, top1-acc=67.53%, top5-acc=92.68%, remaining_time=0:00:21.920964, arrival_time=2021-04-14 21:39:34.666355, cost_time=0:00:03.961632 2021-04-14 21:39:13,994 INFO : TRAIN, epoch=0064, iter=00040/00196, fetch data time cost=1.41ms, fps=2051 images/s, loss=1.1014, top1-acc=67.22%, top5-acc=92.57%, remaining_time=0:00:20.320872, arrival_time=2021-04-14 21:39:34.315136, cost_time=0:00:05.210498 2021-04-14 21:39:15,251 INFO : TRAIN, epoch=0064, iter=00050/00196, fetch data time cost=1.37ms, fps=2037 images/s, loss=1.1024, top1-acc=67.11%, top5-acc=92.48%, remaining_time=0:00:18.886560, arrival_time=2021-04-14 21:39:34.138213, cost_time=0:00:06.467985 2021-04-14 21:39:16,497 INFO : TRAIN, epoch=0064, iter=00060/00196, fetch data time cost=1.51ms, fps=2056 images/s, loss=1.1071, top1-acc=67.02%, top5-acc=92.40%, remaining_time=0:00:17.483480, arrival_time=2021-04-14 21:39:33.980551, cost_time=0:00:07.713329 2021-04-14 21:39:17,756 INFO : TRAIN, epoch=0064, iter=00070/00196, fetch data time cost=1.38ms, fps=2033 images/s, loss=1.1170, top1-acc=66.81%, top5-acc=92.13%, remaining_time=0:00:16.151436, arrival_time=2021-04-14 21:39:33.908125, cost_time=0:00:08.973050 2021-04-14 21:39:19,006 INFO : TRAIN, epoch=0064, iter=00080/00196, fetch data time cost=1.42ms, fps=2050 images/s, loss=1.1154, top1-acc=66.96%, top5-acc=92.19%, remaining_time=0:00:14.822480, arrival_time=2021-04-14 21:39:33.828494, cost_time=0:00:10.222369 2021-04-14 21:39:20,258 INFO : TRAIN, epoch=0064, iter=00090/00196, fetch data time cost=1.84ms, fps=2044 images/s, loss=1.1151, top1-acc=66.94%, top5-acc=92.17%, remaining_time=0:00:13.515318, arrival_time=2021-04-14 21:39:33.774247, cost_time=0:00:11.475249 2021-04-14 21:39:21,528 INFO : TRAIN, epoch=0064, iter=00100/00196, fetch data time cost=1.39ms, fps=2017 images/s, loss=1.1168, top1-acc=66.93%, top5-acc=92.16%, remaining_time=0:00:12.235104, arrival_time=2021-04-14 21:39:33.763717, cost_time=0:00:12.744912 2021-04-14 21:39:22,788 INFO : TRAIN, epoch=0064, iter=00110/00196, fetch data time cost=4.05ms, fps=2033 images/s, loss=1.1229, top1-acc=66.88%, top5-acc=92.01%, remaining_time=0:00:10.948832, arrival_time=2021-04-14 21:39:33.736952, cost_time=0:00:14.004374 2021-04-14 21:39:24,039 INFO : TRAIN, epoch=0064, iter=00120/00196, fetch data time cost=1.42ms, fps=2047 images/s, loss=1.1264, top1-acc=66.85%, top5-acc=91.92%, remaining_time=0:00:09.661880, arrival_time=2021-04-14 21:39:33.701215, cost_time=0:00:15.255613 2021-04-14 21:39:25,285 INFO : TRAIN, epoch=0064, iter=00130/00196, fetch data time cost=1.42ms, fps=2055 images/s, loss=1.1294, top1-acc=66.80%, top5-acc=91.90%, remaining_time=0:00:08.377842, arrival_time=2021-04-14 21:39:33.663253, cost_time=0:00:16.501772 2021-04-14 21:39:26,552 INFO : TRAIN, epoch=0064, iter=00140/00196, fetch data time cost=2.44ms, fps=2022 images/s, loss=1.1344, top1-acc=66.73%, top5-acc=91.78%, remaining_time=0:00:07.107240, arrival_time=2021-04-14 21:39:33.659196, cost_time=0:00:17.768137 2021-04-14 21:39:27,823 INFO : TRAIN, epoch=0064, iter=00150/00196, fetch data time cost=1.41ms, fps=2015 images/s, loss=1.1385, top1-acc=66.65%, top5-acc=91.76%, remaining_time=0:00:05.838872, arrival_time=2021-04-14 21:39:33.662248, cost_time=0:00:19.039729 2021-04-14 21:39:29,085 INFO : TRAIN, epoch=0064, iter=00160/00196, fetch data time cost=1.98ms, fps=2029 images/s, loss=1.1448, top1-acc=66.48%, top5-acc=91.68%, remaining_time=0:00:04.567896, arrival_time=2021-04-14 21:39:33.653382, cost_time=0:00:20.301758 2021-04-14 21:39:30,340 INFO : TRAIN, epoch=0064, iter=00170/00196, fetch data time cost=2.19ms, fps=2041 images/s, loss=1.1483, top1-acc=66.39%, top5-acc=91.67%, remaining_time=0:00:03.296852, arrival_time=2021-04-14 21:39:33.636985, cost_time=0:00:21.556403 2021-04-14 21:39:31,603 INFO : TRAIN, epoch=0064, iter=00180/00196, fetch data time cost=1.43ms, fps=2028 images/s, loss=1.1493, top1-acc=66.31%, top5-acc=91.69%, remaining_time=0:00:02.028400, arrival_time=2021-04-14 21:39:33.631552, cost_time=0:00:22.819426 2021-04-14 21:39:32,854 INFO : TRAIN, epoch=0064, iter=00190/00196, fetch data time cost=1.35ms, fps=2047 images/s, loss=1.1516, top1-acc=66.25%, top5-acc=91.66%, remaining_time=0:00:00.760116, arrival_time=2021-04-14 21:39:33.614314, cost_time=0:00:24.070425 2021-04-14 21:39:33,547 INFO : TRAIN, epoch=0064, iter=00196/00196, fetch data time cost=1.74ms, fps=1964 images/s, loss=1.1538, top1-acc=66.21%, top5-acc=91.63%, remaining_time=0:00:00, arrival_time=2021-04-14 21:39:33.547179, cost_time=0:00:24.763515 2021-04-14 21:39:34,101 INFO : EVAL, epoch=0064, iter=00010/00040, fetch data time cost=18.72ms, fps=4641 images/s, loss=1.6273, top1-acc=54.45%, top5-acc=83.09%, remaining_time=0:00:01.654920, arrival_time=2021-04-14 21:39:35.756477, cost_time=0:00:00.551643 2021-04-14 21:39:34,499 INFO : EVAL, epoch=0064, iter=00020/00040, fetch data time cost=0.31ms, fps=6445 images/s, loss=1.6727, top1-acc=53.67%, top5-acc=82.64%, remaining_time=0:00:00.949440, arrival_time=2021-04-14 21:39:35.448699, cost_time=0:00:00.949439 2021-04-14 21:39:34,908 INFO : EVAL, epoch=0064, iter=00030/00040, fetch data time cost=7.50ms, fps=6262 images/s, loss=1.6764, top1-acc=53.98%, top5-acc=82.88%, remaining_time=0:00:00.452860, arrival_time=2021-04-14 21:39:35.361345, cost_time=0:00:01.358570 2021-04-14 21:39:35,267 INFO : EVAL, epoch=0064, iter=00040/00040, fetch data time cost=0.06ms, fps=6467 images/s, loss=1.6545, top1-acc=54.16%, top5-acc=83.23%, remaining_time=0:00:00, arrival_time=2021-04-14 21:39:35.267692, cost_time=0:00:01.717880 2021-04-14 21:39:35,335 INFO : Epoch=0064 complete, best val top1-acc=56.24%, top5-acc=85.21% (epoch=60), remaining_time=1:00:17.476920, arrival_time=2021-04-14 22:39:52.812780, cost_time=0:28:22.342109 2021-04-14 21:39:35,337 INFO : Train start, epoch=0065, lr=0.076791 2021-04-14 21:39:36,769 INFO : TRAIN, epoch=0065, iter=00010/00196, fetch data time cost=0.25ms, fps=1789 images/s, loss=1.1044, top1-acc=66.99%, top5-acc=92.58%, remaining_time=0:00:26.616972, arrival_time=2021-04-14 21:40:03.386072, cost_time=0:00:01.431021 2021-04-14 21:39:38,040 INFO : TRAIN, epoch=0065, iter=00020/00196, fetch data time cost=2.17ms, fps=2015 images/s, loss=1.1318, top1-acc=66.35%, top5-acc=92.01%, remaining_time=0:00:23.780768, arrival_time=2021-04-14 21:40:01.821222, cost_time=0:00:02.702358 2021-04-14 21:39:39,309 INFO : TRAIN, epoch=0065, iter=00030/00196, fetch data time cost=2.09ms, fps=2018 images/s, loss=1.1250, top1-acc=66.51%, top5-acc=92.14%, remaining_time=0:00:21.977570, arrival_time=2021-04-14 21:40:01.287423, cost_time=0:00:03.971840 2021-04-14 21:39:40,560 INFO : TRAIN, epoch=0065, iter=00040/00196, fetch data time cost=1.78ms, fps=2048 images/s, loss=1.1151, top1-acc=66.88%, top5-acc=92.44%, remaining_time=0:00:20.366892, arrival_time=2021-04-14 21:40:00.927182, cost_time=0:00:05.222292 2021-04-14 21:39:41,814 INFO : TRAIN, epoch=0065, iter=00050/00196, fetch data time cost=1.50ms, fps=2042 images/s, loss=1.1101, top1-acc=67.15%, top5-acc=92.46%, remaining_time=0:00:18.911088, arrival_time=2021-04-14 21:40:00.725401, cost_time=0:00:06.476384 2021-04-14 21:39:43,076 INFO : TRAIN, epoch=0065, iter=00060/00196, fetch data time cost=2.12ms, fps=2029 images/s, loss=1.1043, top1-acc=67.39%, top5-acc=92.54%, remaining_time=0:00:17.540192, arrival_time=2021-04-14 21:40:00.616601, cost_time=0:00:07.738323 2021-04-14 21:39:44,340 INFO : TRAIN, epoch=0065, iter=00070/00196, fetch data time cost=1.38ms, fps=2026 images/s, loss=1.1077, top1-acc=67.26%, top5-acc=92.57%, remaining_time=0:00:16.205238, arrival_time=2021-04-14 21:40:00.546032, cost_time=0:00:09.002877 2021-04-14 21:39:45,598 INFO : TRAIN, epoch=0065, iter=00080/00196, fetch data time cost=1.37ms, fps=2036 images/s, loss=1.1126, top1-acc=67.00%, top5-acc=92.50%, remaining_time=0:00:14.877580, arrival_time=2021-04-14 21:40:00.476057, cost_time=0:00:10.260397 2021-04-14 21:39:46,840 INFO : TRAIN, epoch=0065, iter=00090/00196, fetch data time cost=1.63ms, fps=2062 images/s, loss=1.1188, top1-acc=66.79%, top5-acc=92.47%, remaining_time=0:00:13.547754, arrival_time=2021-04-14 21:40:00.388526, cost_time=0:00:11.502844 2021-04-14 21:39:48,094 INFO : TRAIN, epoch=0065, iter=00100/00196, fetch data time cost=1.36ms, fps=2042 images/s, loss=1.1247, top1-acc=66.70%, top5-acc=92.40%, remaining_time=0:00:12.246336, arrival_time=2021-04-14 21:40:00.340972, cost_time=0:00:12.756611 2021-04-14 21:39:49,362 INFO : TRAIN, epoch=0065, iter=00110/00196, fetch data time cost=1.57ms, fps=2020 images/s, loss=1.1248, top1-acc=66.74%, top5-acc=92.36%, remaining_time=0:00:10.964828, arrival_time=2021-04-14 21:40:00.327497, cost_time=0:00:14.024746 2021-04-14 21:39:50,621 INFO : TRAIN, epoch=0065, iter=00120/00196, fetch data time cost=1.54ms, fps=2035 images/s, loss=1.1262, top1-acc=66.65%, top5-acc=92.30%, remaining_time=0:00:09.679360, arrival_time=2021-04-14 21:40:00.300500, cost_time=0:00:15.283218 2021-04-14 21:39:51,875 INFO : TRAIN, epoch=0065, iter=00130/00196, fetch data time cost=1.96ms, fps=2043 images/s, loss=1.1337, top1-acc=66.35%, top5-acc=92.18%, remaining_time=0:00:08.395662, arrival_time=2021-04-14 21:40:00.270666, cost_time=0:00:16.536901 2021-04-14 21:39:53,127 INFO : TRAIN, epoch=0065, iter=00140/00196, fetch data time cost=1.48ms, fps=2046 images/s, loss=1.1355, top1-acc=66.32%, top5-acc=92.13%, remaining_time=0:00:07.115752, arrival_time=2021-04-14 21:40:00.242999, cost_time=0:00:17.789325 2021-04-14 21:39:54,375 INFO : TRAIN, epoch=0065, iter=00150/00196, fetch data time cost=1.44ms, fps=2051 images/s, loss=1.1394, top1-acc=66.22%, top5-acc=92.03%, remaining_time=0:00:05.838182, arrival_time=2021-04-14 21:40:00.213694, cost_time=0:00:19.037591 2021-04-14 21:39:55,644 INFO : TRAIN, epoch=0065, iter=00160/00196, fetch data time cost=1.43ms, fps=2018 images/s, loss=1.1433, top1-acc=66.16%, top5-acc=91.98%, remaining_time=0:00:04.569012, arrival_time=2021-04-14 21:40:00.213736, cost_time=0:00:20.306644 2021-04-14 21:39:56,908 INFO : TRAIN, epoch=0065, iter=00170/00196, fetch data time cost=1.95ms, fps=2026 images/s, loss=1.1455, top1-acc=66.08%, top5-acc=91.96%, remaining_time=0:00:03.299088, arrival_time=2021-04-14 21:40:00.207907, cost_time=0:00:21.570882 2021-04-14 21:39:58,160 INFO : TRAIN, epoch=0065, iter=00180/00196, fetch data time cost=1.42ms, fps=2046 images/s, loss=1.1484, top1-acc=66.03%, top5-acc=91.92%, remaining_time=0:00:02.028672, arrival_time=2021-04-14 21:40:00.189067, cost_time=0:00:22.822474 2021-04-14 21:39:59,417 INFO : TRAIN, epoch=0065, iter=00190/00196, fetch data time cost=1.29ms, fps=2037 images/s, loss=1.1510, top1-acc=66.01%, top5-acc=91.86%, remaining_time=0:00:00.760416, arrival_time=2021-04-14 21:40:00.178177, cost_time=0:00:24.079839 2021-04-14 21:40:00,098 INFO : TRAIN, epoch=0065, iter=00196/00196, fetch data time cost=1.38ms, fps=1998 images/s, loss=1.1539, top1-acc=65.96%, top5-acc=91.83%, remaining_time=0:00:00, arrival_time=2021-04-14 21:40:00.098896, cost_time=0:00:24.760914 2021-04-14 21:40:00,628 INFO : EVAL, epoch=0065, iter=00010/00040, fetch data time cost=3.71ms, fps=4854 images/s, loss=1.7119, top1-acc=53.71%, top5-acc=82.38%, remaining_time=0:00:01.582020, arrival_time=2021-04-14 21:40:02.210118, cost_time=0:00:00.527341 2021-04-14 21:40:01,023 INFO : EVAL, epoch=0065, iter=00020/00040, fetch data time cost=1.33ms, fps=6494 images/s, loss=1.7188, top1-acc=53.32%, top5-acc=82.46%, remaining_time=0:00:00.922200, arrival_time=2021-04-14 21:40:01.945188, cost_time=0:00:00.922204 2021-04-14 21:40:01,416 INFO : EVAL, epoch=0065, iter=00030/00040, fetch data time cost=2.37ms, fps=6510 images/s, loss=1.7113, top1-acc=53.54%, top5-acc=82.76%, remaining_time=0:00:00.438700, arrival_time=2021-04-14 21:40:01.855471, cost_time=0:00:01.316096 2021-04-14 21:40:01,773 INFO : EVAL, epoch=0065, iter=00040/00040, fetch data time cost=0.07ms, fps=6514 images/s, loss=1.7162, top1-acc=53.38%, top5-acc=82.86%, remaining_time=0:00:00, arrival_time=2021-04-14 21:40:01.773283, cost_time=0:00:01.672641 2021-04-14 21:40:01,835 INFO : Epoch=0065 complete, best val top1-acc=56.24%, top5-acc=85.21% (epoch=60), remaining_time=0:59:50.670600, arrival_time=2021-04-14 22:39:52.505750, cost_time=0:28:48.841423 2021-04-14 21:40:01,836 INFO : Train start, epoch=0066, lr=0.076125 2021-04-14 21:40:03,256 INFO : TRAIN, epoch=0066, iter=00010/00196, fetch data time cost=1.55ms, fps=1803 images/s, loss=1.1592, top1-acc=64.88%, top5-acc=92.15%, remaining_time=0:00:26.406234, arrival_time=2021-04-14 21:40:29.662634, cost_time=0:00:01.419687 2021-04-14 21:40:04,517 INFO : TRAIN, epoch=0066, iter=00020/00196, fetch data time cost=1.64ms, fps=2032 images/s, loss=1.1359, top1-acc=66.04%, top5-acc=92.13%, remaining_time=0:00:23.589984, arrival_time=2021-04-14 21:40:28.107267, cost_time=0:00:02.680682 2021-04-14 21:40:05,768 INFO : TRAIN, epoch=0066, iter=00030/00196, fetch data time cost=1.66ms, fps=2048 images/s, loss=1.1127, top1-acc=66.80%, top5-acc=92.58%, remaining_time=0:00:21.753138, arrival_time=2021-04-14 21:40:27.521090, cost_time=0:00:03.931298 2021-04-14 21:40:07,016 INFO : TRAIN, epoch=0066, iter=00040/00196, fetch data time cost=1.34ms, fps=2052 images/s, loss=1.1229, top1-acc=66.46%, top5-acc=92.43%, remaining_time=0:00:20.200284, arrival_time=2021-04-14 21:40:27.216529, cost_time=0:00:05.179555 2021-04-14 21:40:08,276 INFO : TRAIN, epoch=0066, iter=00050/00196, fetch data time cost=1.37ms, fps=2033 images/s, loss=1.1216, top1-acc=66.62%, top5-acc=92.29%, remaining_time=0:00:18.804362, arrival_time=2021-04-14 21:40:27.080796, cost_time=0:00:06.439826 2021-04-14 21:40:09,542 INFO : TRAIN, epoch=0066, iter=00060/00196, fetch data time cost=1.40ms, fps=2023 images/s, loss=1.1095, top1-acc=67.15%, top5-acc=92.44%, remaining_time=0:00:17.467160, arrival_time=2021-04-14 21:40:27.009928, cost_time=0:00:07.706126 2021-04-14 21:40:10,794 INFO : TRAIN, epoch=0066, iter=00070/00196, fetch data time cost=1.88ms, fps=2046 images/s, loss=1.1121, top1-acc=67.12%, top5-acc=92.44%, remaining_time=0:00:16.123968, arrival_time=2021-04-14 21:40:26.918274, cost_time=0:00:08.957767 2021-04-14 21:40:12,039 INFO : TRAIN, epoch=0066, iter=00080/00196, fetch data time cost=1.66ms, fps=2056 images/s, loss=1.1122, top1-acc=67.07%, top5-acc=92.44%, remaining_time=0:00:14.794756, arrival_time=2021-04-14 21:40:26.834654, cost_time=0:00:10.203295 2021-04-14 21:40:13,297 INFO : TRAIN, epoch=0066, iter=00090/00196, fetch data time cost=1.54ms, fps=2036 images/s, loss=1.1167, top1-acc=66.99%, top5-acc=92.40%, remaining_time=0:00:13.498782, arrival_time=2021-04-14 21:40:26.796576, cost_time=0:00:11.461219 2021-04-14 21:40:14,560 INFO : TRAIN, epoch=0066, iter=00100/00196, fetch data time cost=1.51ms, fps=2028 images/s, loss=1.1170, top1-acc=67.02%, top5-acc=92.38%, remaining_time=0:00:12.214944, arrival_time=2021-04-14 21:40:26.775396, cost_time=0:00:12.723868 2021-04-14 21:40:15,808 INFO : TRAIN, epoch=0066, iter=00110/00196, fetch data time cost=1.40ms, fps=2052 images/s, loss=1.1205, top1-acc=66.90%, top5-acc=92.31%, remaining_time=0:00:10.923290, arrival_time=2021-04-14 21:40:26.731530, cost_time=0:00:13.971681 2021-04-14 21:40:17,057 INFO : TRAIN, epoch=0066, iter=00120/00196, fetch data time cost=1.42ms, fps=2050 images/s, loss=1.1219, top1-acc=66.89%, top5-acc=92.27%, remaining_time=0:00:09.640068, arrival_time=2021-04-14 21:40:26.697715, cost_time=0:00:15.221132 2021-04-14 21:40:18,308 INFO : TRAIN, epoch=0066, iter=00130/00196, fetch data time cost=1.71ms, fps=2048 images/s, loss=1.1253, top1-acc=66.77%, top5-acc=92.18%, remaining_time=0:00:08.362398, arrival_time=2021-04-14 21:40:26.670470, cost_time=0:00:16.471453 2021-04-14 21:40:19,565 INFO : TRAIN, epoch=0066, iter=00140/00196, fetch data time cost=1.83ms, fps=2036 images/s, loss=1.1278, top1-acc=66.68%, top5-acc=92.16%, remaining_time=0:00:07.091728, arrival_time=2021-04-14 21:40:26.657523, cost_time=0:00:17.729259 2021-04-14 21:40:20,816 INFO : TRAIN, epoch=0066, iter=00150/00196, fetch data time cost=1.43ms, fps=2048 images/s, loss=1.1287, top1-acc=66.60%, top5-acc=92.11%, remaining_time=0:00:05.820472, arrival_time=2021-04-14 21:40:26.636836, cost_time=0:00:18.979848 2021-04-14 21:40:22,063 INFO : TRAIN, epoch=0066, iter=00160/00196, fetch data time cost=1.38ms, fps=2054 images/s, loss=1.1320, top1-acc=66.50%, top5-acc=92.11%, remaining_time=0:00:04.551012, arrival_time=2021-04-14 21:40:26.614286, cost_time=0:00:20.226688 2021-04-14 21:40:23,309 INFO : TRAIN, epoch=0066, iter=00170/00196, fetch data time cost=1.53ms, fps=2056 images/s, loss=1.1338, top1-acc=66.43%, top5-acc=92.07%, remaining_time=0:00:03.284034, arrival_time=2021-04-14 21:40:26.593155, cost_time=0:00:21.472512 2021-04-14 21:40:24,568 INFO : TRAIN, epoch=0066, iter=00180/00196, fetch data time cost=1.34ms, fps=2035 images/s, loss=1.1343, top1-acc=66.46%, top5-acc=92.04%, remaining_time=0:00:02.020576, arrival_time=2021-04-14 21:40:26.588568, cost_time=0:00:22.731431 2021-04-14 21:40:25,826 INFO : TRAIN, epoch=0066, iter=00190/00196, fetch data time cost=1.25ms, fps=2035 images/s, loss=1.1373, top1-acc=66.37%, top5-acc=92.02%, remaining_time=0:00:00.757578, arrival_time=2021-04-14 21:40:26.584130, cost_time=0:00:23.990035 2021-04-14 21:40:26,501 INFO : TRAIN, epoch=0066, iter=00196/00196, fetch data time cost=1.37ms, fps=2016 images/s, loss=1.1392, top1-acc=66.33%, top5-acc=91.99%, remaining_time=0:00:00, arrival_time=2021-04-14 21:40:26.501629, cost_time=0:00:24.665108 2021-04-14 21:40:27,067 INFO : EVAL, epoch=0066, iter=00010/00040, fetch data time cost=1.84ms, fps=4542 images/s, loss=1.7198, top1-acc=53.48%, top5-acc=83.16%, remaining_time=0:00:01.690800, arrival_time=2021-04-14 21:40:28.757947, cost_time=0:00:00.563601 2021-04-14 21:40:27,462 INFO : EVAL, epoch=0066, iter=00020/00040, fetch data time cost=0.21ms, fps=6480 images/s, loss=1.7022, top1-acc=53.50%, top5-acc=82.93%, remaining_time=0:00:00.959100, arrival_time=2021-04-14 21:40:28.421741, cost_time=0:00:00.959095 2021-04-14 21:40:27,862 INFO : EVAL, epoch=0066, iter=00030/00040, fetch data time cost=0.29ms, fps=6405 images/s, loss=1.7197, top1-acc=53.28%, top5-acc=82.59%, remaining_time=0:00:00.453110, arrival_time=2021-04-14 21:40:28.315936, cost_time=0:00:01.359332 2021-04-14 21:40:28,220 INFO : EVAL, epoch=0066, iter=00040/00040, fetch data time cost=0.06ms, fps=6502 images/s, loss=1.7206, top1-acc=53.02%, top5-acc=82.68%, remaining_time=0:00:00, arrival_time=2021-04-14 21:40:28.220044, cost_time=0:00:01.716600 2021-04-14 21:40:28,331 INFO : Epoch=0066 complete, best val top1-acc=56.24%, top5-acc=85.21% (epoch=60), remaining_time=0:59:23.867484, arrival_time=2021-04-14 22:39:52.198953, cost_time=0:29:15.337686 2021-04-14 21:40:28,334 INFO : Train start, epoch=0067, lr=0.075452 2021-04-14 21:40:29,797 INFO : TRAIN, epoch=0067, iter=00010/00196, fetch data time cost=1.84ms, fps=1751 images/s, loss=1.1104, top1-acc=66.84%, top5-acc=92.30%, remaining_time=0:00:27.192642, arrival_time=2021-04-14 21:40:56.989533, cost_time=0:00:01.461971 2021-04-14 21:40:31,070 INFO : TRAIN, epoch=0067, iter=00020/00196, fetch data time cost=2.77ms, fps=2012 images/s, loss=1.1131, top1-acc=67.27%, top5-acc=92.29%, remaining_time=0:00:24.072048, arrival_time=2021-04-14 21:40:55.142307, cost_time=0:00:02.735457 2021-04-14 21:40:32,321 INFO : TRAIN, epoch=0067, iter=00030/00196, fetch data time cost=1.44ms, fps=2047 images/s, loss=1.1022, top1-acc=67.70%, top5-acc=92.53%, remaining_time=0:00:22.060736, arrival_time=2021-04-14 21:40:54.382316, cost_time=0:00:03.986884 2021-04-14 21:40:33,572 INFO : TRAIN, epoch=0067, iter=00040/00196, fetch data time cost=1.39ms, fps=2048 images/s, loss=1.1030, top1-acc=67.62%, top5-acc=92.39%, remaining_time=0:00:20.425860, arrival_time=2021-04-14 21:40:53.998002, cost_time=0:00:05.237391 2021-04-14 21:40:34,826 INFO : TRAIN, epoch=0067, iter=00050/00196, fetch data time cost=2.06ms, fps=2042 images/s, loss=1.1094, top1-acc=67.34%, top5-acc=92.29%, remaining_time=0:00:18.956202, arrival_time=2021-04-14 21:40:53.782820, cost_time=0:00:06.491839 2021-04-14 21:40:36,083 INFO : TRAIN, epoch=0067, iter=00060/00196, fetch data time cost=1.65ms, fps=2037 images/s, loss=1.1129, top1-acc=67.11%, top5-acc=92.21%, remaining_time=0:00:17.564536, arrival_time=2021-04-14 21:40:53.648256, cost_time=0:00:07.749047 2021-04-14 21:40:37,336 INFO : TRAIN, epoch=0067, iter=00070/00196, fetch data time cost=1.76ms, fps=2044 images/s, loss=1.1132, top1-acc=67.09%, top5-acc=92.12%, remaining_time=0:00:16.203222, arrival_time=2021-04-14 21:40:53.539775, cost_time=0:00:09.001792 2021-04-14 21:40:38,582 INFO : TRAIN, epoch=0067, iter=00080/00196, fetch data time cost=1.57ms, fps=2056 images/s, loss=1.1152, top1-acc=66.91%, top5-acc=92.12%, remaining_time=0:00:14.858904, arrival_time=2021-04-14 21:40:53.441109, cost_time=0:00:10.247525 2021-04-14 21:40:39,840 INFO : TRAIN, epoch=0067, iter=00090/00196, fetch data time cost=1.63ms, fps=2035 images/s, loss=1.1186, top1-acc=66.81%, top5-acc=92.08%, remaining_time=0:00:13.551358, arrival_time=2021-04-14 21:40:53.391928, cost_time=0:00:11.505832 2021-04-14 21:40:41,092 INFO : TRAIN, epoch=0067, iter=00100/00196, fetch data time cost=1.39ms, fps=2046 images/s, loss=1.1215, top1-acc=66.61%, top5-acc=92.09%, remaining_time=0:00:12.247104, arrival_time=2021-04-14 21:40:53.339132, cost_time=0:00:12.757352 2021-04-14 21:40:42,351 INFO : TRAIN, epoch=0067, iter=00110/00196, fetch data time cost=1.64ms, fps=2033 images/s, loss=1.1233, top1-acc=66.59%, top5-acc=92.13%, remaining_time=0:00:10.958808, arrival_time=2021-04-14 21:40:53.310565, cost_time=0:00:14.017089 2021-04-14 21:40:43,625 INFO : TRAIN, epoch=0067, iter=00120/00196, fetch data time cost=2.00ms, fps=2011 images/s, loss=1.1251, top1-acc=66.54%, top5-acc=92.08%, remaining_time=0:00:09.684072, arrival_time=2021-04-14 21:40:53.309537, cost_time=0:00:15.290677 2021-04-14 21:40:44,876 INFO : TRAIN, epoch=0067, iter=00130/00196, fetch data time cost=1.50ms, fps=2047 images/s, loss=1.1287, top1-acc=66.51%, top5-acc=92.01%, remaining_time=0:00:08.398170, arrival_time=2021-04-14 21:40:53.274677, cost_time=0:00:16.541814 2021-04-14 21:40:46,120 INFO : TRAIN, epoch=0067, iter=00140/00196, fetch data time cost=1.50ms, fps=2058 images/s, loss=1.1325, top1-acc=66.50%, top5-acc=91.96%, remaining_time=0:00:07.114408, arrival_time=2021-04-14 21:40:53.235100, cost_time=0:00:17.786024 2021-04-14 21:40:47,371 INFO : TRAIN, epoch=0067, iter=00150/00196, fetch data time cost=1.54ms, fps=2047 images/s, loss=1.1368, top1-acc=66.41%, top5-acc=91.89%, remaining_time=0:00:05.837998, arrival_time=2021-04-14 21:40:53.209769, cost_time=0:00:19.037008 2021-04-14 21:40:48,620 INFO : TRAIN, epoch=0067, iter=00160/00196, fetch data time cost=1.35ms, fps=2052 images/s, loss=1.1408, top1-acc=66.29%, top5-acc=91.80%, remaining_time=0:00:04.564188, arrival_time=2021-04-14 21:40:53.184183, cost_time=0:00:20.285324 2021-04-14 21:40:49,877 INFO : TRAIN, epoch=0067, iter=00170/00196, fetch data time cost=2.20ms, fps=2037 images/s, loss=1.1404, top1-acc=66.26%, top5-acc=91.81%, remaining_time=0:00:03.294772, arrival_time=2021-04-14 21:40:53.172227, cost_time=0:00:21.542714 2021-04-14 21:40:51,144 INFO : TRAIN, epoch=0067, iter=00180/00196, fetch data time cost=1.58ms, fps=2022 images/s, loss=1.1453, top1-acc=66.14%, top5-acc=91.74%, remaining_time=0:00:02.027520, arrival_time=2021-04-14 21:40:53.171956, cost_time=0:00:22.809584 2021-04-14 21:40:52,400 INFO : TRAIN, epoch=0067, iter=00190/00196, fetch data time cost=1.21ms, fps=2040 images/s, loss=1.1476, top1-acc=66.08%, top5-acc=91.70%, remaining_time=0:00:00.759960, arrival_time=2021-04-14 21:40:53.160125, cost_time=0:00:24.065430 2021-04-14 21:40:53,084 INFO : TRAIN, epoch=0067, iter=00196/00196, fetch data time cost=1.59ms, fps=1989 images/s, loss=1.1473, top1-acc=66.10%, top5-acc=91.71%, remaining_time=0:00:00, arrival_time=2021-04-14 21:40:53.084481, cost_time=0:00:24.749803 2021-04-14 21:40:53,622 INFO : EVAL, epoch=0067, iter=00010/00040, fetch data time cost=0.40ms, fps=4776 images/s, loss=1.5559, top1-acc=57.07%, top5-acc=85.35%, remaining_time=0:00:01.608060, arrival_time=2021-04-14 21:40:55.230951, cost_time=0:00:00.536023 2021-04-14 21:40:54,019 INFO : EVAL, epoch=0067, iter=00020/00040, fetch data time cost=0.43ms, fps=6457 images/s, loss=1.5370, top1-acc=57.54%, top5-acc=85.41%, remaining_time=0:00:00.933020, arrival_time=2021-04-14 21:40:54.952848, cost_time=0:00:00.933013 2021-04-14 21:40:54,413 INFO : EVAL, epoch=0067, iter=00030/00040, fetch data time cost=1.45ms, fps=6507 images/s, loss=1.5196, top1-acc=57.72%, top5-acc=85.66%, remaining_time=0:00:00.442260, arrival_time=2021-04-14 21:40:54.855886, cost_time=0:00:01.326777 2021-04-14 21:40:54,780 INFO : EVAL, epoch=0067, iter=00040/00040, fetch data time cost=0.10ms, fps=6326 images/s, loss=1.5011, top1-acc=58.00%, top5-acc=85.91%, remaining_time=0:00:00, arrival_time=2021-04-14 21:40:54.780759, cost_time=0:00:01.693954 2021-04-14 21:40:54,929 INFO : Epoch=0067 complete, best val top1-acc=58.00%, top5-acc=85.91% (epoch=67), remaining_time=0:58:57.275847, arrival_time=2021-04-14 22:39:52.205529, cost_time=0:29:41.935949 2021-04-14 21:40:54,930 INFO : Train start, epoch=0068, lr=0.074773 2021-04-14 21:40:56,350 INFO : TRAIN, epoch=0068, iter=00010/00196, fetch data time cost=0.24ms, fps=1804 images/s, loss=1.1196, top1-acc=67.27%, top5-acc=91.84%, remaining_time=0:00:26.391540, arrival_time=2021-04-14 21:41:22.741609, cost_time=0:00:01.418896 2021-04-14 21:40:57,603 INFO : TRAIN, epoch=0068, iter=00020/00196, fetch data time cost=1.52ms, fps=2044 images/s, loss=1.1175, top1-acc=67.34%, top5-acc=92.09%, remaining_time=0:00:23.511488, arrival_time=2021-04-14 21:41:21.114482, cost_time=0:00:02.671751 2021-04-14 21:40:58,860 INFO : TRAIN, epoch=0068, iter=00030/00196, fetch data time cost=1.67ms, fps=2037 images/s, loss=1.1213, top1-acc=67.20%, top5-acc=91.85%, remaining_time=0:00:21.741850, arrival_time=2021-04-14 21:41:20.602273, cost_time=0:00:03.929259 2021-04-14 21:41:00,108 INFO : TRAIN, epoch=0068, iter=00040/00196, fetch data time cost=1.92ms, fps=2052 images/s, loss=1.1098, top1-acc=67.40%, top5-acc=92.09%, remaining_time=0:00:20.192328, arrival_time=2021-04-14 21:41:20.301067, cost_time=0:00:05.177534 2021-04-14 21:41:01,361 INFO : TRAIN, epoch=0068, iter=00050/00196, fetch data time cost=1.40ms, fps=2045 images/s, loss=1.1133, top1-acc=67.12%, top5-acc=92.03%, remaining_time=0:00:18.775454, arrival_time=2021-04-14 21:41:20.136535, cost_time=0:00:06.429965 2021-04-14 21:41:02,610 INFO : TRAIN, epoch=0068, iter=00060/00196, fetch data time cost=1.78ms, fps=2050 images/s, loss=1.1162, top1-acc=67.02%, top5-acc=92.01%, remaining_time=0:00:17.406776, arrival_time=2021-04-14 21:41:20.017419, cost_time=0:00:07.679472 2021-04-14 21:41:03,871 INFO : TRAIN, epoch=0068, iter=00070/00196, fetch data time cost=2.08ms, fps=2032 images/s, loss=1.1219, top1-acc=66.91%, top5-acc=91.96%, remaining_time=0:00:16.091964, arrival_time=2021-04-14 21:41:19.963061, cost_time=0:00:08.940008 2021-04-14 21:41:05,149 INFO : TRAIN, epoch=0068, iter=00080/00196, fetch data time cost=1.54ms, fps=2003 images/s, loss=1.1312, top1-acc=66.67%, top5-acc=91.79%, remaining_time=0:00:14.816912, arrival_time=2021-04-14 21:41:19.966628, cost_time=0:00:10.218549 2021-04-14 21:41:06,397 INFO : TRAIN, epoch=0068, iter=00090/00196, fetch data time cost=1.45ms, fps=2053 images/s, loss=1.1346, top1-acc=66.48%, top5-acc=91.74%, remaining_time=0:00:13.504506, arrival_time=2021-04-14 21:41:19.901741, cost_time=0:00:11.466114 2021-04-14 21:41:07,648 INFO : TRAIN, epoch=0068, iter=00100/00196, fetch data time cost=1.53ms, fps=2047 images/s, loss=1.1343, top1-acc=66.52%, top5-acc=91.72%, remaining_time=0:00:12.208608, arrival_time=2021-04-14 21:41:19.857092, cost_time=0:00:12.717264 2021-04-14 21:41:08,906 INFO : TRAIN, epoch=0068, iter=00110/00196, fetch data time cost=1.87ms, fps=2036 images/s, loss=1.1370, top1-acc=66.45%, top5-acc=91.74%, remaining_time=0:00:10.926300, arrival_time=2021-04-14 21:41:19.832889, cost_time=0:00:13.975459 2021-04-14 21:41:10,164 INFO : TRAIN, epoch=0068, iter=00120/00196, fetch data time cost=1.94ms, fps=2036 images/s, loss=1.1350, top1-acc=66.51%, top5-acc=91.77%, remaining_time=0:00:09.647668, arrival_time=2021-04-14 21:41:19.812019, cost_time=0:00:15.233217 2021-04-14 21:41:11,428 INFO : TRAIN, epoch=0068, iter=00130/00196, fetch data time cost=1.55ms, fps=2026 images/s, loss=1.1368, top1-acc=66.56%, top5-acc=91.69%, remaining_time=0:00:08.375466, arrival_time=2021-04-14 21:41:19.803786, cost_time=0:00:16.497155 2021-04-14 21:41:12,685 INFO : TRAIN, epoch=0068, iter=00140/00196, fetch data time cost=1.77ms, fps=2037 images/s, loss=1.1370, top1-acc=66.50%, top5-acc=91.73%, remaining_time=0:00:07.101696, arrival_time=2021-04-14 21:41:19.787168, cost_time=0:00:17.754249 2021-04-14 21:41:13,942 INFO : TRAIN, epoch=0068, iter=00150/00196, fetch data time cost=1.72ms, fps=2037 images/s, loss=1.1370, top1-acc=66.47%, top5-acc=91.76%, remaining_time=0:00:05.830270, arrival_time=2021-04-14 21:41:19.773143, cost_time=0:00:19.011704 2021-04-14 21:41:15,203 INFO : TRAIN, epoch=0068, iter=00160/00196, fetch data time cost=1.59ms, fps=2033 images/s, loss=1.1358, top1-acc=66.52%, top5-acc=91.79%, remaining_time=0:00:04.561164, arrival_time=2021-04-14 21:41:19.764160, cost_time=0:00:20.271845 2021-04-14 21:41:16,464 INFO : TRAIN, epoch=0068, iter=00170/00196, fetch data time cost=3.14ms, fps=2030 images/s, loss=1.1353, top1-acc=66.56%, top5-acc=91.78%, remaining_time=0:00:03.293368, arrival_time=2021-04-14 21:41:19.758046, cost_time=0:00:21.533585 2021-04-14 21:41:17,717 INFO : TRAIN, epoch=0068, iter=00180/00196, fetch data time cost=1.38ms, fps=2044 images/s, loss=1.1364, top1-acc=66.59%, top5-acc=91.71%, remaining_time=0:00:02.025440, arrival_time=2021-04-14 21:41:19.742889, cost_time=0:00:22.786212 2021-04-14 21:41:18,975 INFO : TRAIN, epoch=0068, iter=00190/00196, fetch data time cost=1.33ms, fps=2037 images/s, loss=1.1388, top1-acc=66.53%, top5-acc=91.62%, remaining_time=0:00:00.759276, arrival_time=2021-04-14 21:41:19.734236, cost_time=0:00:24.043811 2021-04-14 21:41:19,672 INFO : TRAIN, epoch=0068, iter=00196/00196, fetch data time cost=1.49ms, fps=1952 images/s, loss=1.1394, top1-acc=66.53%, top5-acc=91.59%, remaining_time=0:00:00, arrival_time=2021-04-14 21:41:19.672361, cost_time=0:00:24.741197 2021-04-14 21:41:20,204 INFO : EVAL, epoch=0068, iter=00010/00040, fetch data time cost=4.52ms, fps=4843 images/s, loss=1.7202, top1-acc=54.84%, top5-acc=83.55%, remaining_time=0:00:01.585800, arrival_time=2021-04-14 21:41:21.790032, cost_time=0:00:00.528601 2021-04-14 21:41:20,594 INFO : EVAL, epoch=0068, iter=00020/00040, fetch data time cost=0.43ms, fps=6560 images/s, loss=1.6722, top1-acc=55.66%, top5-acc=83.89%, remaining_time=0:00:00.919240, arrival_time=2021-04-14 21:41:21.514150, cost_time=0:00:00.919238 2021-04-14 21:41:20,989 INFO : EVAL, epoch=0068, iter=00030/00040, fetch data time cost=1.41ms, fps=6493 images/s, loss=1.6733, top1-acc=55.52%, top5-acc=83.74%, remaining_time=0:00:00.438000, arrival_time=2021-04-14 21:41:21.427776, cost_time=0:00:01.314008 2021-04-14 21:41:21,350 INFO : EVAL, epoch=0068, iter=00040/00040, fetch data time cost=0.07ms, fps=6436 images/s, loss=1.6672, top1-acc=55.22%, top5-acc=83.93%, remaining_time=0:00:00, arrival_time=2021-04-14 21:41:21.350804, cost_time=0:00:01.675201 2021-04-14 21:41:21,428 INFO : Epoch=0068 complete, best val top1-acc=58.00%, top5-acc=85.91% (epoch=67), remaining_time=0:58:30.490368, arrival_time=2021-04-14 22:39:51.918549, cost_time=0:30:08.434456 2021-04-14 21:41:21,429 INFO : Train start, epoch=0069, lr=0.074088 2021-04-14 21:41:22,861 INFO : TRAIN, epoch=0069, iter=00010/00196, fetch data time cost=1.31ms, fps=1788 images/s, loss=1.1207, top1-acc=67.23%, top5-acc=91.68%, remaining_time=0:00:26.634828, arrival_time=2021-04-14 21:41:49.496640, cost_time=0:00:01.431976 2021-04-14 21:41:24,125 INFO : TRAIN, epoch=0069, iter=00020/00196, fetch data time cost=1.42ms, fps=2027 images/s, loss=1.1073, top1-acc=67.85%, top5-acc=92.17%, remaining_time=0:00:23.721456, arrival_time=2021-04-14 21:41:47.846901, cost_time=0:00:02.695621 2021-04-14 21:41:25,406 INFO : TRAIN, epoch=0069, iter=00030/00196, fetch data time cost=1.54ms, fps=1999 images/s, loss=1.0926, top1-acc=67.92%, top5-acc=92.45%, remaining_time=0:00:22.005292, arrival_time=2021-04-14 21:41:47.411920, cost_time=0:00:03.976865 2021-04-14 21:41:26,663 INFO : TRAIN, epoch=0069, iter=00040/00196, fetch data time cost=1.60ms, fps=2038 images/s, loss=1.0981, top1-acc=67.70%, top5-acc=92.68%, remaining_time=0:00:20.410260, arrival_time=2021-04-14 21:41:47.073429, cost_time=0:00:05.233419 2021-04-14 21:41:27,923 INFO : TRAIN, epoch=0069, iter=00050/00196, fetch data time cost=1.44ms, fps=2032 images/s, loss=1.0972, top1-acc=67.59%, top5-acc=92.67%, remaining_time=0:00:18.961896, arrival_time=2021-04-14 21:41:46.885398, cost_time=0:00:06.493818 2021-04-14 21:41:29,194 INFO : TRAIN, epoch=0069, iter=00060/00196, fetch data time cost=1.52ms, fps=2015 images/s, loss=1.1083, top1-acc=67.42%, top5-acc=92.45%, remaining_time=0:00:17.600712, arrival_time=2021-04-14 21:41:46.795468, cost_time=0:00:07.764992 2021-04-14 21:41:30,464 INFO : TRAIN, epoch=0069, iter=00070/00196, fetch data time cost=1.74ms, fps=2017 images/s, loss=1.1098, top1-acc=67.38%, top5-acc=92.33%, remaining_time=0:00:16.262190, arrival_time=2021-04-14 21:41:46.726418, cost_time=0:00:09.034557 2021-04-14 21:41:31,728 INFO : TRAIN, epoch=0069, iter=00080/00196, fetch data time cost=2.15ms, fps=2026 images/s, loss=1.1155, top1-acc=67.26%, top5-acc=92.32%, remaining_time=0:00:14.932796, arrival_time=2021-04-14 21:41:46.661108, cost_time=0:00:10.298483 2021-04-14 21:41:32,991 INFO : TRAIN, epoch=0069, iter=00090/00196, fetch data time cost=1.47ms, fps=2028 images/s, loss=1.1206, top1-acc=67.02%, top5-acc=92.28%, remaining_time=0:00:13.616654, arrival_time=2021-04-14 21:41:46.607654, cost_time=0:00:11.561331 2021-04-14 21:41:34,250 INFO : TRAIN, epoch=0069, iter=00100/00196, fetch data time cost=1.38ms, fps=2033 images/s, loss=1.1197, top1-acc=67.07%, top5-acc=92.27%, remaining_time=0:00:12.307968, arrival_time=2021-04-14 21:41:46.558590, cost_time=0:00:12.820808 2021-04-14 21:41:35,581 INFO : TRAIN, epoch=0069, iter=00110/00196, fetch data time cost=1.81ms, fps=1924 images/s, loss=1.1224, top1-acc=66.97%, top5-acc=92.21%, remaining_time=0:00:11.064416, arrival_time=2021-04-14 21:41:46.646279, cost_time=0:00:14.152114 2021-04-14 21:41:36,853 INFO : TRAIN, epoch=0069, iter=00120/00196, fetch data time cost=1.43ms, fps=2013 images/s, loss=1.1186, top1-acc=67.02%, top5-acc=92.19%, remaining_time=0:00:09.768736, arrival_time=2021-04-14 21:41:46.622675, cost_time=0:00:15.424271 2021-04-14 21:41:38,101 INFO : TRAIN, epoch=0069, iter=00130/00196, fetch data time cost=1.44ms, fps=2053 images/s, loss=1.1178, top1-acc=67.05%, top5-acc=92.22%, remaining_time=0:00:08.464170, arrival_time=2021-04-14 21:41:46.565788, cost_time=0:00:16.671792 2021-04-14 21:41:39,357 INFO : TRAIN, epoch=0069, iter=00140/00196, fetch data time cost=1.42ms, fps=2039 images/s, loss=1.1175, top1-acc=67.07%, top5-acc=92.22%, remaining_time=0:00:07.171248, arrival_time=2021-04-14 21:41:46.529035, cost_time=0:00:17.928115 2021-04-14 21:41:40,618 INFO : TRAIN, epoch=0069, iter=00150/00196, fetch data time cost=2.07ms, fps=2032 images/s, loss=1.1232, top1-acc=66.91%, top5-acc=92.13%, remaining_time=0:00:05.884458, arrival_time=2021-04-14 21:41:46.502690, cost_time=0:00:19.188508 2021-04-14 21:41:41,877 INFO : TRAIN, epoch=0069, iter=00160/00196, fetch data time cost=1.41ms, fps=2034 images/s, loss=1.1248, top1-acc=66.93%, top5-acc=92.08%, remaining_time=0:00:04.600728, arrival_time=2021-04-14 21:41:46.478232, cost_time=0:00:20.447734 2021-04-14 21:41:43,130 INFO : TRAIN, epoch=0069, iter=00170/00196, fetch data time cost=1.32ms, fps=2043 images/s, loss=1.1243, top1-acc=66.94%, top5-acc=92.10%, remaining_time=0:00:03.319004, arrival_time=2021-04-14 21:41:46.449821, cost_time=0:00:21.701118 2021-04-14 21:41:44,385 INFO : TRAIN, epoch=0069, iter=00180/00196, fetch data time cost=2.01ms, fps=2040 images/s, loss=1.1265, top1-acc=66.88%, top5-acc=92.03%, remaining_time=0:00:02.040544, arrival_time=2021-04-14 21:41:46.426413, cost_time=0:00:22.956197 2021-04-14 21:41:45,639 INFO : TRAIN, epoch=0069, iter=00190/00196, fetch data time cost=1.41ms, fps=2042 images/s, loss=1.1270, top1-acc=66.89%, top5-acc=92.05%, remaining_time=0:00:00.764526, arrival_time=2021-04-14 21:41:46.404326, cost_time=0:00:24.210054 2021-04-14 21:41:46,323 INFO : TRAIN, epoch=0069, iter=00196/00196, fetch data time cost=1.55ms, fps=1991 images/s, loss=1.1292, top1-acc=66.86%, top5-acc=92.01%, remaining_time=0:00:00, arrival_time=2021-04-14 21:41:46.323619, cost_time=0:00:24.893881 2021-04-14 21:41:46,851 INFO : EVAL, epoch=0069, iter=00010/00040, fetch data time cost=2.72ms, fps=4875 images/s, loss=1.6002, top1-acc=55.74%, top5-acc=84.45%, remaining_time=0:00:01.575270, arrival_time=2021-04-14 21:41:48.426551, cost_time=0:00:00.525087 2021-04-14 21:41:47,245 INFO : EVAL, epoch=0069, iter=00020/00040, fetch data time cost=0.33ms, fps=6501 images/s, loss=1.5980, top1-acc=56.39%, top5-acc=84.80%, remaining_time=0:00:00.919240, arrival_time=2021-04-14 21:41:48.164693, cost_time=0:00:00.919248 2021-04-14 21:41:47,636 INFO : EVAL, epoch=0069, iter=00030/00040, fetch data time cost=0.24ms, fps=6560 images/s, loss=1.5865, top1-acc=56.42%, top5-acc=84.97%, remaining_time=0:00:00.436630, arrival_time=2021-04-14 21:41:48.072795, cost_time=0:00:01.309891 2021-04-14 21:41:47,999 INFO : EVAL, epoch=0069, iter=00040/00040, fetch data time cost=0.08ms, fps=6395 images/s, loss=1.5906, top1-acc=56.40%, top5-acc=85.06%, remaining_time=0:00:00, arrival_time=2021-04-14 21:41:47.999436, cost_time=0:00:01.673255 2021-04-14 21:41:48,071 INFO : Epoch=0069 complete, best val top1-acc=58.00%, top5-acc=85.91% (epoch=67), remaining_time=0:58:03.988361, arrival_time=2021-04-14 22:39:52.059934, cost_time=0:30:35.077840 2021-04-14 21:41:48,072 INFO : Train start, epoch=0070, lr=0.073396 2021-04-14 21:41:49,498 INFO : TRAIN, epoch=0070, iter=00010/00196, fetch data time cost=2.53ms, fps=1797 images/s, loss=1.1101, top1-acc=68.01%, top5-acc=92.15%, remaining_time=0:00:26.499606, arrival_time=2021-04-14 21:42:15.997508, cost_time=0:00:01.424706 2021-04-14 21:41:50,760 INFO : TRAIN, epoch=0070, iter=00020/00196, fetch data time cost=1.44ms, fps=2031 images/s, loss=1.0792, top1-acc=68.20%, top5-acc=92.77%, remaining_time=0:00:23.646480, arrival_time=2021-04-14 21:42:14.406720, cost_time=0:00:02.687106 2021-04-14 21:41:52,017 INFO : TRAIN, epoch=0070, iter=00030/00196, fetch data time cost=1.36ms, fps=2038 images/s, loss=1.0685, top1-acc=68.61%, top5-acc=92.73%, remaining_time=0:00:21.821862, arrival_time=2021-04-14 21:42:13.838786, cost_time=0:00:03.943713 2021-04-14 21:41:53,276 INFO : TRAIN, epoch=0070, iter=00040/00196, fetch data time cost=1.47ms, fps=2033 images/s, loss=1.0764, top1-acc=68.32%, top5-acc=92.50%, remaining_time=0:00:20.294508, arrival_time=2021-04-14 21:42:13.571398, cost_time=0:00:05.203736 2021-04-14 21:41:54,534 INFO : TRAIN, epoch=0070, iter=00050/00196, fetch data time cost=1.85ms, fps=2037 images/s, loss=1.0720, top1-acc=68.33%, top5-acc=92.65%, remaining_time=0:00:18.866266, arrival_time=2021-04-14 21:42:13.400573, cost_time=0:00:06.461062 2021-04-14 21:41:55,790 INFO : TRAIN, epoch=0070, iter=00060/00196, fetch data time cost=1.53ms, fps=2045 images/s, loss=1.0801, top1-acc=68.03%, top5-acc=92.53%, remaining_time=0:00:17.493136, arrival_time=2021-04-14 21:42:13.283923, cost_time=0:00:07.717579 2021-04-14 21:41:57,043 INFO : TRAIN, epoch=0070, iter=00070/00196, fetch data time cost=2.00ms, fps=2045 images/s, loss=1.0854, top1-acc=67.95%, top5-acc=92.47%, remaining_time=0:00:16.146648, arrival_time=2021-04-14 21:42:13.190149, cost_time=0:00:08.970375 2021-04-14 21:41:58,296 INFO : TRAIN, epoch=0070, iter=00080/00196, fetch data time cost=1.45ms, fps=2044 images/s, loss=1.0937, top1-acc=67.89%, top5-acc=92.35%, remaining_time=0:00:14.824104, arrival_time=2021-04-14 21:42:13.120772, cost_time=0:00:10.223520 2021-04-14 21:41:59,552 INFO : TRAIN, epoch=0070, iter=00090/00196, fetch data time cost=1.37ms, fps=2041 images/s, loss=1.0991, top1-acc=67.73%, top5-acc=92.29%, remaining_time=0:00:13.519452, arrival_time=2021-04-14 21:42:13.071441, cost_time=0:00:11.478767 2021-04-14 21:42:00,815 INFO : TRAIN, epoch=0070, iter=00100/00196, fetch data time cost=1.57ms, fps=2027 images/s, loss=1.0967, top1-acc=67.75%, top5-acc=92.30%, remaining_time=0:00:12.232704, arrival_time=2021-04-14 21:42:13.048250, cost_time=0:00:12.742389 2021-04-14 21:42:02,070 INFO : TRAIN, epoch=0070, iter=00110/00196, fetch data time cost=1.29ms, fps=2040 images/s, loss=1.0970, top1-acc=67.78%, top5-acc=92.29%, remaining_time=0:00:10.943672, arrival_time=2021-04-14 21:42:13.014556, cost_time=0:00:13.997772 2021-04-14 21:42:03,324 INFO : TRAIN, epoch=0070, iter=00120/00196, fetch data time cost=1.49ms, fps=2044 images/s, loss=1.1051, top1-acc=67.56%, top5-acc=92.20%, remaining_time=0:00:09.658992, arrival_time=2021-04-14 21:42:12.983240, cost_time=0:00:15.251030 2021-04-14 21:42:04,582 INFO : TRAIN, epoch=0070, iter=00130/00196, fetch data time cost=2.09ms, fps=2036 images/s, loss=1.1083, top1-acc=67.49%, top5-acc=92.18%, remaining_time=0:00:08.381472, arrival_time=2021-04-14 21:42:12.963556, cost_time=0:00:16.509020 2021-04-14 21:42:05,831 INFO : TRAIN, epoch=0070, iter=00140/00196, fetch data time cost=1.36ms, fps=2050 images/s, loss=1.1106, top1-acc=67.39%, top5-acc=92.18%, remaining_time=0:00:07.103208, arrival_time=2021-04-14 21:42:12.934447, cost_time=0:00:17.758041 2021-04-14 21:42:07,079 INFO : TRAIN, epoch=0070, iter=00150/00196, fetch data time cost=1.31ms, fps=2052 images/s, loss=1.1128, top1-acc=67.34%, top5-acc=92.13%, remaining_time=0:00:05.828660, arrival_time=2021-04-14 21:42:12.908295, cost_time=0:00:19.006471 2021-04-14 21:42:08,343 INFO : TRAIN, epoch=0070, iter=00160/00196, fetch data time cost=1.54ms, fps=2027 images/s, loss=1.1126, top1-acc=67.35%, top5-acc=92.13%, remaining_time=0:00:04.560768, arrival_time=2021-04-14 21:42:12.903893, cost_time=0:00:20.270074 2021-04-14 21:42:09,597 INFO : TRAIN, epoch=0070, iter=00170/00196, fetch data time cost=1.38ms, fps=2041 images/s, loss=1.1143, top1-acc=67.26%, top5-acc=92.15%, remaining_time=0:00:03.292016, arrival_time=2021-04-14 21:42:12.889837, cost_time=0:00:21.524663 2021-04-14 21:42:10,845 INFO : TRAIN, epoch=0070, iter=00180/00196, fetch data time cost=1.53ms, fps=2052 images/s, loss=1.1191, top1-acc=67.09%, top5-acc=92.09%, remaining_time=0:00:02.024224, arrival_time=2021-04-14 21:42:12.869869, cost_time=0:00:22.772579 2021-04-14 21:42:12,090 INFO : TRAIN, epoch=0070, iter=00190/00196, fetch data time cost=1.24ms, fps=2057 images/s, loss=1.1235, top1-acc=66.98%, top5-acc=91.98%, remaining_time=0:00:00.758442, arrival_time=2021-04-14 21:42:12.848878, cost_time=0:00:24.017376 2021-04-14 21:42:12,767 INFO : TRAIN, epoch=0070, iter=00196/00196, fetch data time cost=1.45ms, fps=2009 images/s, loss=1.1255, top1-acc=66.91%, top5-acc=91.98%, remaining_time=0:00:00, arrival_time=2021-04-14 21:42:12.767838, cost_time=0:00:24.694788 2021-04-14 21:42:13,376 INFO : EVAL, epoch=0070, iter=00010/00040, fetch data time cost=2.23ms, fps=4222 images/s, loss=1.4638, top1-acc=58.59%, top5-acc=86.45%, remaining_time=0:00:01.818990, arrival_time=2021-04-14 21:42:15.195109, cost_time=0:00:00.606326 2021-04-14 21:42:13,777 INFO : EVAL, epoch=0070, iter=00020/00040, fetch data time cost=1.57ms, fps=6396 images/s, loss=1.4960, top1-acc=58.01%, top5-acc=86.09%, remaining_time=0:00:01.007040, arrival_time=2021-04-14 21:42:14.783965, cost_time=0:00:01.007043 2021-04-14 21:42:14,173 INFO : EVAL, epoch=0070, iter=00030/00040, fetch data time cost=0.43ms, fps=6470 images/s, loss=1.5180, top1-acc=57.77%, top5-acc=85.81%, remaining_time=0:00:00.467770, arrival_time=2021-04-14 21:42:14.640889, cost_time=0:00:01.403298 2021-04-14 21:42:14,538 INFO : EVAL, epoch=0070, iter=00040/00040, fetch data time cost=0.08ms, fps=6357 images/s, loss=1.4979, top1-acc=58.04%, top5-acc=86.03%, remaining_time=0:00:00, arrival_time=2021-04-14 21:42:14.538919, cost_time=0:00:01.769180 2021-04-14 21:42:14,666 INFO : Epoch=0070 complete, best val top1-acc=58.04%, top5-acc=86.03% (epoch=70), remaining_time=0:57:37.391340, arrival_time=2021-04-14 22:39:52.057347, cost_time=0:31:01.672267 2021-04-14 21:42:14,667 INFO : Train start, epoch=0071, lr=0.072700 2021-04-14 21:42:16,104 INFO : TRAIN, epoch=0071, iter=00010/00196, fetch data time cost=0.58ms, fps=1781 images/s, loss=1.0774, top1-acc=68.28%, top5-acc=92.77%, remaining_time=0:00:26.730246, arrival_time=2021-04-14 21:42:42.834988, cost_time=0:00:01.437110 2021-04-14 21:42:17,376 INFO : TRAIN, epoch=0071, iter=00020/00196, fetch data time cost=1.50ms, fps=2015 images/s, loss=1.0663, top1-acc=68.85%, top5-acc=93.01%, remaining_time=0:00:23.835152, arrival_time=2021-04-14 21:42:41.211276, cost_time=0:00:02.708533 2021-04-14 21:42:18,643 INFO : TRAIN, epoch=0071, iter=00030/00196, fetch data time cost=1.35ms, fps=2021 images/s, loss=1.0710, top1-acc=68.74%, top5-acc=92.94%, remaining_time=0:00:22.000976, arrival_time=2021-04-14 21:42:40.644655, cost_time=0:00:03.976091 2021-04-14 21:42:19,904 INFO : TRAIN, epoch=0071, iter=00040/00196, fetch data time cost=1.52ms, fps=2031 images/s, loss=1.0735, top1-acc=68.46%, top5-acc=92.90%, remaining_time=0:00:20.425392, arrival_time=2021-04-14 21:42:40.330159, cost_time=0:00:05.237262 2021-04-14 21:42:21,169 INFO : TRAIN, epoch=0071, iter=00050/00196, fetch data time cost=1.89ms, fps=2025 images/s, loss=1.0686, top1-acc=68.45%, top5-acc=93.02%, remaining_time=0:00:18.985256, arrival_time=2021-04-14 21:42:40.154625, cost_time=0:00:06.501807 2021-04-14 21:42:22,420 INFO : TRAIN, epoch=0071, iter=00060/00196, fetch data time cost=1.64ms, fps=2047 images/s, loss=1.0710, top1-acc=68.46%, top5-acc=92.83%, remaining_time=0:00:17.573240, arrival_time=2021-04-14 21:42:39.993780, cost_time=0:00:07.752920 2021-04-14 21:42:23,681 INFO : TRAIN, epoch=0071, iter=00070/00196, fetch data time cost=1.51ms, fps=2031 images/s, loss=1.0722, top1-acc=68.45%, top5-acc=92.75%, remaining_time=0:00:16.224894, arrival_time=2021-04-14 21:42:39.906264, cost_time=0:00:09.013864 2021-04-14 21:42:24,934 INFO : TRAIN, epoch=0071, iter=00080/00196, fetch data time cost=1.53ms, fps=2045 images/s, loss=1.0774, top1-acc=68.25%, top5-acc=92.68%, remaining_time=0:00:14.886396, arrival_time=2021-04-14 21:42:39.820395, cost_time=0:00:10.266458 2021-04-14 21:42:26,186 INFO : TRAIN, epoch=0071, iter=00090/00196, fetch data time cost=1.59ms, fps=2046 images/s, loss=1.0864, top1-acc=68.08%, top5-acc=92.55%, remaining_time=0:00:13.566092, arrival_time=2021-04-14 21:42:39.752017, cost_time=0:00:11.518420 2021-04-14 21:42:27,438 INFO : TRAIN, epoch=0071, iter=00100/00196, fetch data time cost=1.41ms, fps=2045 images/s, loss=1.0836, top1-acc=68.10%, top5-acc=92.59%, remaining_time=0:00:12.259872, arrival_time=2021-04-14 21:42:39.698076, cost_time=0:00:12.770728 2021-04-14 21:42:28,691 INFO : TRAIN, epoch=0071, iter=00110/00196, fetch data time cost=1.44ms, fps=2044 images/s, loss=1.0861, top1-acc=68.15%, top5-acc=92.51%, remaining_time=0:00:10.963882, arrival_time=2021-04-14 21:42:39.655007, cost_time=0:00:14.023561 2021-04-14 21:42:29,950 INFO : TRAIN, epoch=0071, iter=00120/00196, fetch data time cost=1.46ms, fps=2033 images/s, loss=1.0937, top1-acc=67.93%, top5-acc=92.44%, remaining_time=0:00:09.679360, arrival_time=2021-04-14 21:42:39.630094, cost_time=0:00:15.283257 2021-04-14 21:42:31,209 INFO : TRAIN, epoch=0071, iter=00130/00196, fetch data time cost=1.89ms, fps=2034 images/s, loss=1.0980, top1-acc=67.76%, top5-acc=92.38%, remaining_time=0:00:08.398302, arrival_time=2021-04-14 21:42:39.607934, cost_time=0:00:16.542085 2021-04-14 21:42:32,459 INFO : TRAIN, epoch=0071, iter=00140/00196, fetch data time cost=1.42ms, fps=2049 images/s, loss=1.0995, top1-acc=67.72%, top5-acc=92.34%, remaining_time=0:00:07.116760, arrival_time=2021-04-14 21:42:39.576267, cost_time=0:00:17.791957 2021-04-14 21:42:33,723 INFO : TRAIN, epoch=0071, iter=00150/00196, fetch data time cost=1.58ms, fps=2026 images/s, loss=1.1023, top1-acc=67.59%, top5-acc=92.34%, remaining_time=0:00:05.843840, arrival_time=2021-04-14 21:42:39.567283, cost_time=0:00:19.055964 2021-04-14 21:42:34,985 INFO : TRAIN, epoch=0071, iter=00160/00196, fetch data time cost=1.41ms, fps=2029 images/s, loss=1.1049, top1-acc=67.52%, top5-acc=92.30%, remaining_time=0:00:04.571496, arrival_time=2021-04-14 21:42:39.557050, cost_time=0:00:20.317838 2021-04-14 21:42:36,249 INFO : TRAIN, epoch=0071, iter=00170/00196, fetch data time cost=2.07ms, fps=2027 images/s, loss=1.1113, top1-acc=67.43%, top5-acc=92.16%, remaining_time=0:00:03.300778, arrival_time=2021-04-14 21:42:39.550270, cost_time=0:00:21.581927 2021-04-14 21:42:37,504 INFO : TRAIN, epoch=0071, iter=00180/00196, fetch data time cost=1.38ms, fps=2040 images/s, loss=1.1150, top1-acc=67.33%, top5-acc=92.08%, remaining_time=0:00:02.029984, arrival_time=2021-04-14 21:42:39.534766, cost_time=0:00:22.837266 2021-04-14 21:42:38,754 INFO : TRAIN, epoch=0071, iter=00190/00196, fetch data time cost=1.25ms, fps=2049 images/s, loss=1.1199, top1-acc=67.21%, top5-acc=92.05%, remaining_time=0:00:00.760638, arrival_time=2021-04-14 21:42:39.515065, cost_time=0:00:24.086956 2021-04-14 21:42:39,431 INFO : TRAIN, epoch=0071, iter=00196/00196, fetch data time cost=1.29ms, fps=2011 images/s, loss=1.1221, top1-acc=67.16%, top5-acc=92.05%, remaining_time=0:00:00, arrival_time=2021-04-14 21:42:39.431228, cost_time=0:00:24.763739 2021-04-14 21:42:39,955 INFO : EVAL, epoch=0071, iter=00010/00040, fetch data time cost=4.18ms, fps=4898 images/s, loss=1.8265, top1-acc=51.21%, top5-acc=80.62%, remaining_time=0:00:01.567830, arrival_time=2021-04-14 21:42:41.523709, cost_time=0:00:00.522612 2021-04-14 21:42:40,347 INFO : EVAL, epoch=0071, iter=00020/00040, fetch data time cost=1.68ms, fps=6541 images/s, loss=1.7569, top1-acc=52.46%, top5-acc=82.01%, remaining_time=0:00:00.914600, arrival_time=2021-04-14 21:42:41.262345, cost_time=0:00:00.914602 2021-04-14 21:42:40,742 INFO : EVAL, epoch=0071, iter=00030/00040, fetch data time cost=0.36ms, fps=6496 images/s, loss=1.7518, top1-acc=52.58%, top5-acc=82.49%, remaining_time=0:00:00.436330, arrival_time=2021-04-14 21:42:41.178500, cost_time=0:00:01.309002 2021-04-14 21:42:41,099 INFO : EVAL, epoch=0071, iter=00040/00040, fetch data time cost=0.10ms, fps=6499 images/s, loss=1.7495, top1-acc=52.50%, top5-acc=82.48%, remaining_time=0:00:00, arrival_time=2021-04-14 21:42:41.099584, cost_time=0:00:01.666440 2021-04-14 21:42:41,212 INFO : Epoch=0071 complete, best val top1-acc=58.04%, top5-acc=86.03% (epoch=70), remaining_time=0:57:10.708044, arrival_time=2021-04-14 22:39:51.920928, cost_time=0:31:28.219154 2021-04-14 21:42:41,214 INFO : Train start, epoch=0072, lr=0.071997 2021-04-14 21:42:42,653 INFO : TRAIN, epoch=0072, iter=00010/00196, fetch data time cost=0.23ms, fps=1779 images/s, loss=1.1159, top1-acc=67.34%, top5-acc=91.80%, remaining_time=0:00:26.765214, arrival_time=2021-04-14 21:43:09.418555, cost_time=0:00:01.438989 2021-04-14 21:42:43,907 INFO : TRAIN, epoch=0072, iter=00020/00196, fetch data time cost=1.52ms, fps=2041 images/s, loss=1.1082, top1-acc=67.25%, top5-acc=92.09%, remaining_time=0:00:23.701920, arrival_time=2021-04-14 21:43:07.609671, cost_time=0:00:02.693397 2021-04-14 21:42:45,162 INFO : TRAIN, epoch=0072, iter=00030/00196, fetch data time cost=1.95ms, fps=2041 images/s, loss=1.0946, top1-acc=67.51%, top5-acc=92.24%, remaining_time=0:00:21.847426, arrival_time=2021-04-14 21:43:07.010150, cost_time=0:00:03.948323 2021-04-14 21:42:46,429 INFO : TRAIN, epoch=0072, iter=00040/00196, fetch data time cost=1.68ms, fps=2022 images/s, loss=1.1019, top1-acc=67.67%, top5-acc=92.17%, remaining_time=0:00:20.337720, arrival_time=2021-04-14 21:43:06.766908, cost_time=0:00:05.214801 2021-04-14 21:42:47,684 INFO : TRAIN, epoch=0072, iter=00050/00196, fetch data time cost=1.90ms, fps=2040 images/s, loss=1.1021, top1-acc=67.52%, top5-acc=92.31%, remaining_time=0:00:18.892838, arrival_time=2021-04-14 21:43:06.577421, cost_time=0:00:06.470139 2021-04-14 21:42:48,937 INFO : TRAIN, epoch=0072, iter=00060/00196, fetch data time cost=1.65ms, fps=2044 images/s, loss=1.0975, top1-acc=67.79%, top5-acc=92.41%, remaining_time=0:00:17.505512, arrival_time=2021-04-14 21:43:06.442908, cost_time=0:00:07.723044 2021-04-14 21:42:50,192 INFO : TRAIN, epoch=0072, iter=00070/00196, fetch data time cost=2.12ms, fps=2041 images/s, loss=1.0944, top1-acc=67.81%, top5-acc=92.43%, remaining_time=0:00:16.159878, arrival_time=2021-04-14 21:43:06.351923, cost_time=0:00:08.977693 2021-04-14 21:42:51,441 INFO : TRAIN, epoch=0072, iter=00080/00196, fetch data time cost=1.47ms, fps=2050 images/s, loss=1.0970, top1-acc=67.72%, top5-acc=92.41%, remaining_time=0:00:14.828744, arrival_time=2021-04-14 21:43:06.269782, cost_time=0:00:10.226687 2021-04-14 21:42:52,696 INFO : TRAIN, epoch=0072, iter=00090/00196, fetch data time cost=1.58ms, fps=2039 images/s, loss=1.0985, top1-acc=67.70%, top5-acc=92.36%, remaining_time=0:00:13.523798, arrival_time=2021-04-14 21:43:06.220627, cost_time=0:00:11.482479 2021-04-14 21:42:53,944 INFO : TRAIN, epoch=0072, iter=00100/00196, fetch data time cost=1.43ms, fps=2053 images/s, loss=1.0997, top1-acc=67.66%, top5-acc=92.32%, remaining_time=0:00:12.220608, arrival_time=2021-04-14 21:43:06.164878, cost_time=0:00:12.729821 2021-04-14 21:42:55,201 INFO : TRAIN, epoch=0072, iter=00110/00196, fetch data time cost=1.82ms, fps=2038 images/s, loss=1.1075, top1-acc=67.56%, top5-acc=92.21%, remaining_time=0:00:10.935072, arrival_time=2021-04-14 21:43:06.136145, cost_time=0:00:13.986712 2021-04-14 21:42:56,476 INFO : TRAIN, epoch=0072, iter=00120/00196, fetch data time cost=1.44ms, fps=2007 images/s, loss=1.1094, top1-acc=67.40%, top5-acc=92.17%, remaining_time=0:00:09.666288, arrival_time=2021-04-14 21:43:06.143164, cost_time=0:00:15.262520 2021-04-14 21:42:57,725 INFO : TRAIN, epoch=0072, iter=00130/00196, fetch data time cost=1.43ms, fps=2051 images/s, loss=1.1097, top1-acc=67.35%, top5-acc=92.20%, remaining_time=0:00:08.382528, arrival_time=2021-04-14 21:43:06.107969, cost_time=0:00:16.511092 2021-04-14 21:42:58,986 INFO : TRAIN, epoch=0072, iter=00140/00196, fetch data time cost=1.83ms, fps=2031 images/s, loss=1.1137, top1-acc=67.18%, top5-acc=92.20%, remaining_time=0:00:07.108864, arrival_time=2021-04-14 21:43:06.095352, cost_time=0:00:17.772134 2021-04-14 21:43:00,243 INFO : TRAIN, epoch=0072, iter=00150/00196, fetch data time cost=1.80ms, fps=2038 images/s, loss=1.1150, top1-acc=67.13%, top5-acc=92.21%, remaining_time=0:00:05.835514, arrival_time=2021-04-14 21:43:06.078821, cost_time=0:00:19.028871 2021-04-14 21:43:01,516 INFO : TRAIN, epoch=0072, iter=00160/00196, fetch data time cost=1.33ms, fps=2012 images/s, loss=1.1167, top1-acc=67.11%, top5-acc=92.19%, remaining_time=0:00:04.567896, arrival_time=2021-04-14 21:43:06.084020, cost_time=0:00:20.301710 2021-04-14 21:43:02,773 INFO : TRAIN, epoch=0072, iter=00170/00196, fetch data time cost=1.42ms, fps=2037 images/s, loss=1.1173, top1-acc=67.07%, top5-acc=92.19%, remaining_time=0:00:03.297242, arrival_time=2021-04-14 21:43:06.070475, cost_time=0:00:21.558858 2021-04-14 21:43:04,038 INFO : TRAIN, epoch=0072, iter=00180/00196, fetch data time cost=1.41ms, fps=2024 images/s, loss=1.1194, top1-acc=67.09%, top5-acc=92.15%, remaining_time=0:00:02.028832, arrival_time=2021-04-14 21:43:06.067666, cost_time=0:00:22.824442 2021-04-14 21:43:05,296 INFO : TRAIN, epoch=0072, iter=00190/00196, fetch data time cost=1.42ms, fps=2037 images/s, loss=1.1204, top1-acc=67.05%, top5-acc=92.14%, remaining_time=0:00:00.760476, arrival_time=2021-04-14 21:43:06.056600, cost_time=0:00:24.081773 2021-04-14 21:43:05,988 INFO : TRAIN, epoch=0072, iter=00196/00196, fetch data time cost=1.73ms, fps=1967 images/s, loss=1.1216, top1-acc=67.01%, top5-acc=92.13%, remaining_time=0:00:00, arrival_time=2021-04-14 21:43:05.988113, cost_time=0:00:24.773724 2021-04-14 21:43:06,562 INFO : EVAL, epoch=0072, iter=00010/00040, fetch data time cost=5.30ms, fps=4478 images/s, loss=1.5244, top1-acc=56.84%, top5-acc=85.47%, remaining_time=0:00:01.715040, arrival_time=2021-04-14 21:43:08.277830, cost_time=0:00:00.571677 2021-04-14 21:43:06,958 INFO : EVAL, epoch=0072, iter=00020/00040, fetch data time cost=0.26ms, fps=6482 images/s, loss=1.5338, top1-acc=56.17%, top5-acc=86.09%, remaining_time=0:00:00.967000, arrival_time=2021-04-14 21:43:07.925162, cost_time=0:00:00.967010 2021-04-14 21:43:07,370 INFO : EVAL, epoch=0072, iter=00030/00040, fetch data time cost=10.52ms, fps=6220 images/s, loss=1.5349, top1-acc=56.39%, top5-acc=85.82%, remaining_time=0:00:00.459690, arrival_time=2021-04-14 21:43:07.829912, cost_time=0:00:01.379066 2021-04-14 21:43:07,729 INFO : EVAL, epoch=0072, iter=00040/00040, fetch data time cost=0.07ms, fps=6461 images/s, loss=1.5327, top1-acc=56.23%, top5-acc=85.41%, remaining_time=0:00:00, arrival_time=2021-04-14 21:43:07.729755, cost_time=0:00:01.738669 2021-04-14 21:43:07,906 INFO : Epoch=0072 complete, best val top1-acc=58.04%, top5-acc=86.03% (epoch=70), remaining_time=0:56:44.289792, arrival_time=2021-04-14 22:39:52.196531, cost_time=0:31:54.913013 2021-04-14 21:43:07,908 INFO : Train start, epoch=0073, lr=0.071289 2021-04-14 21:43:09,366 INFO : TRAIN, epoch=0073, iter=00010/00196, fetch data time cost=1.35ms, fps=1755 images/s, loss=1.0851, top1-acc=69.37%, top5-acc=91.80%, remaining_time=0:00:27.125496, arrival_time=2021-04-14 21:43:36.492068, cost_time=0:00:01.458355 2021-04-14 21:43:10,623 INFO : TRAIN, epoch=0073, iter=00020/00196, fetch data time cost=1.51ms, fps=2038 images/s, loss=1.0685, top1-acc=69.08%, top5-acc=92.27%, remaining_time=0:00:23.892880, arrival_time=2021-04-14 21:43:34.516277, cost_time=0:00:02.715091 2021-04-14 21:43:11,890 INFO : TRAIN, epoch=0073, iter=00030/00196, fetch data time cost=1.87ms, fps=2022 images/s, loss=1.0799, top1-acc=68.48%, top5-acc=92.21%, remaining_time=0:00:22.035836, arrival_time=2021-04-14 21:43:33.926434, cost_time=0:00:03.982378 2021-04-14 21:43:13,150 INFO : TRAIN, epoch=0073, iter=00040/00196, fetch data time cost=2.19ms, fps=2034 images/s, loss=1.0716, top1-acc=68.46%, top5-acc=92.53%, remaining_time=0:00:20.442864, arrival_time=2021-04-14 21:43:33.592881, cost_time=0:00:05.241779 2021-04-14 21:43:14,404 INFO : TRAIN, epoch=0073, iter=00050/00196, fetch data time cost=1.28ms, fps=2042 images/s, loss=1.0723, top1-acc=68.41%, top5-acc=92.59%, remaining_time=0:00:18.968028, arrival_time=2021-04-14 21:43:33.372077, cost_time=0:00:06.495923 2021-04-14 21:43:15,664 INFO : TRAIN, epoch=0073, iter=00060/00196, fetch data time cost=2.36ms, fps=2032 images/s, loss=1.0791, top1-acc=68.20%, top5-acc=92.49%, remaining_time=0:00:17.580584, arrival_time=2021-04-14 21:43:33.245058, cost_time=0:00:07.756164 2021-04-14 21:43:16,918 INFO : TRAIN, epoch=0073, iter=00070/00196, fetch data time cost=2.31ms, fps=2042 images/s, loss=1.0767, top1-acc=68.28%, top5-acc=92.54%, remaining_time=0:00:16.218972, arrival_time=2021-04-14 21:43:33.137616, cost_time=0:00:09.010509 2021-04-14 21:43:18,176 INFO : TRAIN, epoch=0073, iter=00080/00196, fetch data time cost=1.53ms, fps=2037 images/s, loss=1.0821, top1-acc=68.11%, top5-acc=92.48%, remaining_time=0:00:14.888368, arrival_time=2021-04-14 21:43:33.064450, cost_time=0:00:10.267814 2021-04-14 21:43:19,441 INFO : TRAIN, epoch=0073, iter=00090/00196, fetch data time cost=1.81ms, fps=2024 images/s, loss=1.0880, top1-acc=67.92%, top5-acc=92.40%, remaining_time=0:00:13.584112, arrival_time=2021-04-14 21:43:33.025953, cost_time=0:00:11.533707 2021-04-14 21:43:20,695 INFO : TRAIN, epoch=0073, iter=00100/00196, fetch data time cost=1.47ms, fps=2043 images/s, loss=1.0887, top1-acc=67.93%, top5-acc=92.38%, remaining_time=0:00:12.275520, arrival_time=2021-04-14 21:43:32.970780, cost_time=0:00:12.787023 2021-04-14 21:43:21,946 INFO : TRAIN, epoch=0073, iter=00110/00196, fetch data time cost=1.50ms, fps=2046 images/s, loss=1.0868, top1-acc=68.04%, top5-acc=92.40%, remaining_time=0:00:10.975750, arrival_time=2021-04-14 21:43:32.922653, cost_time=0:00:14.038768 2021-04-14 21:43:23,199 INFO : TRAIN, epoch=0073, iter=00120/00196, fetch data time cost=1.69ms, fps=2045 images/s, loss=1.0876, top1-acc=68.06%, top5-acc=92.42%, remaining_time=0:00:09.684452, arrival_time=2021-04-14 21:43:32.883824, cost_time=0:00:15.291246 2021-04-14 21:43:24,452 INFO : TRAIN, epoch=0073, iter=00130/00196, fetch data time cost=1.61ms, fps=2044 images/s, loss=1.0912, top1-acc=68.09%, top5-acc=92.36%, remaining_time=0:00:08.399358, arrival_time=2021-04-14 21:43:32.851714, cost_time=0:00:16.544144 2021-04-14 21:43:25,703 INFO : TRAIN, epoch=0073, iter=00140/00196, fetch data time cost=1.92ms, fps=2047 images/s, loss=1.0962, top1-acc=68.00%, top5-acc=92.28%, remaining_time=0:00:07.118160, arrival_time=2021-04-14 21:43:32.821678, cost_time=0:00:17.795382 2021-04-14 21:43:26,952 INFO : TRAIN, epoch=0073, iter=00150/00196, fetch data time cost=1.44ms, fps=2051 images/s, loss=1.0994, top1-acc=67.92%, top5-acc=92.26%, remaining_time=0:00:05.840160, arrival_time=2021-04-14 21:43:32.792305, cost_time=0:00:19.044017 2021-04-14 21:43:28,204 INFO : TRAIN, epoch=0073, iter=00160/00196, fetch data time cost=1.51ms, fps=2045 images/s, loss=1.1038, top1-acc=67.80%, top5-acc=92.20%, remaining_time=0:00:04.566672, arrival_time=2021-04-14 21:43:32.771288, cost_time=0:00:20.296368 2021-04-14 21:43:29,456 INFO : TRAIN, epoch=0073, iter=00170/00196, fetch data time cost=1.39ms, fps=2046 images/s, loss=1.1069, top1-acc=67.71%, top5-acc=92.17%, remaining_time=0:00:03.295656, arrival_time=2021-04-14 21:43:32.752290, cost_time=0:00:21.548462 2021-04-14 21:43:30,707 INFO : TRAIN, epoch=0073, iter=00180/00196, fetch data time cost=1.42ms, fps=2048 images/s, loss=1.1096, top1-acc=67.61%, top5-acc=92.16%, remaining_time=0:00:02.026592, arrival_time=2021-04-14 21:43:32.733987, cost_time=0:00:22.799200 2021-04-14 21:43:31,960 INFO : TRAIN, epoch=0073, iter=00190/00196, fetch data time cost=1.28ms, fps=2043 images/s, loss=1.1134, top1-acc=67.51%, top5-acc=92.08%, remaining_time=0:00:00.759558, arrival_time=2021-04-14 21:43:32.720334, cost_time=0:00:24.052644 2021-04-14 21:43:32,639 INFO : TRAIN, epoch=0073, iter=00196/00196, fetch data time cost=1.89ms, fps=2004 images/s, loss=1.1141, top1-acc=67.48%, top5-acc=92.09%, remaining_time=0:00:00, arrival_time=2021-04-14 21:43:32.639795, cost_time=0:00:24.731624 2021-04-14 21:43:33,206 INFO : EVAL, epoch=0073, iter=00010/00040, fetch data time cost=4.71ms, fps=4535 images/s, loss=1.7059, top1-acc=54.49%, top5-acc=82.23%, remaining_time=0:00:01.693500, arrival_time=2021-04-14 21:43:34.899578, cost_time=0:00:00.564499 2021-04-14 21:43:33,602 INFO : EVAL, epoch=0073, iter=00020/00040, fetch data time cost=2.28ms, fps=6470 images/s, loss=1.6416, top1-acc=55.61%, top5-acc=83.24%, remaining_time=0:00:00.960520, arrival_time=2021-04-14 21:43:34.562677, cost_time=0:00:00.960512 2021-04-14 21:43:33,999 INFO : EVAL, epoch=0073, iter=00030/00040, fetch data time cost=2.09ms, fps=6448 images/s, loss=1.6109, top1-acc=56.15%, top5-acc=83.55%, remaining_time=0:00:00.452730, arrival_time=2021-04-14 21:43:34.452540, cost_time=0:00:01.358177 2021-04-14 21:43:34,361 INFO : EVAL, epoch=0073, iter=00040/00040, fetch data time cost=0.07ms, fps=6416 images/s, loss=1.6360, top1-acc=55.72%, top5-acc=83.44%, remaining_time=0:00:00, arrival_time=2021-04-14 21:43:34.361839, cost_time=0:00:01.720299 2021-04-14 21:43:34,442 INFO : Epoch=0073 complete, best val top1-acc=58.04%, top5-acc=86.03% (epoch=70), remaining_time=0:56:17.589003, arrival_time=2021-04-14 22:39:52.031558, cost_time=0:32:21.448829 2021-04-14 21:43:34,444 INFO : Train start, epoch=0074, lr=0.070576 2021-04-14 21:43:35,859 INFO : TRAIN, epoch=0074, iter=00010/00196, fetch data time cost=1.40ms, fps=1809 images/s, loss=1.0874, top1-acc=66.80%, top5-acc=93.32%, remaining_time=0:00:26.326440, arrival_time=2021-04-14 21:44:02.186094, cost_time=0:00:01.415395 2021-04-14 21:43:37,138 INFO : TRAIN, epoch=0074, iter=00020/00196, fetch data time cost=2.18ms, fps=2004 images/s, loss=1.0840, top1-acc=67.11%, top5-acc=92.77%, remaining_time=0:00:23.705088, arrival_time=2021-04-14 21:44:00.843039, cost_time=0:00:02.693750 2021-04-14 21:43:38,398 INFO : TRAIN, epoch=0074, iter=00030/00196, fetch data time cost=1.54ms, fps=2031 images/s, loss=1.0701, top1-acc=67.83%, top5-acc=92.93%, remaining_time=0:00:21.882286, arrival_time=2021-04-14 21:44:00.281031, cost_time=0:00:03.954628 2021-04-14 21:43:39,653 INFO : TRAIN, epoch=0074, iter=00040/00196, fetch data time cost=1.41ms, fps=2040 images/s, loss=1.0791, top1-acc=67.71%, top5-acc=92.72%, remaining_time=0:00:20.317752, arrival_time=2021-04-14 21:43:59.971607, cost_time=0:00:05.209696 2021-04-14 21:43:40,908 INFO : TRAIN, epoch=0074, iter=00050/00196, fetch data time cost=1.54ms, fps=2042 images/s, loss=1.0776, top1-acc=67.86%, top5-acc=92.66%, remaining_time=0:00:18.874296, arrival_time=2021-04-14 21:43:59.782243, cost_time=0:00:06.463775 2021-04-14 21:43:42,161 INFO : TRAIN, epoch=0074, iter=00060/00196, fetch data time cost=1.31ms, fps=2044 images/s, loss=1.0782, top1-acc=67.94%, top5-acc=92.58%, remaining_time=0:00:17.491504, arrival_time=2021-04-14 21:43:59.652473, cost_time=0:00:07.716854 2021-04-14 21:43:43,414 INFO : TRAIN, epoch=0074, iter=00070/00196, fetch data time cost=1.88ms, fps=2044 images/s, loss=1.0828, top1-acc=67.87%, top5-acc=92.54%, remaining_time=0:00:16.145892, arrival_time=2021-04-14 21:43:59.560056, cost_time=0:00:08.969960 2021-04-14 21:43:44,675 INFO : TRAIN, epoch=0074, iter=00080/00196, fetch data time cost=1.44ms, fps=2031 images/s, loss=1.0849, top1-acc=67.91%, top5-acc=92.53%, remaining_time=0:00:14.834660, arrival_time=2021-04-14 21:43:59.509651, cost_time=0:00:10.230770 2021-04-14 21:43:45,925 INFO : TRAIN, epoch=0074, iter=00090/00196, fetch data time cost=1.40ms, fps=2048 images/s, loss=1.0873, top1-acc=67.87%, top5-acc=92.53%, remaining_time=0:00:13.522420, arrival_time=2021-04-14 21:43:59.447867, cost_time=0:00:11.481326 2021-04-14 21:43:47,192 INFO : TRAIN, epoch=0074, iter=00100/00196, fetch data time cost=1.96ms, fps=2021 images/s, loss=1.0864, top1-acc=67.96%, top5-acc=92.48%, remaining_time=0:00:12.238272, arrival_time=2021-04-14 21:43:59.430686, cost_time=0:00:12.748189 2021-04-14 21:43:48,456 INFO : TRAIN, epoch=0074, iter=00110/00196, fetch data time cost=1.60ms, fps=2027 images/s, loss=1.0890, top1-acc=67.97%, top5-acc=92.44%, remaining_time=0:00:10.954594, arrival_time=2021-04-14 21:43:59.410559, cost_time=0:00:14.011688 2021-04-14 21:43:49,720 INFO : TRAIN, epoch=0074, iter=00120/00196, fetch data time cost=1.42ms, fps=2026 images/s, loss=1.0916, top1-acc=67.91%, top5-acc=92.37%, remaining_time=0:00:09.674724, arrival_time=2021-04-14 21:43:59.394829, cost_time=0:00:15.275898 2021-04-14 21:43:50,987 INFO : TRAIN, epoch=0074, iter=00130/00196, fetch data time cost=2.02ms, fps=2021 images/s, loss=1.0942, top1-acc=67.82%, top5-acc=92.36%, remaining_time=0:00:08.398830, arrival_time=2021-04-14 21:43:59.386080, cost_time=0:00:16.543132 2021-04-14 21:43:52,242 INFO : TRAIN, epoch=0074, iter=00140/00196, fetch data time cost=1.45ms, fps=2041 images/s, loss=1.0982, top1-acc=67.72%, top5-acc=92.35%, remaining_time=0:00:07.119112, arrival_time=2021-04-14 21:43:59.361156, cost_time=0:00:17.797801 2021-04-14 21:43:53,489 INFO : TRAIN, epoch=0074, iter=00150/00196, fetch data time cost=1.34ms, fps=2054 images/s, loss=1.0980, top1-acc=67.75%, top5-acc=92.37%, remaining_time=0:00:05.840482, arrival_time=2021-04-14 21:43:59.329646, cost_time=0:00:19.045053 2021-04-14 21:43:54,742 INFO : TRAIN, epoch=0074, iter=00160/00196, fetch data time cost=1.45ms, fps=2043 images/s, loss=1.0991, top1-acc=67.73%, top5-acc=92.36%, remaining_time=0:00:04.567212, arrival_time=2021-04-14 21:43:59.310013, cost_time=0:00:20.298684 2021-04-14 21:43:55,991 INFO : TRAIN, epoch=0074, iter=00170/00196, fetch data time cost=1.51ms, fps=2051 images/s, loss=1.1013, top1-acc=67.65%, top5-acc=92.32%, remaining_time=0:00:03.295474, arrival_time=2021-04-14 21:43:59.287054, cost_time=0:00:21.547381 2021-04-14 21:43:57,244 INFO : TRAIN, epoch=0074, iter=00180/00196, fetch data time cost=1.80ms, fps=2044 images/s, loss=1.1043, top1-acc=67.56%, top5-acc=92.23%, remaining_time=0:00:02.026704, arrival_time=2021-04-14 21:43:59.271244, cost_time=0:00:22.800355 2021-04-14 21:43:58,511 INFO : TRAIN, epoch=0074, iter=00190/00196, fetch data time cost=1.87ms, fps=2022 images/s, loss=1.1076, top1-acc=67.47%, top5-acc=92.21%, remaining_time=0:00:00.760002, arrival_time=2021-04-14 21:43:59.270987, cost_time=0:00:24.066729 2021-04-14 21:43:59,188 INFO : TRAIN, epoch=0074, iter=00196/00196, fetch data time cost=1.25ms, fps=2009 images/s, loss=1.1085, top1-acc=67.45%, top5-acc=92.19%, remaining_time=0:00:00, arrival_time=2021-04-14 21:43:59.188328, cost_time=0:00:24.744188 2021-04-14 21:43:59,732 INFO : EVAL, epoch=0074, iter=00010/00040, fetch data time cost=0.48ms, fps=4727 images/s, loss=1.5939, top1-acc=56.09%, top5-acc=84.61%, remaining_time=0:00:01.624650, arrival_time=2021-04-14 21:44:01.356626, cost_time=0:00:00.541554 2021-04-14 21:44:00,126 INFO : EVAL, epoch=0074, iter=00020/00040, fetch data time cost=0.20ms, fps=6490 images/s, loss=1.6501, top1-acc=55.62%, top5-acc=83.83%, remaining_time=0:00:00.936420, arrival_time=2021-04-14 21:44:01.063236, cost_time=0:00:00.936426 2021-04-14 21:44:00,521 INFO : EVAL, epoch=0074, iter=00030/00040, fetch data time cost=1.37ms, fps=6501 images/s, loss=1.6254, top1-acc=56.13%, top5-acc=83.96%, remaining_time=0:00:00.443560, arrival_time=2021-04-14 21:44:00.964674, cost_time=0:00:01.330694 2021-04-14 21:44:00,886 INFO : EVAL, epoch=0074, iter=00040/00040, fetch data time cost=0.05ms, fps=6359 images/s, loss=1.6193, top1-acc=56.29%, top5-acc=84.36%, remaining_time=0:00:00, arrival_time=2021-04-14 21:44:00.886487, cost_time=0:00:01.696055 2021-04-14 21:44:00,997 INFO : Epoch=0074 complete, best val top1-acc=58.04%, top5-acc=86.03% (epoch=70), remaining_time=0:55:50.925522, arrival_time=2021-04-14 22:39:51.923135, cost_time=0:32:48.003874 2021-04-14 21:44:00,999 INFO : Train start, epoch=0075, lr=0.069857 2021-04-14 21:44:02,413 INFO : TRAIN, epoch=0075, iter=00010/00196, fetch data time cost=0.32ms, fps=1810 images/s, loss=1.0793, top1-acc=68.28%, top5-acc=92.27%, remaining_time=0:00:26.309700, arrival_time=2021-04-14 21:44:28.723468, cost_time=0:00:01.414495 2021-04-14 21:44:03,677 INFO : TRAIN, epoch=0075, iter=00020/00196, fetch data time cost=1.36ms, fps=2027 images/s, loss=1.0699, top1-acc=68.32%, top5-acc=92.75%, remaining_time=0:00:23.568512, arrival_time=2021-04-14 21:44:27.246037, cost_time=0:00:02.678241 2021-04-14 21:44:04,930 INFO : TRAIN, epoch=0075, iter=00030/00196, fetch data time cost=1.43ms, fps=2044 images/s, loss=1.0889, top1-acc=67.88%, top5-acc=92.58%, remaining_time=0:00:21.752308, arrival_time=2021-04-14 21:44:26.682658, cost_time=0:00:03.931143 2021-04-14 21:44:06,184 INFO : TRAIN, epoch=0075, iter=00040/00196, fetch data time cost=1.43ms, fps=2042 images/s, loss=1.0762, top1-acc=68.08%, top5-acc=92.62%, remaining_time=0:00:20.222592, arrival_time=2021-04-14 21:44:26.407197, cost_time=0:00:05.185286 2021-04-14 21:44:07,435 INFO : TRAIN, epoch=0075, iter=00050/00196, fetch data time cost=1.98ms, fps=2047 images/s, loss=1.0661, top1-acc=68.39%, top5-acc=92.66%, remaining_time=0:00:18.794726, arrival_time=2021-04-14 21:44:26.230526, cost_time=0:00:06.436555 2021-04-14 21:44:08,685 INFO : TRAIN, epoch=0075, iter=00060/00196, fetch data time cost=1.38ms, fps=2049 images/s, loss=1.0645, top1-acc=68.52%, top5-acc=92.68%, remaining_time=0:00:17.422144, arrival_time=2021-04-14 21:44:26.107594, cost_time=0:00:07.686227 2021-04-14 21:44:09,943 INFO : TRAIN, epoch=0075, iter=00070/00196, fetch data time cost=1.54ms, fps=2037 images/s, loss=1.0740, top1-acc=68.24%, top5-acc=92.61%, remaining_time=0:00:16.098768, arrival_time=2021-04-14 21:44:26.041802, cost_time=0:00:08.943727 2021-04-14 21:44:11,195 INFO : TRAIN, epoch=0075, iter=00080/00196, fetch data time cost=1.40ms, fps=2045 images/s, loss=1.0702, top1-acc=68.25%, top5-acc=92.73%, remaining_time=0:00:14.784084, arrival_time=2021-04-14 21:44:25.979209, cost_time=0:00:10.195911 2021-04-14 21:44:12,447 INFO : TRAIN, epoch=0075, iter=00090/00196, fetch data time cost=1.40ms, fps=2045 images/s, loss=1.0710, top1-acc=68.20%, top5-acc=92.71%, remaining_time=0:00:13.483730, arrival_time=2021-04-14 21:44:25.931455, cost_time=0:00:11.448481 2021-04-14 21:44:13,705 INFO : TRAIN, epoch=0075, iter=00100/00196, fetch data time cost=1.43ms, fps=2037 images/s, loss=1.0726, top1-acc=68.18%, top5-acc=92.66%, remaining_time=0:00:12.197760, arrival_time=2021-04-14 21:44:25.903032, cost_time=0:00:12.705953 2021-04-14 21:44:14,958 INFO : TRAIN, epoch=0075, iter=00110/00196, fetch data time cost=1.52ms, fps=2044 images/s, loss=1.0750, top1-acc=68.23%, top5-acc=92.70%, remaining_time=0:00:10.913572, arrival_time=2021-04-14 21:44:25.872011, cost_time=0:00:13.959253 2021-04-14 21:44:16,210 INFO : TRAIN, epoch=0075, iter=00120/00196, fetch data time cost=1.54ms, fps=2046 images/s, loss=1.0767, top1-acc=68.16%, top5-acc=92.63%, remaining_time=0:00:09.633456, arrival_time=2021-04-14 21:44:25.843429, cost_time=0:00:15.210779 2021-04-14 21:44:17,466 INFO : TRAIN, epoch=0075, iter=00130/00196, fetch data time cost=2.67ms, fps=2038 images/s, loss=1.0792, top1-acc=68.15%, top5-acc=92.60%, remaining_time=0:00:08.360286, arrival_time=2021-04-14 21:44:25.826889, cost_time=0:00:16.467237 2021-04-14 21:44:18,744 INFO : TRAIN, epoch=0075, iter=00140/00196, fetch data time cost=2.11ms, fps=2005 images/s, loss=1.0839, top1-acc=67.96%, top5-acc=92.52%, remaining_time=0:00:07.097888, arrival_time=2021-04-14 21:44:25.841826, cost_time=0:00:17.744701 2021-04-14 21:44:19,995 INFO : TRAIN, epoch=0075, iter=00150/00196, fetch data time cost=1.41ms, fps=2047 images/s, loss=1.0867, top1-acc=67.93%, top5-acc=92.51%, remaining_time=0:00:05.825394, arrival_time=2021-04-14 21:44:25.820655, cost_time=0:00:18.995923 2021-04-14 21:44:21,257 INFO : TRAIN, epoch=0075, iter=00160/00196, fetch data time cost=2.01ms, fps=2030 images/s, loss=1.0893, top1-acc=67.81%, top5-acc=92.47%, remaining_time=0:00:04.557996, arrival_time=2021-04-14 21:44:25.815077, cost_time=0:00:20.257808 2021-04-14 21:44:22,505 INFO : TRAIN, epoch=0075, iter=00170/00196, fetch data time cost=1.36ms, fps=2052 images/s, loss=1.0964, top1-acc=67.62%, top5-acc=92.37%, remaining_time=0:00:03.289156, arrival_time=2021-04-14 21:44:25.794475, cost_time=0:00:21.506105 2021-04-14 21:44:23,761 INFO : TRAIN, epoch=0075, iter=00180/00196, fetch data time cost=1.70ms, fps=2039 images/s, loss=1.0988, top1-acc=67.56%, top5-acc=92.34%, remaining_time=0:00:02.023312, arrival_time=2021-04-14 21:44:25.784958, cost_time=0:00:22.762317 2021-04-14 21:44:25,019 INFO : TRAIN, epoch=0075, iter=00190/00196, fetch data time cost=1.44ms, fps=2036 images/s, loss=1.1004, top1-acc=67.49%, top5-acc=92.29%, remaining_time=0:00:00.758544, arrival_time=2021-04-14 21:44:25.778417, cost_time=0:00:24.020597 2021-04-14 21:44:25,700 INFO : TRAIN, epoch=0075, iter=00196/00196, fetch data time cost=1.32ms, fps=2001 images/s, loss=1.1045, top1-acc=67.42%, top5-acc=92.27%, remaining_time=0:00:00, arrival_time=2021-04-14 21:44:25.700064, cost_time=0:00:24.700839 2021-04-14 21:44:26,255 INFO : EVAL, epoch=0075, iter=00010/00040, fetch data time cost=1.93ms, fps=4628 images/s, loss=1.7082, top1-acc=53.20%, top5-acc=82.58%, remaining_time=0:00:01.659330, arrival_time=2021-04-14 21:44:27.915118, cost_time=0:00:00.553106 2021-04-14 21:44:26,648 INFO : EVAL, epoch=0075, iter=00020/00040, fetch data time cost=1.65ms, fps=6534 images/s, loss=1.7104, top1-acc=53.55%, top5-acc=82.56%, remaining_time=0:00:00.945240, arrival_time=2021-04-14 21:44:27.593259, cost_time=0:00:00.945248 2021-04-14 21:44:27,042 INFO : EVAL, epoch=0075, iter=00030/00040, fetch data time cost=1.63ms, fps=6493 images/s, loss=1.7303, top1-acc=53.55%, top5-acc=82.29%, remaining_time=0:00:00.446700, arrival_time=2021-04-14 21:44:27.489508, cost_time=0:00:01.340106 2021-04-14 21:44:27,403 INFO : EVAL, epoch=0075, iter=00040/00040, fetch data time cost=0.07ms, fps=6448 images/s, loss=1.7208, top1-acc=53.80%, top5-acc=82.19%, remaining_time=0:00:00, arrival_time=2021-04-14 21:44:27.402966, cost_time=0:00:01.700315 2021-04-14 21:44:27,502 INFO : Epoch=0075 complete, best val top1-acc=58.04%, top5-acc=86.03% (epoch=70), remaining_time=0:55:24.181000, arrival_time=2021-04-14 22:39:51.683360, cost_time=0:33:14.508630 2021-04-14 21:44:27,503 INFO : Train start, epoch=0076, lr=0.069134 2021-04-14 21:44:28,945 INFO : TRAIN, epoch=0076, iter=00010/00196, fetch data time cost=0.26ms, fps=1775 images/s, loss=1.0545, top1-acc=68.28%, top5-acc=93.95%, remaining_time=0:00:26.819712, arrival_time=2021-04-14 21:44:55.765582, cost_time=0:00:01.441923 2021-04-14 21:44:30,203 INFO : TRAIN, epoch=0076, iter=00020/00196, fetch data time cost=1.53ms, fps=2038 images/s, loss=1.0329, top1-acc=69.37%, top5-acc=93.65%, remaining_time=0:00:23.752432, arrival_time=2021-04-14 21:44:53.955390, cost_time=0:00:02.699147 2021-04-14 21:44:31,466 INFO : TRAIN, epoch=0076, iter=00030/00196, fetch data time cost=1.65ms, fps=2027 images/s, loss=1.0352, top1-acc=69.52%, top5-acc=93.37%, remaining_time=0:00:21.927106, arrival_time=2021-04-14 21:44:53.393781, cost_time=0:00:03.962723 2021-04-14 21:44:32,723 INFO : TRAIN, epoch=0076, iter=00040/00196, fetch data time cost=2.16ms, fps=2037 images/s, loss=1.0425, top1-acc=69.38%, top5-acc=93.17%, remaining_time=0:00:20.358312, arrival_time=2021-04-14 21:44:53.082222, cost_time=0:00:05.220088 2021-04-14 21:44:33,981 INFO : TRAIN, epoch=0076, iter=00050/00196, fetch data time cost=1.66ms, fps=2037 images/s, loss=1.0461, top1-acc=69.07%, top5-acc=93.07%, remaining_time=0:00:18.913278, arrival_time=2021-04-14 21:44:52.894262, cost_time=0:00:06.477169 2021-04-14 21:44:35,244 INFO : TRAIN, epoch=0076, iter=00060/00196, fetch data time cost=1.52ms, fps=2027 images/s, loss=1.0490, top1-acc=68.97%, top5-acc=92.96%, remaining_time=0:00:17.545224, arrival_time=2021-04-14 21:44:52.789748, cost_time=0:00:07.740554 2021-04-14 21:44:36,507 INFO : TRAIN, epoch=0076, iter=00070/00196, fetch data time cost=1.98ms, fps=2029 images/s, loss=1.0541, top1-acc=68.85%, top5-acc=92.87%, remaining_time=0:00:16.205616, arrival_time=2021-04-14 21:44:52.712592, cost_time=0:00:09.003111 2021-04-14 21:44:37,756 INFO : TRAIN, epoch=0076, iter=00080/00196, fetch data time cost=1.47ms, fps=2049 images/s, loss=1.0591, top1-acc=68.64%, top5-acc=92.73%, remaining_time=0:00:14.866676, arrival_time=2021-04-14 21:44:52.623347, cost_time=0:00:10.252860 2021-04-14 21:44:39,014 INFO : TRAIN, epoch=0076, iter=00090/00196, fetch data time cost=2.14ms, fps=2036 images/s, loss=1.0628, top1-acc=68.56%, top5-acc=92.74%, remaining_time=0:00:13.556870, arrival_time=2021-04-14 21:44:52.571431, cost_time=0:00:11.510587 2021-04-14 21:44:40,278 INFO : TRAIN, epoch=0076, iter=00100/00196, fetch data time cost=2.04ms, fps=2027 images/s, loss=1.0669, top1-acc=68.57%, top5-acc=92.69%, remaining_time=0:00:12.263424, arrival_time=2021-04-14 21:44:52.541620, cost_time=0:00:12.774378 2021-04-14 21:44:41,538 INFO : TRAIN, epoch=0076, iter=00110/00196, fetch data time cost=1.64ms, fps=2033 images/s, loss=1.0690, top1-acc=68.54%, top5-acc=92.65%, remaining_time=0:00:10.972310, arrival_time=2021-04-14 21:44:52.510517, cost_time=0:00:14.034311 2021-04-14 21:44:42,794 INFO : TRAIN, epoch=0076, iter=00120/00196, fetch data time cost=1.42ms, fps=2040 images/s, loss=1.0738, top1-acc=68.49%, top5-acc=92.57%, remaining_time=0:00:09.683768, arrival_time=2021-04-14 21:44:52.477768, cost_time=0:00:15.290105 2021-04-14 21:44:44,047 INFO : TRAIN, epoch=0076, iter=00130/00196, fetch data time cost=1.51ms, fps=2043 images/s, loss=1.0781, top1-acc=68.29%, top5-acc=92.54%, remaining_time=0:00:08.399094, arrival_time=2021-04-14 21:44:52.446669, cost_time=0:00:16.543676 2021-04-14 21:44:45,293 INFO : TRAIN, epoch=0076, iter=00140/00196, fetch data time cost=1.89ms, fps=2056 images/s, loss=1.0817, top1-acc=68.17%, top5-acc=92.47%, remaining_time=0:00:07.115864, arrival_time=2021-04-14 21:44:52.409378, cost_time=0:00:17.789623 2021-04-14 21:44:46,553 INFO : TRAIN, epoch=0076, iter=00150/00196, fetch data time cost=1.47ms, fps=2032 images/s, loss=1.0858, top1-acc=68.07%, top5-acc=92.42%, remaining_time=0:00:05.841954, arrival_time=2021-04-14 21:44:52.395645, cost_time=0:00:19.049834 2021-04-14 21:44:47,828 INFO : TRAIN, epoch=0076, iter=00160/00196, fetch data time cost=1.44ms, fps=2010 images/s, loss=1.0881, top1-acc=68.02%, top5-acc=92.39%, remaining_time=0:00:04.573044, arrival_time=2021-04-14 21:44:52.401518, cost_time=0:00:20.324573 2021-04-14 21:44:49,078 INFO : TRAIN, epoch=0076, iter=00170/00196, fetch data time cost=2.03ms, fps=2049 images/s, loss=1.0914, top1-acc=67.89%, top5-acc=92.37%, remaining_time=0:00:03.299660, arrival_time=2021-04-14 21:44:52.378228, cost_time=0:00:21.574723 2021-04-14 21:44:50,332 INFO : TRAIN, epoch=0076, iter=00180/00196, fetch data time cost=1.42ms, fps=2042 images/s, loss=1.0912, top1-acc=67.85%, top5-acc=92.35%, remaining_time=0:00:02.029232, arrival_time=2021-04-14 21:44:52.361936, cost_time=0:00:22.828804 2021-04-14 21:44:51,579 INFO : TRAIN, epoch=0076, iter=00190/00196, fetch data time cost=1.44ms, fps=2054 images/s, loss=1.0963, top1-acc=67.74%, top5-acc=92.33%, remaining_time=0:00:00.760278, arrival_time=2021-04-14 21:44:52.339621, cost_time=0:00:24.075492 2021-04-14 21:44:52,261 INFO : TRAIN, epoch=0076, iter=00196/00196, fetch data time cost=1.71ms, fps=1996 images/s, loss=1.0966, top1-acc=67.68%, top5-acc=92.32%, remaining_time=0:00:00, arrival_time=2021-04-14 21:44:52.261290, cost_time=0:00:24.757431 2021-04-14 21:44:52,772 INFO : EVAL, epoch=0076, iter=00010/00040, fetch data time cost=0.21ms, fps=5030 images/s, loss=1.6627, top1-acc=54.80%, top5-acc=83.05%, remaining_time=0:00:01.526760, arrival_time=2021-04-14 21:44:54.298874, cost_time=0:00:00.508922 2021-04-14 21:44:53,163 INFO : EVAL, epoch=0076, iter=00020/00040, fetch data time cost=1.96ms, fps=6560 images/s, loss=1.6308, top1-acc=55.80%, top5-acc=83.48%, remaining_time=0:00:00.899840, arrival_time=2021-04-14 21:44:54.062803, cost_time=0:00:00.899842 2021-04-14 21:44:53,556 INFO : EVAL, epoch=0076, iter=00030/00040, fetch data time cost=2.25ms, fps=6517 images/s, loss=1.6450, top1-acc=55.23%, top5-acc=83.66%, remaining_time=0:00:00.431010, arrival_time=2021-04-14 21:44:53.987227, cost_time=0:00:01.293032 2021-04-14 21:44:53,918 INFO : EVAL, epoch=0076, iter=00040/00040, fetch data time cost=0.07ms, fps=6406 images/s, loss=1.6663, top1-acc=54.89%, top5-acc=83.49%, remaining_time=0:00:00, arrival_time=2021-04-14 21:44:53.918825, cost_time=0:00:01.655742 2021-04-14 21:44:53,994 INFO : Epoch=0076 complete, best val top1-acc=58.04%, top5-acc=86.03% (epoch=70), remaining_time=0:54:57.422260, arrival_time=2021-04-14 22:39:51.416719, cost_time=0:33:41.000730 2021-04-14 21:44:53,995 INFO : Train start, epoch=0077, lr=0.068406 2021-04-14 21:44:55,514 INFO : TRAIN, epoch=0077, iter=00010/00196, fetch data time cost=0.36ms, fps=1686 images/s, loss=1.0229, top1-acc=69.96%, top5-acc=93.24%, remaining_time=0:00:28.240380, arrival_time=2021-04-14 21:45:23.754690, cost_time=0:00:01.518300 2021-04-14 21:44:56,782 INFO : TRAIN, epoch=0077, iter=00020/00196, fetch data time cost=1.40ms, fps=2020 images/s, loss=1.0352, top1-acc=69.45%, top5-acc=93.07%, remaining_time=0:00:24.523136, arrival_time=2021-04-14 21:45:21.305880, cost_time=0:00:02.786712 2021-04-14 21:44:58,047 INFO : TRAIN, epoch=0077, iter=00030/00196, fetch data time cost=1.52ms, fps=2026 images/s, loss=1.0243, top1-acc=69.78%, top5-acc=93.26%, remaining_time=0:00:22.417636, arrival_time=2021-04-14 21:45:20.464975, cost_time=0:00:04.051370 2021-04-14 21:44:59,294 INFO : TRAIN, epoch=0077, iter=00040/00196, fetch data time cost=1.60ms, fps=2054 images/s, loss=1.0306, top1-acc=69.60%, top5-acc=93.25%, remaining_time=0:00:20.664696, arrival_time=2021-04-14 21:45:19.959303, cost_time=0:00:05.298628 2021-04-14 21:45:00,563 INFO : TRAIN, epoch=0077, iter=00050/00196, fetch data time cost=1.60ms, fps=2019 images/s, loss=1.0438, top1-acc=69.29%, top5-acc=92.92%, remaining_time=0:00:19.177100, arrival_time=2021-04-14 21:45:19.740484, cost_time=0:00:06.567514 2021-04-14 21:45:01,831 INFO : TRAIN, epoch=0077, iter=00060/00196, fetch data time cost=1.66ms, fps=2019 images/s, loss=1.0564, top1-acc=68.74%, top5-acc=92.79%, remaining_time=0:00:17.761192, arrival_time=2021-04-14 21:45:19.592955, cost_time=0:00:07.835807 2021-04-14 21:45:03,081 INFO : TRAIN, epoch=0077, iter=00070/00196, fetch data time cost=1.57ms, fps=2049 images/s, loss=1.0564, top1-acc=68.71%, top5-acc=92.81%, remaining_time=0:00:16.354548, arrival_time=2021-04-14 21:45:19.436271, cost_time=0:00:09.085858 2021-04-14 21:45:04,332 INFO : TRAIN, epoch=0077, iter=00080/00196, fetch data time cost=1.37ms, fps=2048 images/s, loss=1.0646, top1-acc=68.49%, top5-acc=92.66%, remaining_time=0:00:14.987780, arrival_time=2021-04-14 21:45:19.320171, cost_time=0:00:10.336439 2021-04-14 21:45:05,587 INFO : TRAIN, epoch=0077, iter=00090/00196, fetch data time cost=1.40ms, fps=2040 images/s, loss=1.0678, top1-acc=68.42%, top5-acc=92.63%, remaining_time=0:00:13.652800, arrival_time=2021-04-14 21:45:19.240711, cost_time=0:00:11.592045 2021-04-14 21:45:06,837 INFO : TRAIN, epoch=0077, iter=00100/00196, fetch data time cost=1.55ms, fps=2049 images/s, loss=1.0666, top1-acc=68.37%, top5-acc=92.63%, remaining_time=0:00:12.328224, arrival_time=2021-04-14 21:45:19.166083, cost_time=0:00:12.841909 2021-04-14 21:45:08,086 INFO : TRAIN, epoch=0077, iter=00110/00196, fetch data time cost=1.52ms, fps=2051 images/s, loss=1.0707, top1-acc=68.26%, top5-acc=92.60%, remaining_time=0:00:11.016170, arrival_time=2021-04-14 21:45:19.102443, cost_time=0:00:14.090408 2021-04-14 21:45:09,333 INFO : TRAIN, epoch=0077, iter=00120/00196, fetch data time cost=1.40ms, fps=2053 images/s, loss=1.0715, top1-acc=68.26%, top5-acc=92.56%, remaining_time=0:00:09.713788, arrival_time=2021-04-14 21:45:19.047286, cost_time=0:00:15.337563 2021-04-14 21:45:10,580 INFO : TRAIN, epoch=0077, iter=00130/00196, fetch data time cost=1.43ms, fps=2053 images/s, loss=1.0734, top1-acc=68.21%, top5-acc=92.58%, remaining_time=0:00:08.420082, arrival_time=2021-04-14 21:45:19.000950, cost_time=0:00:16.584977 2021-04-14 21:45:11,829 INFO : TRAIN, epoch=0077, iter=00140/00196, fetch data time cost=1.88ms, fps=2051 images/s, loss=1.0768, top1-acc=68.06%, top5-acc=92.58%, remaining_time=0:00:07.133560, arrival_time=2021-04-14 21:45:18.963390, cost_time=0:00:17.833967 2021-04-14 21:45:13,080 INFO : TRAIN, epoch=0077, iter=00150/00196, fetch data time cost=1.88ms, fps=2048 images/s, loss=1.0795, top1-acc=68.09%, top5-acc=92.51%, remaining_time=0:00:05.852580, arrival_time=2021-04-14 21:45:18.933097, cost_time=0:00:19.084558 2021-04-14 21:45:14,328 INFO : TRAIN, epoch=0077, iter=00160/00196, fetch data time cost=1.48ms, fps=2051 images/s, loss=1.0803, top1-acc=68.06%, top5-acc=92.55%, remaining_time=0:00:04.574916, arrival_time=2021-04-14 21:45:18.903726, cost_time=0:00:20.332911 2021-04-14 21:45:15,576 INFO : TRAIN, epoch=0077, iter=00170/00196, fetch data time cost=1.45ms, fps=2053 images/s, loss=1.0824, top1-acc=68.01%, top5-acc=92.53%, remaining_time=0:00:03.300570, arrival_time=2021-04-14 21:45:18.877017, cost_time=0:00:21.580576 2021-04-14 21:45:16,831 INFO : TRAIN, epoch=0077, iter=00180/00196, fetch data time cost=1.61ms, fps=2041 images/s, loss=1.0855, top1-acc=67.88%, top5-acc=92.49%, remaining_time=0:00:02.029824, arrival_time=2021-04-14 21:45:18.861237, cost_time=0:00:22.835562 2021-04-14 21:45:18,080 INFO : TRAIN, epoch=0077, iter=00190/00196, fetch data time cost=1.73ms, fps=2050 images/s, loss=1.0864, top1-acc=67.89%, top5-acc=92.50%, remaining_time=0:00:00.760572, arrival_time=2021-04-14 21:45:18.841211, cost_time=0:00:24.084693 2021-04-14 21:45:18,758 INFO : TRAIN, epoch=0077, iter=00196/00196, fetch data time cost=1.22ms, fps=2009 images/s, loss=1.0880, top1-acc=67.88%, top5-acc=92.48%, remaining_time=0:00:00, arrival_time=2021-04-14 21:45:18.758148, cost_time=0:00:24.762263 2021-04-14 21:45:19,308 INFO : EVAL, epoch=0077, iter=00010/00040, fetch data time cost=0.30ms, fps=4666 images/s, loss=1.6740, top1-acc=55.66%, top5-acc=83.55%, remaining_time=0:00:01.645830, arrival_time=2021-04-14 21:45:20.954504, cost_time=0:00:00.548608 2021-04-14 21:45:19,694 INFO : EVAL, epoch=0077, iter=00020/00040, fetch data time cost=1.45ms, fps=6638 images/s, loss=1.7018, top1-acc=54.59%, top5-acc=83.20%, remaining_time=0:00:00.934640, arrival_time=2021-04-14 21:45:20.629349, cost_time=0:00:00.934641 2021-04-14 21:45:20,085 INFO : EVAL, epoch=0077, iter=00030/00040, fetch data time cost=1.29ms, fps=6551 images/s, loss=1.6944, top1-acc=55.20%, top5-acc=83.02%, remaining_time=0:00:00.441940, arrival_time=2021-04-14 21:45:20.527829, cost_time=0:00:01.325816 2021-04-14 21:45:20,462 INFO : EVAL, epoch=0077, iter=00040/00040, fetch data time cost=0.12ms, fps=6176 images/s, loss=1.6949, top1-acc=54.88%, top5-acc=83.08%, remaining_time=0:00:00, arrival_time=2021-04-14 21:45:20.461952, cost_time=0:00:01.701851 2021-04-14 21:45:20,601 INFO : Epoch=0077 complete, best val top1-acc=58.04%, top5-acc=86.03% (epoch=70), remaining_time=0:54:30.853638, arrival_time=2021-04-14 22:39:51.454955, cost_time=0:34:07.607569 2021-04-14 21:45:20,602 INFO : Train start, epoch=0078, lr=0.067674 2021-04-14 21:45:22,128 INFO : TRAIN, epoch=0078, iter=00010/00196, fetch data time cost=0.25ms, fps=1678 images/s, loss=1.0884, top1-acc=67.50%, top5-acc=92.50%, remaining_time=0:00:28.371696, arrival_time=2021-04-14 21:45:50.500072, cost_time=0:00:01.525357 2021-04-14 21:45:23,383 INFO : TRAIN, epoch=0078, iter=00020/00196, fetch data time cost=1.52ms, fps=2042 images/s, loss=1.0711, top1-acc=68.42%, top5-acc=92.42%, remaining_time=0:00:24.463296, arrival_time=2021-04-14 21:45:47.846370, cost_time=0:00:02.779917 2021-04-14 21:45:24,647 INFO : TRAIN, epoch=0078, iter=00030/00196, fetch data time cost=1.35ms, fps=2026 images/s, loss=1.0677, top1-acc=68.59%, top5-acc=92.66%, remaining_time=0:00:22.378792, arrival_time=2021-04-14 21:45:47.026189, cost_time=0:00:04.044373 2021-04-14 21:45:25,901 INFO : TRAIN, epoch=0078, iter=00040/00196, fetch data time cost=5.55ms, fps=2043 images/s, loss=1.0471, top1-acc=68.95%, top5-acc=92.85%, remaining_time=0:00:20.662356, arrival_time=2021-04-14 21:45:46.563472, cost_time=0:00:05.298058 2021-04-14 21:45:27,156 INFO : TRAIN, epoch=0078, iter=00050/00196, fetch data time cost=1.37ms, fps=2041 images/s, loss=1.0380, top1-acc=69.20%, top5-acc=92.98%, remaining_time=0:00:19.135052, arrival_time=2021-04-14 21:45:46.291113, cost_time=0:00:06.553125 2021-04-14 21:45:28,406 INFO : TRAIN, epoch=0078, iter=00060/00196, fetch data time cost=1.62ms, fps=2049 images/s, loss=1.0356, top1-acc=69.30%, top5-acc=93.03%, remaining_time=0:00:17.687072, arrival_time=2021-04-14 21:45:46.093274, cost_time=0:00:07.803107 2021-04-14 21:45:29,669 INFO : TRAIN, epoch=0078, iter=00070/00196, fetch data time cost=1.89ms, fps=2028 images/s, loss=1.0334, top1-acc=69.44%, top5-acc=93.09%, remaining_time=0:00:16.319772, arrival_time=2021-04-14 21:45:45.989241, cost_time=0:00:09.066526 2021-04-14 21:45:30,927 INFO : TRAIN, epoch=0078, iter=00080/00196, fetch data time cost=1.48ms, fps=2036 images/s, loss=1.0372, top1-acc=69.32%, top5-acc=92.97%, remaining_time=0:00:14.969800, arrival_time=2021-04-14 21:45:45.896849, cost_time=0:00:10.324020 2021-04-14 21:45:32,183 INFO : TRAIN, epoch=0078, iter=00090/00196, fetch data time cost=1.82ms, fps=2039 images/s, loss=1.0430, top1-acc=69.25%, top5-acc=92.90%, remaining_time=0:00:13.639020, arrival_time=2021-04-14 21:45:45.822233, cost_time=0:00:11.580271 2021-04-14 21:45:33,434 INFO : TRAIN, epoch=0078, iter=00100/00196, fetch data time cost=1.64ms, fps=2047 images/s, loss=1.0499, top1-acc=69.05%, top5-acc=92.80%, remaining_time=0:00:12.318048, arrival_time=2021-04-14 21:45:45.752428, cost_time=0:00:12.831287 2021-04-14 21:45:34,692 INFO : TRAIN, epoch=0078, iter=00110/00196, fetch data time cost=1.94ms, fps=2037 images/s, loss=1.0530, top1-acc=68.95%, top5-acc=92.77%, remaining_time=0:00:11.015052, arrival_time=2021-04-14 21:45:45.707024, cost_time=0:00:14.089032 2021-04-14 21:45:35,942 INFO : TRAIN, epoch=0078, iter=00120/00196, fetch data time cost=1.42ms, fps=2049 images/s, loss=1.0565, top1-acc=68.91%, top5-acc=92.73%, remaining_time=0:00:09.714624, arrival_time=2021-04-14 21:45:45.656550, cost_time=0:00:15.338829 2021-04-14 21:45:37,197 INFO : TRAIN, epoch=0078, iter=00130/00196, fetch data time cost=1.57ms, fps=2040 images/s, loss=1.0555, top1-acc=68.90%, top5-acc=92.74%, remaining_time=0:00:08.424966, arrival_time=2021-04-14 21:45:45.622521, cost_time=0:00:16.594581 2021-04-14 21:45:38,446 INFO : TRAIN, epoch=0078, iter=00140/00196, fetch data time cost=1.39ms, fps=2050 images/s, loss=1.0614, top1-acc=68.65%, top5-acc=92.73%, remaining_time=0:00:07.137592, arrival_time=2021-04-14 21:45:45.584490, cost_time=0:00:17.843963 2021-04-14 21:45:39,696 INFO : TRAIN, epoch=0078, iter=00150/00196, fetch data time cost=1.69ms, fps=2050 images/s, loss=1.0622, top1-acc=68.54%, top5-acc=92.76%, remaining_time=0:00:05.855248, arrival_time=2021-04-14 21:45:45.551324, cost_time=0:00:19.093138 2021-04-14 21:45:40,943 INFO : TRAIN, epoch=0078, iter=00160/00196, fetch data time cost=1.74ms, fps=2053 images/s, loss=1.0647, top1-acc=68.51%, top5-acc=92.73%, remaining_time=0:00:04.576572, arrival_time=2021-04-14 21:45:45.519848, cost_time=0:00:20.340259 2021-04-14 21:45:42,202 INFO : TRAIN, epoch=0078, iter=00170/00196, fetch data time cost=1.42ms, fps=2034 images/s, loss=1.0680, top1-acc=68.42%, top5-acc=92.67%, remaining_time=0:00:03.303430, arrival_time=2021-04-14 21:45:45.505806, cost_time=0:00:21.599430 2021-04-14 21:45:43,468 INFO : TRAIN, epoch=0078, iter=00180/00196, fetch data time cost=1.57ms, fps=2023 images/s, loss=1.0726, top1-acc=68.28%, top5-acc=92.62%, remaining_time=0:00:02.032448, arrival_time=2021-04-14 21:45:45.500516, cost_time=0:00:22.865129 2021-04-14 21:45:44,723 INFO : TRAIN, epoch=0078, iter=00190/00196, fetch data time cost=1.21ms, fps=2039 images/s, loss=1.0753, top1-acc=68.18%, top5-acc=92.59%, remaining_time=0:00:00.761712, arrival_time=2021-04-14 21:45:45.485548, cost_time=0:00:24.120895 2021-04-14 21:45:45,405 INFO : TRAIN, epoch=0078, iter=00196/00196, fetch data time cost=1.31ms, fps=1998 images/s, loss=1.0772, top1-acc=68.10%, top5-acc=92.58%, remaining_time=0:00:00, arrival_time=2021-04-14 21:45:45.405035, cost_time=0:00:24.802033 2021-04-14 21:45:46,001 INFO : EVAL, epoch=0078, iter=00010/00040, fetch data time cost=0.45ms, fps=4306 images/s, loss=1.4457, top1-acc=60.62%, top5-acc=86.68%, remaining_time=0:00:01.783380, arrival_time=2021-04-14 21:45:47.784854, cost_time=0:00:00.594464 2021-04-14 21:45:46,414 INFO : EVAL, epoch=0078, iter=00020/00040, fetch data time cost=0.41ms, fps=6203 images/s, loss=1.4264, top1-acc=60.12%, top5-acc=86.84%, remaining_time=0:00:01.007800, arrival_time=2021-04-14 21:45:47.422580, cost_time=0:00:01.007807 2021-04-14 21:45:46,815 INFO : EVAL, epoch=0078, iter=00030/00040, fetch data time cost=1.34ms, fps=6392 images/s, loss=1.4295, top1-acc=59.34%, top5-acc=87.01%, remaining_time=0:00:00.469590, arrival_time=2021-04-14 21:45:47.285283, cost_time=0:00:01.408770 2021-04-14 21:45:47,175 INFO : EVAL, epoch=0078, iter=00040/00040, fetch data time cost=0.09ms, fps=6454 images/s, loss=1.4262, top1-acc=59.43%, top5-acc=87.15%, remaining_time=0:00:00, arrival_time=2021-04-14 21:45:47.175516, cost_time=0:00:01.768600 2021-04-14 21:45:47,348 INFO : Epoch=0078 complete, best val top1-acc=59.43%, top5-acc=87.15% (epoch=78), remaining_time=0:54:04.504112, arrival_time=2021-04-14 22:39:51.852941, cost_time=0:34:34.355083 2021-04-14 21:45:47,350 INFO : Train start, epoch=0079, lr=0.066937 2021-04-14 21:45:48,775 INFO : TRAIN, epoch=0079, iter=00010/00196, fetch data time cost=0.35ms, fps=1796 images/s, loss=1.0578, top1-acc=69.34%, top5-acc=92.85%, remaining_time=0:00:26.509464, arrival_time=2021-04-14 21:46:15.285066, cost_time=0:00:01.425244 2021-04-14 21:45:50,027 INFO : TRAIN, epoch=0079, iter=00020/00196, fetch data time cost=1.52ms, fps=2046 images/s, loss=1.0357, top1-acc=69.22%, top5-acc=93.09%, remaining_time=0:00:23.557072, arrival_time=2021-04-14 21:46:13.584366, cost_time=0:00:02.676945 2021-04-14 21:45:51,284 INFO : TRAIN, epoch=0079, iter=00030/00196, fetch data time cost=1.47ms, fps=2038 images/s, loss=1.0288, top1-acc=69.43%, top5-acc=93.02%, remaining_time=0:00:21.768078, arrival_time=2021-04-14 21:46:13.052400, cost_time=0:00:03.933986 2021-04-14 21:45:52,533 INFO : TRAIN, epoch=0079, iter=00040/00196, fetch data time cost=2.71ms, fps=2050 images/s, loss=1.0406, top1-acc=69.26%, top5-acc=92.92%, remaining_time=0:00:20.215260, arrival_time=2021-04-14 21:46:12.748891, cost_time=0:00:05.183386 2021-04-14 21:45:53,780 INFO : TRAIN, epoch=0079, iter=00050/00196, fetch data time cost=1.54ms, fps=2054 images/s, loss=1.0271, top1-acc=69.62%, top5-acc=93.08%, remaining_time=0:00:18.775308, arrival_time=2021-04-14 21:46:12.555528, cost_time=0:00:06.429907 2021-04-14 21:45:55,032 INFO : TRAIN, epoch=0079, iter=00060/00196, fetch data time cost=1.67ms, fps=2046 images/s, loss=1.0286, top1-acc=69.77%, top5-acc=93.10%, remaining_time=0:00:17.412488, arrival_time=2021-04-14 21:46:12.444810, cost_time=0:00:07.682000 2021-04-14 21:45:56,278 INFO : TRAIN, epoch=0079, iter=00070/00196, fetch data time cost=1.46ms, fps=2056 images/s, loss=1.0341, top1-acc=69.55%, top5-acc=93.09%, remaining_time=0:00:16.070292, arrival_time=2021-04-14 21:46:12.348457, cost_time=0:00:08.927919 2021-04-14 21:45:57,527 INFO : TRAIN, epoch=0079, iter=00080/00196, fetch data time cost=1.43ms, fps=2050 images/s, loss=1.0317, top1-acc=69.64%, top5-acc=93.11%, remaining_time=0:00:14.756708, arrival_time=2021-04-14 21:46:12.284210, cost_time=0:00:10.177055 2021-04-14 21:45:58,784 INFO : TRAIN, epoch=0079, iter=00090/00196, fetch data time cost=1.30ms, fps=2038 images/s, loss=1.0417, top1-acc=69.29%, top5-acc=93.03%, remaining_time=0:00:13.466770, arrival_time=2021-04-14 21:46:12.251028, cost_time=0:00:11.434020 2021-04-14 21:46:00,044 INFO : TRAIN, epoch=0079, iter=00100/00196, fetch data time cost=1.92ms, fps=2031 images/s, loss=1.0455, top1-acc=69.11%, top5-acc=93.07%, remaining_time=0:00:12.186816, arrival_time=2021-04-14 21:46:12.231720, cost_time=0:00:12.694606 2021-04-14 21:46:01,304 INFO : TRAIN, epoch=0079, iter=00110/00196, fetch data time cost=1.34ms, fps=2033 images/s, loss=1.0510, top1-acc=69.00%, top5-acc=92.94%, remaining_time=0:00:10.909960, arrival_time=2021-04-14 21:46:12.214805, cost_time=0:00:13.954583 2021-04-14 21:46:02,574 INFO : TRAIN, epoch=0079, iter=00120/00196, fetch data time cost=1.41ms, fps=2017 images/s, loss=1.0549, top1-acc=68.94%, top5-acc=92.87%, remaining_time=0:00:09.642120, arrival_time=2021-04-14 21:46:12.216819, cost_time=0:00:15.224416 2021-04-14 21:46:03,847 INFO : TRAIN, epoch=0079, iter=00130/00196, fetch data time cost=2.01ms, fps=2012 images/s, loss=1.0564, top1-acc=68.90%, top5-acc=92.85%, remaining_time=0:00:08.375532, arrival_time=2021-04-14 21:46:12.223134, cost_time=0:00:16.497277 2021-04-14 21:46:05,109 INFO : TRAIN, epoch=0079, iter=00140/00196, fetch data time cost=2.23ms, fps=2029 images/s, loss=1.0573, top1-acc=68.84%, top5-acc=92.82%, remaining_time=0:00:07.103824, arrival_time=2021-04-14 21:46:12.213711, cost_time=0:00:17.759565 2021-04-14 21:46:06,359 INFO : TRAIN, epoch=0079, iter=00150/00196, fetch data time cost=1.45ms, fps=2050 images/s, loss=1.0601, top1-acc=68.82%, top5-acc=92.79%, remaining_time=0:00:05.829442, arrival_time=2021-04-14 21:46:12.188852, cost_time=0:00:19.009034 2021-04-14 21:46:07,617 INFO : TRAIN, epoch=0079, iter=00160/00196, fetch data time cost=1.54ms, fps=2036 images/s, loss=1.0602, top1-acc=68.75%, top5-acc=92.81%, remaining_time=0:00:04.560156, arrival_time=2021-04-14 21:46:12.178011, cost_time=0:00:20.267360 2021-04-14 21:46:08,882 INFO : TRAIN, epoch=0079, iter=00170/00196, fetch data time cost=1.38ms, fps=2026 images/s, loss=1.0646, top1-acc=68.63%, top5-acc=92.75%, remaining_time=0:00:03.293108, arrival_time=2021-04-14 21:46:12.175229, cost_time=0:00:21.531796 2021-04-14 21:46:10,138 INFO : TRAIN, epoch=0079, iter=00180/00196, fetch data time cost=1.93ms, fps=2038 images/s, loss=1.0658, top1-acc=68.63%, top5-acc=92.74%, remaining_time=0:00:02.025632, arrival_time=2021-04-14 21:46:12.164431, cost_time=0:00:22.788430 2021-04-14 21:46:11,390 INFO : TRAIN, epoch=0079, iter=00190/00196, fetch data time cost=1.23ms, fps=2046 images/s, loss=1.0697, top1-acc=68.54%, top5-acc=92.66%, remaining_time=0:00:00.759162, arrival_time=2021-04-14 21:46:12.149595, cost_time=0:00:24.040191 2021-04-14 21:46:12,079 INFO : TRAIN, epoch=0079, iter=00196/00196, fetch data time cost=1.64ms, fps=1975 images/s, loss=1.0714, top1-acc=68.54%, top5-acc=92.65%, remaining_time=0:00:00, arrival_time=2021-04-14 21:46:12.079522, cost_time=0:00:24.729236 2021-04-14 21:46:12,690 INFO : EVAL, epoch=0079, iter=00010/00040, fetch data time cost=2.72ms, fps=4202 images/s, loss=1.7594, top1-acc=53.63%, top5-acc=81.99%, remaining_time=0:00:01.827510, arrival_time=2021-04-14 21:46:14.518045, cost_time=0:00:00.609174 2021-04-14 21:46:13,095 INFO : EVAL, epoch=0079, iter=00020/00040, fetch data time cost=0.40ms, fps=6327 images/s, loss=1.7354, top1-acc=53.12%, top5-acc=82.58%, remaining_time=0:00:01.014240, arrival_time=2021-04-14 21:46:14.109875, cost_time=0:00:01.014244 2021-04-14 21:46:13,501 INFO : EVAL, epoch=0079, iter=00030/00040, fetch data time cost=0.42ms, fps=6312 images/s, loss=1.7176, top1-acc=53.54%, top5-acc=82.42%, remaining_time=0:00:00.473450, arrival_time=2021-04-14 21:46:13.975177, cost_time=0:00:01.420346 2021-04-14 21:46:13,866 INFO : EVAL, epoch=0079, iter=00040/00040, fetch data time cost=0.19ms, fps=6375 images/s, loss=1.7186, top1-acc=53.90%, top5-acc=82.65%, remaining_time=0:00:00, arrival_time=2021-04-14 21:46:13.866129, cost_time=0:00:01.784763 2021-04-14 21:46:13,953 INFO : Epoch=0079 complete, best val top1-acc=59.43%, top5-acc=87.15% (epoch=78), remaining_time=0:53:37.925425, arrival_time=2021-04-14 22:39:51.878725, cost_time=0:35:00.959571 2021-04-14 21:46:13,954 INFO : Train start, epoch=0080, lr=0.066196 2021-04-14 21:46:15,387 INFO : TRAIN, epoch=0080, iter=00010/00196, fetch data time cost=2.41ms, fps=1788 images/s, loss=1.0600, top1-acc=68.91%, top5-acc=92.46%, remaining_time=0:00:26.635572, arrival_time=2021-04-14 21:46:42.022533, cost_time=0:00:01.432017 2021-04-14 21:46:16,654 INFO : TRAIN, epoch=0080, iter=00020/00196, fetch data time cost=2.44ms, fps=2021 images/s, loss=1.0809, top1-acc=68.24%, top5-acc=92.54%, remaining_time=0:00:23.752256, arrival_time=2021-04-14 21:46:40.406308, cost_time=0:00:02.699122 2021-04-14 21:46:17,918 INFO : TRAIN, epoch=0080, iter=00030/00196, fetch data time cost=1.52ms, fps=2025 images/s, loss=1.0568, top1-acc=68.59%, top5-acc=92.92%, remaining_time=0:00:21.934244, arrival_time=2021-04-14 21:46:39.853086, cost_time=0:00:03.964016 2021-04-14 21:46:19,176 INFO : TRAIN, epoch=0080, iter=00040/00196, fetch data time cost=1.40ms, fps=2037 images/s, loss=1.0510, top1-acc=69.01%, top5-acc=93.02%, remaining_time=0:00:20.362368, arrival_time=2021-04-14 21:46:39.538396, cost_time=0:00:05.221125 2021-04-14 21:46:20,440 INFO : TRAIN, epoch=0080, iter=00050/00196, fetch data time cost=1.92ms, fps=2025 images/s, loss=1.0606, top1-acc=68.84%, top5-acc=92.83%, remaining_time=0:00:18.938974, arrival_time=2021-04-14 21:46:39.379838, cost_time=0:00:06.485954 2021-04-14 21:46:21,690 INFO : TRAIN, epoch=0080, iter=00060/00196, fetch data time cost=1.37ms, fps=2049 images/s, loss=1.0498, top1-acc=69.05%, top5-acc=93.01%, remaining_time=0:00:17.534344, arrival_time=2021-04-14 21:46:39.224888, cost_time=0:00:07.735712 2021-04-14 21:46:22,937 INFO : TRAIN, epoch=0080, iter=00070/00196, fetch data time cost=1.70ms, fps=2055 images/s, loss=1.0490, top1-acc=69.14%, top5-acc=93.01%, remaining_time=0:00:16.167690, arrival_time=2021-04-14 21:46:39.104697, cost_time=0:00:08.982053 2021-04-14 21:46:24,189 INFO : TRAIN, epoch=0080, iter=00080/00196, fetch data time cost=1.55ms, fps=2045 images/s, loss=1.0491, top1-acc=69.02%, top5-acc=92.98%, remaining_time=0:00:14.840460, arrival_time=2021-04-14 21:46:39.030077, cost_time=0:00:10.234780 2021-04-14 21:46:25,453 INFO : TRAIN, epoch=0080, iter=00090/00196, fetch data time cost=1.98ms, fps=2026 images/s, loss=1.0550, top1-acc=68.83%, top5-acc=92.90%, remaining_time=0:00:13.543090, arrival_time=2021-04-14 21:46:38.996848, cost_time=0:00:11.498882 2021-04-14 21:46:26,706 INFO : TRAIN, epoch=0080, iter=00100/00196, fetch data time cost=1.38ms, fps=2045 images/s, loss=1.0563, top1-acc=68.86%, top5-acc=92.87%, remaining_time=0:00:12.241152, arrival_time=2021-04-14 21:46:38.947213, cost_time=0:00:12.751212 2021-04-14 21:46:27,962 INFO : TRAIN, epoch=0080, iter=00110/00196, fetch data time cost=1.84ms, fps=2038 images/s, loss=1.0583, top1-acc=68.80%, top5-acc=92.90%, remaining_time=0:00:10.951498, arrival_time=2021-04-14 21:46:38.914137, cost_time=0:00:14.007770 2021-04-14 21:46:29,222 INFO : TRAIN, epoch=0080, iter=00120/00196, fetch data time cost=1.66ms, fps=2032 images/s, loss=1.0576, top1-acc=68.79%, top5-acc=92.90%, remaining_time=0:00:09.669708, arrival_time=2021-04-14 21:46:38.892558, cost_time=0:00:15.267950 2021-04-14 21:46:30,479 INFO : TRAIN, epoch=0080, iter=00130/00196, fetch data time cost=1.49ms, fps=2038 images/s, loss=1.0586, top1-acc=68.73%, top5-acc=92.86%, remaining_time=0:00:08.389458, arrival_time=2021-04-14 21:46:38.869025, cost_time=0:00:16.524639 2021-04-14 21:46:31,739 INFO : TRAIN, epoch=0080, iter=00140/00196, fetch data time cost=1.87ms, fps=2032 images/s, loss=1.0609, top1-acc=68.67%, top5-acc=92.84%, remaining_time=0:00:07.114016, arrival_time=2021-04-14 21:46:38.853805, cost_time=0:00:17.784973 2021-04-14 21:46:32,985 INFO : TRAIN, epoch=0080, iter=00150/00196, fetch data time cost=1.56ms, fps=2056 images/s, loss=1.0638, top1-acc=68.59%, top5-acc=92.76%, remaining_time=0:00:05.836066, arrival_time=2021-04-14 21:46:38.821639, cost_time=0:00:19.030668 2021-04-14 21:46:34,242 INFO : TRAIN, epoch=0080, iter=00160/00196, fetch data time cost=1.51ms, fps=2037 images/s, loss=1.0635, top1-acc=68.63%, top5-acc=92.77%, remaining_time=0:00:04.564764, arrival_time=2021-04-14 21:46:38.807539, cost_time=0:00:20.287919 2021-04-14 21:46:35,496 INFO : TRAIN, epoch=0080, iter=00170/00196, fetch data time cost=1.51ms, fps=2042 images/s, loss=1.0675, top1-acc=68.49%, top5-acc=92.74%, remaining_time=0:00:03.294616, arrival_time=2021-04-14 21:46:38.791231, cost_time=0:00:21.541800 2021-04-14 21:46:36,752 INFO : TRAIN, epoch=0080, iter=00180/00196, fetch data time cost=1.53ms, fps=2039 images/s, loss=1.0710, top1-acc=68.35%, top5-acc=92.69%, remaining_time=0:00:02.026448, arrival_time=2021-04-14 21:46:38.778857, cost_time=0:00:22.797591 2021-04-14 21:46:38,003 INFO : TRAIN, epoch=0080, iter=00190/00196, fetch data time cost=1.27ms, fps=2047 images/s, loss=1.0720, top1-acc=68.28%, top5-acc=92.70%, remaining_time=0:00:00.759426, arrival_time=2021-04-14 21:46:38.762934, cost_time=0:00:24.048576 2021-04-14 21:46:38,681 INFO : TRAIN, epoch=0080, iter=00196/00196, fetch data time cost=1.53ms, fps=2009 images/s, loss=1.0717, top1-acc=68.29%, top5-acc=92.70%, remaining_time=0:00:00, arrival_time=2021-04-14 21:46:38.681120, cost_time=0:00:24.726310 2021-04-14 21:46:39,238 INFO : EVAL, epoch=0080, iter=00010/00040, fetch data time cost=0.41ms, fps=4606 images/s, loss=1.6851, top1-acc=54.14%, top5-acc=83.55%, remaining_time=0:00:01.667340, arrival_time=2021-04-14 21:46:40.906018, cost_time=0:00:00.555783 2021-04-14 21:46:39,630 INFO : EVAL, epoch=0080, iter=00020/00040, fetch data time cost=1.27ms, fps=6542 images/s, loss=1.6460, top1-acc=55.18%, top5-acc=83.87%, remaining_time=0:00:00.947480, arrival_time=2021-04-14 21:46:40.577841, cost_time=0:00:00.947477 2021-04-14 21:46:40,024 INFO : EVAL, epoch=0080, iter=00030/00040, fetch data time cost=1.93ms, fps=6505 images/s, loss=1.6213, top1-acc=55.42%, top5-acc=84.39%, remaining_time=0:00:00.447120, arrival_time=2021-04-14 21:46:40.471383, cost_time=0:00:01.341364 2021-04-14 21:46:40,383 INFO : EVAL, epoch=0080, iter=00040/00040, fetch data time cost=0.07ms, fps=6470 images/s, loss=1.6264, top1-acc=55.31%, top5-acc=84.25%, remaining_time=0:00:00, arrival_time=2021-04-14 21:46:40.383227, cost_time=0:00:01.700371 2021-04-14 21:46:40,485 INFO : Epoch=0080 complete, best val top1-acc=59.43%, top5-acc=87.15% (epoch=78), remaining_time=0:53:11.237760, arrival_time=2021-04-14 22:39:51.723363, cost_time=0:35:27.491878 2021-04-14 21:46:40,486 INFO : Train start, epoch=0081, lr=0.065451 2021-04-14 21:46:41,982 INFO : TRAIN, epoch=0081, iter=00010/00196, fetch data time cost=0.24ms, fps=1712 images/s, loss=1.0383, top1-acc=68.91%, top5-acc=93.63%, remaining_time=0:00:27.810348, arrival_time=2021-04-14 21:47:09.792549, cost_time=0:00:01.495181 2021-04-14 21:46:43,236 INFO : TRAIN, epoch=0081, iter=00020/00196, fetch data time cost=1.57ms, fps=2042 images/s, loss=1.0437, top1-acc=68.52%, top5-acc=93.14%, remaining_time=0:00:24.195952, arrival_time=2021-04-14 21:47:07.432572, cost_time=0:00:02.749539 2021-04-14 21:46:44,505 INFO : TRAIN, epoch=0081, iter=00030/00196, fetch data time cost=2.12ms, fps=2020 images/s, loss=1.0387, top1-acc=68.67%, top5-acc=93.12%, remaining_time=0:00:22.232048, arrival_time=2021-04-14 21:47:06.737001, cost_time=0:00:04.017840 2021-04-14 21:46:45,784 INFO : TRAIN, epoch=0081, iter=00040/00196, fetch data time cost=1.71ms, fps=2002 images/s, loss=1.0251, top1-acc=69.11%, top5-acc=93.37%, remaining_time=0:00:20.659080, arrival_time=2021-04-14 21:47:06.443326, cost_time=0:00:05.297188 2021-04-14 21:46:47,040 INFO : TRAIN, epoch=0081, iter=00050/00196, fetch data time cost=1.45ms, fps=2038 images/s, loss=1.0281, top1-acc=69.19%, top5-acc=93.34%, remaining_time=0:00:19.136804, arrival_time=2021-04-14 21:47:06.177452, cost_time=0:00:06.553704 2021-04-14 21:46:48,291 INFO : TRAIN, epoch=0081, iter=00060/00196, fetch data time cost=1.37ms, fps=2048 images/s, loss=1.0302, top1-acc=69.13%, top5-acc=93.37%, remaining_time=0:00:17.689656, arrival_time=2021-04-14 21:47:05.981021, cost_time=0:00:07.804283 2021-04-14 21:46:49,543 INFO : TRAIN, epoch=0081, iter=00070/00196, fetch data time cost=1.59ms, fps=2046 images/s, loss=1.0323, top1-acc=69.13%, top5-acc=93.39%, remaining_time=0:00:16.301628, arrival_time=2021-04-14 21:47:05.845030, cost_time=0:00:09.056461 2021-04-14 21:46:50,789 INFO : TRAIN, epoch=0081, iter=00080/00196, fetch data time cost=1.49ms, fps=2056 images/s, loss=1.0387, top1-acc=68.98%, top5-acc=93.23%, remaining_time=0:00:14.937900, arrival_time=2021-04-14 21:47:05.726929, cost_time=0:00:10.302005 2021-04-14 21:46:52,034 INFO : TRAIN, epoch=0081, iter=00090/00196, fetch data time cost=1.52ms, fps=2056 images/s, loss=1.0441, top1-acc=68.78%, top5-acc=93.15%, remaining_time=0:00:13.600860, arrival_time=2021-04-14 21:47:05.635732, cost_time=0:00:11.547932 2021-04-14 21:46:53,286 INFO : TRAIN, epoch=0081, iter=00100/00196, fetch data time cost=1.62ms, fps=2046 images/s, loss=1.0467, top1-acc=68.79%, top5-acc=93.09%, remaining_time=0:00:12.287712, arrival_time=2021-04-14 21:47:05.574402, cost_time=0:00:12.799655 2021-04-14 21:46:54,549 INFO : TRAIN, epoch=0081, iter=00110/00196, fetch data time cost=1.50ms, fps=2028 images/s, loss=1.0511, top1-acc=68.71%, top5-acc=93.02%, remaining_time=0:00:10.994412, arrival_time=2021-04-14 21:47:05.543964, cost_time=0:00:14.062614 2021-04-14 21:46:55,811 INFO : TRAIN, epoch=0081, iter=00120/00196, fetch data time cost=2.99ms, fps=2029 images/s, loss=1.0530, top1-acc=68.65%, top5-acc=92.97%, remaining_time=0:00:09.705732, arrival_time=2021-04-14 21:47:05.517630, cost_time=0:00:15.324885 2021-04-14 21:46:57,058 INFO : TRAIN, epoch=0081, iter=00130/00196, fetch data time cost=1.44ms, fps=2054 images/s, loss=1.0585, top1-acc=68.49%, top5-acc=92.88%, remaining_time=0:00:08.413284, arrival_time=2021-04-14 21:47:05.471881, cost_time=0:00:16.571576 2021-04-14 21:46:58,316 INFO : TRAIN, epoch=0081, iter=00140/00196, fetch data time cost=1.34ms, fps=2036 images/s, loss=1.0583, top1-acc=68.50%, top5-acc=92.85%, remaining_time=0:00:07.131880, arrival_time=2021-04-14 21:47:05.448492, cost_time=0:00:17.829675 2021-04-14 21:46:59,569 INFO : TRAIN, epoch=0081, iter=00150/00196, fetch data time cost=1.43ms, fps=2043 images/s, loss=1.0609, top1-acc=68.45%, top5-acc=92.79%, remaining_time=0:00:05.852074, arrival_time=2021-04-14 21:47:05.421833, cost_time=0:00:19.082813 2021-04-14 21:47:00,833 INFO : TRAIN, epoch=0081, iter=00160/00196, fetch data time cost=1.89ms, fps=2027 images/s, loss=1.0627, top1-acc=68.36%, top5-acc=92.75%, remaining_time=0:00:04.577832, arrival_time=2021-04-14 21:47:05.410869, cost_time=0:00:20.345972 2021-04-14 21:47:02,088 INFO : TRAIN, epoch=0081, iter=00170/00196, fetch data time cost=1.44ms, fps=2039 images/s, loss=1.0649, top1-acc=68.26%, top5-acc=92.71%, remaining_time=0:00:03.303820, arrival_time=2021-04-14 21:47:05.392725, cost_time=0:00:21.601901 2021-04-14 21:47:03,346 INFO : TRAIN, epoch=0081, iter=00180/00196, fetch data time cost=1.39ms, fps=2036 images/s, loss=1.0666, top1-acc=68.21%, top5-acc=92.70%, remaining_time=0:00:02.031968, arrival_time=2021-04-14 21:47:05.378606, cost_time=0:00:22.859693 2021-04-14 21:47:04,601 INFO : TRAIN, epoch=0081, iter=00190/00196, fetch data time cost=1.38ms, fps=2041 images/s, loss=1.0671, top1-acc=68.22%, top5-acc=92.63%, remaining_time=0:00:00.761496, arrival_time=2021-04-14 21:47:05.362777, cost_time=0:00:24.114097 2021-04-14 21:47:05,294 INFO : TRAIN, epoch=0081, iter=00196/00196, fetch data time cost=1.83ms, fps=1964 images/s, loss=1.0692, top1-acc=68.19%, top5-acc=92.63%, remaining_time=0:00:00, arrival_time=2021-04-14 21:47:05.294558, cost_time=0:00:24.807619 2021-04-14 21:47:05,814 INFO : EVAL, epoch=0081, iter=00010/00040, fetch data time cost=2.15ms, fps=4943 images/s, loss=1.6960, top1-acc=54.45%, top5-acc=83.52%, remaining_time=0:00:01.553520, arrival_time=2021-04-14 21:47:07.367845, cost_time=0:00:00.517842 2021-04-14 21:47:06,217 INFO : EVAL, epoch=0081, iter=00020/00040, fetch data time cost=2.14ms, fps=6360 images/s, loss=1.6669, top1-acc=55.61%, top5-acc=83.91%, remaining_time=0:00:00.920840, arrival_time=2021-04-14 21:47:07.138123, cost_time=0:00:00.920847 2021-04-14 21:47:06,618 INFO : EVAL, epoch=0081, iter=00030/00040, fetch data time cost=2.46ms, fps=6390 images/s, loss=1.6778, top1-acc=55.08%, top5-acc=83.66%, remaining_time=0:00:00.440620, arrival_time=2021-04-14 21:47:07.058956, cost_time=0:00:01.321854 2021-04-14 21:47:06,986 INFO : EVAL, epoch=0081, iter=00040/00040, fetch data time cost=0.08ms, fps=6318 images/s, loss=1.7113, top1-acc=54.96%, top5-acc=83.35%, remaining_time=0:00:00, arrival_time=2021-04-14 21:47:06.986071, cost_time=0:00:01.689582 2021-04-14 21:47:07,091 INFO : Epoch=0081 complete, best val top1-acc=59.43%, top5-acc=87.15% (epoch=78), remaining_time=0:52:44.662557, arrival_time=2021-04-14 22:39:51.754365, cost_time=0:35:54.098072 2021-04-14 21:47:07,094 INFO : Train start, epoch=0082, lr=0.064702 2021-04-14 21:47:08,530 INFO : TRAIN, epoch=0082, iter=00010/00196, fetch data time cost=1.47ms, fps=1783 images/s, loss=1.0232, top1-acc=70.23%, top5-acc=93.24%, remaining_time=0:00:26.703834, arrival_time=2021-04-14 21:47:35.234623, cost_time=0:00:01.435687 2021-04-14 21:47:09,794 INFO : TRAIN, epoch=0082, iter=00020/00196, fetch data time cost=1.82ms, fps=2028 images/s, loss=1.0379, top1-acc=69.47%, top5-acc=93.11%, remaining_time=0:00:23.750848, arrival_time=2021-04-14 21:47:33.544909, cost_time=0:00:02.698963 2021-04-14 21:47:11,077 INFO : TRAIN, epoch=0082, iter=00030/00196, fetch data time cost=2.07ms, fps=1996 images/s, loss=1.0371, top1-acc=69.41%, top5-acc=93.18%, remaining_time=0:00:22.035338, arrival_time=2021-04-14 21:47:33.112666, cost_time=0:00:03.982292 2021-04-14 21:47:12,330 INFO : TRAIN, epoch=0082, iter=00040/00196, fetch data time cost=2.17ms, fps=2044 images/s, loss=1.0334, top1-acc=69.39%, top5-acc=93.19%, remaining_time=0:00:20.416968, arrival_time=2021-04-14 21:47:32.747100, cost_time=0:00:05.235131 2021-04-14 21:47:13,580 INFO : TRAIN, epoch=0082, iter=00050/00196, fetch data time cost=1.85ms, fps=2048 images/s, loss=1.0195, top1-acc=69.75%, top5-acc=93.48%, remaining_time=0:00:18.937222, arrival_time=2021-04-14 21:47:32.517544, cost_time=0:00:06.485343 2021-04-14 21:47:14,835 INFO : TRAIN, epoch=0082, iter=00060/00196, fetch data time cost=2.17ms, fps=2041 images/s, loss=1.0262, top1-acc=69.40%, top5-acc=93.40%, remaining_time=0:00:17.544952, arrival_time=2021-04-14 21:47:32.380476, cost_time=0:00:07.740418 2021-04-14 21:47:16,094 INFO : TRAIN, epoch=0082, iter=00070/00196, fetch data time cost=1.50ms, fps=2034 images/s, loss=1.0277, top1-acc=69.35%, top5-acc=93.28%, remaining_time=0:00:16.199442, arrival_time=2021-04-14 21:47:32.294064, cost_time=0:00:08.999687 2021-04-14 21:47:17,345 INFO : TRAIN, epoch=0082, iter=00080/00196, fetch data time cost=1.59ms, fps=2048 images/s, loss=1.0260, top1-acc=69.29%, top5-acc=93.37%, remaining_time=0:00:14.863080, arrival_time=2021-04-14 21:47:32.208467, cost_time=0:00:10.250360 2021-04-14 21:47:18,591 INFO : TRAIN, epoch=0082, iter=00090/00196, fetch data time cost=1.59ms, fps=2055 images/s, loss=1.0299, top1-acc=69.27%, top5-acc=93.30%, remaining_time=0:00:13.540864, arrival_time=2021-04-14 21:47:32.132781, cost_time=0:00:11.496970 2021-04-14 21:47:19,838 INFO : TRAIN, epoch=0082, iter=00100/00196, fetch data time cost=1.72ms, fps=2054 images/s, loss=1.0360, top1-acc=69.13%, top5-acc=93.18%, remaining_time=0:00:12.233760, arrival_time=2021-04-14 21:47:32.072269, cost_time=0:00:12.743494 2021-04-14 21:47:21,105 INFO : TRAIN, epoch=0082, iter=00110/00196, fetch data time cost=1.84ms, fps=2022 images/s, loss=1.0421, top1-acc=68.97%, top5-acc=93.12%, remaining_time=0:00:10.953562, arrival_time=2021-04-14 21:47:32.058899, cost_time=0:00:14.010386 2021-04-14 21:47:22,352 INFO : TRAIN, epoch=0082, iter=00120/00196, fetch data time cost=1.36ms, fps=2053 images/s, loss=1.0444, top1-acc=68.95%, top5-acc=93.04%, remaining_time=0:00:09.663096, arrival_time=2021-04-14 21:47:32.015576, cost_time=0:00:15.257524 2021-04-14 21:47:23,608 INFO : TRAIN, epoch=0082, iter=00130/00196, fetch data time cost=1.49ms, fps=2039 images/s, loss=1.0496, top1-acc=68.76%, top5-acc=93.00%, remaining_time=0:00:08.383716, arrival_time=2021-04-14 21:47:31.992222, cost_time=0:00:16.513395 2021-04-14 21:47:24,867 INFO : TRAIN, epoch=0082, iter=00140/00196, fetch data time cost=1.90ms, fps=2034 images/s, loss=1.0496, top1-acc=68.80%, top5-acc=92.99%, remaining_time=0:00:07.109144, arrival_time=2021-04-14 21:47:31.977048, cost_time=0:00:17.772915 2021-04-14 21:47:26,121 INFO : TRAIN, epoch=0082, iter=00150/00196, fetch data time cost=1.45ms, fps=2042 images/s, loss=1.0488, top1-acc=68.87%, top5-acc=92.99%, remaining_time=0:00:05.834916, arrival_time=2021-04-14 21:47:31.956811, cost_time=0:00:19.026950 2021-04-14 21:47:27,385 INFO : TRAIN, epoch=0082, iter=00160/00196, fetch data time cost=1.62ms, fps=2027 images/s, loss=1.0507, top1-acc=68.85%, top5-acc=92.98%, remaining_time=0:00:04.565268, arrival_time=2021-04-14 21:47:31.950315, cost_time=0:00:20.290023 2021-04-14 21:47:28,637 INFO : TRAIN, epoch=0082, iter=00170/00196, fetch data time cost=1.69ms, fps=2045 images/s, loss=1.0539, top1-acc=68.75%, top5-acc=92.93%, remaining_time=0:00:03.294694, arrival_time=2021-04-14 21:47:31.931800, cost_time=0:00:21.542151 2021-04-14 21:47:29,888 INFO : TRAIN, epoch=0082, iter=00180/00196, fetch data time cost=1.60ms, fps=2046 images/s, loss=1.0551, top1-acc=68.67%, top5-acc=92.91%, remaining_time=0:00:02.026128, arrival_time=2021-04-14 21:47:31.915002, cost_time=0:00:22.793940 2021-04-14 21:47:31,140 INFO : TRAIN, epoch=0082, iter=00190/00196, fetch data time cost=1.99ms, fps=2045 images/s, loss=1.0557, top1-acc=68.65%, top5-acc=92.90%, remaining_time=0:00:00.759342, arrival_time=2021-04-14 21:47:31.900208, cost_time=0:00:24.045875 2021-04-14 21:47:31,825 INFO : TRAIN, epoch=0082, iter=00196/00196, fetch data time cost=1.39ms, fps=1987 images/s, loss=1.0583, top1-acc=68.64%, top5-acc=92.88%, remaining_time=0:00:00, arrival_time=2021-04-14 21:47:31.825779, cost_time=0:00:24.730775 2021-04-14 21:47:32,381 INFO : EVAL, epoch=0082, iter=00010/00040, fetch data time cost=4.43ms, fps=4625 images/s, loss=1.5428, top1-acc=57.58%, top5-acc=84.57%, remaining_time=0:00:01.660620, arrival_time=2021-04-14 21:47:34.041904, cost_time=0:00:00.553545 2021-04-14 21:47:32,774 INFO : EVAL, epoch=0082, iter=00020/00040, fetch data time cost=0.19ms, fps=6517 images/s, loss=1.5557, top1-acc=56.91%, top5-acc=84.61%, remaining_time=0:00:00.946820, arrival_time=2021-04-14 21:47:33.721353, cost_time=0:00:00.946814 2021-04-14 21:47:33,167 INFO : EVAL, epoch=0082, iter=00030/00040, fetch data time cost=1.77ms, fps=6516 images/s, loss=1.5321, top1-acc=57.55%, top5-acc=85.23%, remaining_time=0:00:00.446680, arrival_time=2021-04-14 21:47:33.614436, cost_time=0:00:01.340025 2021-04-14 21:47:33,531 INFO : EVAL, epoch=0082, iter=00040/00040, fetch data time cost=0.07ms, fps=6385 images/s, loss=1.5240, top1-acc=57.42%, top5-acc=85.30%, remaining_time=0:00:00, arrival_time=2021-04-14 21:47:33.531466, cost_time=0:00:01.703732 2021-04-14 21:47:33,630 INFO : Epoch=0082 complete, best val top1-acc=59.43%, top5-acc=87.15% (epoch=78), remaining_time=0:52:17.988868, arrival_time=2021-04-14 22:39:51.618901, cost_time=0:36:20.636305 2021-04-14 21:47:33,631 INFO : Train start, epoch=0083, lr=0.063950 2021-04-14 21:47:35,057 INFO : TRAIN, epoch=0083, iter=00010/00196, fetch data time cost=1.99ms, fps=1795 images/s, loss=1.0291, top1-acc=69.14%, top5-acc=93.40%, remaining_time=0:00:26.527134, arrival_time=2021-04-14 21:48:01.584909, cost_time=0:00:01.426186 2021-04-14 21:47:36,314 INFO : TRAIN, epoch=0083, iter=00020/00196, fetch data time cost=1.57ms, fps=2038 images/s, loss=1.0301, top1-acc=69.53%, top5-acc=93.16%, remaining_time=0:00:23.613040, arrival_time=2021-04-14 21:47:59.927931, cost_time=0:00:02.683293 2021-04-14 21:47:37,566 INFO : TRAIN, epoch=0083, iter=00030/00196, fetch data time cost=2.07ms, fps=2047 images/s, loss=1.0293, top1-acc=69.51%, top5-acc=92.93%, remaining_time=0:00:21.772892, arrival_time=2021-04-14 21:47:59.339364, cost_time=0:00:03.934848 2021-04-14 21:47:38,820 INFO : TRAIN, epoch=0083, iter=00040/00196, fetch data time cost=1.37ms, fps=2043 images/s, loss=1.0191, top1-acc=69.85%, top5-acc=93.05%, remaining_time=0:00:20.236008, arrival_time=2021-04-14 21:47:59.056208, cost_time=0:00:05.188726 2021-04-14 21:47:40,075 INFO : TRAIN, epoch=0083, iter=00050/00196, fetch data time cost=1.35ms, fps=2040 images/s, loss=1.0185, top1-acc=69.60%, top5-acc=92.95%, remaining_time=0:00:18.817064, arrival_time=2021-04-14 21:47:58.892805, cost_time=0:00:06.444189 2021-04-14 21:47:41,341 INFO : TRAIN, epoch=0083, iter=00060/00196, fetch data time cost=1.81ms, fps=2024 images/s, loss=1.0220, top1-acc=69.68%, top5-acc=92.87%, remaining_time=0:00:17.474912, arrival_time=2021-04-14 21:47:58.815969, cost_time=0:00:07.709510 2021-04-14 21:47:42,598 INFO : TRAIN, epoch=0083, iter=00070/00196, fetch data time cost=1.52ms, fps=2036 images/s, loss=1.0249, top1-acc=69.56%, top5-acc=92.86%, remaining_time=0:00:16.141356, arrival_time=2021-04-14 21:47:58.740260, cost_time=0:00:08.967426 2021-04-14 21:47:43,859 INFO : TRAIN, epoch=0083, iter=00080/00196, fetch data time cost=2.04ms, fps=2032 images/s, loss=1.0325, top1-acc=69.29%, top5-acc=92.81%, remaining_time=0:00:14.829904, arrival_time=2021-04-14 21:47:58.688961, cost_time=0:00:10.227511 2021-04-14 21:47:45,113 INFO : TRAIN, epoch=0083, iter=00090/00196, fetch data time cost=1.55ms, fps=2042 images/s, loss=1.0271, top1-acc=69.34%, top5-acc=92.98%, remaining_time=0:00:13.522632, arrival_time=2021-04-14 21:47:58.635669, cost_time=0:00:11.481504 2021-04-14 21:47:46,382 INFO : TRAIN, epoch=0083, iter=00100/00196, fetch data time cost=2.84ms, fps=2018 images/s, loss=1.0296, top1-acc=69.28%, top5-acc=93.00%, remaining_time=0:00:12.240576, arrival_time=2021-04-14 21:47:58.622715, cost_time=0:00:12.750610 2021-04-14 21:47:47,642 INFO : TRAIN, epoch=0083, iter=00110/00196, fetch data time cost=1.42ms, fps=2032 images/s, loss=1.0330, top1-acc=69.25%, top5-acc=92.95%, remaining_time=0:00:10.953906, arrival_time=2021-04-14 21:47:58.596198, cost_time=0:00:14.010778 2021-04-14 21:47:48,900 INFO : TRAIN, epoch=0083, iter=00120/00196, fetch data time cost=1.38ms, fps=2035 images/s, loss=1.0347, top1-acc=69.27%, top5-acc=92.97%, remaining_time=0:00:09.670392, arrival_time=2021-04-14 21:47:58.570946, cost_time=0:00:15.269081 2021-04-14 21:47:50,154 INFO : TRAIN, epoch=0083, iter=00130/00196, fetch data time cost=1.37ms, fps=2042 images/s, loss=1.0331, top1-acc=69.31%, top5-acc=92.96%, remaining_time=0:00:08.388666, arrival_time=2021-04-14 21:47:58.543297, cost_time=0:00:16.523073 2021-04-14 21:47:51,409 INFO : TRAIN, epoch=0083, iter=00140/00196, fetch data time cost=1.42ms, fps=2041 images/s, loss=1.0337, top1-acc=69.31%, top5-acc=93.00%, remaining_time=0:00:07.111272, arrival_time=2021-04-14 21:47:58.520988, cost_time=0:00:17.778183 2021-04-14 21:47:52,665 INFO : TRAIN, epoch=0083, iter=00150/00196, fetch data time cost=1.98ms, fps=2040 images/s, loss=1.0377, top1-acc=69.13%, top5-acc=92.98%, remaining_time=0:00:05.837032, arrival_time=2021-04-14 21:47:58.502328, cost_time=0:00:19.033830 2021-04-14 21:47:53,914 INFO : TRAIN, epoch=0083, iter=00160/00196, fetch data time cost=1.53ms, fps=2050 images/s, loss=1.0384, top1-acc=69.10%, top5-acc=92.96%, remaining_time=0:00:04.563720, arrival_time=2021-04-14 21:47:58.478439, cost_time=0:00:20.283191 2021-04-14 21:47:55,164 INFO : TRAIN, epoch=0083, iter=00170/00196, fetch data time cost=1.38ms, fps=2050 images/s, loss=1.0418, top1-acc=69.01%, top5-acc=92.92%, remaining_time=0:00:03.293212, arrival_time=2021-04-14 21:47:58.457359, cost_time=0:00:21.532596 2021-04-14 21:47:56,432 INFO : TRAIN, epoch=0083, iter=00180/00196, fetch data time cost=2.00ms, fps=2020 images/s, loss=1.0419, top1-acc=69.04%, top5-acc=92.95%, remaining_time=0:00:02.026752, arrival_time=2021-04-14 21:47:58.459157, cost_time=0:00:22.800889 2021-04-14 21:47:57,693 INFO : TRAIN, epoch=0083, iter=00190/00196, fetch data time cost=1.60ms, fps=2031 images/s, loss=1.0468, top1-acc=68.95%, top5-acc=92.88%, remaining_time=0:00:00.759858, arrival_time=2021-04-14 21:47:58.453498, cost_time=0:00:24.062176 2021-04-14 21:47:58,371 INFO : TRAIN, epoch=0083, iter=00196/00196, fetch data time cost=1.30ms, fps=2007 images/s, loss=1.0485, top1-acc=68.92%, top5-acc=92.86%, remaining_time=0:00:00, arrival_time=2021-04-14 21:47:58.371682, cost_time=0:00:24.740221 2021-04-14 21:47:58,931 INFO : EVAL, epoch=0083, iter=00010/00040, fetch data time cost=0.22ms, fps=4590 images/s, loss=1.5064, top1-acc=57.50%, top5-acc=85.86%, remaining_time=0:00:01.673040, arrival_time=2021-04-14 21:48:00.604295, cost_time=0:00:00.557678 2021-04-14 21:47:59,325 INFO : EVAL, epoch=0083, iter=00020/00040, fetch data time cost=0.31ms, fps=6511 images/s, loss=1.5241, top1-acc=57.46%, top5-acc=85.51%, remaining_time=0:00:00.951540, arrival_time=2021-04-14 21:48:00.276586, cost_time=0:00:00.951535 2021-04-14 21:47:59,725 INFO : EVAL, epoch=0083, iter=00030/00040, fetch data time cost=0.31ms, fps=6404 images/s, loss=1.5164, top1-acc=57.62%, top5-acc=85.48%, remaining_time=0:00:00.450650, arrival_time=2021-04-14 21:48:00.176010, cost_time=0:00:01.351937 2021-04-14 21:48:00,084 INFO : EVAL, epoch=0083, iter=00040/00040, fetch data time cost=0.09ms, fps=6472 images/s, loss=1.5371, top1-acc=57.66%, top5-acc=85.49%, remaining_time=0:00:00, arrival_time=2021-04-14 21:48:00.084183, cost_time=0:00:01.710780 2021-04-14 21:48:00,162 INFO : Epoch=0083 complete, best val top1-acc=59.43%, top5-acc=87.15% (epoch=78), remaining_time=0:51:51.310566, arrival_time=2021-04-14 22:39:51.473355, cost_time=0:36:47.169060 2021-04-14 21:48:00,164 INFO : Train start, epoch=0084, lr=0.063194 2021-04-14 21:48:01,628 INFO : TRAIN, epoch=0084, iter=00010/00196, fetch data time cost=1.31ms, fps=1749 images/s, loss=1.0173, top1-acc=69.80%, top5-acc=93.67%, remaining_time=0:00:27.227238, arrival_time=2021-04-14 21:48:28.855403, cost_time=0:00:01.463831 2021-04-14 21:48:02,876 INFO : TRAIN, epoch=0084, iter=00020/00196, fetch data time cost=1.48ms, fps=2052 images/s, loss=1.0434, top1-acc=68.83%, top5-acc=93.30%, remaining_time=0:00:23.866304, arrival_time=2021-04-14 21:48:26.742691, cost_time=0:00:02.712074 2021-04-14 21:48:04,129 INFO : TRAIN, epoch=0084, iter=00030/00196, fetch data time cost=1.37ms, fps=2044 images/s, loss=1.0375, top1-acc=68.83%, top5-acc=93.12%, remaining_time=0:00:21.939390, arrival_time=2021-04-14 21:48:26.068616, cost_time=0:00:03.964960 2021-04-14 21:48:05,381 INFO : TRAIN, epoch=0084, iter=00040/00196, fetch data time cost=1.81ms, fps=2045 images/s, loss=1.0371, top1-acc=68.93%, top5-acc=92.98%, remaining_time=0:00:20.347080, arrival_time=2021-04-14 21:48:25.728627, cost_time=0:00:05.217208 2021-04-14 21:48:06,625 INFO : TRAIN, epoch=0084, iter=00050/00196, fetch data time cost=1.58ms, fps=2058 images/s, loss=1.0318, top1-acc=69.11%, top5-acc=93.05%, remaining_time=0:00:18.867872, arrival_time=2021-04-14 21:48:25.493758, cost_time=0:00:06.461598 2021-04-14 21:48:07,871 INFO : TRAIN, epoch=0084, iter=00060/00196, fetch data time cost=1.54ms, fps=2055 images/s, loss=1.0291, top1-acc=69.14%, top5-acc=93.23%, remaining_time=0:00:17.470696, arrival_time=2021-04-14 21:48:25.342635, cost_time=0:00:07.707676 2021-04-14 21:48:09,139 INFO : TRAIN, epoch=0084, iter=00070/00196, fetch data time cost=1.32ms, fps=2020 images/s, loss=1.0306, top1-acc=69.12%, top5-acc=93.15%, remaining_time=0:00:16.155972, arrival_time=2021-04-14 21:48:25.295806, cost_time=0:00:08.975558 2021-04-14 21:48:10,384 INFO : TRAIN, epoch=0084, iter=00080/00196, fetch data time cost=1.42ms, fps=2057 images/s, loss=1.0286, top1-acc=69.23%, top5-acc=93.11%, remaining_time=0:00:14.819928, arrival_time=2021-04-14 21:48:25.204846, cost_time=0:00:10.220651 2021-04-14 21:48:11,631 INFO : TRAIN, epoch=0084, iter=00090/00196, fetch data time cost=1.56ms, fps=2054 images/s, loss=1.0289, top1-acc=69.15%, top5-acc=93.19%, remaining_time=0:00:13.505778, arrival_time=2021-04-14 21:48:25.137355, cost_time=0:00:11.467156 2021-04-14 21:48:12,888 INFO : TRAIN, epoch=0084, iter=00100/00196, fetch data time cost=1.43ms, fps=2038 images/s, loss=1.0274, top1-acc=69.29%, top5-acc=93.25%, remaining_time=0:00:12.214944, arrival_time=2021-04-14 21:48:25.103112, cost_time=0:00:12.723864 2021-04-14 21:48:14,139 INFO : TRAIN, epoch=0084, iter=00110/00196, fetch data time cost=1.41ms, fps=2047 images/s, loss=1.0309, top1-acc=69.25%, top5-acc=93.17%, remaining_time=0:00:10.925956, arrival_time=2021-04-14 21:48:25.065347, cost_time=0:00:13.975110 2021-04-14 21:48:15,406 INFO : TRAIN, epoch=0084, iter=00120/00196, fetch data time cost=15.67ms, fps=2021 images/s, loss=1.0307, top1-acc=69.22%, top5-acc=93.18%, remaining_time=0:00:09.653368, arrival_time=2021-04-14 21:48:25.059743, cost_time=0:00:15.242106 2021-04-14 21:48:16,659 INFO : TRAIN, epoch=0084, iter=00130/00196, fetch data time cost=1.32ms, fps=2043 images/s, loss=1.0321, top1-acc=69.25%, top5-acc=93.16%, remaining_time=0:00:08.374608, arrival_time=2021-04-14 21:48:25.034383, cost_time=0:00:16.495500 2021-04-14 21:48:17,903 INFO : TRAIN, epoch=0084, iter=00140/00196, fetch data time cost=1.40ms, fps=2059 images/s, loss=1.0344, top1-acc=69.21%, top5-acc=93.17%, remaining_time=0:00:07.095760, arrival_time=2021-04-14 21:48:24.999389, cost_time=0:00:17.739362 2021-04-14 21:48:19,147 INFO : TRAIN, epoch=0084, iter=00150/00196, fetch data time cost=1.67ms, fps=2058 images/s, loss=1.0381, top1-acc=69.06%, top5-acc=93.14%, remaining_time=0:00:05.821668, arrival_time=2021-04-14 21:48:24.969609, cost_time=0:00:18.983667 2021-04-14 21:48:20,399 INFO : TRAIN, epoch=0084, iter=00160/00196, fetch data time cost=1.41ms, fps=2046 images/s, loss=1.0414, top1-acc=68.96%, top5-acc=93.09%, remaining_time=0:00:04.552920, arrival_time=2021-04-14 21:48:24.952446, cost_time=0:00:20.235155 2021-04-14 21:48:21,659 INFO : TRAIN, epoch=0084, iter=00170/00196, fetch data time cost=1.49ms, fps=2032 images/s, loss=1.0414, top1-acc=68.91%, top5-acc=93.09%, remaining_time=0:00:03.287544, arrival_time=2021-04-14 21:48:24.947321, cost_time=0:00:21.495423 2021-04-14 21:48:22,919 INFO : TRAIN, epoch=0084, iter=00180/00196, fetch data time cost=2.15ms, fps=2034 images/s, loss=1.0414, top1-acc=68.93%, top5-acc=93.09%, remaining_time=0:00:02.022640, arrival_time=2021-04-14 21:48:24.941648, cost_time=0:00:22.754678 2021-04-14 21:48:24,180 INFO : TRAIN, epoch=0084, iter=00190/00196, fetch data time cost=1.32ms, fps=2033 images/s, loss=1.0408, top1-acc=68.98%, top5-acc=93.09%, remaining_time=0:00:00.758400, arrival_time=2021-04-14 21:48:24.938596, cost_time=0:00:24.015927 2021-04-14 21:48:24,859 INFO : TRAIN, epoch=0084, iter=00196/00196, fetch data time cost=1.45ms, fps=2003 images/s, loss=1.0413, top1-acc=69.03%, top5-acc=93.08%, remaining_time=0:00:00, arrival_time=2021-04-14 21:48:24.859566, cost_time=0:00:24.695306 2021-04-14 21:48:25,377 INFO : EVAL, epoch=0084, iter=00010/00040, fetch data time cost=0.31ms, fps=4964 images/s, loss=1.6374, top1-acc=55.47%, top5-acc=84.30%, remaining_time=0:00:01.547100, arrival_time=2021-04-14 21:48:26.924063, cost_time=0:00:00.515696 2021-04-14 21:48:25,767 INFO : EVAL, epoch=0084, iter=00020/00040, fetch data time cost=3.02ms, fps=6566 images/s, loss=1.6004, top1-acc=56.31%, top5-acc=84.80%, remaining_time=0:00:00.905920, arrival_time=2021-04-14 21:48:26.673155, cost_time=0:00:00.905927 2021-04-14 21:48:26,171 INFO : EVAL, epoch=0084, iter=00030/00040, fetch data time cost=1.41ms, fps=6344 images/s, loss=1.6046, top1-acc=56.21%, top5-acc=84.97%, remaining_time=0:00:00.436730, arrival_time=2021-04-14 21:48:26.608234, cost_time=0:00:01.310180 2021-04-14 21:48:26,535 INFO : EVAL, epoch=0084, iter=00040/00040, fetch data time cost=0.07ms, fps=6376 images/s, loss=1.6293, top1-acc=55.77%, top5-acc=84.55%, remaining_time=0:00:00, arrival_time=2021-04-14 21:48:26.535835, cost_time=0:00:01.674590 2021-04-14 21:48:26,645 INFO : Epoch=0084 complete, best val top1-acc=59.43%, top5-acc=87.15% (epoch=78), remaining_time=0:51:24.566208, arrival_time=2021-04-14 22:39:51.211336, cost_time=0:37:13.651397 2021-04-14 21:48:26,646 INFO : Train start, epoch=0085, lr=0.062434 2021-04-14 21:48:28,105 INFO : TRAIN, epoch=0085, iter=00010/00196, fetch data time cost=0.49ms, fps=1754 images/s, loss=1.0417, top1-acc=68.09%, top5-acc=93.55%, remaining_time=0:00:27.142608, arrival_time=2021-04-14 21:48:55.248462, cost_time=0:00:01.459280 2021-04-14 21:48:29,377 INFO : TRAIN, epoch=0085, iter=00020/00196, fetch data time cost=1.62ms, fps=2014 images/s, loss=1.0034, top1-acc=69.00%, top5-acc=94.26%, remaining_time=0:00:24.034208, arrival_time=2021-04-14 21:48:53.411930, cost_time=0:00:02.731155 2021-04-14 21:48:30,643 INFO : TRAIN, epoch=0085, iter=00030/00196, fetch data time cost=1.91ms, fps=2024 images/s, loss=0.9913, top1-acc=69.73%, top5-acc=94.06%, remaining_time=0:00:22.115848, arrival_time=2021-04-14 21:48:52.759216, cost_time=0:00:03.996845 2021-04-14 21:48:31,914 INFO : TRAIN, epoch=0085, iter=00040/00196, fetch data time cost=1.46ms, fps=2014 images/s, loss=1.0041, top1-acc=69.55%, top5-acc=93.84%, remaining_time=0:00:20.546448, arrival_time=2021-04-14 21:48:52.461350, cost_time=0:00:05.268307 2021-04-14 21:48:33,175 INFO : TRAIN, epoch=0085, iter=00050/00196, fetch data time cost=1.41ms, fps=2032 images/s, loss=1.0038, top1-acc=69.66%, top5-acc=93.91%, remaining_time=0:00:19.062928, arrival_time=2021-04-14 21:48:52.237915, cost_time=0:00:06.528415 2021-04-14 21:48:34,421 INFO : TRAIN, epoch=0085, iter=00060/00196, fetch data time cost=1.57ms, fps=2054 images/s, loss=1.0088, top1-acc=69.63%, top5-acc=93.83%, remaining_time=0:00:17.623968, arrival_time=2021-04-14 21:48:52.045801, cost_time=0:00:07.775309 2021-04-14 21:48:35,674 INFO : TRAIN, epoch=0085, iter=00070/00196, fetch data time cost=1.41ms, fps=2044 images/s, loss=1.0107, top1-acc=69.61%, top5-acc=93.74%, remaining_time=0:00:16.250724, arrival_time=2021-04-14 21:48:51.925415, cost_time=0:00:09.028170 2021-04-14 21:48:36,923 INFO : TRAIN, epoch=0085, iter=00080/00196, fetch data time cost=1.85ms, fps=2051 images/s, loss=1.0107, top1-acc=69.72%, top5-acc=93.76%, remaining_time=0:00:14.901360, arrival_time=2021-04-14 21:48:51.824681, cost_time=0:00:10.276797 2021-04-14 21:48:38,171 INFO : TRAIN, epoch=0085, iter=00090/00196, fetch data time cost=1.48ms, fps=2052 images/s, loss=1.0095, top1-acc=69.79%, top5-acc=93.77%, remaining_time=0:00:13.573300, arrival_time=2021-04-14 21:48:51.744386, cost_time=0:00:11.524493 2021-04-14 21:48:39,429 INFO : TRAIN, epoch=0085, iter=00100/00196, fetch data time cost=1.44ms, fps=2035 images/s, loss=1.0122, top1-acc=69.73%, top5-acc=93.69%, remaining_time=0:00:12.271488, arrival_time=2021-04-14 21:48:51.700843, cost_time=0:00:12.782787 2021-04-14 21:48:40,685 INFO : TRAIN, epoch=0085, iter=00110/00196, fetch data time cost=1.32ms, fps=2039 images/s, loss=1.0184, top1-acc=69.54%, top5-acc=93.58%, remaining_time=0:00:10.975836, arrival_time=2021-04-14 21:48:51.661233, cost_time=0:00:14.038835 2021-04-14 21:48:41,939 INFO : TRAIN, epoch=0085, iter=00120/00196, fetch data time cost=1.71ms, fps=2042 images/s, loss=1.0220, top1-acc=69.39%, top5-acc=93.53%, remaining_time=0:00:09.685744, arrival_time=2021-04-14 21:48:51.625579, cost_time=0:00:15.293305 2021-04-14 21:48:43,189 INFO : TRAIN, epoch=0085, iter=00130/00196, fetch data time cost=1.41ms, fps=2049 images/s, loss=1.0275, top1-acc=69.27%, top5-acc=93.48%, remaining_time=0:00:08.398764, arrival_time=2021-04-14 21:48:51.588399, cost_time=0:00:16.543043 2021-04-14 21:48:44,448 INFO : TRAIN, epoch=0085, iter=00140/00196, fetch data time cost=1.92ms, fps=2035 images/s, loss=1.0295, top1-acc=69.23%, top5-acc=93.40%, remaining_time=0:00:07.120680, arrival_time=2021-04-14 21:48:51.568971, cost_time=0:00:17.801748 2021-04-14 21:48:45,711 INFO : TRAIN, epoch=0085, iter=00150/00196, fetch data time cost=2.09ms, fps=2028 images/s, loss=1.0308, top1-acc=69.12%, top5-acc=93.43%, remaining_time=0:00:05.846462, arrival_time=2021-04-14 21:48:51.557702, cost_time=0:00:19.064583 2021-04-14 21:48:46,960 INFO : TRAIN, epoch=0085, iter=00160/00196, fetch data time cost=1.44ms, fps=2050 images/s, loss=1.0328, top1-acc=69.10%, top5-acc=93.37%, remaining_time=0:00:04.570740, arrival_time=2021-04-14 21:48:51.531651, cost_time=0:00:20.314388 2021-04-14 21:48:48,210 INFO : TRAIN, epoch=0085, iter=00170/00196, fetch data time cost=1.41ms, fps=2049 images/s, loss=1.0341, top1-acc=69.08%, top5-acc=93.30%, remaining_time=0:00:03.298022, arrival_time=2021-04-14 21:48:51.508648, cost_time=0:00:21.564057 2021-04-14 21:48:49,481 INFO : TRAIN, epoch=0085, iter=00180/00196, fetch data time cost=1.99ms, fps=2015 images/s, loss=1.0403, top1-acc=68.88%, top5-acc=93.20%, remaining_time=0:00:02.029760, arrival_time=2021-04-14 21:48:51.511195, cost_time=0:00:22.834856 2021-04-14 21:48:50,742 INFO : TRAIN, epoch=0085, iter=00190/00196, fetch data time cost=1.22ms, fps=2031 images/s, loss=1.0418, top1-acc=68.87%, top5-acc=93.16%, remaining_time=0:00:00.760914, arrival_time=2021-04-14 21:48:51.503106, cost_time=0:00:24.095670 2021-04-14 21:48:51,431 INFO : TRAIN, epoch=0085, iter=00196/00196, fetch data time cost=1.67ms, fps=1975 images/s, loss=1.0436, top1-acc=68.82%, top5-acc=93.11%, remaining_time=0:00:00, arrival_time=2021-04-14 21:48:51.431013, cost_time=0:00:24.784486 2021-04-14 21:48:51,953 INFO : EVAL, epoch=0085, iter=00010/00040, fetch data time cost=3.58ms, fps=4918 images/s, loss=1.4720, top1-acc=58.75%, top5-acc=86.25%, remaining_time=0:00:01.561710, arrival_time=2021-04-14 21:48:53.515395, cost_time=0:00:00.520569 2021-04-14 21:48:52,352 INFO : EVAL, epoch=0085, iter=00020/00040, fetch data time cost=3.78ms, fps=6435 images/s, loss=1.4739, top1-acc=58.89%, top5-acc=86.64%, remaining_time=0:00:00.918900, arrival_time=2021-04-14 21:48:53.270871, cost_time=0:00:00.918904 2021-04-14 21:48:52,743 INFO : EVAL, epoch=0085, iter=00030/00040, fetch data time cost=2.63ms, fps=6551 images/s, loss=1.4749, top1-acc=59.17%, top5-acc=86.77%, remaining_time=0:00:00.436680, arrival_time=2021-04-14 21:48:53.179782, cost_time=0:00:01.310037 2021-04-14 21:48:53,100 INFO : EVAL, epoch=0085, iter=00040/00040, fetch data time cost=0.06ms, fps=6506 images/s, loss=1.4788, top1-acc=59.00%, top5-acc=86.72%, remaining_time=0:00:00, arrival_time=2021-04-14 21:48:53.100020, cost_time=0:00:01.666997 2021-04-14 21:48:53,210 INFO : Epoch=0085 complete, best val top1-acc=59.43%, top5-acc=87.15% (epoch=78), remaining_time=0:50:57.940850, arrival_time=2021-04-14 22:39:51.151697, cost_time=0:37:40.217114 2021-04-14 21:48:53,212 INFO : Train start, epoch=0086, lr=0.061672 2021-04-14 21:48:54,643 INFO : TRAIN, epoch=0086, iter=00010/00196, fetch data time cost=0.23ms, fps=1789 images/s, loss=1.0444, top1-acc=69.61%, top5-acc=93.09%, remaining_time=0:00:26.609532, arrival_time=2021-04-14 21:49:21.252714, cost_time=0:00:01.430616 2021-04-14 21:48:55,893 INFO : TRAIN, epoch=0086, iter=00020/00196, fetch data time cost=1.65ms, fps=2049 images/s, loss=1.0277, top1-acc=70.04%, top5-acc=93.40%, remaining_time=0:00:23.588576, arrival_time=2021-04-14 21:49:19.481667, cost_time=0:00:02.680525 2021-04-14 21:48:57,156 INFO : TRAIN, epoch=0086, iter=00030/00196, fetch data time cost=1.64ms, fps=2027 images/s, loss=1.0125, top1-acc=69.80%, top5-acc=93.53%, remaining_time=0:00:21.822028, arrival_time=2021-04-14 21:49:18.978404, cost_time=0:00:03.943744 2021-04-14 21:48:58,411 INFO : TRAIN, epoch=0086, iter=00040/00196, fetch data time cost=1.87ms, fps=2040 images/s, loss=1.0050, top1-acc=69.94%, top5-acc=93.67%, remaining_time=0:00:20.276568, arrival_time=2021-04-14 21:49:18.688247, cost_time=0:00:05.199109 2021-04-14 21:48:59,668 INFO : TRAIN, epoch=0086, iter=00050/00196, fetch data time cost=1.41ms, fps=2038 images/s, loss=1.0018, top1-acc=69.94%, top5-acc=93.77%, remaining_time=0:00:18.851228, arrival_time=2021-04-14 21:49:18.519833, cost_time=0:00:06.455883 2021-04-14 21:49:00,936 INFO : TRAIN, epoch=0086, iter=00060/00196, fetch data time cost=1.59ms, fps=2020 images/s, loss=1.0034, top1-acc=69.93%, top5-acc=93.69%, remaining_time=0:00:17.507144, arrival_time=2021-04-14 21:49:18.443456, cost_time=0:00:07.723732 2021-04-14 21:49:02,190 INFO : TRAIN, epoch=0086, iter=00070/00196, fetch data time cost=1.70ms, fps=2043 images/s, loss=1.0061, top1-acc=69.83%, top5-acc=93.62%, remaining_time=0:00:16.159248, arrival_time=2021-04-14 21:49:18.349244, cost_time=0:00:08.977391 2021-04-14 21:49:03,444 INFO : TRAIN, epoch=0086, iter=00080/00196, fetch data time cost=1.37ms, fps=2042 images/s, loss=1.0088, top1-acc=69.78%, top5-acc=93.57%, remaining_time=0:00:14.835820, arrival_time=2021-04-14 21:49:18.279974, cost_time=0:00:10.231589 2021-04-14 21:49:04,702 INFO : TRAIN, epoch=0086, iter=00090/00196, fetch data time cost=1.88ms, fps=2035 images/s, loss=1.0146, top1-acc=69.55%, top5-acc=93.47%, remaining_time=0:00:13.532490, arrival_time=2021-04-14 21:49:18.234920, cost_time=0:00:11.489860 2021-04-14 21:49:05,967 INFO : TRAIN, epoch=0086, iter=00100/00196, fetch data time cost=2.08ms, fps=2025 images/s, loss=1.0184, top1-acc=69.40%, top5-acc=93.46%, remaining_time=0:00:12.244512, arrival_time=2021-04-14 21:49:18.211738, cost_time=0:00:12.754659 2021-04-14 21:49:07,220 INFO : TRAIN, epoch=0086, iter=00110/00196, fetch data time cost=1.52ms, fps=2044 images/s, loss=1.0188, top1-acc=69.32%, top5-acc=93.52%, remaining_time=0:00:10.951412, arrival_time=2021-04-14 21:49:18.171569, cost_time=0:00:14.007589 2021-04-14 21:49:08,477 INFO : TRAIN, epoch=0086, iter=00120/00196, fetch data time cost=1.61ms, fps=2036 images/s, loss=1.0214, top1-acc=69.24%, top5-acc=93.44%, remaining_time=0:00:09.668036, arrival_time=2021-04-14 21:49:18.145975, cost_time=0:00:15.265376 2021-04-14 21:49:09,724 INFO : TRAIN, epoch=0086, iter=00130/00196, fetch data time cost=1.86ms, fps=2055 images/s, loss=1.0214, top1-acc=69.28%, top5-acc=93.38%, remaining_time=0:00:08.382726, arrival_time=2021-04-14 21:49:18.106763, cost_time=0:00:16.511429 2021-04-14 21:49:10,989 INFO : TRAIN, epoch=0086, iter=00140/00196, fetch data time cost=2.85ms, fps=2025 images/s, loss=1.0258, top1-acc=69.12%, top5-acc=93.27%, remaining_time=0:00:07.110600, arrival_time=2021-04-14 21:49:18.099665, cost_time=0:00:17.776458 2021-04-14 21:49:12,239 INFO : TRAIN, epoch=0086, iter=00150/00196, fetch data time cost=1.34ms, fps=2050 images/s, loss=1.0259, top1-acc=69.18%, top5-acc=93.23%, remaining_time=0:00:05.834778, arrival_time=2021-04-14 21:49:18.073762, cost_time=0:00:19.026421 2021-04-14 21:49:13,496 INFO : TRAIN, epoch=0086, iter=00160/00196, fetch data time cost=1.51ms, fps=2036 images/s, loss=1.0271, top1-acc=69.20%, top5-acc=93.23%, remaining_time=0:00:04.563972, arrival_time=2021-04-14 21:49:18.060883, cost_time=0:00:20.284350 2021-04-14 21:49:14,758 INFO : TRAIN, epoch=0086, iter=00170/00196, fetch data time cost=1.60ms, fps=2030 images/s, loss=1.0295, top1-acc=69.15%, top5-acc=93.17%, remaining_time=0:00:03.295240, arrival_time=2021-04-14 21:49:18.053800, cost_time=0:00:21.545827 2021-04-14 21:49:16,026 INFO : TRAIN, epoch=0086, iter=00180/00196, fetch data time cost=1.41ms, fps=2020 images/s, loss=1.0289, top1-acc=69.22%, top5-acc=93.20%, remaining_time=0:00:02.027920, arrival_time=2021-04-14 21:49:18.054615, cost_time=0:00:22.814127 2021-04-14 21:49:17,282 INFO : TRAIN, epoch=0086, iter=00190/00196, fetch data time cost=1.42ms, fps=2039 images/s, loss=1.0334, top1-acc=69.12%, top5-acc=93.16%, remaining_time=0:00:00.760110, arrival_time=2021-04-14 21:49:18.042919, cost_time=0:00:24.070193 2021-04-14 21:49:17,968 INFO : TRAIN, epoch=0086, iter=00196/00196, fetch data time cost=1.68ms, fps=1986 images/s, loss=1.0343, top1-acc=69.12%, top5-acc=93.14%, remaining_time=0:00:00, arrival_time=2021-04-14 21:49:17.967969, cost_time=0:00:24.755410 2021-04-14 21:49:18,483 INFO : EVAL, epoch=0086, iter=00010/00040, fetch data time cost=2.53ms, fps=4987 images/s, loss=1.5730, top1-acc=56.68%, top5-acc=85.59%, remaining_time=0:00:01.539930, arrival_time=2021-04-14 21:49:20.023199, cost_time=0:00:00.513312 2021-04-14 21:49:18,916 INFO : EVAL, epoch=0086, iter=00020/00040, fetch data time cost=0.42ms, fps=5923 images/s, loss=1.5635, top1-acc=57.29%, top5-acc=85.74%, remaining_time=0:00:00.946100, arrival_time=2021-04-14 21:49:19.862097, cost_time=0:00:00.946096 2021-04-14 21:49:19,313 INFO : EVAL, epoch=0086, iter=00030/00040, fetch data time cost=0.44ms, fps=6454 images/s, loss=1.5684, top1-acc=57.27%, top5-acc=85.60%, remaining_time=0:00:00.447710, arrival_time=2021-04-14 21:49:19.760764, cost_time=0:00:01.343116 2021-04-14 21:49:19,676 INFO : EVAL, epoch=0086, iter=00040/00040, fetch data time cost=0.08ms, fps=6396 images/s, loss=1.5717, top1-acc=57.23%, top5-acc=85.48%, remaining_time=0:00:00, arrival_time=2021-04-14 21:49:19.676231, cost_time=0:00:01.706361 2021-04-14 21:49:19,764 INFO : Epoch=0086 complete, best val top1-acc=59.43%, top5-acc=87.15% (epoch=78), remaining_time=0:50:31.300356, arrival_time=2021-04-14 22:39:51.064531, cost_time=0:38:06.770421 2021-04-14 21:49:19,766 INFO : Train start, epoch=0087, lr=0.060907 2021-04-14 21:49:21,270 INFO : TRAIN, epoch=0087, iter=00010/00196, fetch data time cost=0.25ms, fps=1702 images/s, loss=1.0103, top1-acc=69.49%, top5-acc=93.67%, remaining_time=0:00:27.978678, arrival_time=2021-04-14 21:49:49.249151, cost_time=0:00:01.504227 2021-04-14 21:49:22,524 INFO : TRAIN, epoch=0087, iter=00020/00196, fetch data time cost=1.66ms, fps=2042 images/s, loss=0.9936, top1-acc=70.41%, top5-acc=93.69%, remaining_time=0:00:24.272336, arrival_time=2021-04-14 21:49:46.796860, cost_time=0:00:02.758215 2021-04-14 21:49:23,789 INFO : TRAIN, epoch=0087, iter=00030/00196, fetch data time cost=1.82ms, fps=2025 images/s, loss=1.0023, top1-acc=70.20%, top5-acc=93.53%, remaining_time=0:00:22.262592, arrival_time=2021-04-14 21:49:46.052219, cost_time=0:00:04.023368 2021-04-14 21:49:25,040 INFO : TRAIN, epoch=0087, iter=00040/00196, fetch data time cost=1.76ms, fps=2048 images/s, loss=0.9920, top1-acc=70.59%, top5-acc=93.59%, remaining_time=0:00:20.569224, arrival_time=2021-04-14 21:49:45.609713, cost_time=0:00:05.274164 2021-04-14 21:49:26,292 INFO : TRAIN, epoch=0087, iter=00050/00196, fetch data time cost=1.55ms, fps=2045 images/s, loss=0.9905, top1-acc=70.59%, top5-acc=93.63%, remaining_time=0:00:19.057964, arrival_time=2021-04-14 21:49:45.350837, cost_time=0:00:06.526699 2021-04-14 21:49:27,547 INFO : TRAIN, epoch=0087, iter=00060/00196, fetch data time cost=1.55ms, fps=2042 images/s, loss=0.9895, top1-acc=70.46%, top5-acc=93.81%, remaining_time=0:00:17.636480, arrival_time=2021-04-14 21:49:45.183540, cost_time=0:00:07.780808 2021-04-14 21:49:28,799 INFO : TRAIN, epoch=0087, iter=00070/00196, fetch data time cost=1.54ms, fps=2045 images/s, loss=0.9965, top1-acc=70.16%, top5-acc=93.74%, remaining_time=0:00:16.259796, arrival_time=2021-04-14 21:49:45.059199, cost_time=0:00:09.033243 2021-04-14 21:49:30,055 INFO : TRAIN, epoch=0087, iter=00080/00196, fetch data time cost=1.67ms, fps=2039 images/s, loss=0.9934, top1-acc=70.32%, top5-acc=93.73%, remaining_time=0:00:14.919340, arrival_time=2021-04-14 21:49:44.974846, cost_time=0:00:10.289199 2021-04-14 21:49:31,324 INFO : TRAIN, epoch=0087, iter=00090/00196, fetch data time cost=2.13ms, fps=2018 images/s, loss=0.9975, top1-acc=70.16%, top5-acc=93.67%, remaining_time=0:00:13.613368, arrival_time=2021-04-14 21:49:44.938048, cost_time=0:00:11.558523 2021-04-14 21:49:32,596 INFO : TRAIN, epoch=0087, iter=00100/00196, fetch data time cost=5.65ms, fps=2013 images/s, loss=1.0005, top1-acc=70.12%, top5-acc=93.63%, remaining_time=0:00:12.317184, arrival_time=2021-04-14 21:49:44.913799, cost_time=0:00:12.830358 2021-04-14 21:49:33,845 INFO : TRAIN, epoch=0087, iter=00110/00196, fetch data time cost=2.83ms, fps=2050 images/s, loss=1.0045, top1-acc=70.06%, top5-acc=93.50%, remaining_time=0:00:11.007570, arrival_time=2021-04-14 21:49:44.853290, cost_time=0:00:14.079478 2021-04-14 21:49:35,106 INFO : TRAIN, epoch=0087, iter=00120/00196, fetch data time cost=1.73ms, fps=2031 images/s, loss=1.0074, top1-acc=69.98%, top5-acc=93.45%, remaining_time=0:00:09.715536, arrival_time=2021-04-14 21:49:44.822147, cost_time=0:00:15.340322 2021-04-14 21:49:36,365 INFO : TRAIN, epoch=0087, iter=00130/00196, fetch data time cost=1.34ms, fps=2035 images/s, loss=1.0090, top1-acc=69.99%, top5-acc=93.43%, remaining_time=0:00:08.427276, arrival_time=2021-04-14 21:49:44.792825, cost_time=0:00:16.599235 2021-04-14 21:49:37,623 INFO : TRAIN, epoch=0087, iter=00140/00196, fetch data time cost=1.63ms, fps=2036 images/s, loss=1.0085, top1-acc=70.07%, top5-acc=93.43%, remaining_time=0:00:07.142856, arrival_time=2021-04-14 21:49:44.766222, cost_time=0:00:17.857178 2021-04-14 21:49:38,874 INFO : TRAIN, epoch=0087, iter=00150/00196, fetch data time cost=1.36ms, fps=2047 images/s, loss=1.0123, top1-acc=69.95%, top5-acc=93.35%, remaining_time=0:00:05.859848, arrival_time=2021-04-14 21:49:44.734390, cost_time=0:00:19.108256 2021-04-14 21:49:40,128 INFO : TRAIN, epoch=0087, iter=00160/00196, fetch data time cost=1.43ms, fps=2043 images/s, loss=1.0145, top1-acc=69.87%, top5-acc=93.32%, remaining_time=0:00:04.581504, arrival_time=2021-04-14 21:49:44.709864, cost_time=0:00:20.362200 2021-04-14 21:49:41,389 INFO : TRAIN, epoch=0087, iter=00170/00196, fetch data time cost=1.45ms, fps=2031 images/s, loss=1.0156, top1-acc=69.82%, top5-acc=93.32%, remaining_time=0:00:03.307044, arrival_time=2021-04-14 21:49:44.696269, cost_time=0:00:21.622936 2021-04-14 21:49:42,648 INFO : TRAIN, epoch=0087, iter=00180/00196, fetch data time cost=1.40ms, fps=2034 images/s, loss=1.0188, top1-acc=69.67%, top5-acc=93.32%, remaining_time=0:00:02.033968, arrival_time=2021-04-14 21:49:44.682353, cost_time=0:00:22.882176 2021-04-14 21:49:43,906 INFO : TRAIN, epoch=0087, iter=00190/00196, fetch data time cost=1.26ms, fps=2036 images/s, loss=1.0249, top1-acc=69.50%, top5-acc=93.22%, remaining_time=0:00:00.762312, arrival_time=2021-04-14 21:49:44.668559, cost_time=0:00:24.139918 2021-04-14 21:49:44,588 INFO : TRAIN, epoch=0087, iter=00196/00196, fetch data time cost=1.25ms, fps=1995 images/s, loss=1.0264, top1-acc=69.49%, top5-acc=93.19%, remaining_time=0:00:00, arrival_time=2021-04-14 21:49:44.588787, cost_time=0:00:24.822633 2021-04-14 21:49:45,138 INFO : EVAL, epoch=0087, iter=00010/00040, fetch data time cost=0.30ms, fps=4670 images/s, loss=1.6262, top1-acc=55.55%, top5-acc=83.75%, remaining_time=0:00:01.644660, arrival_time=2021-04-14 21:49:46.783584, cost_time=0:00:00.548223 2021-04-14 21:49:45,542 INFO : EVAL, epoch=0087, iter=00020/00040, fetch data time cost=0.22ms, fps=6345 images/s, loss=1.6514, top1-acc=55.08%, top5-acc=84.22%, remaining_time=0:00:00.952140, arrival_time=2021-04-14 21:49:46.494932, cost_time=0:00:00.952137 2021-04-14 21:49:45,938 INFO : EVAL, epoch=0087, iter=00030/00040, fetch data time cost=2.58ms, fps=6480 images/s, loss=1.6623, top1-acc=54.88%, top5-acc=84.00%, remaining_time=0:00:00.449180, arrival_time=2021-04-14 21:49:46.387462, cost_time=0:00:01.347534 2021-04-14 21:49:46,303 INFO : EVAL, epoch=0087, iter=00040/00040, fetch data time cost=0.08ms, fps=6360 images/s, loss=1.6425, top1-acc=54.92%, top5-acc=84.19%, remaining_time=0:00:00, arrival_time=2021-04-14 21:49:46.303541, cost_time=0:00:01.712891 2021-04-14 21:49:46,377 INFO : Epoch=0087 complete, best val top1-acc=59.43%, top5-acc=87.15% (epoch=78), remaining_time=0:50:04.739608, arrival_time=2021-04-14 22:39:51.116897, cost_time=0:38:33.383554 2021-04-14 21:49:46,378 INFO : Train start, epoch=0088, lr=0.060139 2021-04-14 21:49:47,800 INFO : TRAIN, epoch=0088, iter=00010/00196, fetch data time cost=0.34ms, fps=1802 images/s, loss=1.0221, top1-acc=69.34%, top5-acc=93.16%, remaining_time=0:00:26.430972, arrival_time=2021-04-14 21:50:14.230990, cost_time=0:00:01.421015 2021-04-14 21:49:49,052 INFO : TRAIN, epoch=0088, iter=00020/00196, fetch data time cost=1.64ms, fps=2045 images/s, loss=0.9928, top1-acc=70.23%, top5-acc=93.14%, remaining_time=0:00:23.526976, arrival_time=2021-04-14 21:50:12.579512, cost_time=0:00:02.673528 2021-04-14 21:49:50,308 INFO : TRAIN, epoch=0088, iter=00030/00196, fetch data time cost=2.60ms, fps=2040 images/s, loss=0.9923, top1-acc=70.23%, top5-acc=93.26%, remaining_time=0:00:21.741186, arrival_time=2021-04-14 21:50:12.049370, cost_time=0:00:03.929144 2021-04-14 21:49:51,565 INFO : TRAIN, epoch=0088, iter=00040/00196, fetch data time cost=1.84ms, fps=2038 images/s, loss=0.9871, top1-acc=70.39%, top5-acc=93.44%, remaining_time=0:00:20.225712, arrival_time=2021-04-14 21:50:11.790685, cost_time=0:00:05.186061 2021-04-14 21:49:52,832 INFO : TRAIN, epoch=0088, iter=00050/00196, fetch data time cost=2.00ms, fps=2021 images/s, loss=0.9864, top1-acc=70.34%, top5-acc=93.56%, remaining_time=0:00:18.842906, arrival_time=2021-04-14 21:50:11.674996, cost_time=0:00:06.453057 2021-04-14 21:49:54,097 INFO : TRAIN, epoch=0088, iter=00060/00196, fetch data time cost=1.57ms, fps=2025 images/s, loss=0.9932, top1-acc=70.08%, top5-acc=93.45%, remaining_time=0:00:17.494768, arrival_time=2021-04-14 21:50:11.592033, cost_time=0:00:07.718262 2021-04-14 21:49:55,354 INFO : TRAIN, epoch=0088, iter=00070/00196, fetch data time cost=1.34ms, fps=2037 images/s, loss=0.9943, top1-acc=70.08%, top5-acc=93.57%, remaining_time=0:00:16.156224, arrival_time=2021-04-14 21:50:11.510939, cost_time=0:00:08.975645 2021-04-14 21:49:56,605 INFO : TRAIN, epoch=0088, iter=00080/00196, fetch data time cost=1.62ms, fps=2048 images/s, loss=1.0000, top1-acc=70.00%, top5-acc=93.43%, remaining_time=0:00:14.828164, arrival_time=2021-04-14 21:50:11.433502, cost_time=0:00:10.226337 2021-04-14 21:49:57,853 INFO : TRAIN, epoch=0088, iter=00090/00196, fetch data time cost=1.63ms, fps=2053 images/s, loss=1.0016, top1-acc=70.02%, top5-acc=93.45%, remaining_time=0:00:13.514046, arrival_time=2021-04-14 21:50:11.367203, cost_time=0:00:11.474173 2021-04-14 21:49:59,106 INFO : TRAIN, epoch=0088, iter=00100/00196, fetch data time cost=1.60ms, fps=2044 images/s, loss=1.0032, top1-acc=69.94%, top5-acc=93.47%, remaining_time=0:00:12.217920, arrival_time=2021-04-14 21:50:11.323896, cost_time=0:00:12.727044 2021-04-14 21:50:00,365 INFO : TRAIN, epoch=0088, iter=00110/00196, fetch data time cost=1.41ms, fps=2033 images/s, loss=1.0049, top1-acc=70.00%, top5-acc=93.47%, remaining_time=0:00:10.934900, arrival_time=2021-04-14 21:50:11.300371, cost_time=0:00:13.986468 2021-04-14 21:50:01,623 INFO : TRAIN, epoch=0088, iter=00120/00196, fetch data time cost=1.68ms, fps=2036 images/s, loss=1.0054, top1-acc=69.94%, top5-acc=93.48%, remaining_time=0:00:09.654964, arrival_time=2021-04-14 21:50:11.278548, cost_time=0:00:15.244682 2021-04-14 21:50:02,880 INFO : TRAIN, epoch=0088, iter=00130/00196, fetch data time cost=1.65ms, fps=2037 images/s, loss=1.0071, top1-acc=69.87%, top5-acc=93.50%, remaining_time=0:00:08.377908, arrival_time=2021-04-14 21:50:11.258797, cost_time=0:00:16.501890 2021-04-14 21:50:04,135 INFO : TRAIN, epoch=0088, iter=00140/00196, fetch data time cost=1.40ms, fps=2041 images/s, loss=1.0127, top1-acc=69.76%, top5-acc=93.42%, remaining_time=0:00:07.102760, arrival_time=2021-04-14 21:50:11.238534, cost_time=0:00:17.756858 2021-04-14 21:50:05,392 INFO : TRAIN, epoch=0088, iter=00150/00196, fetch data time cost=1.42ms, fps=2038 images/s, loss=1.0144, top1-acc=69.67%, top5-acc=93.41%, remaining_time=0:00:05.830776, arrival_time=2021-04-14 21:50:11.223157, cost_time=0:00:19.013381 2021-04-14 21:50:06,661 INFO : TRAIN, epoch=0088, iter=00160/00196, fetch data time cost=1.58ms, fps=2018 images/s, loss=1.0167, top1-acc=69.65%, top5-acc=93.39%, remaining_time=0:00:04.563612, arrival_time=2021-04-14 21:50:11.225181, cost_time=0:00:20.282647 2021-04-14 21:50:07,910 INFO : TRAIN, epoch=0088, iter=00170/00196, fetch data time cost=1.35ms, fps=2050 images/s, loss=1.0191, top1-acc=69.60%, top5-acc=93.36%, remaining_time=0:00:03.293082, arrival_time=2021-04-14 21:50:11.203631, cost_time=0:00:21.531638 2021-04-14 21:50:09,161 INFO : TRAIN, epoch=0088, iter=00180/00196, fetch data time cost=1.63ms, fps=2048 images/s, loss=1.0199, top1-acc=69.61%, top5-acc=93.39%, remaining_time=0:00:02.025088, arrival_time=2021-04-14 21:50:11.186266, cost_time=0:00:22.782179 2021-04-14 21:50:10,411 INFO : TRAIN, epoch=0088, iter=00190/00196, fetch data time cost=1.40ms, fps=2049 images/s, loss=1.0218, top1-acc=69.54%, top5-acc=93.39%, remaining_time=0:00:00.758910, arrival_time=2021-04-14 21:50:11.169935, cost_time=0:00:24.032117 2021-04-14 21:50:11,087 INFO : TRAIN, epoch=0088, iter=00196/00196, fetch data time cost=1.27ms, fps=2011 images/s, loss=1.0243, top1-acc=69.50%, top5-acc=93.40%, remaining_time=0:00:00, arrival_time=2021-04-14 21:50:11.087608, cost_time=0:00:24.708703 2021-04-14 21:50:11,599 INFO : EVAL, epoch=0088, iter=00010/00040, fetch data time cost=3.33ms, fps=5024 images/s, loss=1.5466, top1-acc=57.27%, top5-acc=85.86%, remaining_time=0:00:01.528800, arrival_time=2021-04-14 21:50:13.128394, cost_time=0:00:00.509595 2021-04-14 21:50:11,997 INFO : EVAL, epoch=0088, iter=00020/00040, fetch data time cost=0.31ms, fps=6438 images/s, loss=1.5489, top1-acc=57.34%, top5-acc=85.49%, remaining_time=0:00:00.907580, arrival_time=2021-04-14 21:50:12.905158, cost_time=0:00:00.907578 2021-04-14 21:50:12,408 INFO : EVAL, epoch=0088, iter=00030/00040, fetch data time cost=8.81ms, fps=6246 images/s, loss=1.5428, top1-acc=57.08%, top5-acc=85.55%, remaining_time=0:00:00.439260, arrival_time=2021-04-14 21:50:12.847176, cost_time=0:00:01.317781 2021-04-14 21:50:12,768 INFO : EVAL, epoch=0088, iter=00040/00040, fetch data time cost=0.08ms, fps=6450 images/s, loss=1.5342, top1-acc=57.18%, top5-acc=85.73%, remaining_time=0:00:00, arrival_time=2021-04-14 21:50:12.768123, cost_time=0:00:01.678127 2021-04-14 21:50:12,851 INFO : Epoch=0088 complete, best val top1-acc=59.43%, top5-acc=87.15% (epoch=78), remaining_time=0:49:38.000592, arrival_time=2021-04-14 22:39:50.851898, cost_time=0:38:59.857576 2021-04-14 21:50:12,852 INFO : Train start, epoch=0089, lr=0.059369 2021-04-14 21:50:14,290 INFO : TRAIN, epoch=0089, iter=00010/00196, fetch data time cost=0.26ms, fps=1781 images/s, loss=1.0156, top1-acc=69.92%, top5-acc=93.55%, remaining_time=0:00:26.737314, arrival_time=2021-04-14 21:50:41.027793, cost_time=0:00:01.437487 2021-04-14 21:50:15,555 INFO : TRAIN, epoch=0089, iter=00020/00196, fetch data time cost=1.59ms, fps=2024 images/s, loss=0.9776, top1-acc=70.64%, top5-acc=94.34%, remaining_time=0:00:23.784816, arrival_time=2021-04-14 21:50:39.340626, cost_time=0:00:02.702823 2021-04-14 21:50:16,810 INFO : TRAIN, epoch=0089, iter=00030/00196, fetch data time cost=3.06ms, fps=2042 images/s, loss=0.9784, top1-acc=70.73%, top5-acc=94.09%, remaining_time=0:00:21.895732, arrival_time=2021-04-14 21:50:38.705772, cost_time=0:00:03.957054 2021-04-14 21:50:18,068 INFO : TRAIN, epoch=0089, iter=00040/00196, fetch data time cost=2.50ms, fps=2035 images/s, loss=0.9887, top1-acc=70.18%, top5-acc=93.90%, remaining_time=0:00:20.342088, arrival_time=2021-04-14 21:50:38.410950, cost_time=0:00:05.215903 2021-04-14 21:50:19,325 INFO : TRAIN, epoch=0089, iter=00050/00196, fetch data time cost=1.42ms, fps=2038 images/s, loss=0.9953, top1-acc=70.27%, top5-acc=93.73%, remaining_time=0:00:18.899262, arrival_time=2021-04-14 21:50:38.224543, cost_time=0:00:06.472363 2021-04-14 21:50:20,572 INFO : TRAIN, epoch=0089, iter=00060/00196, fetch data time cost=1.65ms, fps=2053 images/s, loss=0.9896, top1-acc=70.48%, top5-acc=93.72%, remaining_time=0:00:17.498168, arrival_time=2021-04-14 21:50:38.070912, cost_time=0:00:07.719766 2021-04-14 21:50:21,828 INFO : TRAIN, epoch=0089, iter=00070/00196, fetch data time cost=1.38ms, fps=2039 images/s, loss=0.9901, top1-acc=70.59%, top5-acc=93.76%, remaining_time=0:00:16.156224, arrival_time=2021-04-14 21:50:37.984871, cost_time=0:00:08.975715 2021-04-14 21:50:23,086 INFO : TRAIN, epoch=0089, iter=00080/00196, fetch data time cost=1.57ms, fps=2037 images/s, loss=0.9920, top1-acc=70.35%, top5-acc=93.84%, remaining_time=0:00:14.838024, arrival_time=2021-04-14 21:50:37.924142, cost_time=0:00:10.233138 2021-04-14 21:50:24,343 INFO : TRAIN, epoch=0089, iter=00090/00196, fetch data time cost=1.59ms, fps=2037 images/s, loss=0.9899, top1-acc=70.40%, top5-acc=93.86%, remaining_time=0:00:13.533126, arrival_time=2021-04-14 21:50:37.876369, cost_time=0:00:11.490352 2021-04-14 21:50:25,599 INFO : TRAIN, epoch=0089, iter=00100/00196, fetch data time cost=1.67ms, fps=2039 images/s, loss=0.9936, top1-acc=70.34%, top5-acc=93.77%, remaining_time=0:00:12.236448, arrival_time=2021-04-14 21:50:37.835805, cost_time=0:00:12.746311 2021-04-14 21:50:26,856 INFO : TRAIN, epoch=0089, iter=00110/00196, fetch data time cost=1.51ms, fps=2038 images/s, loss=0.9958, top1-acc=70.36%, top5-acc=93.74%, remaining_time=0:00:10.947886, arrival_time=2021-04-14 21:50:37.803971, cost_time=0:00:14.003128 2021-04-14 21:50:28,117 INFO : TRAIN, epoch=0089, iter=00120/00196, fetch data time cost=1.99ms, fps=2031 images/s, loss=0.9959, top1-acc=70.35%, top5-acc=93.74%, remaining_time=0:00:09.667352, arrival_time=2021-04-14 21:50:37.784462, cost_time=0:00:15.264183 2021-04-14 21:50:29,368 INFO : TRAIN, epoch=0089, iter=00130/00196, fetch data time cost=1.66ms, fps=2047 images/s, loss=1.0002, top1-acc=70.20%, top5-acc=93.68%, remaining_time=0:00:08.384574, arrival_time=2021-04-14 21:50:37.752729, cost_time=0:00:16.515122 2021-04-14 21:50:30,633 INFO : TRAIN, epoch=0089, iter=00140/00196, fetch data time cost=1.42ms, fps=2024 images/s, loss=1.0012, top1-acc=70.14%, top5-acc=93.65%, remaining_time=0:00:07.112224, arrival_time=2021-04-14 21:50:37.745744, cost_time=0:00:17.780564 2021-04-14 21:50:31,890 INFO : TRAIN, epoch=0089, iter=00150/00196, fetch data time cost=1.55ms, fps=2038 images/s, loss=1.0035, top1-acc=70.04%, top5-acc=93.64%, remaining_time=0:00:05.838136, arrival_time=2021-04-14 21:50:37.728381, cost_time=0:00:19.037360 2021-04-14 21:50:33,139 INFO : TRAIN, epoch=0089, iter=00160/00196, fetch data time cost=1.78ms, fps=2050 images/s, loss=1.0047, top1-acc=70.01%, top5-acc=93.61%, remaining_time=0:00:04.564512, arrival_time=2021-04-14 21:50:37.704207, cost_time=0:00:20.286670 2021-04-14 21:50:34,409 INFO : TRAIN, epoch=0089, iter=00170/00196, fetch data time cost=2.17ms, fps=2018 images/s, loss=1.0091, top1-acc=69.91%, top5-acc=93.57%, remaining_time=0:00:03.296852, arrival_time=2021-04-14 21:50:37.706081, cost_time=0:00:21.556280 2021-04-14 21:50:35,664 INFO : TRAIN, epoch=0089, iter=00180/00196, fetch data time cost=1.46ms, fps=2041 images/s, loss=1.0113, top1-acc=69.82%, top5-acc=93.53%, remaining_time=0:00:02.027712, arrival_time=2021-04-14 21:50:37.692289, cost_time=0:00:22.811675 2021-04-14 21:50:36,923 INFO : TRAIN, epoch=0089, iter=00190/00196, fetch data time cost=1.40ms, fps=2033 images/s, loss=1.0152, top1-acc=69.71%, top5-acc=93.50%, remaining_time=0:00:00.760134, arrival_time=2021-04-14 21:50:37.684022, cost_time=0:00:24.070998 2021-04-14 21:50:37,608 INFO : TRAIN, epoch=0089, iter=00196/00196, fetch data time cost=1.26ms, fps=1987 images/s, loss=1.0173, top1-acc=69.69%, top5-acc=93.48%, remaining_time=0:00:00, arrival_time=2021-04-14 21:50:37.608846, cost_time=0:00:24.755827 2021-04-14 21:50:38,152 INFO : EVAL, epoch=0089, iter=00010/00040, fetch data time cost=1.78ms, fps=4737 images/s, loss=1.7358, top1-acc=54.22%, top5-acc=83.67%, remaining_time=0:00:01.621290, arrival_time=2021-04-14 21:50:39.773746, cost_time=0:00:00.540431 2021-04-14 21:50:38,547 INFO : EVAL, epoch=0089, iter=00020/00040, fetch data time cost=1.33ms, fps=6499 images/s, loss=1.7381, top1-acc=53.95%, top5-acc=83.38%, remaining_time=0:00:00.935040, arrival_time=2021-04-14 21:50:39.482005, cost_time=0:00:00.935037 2021-04-14 21:50:38,944 INFO : EVAL, epoch=0089, iter=00030/00040, fetch data time cost=3.88ms, fps=6443 images/s, loss=1.7471, top1-acc=53.92%, top5-acc=82.96%, remaining_time=0:00:00.444240, arrival_time=2021-04-14 21:50:39.388957, cost_time=0:00:01.332715 2021-04-14 21:50:39,303 INFO : EVAL, epoch=0089, iter=00040/00040, fetch data time cost=0.07ms, fps=6476 images/s, loss=1.7125, top1-acc=54.31%, top5-acc=83.16%, remaining_time=0:00:00, arrival_time=2021-04-14 21:50:39.303427, cost_time=0:00:01.691524 2021-04-14 21:50:39,413 INFO : Epoch=0089 complete, best val top1-acc=59.43%, top5-acc=87.15% (epoch=78), remaining_time=0:49:11.377224, arrival_time=2021-04-14 22:39:50.790497, cost_time=0:39:26.419539 2021-04-14 21:50:39,414 INFO : Train start, epoch=0090, lr=0.058596 2021-04-14 21:50:40,862 INFO : TRAIN, epoch=0090, iter=00010/00196, fetch data time cost=0.24ms, fps=1768 images/s, loss=0.9532, top1-acc=70.62%, top5-acc=94.80%, remaining_time=0:00:26.933172, arrival_time=2021-04-14 21:51:07.795857, cost_time=0:00:01.448015 2021-04-14 21:50:42,109 INFO : TRAIN, epoch=0090, iter=00020/00196, fetch data time cost=1.60ms, fps=2053 images/s, loss=0.9804, top1-acc=69.88%, top5-acc=94.34%, remaining_time=0:00:23.717408, arrival_time=2021-04-14 21:51:05.827235, cost_time=0:00:02.695167 2021-04-14 21:50:43,362 INFO : TRAIN, epoch=0090, iter=00030/00196, fetch data time cost=2.10ms, fps=2045 images/s, loss=0.9760, top1-acc=70.56%, top5-acc=94.28%, remaining_time=0:00:21.843110, arrival_time=2021-04-14 21:51:05.205419, cost_time=0:00:03.947543 2021-04-14 21:50:44,635 INFO : TRAIN, epoch=0090, iter=00040/00196, fetch data time cost=2.31ms, fps=2013 images/s, loss=0.9643, top1-acc=70.84%, top5-acc=94.39%, remaining_time=0:00:20.360340, arrival_time=2021-04-14 21:51:04.995686, cost_time=0:00:05.220599 2021-04-14 21:50:45,894 INFO : TRAIN, epoch=0090, iter=00050/00196, fetch data time cost=1.54ms, fps=2034 images/s, loss=0.9696, top1-acc=70.80%, top5-acc=94.25%, remaining_time=0:00:18.920140, arrival_time=2021-04-14 21:51:04.814325, cost_time=0:00:06.479499 2021-04-14 21:50:47,146 INFO : TRAIN, epoch=0090, iter=00060/00196, fetch data time cost=1.37ms, fps=2046 images/s, loss=0.9711, top1-acc=70.68%, top5-acc=94.24%, remaining_time=0:00:17.524280, arrival_time=2021-04-14 21:51:04.670261, cost_time=0:00:07.731313 2021-04-14 21:50:48,405 INFO : TRAIN, epoch=0090, iter=00070/00196, fetch data time cost=2.78ms, fps=2034 images/s, loss=0.9735, top1-acc=70.56%, top5-acc=94.07%, remaining_time=0:00:16.182936, arrival_time=2021-04-14 21:51:04.588143, cost_time=0:00:08.990535 2021-04-14 21:50:49,667 INFO : TRAIN, epoch=0090, iter=00080/00196, fetch data time cost=1.45ms, fps=2029 images/s, loss=0.9756, top1-acc=70.61%, top5-acc=94.00%, remaining_time=0:00:14.866212, arrival_time=2021-04-14 21:51:04.533446, cost_time=0:00:10.252571 2021-04-14 21:50:50,923 INFO : TRAIN, epoch=0090, iter=00090/00196, fetch data time cost=1.64ms, fps=2039 images/s, loss=0.9763, top1-acc=70.53%, top5-acc=93.97%, remaining_time=0:00:13.554326, arrival_time=2021-04-14 21:51:04.477429, cost_time=0:00:11.508369 2021-04-14 21:50:52,176 INFO : TRAIN, epoch=0090, iter=00100/00196, fetch data time cost=1.39ms, fps=2044 images/s, loss=0.9829, top1-acc=70.50%, top5-acc=93.87%, remaining_time=0:00:12.251040, arrival_time=2021-04-14 21:51:04.427274, cost_time=0:00:12.761541 2021-04-14 21:50:53,419 INFO : TRAIN, epoch=0090, iter=00110/00196, fetch data time cost=1.38ms, fps=2059 images/s, loss=0.9866, top1-acc=70.38%, top5-acc=93.79%, remaining_time=0:00:10.949520, arrival_time=2021-04-14 21:51:04.369424, cost_time=0:00:14.005227 2021-04-14 21:50:54,676 INFO : TRAIN, epoch=0090, iter=00120/00196, fetch data time cost=1.87ms, fps=2038 images/s, loss=0.9876, top1-acc=70.44%, top5-acc=93.75%, remaining_time=0:00:09.665984, arrival_time=2021-04-14 21:51:04.342761, cost_time=0:00:15.262061 2021-04-14 21:50:55,930 INFO : TRAIN, epoch=0090, iter=00130/00196, fetch data time cost=1.38ms, fps=2042 images/s, loss=0.9885, top1-acc=70.40%, top5-acc=93.75%, remaining_time=0:00:08.385102, arrival_time=2021-04-14 21:51:04.315939, cost_time=0:00:16.516165 2021-04-14 21:50:57,175 INFO : TRAIN, epoch=0090, iter=00140/00196, fetch data time cost=1.53ms, fps=2057 images/s, loss=0.9932, top1-acc=70.37%, top5-acc=93.66%, remaining_time=0:00:07.104440, arrival_time=2021-04-14 21:51:04.280270, cost_time=0:00:17.761163 2021-04-14 21:50:58,419 INFO : TRAIN, epoch=0090, iter=00150/00196, fetch data time cost=1.41ms, fps=2058 images/s, loss=0.9940, top1-acc=70.33%, top5-acc=93.64%, remaining_time=0:00:05.828246, arrival_time=2021-04-14 21:51:04.248095, cost_time=0:00:19.005185 2021-04-14 21:50:59,688 INFO : TRAIN, epoch=0090, iter=00160/00196, fetch data time cost=1.88ms, fps=2019 images/s, loss=0.9964, top1-acc=70.27%, top5-acc=93.60%, remaining_time=0:00:04.561488, arrival_time=2021-04-14 21:51:04.249476, cost_time=0:00:20.273244 2021-04-14 21:51:00,946 INFO : TRAIN, epoch=0090, iter=00170/00196, fetch data time cost=1.69ms, fps=2034 images/s, loss=1.0004, top1-acc=70.19%, top5-acc=93.51%, remaining_time=0:00:03.293134, arrival_time=2021-04-14 21:51:04.239960, cost_time=0:00:21.532080 2021-04-14 21:51:02,200 INFO : TRAIN, epoch=0090, iter=00180/00196, fetch data time cost=1.54ms, fps=2044 images/s, loss=1.0037, top1-acc=70.10%, top5-acc=93.47%, remaining_time=0:00:02.025360, arrival_time=2021-04-14 21:51:04.225383, cost_time=0:00:22.785287 2021-04-14 21:51:03,450 INFO : TRAIN, epoch=0090, iter=00190/00196, fetch data time cost=1.35ms, fps=2048 images/s, loss=1.0055, top1-acc=70.14%, top5-acc=93.44%, remaining_time=0:00:00.759024, arrival_time=2021-04-14 21:51:04.209491, cost_time=0:00:24.035792 2021-04-14 21:51:04,126 INFO : TRAIN, epoch=0090, iter=00196/00196, fetch data time cost=1.31ms, fps=2012 images/s, loss=1.0062, top1-acc=70.11%, top5-acc=93.43%, remaining_time=0:00:00, arrival_time=2021-04-14 21:51:04.126874, cost_time=0:00:24.712195 2021-04-14 21:51:04,679 INFO : EVAL, epoch=0090, iter=00010/00040, fetch data time cost=0.20ms, fps=4648 images/s, loss=1.5464, top1-acc=56.95%, top5-acc=84.02%, remaining_time=0:00:01.652130, arrival_time=2021-04-14 21:51:06.331685, cost_time=0:00:00.550714 2021-04-14 21:51:05,079 INFO : EVAL, epoch=0090, iter=00020/00040, fetch data time cost=2.42ms, fps=6405 images/s, loss=1.5301, top1-acc=57.40%, top5-acc=84.69%, remaining_time=0:00:00.950760, arrival_time=2021-04-14 21:51:06.030361, cost_time=0:00:00.950758 2021-04-14 21:51:05,471 INFO : EVAL, epoch=0090, iter=00030/00040, fetch data time cost=1.52ms, fps=6547 images/s, loss=1.5520, top1-acc=56.86%, top5-acc=84.86%, remaining_time=0:00:00.447370, arrival_time=2021-04-14 21:51:05.918337, cost_time=0:00:01.342123 2021-04-14 21:51:05,830 INFO : EVAL, epoch=0090, iter=00040/00040, fetch data time cost=0.07ms, fps=6463 images/s, loss=1.5295, top1-acc=57.12%, top5-acc=85.23%, remaining_time=0:00:00, arrival_time=2021-04-14 21:51:05.830285, cost_time=0:00:01.701471 2021-04-14 21:51:05,923 INFO : Epoch=0090 complete, best val top1-acc=59.43%, top5-acc=87.15% (epoch=78), remaining_time=0:48:44.692210, arrival_time=2021-04-14 22:39:50.615915, cost_time=0:39:52.929950 2021-04-14 21:51:05,926 INFO : Train start, epoch=0091, lr=0.057822 2021-04-14 21:51:07,379 INFO : TRAIN, epoch=0091, iter=00010/00196, fetch data time cost=1.47ms, fps=1762 images/s, loss=0.9691, top1-acc=70.82%, top5-acc=94.26%, remaining_time=0:00:27.024312, arrival_time=2021-04-14 21:51:34.403386, cost_time=0:00:01.452918 2021-04-14 21:51:08,624 INFO : TRAIN, epoch=0091, iter=00020/00196, fetch data time cost=1.36ms, fps=2056 images/s, loss=0.9440, top1-acc=71.56%, top5-acc=94.26%, remaining_time=0:00:23.744160, arrival_time=2021-04-14 21:51:32.368532, cost_time=0:00:02.698203 2021-04-14 21:51:09,874 INFO : TRAIN, epoch=0091, iter=00030/00196, fetch data time cost=1.58ms, fps=2048 images/s, loss=0.9530, top1-acc=71.37%, top5-acc=94.19%, remaining_time=0:00:21.848588, arrival_time=2021-04-14 21:51:31.723454, cost_time=0:00:03.948554 2021-04-14 21:51:11,128 INFO : TRAIN, epoch=0091, iter=00040/00196, fetch data time cost=1.51ms, fps=2044 images/s, loss=0.9545, top1-acc=71.27%, top5-acc=94.24%, remaining_time=0:00:20.288112, arrival_time=2021-04-14 21:51:31.416365, cost_time=0:00:05.202083 2021-04-14 21:51:12,376 INFO : TRAIN, epoch=0091, iter=00050/00196, fetch data time cost=1.37ms, fps=2052 images/s, loss=0.9623, top1-acc=71.09%, top5-acc=94.14%, remaining_time=0:00:18.834146, arrival_time=2021-04-14 21:51:31.210331, cost_time=0:00:06.450027 2021-04-14 21:51:13,621 INFO : TRAIN, epoch=0091, iter=00060/00196, fetch data time cost=1.36ms, fps=2057 images/s, loss=0.9588, top1-acc=71.09%, top5-acc=94.27%, remaining_time=0:00:17.442000, arrival_time=2021-04-14 21:51:31.063156, cost_time=0:00:07.695001 2021-04-14 21:51:14,878 INFO : TRAIN, epoch=0091, iter=00070/00196, fetch data time cost=1.47ms, fps=2037 images/s, loss=0.9612, top1-acc=71.23%, top5-acc=94.19%, remaining_time=0:00:16.114014, arrival_time=2021-04-14 21:51:30.992387, cost_time=0:00:08.952213 2021-04-14 21:51:16,137 INFO : TRAIN, epoch=0091, iter=00080/00196, fetch data time cost=1.93ms, fps=2034 images/s, loss=0.9686, top1-acc=71.23%, top5-acc=94.03%, remaining_time=0:00:14.806588, arrival_time=2021-04-14 21:51:30.944226, cost_time=0:00:10.211433 2021-04-14 21:51:17,390 INFO : TRAIN, epoch=0091, iter=00090/00196, fetch data time cost=1.50ms, fps=2044 images/s, loss=0.9753, top1-acc=71.04%, top5-acc=93.92%, remaining_time=0:00:13.502810, arrival_time=2021-04-14 21:51:30.893661, cost_time=0:00:11.464677 2021-04-14 21:51:18,641 INFO : TRAIN, epoch=0091, iter=00100/00196, fetch data time cost=1.44ms, fps=2048 images/s, loss=0.9766, top1-acc=70.95%, top5-acc=93.91%, remaining_time=0:00:12.206400, arrival_time=2021-04-14 21:51:30.847543, cost_time=0:00:12.715005 2021-04-14 21:51:19,888 INFO : TRAIN, epoch=0091, iter=00110/00196, fetch data time cost=1.80ms, fps=2054 images/s, loss=0.9783, top1-acc=70.92%, top5-acc=93.87%, remaining_time=0:00:10.915636, arrival_time=2021-04-14 21:51:30.803791, cost_time=0:00:13.961864 2021-04-14 21:51:21,146 INFO : TRAIN, epoch=0091, iter=00120/00196, fetch data time cost=1.51ms, fps=2036 images/s, loss=0.9773, top1-acc=70.90%, top5-acc=93.87%, remaining_time=0:00:09.639232, arrival_time=2021-04-14 21:51:30.785245, cost_time=0:00:15.219802 2021-04-14 21:51:22,399 INFO : TRAIN, epoch=0091, iter=00130/00196, fetch data time cost=1.51ms, fps=2044 images/s, loss=0.9818, top1-acc=70.72%, top5-acc=93.80%, remaining_time=0:00:08.363190, arrival_time=2021-04-14 21:51:30.762309, cost_time=0:00:16.472914 2021-04-14 21:51:23,648 INFO : TRAIN, epoch=0091, iter=00140/00196, fetch data time cost=1.44ms, fps=2050 images/s, loss=0.9857, top1-acc=70.63%, top5-acc=93.72%, remaining_time=0:00:07.088816, arrival_time=2021-04-14 21:51:30.736988, cost_time=0:00:17.721996 2021-04-14 21:51:24,905 INFO : TRAIN, epoch=0091, iter=00150/00196, fetch data time cost=1.79ms, fps=2036 images/s, loss=0.9898, top1-acc=70.51%, top5-acc=93.68%, remaining_time=0:00:05.820472, arrival_time=2021-04-14 21:51:30.726396, cost_time=0:00:18.979768 2021-04-14 21:51:26,154 INFO : TRAIN, epoch=0091, iter=00160/00196, fetch data time cost=1.35ms, fps=2051 images/s, loss=0.9951, top1-acc=70.37%, top5-acc=93.59%, remaining_time=0:00:04.551408, arrival_time=2021-04-14 21:51:30.706082, cost_time=0:00:20.228485 2021-04-14 21:51:27,412 INFO : TRAIN, epoch=0091, iter=00170/00196, fetch data time cost=2.21ms, fps=2036 images/s, loss=0.9977, top1-acc=70.30%, top5-acc=93.56%, remaining_time=0:00:03.286166, arrival_time=2021-04-14 21:51:30.698908, cost_time=0:00:21.486551 2021-04-14 21:51:28,676 INFO : TRAIN, epoch=0091, iter=00180/00196, fetch data time cost=2.45ms, fps=2027 images/s, loss=0.9985, top1-acc=70.29%, top5-acc=93.52%, remaining_time=0:00:02.022240, arrival_time=2021-04-14 21:51:30.698679, cost_time=0:00:22.750278 2021-04-14 21:51:29,926 INFO : TRAIN, epoch=0091, iter=00190/00196, fetch data time cost=1.43ms, fps=2048 images/s, loss=0.9997, top1-acc=70.27%, top5-acc=93.50%, remaining_time=0:00:00.757908, arrival_time=2021-04-14 21:51:30.684583, cost_time=0:00:24.000514 2021-04-14 21:51:30,605 INFO : TRAIN, epoch=0091, iter=00196/00196, fetch data time cost=1.23ms, fps=2005 images/s, loss=0.9992, top1-acc=70.28%, top5-acc=93.51%, remaining_time=0:00:00, arrival_time=2021-04-14 21:51:30.605244, cost_time=0:00:24.679087 2021-04-14 21:51:31,164 INFO : EVAL, epoch=0091, iter=00010/00040, fetch data time cost=2.83ms, fps=4595 images/s, loss=1.4798, top1-acc=58.09%, top5-acc=86.05%, remaining_time=0:00:01.671210, arrival_time=2021-04-14 21:51:32.835465, cost_time=0:00:00.557073 2021-04-14 21:51:31,561 INFO : EVAL, epoch=0091, iter=00020/00040, fetch data time cost=1.81ms, fps=6451 images/s, loss=1.4486, top1-acc=59.28%, top5-acc=86.78%, remaining_time=0:00:00.954440, arrival_time=2021-04-14 21:51:32.516043, cost_time=0:00:00.954435 2021-04-14 21:51:31,953 INFO : EVAL, epoch=0091, iter=00030/00040, fetch data time cost=1.60ms, fps=6535 images/s, loss=1.4439, top1-acc=59.48%, top5-acc=86.91%, remaining_time=0:00:00.448890, arrival_time=2021-04-14 21:51:32.402684, cost_time=0:00:01.346679 2021-04-14 21:51:32,315 INFO : EVAL, epoch=0091, iter=00040/00040, fetch data time cost=0.05ms, fps=6431 images/s, loss=1.4320, top1-acc=59.41%, top5-acc=87.13%, remaining_time=0:00:00, arrival_time=2021-04-14 21:51:32.314987, cost_time=0:00:01.707796 2021-04-14 21:51:32,424 INFO : Epoch=0091 complete, best val top1-acc=59.43%, top5-acc=87.15% (epoch=78), remaining_time=0:48:17.999895, arrival_time=2021-04-14 22:39:50.424770, cost_time=0:40:19.431111 2021-04-14 21:51:32,427 INFO : Train start, epoch=0092, lr=0.057045 2021-04-14 21:51:33,855 INFO : TRAIN, epoch=0092, iter=00010/00196, fetch data time cost=0.38ms, fps=1793 images/s, loss=0.9747, top1-acc=70.82%, top5-acc=93.83%, remaining_time=0:00:26.563032, arrival_time=2021-04-14 21:52:00.418526, cost_time=0:00:01.428116 2021-04-14 21:51:35,116 INFO : TRAIN, epoch=0092, iter=00020/00196, fetch data time cost=2.18ms, fps=2032 images/s, loss=0.9395, top1-acc=72.09%, top5-acc=94.22%, remaining_time=0:00:23.661440, arrival_time=2021-04-14 21:51:58.777614, cost_time=0:00:02.688797 2021-04-14 21:51:36,374 INFO : TRAIN, epoch=0092, iter=00030/00196, fetch data time cost=1.69ms, fps=2036 images/s, loss=0.9417, top1-acc=72.21%, top5-acc=94.19%, remaining_time=0:00:21.838130, arrival_time=2021-04-14 21:51:58.212240, cost_time=0:00:03.946656 2021-04-14 21:51:37,638 INFO : TRAIN, epoch=0092, iter=00040/00196, fetch data time cost=1.54ms, fps=2025 images/s, loss=0.9421, top1-acc=72.02%, top5-acc=94.15%, remaining_time=0:00:20.324616, arrival_time=2021-04-14 21:51:57.963434, cost_time=0:00:05.211441 2021-04-14 21:51:38,889 INFO : TRAIN, epoch=0092, iter=00050/00196, fetch data time cost=1.40ms, fps=2048 images/s, loss=0.9457, top1-acc=71.73%, top5-acc=94.16%, remaining_time=0:00:18.869186, arrival_time=2021-04-14 21:51:57.758541, cost_time=0:00:06.462047 2021-04-14 21:51:40,140 INFO : TRAIN, epoch=0092, iter=00060/00196, fetch data time cost=1.86ms, fps=2047 images/s, loss=0.9514, top1-acc=71.79%, top5-acc=94.02%, remaining_time=0:00:17.482936, arrival_time=2021-04-14 21:51:57.623466, cost_time=0:00:07.713066 2021-04-14 21:51:41,394 INFO : TRAIN, epoch=0092, iter=00070/00196, fetch data time cost=1.45ms, fps=2043 images/s, loss=0.9534, top1-acc=71.76%, top5-acc=93.96%, remaining_time=0:00:16.140726, arrival_time=2021-04-14 21:51:57.535111, cost_time=0:00:08.967041 2021-04-14 21:51:42,650 INFO : TRAIN, epoch=0092, iter=00080/00196, fetch data time cost=1.54ms, fps=2039 images/s, loss=0.9540, top1-acc=71.73%, top5-acc=93.98%, remaining_time=0:00:14.823060, arrival_time=2021-04-14 21:51:57.473258, cost_time=0:00:10.222812 2021-04-14 21:51:43,905 INFO : TRAIN, epoch=0092, iter=00090/00196, fetch data time cost=1.50ms, fps=2041 images/s, loss=0.9614, top1-acc=71.48%, top5-acc=93.93%, remaining_time=0:00:13.518180, arrival_time=2021-04-14 21:51:57.423220, cost_time=0:00:11.477742 2021-04-14 21:51:45,151 INFO : TRAIN, epoch=0092, iter=00100/00196, fetch data time cost=1.51ms, fps=2054 images/s, loss=0.9717, top1-acc=71.19%, top5-acc=93.82%, remaining_time=0:00:12.215520, arrival_time=2021-04-14 21:51:57.367385, cost_time=0:00:12.724485 2021-04-14 21:51:46,406 INFO : TRAIN, epoch=0092, iter=00110/00196, fetch data time cost=1.41ms, fps=2042 images/s, loss=0.9768, top1-acc=71.05%, top5-acc=93.80%, remaining_time=0:00:10.928880, arrival_time=2021-04-14 21:51:57.334958, cost_time=0:00:13.978773 2021-04-14 21:51:47,656 INFO : TRAIN, epoch=0092, iter=00120/00196, fetch data time cost=1.44ms, fps=2049 images/s, loss=0.9802, top1-acc=70.97%, top5-acc=93.77%, remaining_time=0:00:09.644856, arrival_time=2021-04-14 21:51:57.300875, cost_time=0:00:15.228671 2021-04-14 21:51:48,909 INFO : TRAIN, epoch=0092, iter=00130/00196, fetch data time cost=1.89ms, fps=2043 images/s, loss=0.9834, top1-acc=70.93%, top5-acc=93.73%, remaining_time=0:00:08.367942, arrival_time=2021-04-14 21:51:57.277704, cost_time=0:00:16.482312 2021-04-14 21:51:50,157 INFO : TRAIN, epoch=0092, iter=00140/00196, fetch data time cost=1.39ms, fps=2053 images/s, loss=0.9894, top1-acc=70.75%, top5-acc=93.69%, remaining_time=0:00:07.091896, arrival_time=2021-04-14 21:51:57.249059, cost_time=0:00:17.729796 2021-04-14 21:51:51,418 INFO : TRAIN, epoch=0092, iter=00150/00196, fetch data time cost=1.40ms, fps=2031 images/s, loss=0.9916, top1-acc=70.61%, top5-acc=93.66%, remaining_time=0:00:05.823922, arrival_time=2021-04-14 21:51:57.242217, cost_time=0:00:18.991009 2021-04-14 21:51:52,676 INFO : TRAIN, epoch=0092, iter=00160/00196, fetch data time cost=1.56ms, fps=2035 images/s, loss=0.9965, top1-acc=70.46%, top5-acc=93.60%, remaining_time=0:00:04.556124, arrival_time=2021-04-14 21:51:57.232903, cost_time=0:00:20.249414 2021-04-14 21:51:53,921 INFO : TRAIN, epoch=0092, iter=00170/00196, fetch data time cost=1.56ms, fps=2057 images/s, loss=0.9976, top1-acc=70.47%, top5-acc=93.59%, remaining_time=0:00:03.287414, arrival_time=2021-04-14 21:51:57.209317, cost_time=0:00:21.494596 2021-04-14 21:51:55,179 INFO : TRAIN, epoch=0092, iter=00180/00196, fetch data time cost=1.58ms, fps=2036 images/s, loss=0.9985, top1-acc=70.41%, top5-acc=93.56%, remaining_time=0:00:02.022432, arrival_time=2021-04-14 21:51:57.202009, cost_time=0:00:22.752276 2021-04-14 21:51:56,430 INFO : TRAIN, epoch=0092, iter=00190/00196, fetch data time cost=1.60ms, fps=2047 images/s, loss=1.0000, top1-acc=70.34%, top5-acc=93.54%, remaining_time=0:00:00.757992, arrival_time=2021-04-14 21:51:57.188473, cost_time=0:00:24.003139 2021-04-14 21:51:57,119 INFO : TRAIN, epoch=0092, iter=00196/00196, fetch data time cost=1.28ms, fps=1977 images/s, loss=0.9996, top1-acc=70.33%, top5-acc=93.53%, remaining_time=0:00:00, arrival_time=2021-04-14 21:51:57.119002, cost_time=0:00:24.691650 2021-04-14 21:51:57,680 INFO : EVAL, epoch=0092, iter=00010/00040, fetch data time cost=16.06ms, fps=4574 images/s, loss=1.4755, top1-acc=59.18%, top5-acc=85.59%, remaining_time=0:00:01.678830, arrival_time=2021-04-14 21:51:59.359593, cost_time=0:00:00.559610 2021-04-14 21:51:58,077 INFO : EVAL, epoch=0092, iter=00020/00040, fetch data time cost=2.07ms, fps=6469 images/s, loss=1.4754, top1-acc=59.22%, top5-acc=86.54%, remaining_time=0:00:00.955940, arrival_time=2021-04-14 21:51:59.032981, cost_time=0:00:00.955949 2021-04-14 21:51:58,490 INFO : EVAL, epoch=0092, iter=00030/00040, fetch data time cost=0.19ms, fps=6195 images/s, loss=1.4581, top1-acc=59.65%, top5-acc=86.85%, remaining_time=0:00:00.456520, arrival_time=2021-04-14 21:51:58.947176, cost_time=0:00:01.369550 2021-04-14 21:51:58,852 INFO : EVAL, epoch=0092, iter=00040/00040, fetch data time cost=0.08ms, fps=6426 images/s, loss=1.4483, top1-acc=59.53%, top5-acc=86.92%, remaining_time=0:00:00, arrival_time=2021-04-14 21:51:58.852061, cost_time=0:00:01.731003 2021-04-14 21:51:59,022 INFO : Epoch=0092 complete, best val top1-acc=59.53%, top5-acc=86.92% (epoch=92), remaining_time=0:47:51.425052, arrival_time=2021-04-14 22:39:50.447519, cost_time=0:40:46.028728 2021-04-14 21:51:59,023 INFO : Train start, epoch=0093, lr=0.056267 2021-04-14 21:52:00,440 INFO : TRAIN, epoch=0093, iter=00010/00196, fetch data time cost=1.41ms, fps=1807 images/s, loss=0.9714, top1-acc=71.29%, top5-acc=93.79%, remaining_time=0:00:26.352480, arrival_time=2021-04-14 21:52:26.793135, cost_time=0:00:01.416802 2021-04-14 21:52:01,693 INFO : TRAIN, epoch=0093, iter=00020/00196, fetch data time cost=1.41ms, fps=2044 images/s, loss=0.9917, top1-acc=70.43%, top5-acc=93.83%, remaining_time=0:00:23.495120, arrival_time=2021-04-14 21:52:25.188866, cost_time=0:00:02.669907 2021-04-14 21:52:02,953 INFO : TRAIN, epoch=0093, iter=00030/00196, fetch data time cost=1.71ms, fps=2032 images/s, loss=0.9888, top1-acc=70.38%, top5-acc=93.82%, remaining_time=0:00:21.745668, arrival_time=2021-04-14 21:52:24.699459, cost_time=0:00:03.929935 2021-04-14 21:52:04,212 INFO : TRAIN, epoch=0093, iter=00040/00196, fetch data time cost=1.95ms, fps=2034 images/s, loss=0.9819, top1-acc=70.69%, top5-acc=93.89%, remaining_time=0:00:20.236632, arrival_time=2021-04-14 21:52:24.449426, cost_time=0:00:05.188866 2021-04-14 21:52:05,471 INFO : TRAIN, epoch=0093, iter=00050/00196, fetch data time cost=1.41ms, fps=2035 images/s, loss=0.9822, top1-acc=70.80%, top5-acc=93.82%, remaining_time=0:00:18.826700, arrival_time=2021-04-14 21:52:24.298060, cost_time=0:00:06.447504 2021-04-14 21:52:06,722 INFO : TRAIN, epoch=0093, iter=00060/00196, fetch data time cost=1.33ms, fps=2047 images/s, loss=0.9763, top1-acc=70.98%, top5-acc=93.78%, remaining_time=0:00:17.450296, arrival_time=2021-04-14 21:52:24.172829, cost_time=0:00:07.698639 2021-04-14 21:52:07,975 INFO : TRAIN, epoch=0093, iter=00070/00196, fetch data time cost=1.47ms, fps=2044 images/s, loss=0.9714, top1-acc=71.21%, top5-acc=93.82%, remaining_time=0:00:16.113132, arrival_time=2021-04-14 21:52:24.088733, cost_time=0:00:08.951754 2021-04-14 21:52:09,237 INFO : TRAIN, epoch=0093, iter=00080/00196, fetch data time cost=1.95ms, fps=2029 images/s, loss=0.9725, top1-acc=71.16%, top5-acc=93.84%, remaining_time=0:00:14.810300, arrival_time=2021-04-14 21:52:24.048181, cost_time=0:00:10.214025 2021-04-14 21:52:10,487 INFO : TRAIN, epoch=0093, iter=00090/00196, fetch data time cost=1.47ms, fps=2050 images/s, loss=0.9731, top1-acc=71.13%, top5-acc=93.77%, remaining_time=0:00:13.501220, arrival_time=2021-04-14 21:52:23.988392, cost_time=0:00:11.463264 2021-04-14 21:52:11,734 INFO : TRAIN, epoch=0093, iter=00100/00196, fetch data time cost=1.34ms, fps=2053 images/s, loss=0.9732, top1-acc=71.18%, top5-acc=93.80%, remaining_time=0:00:12.202368, arrival_time=2021-04-14 21:52:23.937099, cost_time=0:00:12.710810 2021-04-14 21:52:13,000 INFO : TRAIN, epoch=0093, iter=00110/00196, fetch data time cost=2.07ms, fps=2024 images/s, loss=0.9776, top1-acc=71.15%, top5-acc=93.73%, remaining_time=0:00:10.926988, arrival_time=2021-04-14 21:52:23.927224, cost_time=0:00:13.976386 2021-04-14 21:52:14,256 INFO : TRAIN, epoch=0093, iter=00120/00196, fetch data time cost=1.40ms, fps=2038 images/s, loss=0.9804, top1-acc=71.05%, top5-acc=93.72%, remaining_time=0:00:09.647364, arrival_time=2021-04-14 21:52:23.903901, cost_time=0:00:15.232672 2021-04-14 21:52:15,511 INFO : TRAIN, epoch=0093, iter=00130/00196, fetch data time cost=1.37ms, fps=2041 images/s, loss=0.9813, top1-acc=71.06%, top5-acc=93.70%, remaining_time=0:00:08.370582, arrival_time=2021-04-14 21:52:23.882001, cost_time=0:00:16.487570 2021-04-14 21:52:16,758 INFO : TRAIN, epoch=0093, iter=00140/00196, fetch data time cost=1.40ms, fps=2053 images/s, loss=0.9825, top1-acc=70.97%, top5-acc=93.71%, remaining_time=0:00:07.093968, arrival_time=2021-04-14 21:52:23.852674, cost_time=0:00:17.734860 2021-04-14 21:52:18,021 INFO : TRAIN, epoch=0093, iter=00150/00196, fetch data time cost=2.60ms, fps=2028 images/s, loss=0.9869, top1-acc=70.85%, top5-acc=93.60%, remaining_time=0:00:05.825992, arrival_time=2021-04-14 21:52:23.847670, cost_time=0:00:18.997780 2021-04-14 21:52:19,308 INFO : TRAIN, epoch=0093, iter=00160/00196, fetch data time cost=1.54ms, fps=1990 images/s, loss=0.9927, top1-acc=70.73%, top5-acc=93.48%, remaining_time=0:00:04.564008, arrival_time=2021-04-14 21:52:23.872444, cost_time=0:00:20.284462 2021-04-14 21:52:20,573 INFO : TRAIN, epoch=0093, iter=00170/00196, fetch data time cost=2.27ms, fps=2024 images/s, loss=0.9933, top1-acc=70.70%, top5-acc=93.52%, remaining_time=0:00:03.295864, arrival_time=2021-04-14 21:52:23.869731, cost_time=0:00:21.549931 2021-04-14 21:52:21,842 INFO : TRAIN, epoch=0093, iter=00180/00196, fetch data time cost=2.15ms, fps=2018 images/s, loss=0.9929, top1-acc=70.75%, top5-acc=93.53%, remaining_time=0:00:02.028352, arrival_time=2021-04-14 21:52:23.871168, cost_time=0:00:22.818894 2021-04-14 21:52:23,096 INFO : TRAIN, epoch=0093, iter=00190/00196, fetch data time cost=1.43ms, fps=2043 images/s, loss=0.9947, top1-acc=70.69%, top5-acc=93.50%, remaining_time=0:00:00.760188, arrival_time=2021-04-14 21:52:23.856633, cost_time=0:00:24.072591 2021-04-14 21:52:23,801 INFO : TRAIN, epoch=0093, iter=00196/00196, fetch data time cost=1.99ms, fps=1930 images/s, loss=0.9954, top1-acc=70.65%, top5-acc=93.50%, remaining_time=0:00:00, arrival_time=2021-04-14 21:52:23.801575, cost_time=0:00:24.777566 2021-04-14 21:52:24,385 INFO : EVAL, epoch=0093, iter=00010/00040, fetch data time cost=0.42ms, fps=4413 images/s, loss=1.5503, top1-acc=57.46%, top5-acc=85.55%, remaining_time=0:00:01.740210, arrival_time=2021-04-14 21:52:26.125162, cost_time=0:00:00.580067 2021-04-14 21:52:24,778 INFO : EVAL, epoch=0093, iter=00020/00040, fetch data time cost=3.25ms, fps=6519 images/s, loss=1.5702, top1-acc=56.78%, top5-acc=85.45%, remaining_time=0:00:00.973320, arrival_time=2021-04-14 21:52:25.751462, cost_time=0:00:00.973320 2021-04-14 21:52:25,176 INFO : EVAL, epoch=0093, iter=00030/00040, fetch data time cost=3.53ms, fps=6429 images/s, loss=1.5850, top1-acc=56.77%, top5-acc=85.22%, remaining_time=0:00:00.457280, arrival_time=2021-04-14 21:52:25.634152, cost_time=0:00:01.371844 2021-04-14 21:52:25,541 INFO : EVAL, epoch=0093, iter=00040/00040, fetch data time cost=0.07ms, fps=6366 images/s, loss=1.5774, top1-acc=56.98%, top5-acc=85.59%, remaining_time=0:00:00, arrival_time=2021-04-14 21:52:25.541845, cost_time=0:00:01.737034 2021-04-14 21:52:25,650 INFO : Epoch=0093 complete, best val top1-acc=59.53%, top5-acc=86.92% (epoch=92), remaining_time=0:47:24.884114, arrival_time=2021-04-14 22:39:50.534170, cost_time=0:41:12.656330 2021-04-14 21:52:25,651 INFO : Train start, epoch=0094, lr=0.055487 2021-04-14 21:52:27,095 INFO : TRAIN, epoch=0094, iter=00010/00196, fetch data time cost=1.30ms, fps=1773 images/s, loss=0.9433, top1-acc=71.33%, top5-acc=94.65%, remaining_time=0:00:26.849100, arrival_time=2021-04-14 21:52:53.944160, cost_time=0:00:01.443500 2021-04-14 21:52:28,348 INFO : TRAIN, epoch=0094, iter=00020/00196, fetch data time cost=1.40ms, fps=2043 images/s, loss=0.9302, top1-acc=71.60%, top5-acc=94.57%, remaining_time=0:00:23.730784, arrival_time=2021-04-14 21:52:52.079103, cost_time=0:00:02.696671 2021-04-14 21:52:29,604 INFO : TRAIN, epoch=0094, iter=00030/00196, fetch data time cost=1.83ms, fps=2039 images/s, loss=0.9347, top1-acc=72.14%, top5-acc=94.35%, remaining_time=0:00:21.872990, arrival_time=2021-04-14 21:52:51.477494, cost_time=0:00:03.952949 2021-04-14 21:52:30,855 INFO : TRAIN, epoch=0094, iter=00040/00196, fetch data time cost=1.53ms, fps=2047 images/s, loss=0.9379, top1-acc=72.12%, top5-acc=94.32%, remaining_time=0:00:20.294196, arrival_time=2021-04-14 21:52:51.149507, cost_time=0:00:05.203643 2021-04-14 21:52:32,118 INFO : TRAIN, epoch=0094, iter=00050/00196, fetch data time cost=1.83ms, fps=2029 images/s, loss=0.9418, top1-acc=71.88%, top5-acc=94.32%, remaining_time=0:00:18.881888, arrival_time=2021-04-14 21:52:50.999896, cost_time=0:00:06.466384 2021-04-14 21:52:33,386 INFO : TRAIN, epoch=0094, iter=00060/00196, fetch data time cost=1.90ms, fps=2019 images/s, loss=0.9389, top1-acc=71.91%, top5-acc=94.36%, remaining_time=0:00:17.532712, arrival_time=2021-04-14 21:52:50.919288, cost_time=0:00:07.735025 2021-04-14 21:52:34,642 INFO : TRAIN, epoch=0094, iter=00070/00196, fetch data time cost=1.92ms, fps=2039 images/s, loss=0.9446, top1-acc=71.81%, top5-acc=94.36%, remaining_time=0:00:16.183314, arrival_time=2021-04-14 21:52:50.825760, cost_time=0:00:08.990712 2021-04-14 21:52:35,903 INFO : TRAIN, epoch=0094, iter=00080/00196, fetch data time cost=1.40ms, fps=2030 images/s, loss=0.9525, top1-acc=71.65%, top5-acc=94.18%, remaining_time=0:00:14.865980, arrival_time=2021-04-14 21:52:50.769921, cost_time=0:00:10.252391 2021-04-14 21:52:37,162 INFO : TRAIN, epoch=0094, iter=00090/00196, fetch data time cost=1.29ms, fps=2034 images/s, loss=0.9558, top1-acc=71.56%, top5-acc=94.16%, remaining_time=0:00:13.557506, arrival_time=2021-04-14 21:52:50.720221, cost_time=0:00:11.511079 2021-04-14 21:52:38,423 INFO : TRAIN, epoch=0094, iter=00100/00196, fetch data time cost=1.95ms, fps=2032 images/s, loss=0.9558, top1-acc=71.59%, top5-acc=94.09%, remaining_time=0:00:12.260928, arrival_time=2021-04-14 21:52:50.684366, cost_time=0:00:12.771752 2021-04-14 21:52:39,685 INFO : TRAIN, epoch=0094, iter=00110/00196, fetch data time cost=1.54ms, fps=2030 images/s, loss=0.9601, top1-acc=71.51%, top5-acc=94.06%, remaining_time=0:00:10.971536, arrival_time=2021-04-14 21:52:50.656552, cost_time=0:00:14.033382 2021-04-14 21:52:40,938 INFO : TRAIN, epoch=0094, iter=00120/00196, fetch data time cost=1.58ms, fps=2043 images/s, loss=0.9643, top1-acc=71.31%, top5-acc=94.04%, remaining_time=0:00:09.681792, arrival_time=2021-04-14 21:52:50.620470, cost_time=0:00:15.287047 2021-04-14 21:52:42,192 INFO : TRAIN, epoch=0094, iter=00130/00196, fetch data time cost=1.87ms, fps=2042 images/s, loss=0.9700, top1-acc=71.09%, top5-acc=93.97%, remaining_time=0:00:08.397906, arrival_time=2021-04-14 21:52:50.590789, cost_time=0:00:16.541318 2021-04-14 21:52:43,445 INFO : TRAIN, epoch=0094, iter=00140/00196, fetch data time cost=1.54ms, fps=2044 images/s, loss=0.9739, top1-acc=71.03%, top5-acc=93.94%, remaining_time=0:00:07.117712, arrival_time=2021-04-14 21:52:50.563562, cost_time=0:00:17.794211 2021-04-14 21:52:44,695 INFO : TRAIN, epoch=0094, iter=00150/00196, fetch data time cost=1.35ms, fps=2049 images/s, loss=0.9763, top1-acc=70.91%, top5-acc=93.90%, remaining_time=0:00:05.840160, arrival_time=2021-04-14 21:52:50.535692, cost_time=0:00:19.043985 2021-04-14 21:52:45,959 INFO : TRAIN, epoch=0094, iter=00160/00196, fetch data time cost=1.41ms, fps=2027 images/s, loss=0.9770, top1-acc=70.86%, top5-acc=93.87%, remaining_time=0:00:04.569156, arrival_time=2021-04-14 21:52:50.528214, cost_time=0:00:20.307426 2021-04-14 21:52:47,205 INFO : TRAIN, epoch=0094, iter=00170/00196, fetch data time cost=1.38ms, fps=2055 images/s, loss=0.9808, top1-acc=70.73%, top5-acc=93.83%, remaining_time=0:00:03.296410, arrival_time=2021-04-14 21:52:50.501455, cost_time=0:00:21.553497 2021-04-14 21:52:48,452 INFO : TRAIN, epoch=0094, iter=00180/00196, fetch data time cost=1.55ms, fps=2052 images/s, loss=0.9838, top1-acc=70.62%, top5-acc=93.83%, remaining_time=0:00:02.026784, arrival_time=2021-04-14 21:52:50.479682, cost_time=0:00:22.801270 2021-04-14 21:52:49,705 INFO : TRAIN, epoch=0094, iter=00190/00196, fetch data time cost=1.24ms, fps=2045 images/s, loss=0.9836, top1-acc=70.65%, top5-acc=93.85%, remaining_time=0:00:00.759582, arrival_time=2021-04-14 21:52:50.464701, cost_time=0:00:24.053505 2021-04-14 21:52:50,381 INFO : TRAIN, epoch=0094, iter=00196/00196, fetch data time cost=0.08ms, fps=2011 images/s, loss=0.9827, top1-acc=70.69%, top5-acc=93.87%, remaining_time=0:00:00, arrival_time=2021-04-14 21:52:50.381736, cost_time=0:00:24.730194 2021-04-14 21:52:50,925 INFO : EVAL, epoch=0094, iter=00010/00040, fetch data time cost=2.19ms, fps=4726 images/s, loss=1.5421, top1-acc=57.81%, top5-acc=86.21%, remaining_time=0:00:01.625010, arrival_time=2021-04-14 21:52:52.550202, cost_time=0:00:00.541674 2021-04-14 21:52:51,320 INFO : EVAL, epoch=0094, iter=00020/00040, fetch data time cost=0.43ms, fps=6483 images/s, loss=1.5616, top1-acc=57.83%, top5-acc=85.47%, remaining_time=0:00:00.937040, arrival_time=2021-04-14 21:52:52.257706, cost_time=0:00:00.937050 2021-04-14 21:52:51,724 INFO : EVAL, epoch=0094, iter=00030/00040, fetch data time cost=6.27ms, fps=6346 images/s, loss=1.5694, top1-acc=57.54%, top5-acc=85.48%, remaining_time=0:00:00.447030, arrival_time=2021-04-14 21:52:52.171661, cost_time=0:00:01.341076 2021-04-14 21:52:52,081 INFO : EVAL, epoch=0094, iter=00040/00040, fetch data time cost=0.06ms, fps=6511 images/s, loss=1.5604, top1-acc=57.37%, top5-acc=85.52%, remaining_time=0:00:00, arrival_time=2021-04-14 21:52:52.081530, cost_time=0:00:01.698075 2021-04-14 21:52:52,165 INFO : Epoch=0094 complete, best val top1-acc=59.53%, top5-acc=86.92% (epoch=92), remaining_time=0:46:58.215110, arrival_time=2021-04-14 22:39:50.380748, cost_time=0:41:39.171869 2021-04-14 21:52:52,168 INFO : Train start, epoch=0095, lr=0.054705 2021-04-14 21:52:53,613 INFO : TRAIN, epoch=0095, iter=00010/00196, fetch data time cost=0.31ms, fps=1771 images/s, loss=0.8908, top1-acc=73.52%, top5-acc=95.23%, remaining_time=0:00:26.884254, arrival_time=2021-04-14 21:53:20.497977, cost_time=0:00:01.445390 2021-04-14 21:52:54,860 INFO : TRAIN, epoch=0095, iter=00020/00196, fetch data time cost=1.74ms, fps=2054 images/s, loss=0.9126, top1-acc=72.50%, top5-acc=94.86%, remaining_time=0:00:23.691360, arrival_time=2021-04-14 21:53:18.551979, cost_time=0:00:02.692200 2021-04-14 21:52:56,126 INFO : TRAIN, epoch=0095, iter=00030/00196, fetch data time cost=1.63ms, fps=2024 images/s, loss=0.9148, top1-acc=72.29%, top5-acc=94.71%, remaining_time=0:00:21.899716, arrival_time=2021-04-14 21:53:18.025858, cost_time=0:00:03.957765 2021-04-14 21:52:57,384 INFO : TRAIN, epoch=0095, iter=00040/00196, fetch data time cost=1.43ms, fps=2035 images/s, loss=0.9187, top1-acc=72.35%, top5-acc=94.66%, remaining_time=0:00:20.345052, arrival_time=2021-04-14 21:53:17.729981, cost_time=0:00:05.216686 2021-04-14 21:52:58,641 INFO : TRAIN, epoch=0095, iter=00050/00196, fetch data time cost=1.61ms, fps=2039 images/s, loss=0.9314, top1-acc=71.89%, top5-acc=94.59%, remaining_time=0:00:18.900576, arrival_time=2021-04-14 21:53:17.541738, cost_time=0:00:06.472811 2021-04-14 21:52:59,887 INFO : TRAIN, epoch=0095, iter=00060/00196, fetch data time cost=1.42ms, fps=2055 images/s, loss=0.9326, top1-acc=71.94%, top5-acc=94.58%, remaining_time=0:00:17.496264, arrival_time=2021-04-14 21:53:17.383542, cost_time=0:00:07.718950 2021-04-14 21:53:01,151 INFO : TRAIN, epoch=0095, iter=00070/00196, fetch data time cost=1.35ms, fps=2026 images/s, loss=0.9387, top1-acc=71.79%, top5-acc=94.46%, remaining_time=0:00:16.169832, arrival_time=2021-04-14 21:53:17.321340, cost_time=0:00:08.983262 2021-04-14 21:53:02,403 INFO : TRAIN, epoch=0095, iter=00080/00196, fetch data time cost=1.37ms, fps=2045 images/s, loss=0.9407, top1-acc=71.81%, top5-acc=94.40%, remaining_time=0:00:14.841504, arrival_time=2021-04-14 21:53:17.245351, cost_time=0:00:10.235502 2021-04-14 21:53:03,657 INFO : TRAIN, epoch=0095, iter=00090/00196, fetch data time cost=1.96ms, fps=2044 images/s, loss=0.9504, top1-acc=71.57%, top5-acc=94.38%, remaining_time=0:00:13.531218, arrival_time=2021-04-14 21:53:17.188269, cost_time=0:00:11.488737 2021-04-14 21:53:04,913 INFO : TRAIN, epoch=0095, iter=00100/00196, fetch data time cost=1.60ms, fps=2039 images/s, loss=0.9550, top1-acc=71.50%, top5-acc=94.30%, remaining_time=0:00:12.235296, arrival_time=2021-04-14 21:53:17.148759, cost_time=0:00:12.745127 2021-04-14 21:53:06,172 INFO : TRAIN, epoch=0095, iter=00110/00196, fetch data time cost=1.41ms, fps=2035 images/s, loss=0.9598, top1-acc=71.36%, top5-acc=94.23%, remaining_time=0:00:10.948574, arrival_time=2021-04-14 21:53:17.120827, cost_time=0:00:14.003993 2021-04-14 21:53:07,424 INFO : TRAIN, epoch=0095, iter=00120/00196, fetch data time cost=1.44ms, fps=2046 images/s, loss=0.9609, top1-acc=71.47%, top5-acc=94.19%, remaining_time=0:00:09.662108, arrival_time=2021-04-14 21:53:17.086298, cost_time=0:00:15.255944 2021-04-14 21:53:08,685 INFO : TRAIN, epoch=0095, iter=00130/00196, fetch data time cost=1.56ms, fps=2031 images/s, loss=0.9634, top1-acc=71.39%, top5-acc=94.13%, remaining_time=0:00:08.385300, arrival_time=2021-04-14 21:53:17.070231, cost_time=0:00:16.516522 2021-04-14 21:53:09,935 INFO : TRAIN, epoch=0095, iter=00140/00196, fetch data time cost=1.41ms, fps=2048 images/s, loss=0.9649, top1-acc=71.29%, top5-acc=94.08%, remaining_time=0:00:07.106848, arrival_time=2021-04-14 21:53:17.042173, cost_time=0:00:17.767075 2021-04-14 21:53:11,189 INFO : TRAIN, epoch=0095, iter=00150/00196, fetch data time cost=1.41ms, fps=2042 images/s, loss=0.9669, top1-acc=71.22%, top5-acc=94.05%, remaining_time=0:00:05.833076, arrival_time=2021-04-14 21:53:17.022295, cost_time=0:00:19.020924 2021-04-14 21:53:12,443 INFO : TRAIN, epoch=0095, iter=00160/00196, fetch data time cost=1.37ms, fps=2042 images/s, loss=0.9699, top1-acc=71.09%, top5-acc=94.02%, remaining_time=0:00:04.561920, arrival_time=2021-04-14 21:53:17.005572, cost_time=0:00:20.275252 2021-04-14 21:53:13,703 INFO : TRAIN, epoch=0095, iter=00170/00196, fetch data time cost=2.24ms, fps=2033 images/s, loss=0.9732, top1-acc=70.99%, top5-acc=93.98%, remaining_time=0:00:03.293654, arrival_time=2021-04-14 21:53:16.997398, cost_time=0:00:21.535430 2021-04-14 21:53:14,954 INFO : TRAIN, epoch=0095, iter=00180/00196, fetch data time cost=1.40ms, fps=2047 images/s, loss=0.9739, top1-acc=70.96%, top5-acc=93.97%, remaining_time=0:00:02.025488, arrival_time=2021-04-14 21:53:16.980432, cost_time=0:00:22.786680 2021-04-14 21:53:16,204 INFO : TRAIN, epoch=0095, iter=00190/00196, fetch data time cost=1.43ms, fps=2050 images/s, loss=0.9762, top1-acc=70.91%, top5-acc=93.92%, remaining_time=0:00:00.759036, arrival_time=2021-04-14 21:53:16.963343, cost_time=0:00:24.036054 2021-04-14 21:53:16,882 INFO : TRAIN, epoch=0095, iter=00196/00196, fetch data time cost=1.36ms, fps=2007 images/s, loss=0.9761, top1-acc=70.94%, top5-acc=93.91%, remaining_time=0:00:00, arrival_time=2021-04-14 21:53:16.882324, cost_time=0:00:24.714017 2021-04-14 21:53:17,409 INFO : EVAL, epoch=0095, iter=00010/00040, fetch data time cost=0.32ms, fps=4875 images/s, loss=1.5047, top1-acc=58.87%, top5-acc=85.78%, remaining_time=0:00:01.575330, arrival_time=2021-04-14 21:53:18.984681, cost_time=0:00:00.525109 2021-04-14 21:53:17,796 INFO : EVAL, epoch=0095, iter=00020/00040, fetch data time cost=0.22ms, fps=6621 images/s, loss=1.5290, top1-acc=58.61%, top5-acc=85.66%, remaining_time=0:00:00.912240, arrival_time=2021-04-14 21:53:18.708695, cost_time=0:00:00.912237 2021-04-14 21:53:18,190 INFO : EVAL, epoch=0095, iter=00030/00040, fetch data time cost=0.21ms, fps=6499 images/s, loss=1.5112, top1-acc=58.61%, top5-acc=85.82%, remaining_time=0:00:00.435510, arrival_time=2021-04-14 21:53:18.626264, cost_time=0:00:01.306530 2021-04-14 21:53:18,547 INFO : EVAL, epoch=0095, iter=00040/00040, fetch data time cost=0.07ms, fps=6505 images/s, loss=1.5337, top1-acc=58.31%, top5-acc=85.80%, remaining_time=0:00:00, arrival_time=2021-04-14 21:53:18.547784, cost_time=0:00:01.663580 2021-04-14 21:53:18,629 INFO : Epoch=0095 complete, best val top1-acc=59.53%, top5-acc=86.92% (epoch=92), remaining_time=0:46:31.492305, arrival_time=2021-04-14 22:39:50.121892, cost_time=0:42:05.635850 2021-04-14 21:53:18,631 INFO : Train start, epoch=0096, lr=0.053923 2021-04-14 21:53:20,076 INFO : TRAIN, epoch=0096, iter=00010/00196, fetch data time cost=0.36ms, fps=1773 images/s, loss=0.9548, top1-acc=70.98%, top5-acc=93.71%, remaining_time=0:00:26.857656, arrival_time=2021-04-14 21:53:46.933646, cost_time=0:00:01.443960 2021-04-14 21:53:21,327 INFO : TRAIN, epoch=0096, iter=00020/00196, fetch data time cost=1.52ms, fps=2046 images/s, loss=0.9409, top1-acc=71.45%, top5-acc=94.22%, remaining_time=0:00:23.722336, arrival_time=2021-04-14 21:53:45.050085, cost_time=0:00:02.695720 2021-04-14 21:53:22,580 INFO : TRAIN, epoch=0096, iter=00030/00196, fetch data time cost=1.62ms, fps=2044 images/s, loss=0.9383, top1-acc=71.50%, top5-acc=94.26%, remaining_time=0:00:21.849750, arrival_time=2021-04-14 21:53:44.430554, cost_time=0:00:03.948761 2021-04-14 21:53:23,845 INFO : TRAIN, epoch=0096, iter=00040/00196, fetch data time cost=1.33ms, fps=2025 images/s, loss=0.9316, top1-acc=72.05%, top5-acc=94.20%, remaining_time=0:00:20.333040, arrival_time=2021-04-14 21:53:44.178798, cost_time=0:00:05.213580 2021-04-14 21:53:25,099 INFO : TRAIN, epoch=0096, iter=00050/00196, fetch data time cost=1.40ms, fps=2044 images/s, loss=0.9337, top1-acc=72.09%, top5-acc=94.18%, remaining_time=0:00:18.883932, arrival_time=2021-04-14 21:53:43.983072, cost_time=0:00:06.467103 2021-04-14 21:53:26,345 INFO : TRAIN, epoch=0096, iter=00060/00196, fetch data time cost=1.45ms, fps=2054 images/s, loss=0.9341, top1-acc=72.12%, top5-acc=94.28%, remaining_time=0:00:17.484704, arrival_time=2021-04-14 21:53:43.830598, cost_time=0:00:07.713829 2021-04-14 21:53:27,598 INFO : TRAIN, epoch=0096, iter=00070/00196, fetch data time cost=1.40ms, fps=2045 images/s, loss=0.9337, top1-acc=72.34%, top5-acc=94.26%, remaining_time=0:00:16.138710, arrival_time=2021-04-14 21:53:43.736740, cost_time=0:00:08.965948 2021-04-14 21:53:28,864 INFO : TRAIN, epoch=0096, iter=00080/00196, fetch data time cost=1.35ms, fps=2021 images/s, loss=0.9328, top1-acc=72.36%, top5-acc=94.36%, remaining_time=0:00:14.837676, arrival_time=2021-04-14 21:53:43.702585, cost_time=0:00:10.232875 2021-04-14 21:53:30,149 INFO : TRAIN, epoch=0096, iter=00090/00196, fetch data time cost=1.47ms, fps=1993 images/s, loss=0.9311, top1-acc=72.39%, top5-acc=94.36%, remaining_time=0:00:13.565032, arrival_time=2021-04-14 21:53:43.714641, cost_time=0:00:11.517516 2021-04-14 21:53:31,404 INFO : TRAIN, epoch=0096, iter=00100/00196, fetch data time cost=1.78ms, fps=2041 images/s, loss=0.9392, top1-acc=72.12%, top5-acc=94.25%, remaining_time=0:00:12.261120, arrival_time=2021-04-14 21:53:43.665208, cost_time=0:00:12.771988 2021-04-14 21:53:32,652 INFO : TRAIN, epoch=0096, iter=00110/00196, fetch data time cost=1.43ms, fps=2052 images/s, loss=0.9421, top1-acc=72.03%, top5-acc=94.19%, remaining_time=0:00:10.961388, arrival_time=2021-04-14 21:53:43.613815, cost_time=0:00:14.020398 2021-04-14 21:53:33,898 INFO : TRAIN, epoch=0096, iter=00120/00196, fetch data time cost=1.39ms, fps=2055 images/s, loss=0.9444, top1-acc=71.95%, top5-acc=94.21%, remaining_time=0:00:09.668948, arrival_time=2021-04-14 21:53:43.567773, cost_time=0:00:15.266794 2021-04-14 21:53:35,149 INFO : TRAIN, epoch=0096, iter=00130/00196, fetch data time cost=1.49ms, fps=2048 images/s, loss=0.9482, top1-acc=71.87%, top5-acc=94.20%, remaining_time=0:00:08.385630, arrival_time=2021-04-14 21:53:43.534810, cost_time=0:00:16.517142 2021-04-14 21:53:36,393 INFO : TRAIN, epoch=0096, iter=00140/00196, fetch data time cost=1.42ms, fps=2058 images/s, loss=0.9542, top1-acc=71.65%, top5-acc=94.12%, remaining_time=0:00:07.104552, arrival_time=2021-04-14 21:53:43.497897, cost_time=0:00:17.761323 2021-04-14 21:53:37,657 INFO : TRAIN, epoch=0096, iter=00150/00196, fetch data time cost=1.54ms, fps=2026 images/s, loss=0.9567, top1-acc=71.55%, top5-acc=94.06%, remaining_time=0:00:05.834318, arrival_time=2021-04-14 21:53:43.491330, cost_time=0:00:19.024982 2021-04-14 21:53:38,913 INFO : TRAIN, epoch=0096, iter=00160/00196, fetch data time cost=1.63ms, fps=2038 images/s, loss=0.9591, top1-acc=71.45%, top5-acc=94.05%, remaining_time=0:00:04.563324, arrival_time=2021-04-14 21:53:43.476936, cost_time=0:00:20.281394 2021-04-14 21:53:40,168 INFO : TRAIN, epoch=0096, iter=00170/00196, fetch data time cost=2.04ms, fps=2042 images/s, loss=0.9611, top1-acc=71.49%, top5-acc=94.02%, remaining_time=0:00:03.293732, arrival_time=2021-04-14 21:53:43.461714, cost_time=0:00:21.535902 2021-04-14 21:53:41,431 INFO : TRAIN, epoch=0096, iter=00180/00196, fetch data time cost=2.22ms, fps=2027 images/s, loss=0.9638, top1-acc=71.35%, top5-acc=93.99%, remaining_time=0:00:02.026624, arrival_time=2021-04-14 21:53:43.458147, cost_time=0:00:22.799476 2021-04-14 21:53:42,686 INFO : TRAIN, epoch=0096, iter=00190/00196, fetch data time cost=1.19ms, fps=2040 images/s, loss=0.9666, top1-acc=71.28%, top5-acc=93.93%, remaining_time=0:00:00.759618, arrival_time=2021-04-14 21:53:43.446258, cost_time=0:00:24.054617 2021-04-14 21:53:43,369 INFO : TRAIN, epoch=0096, iter=00196/00196, fetch data time cost=1.24ms, fps=1992 images/s, loss=0.9669, top1-acc=71.23%, top5-acc=93.94%, remaining_time=0:00:00, arrival_time=2021-04-14 21:53:43.369639, cost_time=0:00:24.737612 2021-04-14 21:53:43,904 INFO : EVAL, epoch=0096, iter=00010/00040, fetch data time cost=0.20ms, fps=4805 images/s, loss=1.5027, top1-acc=58.05%, top5-acc=86.84%, remaining_time=0:00:01.598280, arrival_time=2021-04-14 21:53:45.502598, cost_time=0:00:00.532755 2021-04-14 21:53:44,299 INFO : EVAL, epoch=0096, iter=00020/00040, fetch data time cost=2.06ms, fps=6485 images/s, loss=1.4578, top1-acc=58.77%, top5-acc=87.29%, remaining_time=0:00:00.927880, arrival_time=2021-04-14 21:53:45.227319, cost_time=0:00:00.927886 2021-04-14 21:53:44,705 INFO : EVAL, epoch=0096, iter=00030/00040, fetch data time cost=2.26ms, fps=6315 images/s, loss=1.4642, top1-acc=58.96%, top5-acc=86.76%, remaining_time=0:00:00.444540, arrival_time=2021-04-14 21:53:45.149809, cost_time=0:00:01.333622 2021-04-14 21:53:45,065 INFO : EVAL, epoch=0096, iter=00040/00040, fetch data time cost=0.06ms, fps=6446 images/s, loss=1.4543, top1-acc=59.34%, top5-acc=86.80%, remaining_time=0:00:00, arrival_time=2021-04-14 21:53:45.065709, cost_time=0:00:01.694184 2021-04-14 21:53:45,148 INFO : Epoch=0096 complete, best val top1-acc=59.53%, top5-acc=86.92% (epoch=92), remaining_time=0:46:04.834592, arrival_time=2021-04-14 22:39:49.983346, cost_time=0:42:32.155028 2021-04-14 21:53:45,149 INFO : Train start, epoch=0097, lr=0.053140 2021-04-14 21:53:46,576 INFO : TRAIN, epoch=0097, iter=00010/00196, fetch data time cost=0.26ms, fps=1795 images/s, loss=0.9416, top1-acc=71.84%, top5-acc=94.80%, remaining_time=0:00:26.531784, arrival_time=2021-04-14 21:54:13.108392, cost_time=0:00:01.426442 2021-04-14 21:53:47,830 INFO : TRAIN, epoch=0097, iter=00020/00196, fetch data time cost=1.43ms, fps=2043 images/s, loss=0.9400, top1-acc=71.54%, top5-acc=94.49%, remaining_time=0:00:23.586288, arrival_time=2021-04-14 21:54:11.416735, cost_time=0:00:02.680261 2021-04-14 21:53:49,098 INFO : TRAIN, epoch=0097, iter=00030/00196, fetch data time cost=1.35ms, fps=2020 images/s, loss=0.9241, top1-acc=72.14%, top5-acc=94.44%, remaining_time=0:00:21.845268, arrival_time=2021-04-14 21:54:10.943460, cost_time=0:00:03.947943 2021-04-14 21:53:50,364 INFO : TRAIN, epoch=0097, iter=00040/00196, fetch data time cost=1.98ms, fps=2023 images/s, loss=0.9230, top1-acc=72.24%, top5-acc=94.48%, remaining_time=0:00:20.336628, arrival_time=2021-04-14 21:54:10.701304, cost_time=0:00:05.214507 2021-04-14 21:53:51,622 INFO : TRAIN, epoch=0097, iter=00050/00196, fetch data time cost=1.55ms, fps=2036 images/s, loss=0.9218, top1-acc=72.16%, top5-acc=94.56%, remaining_time=0:00:18.900138, arrival_time=2021-04-14 21:54:10.522896, cost_time=0:00:06.472650 2021-04-14 21:53:52,884 INFO : TRAIN, epoch=0097, iter=00060/00196, fetch data time cost=1.54ms, fps=2030 images/s, loss=0.9246, top1-acc=72.23%, top5-acc=94.47%, remaining_time=0:00:17.530808, arrival_time=2021-04-14 21:54:10.415159, cost_time=0:00:07.734175 2021-04-14 21:53:54,142 INFO : TRAIN, epoch=0097, iter=00070/00196, fetch data time cost=1.60ms, fps=2036 images/s, loss=0.9274, top1-acc=72.24%, top5-acc=94.31%, remaining_time=0:00:16.185708, arrival_time=2021-04-14 21:54:10.327894, cost_time=0:00:08.992055 2021-04-14 21:53:55,404 INFO : TRAIN, epoch=0097, iter=00080/00196, fetch data time cost=1.36ms, fps=2030 images/s, loss=0.9346, top1-acc=72.01%, top5-acc=94.24%, remaining_time=0:00:14.867952, arrival_time=2021-04-14 21:54:10.271922, cost_time=0:00:10.253792 2021-04-14 21:53:56,654 INFO : TRAIN, epoch=0097, iter=00090/00196, fetch data time cost=1.34ms, fps=2048 images/s, loss=0.9440, top1-acc=71.83%, top5-acc=94.14%, remaining_time=0:00:13.549768, arrival_time=2021-04-14 21:54:10.204408, cost_time=0:00:11.504541 2021-04-14 21:53:57,913 INFO : TRAIN, epoch=0097, iter=00100/00196, fetch data time cost=1.85ms, fps=2035 images/s, loss=0.9440, top1-acc=71.77%, top5-acc=94.20%, remaining_time=0:00:12.252672, arrival_time=2021-04-14 21:54:10.166068, cost_time=0:00:12.763225 2021-04-14 21:53:59,163 INFO : TRAIN, epoch=0097, iter=00110/00196, fetch data time cost=1.40ms, fps=2048 images/s, loss=0.9450, top1-acc=71.73%, top5-acc=94.20%, remaining_time=0:00:10.956056, arrival_time=2021-04-14 21:54:10.119747, cost_time=0:00:14.013588 2021-04-14 21:54:00,461 INFO : TRAIN, epoch=0097, iter=00120/00196, fetch data time cost=1.32ms, fps=1972 images/s, loss=0.9475, top1-acc=71.71%, top5-acc=94.15%, remaining_time=0:00:09.697524, arrival_time=2021-04-14 21:54:10.159474, cost_time=0:00:15.311861 2021-04-14 21:54:01,734 INFO : TRAIN, epoch=0097, iter=00130/00196, fetch data time cost=2.21ms, fps=2013 images/s, loss=0.9500, top1-acc=71.53%, top5-acc=94.14%, remaining_time=0:00:08.419554, arrival_time=2021-04-14 21:54:10.153871, cost_time=0:00:16.584030 2021-04-14 21:54:03,019 INFO : TRAIN, epoch=0097, iter=00140/00196, fetch data time cost=1.38ms, fps=1993 images/s, loss=0.9484, top1-acc=71.55%, top5-acc=94.18%, remaining_time=0:00:07.147728, arrival_time=2021-04-14 21:54:10.167158, cost_time=0:00:17.869331 2021-04-14 21:54:04,267 INFO : TRAIN, epoch=0097, iter=00150/00196, fetch data time cost=1.50ms, fps=2053 images/s, loss=0.9499, top1-acc=71.54%, top5-acc=94.11%, remaining_time=0:00:05.862516, arrival_time=2021-04-14 21:54:10.129549, cost_time=0:00:19.116895 2021-04-14 21:54:05,526 INFO : TRAIN, epoch=0097, iter=00160/00196, fetch data time cost=1.45ms, fps=2034 images/s, loss=0.9524, top1-acc=71.43%, top5-acc=94.09%, remaining_time=0:00:04.584636, arrival_time=2021-04-14 21:54:10.110940, cost_time=0:00:20.376125 2021-04-14 21:54:06,779 INFO : TRAIN, epoch=0097, iter=00170/00196, fetch data time cost=1.36ms, fps=2045 images/s, loss=0.9553, top1-acc=71.33%, top5-acc=94.05%, remaining_time=0:00:03.307928, arrival_time=2021-04-14 21:54:10.086900, cost_time=0:00:21.628819 2021-04-14 21:54:08,029 INFO : TRAIN, epoch=0097, iter=00180/00196, fetch data time cost=1.52ms, fps=2048 images/s, loss=0.9575, top1-acc=71.32%, top5-acc=94.03%, remaining_time=0:00:02.033744, arrival_time=2021-04-14 21:54:10.063414, cost_time=0:00:22.879580 2021-04-14 21:54:09,279 INFO : TRAIN, epoch=0097, iter=00190/00196, fetch data time cost=1.23ms, fps=2050 images/s, loss=0.9584, top1-acc=71.31%, top5-acc=94.02%, remaining_time=0:00:00.761970, arrival_time=2021-04-14 21:54:10.041049, cost_time=0:00:24.128984 2021-04-14 21:54:09,956 INFO : TRAIN, epoch=0097, iter=00196/00196, fetch data time cost=1.39ms, fps=2009 images/s, loss=0.9597, top1-acc=71.27%, top5-acc=94.00%, remaining_time=0:00:00, arrival_time=2021-04-14 21:54:09.956446, cost_time=0:00:24.806306 2021-04-14 21:54:10,512 INFO : EVAL, epoch=0097, iter=00010/00040, fetch data time cost=0.43ms, fps=4616 images/s, loss=1.5711, top1-acc=57.89%, top5-acc=84.53%, remaining_time=0:00:01.663680, arrival_time=2021-04-14 21:54:12.176453, cost_time=0:00:00.554565 2021-04-14 21:54:10,916 INFO : EVAL, epoch=0097, iter=00020/00040, fetch data time cost=4.94ms, fps=6356 images/s, loss=1.5296, top1-acc=58.22%, top5-acc=85.04%, remaining_time=0:00:00.957960, arrival_time=2021-04-14 21:54:11.874065, cost_time=0:00:00.957952 2021-04-14 21:54:11,310 INFO : EVAL, epoch=0097, iter=00030/00040, fetch data time cost=0.21ms, fps=6495 images/s, loss=1.5188, top1-acc=58.57%, top5-acc=85.33%, remaining_time=0:00:00.450820, arrival_time=2021-04-14 21:54:11.761475, cost_time=0:00:01.352460 2021-04-14 21:54:11,673 INFO : EVAL, epoch=0097, iter=00040/00040, fetch data time cost=0.08ms, fps=6401 images/s, loss=1.5205, top1-acc=58.15%, top5-acc=85.35%, remaining_time=0:00:00, arrival_time=2021-04-14 21:54:11.673554, cost_time=0:00:01.715431 2021-04-14 21:54:11,735 INFO : Epoch=0097 complete, best val top1-acc=59.53%, top5-acc=86.92% (epoch=92), remaining_time=0:45:38.251910, arrival_time=2021-04-14 22:39:49.987684, cost_time=0:42:58.742045 2021-04-14 21:54:11,737 INFO : Train start, epoch=0098, lr=0.052355 2021-04-14 21:54:13,156 INFO : TRAIN, epoch=0098, iter=00010/00196, fetch data time cost=0.43ms, fps=1804 images/s, loss=0.9051, top1-acc=72.77%, top5-acc=94.88%, remaining_time=0:00:26.388192, arrival_time=2021-04-14 21:54:39.544142, cost_time=0:00:01.418721 2021-04-14 21:54:14,414 INFO : TRAIN, epoch=0098, iter=00020/00196, fetch data time cost=1.59ms, fps=2034 images/s, loss=0.9163, top1-acc=72.56%, top5-acc=94.55%, remaining_time=0:00:23.563936, arrival_time=2021-04-14 21:54:37.978864, cost_time=0:00:02.677712 2021-04-14 21:54:15,677 INFO : TRAIN, epoch=0098, iter=00030/00196, fetch data time cost=2.02ms, fps=2029 images/s, loss=0.9202, top1-acc=72.41%, top5-acc=94.60%, remaining_time=0:00:21.801444, arrival_time=2021-04-14 21:54:37.478724, cost_time=0:00:03.940030 2021-04-14 21:54:16,934 INFO : TRAIN, epoch=0098, iter=00040/00196, fetch data time cost=1.47ms, fps=2037 images/s, loss=0.9327, top1-acc=72.15%, top5-acc=94.37%, remaining_time=0:00:20.268612, arrival_time=2021-04-14 21:54:37.202952, cost_time=0:00:05.197072 2021-04-14 21:54:18,182 INFO : TRAIN, epoch=0098, iter=00050/00196, fetch data time cost=1.84ms, fps=2053 images/s, loss=0.9333, top1-acc=72.05%, top5-acc=94.31%, remaining_time=0:00:18.818670, arrival_time=2021-04-14 21:54:37.000618, cost_time=0:00:06.444738 2021-04-14 21:54:19,429 INFO : TRAIN, epoch=0098, iter=00060/00196, fetch data time cost=1.78ms, fps=2053 images/s, loss=0.9332, top1-acc=72.16%, top5-acc=94.23%, remaining_time=0:00:17.435608, arrival_time=2021-04-14 21:54:36.865034, cost_time=0:00:07.692186 2021-04-14 21:54:20,681 INFO : TRAIN, epoch=0098, iter=00070/00196, fetch data time cost=1.40ms, fps=2046 images/s, loss=0.9315, top1-acc=72.22%, top5-acc=94.31%, remaining_time=0:00:16.098768, arrival_time=2021-04-14 21:54:36.779730, cost_time=0:00:08.943776 2021-04-14 21:54:21,935 INFO : TRAIN, epoch=0098, iter=00080/00196, fetch data time cost=1.87ms, fps=2041 images/s, loss=0.9279, top1-acc=72.24%, top5-acc=94.38%, remaining_time=0:00:14.787796, arrival_time=2021-04-14 21:54:36.723539, cost_time=0:00:10.198502 2021-04-14 21:54:23,202 INFO : TRAIN, epoch=0098, iter=00090/00196, fetch data time cost=1.36ms, fps=2022 images/s, loss=0.9336, top1-acc=72.13%, top5-acc=94.29%, remaining_time=0:00:13.503128, arrival_time=2021-04-14 21:54:36.705288, cost_time=0:00:11.464905 2021-04-14 21:54:24,451 INFO : TRAIN, epoch=0098, iter=00100/00196, fetch data time cost=1.38ms, fps=2049 images/s, loss=0.9328, top1-acc=72.13%, top5-acc=94.37%, remaining_time=0:00:12.205920, arrival_time=2021-04-14 21:54:36.657688, cost_time=0:00:12.714475 2021-04-14 21:54:25,703 INFO : TRAIN, epoch=0098, iter=00110/00196, fetch data time cost=1.42ms, fps=2046 images/s, loss=0.9338, top1-acc=72.00%, top5-acc=94.41%, remaining_time=0:00:10.919334, arrival_time=2021-04-14 21:54:36.623145, cost_time=0:00:13.966548 2021-04-14 21:54:26,959 INFO : TRAIN, epoch=0098, iter=00120/00196, fetch data time cost=1.31ms, fps=2040 images/s, loss=0.9343, top1-acc=72.06%, top5-acc=94.37%, remaining_time=0:00:09.640600, arrival_time=2021-04-14 21:54:36.599966, cost_time=0:00:15.221975 2021-04-14 21:54:28,222 INFO : TRAIN, epoch=0098, iter=00130/00196, fetch data time cost=1.52ms, fps=2028 images/s, loss=0.9353, top1-acc=72.09%, top5-acc=94.40%, remaining_time=0:00:08.369460, arrival_time=2021-04-14 21:54:36.592090, cost_time=0:00:16.485285 2021-04-14 21:54:29,481 INFO : TRAIN, epoch=0098, iter=00140/00196, fetch data time cost=1.33ms, fps=2035 images/s, loss=0.9389, top1-acc=72.01%, top5-acc=94.35%, remaining_time=0:00:07.097552, arrival_time=2021-04-14 21:54:36.578650, cost_time=0:00:17.743874 2021-04-14 21:54:30,734 INFO : TRAIN, epoch=0098, iter=00150/00196, fetch data time cost=1.58ms, fps=2044 images/s, loss=0.9427, top1-acc=71.89%, top5-acc=94.33%, remaining_time=0:00:05.825670, arrival_time=2021-04-14 21:54:36.559639, cost_time=0:00:18.996690 2021-04-14 21:54:31,997 INFO : TRAIN, epoch=0098, iter=00160/00196, fetch data time cost=1.86ms, fps=2027 images/s, loss=0.9454, top1-acc=71.85%, top5-acc=94.27%, remaining_time=0:00:04.558536, arrival_time=2021-04-14 21:54:36.555941, cost_time=0:00:20.260148 2021-04-14 21:54:33,247 INFO : TRAIN, epoch=0098, iter=00170/00196, fetch data time cost=1.32ms, fps=2049 images/s, loss=0.9468, top1-acc=71.82%, top5-acc=94.25%, remaining_time=0:00:03.289806, arrival_time=2021-04-14 21:54:36.537268, cost_time=0:00:21.510200 2021-04-14 21:54:34,500 INFO : TRAIN, epoch=0098, iter=00180/00196, fetch data time cost=1.53ms, fps=2044 images/s, loss=0.9479, top1-acc=71.73%, top5-acc=94.25%, remaining_time=0:00:02.023408, arrival_time=2021-04-14 21:54:36.524022, cost_time=0:00:22.763420 2021-04-14 21:54:35,753 INFO : TRAIN, epoch=0098, iter=00190/00196, fetch data time cost=1.21ms, fps=2044 images/s, loss=0.9522, top1-acc=71.56%, top5-acc=94.16%, remaining_time=0:00:00.758406, arrival_time=2021-04-14 21:54:36.511777, cost_time=0:00:24.016109 2021-04-14 21:54:36,433 INFO : TRAIN, epoch=0098, iter=00196/00196, fetch data time cost=1.26ms, fps=2002 images/s, loss=0.9553, top1-acc=71.51%, top5-acc=94.14%, remaining_time=0:00:00, arrival_time=2021-04-14 21:54:36.433142, cost_time=0:00:24.695960 2021-04-14 21:54:37,001 INFO : EVAL, epoch=0098, iter=00010/00040, fetch data time cost=2.37ms, fps=4517 images/s, loss=1.4494, top1-acc=59.41%, top5-acc=87.54%, remaining_time=0:00:01.700130, arrival_time=2021-04-14 21:54:38.701895, cost_time=0:00:00.566710 2021-04-14 21:54:37,398 INFO : EVAL, epoch=0098, iter=00020/00040, fetch data time cost=0.20ms, fps=6467 images/s, loss=1.4274, top1-acc=59.92%, top5-acc=87.54%, remaining_time=0:00:00.963040, arrival_time=2021-04-14 21:54:38.361089, cost_time=0:00:00.963050 2021-04-14 21:54:37,796 INFO : EVAL, epoch=0098, iter=00030/00040, fetch data time cost=0.20ms, fps=6430 images/s, loss=1.4408, top1-acc=59.73%, top5-acc=87.49%, remaining_time=0:00:00.453840, arrival_time=2021-04-14 21:54:38.250373, cost_time=0:00:01.361526 2021-04-14 21:54:38,156 INFO : EVAL, epoch=0098, iter=00040/00040, fetch data time cost=0.05ms, fps=6451 images/s, loss=1.4617, top1-acc=59.35%, top5-acc=87.38%, remaining_time=0:00:00, arrival_time=2021-04-14 21:54:38.156563, cost_time=0:00:01.721503 2021-04-14 21:54:38,239 INFO : Epoch=0098 complete, best val top1-acc=59.53%, top5-acc=86.92% (epoch=92), remaining_time=0:45:11.582178, arrival_time=2021-04-14 22:39:49.821521, cost_time=0:43:25.245618 2021-04-14 21:54:38,240 INFO : Train start, epoch=0099, lr=0.051571 2021-04-14 21:54:39,666 INFO : TRAIN, epoch=0099, iter=00010/00196, fetch data time cost=1.56ms, fps=1796 images/s, loss=0.9172, top1-acc=73.05%, top5-acc=94.69%, remaining_time=0:00:26.508348, arrival_time=2021-04-14 21:55:06.174493, cost_time=0:00:01.425183 2021-04-14 21:54:40,922 INFO : TRAIN, epoch=0099, iter=00020/00196, fetch data time cost=1.49ms, fps=2039 images/s, loss=0.9037, top1-acc=73.20%, top5-acc=94.77%, remaining_time=0:00:23.595264, arrival_time=2021-04-14 21:55:04.517488, cost_time=0:00:02.681284 2021-04-14 21:54:42,177 INFO : TRAIN, epoch=0099, iter=00030/00196, fetch data time cost=1.30ms, fps=2041 images/s, loss=0.9002, top1-acc=73.11%, top5-acc=94.71%, remaining_time=0:00:21.781358, arrival_time=2021-04-14 21:55:03.958542, cost_time=0:00:03.936376 2021-04-14 21:54:43,444 INFO : TRAIN, epoch=0099, iter=00040/00196, fetch data time cost=2.00ms, fps=2020 images/s, loss=0.8947, top1-acc=72.95%, top5-acc=94.91%, remaining_time=0:00:20.295288, arrival_time=2021-04-14 21:55:03.740157, cost_time=0:00:05.203937 2021-04-14 21:54:44,697 INFO : TRAIN, epoch=0099, iter=00050/00196, fetch data time cost=1.39ms, fps=2045 images/s, loss=0.9024, top1-acc=72.81%, top5-acc=94.82%, remaining_time=0:00:18.852834, arrival_time=2021-04-14 21:55:03.550208, cost_time=0:00:06.456473 2021-04-14 21:54:45,949 INFO : TRAIN, epoch=0099, iter=00060/00196, fetch data time cost=1.50ms, fps=2045 images/s, loss=0.9088, top1-acc=72.75%, top5-acc=94.78%, remaining_time=0:00:17.473688, arrival_time=2021-04-14 21:55:03.423448, cost_time=0:00:07.708954 2021-04-14 21:54:47,231 INFO : TRAIN, epoch=0099, iter=00070/00196, fetch data time cost=2.19ms, fps=1998 images/s, loss=0.9126, top1-acc=72.71%, top5-acc=94.70%, remaining_time=0:00:16.183566, arrival_time=2021-04-14 21:55:03.415315, cost_time=0:00:08.990844 2021-04-14 21:54:48,487 INFO : TRAIN, epoch=0099, iter=00080/00196, fetch data time cost=1.68ms, fps=2040 images/s, loss=0.9115, top1-acc=72.71%, top5-acc=94.66%, remaining_time=0:00:14.856932, arrival_time=2021-04-14 21:55:03.343946, cost_time=0:00:10.246133 2021-04-14 21:54:49,739 INFO : TRAIN, epoch=0099, iter=00090/00196, fetch data time cost=1.60ms, fps=2045 images/s, loss=0.9137, top1-acc=72.57%, top5-acc=94.66%, remaining_time=0:00:13.542984, arrival_time=2021-04-14 21:55:03.282607, cost_time=0:00:11.498754 2021-04-14 21:54:50,983 INFO : TRAIN, epoch=0099, iter=00100/00196, fetch data time cost=1.44ms, fps=2060 images/s, loss=0.9191, top1-acc=72.44%, top5-acc=94.57%, remaining_time=0:00:12.232608, arrival_time=2021-04-14 21:55:03.215722, cost_time=0:00:12.742316 2021-04-14 21:54:52,230 INFO : TRAIN, epoch=0099, iter=00110/00196, fetch data time cost=1.38ms, fps=2053 images/s, loss=0.9234, top1-acc=72.34%, top5-acc=94.49%, remaining_time=0:00:10.937480, arrival_time=2021-04-14 21:55:03.168196, cost_time=0:00:13.989843 2021-04-14 21:54:53,484 INFO : TRAIN, epoch=0099, iter=00120/00196, fetch data time cost=1.71ms, fps=2043 images/s, loss=0.9271, top1-acc=72.23%, top5-acc=94.45%, remaining_time=0:00:09.654128, arrival_time=2021-04-14 21:55:03.138310, cost_time=0:00:15.243321 2021-04-14 21:54:54,742 INFO : TRAIN, epoch=0099, iter=00130/00196, fetch data time cost=1.41ms, fps=2036 images/s, loss=0.9333, top1-acc=72.07%, top5-acc=94.39%, remaining_time=0:00:08.377710, arrival_time=2021-04-14 21:55:03.119993, cost_time=0:00:16.501493 2021-04-14 21:54:55,987 INFO : TRAIN, epoch=0099, iter=00140/00196, fetch data time cost=1.34ms, fps=2057 images/s, loss=0.9338, top1-acc=72.11%, top5-acc=94.37%, remaining_time=0:00:07.098504, arrival_time=2021-04-14 21:55:03.085785, cost_time=0:00:17.746306 2021-04-14 21:54:57,244 INFO : TRAIN, epoch=0099, iter=00150/00196, fetch data time cost=1.45ms, fps=2038 images/s, loss=0.9378, top1-acc=72.00%, top5-acc=94.29%, remaining_time=0:00:05.827694, arrival_time=2021-04-14 21:55:03.071801, cost_time=0:00:19.003328 2021-04-14 21:54:58,497 INFO : TRAIN, epoch=0099, iter=00160/00196, fetch data time cost=1.57ms, fps=2043 images/s, loss=0.9384, top1-acc=71.93%, top5-acc=94.29%, remaining_time=0:00:04.557816, arrival_time=2021-04-14 21:55:03.055677, cost_time=0:00:20.257010 2021-04-14 21:54:59,746 INFO : TRAIN, epoch=0099, iter=00170/00196, fetch data time cost=1.39ms, fps=2052 images/s, loss=0.9407, top1-acc=71.92%, top5-acc=94.24%, remaining_time=0:00:03.289052, arrival_time=2021-04-14 21:55:03.035137, cost_time=0:00:21.505275 2021-04-14 21:55:00,997 INFO : TRAIN, epoch=0099, iter=00180/00196, fetch data time cost=1.41ms, fps=2047 images/s, loss=0.9424, top1-acc=71.90%, top5-acc=94.21%, remaining_time=0:00:02.022768, arrival_time=2021-04-14 21:55:03.019772, cost_time=0:00:22.756222 2021-04-14 21:55:02,243 INFO : TRAIN, epoch=0099, iter=00190/00196, fetch data time cost=1.31ms, fps=2054 images/s, loss=0.9453, top1-acc=71.80%, top5-acc=94.16%, remaining_time=0:00:00.757986, arrival_time=2021-04-14 21:55:03.001712, cost_time=0:00:24.002859 2021-04-14 21:55:02,930 INFO : TRAIN, epoch=0099, iter=00196/00196, fetch data time cost=1.68ms, fps=1988 images/s, loss=0.9494, top1-acc=71.71%, top5-acc=94.12%, remaining_time=0:00:00, arrival_time=2021-04-14 21:55:02.930060, cost_time=0:00:24.687688 2021-04-14 21:55:03,466 INFO : EVAL, epoch=0099, iter=00010/00040, fetch data time cost=3.73ms, fps=4799 images/s, loss=1.5649, top1-acc=57.30%, top5-acc=85.35%, remaining_time=0:00:01.600260, arrival_time=2021-04-14 21:55:05.066704, cost_time=0:00:00.533425 2021-04-14 21:55:03,869 INFO : EVAL, epoch=0099, iter=00020/00040, fetch data time cost=0.43ms, fps=6357 images/s, loss=1.5729, top1-acc=57.30%, top5-acc=84.82%, remaining_time=0:00:00.936640, arrival_time=2021-04-14 21:55:04.806294, cost_time=0:00:00.936645 2021-04-14 21:55:04,277 INFO : EVAL, epoch=0099, iter=00030/00040, fetch data time cost=3.69ms, fps=6290 images/s, loss=1.5605, top1-acc=57.45%, top5-acc=85.01%, remaining_time=0:00:00.448040, arrival_time=2021-04-14 21:55:04.725177, cost_time=0:00:01.344130 2021-04-14 21:55:04,641 INFO : EVAL, epoch=0099, iter=00040/00040, fetch data time cost=0.08ms, fps=6375 images/s, loss=1.5683, top1-acc=57.44%, top5-acc=85.10%, remaining_time=0:00:00, arrival_time=2021-04-14 21:55:04.641511, cost_time=0:00:01.708553 2021-04-14 21:55:04,720 INFO : Epoch=0099 complete, best val top1-acc=59.53%, top5-acc=86.92% (epoch=92), remaining_time=0:44:44.892999, arrival_time=2021-04-14 22:39:49.613499, cost_time=0:43:51.726767 2021-04-14 21:55:04,721 INFO : Train start, epoch=0100, lr=0.050785 2021-04-14 21:55:06,172 INFO : TRAIN, epoch=0100, iter=00010/00196, fetch data time cost=0.23ms, fps=1765 images/s, loss=0.9548, top1-acc=71.37%, top5-acc=94.37%, remaining_time=0:00:26.974092, arrival_time=2021-04-14 21:55:33.146231, cost_time=0:00:01.450224 2021-04-14 21:55:07,424 INFO : TRAIN, epoch=0100, iter=00020/00196, fetch data time cost=1.33ms, fps=2045 images/s, loss=0.9289, top1-acc=71.87%, top5-acc=94.55%, remaining_time=0:00:23.784992, arrival_time=2021-04-14 21:55:31.209804, cost_time=0:00:02.702831 2021-04-14 21:55:08,688 INFO : TRAIN, epoch=0100, iter=00030/00196, fetch data time cost=1.70ms, fps=2027 images/s, loss=0.9288, top1-acc=71.97%, top5-acc=94.44%, remaining_time=0:00:21.947192, arrival_time=2021-04-14 21:55:30.635559, cost_time=0:00:03.966359 2021-04-14 21:55:09,950 INFO : TRAIN, epoch=0100, iter=00040/00196, fetch data time cost=1.63ms, fps=2030 images/s, loss=0.9225, top1-acc=72.16%, top5-acc=94.57%, remaining_time=0:00:20.389668, arrival_time=2021-04-14 21:55:30.339775, cost_time=0:00:05.228117 2021-04-14 21:55:11,202 INFO : TRAIN, epoch=0100, iter=00050/00196, fetch data time cost=1.42ms, fps=2046 images/s, loss=0.9185, top1-acc=72.19%, top5-acc=94.71%, remaining_time=0:00:18.922330, arrival_time=2021-04-14 21:55:30.124462, cost_time=0:00:06.480260 2021-04-14 21:55:12,455 INFO : TRAIN, epoch=0100, iter=00060/00196, fetch data time cost=1.42ms, fps=2043 images/s, loss=0.9162, top1-acc=72.17%, top5-acc=94.73%, remaining_time=0:00:17.529720, arrival_time=2021-04-14 21:55:29.985363, cost_time=0:00:07.733724 2021-04-14 21:55:13,708 INFO : TRAIN, epoch=0100, iter=00070/00196, fetch data time cost=1.44ms, fps=2045 images/s, loss=0.9145, top1-acc=72.11%, top5-acc=94.74%, remaining_time=0:00:16.175376, arrival_time=2021-04-14 21:55:29.883772, cost_time=0:00:08.986303 2021-04-14 21:55:14,969 INFO : TRAIN, epoch=0100, iter=00080/00196, fetch data time cost=1.47ms, fps=2031 images/s, loss=0.9121, top1-acc=72.19%, top5-acc=94.74%, remaining_time=0:00:14.859484, arrival_time=2021-04-14 21:55:29.829237, cost_time=0:00:10.247886 2021-04-14 21:55:16,221 INFO : TRAIN, epoch=0100, iter=00090/00196, fetch data time cost=1.81ms, fps=2047 images/s, loss=0.9167, top1-acc=72.17%, top5-acc=94.64%, remaining_time=0:00:13.543408, arrival_time=2021-04-14 21:55:29.764381, cost_time=0:00:11.499136 2021-04-14 21:55:17,467 INFO : TRAIN, epoch=0100, iter=00100/00196, fetch data time cost=1.59ms, fps=2054 images/s, loss=0.9168, top1-acc=72.18%, top5-acc=94.64%, remaining_time=0:00:12.236064, arrival_time=2021-04-14 21:55:29.703900, cost_time=0:00:12.745906 2021-04-14 21:55:18,717 INFO : TRAIN, epoch=0100, iter=00110/00196, fetch data time cost=1.62ms, fps=2049 images/s, loss=0.9243, top1-acc=72.02%, top5-acc=94.57%, remaining_time=0:00:10.942296, arrival_time=2021-04-14 21:55:29.660100, cost_time=0:00:13.995964 2021-04-14 21:55:19,976 INFO : TRAIN, epoch=0100, iter=00120/00196, fetch data time cost=1.49ms, fps=2035 images/s, loss=0.9284, top1-acc=72.01%, top5-acc=94.50%, remaining_time=0:00:09.660968, arrival_time=2021-04-14 21:55:29.637095, cost_time=0:00:15.254119 2021-04-14 21:55:21,237 INFO : TRAIN, epoch=0100, iter=00130/00196, fetch data time cost=1.89ms, fps=2031 images/s, loss=0.9308, top1-acc=71.93%, top5-acc=94.44%, remaining_time=0:00:08.384640, arrival_time=2021-04-14 21:55:29.621710, cost_time=0:00:16.515195 2021-04-14 21:55:22,489 INFO : TRAIN, epoch=0100, iter=00140/00196, fetch data time cost=1.38ms, fps=2045 images/s, loss=0.9313, top1-acc=71.87%, top5-acc=94.42%, remaining_time=0:00:07.107072, arrival_time=2021-04-14 21:55:29.596548, cost_time=0:00:17.767636 2021-04-14 21:55:23,736 INFO : TRAIN, epoch=0100, iter=00150/00196, fetch data time cost=1.56ms, fps=2053 images/s, loss=0.9325, top1-acc=71.90%, top5-acc=94.39%, remaining_time=0:00:05.831282, arrival_time=2021-04-14 21:55:29.568124, cost_time=0:00:19.015011 2021-04-14 21:55:24,995 INFO : TRAIN, epoch=0100, iter=00160/00196, fetch data time cost=2.12ms, fps=2035 images/s, loss=0.9330, top1-acc=71.91%, top5-acc=94.35%, remaining_time=0:00:04.561488, arrival_time=2021-04-14 21:55:29.556671, cost_time=0:00:20.273200 2021-04-14 21:55:26,275 INFO : TRAIN, epoch=0100, iter=00170/00196, fetch data time cost=1.93ms, fps=2000 images/s, loss=0.9363, top1-acc=71.82%, top5-acc=94.28%, remaining_time=0:00:03.296462, arrival_time=2021-04-14 21:55:29.572046, cost_time=0:00:21.553734 2021-04-14 21:55:27,542 INFO : TRAIN, epoch=0100, iter=00180/00196, fetch data time cost=1.53ms, fps=2022 images/s, loss=0.9396, top1-acc=71.77%, top5-acc=94.26%, remaining_time=0:00:02.028464, arrival_time=2021-04-14 21:55:29.570477, cost_time=0:00:22.820137 2021-04-14 21:55:28,792 INFO : TRAIN, epoch=0100, iter=00190/00196, fetch data time cost=1.63ms, fps=2048 images/s, loss=0.9403, top1-acc=71.76%, top5-acc=94.25%, remaining_time=0:00:00.760134, arrival_time=2021-04-14 21:55:29.552984, cost_time=0:00:24.070967 2021-04-14 21:55:29,471 INFO : TRAIN, epoch=0100, iter=00196/00196, fetch data time cost=1.22ms, fps=2006 images/s, loss=0.9396, top1-acc=71.75%, top5-acc=94.24%, remaining_time=0:00:00, arrival_time=2021-04-14 21:55:29.471295, cost_time=0:00:24.749401 2021-04-14 21:55:30,017 INFO : EVAL, epoch=0100, iter=00010/00040, fetch data time cost=8.26ms, fps=4707 images/s, loss=1.5095, top1-acc=58.52%, top5-acc=85.86%, remaining_time=0:00:01.631490, arrival_time=2021-04-14 21:55:31.648455, cost_time=0:00:00.543828 2021-04-14 21:55:30,412 INFO : EVAL, epoch=0100, iter=00020/00040, fetch data time cost=0.42ms, fps=6484 images/s, loss=1.5177, top1-acc=58.14%, top5-acc=85.86%, remaining_time=0:00:00.939300, arrival_time=2021-04-14 21:55:31.351705, cost_time=0:00:00.939297 2021-04-14 21:55:30,811 INFO : EVAL, epoch=0100, iter=00030/00040, fetch data time cost=3.45ms, fps=6420 images/s, loss=1.4805, top1-acc=59.04%, top5-acc=86.56%, remaining_time=0:00:00.446210, arrival_time=2021-04-14 21:55:31.257935, cost_time=0:00:01.338624 2021-04-14 21:55:31,171 INFO : EVAL, epoch=0100, iter=00040/00040, fetch data time cost=0.07ms, fps=6462 images/s, loss=1.4758, top1-acc=59.14%, top5-acc=86.42%, remaining_time=0:00:00, arrival_time=2021-04-14 21:55:31.171213, cost_time=0:00:01.698189 2021-04-14 21:55:31,297 INFO : Epoch=0100 complete, best val top1-acc=59.53%, top5-acc=86.92% (epoch=92), remaining_time=0:44:18.303800, arrival_time=2021-04-14 22:39:49.601347, cost_time=0:44:18.303818 2021-04-14 21:55:31,298 INFO : Train start, epoch=0101, lr=0.050000 2021-04-14 21:55:32,733 INFO : TRAIN, epoch=0101, iter=00010/00196, fetch data time cost=1.52ms, fps=1785 images/s, loss=0.8854, top1-acc=73.28%, top5-acc=94.84%, remaining_time=0:00:26.682258, arrival_time=2021-04-14 21:55:59.415812, cost_time=0:00:01.434533 2021-04-14 21:55:33,984 INFO : TRAIN, epoch=0101, iter=00020/00196, fetch data time cost=1.40ms, fps=2046 images/s, loss=0.8732, top1-acc=73.55%, top5-acc=95.20%, remaining_time=0:00:23.636272, arrival_time=2021-04-14 21:55:57.621216, cost_time=0:00:02.685932 2021-04-14 21:55:35,241 INFO : TRAIN, epoch=0101, iter=00030/00196, fetch data time cost=1.41ms, fps=2038 images/s, loss=0.8838, top1-acc=73.40%, top5-acc=95.13%, remaining_time=0:00:21.814226, arrival_time=2021-04-14 21:55:57.055582, cost_time=0:00:03.942326 2021-04-14 21:55:36,496 INFO : TRAIN, epoch=0101, iter=00040/00196, fetch data time cost=2.04ms, fps=2040 images/s, loss=0.8864, top1-acc=73.41%, top5-acc=95.06%, remaining_time=0:00:20.269704, arrival_time=2021-04-14 21:55:56.766240, cost_time=0:00:05.197378 2021-04-14 21:55:37,752 INFO : TRAIN, epoch=0101, iter=00050/00196, fetch data time cost=1.36ms, fps=2040 images/s, loss=0.8925, top1-acc=73.37%, top5-acc=94.92%, remaining_time=0:00:18.843344, arrival_time=2021-04-14 21:55:56.595570, cost_time=0:00:06.453209 2021-04-14 21:55:39,000 INFO : TRAIN, epoch=0101, iter=00060/00196, fetch data time cost=1.34ms, fps=2051 images/s, loss=0.8912, top1-acc=73.53%, top5-acc=94.86%, remaining_time=0:00:17.457504, arrival_time=2021-04-14 21:55:56.458365, cost_time=0:00:07.701842 2021-04-14 21:55:40,249 INFO : TRAIN, epoch=0101, iter=00070/00196, fetch data time cost=1.40ms, fps=2051 images/s, loss=0.8915, top1-acc=73.44%, top5-acc=94.84%, remaining_time=0:00:16.110738, arrival_time=2021-04-14 21:55:56.360170, cost_time=0:00:08.950412 2021-04-14 21:55:41,497 INFO : TRAIN, epoch=0101, iter=00080/00196, fetch data time cost=1.44ms, fps=2051 images/s, loss=0.8974, top1-acc=73.18%, top5-acc=94.73%, remaining_time=0:00:14.788144, arrival_time=2021-04-14 21:55:56.285916, cost_time=0:00:10.198758 2021-04-14 21:55:42,755 INFO : TRAIN, epoch=0101, iter=00090/00196, fetch data time cost=1.30ms, fps=2036 images/s, loss=0.9067, top1-acc=72.96%, top5-acc=94.61%, remaining_time=0:00:13.493164, arrival_time=2021-04-14 21:55:56.248746, cost_time=0:00:11.456476 2021-04-14 21:55:44,006 INFO : TRAIN, epoch=0101, iter=00100/00196, fetch data time cost=1.99ms, fps=2048 images/s, loss=0.9069, top1-acc=72.98%, top5-acc=94.64%, remaining_time=0:00:12.198624, arrival_time=2021-04-14 21:55:56.204627, cost_time=0:00:12.706898 2021-04-14 21:55:45,251 INFO : TRAIN, epoch=0101, iter=00110/00196, fetch data time cost=1.35ms, fps=2056 images/s, loss=0.9115, top1-acc=72.73%, top5-acc=94.66%, remaining_time=0:00:10.908412, arrival_time=2021-04-14 21:55:56.160044, cost_time=0:00:13.952619 2021-04-14 21:55:46,505 INFO : TRAIN, epoch=0101, iter=00120/00196, fetch data time cost=1.43ms, fps=2042 images/s, loss=0.9150, top1-acc=72.57%, top5-acc=94.61%, remaining_time=0:00:09.630720, arrival_time=2021-04-14 21:55:56.136237, cost_time=0:00:15.206459 2021-04-14 21:55:47,769 INFO : TRAIN, epoch=0101, iter=00130/00196, fetch data time cost=1.85ms, fps=2027 images/s, loss=0.9200, top1-acc=72.45%, top5-acc=94.49%, remaining_time=0:00:08.361672, arrival_time=2021-04-14 21:55:56.130658, cost_time=0:00:16.469962 2021-04-14 21:55:49,015 INFO : TRAIN, epoch=0101, iter=00140/00196, fetch data time cost=1.47ms, fps=2055 images/s, loss=0.9240, top1-acc=72.35%, top5-acc=94.48%, remaining_time=0:00:07.086520, arrival_time=2021-04-14 21:55:56.101891, cost_time=0:00:17.716344 2021-04-14 21:55:50,273 INFO : TRAIN, epoch=0101, iter=00150/00196, fetch data time cost=1.67ms, fps=2036 images/s, loss=0.9280, top1-acc=72.23%, top5-acc=94.44%, remaining_time=0:00:05.818724, arrival_time=2021-04-14 21:55:56.091897, cost_time=0:00:18.974094 2021-04-14 21:55:51,526 INFO : TRAIN, epoch=0101, iter=00160/00196, fetch data time cost=1.34ms, fps=2043 images/s, loss=0.9316, top1-acc=72.10%, top5-acc=94.42%, remaining_time=0:00:04.551228, arrival_time=2021-04-14 21:55:56.077987, cost_time=0:00:20.227712 2021-04-14 21:55:52,780 INFO : TRAIN, epoch=0101, iter=00170/00196, fetch data time cost=1.62ms, fps=2043 images/s, loss=0.9350, top1-acc=72.08%, top5-acc=94.36%, remaining_time=0:00:03.285360, arrival_time=2021-04-14 21:55:56.065520, cost_time=0:00:21.481123 2021-04-14 21:55:54,025 INFO : TRAIN, epoch=0101, iter=00180/00196, fetch data time cost=1.52ms, fps=2057 images/s, loss=0.9361, top1-acc=72.02%, top5-acc=94.32%, remaining_time=0:00:02.020112, arrival_time=2021-04-14 21:55:56.045342, cost_time=0:00:22.726209 2021-04-14 21:55:55,277 INFO : TRAIN, epoch=0101, iter=00190/00196, fetch data time cost=1.42ms, fps=2045 images/s, loss=0.9359, top1-acc=72.01%, top5-acc=94.32%, remaining_time=0:00:00.757212, arrival_time=2021-04-14 21:55:56.034658, cost_time=0:00:23.978421 2021-04-14 21:55:55,954 INFO : TRAIN, epoch=0101, iter=00196/00196, fetch data time cost=1.37ms, fps=2011 images/s, loss=0.9364, top1-acc=72.01%, top5-acc=94.32%, remaining_time=0:00:00, arrival_time=2021-04-14 21:55:55.954042, cost_time=0:00:24.655032 2021-04-14 21:55:56,521 INFO : EVAL, epoch=0101, iter=00010/00040, fetch data time cost=0.31ms, fps=4524 images/s, loss=1.5350, top1-acc=59.65%, top5-acc=85.82%, remaining_time=0:00:01.697640, arrival_time=2021-04-14 21:55:58.219337, cost_time=0:00:00.565885 2021-04-14 21:55:56,920 INFO : EVAL, epoch=0101, iter=00020/00040, fetch data time cost=0.20ms, fps=6429 images/s, loss=1.5233, top1-acc=59.32%, top5-acc=85.72%, remaining_time=0:00:00.964560, arrival_time=2021-04-14 21:55:57.884941, cost_time=0:00:00.964555 2021-04-14 21:55:57,314 INFO : EVAL, epoch=0101, iter=00030/00040, fetch data time cost=0.39ms, fps=6504 images/s, loss=1.5456, top1-acc=58.49%, top5-acc=85.34%, remaining_time=0:00:00.452890, arrival_time=2021-04-14 21:55:57.767382, cost_time=0:00:01.358672 2021-04-14 21:55:57,675 INFO : EVAL, epoch=0101, iter=00040/00040, fetch data time cost=0.08ms, fps=6440 images/s, loss=1.5322, top1-acc=58.29%, top5-acc=85.54%, remaining_time=0:00:00, arrival_time=2021-04-14 21:55:57.675091, cost_time=0:00:01.719338 2021-04-14 21:55:57,736 INFO : Epoch=0101 complete, best val top1-acc=59.53%, top5-acc=86.92% (epoch=92), remaining_time=0:43:51.579390, arrival_time=2021-04-14 22:39:49.315776, cost_time=0:44:44.742658 2021-04-14 21:55:57,737 INFO : Train start, epoch=0102, lr=0.049215 2021-04-14 21:55:59,167 INFO : TRAIN, epoch=0102, iter=00010/00196, fetch data time cost=0.34ms, fps=1791 images/s, loss=0.9078, top1-acc=73.55%, top5-acc=94.88%, remaining_time=0:00:26.590932, arrival_time=2021-04-14 21:56:25.758546, cost_time=0:00:01.429621 2021-04-14 21:56:00,437 INFO : TRAIN, epoch=0102, iter=00020/00196, fetch data time cost=1.54ms, fps=2018 images/s, loss=0.9074, top1-acc=73.44%, top5-acc=94.59%, remaining_time=0:00:23.754192, arrival_time=2021-04-14 21:56:24.191436, cost_time=0:00:02.699348 2021-04-14 21:56:01,698 INFO : TRAIN, epoch=0102, iter=00030/00196, fetch data time cost=1.94ms, fps=2030 images/s, loss=0.8930, top1-acc=73.58%, top5-acc=94.92%, remaining_time=0:00:21.917146, arrival_time=2021-04-14 21:56:23.615973, cost_time=0:00:03.960932 2021-04-14 21:56:02,955 INFO : TRAIN, epoch=0102, iter=00040/00196, fetch data time cost=1.39ms, fps=2038 images/s, loss=0.9016, top1-acc=73.12%, top5-acc=94.83%, remaining_time=0:00:20.348016, arrival_time=2021-04-14 21:56:23.303310, cost_time=0:00:05.217436 2021-04-14 21:56:04,214 INFO : TRAIN, epoch=0102, iter=00050/00196, fetch data time cost=1.50ms, fps=2034 images/s, loss=0.8961, top1-acc=73.21%, top5-acc=94.81%, remaining_time=0:00:18.912548, arrival_time=2021-04-14 21:56:23.127341, cost_time=0:00:06.476923 2021-04-14 21:56:05,476 INFO : TRAIN, epoch=0102, iter=00060/00196, fetch data time cost=1.61ms, fps=2030 images/s, loss=0.8952, top1-acc=73.37%, top5-acc=94.75%, remaining_time=0:00:17.540600, arrival_time=2021-04-14 21:56:23.016971, cost_time=0:00:07.738506 2021-04-14 21:56:06,723 INFO : TRAIN, epoch=0102, iter=00070/00196, fetch data time cost=1.45ms, fps=2053 images/s, loss=0.8931, top1-acc=73.44%, top5-acc=94.72%, remaining_time=0:00:16.174494, arrival_time=2021-04-14 21:56:22.898159, cost_time=0:00:08.985808 2021-04-14 21:56:07,991 INFO : TRAIN, epoch=0102, iter=00080/00196, fetch data time cost=1.97ms, fps=2020 images/s, loss=0.8933, top1-acc=73.42%, top5-acc=94.70%, remaining_time=0:00:14.867604, arrival_time=2021-04-14 21:56:22.859028, cost_time=0:00:10.253550 2021-04-14 21:56:09,243 INFO : TRAIN, epoch=0102, iter=00090/00196, fetch data time cost=1.61ms, fps=2047 images/s, loss=0.8999, top1-acc=73.20%, top5-acc=94.65%, remaining_time=0:00:13.550404, arrival_time=2021-04-14 21:56:22.793379, cost_time=0:00:11.505075 2021-04-14 21:56:10,493 INFO : TRAIN, epoch=0102, iter=00100/00196, fetch data time cost=1.52ms, fps=2048 images/s, loss=0.8991, top1-acc=73.27%, top5-acc=94.68%, remaining_time=0:00:12.245472, arrival_time=2021-04-14 21:56:22.739081, cost_time=0:00:12.755681 2021-04-14 21:56:11,769 INFO : TRAIN, epoch=0102, iter=00110/00196, fetch data time cost=1.36ms, fps=2007 images/s, loss=0.9020, top1-acc=73.13%, top5-acc=94.69%, remaining_time=0:00:10.970246, arrival_time=2021-04-14 21:56:22.739733, cost_time=0:00:14.031670 2021-04-14 21:56:13,032 INFO : TRAIN, epoch=0102, iter=00120/00196, fetch data time cost=1.84ms, fps=2028 images/s, loss=0.9026, top1-acc=73.02%, top5-acc=94.67%, remaining_time=0:00:09.686504, arrival_time=2021-04-14 21:56:22.718822, cost_time=0:00:15.294432 2021-04-14 21:56:14,281 INFO : TRAIN, epoch=0102, iter=00130/00196, fetch data time cost=2.10ms, fps=2051 images/s, loss=0.9059, top1-acc=72.85%, top5-acc=94.68%, remaining_time=0:00:08.398896, arrival_time=2021-04-14 21:56:22.679979, cost_time=0:00:16.543243 2021-04-14 21:56:15,534 INFO : TRAIN, epoch=0102, iter=00140/00196, fetch data time cost=1.41ms, fps=2043 images/s, loss=0.9099, top1-acc=72.71%, top5-acc=94.63%, remaining_time=0:00:07.118608, arrival_time=2021-04-14 21:56:22.652930, cost_time=0:00:17.796503 2021-04-14 21:56:16,796 INFO : TRAIN, epoch=0102, iter=00150/00196, fetch data time cost=1.77ms, fps=2029 images/s, loss=0.9120, top1-acc=72.59%, top5-acc=94.65%, remaining_time=0:00:05.844668, arrival_time=2021-04-14 21:56:22.641274, cost_time=0:00:19.058664 2021-04-14 21:56:18,045 INFO : TRAIN, epoch=0102, iter=00160/00196, fetch data time cost=1.54ms, fps=2051 images/s, loss=0.9109, top1-acc=72.61%, top5-acc=94.60%, remaining_time=0:00:04.569192, arrival_time=2021-04-14 21:56:22.614438, cost_time=0:00:20.307445 2021-04-14 21:56:19,290 INFO : TRAIN, epoch=0102, iter=00170/00196, fetch data time cost=1.88ms, fps=2057 images/s, loss=0.9135, top1-acc=72.50%, top5-acc=94.61%, remaining_time=0:00:03.296280, arrival_time=2021-04-14 21:56:22.586761, cost_time=0:00:21.552557 2021-04-14 21:56:20,554 INFO : TRAIN, epoch=0102, iter=00180/00196, fetch data time cost=1.59ms, fps=2027 images/s, loss=0.9165, top1-acc=72.41%, top5-acc=94.59%, remaining_time=0:00:02.028112, arrival_time=2021-04-14 21:56:22.582169, cost_time=0:00:22.816182 2021-04-14 21:56:21,805 INFO : TRAIN, epoch=0102, iter=00190/00196, fetch data time cost=1.34ms, fps=2046 images/s, loss=0.9195, top1-acc=72.30%, top5-acc=94.56%, remaining_time=0:00:00.760038, arrival_time=2021-04-14 21:56:22.565811, cost_time=0:00:24.067954 2021-04-14 21:56:22,483 INFO : TRAIN, epoch=0102, iter=00196/00196, fetch data time cost=1.26ms, fps=2008 images/s, loss=0.9221, top1-acc=72.29%, top5-acc=94.54%, remaining_time=0:00:00, arrival_time=2021-04-14 21:56:22.483603, cost_time=0:00:24.745815 2021-04-14 21:56:23,014 INFO : EVAL, epoch=0102, iter=00010/00040, fetch data time cost=0.20ms, fps=4841 images/s, loss=1.5122, top1-acc=58.63%, top5-acc=85.12%, remaining_time=0:00:01.586520, arrival_time=2021-04-14 21:56:24.600889, cost_time=0:00:00.528837 2021-04-14 21:56:23,410 INFO : EVAL, epoch=0102, iter=00020/00040, fetch data time cost=0.22ms, fps=6469 images/s, loss=1.5281, top1-acc=58.44%, top5-acc=84.71%, remaining_time=0:00:00.925040, arrival_time=2021-04-14 21:56:24.335547, cost_time=0:00:00.925046 2021-04-14 21:56:23,802 INFO : EVAL, epoch=0102, iter=00030/00040, fetch data time cost=1.98ms, fps=6535 images/s, loss=1.5451, top1-acc=57.84%, top5-acc=84.87%, remaining_time=0:00:00.439060, arrival_time=2021-04-14 21:56:24.241776, cost_time=0:00:01.317194 2021-04-14 21:56:24,160 INFO : EVAL, epoch=0102, iter=00040/00040, fetch data time cost=0.07ms, fps=6494 images/s, loss=1.5343, top1-acc=57.94%, top5-acc=84.99%, remaining_time=0:00:00, arrival_time=2021-04-14 21:56:24.160488, cost_time=0:00:01.675040 2021-04-14 21:56:24,271 INFO : Epoch=0102 complete, best val top1-acc=59.53%, top5-acc=86.92% (epoch=92), remaining_time=0:43:24.952994, arrival_time=2021-04-14 22:39:49.224277, cost_time=0:45:11.277556 2021-04-14 21:56:24,272 INFO : Train start, epoch=0103, lr=0.048429 2021-04-14 21:56:25,693 INFO : TRAIN, epoch=0103, iter=00010/00196, fetch data time cost=1.55ms, fps=1802 images/s, loss=0.9354, top1-acc=72.34%, top5-acc=95.08%, remaining_time=0:00:26.420184, arrival_time=2021-04-14 21:56:52.113467, cost_time=0:00:01.420444 2021-04-14 21:56:26,947 INFO : TRAIN, epoch=0103, iter=00020/00196, fetch data time cost=1.41ms, fps=2043 images/s, loss=0.9375, top1-acc=71.62%, top5-acc=94.69%, remaining_time=0:00:23.534016, arrival_time=2021-04-14 21:56:50.481187, cost_time=0:00:02.674322 2021-04-14 21:56:28,211 INFO : TRAIN, epoch=0103, iter=00030/00196, fetch data time cost=1.73ms, fps=2026 images/s, loss=0.9291, top1-acc=71.85%, top5-acc=94.69%, remaining_time=0:00:21.793144, arrival_time=2021-04-14 21:56:50.004577, cost_time=0:00:03.938532 2021-04-14 21:56:29,484 INFO : TRAIN, epoch=0103, iter=00040/00196, fetch data time cost=1.80ms, fps=2012 images/s, loss=0.9422, top1-acc=71.52%, top5-acc=94.54%, remaining_time=0:00:20.326176, arrival_time=2021-04-14 21:56:49.810898, cost_time=0:00:05.211826 2021-04-14 21:56:30,739 INFO : TRAIN, epoch=0103, iter=00050/00196, fetch data time cost=1.41ms, fps=2042 images/s, loss=0.9261, top1-acc=71.92%, top5-acc=94.80%, remaining_time=0:00:18.883494, arrival_time=2021-04-14 21:56:49.623234, cost_time=0:00:06.466972 2021-04-14 21:56:31,989 INFO : TRAIN, epoch=0103, iter=00060/00196, fetch data time cost=1.59ms, fps=2050 images/s, loss=0.9196, top1-acc=72.02%, top5-acc=94.79%, remaining_time=0:00:17.490008, arrival_time=2021-04-14 21:56:49.479086, cost_time=0:00:07.716169 2021-04-14 21:56:33,238 INFO : TRAIN, epoch=0103, iter=00070/00196, fetch data time cost=1.48ms, fps=2050 images/s, loss=0.9190, top1-acc=72.16%, top5-acc=94.79%, remaining_time=0:00:16.138836, arrival_time=2021-04-14 21:56:49.377586, cost_time=0:00:08.966000 2021-04-14 21:56:34,501 INFO : TRAIN, epoch=0103, iter=00080/00196, fetch data time cost=1.53ms, fps=2029 images/s, loss=0.9111, top1-acc=72.35%, top5-acc=94.91%, remaining_time=0:00:14.831180, arrival_time=2021-04-14 21:56:49.332388, cost_time=0:00:10.228368 2021-04-14 21:56:35,752 INFO : TRAIN, epoch=0103, iter=00090/00196, fetch data time cost=1.52ms, fps=2047 images/s, loss=0.9107, top1-acc=72.46%, top5-acc=94.77%, remaining_time=0:00:13.520406, arrival_time=2021-04-14 21:56:49.272733, cost_time=0:00:11.479579 2021-04-14 21:56:37,003 INFO : TRAIN, epoch=0103, iter=00100/00196, fetch data time cost=1.66ms, fps=2047 images/s, loss=0.9089, top1-acc=72.55%, top5-acc=94.76%, remaining_time=0:00:12.221088, arrival_time=2021-04-14 21:56:49.224272, cost_time=0:00:12.730339 2021-04-14 21:56:38,257 INFO : TRAIN, epoch=0103, iter=00110/00196, fetch data time cost=1.39ms, fps=2043 images/s, loss=0.9094, top1-acc=72.51%, top5-acc=94.70%, remaining_time=0:00:10.933094, arrival_time=2021-04-14 21:56:49.190136, cost_time=0:00:13.984224 2021-04-14 21:56:39,511 INFO : TRAIN, epoch=0103, iter=00120/00196, fetch data time cost=1.49ms, fps=2041 images/s, loss=0.9092, top1-acc=72.58%, top5-acc=94.70%, remaining_time=0:00:09.651316, arrival_time=2021-04-14 21:56:49.163152, cost_time=0:00:15.238942 2021-04-14 21:56:40,758 INFO : TRAIN, epoch=0103, iter=00130/00196, fetch data time cost=1.39ms, fps=2055 images/s, loss=0.9096, top1-acc=72.58%, top5-acc=94.70%, remaining_time=0:00:08.369592, arrival_time=2021-04-14 21:56:49.127933, cost_time=0:00:16.485518 2021-04-14 21:56:42,019 INFO : TRAIN, epoch=0103, iter=00140/00196, fetch data time cost=1.74ms, fps=2031 images/s, loss=0.9134, top1-acc=72.45%, top5-acc=94.65%, remaining_time=0:00:07.098672, arrival_time=2021-04-14 21:56:49.118057, cost_time=0:00:17.746636 2021-04-14 21:56:43,277 INFO : TRAIN, epoch=0103, iter=00150/00196, fetch data time cost=2.05ms, fps=2036 images/s, loss=0.9156, top1-acc=72.46%, top5-acc=94.60%, remaining_time=0:00:05.828062, arrival_time=2021-04-14 21:56:49.105475, cost_time=0:00:19.004596 2021-04-14 21:56:44,528 INFO : TRAIN, epoch=0103, iter=00160/00196, fetch data time cost=1.39ms, fps=2047 images/s, loss=0.9196, top1-acc=72.33%, top5-acc=94.57%, remaining_time=0:00:04.557528, arrival_time=2021-04-14 21:56:49.086062, cost_time=0:00:20.255693 2021-04-14 21:56:45,777 INFO : TRAIN, epoch=0103, iter=00170/00196, fetch data time cost=1.48ms, fps=2051 images/s, loss=0.9200, top1-acc=72.32%, top5-acc=94.57%, remaining_time=0:00:03.288948, arrival_time=2021-04-14 21:56:49.066383, cost_time=0:00:21.504685 2021-04-14 21:56:47,027 INFO : TRAIN, epoch=0103, iter=00180/00196, fetch data time cost=1.83ms, fps=2048 images/s, loss=0.9212, top1-acc=72.32%, top5-acc=94.52%, remaining_time=0:00:02.022656, arrival_time=2021-04-14 21:56:49.050329, cost_time=0:00:22.754917 2021-04-14 21:56:48,282 INFO : TRAIN, epoch=0103, iter=00190/00196, fetch data time cost=1.33ms, fps=2041 images/s, loss=0.9231, top1-acc=72.27%, top5-acc=94.50%, remaining_time=0:00:00.758196, arrival_time=2021-04-14 21:56:49.040499, cost_time=0:00:24.009489 2021-04-14 21:56:48,964 INFO : TRAIN, epoch=0103, iter=00196/00196, fetch data time cost=1.95ms, fps=1995 images/s, loss=0.9246, top1-acc=72.26%, top5-acc=94.49%, remaining_time=0:00:00, arrival_time=2021-04-14 21:56:48.964638, cost_time=0:00:24.691878 2021-04-14 21:56:49,477 INFO : EVAL, epoch=0103, iter=00010/00040, fetch data time cost=0.23ms, fps=5007 images/s, loss=1.5590, top1-acc=57.30%, top5-acc=85.43%, remaining_time=0:00:01.533900, arrival_time=2021-04-14 21:56:51.011754, cost_time=0:00:00.511303 2021-04-14 21:56:49,887 INFO : EVAL, epoch=0103, iter=00020/00040, fetch data time cost=0.45ms, fps=6255 images/s, loss=1.5580, top1-acc=57.32%, top5-acc=85.78%, remaining_time=0:00:00.920940, arrival_time=2021-04-14 21:56:50.808467, cost_time=0:00:00.920945 2021-04-14 21:56:50,279 INFO : EVAL, epoch=0103, iter=00030/00040, fetch data time cost=1.48ms, fps=6535 images/s, loss=1.5473, top1-acc=58.06%, top5-acc=85.83%, remaining_time=0:00:00.437730, arrival_time=2021-04-14 21:56:50.717531, cost_time=0:00:01.313184 2021-04-14 21:56:50,640 INFO : EVAL, epoch=0103, iter=00040/00040, fetch data time cost=0.07ms, fps=6441 images/s, loss=1.5642, top1-acc=58.18%, top5-acc=85.90%, remaining_time=0:00:00, arrival_time=2021-04-14 21:56:50.640438, cost_time=0:00:01.673907 2021-04-14 21:56:50,732 INFO : Epoch=0103 complete, best val top1-acc=59.53%, top5-acc=86.92% (epoch=92), remaining_time=0:42:58.259030, arrival_time=2021-04-14 22:39:48.991693, cost_time=0:45:37.738933 2021-04-14 21:56:50,734 INFO : Train start, epoch=0104, lr=0.047645 2021-04-14 21:56:52,181 INFO : TRAIN, epoch=0104, iter=00010/00196, fetch data time cost=0.25ms, fps=1769 images/s, loss=0.8794, top1-acc=74.41%, top5-acc=95.16%, remaining_time=0:00:26.920524, arrival_time=2021-04-14 21:57:19.102075, cost_time=0:00:01.447342 2021-04-14 21:56:53,451 INFO : TRAIN, epoch=0104, iter=00020/00196, fetch data time cost=1.42ms, fps=2017 images/s, loss=0.8731, top1-acc=74.10%, top5-acc=95.02%, remaining_time=0:00:23.911184, arrival_time=2021-04-14 21:57:17.362654, cost_time=0:00:02.717172 2021-04-14 21:56:54,714 INFO : TRAIN, epoch=0104, iter=00030/00196, fetch data time cost=1.43ms, fps=2028 images/s, loss=0.8574, top1-acc=74.74%, top5-acc=95.22%, remaining_time=0:00:22.025046, arrival_time=2021-04-14 21:57:16.739693, cost_time=0:00:03.980432 2021-04-14 21:56:55,987 INFO : TRAIN, epoch=0104, iter=00040/00196, fetch data time cost=2.20ms, fps=2012 images/s, loss=0.8695, top1-acc=74.49%, top5-acc=95.03%, remaining_time=0:00:20.487168, arrival_time=2021-04-14 21:57:16.474563, cost_time=0:00:05.253120 2021-04-14 21:56:57,254 INFO : TRAIN, epoch=0104, iter=00050/00196, fetch data time cost=1.37ms, fps=2022 images/s, loss=0.8727, top1-acc=74.35%, top5-acc=95.02%, remaining_time=0:00:19.039130, arrival_time=2021-04-14 21:57:16.293675, cost_time=0:00:06.520256 2021-04-14 21:56:58,515 INFO : TRAIN, epoch=0104, iter=00060/00196, fetch data time cost=2.23ms, fps=2032 images/s, loss=0.8752, top1-acc=74.09%, top5-acc=94.99%, remaining_time=0:00:17.637024, arrival_time=2021-04-14 21:57:16.152372, cost_time=0:00:07.781057 2021-04-14 21:56:59,767 INFO : TRAIN, epoch=0104, iter=00070/00196, fetch data time cost=1.51ms, fps=2045 images/s, loss=0.8846, top1-acc=73.73%, top5-acc=94.98%, remaining_time=0:00:16.260300, arrival_time=2021-04-14 21:57:16.027932, cost_time=0:00:09.033469 2021-04-14 21:57:01,024 INFO : TRAIN, epoch=0104, iter=00080/00196, fetch data time cost=1.57ms, fps=2038 images/s, loss=0.8840, top1-acc=73.67%, top5-acc=94.92%, remaining_time=0:00:14.920848, arrival_time=2021-04-14 21:57:15.945343, cost_time=0:00:10.290266 2021-04-14 21:57:02,275 INFO : TRAIN, epoch=0104, iter=00090/00196, fetch data time cost=1.37ms, fps=2048 images/s, loss=0.8886, top1-acc=73.57%, top5-acc=94.93%, remaining_time=0:00:13.592698, arrival_time=2021-04-14 21:57:15.867861, cost_time=0:00:11.540947 2021-04-14 21:57:03,533 INFO : TRAIN, epoch=0104, iter=00100/00196, fetch data time cost=1.74ms, fps=2036 images/s, loss=0.8886, top1-acc=73.49%, top5-acc=94.98%, remaining_time=0:00:12.286752, arrival_time=2021-04-14 21:57:15.819745, cost_time=0:00:12.798717 2021-04-14 21:57:04,784 INFO : TRAIN, epoch=0104, iter=00110/00196, fetch data time cost=1.38ms, fps=2046 images/s, loss=0.8927, top1-acc=73.49%, top5-acc=94.90%, remaining_time=0:00:10.985038, arrival_time=2021-04-14 21:57:15.769791, cost_time=0:00:14.050621 2021-04-14 21:57:06,028 INFO : TRAIN, epoch=0104, iter=00120/00196, fetch data time cost=1.52ms, fps=2059 images/s, loss=0.8975, top1-acc=73.40%, top5-acc=94.82%, remaining_time=0:00:09.686428, arrival_time=2021-04-14 21:57:15.715033, cost_time=0:00:15.294398 2021-04-14 21:57:07,282 INFO : TRAIN, epoch=0104, iter=00130/00196, fetch data time cost=1.60ms, fps=2043 images/s, loss=0.9002, top1-acc=73.23%, top5-acc=94.78%, remaining_time=0:00:08.401338, arrival_time=2021-04-14 21:57:15.683538, cost_time=0:00:16.548069 2021-04-14 21:57:08,527 INFO : TRAIN, epoch=0104, iter=00140/00196, fetch data time cost=1.99ms, fps=2056 images/s, loss=0.9016, top1-acc=73.18%, top5-acc=94.72%, remaining_time=0:00:07.117488, arrival_time=2021-04-14 21:57:15.645372, cost_time=0:00:17.793691 2021-04-14 21:57:09,777 INFO : TRAIN, epoch=0104, iter=00150/00196, fetch data time cost=1.99ms, fps=2049 images/s, loss=0.9014, top1-acc=73.20%, top5-acc=94.71%, remaining_time=0:00:05.839976, arrival_time=2021-04-14 21:57:15.617525, cost_time=0:00:19.043351 2021-04-14 21:57:11,075 INFO : TRAIN, epoch=0104, iter=00160/00196, fetch data time cost=2.45ms, fps=1973 images/s, loss=0.9005, top1-acc=73.16%, top5-acc=94.75%, remaining_time=0:00:04.576788, arrival_time=2021-04-14 21:57:15.652252, cost_time=0:00:20.341274 2021-04-14 21:57:12,341 INFO : TRAIN, epoch=0104, iter=00170/00196, fetch data time cost=1.69ms, fps=2023 images/s, loss=0.9020, top1-acc=73.11%, top5-acc=94.72%, remaining_time=0:00:03.304600, arrival_time=2021-04-14 21:57:15.645786, cost_time=0:00:21.606932 2021-04-14 21:57:13,595 INFO : TRAIN, epoch=0104, iter=00180/00196, fetch data time cost=1.89ms, fps=2042 images/s, loss=0.9029, top1-acc=73.06%, top5-acc=94.73%, remaining_time=0:00:02.032096, arrival_time=2021-04-14 21:57:15.627344, cost_time=0:00:22.861013 2021-04-14 21:57:14,842 INFO : TRAIN, epoch=0104, iter=00190/00196, fetch data time cost=1.21ms, fps=2053 images/s, loss=0.9061, top1-acc=72.96%, top5-acc=94.69%, remaining_time=0:00:00.761322, arrival_time=2021-04-14 21:57:15.603975, cost_time=0:00:24.108537 2021-04-14 21:57:15,525 INFO : TRAIN, epoch=0104, iter=00196/00196, fetch data time cost=2.99ms, fps=1994 images/s, loss=0.9061, top1-acc=72.95%, top5-acc=94.68%, remaining_time=0:00:00, arrival_time=2021-04-14 21:57:15.525069, cost_time=0:00:24.790766 2021-04-14 21:57:16,057 INFO : EVAL, epoch=0104, iter=00010/00040, fetch data time cost=0.21ms, fps=4841 images/s, loss=1.4725, top1-acc=60.51%, top5-acc=86.21%, remaining_time=0:00:01.586340, arrival_time=2021-04-14 21:57:17.643428, cost_time=0:00:00.528776 2021-04-14 21:57:16,444 INFO : EVAL, epoch=0104, iter=00020/00040, fetch data time cost=0.49ms, fps=6610 images/s, loss=1.4636, top1-acc=60.12%, top5-acc=87.07%, remaining_time=0:00:00.916400, arrival_time=2021-04-14 21:57:17.361151, cost_time=0:00:00.916408 2021-04-14 21:57:16,845 INFO : EVAL, epoch=0104, iter=00030/00040, fetch data time cost=0.22ms, fps=6402 images/s, loss=1.4525, top1-acc=60.83%, top5-acc=87.12%, remaining_time=0:00:00.438920, arrival_time=2021-04-14 21:57:17.284030, cost_time=0:00:01.316767 2021-04-14 21:57:17,206 INFO : EVAL, epoch=0104, iter=00040/00040, fetch data time cost=0.08ms, fps=6424 images/s, loss=1.4437, top1-acc=60.77%, top5-acc=87.28%, remaining_time=0:00:00, arrival_time=2021-04-14 21:57:17.206771, cost_time=0:00:01.678409 2021-04-14 21:57:17,369 INFO : Epoch=0104 complete, best val top1-acc=60.77%, top5-acc=87.28% (epoch=104), remaining_time=0:42:31.730976, arrival_time=2021-04-14 22:39:49.099942, cost_time=0:46:04.375231 2021-04-14 21:57:17,370 INFO : Train start, epoch=0105, lr=0.046860 2021-04-14 21:57:18,870 INFO : TRAIN, epoch=0105, iter=00010/00196, fetch data time cost=1.39ms, fps=1706 images/s, loss=0.8763, top1-acc=74.49%, top5-acc=95.35%, remaining_time=0:00:27.904278, arrival_time=2021-04-14 21:57:46.774980, cost_time=0:00:01.500228 2021-04-14 21:57:20,121 INFO : TRAIN, epoch=0105, iter=00020/00196, fetch data time cost=1.37ms, fps=2048 images/s, loss=0.8618, top1-acc=74.69%, top5-acc=95.16%, remaining_time=0:00:24.206336, arrival_time=2021-04-14 21:57:44.327606, cost_time=0:00:02.750723 2021-04-14 21:57:21,379 INFO : TRAIN, epoch=0105, iter=00030/00196, fetch data time cost=1.57ms, fps=2035 images/s, loss=0.8533, top1-acc=74.83%, top5-acc=95.34%, remaining_time=0:00:22.185568, arrival_time=2021-04-14 21:57:43.565466, cost_time=0:00:04.009434 2021-04-14 21:57:22,639 INFO : TRAIN, epoch=0105, iter=00040/00196, fetch data time cost=1.75ms, fps=2034 images/s, loss=0.8456, top1-acc=75.01%, top5-acc=95.36%, remaining_time=0:00:20.546448, arrival_time=2021-04-14 21:57:43.185387, cost_time=0:00:05.268309 2021-04-14 21:57:23,893 INFO : TRAIN, epoch=0105, iter=00050/00196, fetch data time cost=1.39ms, fps=2041 images/s, loss=0.8452, top1-acc=74.72%, top5-acc=95.41%, remaining_time=0:00:19.048328, arrival_time=2021-04-14 21:57:42.942210, cost_time=0:00:06.523419 2021-04-14 21:57:25,145 INFO : TRAIN, epoch=0105, iter=00060/00196, fetch data time cost=1.31ms, fps=2046 images/s, loss=0.8530, top1-acc=74.52%, top5-acc=95.33%, remaining_time=0:00:17.623016, arrival_time=2021-04-14 21:57:42.768455, cost_time=0:00:07.774834 2021-04-14 21:57:26,406 INFO : TRAIN, epoch=0105, iter=00070/00196, fetch data time cost=3.17ms, fps=2031 images/s, loss=0.8539, top1-acc=74.49%, top5-acc=95.36%, remaining_time=0:00:16.265088, arrival_time=2021-04-14 21:57:42.671811, cost_time=0:00:09.036182 2021-04-14 21:57:27,664 INFO : TRAIN, epoch=0105, iter=00080/00196, fetch data time cost=1.40ms, fps=2037 images/s, loss=0.8526, top1-acc=74.39%, top5-acc=95.38%, remaining_time=0:00:14.925604, arrival_time=2021-04-14 21:57:42.589615, cost_time=0:00:10.293504 2021-04-14 21:57:28,924 INFO : TRAIN, epoch=0105, iter=00090/00196, fetch data time cost=1.42ms, fps=2031 images/s, loss=0.8630, top1-acc=74.12%, top5-acc=95.18%, remaining_time=0:00:13.608492, arrival_time=2021-04-14 21:57:42.533342, cost_time=0:00:11.554379 2021-04-14 21:57:30,179 INFO : TRAIN, epoch=0105, iter=00100/00196, fetch data time cost=1.93ms, fps=2042 images/s, loss=0.8714, top1-acc=73.88%, top5-acc=95.04%, remaining_time=0:00:12.296256, arrival_time=2021-04-14 21:57:42.475458, cost_time=0:00:12.808590 2021-04-14 21:57:31,438 INFO : TRAIN, epoch=0105, iter=00110/00196, fetch data time cost=1.41ms, fps=2034 images/s, loss=0.8725, top1-acc=73.87%, top5-acc=94.99%, remaining_time=0:00:10.998712, arrival_time=2021-04-14 21:57:42.437435, cost_time=0:00:14.068122 2021-04-14 21:57:32,690 INFO : TRAIN, epoch=0105, iter=00120/00196, fetch data time cost=1.53ms, fps=2046 images/s, loss=0.8762, top1-acc=73.67%, top5-acc=94.94%, remaining_time=0:00:09.702692, arrival_time=2021-04-14 21:57:42.393327, cost_time=0:00:15.320070 2021-04-14 21:57:33,939 INFO : TRAIN, epoch=0105, iter=00130/00196, fetch data time cost=1.43ms, fps=2051 images/s, loss=0.8828, top1-acc=73.55%, top5-acc=94.89%, remaining_time=0:00:08.411898, arrival_time=2021-04-14 21:57:42.351321, cost_time=0:00:16.568886 2021-04-14 21:57:35,192 INFO : TRAIN, epoch=0105, iter=00140/00196, fetch data time cost=1.35ms, fps=2044 images/s, loss=0.8847, top1-acc=73.46%, top5-acc=94.88%, remaining_time=0:00:07.128688, arrival_time=2021-04-14 21:57:42.321053, cost_time=0:00:17.821762 2021-04-14 21:57:36,442 INFO : TRAIN, epoch=0105, iter=00150/00196, fetch data time cost=1.70ms, fps=2049 images/s, loss=0.8879, top1-acc=73.39%, top5-acc=94.84%, remaining_time=0:00:05.848762, arrival_time=2021-04-14 21:57:42.291369, cost_time=0:00:19.072032 2021-04-14 21:57:37,701 INFO : TRAIN, epoch=0105, iter=00160/00196, fetch data time cost=1.88ms, fps=2036 images/s, loss=0.8905, top1-acc=73.36%, top5-acc=94.81%, remaining_time=0:00:04.574232, arrival_time=2021-04-14 21:57:42.274668, cost_time=0:00:20.329932 2021-04-14 21:57:38,954 INFO : TRAIN, epoch=0105, iter=00170/00196, fetch data time cost=1.55ms, fps=2044 images/s, loss=0.8916, top1-acc=73.35%, top5-acc=94.78%, remaining_time=0:00:03.301064, arrival_time=2021-04-14 21:57:42.255524, cost_time=0:00:21.583912 2021-04-14 21:57:40,199 INFO : TRAIN, epoch=0105, iter=00180/00196, fetch data time cost=1.34ms, fps=2057 images/s, loss=0.8929, top1-acc=73.29%, top5-acc=94.77%, remaining_time=0:00:02.029248, arrival_time=2021-04-14 21:57:42.228724, cost_time=0:00:22.829018 2021-04-14 21:57:41,452 INFO : TRAIN, epoch=0105, iter=00190/00196, fetch data time cost=2.01ms, fps=2043 images/s, loss=0.8946, top1-acc=73.24%, top5-acc=94.76%, remaining_time=0:00:00.760488, arrival_time=2021-04-14 21:57:42.213272, cost_time=0:00:24.082193 2021-04-14 21:57:42,133 INFO : TRAIN, epoch=0105, iter=00196/00196, fetch data time cost=1.26ms, fps=2002 images/s, loss=0.8966, top1-acc=73.21%, top5-acc=94.75%, remaining_time=0:00:00, arrival_time=2021-04-14 21:57:42.133110, cost_time=0:00:24.762660 2021-04-14 21:57:42,677 INFO : EVAL, epoch=0105, iter=00010/00040, fetch data time cost=0.47ms, fps=4715 images/s, loss=1.4296, top1-acc=60.55%, top5-acc=88.24%, remaining_time=0:00:01.628910, arrival_time=2021-04-14 21:57:44.306780, cost_time=0:00:00.542973 2021-04-14 21:57:43,068 INFO : EVAL, epoch=0105, iter=00020/00040, fetch data time cost=1.43ms, fps=6568 images/s, loss=1.4559, top1-acc=59.53%, top5-acc=87.75%, remaining_time=0:00:00.933100, arrival_time=2021-04-14 21:57:44.001100, cost_time=0:00:00.933108 2021-04-14 21:57:43,459 INFO : EVAL, epoch=0105, iter=00030/00040, fetch data time cost=1.97ms, fps=6555 images/s, loss=1.4373, top1-acc=60.12%, top5-acc=87.75%, remaining_time=0:00:00.441340, arrival_time=2021-04-14 21:57:43.900349, cost_time=0:00:01.324017 2021-04-14 21:57:43,819 INFO : EVAL, epoch=0105, iter=00040/00040, fetch data time cost=0.08ms, fps=6451 images/s, loss=1.4368, top1-acc=60.27%, top5-acc=87.66%, remaining_time=0:00:00, arrival_time=2021-04-14 21:57:43.819020, cost_time=0:00:01.684147 2021-04-14 21:57:43,882 INFO : Epoch=0105 complete, best val top1-acc=60.77%, top5-acc=87.28% (epoch=104), remaining_time=0:42:05.089455, arrival_time=2021-04-14 22:39:48.971566, cost_time=0:46:30.888378 2021-04-14 21:57:43,883 INFO : Train start, epoch=0106, lr=0.046077 2021-04-14 21:57:45,323 INFO : TRAIN, epoch=0106, iter=00010/00196, fetch data time cost=1.95ms, fps=1777 images/s, loss=0.8846, top1-acc=73.44%, top5-acc=95.31%, remaining_time=0:00:26.788092, arrival_time=2021-04-14 21:58:12.112002, cost_time=0:00:01.440225 2021-04-14 21:57:46,580 INFO : TRAIN, epoch=0106, iter=00020/00196, fetch data time cost=1.79ms, fps=2038 images/s, loss=0.8833, top1-acc=73.54%, top5-acc=95.14%, remaining_time=0:00:23.735008, arrival_time=2021-04-14 21:58:10.315860, cost_time=0:00:02.697161 2021-04-14 21:57:47,845 INFO : TRAIN, epoch=0106, iter=00030/00196, fetch data time cost=1.40ms, fps=2026 images/s, loss=0.8605, top1-acc=74.13%, top5-acc=95.42%, remaining_time=0:00:21.919636, arrival_time=2021-04-14 21:58:09.764860, cost_time=0:00:03.961379 2021-04-14 21:57:49,094 INFO : TRAIN, epoch=0106, iter=00040/00196, fetch data time cost=1.40ms, fps=2051 images/s, loss=0.8657, top1-acc=74.05%, top5-acc=95.27%, remaining_time=0:00:20.320716, arrival_time=2021-04-14 21:58:09.414774, cost_time=0:00:05.210454 2021-04-14 21:57:50,350 INFO : TRAIN, epoch=0106, iter=00050/00196, fetch data time cost=1.54ms, fps=2038 images/s, loss=0.8616, top1-acc=74.02%, top5-acc=95.24%, remaining_time=0:00:18.883640, arrival_time=2021-04-14 21:58:09.234301, cost_time=0:00:06.467011 2021-04-14 21:57:51,611 INFO : TRAIN, epoch=0106, iter=00060/00196, fetch data time cost=2.01ms, fps=2031 images/s, loss=0.8582, top1-acc=74.06%, top5-acc=95.35%, remaining_time=0:00:17.517072, arrival_time=2021-04-14 21:58:09.128870, cost_time=0:00:07.728102 2021-04-14 21:57:52,876 INFO : TRAIN, epoch=0106, iter=00070/00196, fetch data time cost=1.41ms, fps=2025 images/s, loss=0.8608, top1-acc=74.07%, top5-acc=95.28%, remaining_time=0:00:16.186842, arrival_time=2021-04-14 21:58:09.063121, cost_time=0:00:08.992680 2021-04-14 21:57:54,127 INFO : TRAIN, epoch=0106, iter=00080/00196, fetch data time cost=1.41ms, fps=2048 images/s, loss=0.8695, top1-acc=73.76%, top5-acc=95.20%, remaining_time=0:00:14.852988, arrival_time=2021-04-14 21:58:08.980074, cost_time=0:00:10.243416 2021-04-14 21:57:55,382 INFO : TRAIN, epoch=0106, iter=00090/00196, fetch data time cost=1.87ms, fps=2040 images/s, loss=0.8753, top1-acc=73.54%, top5-acc=95.11%, remaining_time=0:00:13.543090, arrival_time=2021-04-14 21:58:08.925551, cost_time=0:00:11.498873 2021-04-14 21:57:56,638 INFO : TRAIN, epoch=0106, iter=00100/00196, fetch data time cost=1.32ms, fps=2038 images/s, loss=0.8806, top1-acc=73.41%, top5-acc=95.03%, remaining_time=0:00:12.244992, arrival_time=2021-04-14 21:58:08.883860, cost_time=0:00:12.755151 2021-04-14 21:57:57,887 INFO : TRAIN, epoch=0106, iter=00110/00196, fetch data time cost=1.36ms, fps=2051 images/s, loss=0.8857, top1-acc=73.27%, top5-acc=94.97%, remaining_time=0:00:10.948574, arrival_time=2021-04-14 21:58:08.836245, cost_time=0:00:14.004035 2021-04-14 21:57:59,147 INFO : TRAIN, epoch=0106, iter=00120/00196, fetch data time cost=1.58ms, fps=2034 images/s, loss=0.8866, top1-acc=73.29%, top5-acc=94.91%, remaining_time=0:00:09.666896, arrival_time=2021-04-14 21:58:08.814061, cost_time=0:00:15.263546 2021-04-14 21:58:00,414 INFO : TRAIN, epoch=0106, iter=00130/00196, fetch data time cost=1.63ms, fps=2021 images/s, loss=0.8886, top1-acc=73.21%, top5-acc=94.89%, remaining_time=0:00:08.392494, arrival_time=2021-04-14 21:58:08.806766, cost_time=0:00:16.530632 2021-04-14 21:58:01,676 INFO : TRAIN, epoch=0106, iter=00140/00196, fetch data time cost=1.45ms, fps=2029 images/s, loss=0.8882, top1-acc=73.15%, top5-acc=94.90%, remaining_time=0:00:07.117040, arrival_time=2021-04-14 21:58:08.793265, cost_time=0:00:17.792625 2021-04-14 21:58:02,936 INFO : TRAIN, epoch=0106, iter=00150/00196, fetch data time cost=1.52ms, fps=2032 images/s, loss=0.8889, top1-acc=73.11%, top5-acc=94.87%, remaining_time=0:00:05.842966, arrival_time=2021-04-14 21:58:08.779657, cost_time=0:00:19.053119 2021-04-14 21:58:04,190 INFO : TRAIN, epoch=0106, iter=00160/00196, fetch data time cost=1.40ms, fps=2043 images/s, loss=0.8919, top1-acc=73.05%, top5-acc=94.85%, remaining_time=0:00:04.568976, arrival_time=2021-04-14 21:58:08.759208, cost_time=0:00:20.306540 2021-04-14 21:58:05,447 INFO : TRAIN, epoch=0106, iter=00170/00196, fetch data time cost=1.72ms, fps=2037 images/s, loss=0.8912, top1-acc=73.12%, top5-acc=94.83%, remaining_time=0:00:03.297970, arrival_time=2021-04-14 21:58:08.745182, cost_time=0:00:21.563613 2021-04-14 21:58:06,705 INFO : TRAIN, epoch=0106, iter=00180/00196, fetch data time cost=1.36ms, fps=2035 images/s, loss=0.8944, top1-acc=73.03%, top5-acc=94.79%, remaining_time=0:00:02.028640, arrival_time=2021-04-14 21:58:08.734416, cost_time=0:00:22.822211 2021-04-14 21:58:07,961 INFO : TRAIN, epoch=0106, iter=00190/00196, fetch data time cost=1.46ms, fps=2039 images/s, loss=0.8971, top1-acc=73.00%, top5-acc=94.72%, remaining_time=0:00:00.760362, arrival_time=2021-04-14 21:58:08.722208, cost_time=0:00:24.078221 2021-04-14 21:58:08,642 INFO : TRAIN, epoch=0106, iter=00196/00196, fetch data time cost=1.28ms, fps=1998 images/s, loss=0.9008, top1-acc=72.92%, top5-acc=94.70%, remaining_time=0:00:00, arrival_time=2021-04-14 21:58:08.642896, cost_time=0:00:24.759329 2021-04-14 21:58:09,176 INFO : EVAL, epoch=0106, iter=00010/00040, fetch data time cost=3.86ms, fps=4813 images/s, loss=1.4369, top1-acc=60.27%, top5-acc=86.68%, remaining_time=0:00:01.595700, arrival_time=2021-04-14 21:58:10.772478, cost_time=0:00:00.531904 2021-04-14 21:58:09,571 INFO : EVAL, epoch=0106, iter=00020/00040, fetch data time cost=1.78ms, fps=6501 images/s, loss=1.4062, top1-acc=60.90%, top5-acc=86.93%, remaining_time=0:00:00.926160, arrival_time=2021-04-14 21:58:10.497201, cost_time=0:00:00.926163 2021-04-14 21:58:09,962 INFO : EVAL, epoch=0106, iter=00030/00040, fetch data time cost=1.95ms, fps=6547 images/s, loss=1.3967, top1-acc=61.12%, top5-acc=87.51%, remaining_time=0:00:00.439220, arrival_time=2021-04-14 21:58:10.401749, cost_time=0:00:01.317653 2021-04-14 21:58:10,325 INFO : EVAL, epoch=0106, iter=00040/00040, fetch data time cost=0.09ms, fps=6403 images/s, loss=1.3960, top1-acc=61.35%, top5-acc=87.54%, remaining_time=0:00:00, arrival_time=2021-04-14 21:58:10.325281, cost_time=0:00:01.680472 2021-04-14 21:58:10,518 INFO : Epoch=0106 complete, best val top1-acc=61.35%, top5-acc=87.54% (epoch=106), remaining_time=0:41:38.559386, arrival_time=2021-04-14 22:39:49.077542, cost_time=0:46:57.524391 2021-04-14 21:58:10,520 INFO : Train start, epoch=0107, lr=0.045295 2021-04-14 21:58:11,978 INFO : TRAIN, epoch=0107, iter=00010/00196, fetch data time cost=2.11ms, fps=1756 images/s, loss=0.8437, top1-acc=75.00%, top5-acc=95.74%, remaining_time=0:00:27.122892, arrival_time=2021-04-14 21:58:39.101565, cost_time=0:00:01.458221 2021-04-14 21:58:13,250 INFO : TRAIN, epoch=0107, iter=00020/00196, fetch data time cost=1.50ms, fps=2015 images/s, loss=0.8329, top1-acc=75.14%, top5-acc=95.70%, remaining_time=0:00:24.019952, arrival_time=2021-04-14 21:58:37.269934, cost_time=0:00:02.729541 2021-04-14 21:58:14,525 INFO : TRAIN, epoch=0107, iter=00030/00196, fetch data time cost=2.42ms, fps=2008 images/s, loss=0.8338, top1-acc=74.79%, top5-acc=95.64%, remaining_time=0:00:22.161664, arrival_time=2021-04-14 21:58:36.687212, cost_time=0:00:04.005113 2021-04-14 21:58:15,786 INFO : TRAIN, epoch=0107, iter=00040/00196, fetch data time cost=1.97ms, fps=2032 images/s, loss=0.8348, top1-acc=74.81%, top5-acc=95.51%, remaining_time=0:00:20.535996, arrival_time=2021-04-14 21:58:36.322003, cost_time=0:00:05.265647 2021-04-14 21:58:17,043 INFO : TRAIN, epoch=0107, iter=00050/00196, fetch data time cost=1.38ms, fps=2037 images/s, loss=0.8387, top1-acc=74.59%, top5-acc=95.53%, remaining_time=0:00:19.047598, arrival_time=2021-04-14 21:58:36.091082, cost_time=0:00:06.523154 2021-04-14 21:58:18,302 INFO : TRAIN, epoch=0107, iter=00060/00196, fetch data time cost=1.88ms, fps=2034 images/s, loss=0.8427, top1-acc=74.47%, top5-acc=95.42%, remaining_time=0:00:17.639880, arrival_time=2021-04-14 21:58:35.942577, cost_time=0:00:07.782313 2021-04-14 21:58:19,548 INFO : TRAIN, epoch=0107, iter=00070/00196, fetch data time cost=1.33ms, fps=2056 images/s, loss=0.8445, top1-acc=74.47%, top5-acc=95.39%, remaining_time=0:00:16.250976, arrival_time=2021-04-14 21:58:35.799584, cost_time=0:00:09.028313 2021-04-14 21:58:20,801 INFO : TRAIN, epoch=0107, iter=00080/00196, fetch data time cost=2.12ms, fps=2044 images/s, loss=0.8413, top1-acc=74.63%, top5-acc=95.40%, remaining_time=0:00:14.907624, arrival_time=2021-04-14 21:58:35.709195, cost_time=0:00:10.281119 2021-04-14 21:58:22,050 INFO : TRAIN, epoch=0107, iter=00090/00196, fetch data time cost=1.72ms, fps=2052 images/s, loss=0.8478, top1-acc=74.39%, top5-acc=95.30%, remaining_time=0:00:13.579448, arrival_time=2021-04-14 21:58:35.629438, cost_time=0:00:11.529690 2021-04-14 21:58:23,299 INFO : TRAIN, epoch=0107, iter=00100/00196, fetch data time cost=1.52ms, fps=2049 images/s, loss=0.8536, top1-acc=74.27%, top5-acc=95.16%, remaining_time=0:00:12.268032, arrival_time=2021-04-14 21:58:35.567629, cost_time=0:00:12.779216 2021-04-14 21:58:24,552 INFO : TRAIN, epoch=0107, iter=00110/00196, fetch data time cost=1.37ms, fps=2044 images/s, loss=0.8576, top1-acc=74.22%, top5-acc=95.10%, remaining_time=0:00:10.970590, arrival_time=2021-04-14 21:58:35.523117, cost_time=0:00:14.032152 2021-04-14 21:58:25,820 INFO : TRAIN, epoch=0107, iter=00120/00196, fetch data time cost=1.84ms, fps=2019 images/s, loss=0.8607, top1-acc=74.10%, top5-acc=95.07%, remaining_time=0:00:09.690380, arrival_time=2021-04-14 21:58:35.511317, cost_time=0:00:15.300643 2021-04-14 21:58:27,078 INFO : TRAIN, epoch=0107, iter=00130/00196, fetch data time cost=1.39ms, fps=2037 images/s, loss=0.8615, top1-acc=74.03%, top5-acc=95.09%, remaining_time=0:00:08.406420, arrival_time=2021-04-14 21:58:35.484890, cost_time=0:00:16.558052 2021-04-14 21:58:28,335 INFO : TRAIN, epoch=0107, iter=00140/00196, fetch data time cost=1.33ms, fps=2038 images/s, loss=0.8632, top1-acc=74.07%, top5-acc=95.07%, remaining_time=0:00:07.126056, arrival_time=2021-04-14 21:58:35.461505, cost_time=0:00:17.815095 2021-04-14 21:58:29,590 INFO : TRAIN, epoch=0107, iter=00150/00196, fetch data time cost=1.59ms, fps=2041 images/s, loss=0.8656, top1-acc=74.00%, top5-acc=95.03%, remaining_time=0:00:05.848210, arrival_time=2021-04-14 21:58:35.438736, cost_time=0:00:19.070237 2021-04-14 21:58:30,858 INFO : TRAIN, epoch=0107, iter=00160/00196, fetch data time cost=1.94ms, fps=2020 images/s, loss=0.8717, top1-acc=73.82%, top5-acc=94.98%, remaining_time=0:00:04.576032, arrival_time=2021-04-14 21:58:35.434297, cost_time=0:00:20.337902 2021-04-14 21:58:32,113 INFO : TRAIN, epoch=0107, iter=00170/00196, fetch data time cost=1.67ms, fps=2041 images/s, loss=0.8741, top1-acc=73.73%, top5-acc=94.96%, remaining_time=0:00:03.302468, arrival_time=2021-04-14 21:58:35.415833, cost_time=0:00:21.593068 2021-04-14 21:58:33,390 INFO : TRAIN, epoch=0107, iter=00180/00196, fetch data time cost=1.58ms, fps=2005 images/s, loss=0.8792, top1-acc=73.62%, top5-acc=94.89%, remaining_time=0:00:02.032912, arrival_time=2021-04-14 21:58:35.423389, cost_time=0:00:22.870181 2021-04-14 21:58:34,648 INFO : TRAIN, epoch=0107, iter=00190/00196, fetch data time cost=1.25ms, fps=2036 images/s, loss=0.8818, top1-acc=73.54%, top5-acc=94.83%, remaining_time=0:00:00.761934, arrival_time=2021-04-14 21:58:35.410048, cost_time=0:00:24.127819 2021-04-14 21:58:35,325 INFO : TRAIN, epoch=0107, iter=00196/00196, fetch data time cost=1.26ms, fps=2011 images/s, loss=0.8849, top1-acc=73.49%, top5-acc=94.81%, remaining_time=0:00:00, arrival_time=2021-04-14 21:58:35.324945, cost_time=0:00:24.804597 2021-04-14 21:58:35,855 INFO : EVAL, epoch=0107, iter=00010/00040, fetch data time cost=5.60ms, fps=4841 images/s, loss=1.4452, top1-acc=60.62%, top5-acc=87.27%, remaining_time=0:00:01.586460, arrival_time=2021-04-14 21:58:37.442067, cost_time=0:00:00.528822 2021-04-14 21:58:36,245 INFO : EVAL, epoch=0107, iter=00020/00040, fetch data time cost=0.32ms, fps=6577 images/s, loss=1.4379, top1-acc=60.62%, top5-acc=87.23%, remaining_time=0:00:00.918720, arrival_time=2021-04-14 21:58:37.164134, cost_time=0:00:00.918724 2021-04-14 21:58:36,641 INFO : EVAL, epoch=0107, iter=00030/00040, fetch data time cost=1.85ms, fps=6467 images/s, loss=1.4402, top1-acc=60.69%, top5-acc=87.28%, remaining_time=0:00:00.438300, arrival_time=2021-04-14 21:58:37.079953, cost_time=0:00:01.314898 2021-04-14 21:58:37,002 INFO : EVAL, epoch=0107, iter=00040/00040, fetch data time cost=0.05ms, fps=6444 images/s, loss=1.4491, top1-acc=60.98%, top5-acc=87.21%, remaining_time=0:00:00, arrival_time=2021-04-14 21:58:37.002145, cost_time=0:00:01.675437 2021-04-14 21:58:37,089 INFO : Epoch=0107 complete, best val top1-acc=61.35%, top5-acc=87.54% (epoch=106), remaining_time=0:41:11.970969, arrival_time=2021-04-14 22:39:49.060325, cost_time=0:47:24.095619 2021-04-14 21:58:37,090 INFO : Train start, epoch=0108, lr=0.044513 2021-04-14 21:58:38,554 INFO : TRAIN, epoch=0108, iter=00010/00196, fetch data time cost=1.36ms, fps=1750 images/s, loss=0.8769, top1-acc=73.36%, top5-acc=95.12%, remaining_time=0:00:27.209382, arrival_time=2021-04-14 21:59:05.763301, cost_time=0:00:01.462873 2021-04-14 21:58:39,807 INFO : TRAIN, epoch=0108, iter=00020/00196, fetch data time cost=1.59ms, fps=2043 images/s, loss=0.8649, top1-acc=73.44%, top5-acc=95.21%, remaining_time=0:00:23.907488, arrival_time=2021-04-14 21:59:03.715290, cost_time=0:00:02.716767 2021-04-14 21:58:41,065 INFO : TRAIN, epoch=0108, iter=00030/00196, fetch data time cost=1.67ms, fps=2037 images/s, loss=0.8653, top1-acc=73.79%, top5-acc=95.20%, remaining_time=0:00:21.990020, arrival_time=2021-04-14 21:59:03.055189, cost_time=0:00:03.974114 2021-04-14 21:58:42,325 INFO : TRAIN, epoch=0108, iter=00040/00196, fetch data time cost=1.32ms, fps=2033 images/s, loss=0.8561, top1-acc=74.16%, top5-acc=95.18%, remaining_time=0:00:20.413068, arrival_time=2021-04-14 21:59:02.738159, cost_time=0:00:05.234137 2021-04-14 21:58:43,585 INFO : TRAIN, epoch=0108, iter=00050/00196, fetch data time cost=1.33ms, fps=2032 images/s, loss=0.8536, top1-acc=74.32%, top5-acc=95.25%, remaining_time=0:00:18.963794, arrival_time=2021-04-14 21:59:02.549261, cost_time=0:00:06.494440 2021-04-14 21:58:44,843 INFO : TRAIN, epoch=0108, iter=00060/00196, fetch data time cost=1.52ms, fps=2037 images/s, loss=0.8558, top1-acc=74.22%, top5-acc=95.23%, remaining_time=0:00:17.570928, arrival_time=2021-04-14 21:59:02.413833, cost_time=0:00:07.751874 2021-04-14 21:58:46,108 INFO : TRAIN, epoch=0108, iter=00070/00196, fetch data time cost=1.46ms, fps=2024 images/s, loss=0.8533, top1-acc=74.37%, top5-acc=95.22%, remaining_time=0:00:16.231572, arrival_time=2021-04-14 21:59:02.340106, cost_time=0:00:09.017517 2021-04-14 21:58:47,365 INFO : TRAIN, epoch=0108, iter=00080/00196, fetch data time cost=1.54ms, fps=2037 images/s, loss=0.8538, top1-acc=74.33%, top5-acc=95.29%, remaining_time=0:00:14.898228, arrival_time=2021-04-14 21:59:02.263776, cost_time=0:00:10.274606 2021-04-14 21:58:48,623 INFO : TRAIN, epoch=0108, iter=00090/00196, fetch data time cost=2.01ms, fps=2036 images/s, loss=0.8520, top1-acc=74.42%, top5-acc=95.30%, remaining_time=0:00:13.582310, arrival_time=2021-04-14 21:59:02.205404, cost_time=0:00:11.532160 2021-04-14 21:58:49,898 INFO : TRAIN, epoch=0108, iter=00100/00196, fetch data time cost=2.07ms, fps=2008 images/s, loss=0.8536, top1-acc=74.34%, top5-acc=95.29%, remaining_time=0:00:12.295392, arrival_time=2021-04-14 21:59:02.194057, cost_time=0:00:12.807730 2021-04-14 21:58:51,149 INFO : TRAIN, epoch=0108, iter=00110/00196, fetch data time cost=1.47ms, fps=2047 images/s, loss=0.8514, top1-acc=74.32%, top5-acc=95.30%, remaining_time=0:00:10.991144, arrival_time=2021-04-14 21:59:02.140529, cost_time=0:00:14.058454 2021-04-14 21:58:52,411 INFO : TRAIN, epoch=0108, iter=00120/00196, fetch data time cost=1.91ms, fps=2030 images/s, loss=0.8534, top1-acc=74.28%, top5-acc=95.27%, remaining_time=0:00:09.702616, arrival_time=2021-04-14 21:59:02.113530, cost_time=0:00:15.319892 2021-04-14 21:58:53,674 INFO : TRAIN, epoch=0108, iter=00130/00196, fetch data time cost=2.09ms, fps=2027 images/s, loss=0.8576, top1-acc=74.17%, top5-acc=95.23%, remaining_time=0:00:08.419290, arrival_time=2021-04-14 21:59:02.093761, cost_time=0:00:16.583478 2021-04-14 21:58:54,937 INFO : TRAIN, epoch=0108, iter=00140/00196, fetch data time cost=1.37ms, fps=2028 images/s, loss=0.8644, top1-acc=73.99%, top5-acc=95.16%, remaining_time=0:00:07.138656, arrival_time=2021-04-14 21:59:02.076411, cost_time=0:00:17.846616 2021-04-14 21:58:56,195 INFO : TRAIN, epoch=0108, iter=00150/00196, fetch data time cost=1.45ms, fps=2036 images/s, loss=0.8678, top1-acc=73.92%, top5-acc=95.14%, remaining_time=0:00:05.858790, arrival_time=2021-04-14 21:59:02.054437, cost_time=0:00:19.104704 2021-04-14 21:58:57,451 INFO : TRAIN, epoch=0108, iter=00160/00196, fetch data time cost=1.83ms, fps=2040 images/s, loss=0.8701, top1-acc=73.82%, top5-acc=95.14%, remaining_time=0:00:04.581036, arrival_time=2021-04-14 21:59:02.032119, cost_time=0:00:20.360140 2021-04-14 21:58:58,708 INFO : TRAIN, epoch=0108, iter=00170/00196, fetch data time cost=1.61ms, fps=2037 images/s, loss=0.8730, top1-acc=73.78%, top5-acc=95.11%, remaining_time=0:00:03.306212, arrival_time=2021-04-14 21:59:02.014821, cost_time=0:00:21.617570 2021-04-14 21:58:59,956 INFO : TRAIN, epoch=0108, iter=00180/00196, fetch data time cost=1.33ms, fps=2052 images/s, loss=0.8749, top1-acc=73.74%, top5-acc=95.05%, remaining_time=0:00:02.032512, arrival_time=2021-04-14 21:59:01.989199, cost_time=0:00:22.865698 2021-04-14 21:59:01,223 INFO : TRAIN, epoch=0108, iter=00190/00196, fetch data time cost=1.55ms, fps=2022 images/s, loss=0.8780, top1-acc=73.62%, top5-acc=95.01%, remaining_time=0:00:00.762072, arrival_time=2021-04-14 21:59:01.985333, cost_time=0:00:24.132320 2021-04-14 21:59:01,901 INFO : TRAIN, epoch=0108, iter=00196/00196, fetch data time cost=1.30ms, fps=2007 images/s, loss=0.8789, top1-acc=73.55%, top5-acc=95.01%, remaining_time=0:00:00, arrival_time=2021-04-14 21:59:01.901493, cost_time=0:00:24.810488 2021-04-14 21:59:02,459 INFO : EVAL, epoch=0108, iter=00010/00040, fetch data time cost=0.19ms, fps=4607 images/s, loss=1.6494, top1-acc=57.23%, top5-acc=84.26%, remaining_time=0:00:01.666860, arrival_time=2021-04-14 21:59:04.125955, cost_time=0:00:00.555624 2021-04-14 21:59:02,848 INFO : EVAL, epoch=0108, iter=00020/00040, fetch data time cost=1.61ms, fps=6580 images/s, loss=1.6241, top1-acc=57.09%, top5-acc=84.82%, remaining_time=0:00:00.945420, arrival_time=2021-04-14 21:59:03.794205, cost_time=0:00:00.945416 2021-04-14 21:59:03,242 INFO : EVAL, epoch=0108, iter=00030/00040, fetch data time cost=2.10ms, fps=6505 images/s, loss=1.6544, top1-acc=56.28%, top5-acc=84.22%, remaining_time=0:00:00.446430, arrival_time=2021-04-14 21:59:03.689131, cost_time=0:00:01.339283 2021-04-14 21:59:03,611 INFO : EVAL, epoch=0108, iter=00040/00040, fetch data time cost=0.08ms, fps=6300 images/s, loss=1.6493, top1-acc=56.35%, top5-acc=84.55%, remaining_time=0:00:00, arrival_time=2021-04-14 21:59:03.611378, cost_time=0:00:01.708027 2021-04-14 21:59:03,724 INFO : Epoch=0108 complete, best val top1-acc=61.35%, top5-acc=87.54% (epoch=106), remaining_time=0:40:45.437464, arrival_time=2021-04-14 22:39:49.162153, cost_time=0:47:50.730954 2021-04-14 21:59:03,726 INFO : Train start, epoch=0109, lr=0.043733 2021-04-14 21:59:05,188 INFO : TRAIN, epoch=0109, iter=00010/00196, fetch data time cost=0.25ms, fps=1751 images/s, loss=0.8991, top1-acc=72.19%, top5-acc=94.57%, remaining_time=0:00:27.199152, arrival_time=2021-04-14 21:59:32.387741, cost_time=0:00:01.462321 2021-04-14 21:59:06,448 INFO : TRAIN, epoch=0109, iter=00020/00196, fetch data time cost=1.41ms, fps=2033 images/s, loss=0.8576, top1-acc=74.02%, top5-acc=94.94%, remaining_time=0:00:23.955888, arrival_time=2021-04-14 21:59:30.404361, cost_time=0:00:02.722257 2021-04-14 21:59:07,713 INFO : TRAIN, epoch=0109, iter=00030/00196, fetch data time cost=1.92ms, fps=2026 images/s, loss=0.8584, top1-acc=73.98%, top5-acc=95.17%, remaining_time=0:00:22.058910, arrival_time=2021-04-14 21:59:29.771769, cost_time=0:00:03.986546 2021-04-14 21:59:08,980 INFO : TRAIN, epoch=0109, iter=00040/00196, fetch data time cost=2.43ms, fps=2021 images/s, loss=0.8627, top1-acc=73.74%, top5-acc=95.09%, remaining_time=0:00:20.491380, arrival_time=2021-04-14 21:59:29.471864, cost_time=0:00:05.254192 2021-04-14 21:59:10,256 INFO : TRAIN, epoch=0109, iter=00050/00196, fetch data time cost=3.21ms, fps=2008 images/s, loss=0.8562, top1-acc=74.02%, top5-acc=95.13%, remaining_time=0:00:19.067308, arrival_time=2021-04-14 21:59:29.323351, cost_time=0:00:06.529882 2021-04-14 21:59:11,509 INFO : TRAIN, epoch=0109, iter=00060/00196, fetch data time cost=1.41ms, fps=2044 images/s, loss=0.8534, top1-acc=74.16%, top5-acc=95.10%, remaining_time=0:00:17.641512, arrival_time=2021-04-14 21:59:29.150735, cost_time=0:00:07.783025 2021-04-14 21:59:12,762 INFO : TRAIN, epoch=0109, iter=00070/00196, fetch data time cost=1.90ms, fps=2043 images/s, loss=0.8545, top1-acc=74.12%, top5-acc=95.11%, remaining_time=0:00:16.266096, arrival_time=2021-04-14 21:59:29.028951, cost_time=0:00:09.036692 2021-04-14 21:59:14,010 INFO : TRAIN, epoch=0109, iter=00080/00196, fetch data time cost=1.32ms, fps=2053 images/s, loss=0.8579, top1-acc=74.06%, top5-acc=95.07%, remaining_time=0:00:14.912148, arrival_time=2021-04-14 21:59:28.922553, cost_time=0:00:10.284209 2021-04-14 21:59:15,265 INFO : TRAIN, epoch=0109, iter=00090/00196, fetch data time cost=1.50ms, fps=2040 images/s, loss=0.8597, top1-acc=74.00%, top5-acc=95.03%, remaining_time=0:00:13.591108, arrival_time=2021-04-14 21:59:28.856849, cost_time=0:00:11.539625 2021-04-14 21:59:16,529 INFO : TRAIN, epoch=0109, iter=00100/00196, fetch data time cost=1.64ms, fps=2027 images/s, loss=0.8576, top1-acc=74.01%, top5-acc=95.09%, remaining_time=0:00:12.290880, arrival_time=2021-04-14 21:59:28.820053, cost_time=0:00:12.802971 2021-04-14 21:59:17,790 INFO : TRAIN, epoch=0109, iter=00110/00196, fetch data time cost=1.42ms, fps=2030 images/s, loss=0.8598, top1-acc=73.98%, top5-acc=95.04%, remaining_time=0:00:10.995960, arrival_time=2021-04-14 21:59:28.786806, cost_time=0:00:14.064638 2021-04-14 21:59:19,048 INFO : TRAIN, epoch=0109, iter=00120/00196, fetch data time cost=1.53ms, fps=2036 images/s, loss=0.8602, top1-acc=74.00%, top5-acc=95.00%, remaining_time=0:00:09.704288, arrival_time=2021-04-14 21:59:28.753087, cost_time=0:00:15.322598 2021-04-14 21:59:20,308 INFO : TRAIN, epoch=0109, iter=00130/00196, fetch data time cost=1.83ms, fps=2034 images/s, loss=0.8616, top1-acc=73.98%, top5-acc=94.99%, remaining_time=0:00:08.418498, arrival_time=2021-04-14 21:59:28.726618, cost_time=0:00:16.581918 2021-04-14 21:59:21,563 INFO : TRAIN, epoch=0109, iter=00140/00196, fetch data time cost=1.87ms, fps=2041 images/s, loss=0.8626, top1-acc=73.91%, top5-acc=94.97%, remaining_time=0:00:07.134792, arrival_time=2021-04-14 21:59:28.697926, cost_time=0:00:17.837005 2021-04-14 21:59:22,824 INFO : TRAIN, epoch=0109, iter=00150/00196, fetch data time cost=1.89ms, fps=2030 images/s, loss=0.8621, top1-acc=73.95%, top5-acc=95.02%, remaining_time=0:00:05.856904, arrival_time=2021-04-14 21:59:28.681772, cost_time=0:00:19.098658 2021-04-14 21:59:24,074 INFO : TRAIN, epoch=0109, iter=00160/00196, fetch data time cost=1.89ms, fps=2050 images/s, loss=0.8631, top1-acc=73.96%, top5-acc=94.97%, remaining_time=0:00:04.578372, arrival_time=2021-04-14 21:59:28.652898, cost_time=0:00:20.348341 2021-04-14 21:59:25,326 INFO : TRAIN, epoch=0109, iter=00170/00196, fetch data time cost=1.40ms, fps=2046 images/s, loss=0.8655, top1-acc=73.87%, top5-acc=94.95%, remaining_time=0:00:03.303534, arrival_time=2021-04-14 21:59:28.629627, cost_time=0:00:21.599949 2021-04-14 21:59:26,577 INFO : TRAIN, epoch=0109, iter=00180/00196, fetch data time cost=1.43ms, fps=2047 images/s, loss=0.8692, top1-acc=73.75%, top5-acc=94.92%, remaining_time=0:00:02.031184, arrival_time=2021-04-14 21:59:28.608219, cost_time=0:00:22.850765 2021-04-14 21:59:27,826 INFO : TRAIN, epoch=0109, iter=00190/00196, fetch data time cost=1.17ms, fps=2050 images/s, loss=0.8731, top1-acc=73.66%, top5-acc=94.89%, remaining_time=0:00:00.761064, arrival_time=2021-04-14 21:59:28.587561, cost_time=0:00:24.100355 2021-04-14 21:59:28,528 INFO : TRAIN, epoch=0109, iter=00196/00196, fetch data time cost=1.59ms, fps=1940 images/s, loss=0.8747, top1-acc=73.59%, top5-acc=94.89%, remaining_time=0:00:00, arrival_time=2021-04-14 21:59:28.527987, cost_time=0:00:24.801825 2021-04-14 21:59:29,107 INFO : EVAL, epoch=0109, iter=00010/00040, fetch data time cost=0.41ms, fps=4445 images/s, loss=1.4001, top1-acc=60.43%, top5-acc=87.50%, remaining_time=0:00:01.727820, arrival_time=2021-04-14 21:59:30.834821, cost_time=0:00:00.575941 2021-04-14 21:59:29,501 INFO : EVAL, epoch=0109, iter=00020/00040, fetch data time cost=2.50ms, fps=6497 images/s, loss=1.4232, top1-acc=61.02%, top5-acc=87.21%, remaining_time=0:00:00.970440, arrival_time=2021-04-14 21:59:30.471929, cost_time=0:00:00.970430 2021-04-14 21:59:29,901 INFO : EVAL, epoch=0109, iter=00030/00040, fetch data time cost=1.83ms, fps=6404 images/s, loss=1.4313, top1-acc=60.73%, top5-acc=86.90%, remaining_time=0:00:00.456890, arrival_time=2021-04-14 21:59:30.358646, cost_time=0:00:01.370665 2021-04-14 21:59:30,261 INFO : EVAL, epoch=0109, iter=00040/00040, fetch data time cost=0.06ms, fps=6461 images/s, loss=1.4411, top1-acc=60.60%, top5-acc=87.03%, remaining_time=0:00:00, arrival_time=2021-04-14 21:59:30.261268, cost_time=0:00:01.730253 2021-04-14 21:59:30,381 INFO : Epoch=0109 complete, best val top1-acc=61.35%, top5-acc=87.54% (epoch=106), remaining_time=0:40:18.919867, arrival_time=2021-04-14 22:39:49.301151, cost_time=0:48:17.387519 2021-04-14 21:59:30,383 INFO : Train start, epoch=0110, lr=0.042955 2021-04-14 21:59:31,835 INFO : TRAIN, epoch=0110, iter=00010/00196, fetch data time cost=0.38ms, fps=1764 images/s, loss=0.8461, top1-acc=74.80%, top5-acc=95.98%, remaining_time=0:00:26.993064, arrival_time=2021-04-14 21:59:58.828060, cost_time=0:00:01.451243 2021-04-14 21:59:33,082 INFO : TRAIN, epoch=0110, iter=00020/00196, fetch data time cost=1.34ms, fps=2053 images/s, loss=0.8304, top1-acc=75.04%, top5-acc=95.96%, remaining_time=0:00:23.751376, arrival_time=2021-04-14 21:59:56.834108, cost_time=0:00:02.699026 2021-04-14 21:59:34,341 INFO : TRAIN, epoch=0110, iter=00030/00196, fetch data time cost=1.42ms, fps=2035 images/s, loss=0.8323, top1-acc=74.67%, top5-acc=95.96%, remaining_time=0:00:21.896894, arrival_time=2021-04-14 21:59:56.237989, cost_time=0:00:03.957267 2021-04-14 21:59:35,589 INFO : TRAIN, epoch=0110, iter=00040/00196, fetch data time cost=1.50ms, fps=2051 images/s, loss=0.8209, top1-acc=75.24%, top5-acc=95.91%, remaining_time=0:00:20.304492, arrival_time=2021-04-14 21:59:55.894445, cost_time=0:00:05.206262 2021-04-14 21:59:36,867 INFO : TRAIN, epoch=0110, iter=00050/00196, fetch data time cost=1.55ms, fps=2004 images/s, loss=0.8204, top1-acc=75.26%, top5-acc=95.81%, remaining_time=0:00:18.933426, arrival_time=2021-04-14 21:59:55.801203, cost_time=0:00:06.484040 2021-04-14 21:59:38,126 INFO : TRAIN, epoch=0110, iter=00060/00196, fetch data time cost=1.44ms, fps=2036 images/s, loss=0.8220, top1-acc=75.19%, top5-acc=95.72%, remaining_time=0:00:17.549848, arrival_time=2021-04-14 21:59:55.676179, cost_time=0:00:07.742557 2021-04-14 21:59:39,407 INFO : TRAIN, epoch=0110, iter=00070/00196, fetch data time cost=1.83ms, fps=1999 images/s, loss=0.8291, top1-acc=74.89%, top5-acc=95.62%, remaining_time=0:00:16.242912, arrival_time=2021-04-14 21:59:55.650549, cost_time=0:00:09.023825 2021-04-14 21:59:40,661 INFO : TRAIN, epoch=0110, iter=00080/00196, fetch data time cost=1.59ms, fps=2043 images/s, loss=0.8387, top1-acc=74.57%, top5-acc=95.54%, remaining_time=0:00:14.902636, arrival_time=2021-04-14 21:59:55.564002, cost_time=0:00:10.277666 2021-04-14 21:59:41,912 INFO : TRAIN, epoch=0110, iter=00090/00196, fetch data time cost=3.38ms, fps=2047 images/s, loss=0.8393, top1-acc=74.63%, top5-acc=95.56%, remaining_time=0:00:13.578494, arrival_time=2021-04-14 21:59:55.491179, cost_time=0:00:11.528942 2021-04-14 21:59:43,163 INFO : TRAIN, epoch=0110, iter=00100/00196, fetch data time cost=1.40ms, fps=2048 images/s, loss=0.8426, top1-acc=74.55%, top5-acc=95.52%, remaining_time=0:00:12.268320, arrival_time=2021-04-14 21:59:55.431653, cost_time=0:00:12.779453 2021-04-14 21:59:44,420 INFO : TRAIN, epoch=0110, iter=00110/00196, fetch data time cost=1.35ms, fps=2038 images/s, loss=0.8424, top1-acc=74.55%, top5-acc=95.53%, remaining_time=0:00:10.973772, arrival_time=2021-04-14 21:59:55.393695, cost_time=0:00:14.036193 2021-04-14 21:59:45,675 INFO : TRAIN, epoch=0110, iter=00120/00196, fetch data time cost=1.50ms, fps=2040 images/s, loss=0.8470, top1-acc=74.31%, top5-acc=95.50%, remaining_time=0:00:09.684756, arrival_time=2021-04-14 21:59:55.360192, cost_time=0:00:15.291723 2021-04-14 21:59:46,937 INFO : TRAIN, epoch=0110, iter=00130/00196, fetch data time cost=1.71ms, fps=2029 images/s, loss=0.8493, top1-acc=74.22%, top5-acc=95.51%, remaining_time=0:00:08.404176, arrival_time=2021-04-14 21:59:55.341556, cost_time=0:00:16.553673 2021-04-14 21:59:48,186 INFO : TRAIN, epoch=0110, iter=00140/00196, fetch data time cost=1.42ms, fps=2049 images/s, loss=0.8536, top1-acc=74.03%, top5-acc=95.47%, remaining_time=0:00:07.121296, arrival_time=2021-04-14 21:59:55.308243, cost_time=0:00:17.803245 2021-04-14 21:59:49,431 INFO : TRAIN, epoch=0110, iter=00150/00196, fetch data time cost=1.37ms, fps=2058 images/s, loss=0.8550, top1-acc=73.97%, top5-acc=95.42%, remaining_time=0:00:05.841402, arrival_time=2021-04-14 21:59:55.273146, cost_time=0:00:19.047993 2021-04-14 21:59:50,687 INFO : TRAIN, epoch=0110, iter=00160/00196, fetch data time cost=1.41ms, fps=2040 images/s, loss=0.8588, top1-acc=73.88%, top5-acc=95.35%, remaining_time=0:00:04.568328, arrival_time=2021-04-14 21:59:55.255847, cost_time=0:00:20.303722 2021-04-14 21:59:51,934 INFO : TRAIN, epoch=0110, iter=00170/00196, fetch data time cost=1.50ms, fps=2054 images/s, loss=0.8588, top1-acc=73.90%, top5-acc=95.36%, remaining_time=0:00:03.295942, arrival_time=2021-04-14 21:59:55.230060, cost_time=0:00:21.550402 2021-04-14 21:59:53,189 INFO : TRAIN, epoch=0110, iter=00180/00196, fetch data time cost=1.87ms, fps=2040 images/s, loss=0.8604, top1-acc=73.87%, top5-acc=95.32%, remaining_time=0:00:02.027200, arrival_time=2021-04-14 21:59:55.216910, cost_time=0:00:22.806004 2021-04-14 21:59:54,446 INFO : TRAIN, epoch=0110, iter=00190/00196, fetch data time cost=1.23ms, fps=2038 images/s, loss=0.8637, top1-acc=73.78%, top5-acc=95.27%, remaining_time=0:00:00.759864, arrival_time=2021-04-14 21:59:55.205900, cost_time=0:00:24.062326 2021-04-14 21:59:55,121 INFO : TRAIN, epoch=0110, iter=00196/00196, fetch data time cost=1.27ms, fps=2013 images/s, loss=0.8653, top1-acc=73.71%, top5-acc=95.23%, remaining_time=0:00:00, arrival_time=2021-04-14 21:59:55.121879, cost_time=0:00:24.738172 2021-04-14 21:59:55,638 INFO : EVAL, epoch=0110, iter=00010/00040, fetch data time cost=0.38ms, fps=4978 images/s, loss=1.5129, top1-acc=57.85%, top5-acc=86.13%, remaining_time=0:00:01.542720, arrival_time=2021-04-14 21:59:57.180742, cost_time=0:00:00.514245 2021-04-14 21:59:56,026 INFO : EVAL, epoch=0110, iter=00020/00040, fetch data time cost=2.04ms, fps=6603 images/s, loss=1.5140, top1-acc=57.68%, top5-acc=86.66%, remaining_time=0:00:00.902320, arrival_time=2021-04-14 21:59:56.928419, cost_time=0:00:00.902321 2021-04-14 21:59:56,424 INFO : EVAL, epoch=0110, iter=00030/00040, fetch data time cost=2.22ms, fps=6429 images/s, loss=1.5134, top1-acc=58.09%, top5-acc=86.67%, remaining_time=0:00:00.433620, arrival_time=2021-04-14 21:59:56.858272, cost_time=0:00:01.300856 2021-04-14 21:59:56,789 INFO : EVAL, epoch=0110, iter=00040/00040, fetch data time cost=0.10ms, fps=6364 images/s, loss=1.5100, top1-acc=58.25%, top5-acc=86.64%, remaining_time=0:00:00, arrival_time=2021-04-14 21:59:56.789572, cost_time=0:00:01.665775 2021-04-14 21:59:56,886 INFO : Epoch=0110 complete, best val top1-acc=61.35%, top5-acc=87.54% (epoch=106), remaining_time=0:39:52.276050, arrival_time=2021-04-14 22:39:49.162736, cost_time=0:48:43.892956 2021-04-14 21:59:56,888 INFO : Train start, epoch=0111, lr=0.042178 2021-04-14 21:59:58,373 INFO : TRAIN, epoch=0111, iter=00010/00196, fetch data time cost=3.67ms, fps=1725 images/s, loss=0.8217, top1-acc=75.51%, top5-acc=95.86%, remaining_time=0:00:27.606120, arrival_time=2021-04-14 22:00:25.979401, cost_time=0:00:01.484203 2021-04-14 21:59:59,640 INFO : TRAIN, epoch=0111, iter=00020/00196, fetch data time cost=1.70ms, fps=2023 images/s, loss=0.8218, top1-acc=75.33%, top5-acc=95.43%, remaining_time=0:00:24.207392, arrival_time=2021-04-14 22:00:23.847356, cost_time=0:00:02.750834 2021-04-14 22:00:00,899 INFO : TRAIN, epoch=0111, iter=00030/00196, fetch data time cost=2.26ms, fps=2035 images/s, loss=0.8121, top1-acc=75.77%, top5-acc=95.62%, remaining_time=0:00:22.189054, arrival_time=2021-04-14 22:00:23.088142, cost_time=0:00:04.010067 2021-04-14 22:00:02,170 INFO : TRAIN, epoch=0111, iter=00040/00196, fetch data time cost=1.44ms, fps=2015 images/s, loss=0.8232, top1-acc=75.26%, top5-acc=95.52%, remaining_time=0:00:20.597772, arrival_time=2021-04-14 22:00:22.768154, cost_time=0:00:05.281466 2021-04-14 22:00:03,436 INFO : TRAIN, epoch=0111, iter=00050/00196, fetch data time cost=1.43ms, fps=2023 images/s, loss=0.8244, top1-acc=75.25%, top5-acc=95.54%, remaining_time=0:00:19.118554, arrival_time=2021-04-14 22:00:22.555043, cost_time=0:00:06.547454 2021-04-14 22:00:04,707 INFO : TRAIN, epoch=0111, iter=00060/00196, fetch data time cost=2.30ms, fps=2024 images/s, loss=0.8212, top1-acc=75.15%, top5-acc=95.63%, remaining_time=0:00:17.720664, arrival_time=2021-04-14 22:00:22.427590, cost_time=0:00:07.817964 2021-04-14 22:00:05,973 INFO : TRAIN, epoch=0111, iter=00070/00196, fetch data time cost=1.74ms, fps=2023 images/s, loss=0.8232, top1-acc=75.16%, top5-acc=95.62%, remaining_time=0:00:16.351272, arrival_time=2021-04-14 22:00:22.324260, cost_time=0:00:09.084059 2021-04-14 22:00:07,240 INFO : TRAIN, epoch=0111, iter=00080/00196, fetch data time cost=1.52ms, fps=2021 images/s, loss=0.8230, top1-acc=75.15%, top5-acc=95.61%, remaining_time=0:00:15.009704, arrival_time=2021-04-14 22:00:22.250218, cost_time=0:00:10.351491 2021-04-14 22:00:08,499 INFO : TRAIN, epoch=0111, iter=00090/00196, fetch data time cost=1.56ms, fps=2034 images/s, loss=0.8245, top1-acc=75.16%, top5-acc=95.57%, remaining_time=0:00:13.675060, arrival_time=2021-04-14 22:00:22.174943, cost_time=0:00:11.610945 2021-04-14 22:00:09,767 INFO : TRAIN, epoch=0111, iter=00100/00196, fetch data time cost=1.41ms, fps=2020 images/s, loss=0.8252, top1-acc=75.06%, top5-acc=95.59%, remaining_time=0:00:12.363744, arrival_time=2021-04-14 22:00:22.131602, cost_time=0:00:12.878930 2021-04-14 22:00:11,026 INFO : TRAIN, epoch=0111, iter=00110/00196, fetch data time cost=1.35ms, fps=2035 images/s, loss=0.8304, top1-acc=74.91%, top5-acc=95.49%, remaining_time=0:00:11.052634, arrival_time=2021-04-14 22:00:22.078698, cost_time=0:00:14.137110 2021-04-14 22:00:12,274 INFO : TRAIN, epoch=0111, iter=00120/00196, fetch data time cost=1.52ms, fps=2052 images/s, loss=0.8339, top1-acc=74.86%, top5-acc=95.46%, remaining_time=0:00:09.744112, arrival_time=2021-04-14 22:00:22.018393, cost_time=0:00:15.385412 2021-04-14 22:00:13,536 INFO : TRAIN, epoch=0111, iter=00130/00196, fetch data time cost=1.38ms, fps=2029 images/s, loss=0.8357, top1-acc=74.77%, top5-acc=95.44%, remaining_time=0:00:08.451762, arrival_time=2021-04-14 22:00:21.988134, cost_time=0:00:16.647408 2021-04-14 22:00:14,794 INFO : TRAIN, epoch=0111, iter=00140/00196, fetch data time cost=1.56ms, fps=2036 images/s, loss=0.8372, top1-acc=74.76%, top5-acc=95.41%, remaining_time=0:00:07.162176, arrival_time=2021-04-14 22:00:21.956555, cost_time=0:00:17.905504 2021-04-14 22:00:16,048 INFO : TRAIN, epoch=0111, iter=00150/00196, fetch data time cost=1.39ms, fps=2042 images/s, loss=0.8378, top1-acc=74.76%, top5-acc=95.37%, remaining_time=0:00:05.875580, arrival_time=2021-04-14 22:00:21.923953, cost_time=0:00:19.159468 2021-04-14 22:00:17,305 INFO : TRAIN, epoch=0111, iter=00160/00196, fetch data time cost=2.40ms, fps=2038 images/s, loss=0.8410, top1-acc=74.68%, top5-acc=95.33%, remaining_time=0:00:04.593672, arrival_time=2021-04-14 22:00:21.899026, cost_time=0:00:20.416377 2021-04-14 22:00:18,567 INFO : TRAIN, epoch=0111, iter=00170/00196, fetch data time cost=1.40ms, fps=2030 images/s, loss=0.8415, top1-acc=74.69%, top5-acc=95.33%, remaining_time=0:00:03.315468, arrival_time=2021-04-14 22:00:21.882496, cost_time=0:00:21.678134 2021-04-14 22:00:19,824 INFO : TRAIN, epoch=0111, iter=00180/00196, fetch data time cost=1.42ms, fps=2037 images/s, loss=0.8457, top1-acc=74.54%, top5-acc=95.29%, remaining_time=0:00:02.038704, arrival_time=2021-04-14 22:00:21.862968, cost_time=0:00:22.935399 2021-04-14 22:00:21,081 INFO : TRAIN, epoch=0111, iter=00190/00196, fetch data time cost=1.97ms, fps=2037 images/s, loss=0.8471, top1-acc=74.53%, top5-acc=95.25%, remaining_time=0:00:00.763974, arrival_time=2021-04-14 22:00:21.845421, cost_time=0:00:24.192583 2021-04-14 22:00:21,777 INFO : TRAIN, epoch=0111, iter=00196/00196, fetch data time cost=1.75ms, fps=1954 images/s, loss=0.8476, top1-acc=74.49%, top5-acc=95.26%, remaining_time=0:00:00, arrival_time=2021-04-14 22:00:21.777928, cost_time=0:00:24.889007 2021-04-14 22:00:22,331 INFO : EVAL, epoch=0111, iter=00010/00040, fetch data time cost=3.59ms, fps=4651 images/s, loss=1.3794, top1-acc=62.38%, top5-acc=88.01%, remaining_time=0:00:01.651200, arrival_time=2021-04-14 22:00:23.982651, cost_time=0:00:00.550401 2021-04-14 22:00:22,723 INFO : EVAL, epoch=0111, iter=00020/00040, fetch data time cost=1.41ms, fps=6540 images/s, loss=1.3677, top1-acc=62.46%, top5-acc=88.26%, remaining_time=0:00:00.942320, arrival_time=2021-04-14 22:00:23.665656, cost_time=0:00:00.942313 2021-04-14 22:00:23,120 INFO : EVAL, epoch=0111, iter=00030/00040, fetch data time cost=1.34ms, fps=6449 images/s, loss=1.3657, top1-acc=62.50%, top5-acc=88.19%, remaining_time=0:00:00.446620, arrival_time=2021-04-14 22:00:23.567505, cost_time=0:00:01.339854 2021-04-14 22:00:23,481 INFO : EVAL, epoch=0111, iter=00040/00040, fetch data time cost=0.05ms, fps=6441 images/s, loss=1.3540, top1-acc=62.15%, top5-acc=88.54%, remaining_time=0:00:00, arrival_time=2021-04-14 22:00:23.481589, cost_time=0:00:01.700571 2021-04-14 22:00:23,669 INFO : Epoch=0111 complete, best val top1-acc=62.15%, top5-acc=88.54% (epoch=111), remaining_time=0:39:25.857452, arrival_time=2021-04-14 22:39:49.527372, cost_time=0:49:10.676180 2021-04-14 22:00:23,671 INFO : Train start, epoch=0112, lr=0.041404 2021-04-14 22:00:25,124 INFO : TRAIN, epoch=0112, iter=00010/00196, fetch data time cost=0.23ms, fps=1762 images/s, loss=0.8054, top1-acc=75.62%, top5-acc=95.47%, remaining_time=0:00:27.027846, arrival_time=2021-04-14 22:00:52.152408, cost_time=0:00:01.453113 2021-04-14 22:00:26,374 INFO : TRAIN, epoch=0112, iter=00020/00196, fetch data time cost=1.63ms, fps=2050 images/s, loss=0.8252, top1-acc=75.33%, top5-acc=95.18%, remaining_time=0:00:23.782880, arrival_time=2021-04-14 22:00:50.156884, cost_time=0:00:02.702601 2021-04-14 22:00:27,629 INFO : TRAIN, epoch=0112, iter=00030/00196, fetch data time cost=1.41ms, fps=2040 images/s, loss=0.8155, top1-acc=75.65%, top5-acc=95.35%, remaining_time=0:00:21.899882, arrival_time=2021-04-14 22:00:49.529147, cost_time=0:00:03.957821 2021-04-14 22:00:28,897 INFO : TRAIN, epoch=0112, iter=00040/00196, fetch data time cost=1.79ms, fps=2020 images/s, loss=0.8086, top1-acc=75.89%, top5-acc=95.42%, remaining_time=0:00:20.379684, arrival_time=2021-04-14 22:00:49.276795, cost_time=0:00:05.225560 2021-04-14 22:00:30,164 INFO : TRAIN, epoch=0112, iter=00050/00196, fetch data time cost=2.11ms, fps=2022 images/s, loss=0.8077, top1-acc=75.95%, top5-acc=95.42%, remaining_time=0:00:18.958392, arrival_time=2021-04-14 22:00:49.122392, cost_time=0:00:06.492584 2021-04-14 22:00:31,416 INFO : TRAIN, epoch=0112, iter=00060/00196, fetch data time cost=1.35ms, fps=2045 images/s, loss=0.8097, top1-acc=75.85%, top5-acc=95.48%, remaining_time=0:00:17.554472, arrival_time=2021-04-14 22:00:48.970534, cost_time=0:00:07.744613 2021-04-14 22:00:32,675 INFO : TRAIN, epoch=0112, iter=00070/00196, fetch data time cost=1.89ms, fps=2034 images/s, loss=0.8108, top1-acc=75.86%, top5-acc=95.53%, remaining_time=0:00:16.206876, arrival_time=2021-04-14 22:00:48.882089, cost_time=0:00:09.003807 2021-04-14 22:00:33,931 INFO : TRAIN, epoch=0112, iter=00080/00196, fetch data time cost=1.56ms, fps=2038 images/s, loss=0.8113, top1-acc=75.77%, top5-acc=95.59%, remaining_time=0:00:14.877464, arrival_time=2021-04-14 22:00:48.809145, cost_time=0:00:10.260280 2021-04-14 22:00:35,181 INFO : TRAIN, epoch=0112, iter=00090/00196, fetch data time cost=1.85ms, fps=2049 images/s, loss=0.8141, top1-acc=75.74%, top5-acc=95.56%, remaining_time=0:00:13.556234, arrival_time=2021-04-14 22:00:48.737783, cost_time=0:00:11.510003 2021-04-14 22:00:36,442 INFO : TRAIN, epoch=0112, iter=00100/00196, fetch data time cost=1.55ms, fps=2031 images/s, loss=0.8161, top1-acc=75.62%, top5-acc=95.54%, remaining_time=0:00:12.260064, arrival_time=2021-04-14 22:00:48.702367, cost_time=0:00:12.770877 2021-04-14 22:00:37,698 INFO : TRAIN, epoch=0112, iter=00110/00196, fetch data time cost=1.34ms, fps=2038 images/s, loss=0.8163, top1-acc=75.57%, top5-acc=95.56%, remaining_time=0:00:10.966892, arrival_time=2021-04-14 22:00:48.665674, cost_time=0:00:14.027369 2021-04-14 22:00:38,954 INFO : TRAIN, epoch=0112, iter=00120/00196, fetch data time cost=1.41ms, fps=2040 images/s, loss=0.8212, top1-acc=75.39%, top5-acc=95.51%, remaining_time=0:00:09.679056, arrival_time=2021-04-14 22:00:48.633232, cost_time=0:00:15.282737 2021-04-14 22:00:40,217 INFO : TRAIN, epoch=0112, iter=00130/00196, fetch data time cost=1.35ms, fps=2028 images/s, loss=0.8223, top1-acc=75.37%, top5-acc=95.55%, remaining_time=0:00:08.400216, arrival_time=2021-04-14 22:00:48.617495, cost_time=0:00:16.545880 2021-04-14 22:00:41,466 INFO : TRAIN, epoch=0112, iter=00140/00196, fetch data time cost=1.48ms, fps=2049 images/s, loss=0.8232, top1-acc=75.36%, top5-acc=95.52%, remaining_time=0:00:07.118160, arrival_time=2021-04-14 22:00:48.584993, cost_time=0:00:17.795436 2021-04-14 22:00:42,732 INFO : TRAIN, epoch=0112, iter=00150/00196, fetch data time cost=1.47ms, fps=2024 images/s, loss=0.8240, top1-acc=75.30%, top5-acc=95.55%, remaining_time=0:00:05.845312, arrival_time=2021-04-14 22:00:48.577462, cost_time=0:00:19.060746 2021-04-14 22:00:43,985 INFO : TRAIN, epoch=0112, iter=00160/00196, fetch data time cost=1.52ms, fps=2043 images/s, loss=0.8264, top1-acc=75.21%, top5-acc=95.52%, remaining_time=0:00:04.570740, arrival_time=2021-04-14 22:00:48.556675, cost_time=0:00:20.314472 2021-04-14 22:00:45,231 INFO : TRAIN, epoch=0112, iter=00170/00196, fetch data time cost=1.44ms, fps=2056 images/s, loss=0.8324, top1-acc=75.04%, top5-acc=95.41%, remaining_time=0:00:03.297398, arrival_time=2021-04-14 22:00:48.528670, cost_time=0:00:21.559841 2021-04-14 22:00:46,482 INFO : TRAIN, epoch=0112, iter=00180/00196, fetch data time cost=1.33ms, fps=2046 images/s, loss=0.8349, top1-acc=74.93%, top5-acc=95.40%, remaining_time=0:00:02.027680, arrival_time=2021-04-14 22:00:48.510492, cost_time=0:00:22.811390 2021-04-14 22:00:47,748 INFO : TRAIN, epoch=0112, iter=00190/00196, fetch data time cost=1.27ms, fps=2024 images/s, loss=0.8386, top1-acc=74.83%, top5-acc=95.36%, remaining_time=0:00:00.760314, arrival_time=2021-04-14 22:00:48.508321, cost_time=0:00:24.076605 2021-04-14 22:00:48,427 INFO : TRAIN, epoch=0112, iter=00196/00196, fetch data time cost=1.47ms, fps=2002 images/s, loss=0.8406, top1-acc=74.80%, top5-acc=95.37%, remaining_time=0:00:00, arrival_time=2021-04-14 22:00:48.427583, cost_time=0:00:24.756192 2021-04-14 22:00:48,948 INFO : EVAL, epoch=0112, iter=00010/00040, fetch data time cost=6.00ms, fps=4934 images/s, loss=1.3708, top1-acc=62.54%, top5-acc=87.46%, remaining_time=0:00:01.556490, arrival_time=2021-04-14 22:00:50.504682, cost_time=0:00:00.518830 2021-04-14 22:00:49,340 INFO : EVAL, epoch=0112, iter=00020/00040, fetch data time cost=0.30ms, fps=6536 images/s, loss=1.3833, top1-acc=61.00%, top5-acc=87.58%, remaining_time=0:00:00.910880, arrival_time=2021-04-14 22:00:50.251152, cost_time=0:00:00.910870 2021-04-14 22:00:49,746 INFO : EVAL, epoch=0112, iter=00030/00040, fetch data time cost=6.93ms, fps=6313 images/s, loss=1.3789, top1-acc=61.52%, top5-acc=87.71%, remaining_time=0:00:00.438960, arrival_time=2021-04-14 22:00:50.185217, cost_time=0:00:01.316893 2021-04-14 22:00:50,105 INFO : EVAL, epoch=0112, iter=00040/00040, fetch data time cost=0.08ms, fps=6467 images/s, loss=1.3748, top1-acc=61.60%, top5-acc=87.84%, remaining_time=0:00:00, arrival_time=2021-04-14 22:00:50.105318, cost_time=0:00:01.675981 2021-04-14 22:00:50,168 INFO : Epoch=0112 complete, best val top1-acc=62.15%, top5-acc=88.54% (epoch=111), remaining_time=0:38:59.208344, arrival_time=2021-04-14 22:39:49.376342, cost_time=0:49:37.174271 2021-04-14 22:00:50,169 INFO : Train start, epoch=0113, lr=0.040631 2021-04-14 22:00:51,646 INFO : TRAIN, epoch=0113, iter=00010/00196, fetch data time cost=1.38ms, fps=1734 images/s, loss=0.8292, top1-acc=74.45%, top5-acc=95.43%, remaining_time=0:00:27.467550, arrival_time=2021-04-14 22:01:19.113750, cost_time=0:00:01.476752 2021-04-14 22:00:52,906 INFO : TRAIN, epoch=0113, iter=00020/00196, fetch data time cost=3.59ms, fps=2033 images/s, loss=0.8108, top1-acc=75.55%, top5-acc=95.49%, remaining_time=0:00:24.084016, arrival_time=2021-04-14 22:01:16.990288, cost_time=0:00:02.736817 2021-04-14 22:00:54,166 INFO : TRAIN, epoch=0113, iter=00030/00196, fetch data time cost=3.72ms, fps=2033 images/s, loss=0.8112, top1-acc=75.36%, top5-acc=95.64%, remaining_time=0:00:22.115848, arrival_time=2021-04-14 22:01:16.282215, cost_time=0:00:03.996852 2021-04-14 22:00:55,440 INFO : TRAIN, epoch=0113, iter=00040/00196, fetch data time cost=5.91ms, fps=2011 images/s, loss=0.8075, top1-acc=75.31%, top5-acc=95.76%, remaining_time=0:00:20.556276, arrival_time=2021-04-14 22:01:15.996560, cost_time=0:00:05.270856 2021-04-14 22:00:56,691 INFO : TRAIN, epoch=0113, iter=00050/00196, fetch data time cost=1.43ms, fps=2048 images/s, loss=0.8048, top1-acc=75.40%, top5-acc=95.79%, remaining_time=0:00:19.043218, arrival_time=2021-04-14 22:01:15.734260, cost_time=0:00:06.521665 2021-04-14 22:00:57,954 INFO : TRAIN, epoch=0113, iter=00060/00196, fetch data time cost=1.39ms, fps=2027 images/s, loss=0.8042, top1-acc=75.42%, top5-acc=95.81%, remaining_time=0:00:17.646408, arrival_time=2021-04-14 22:01:15.601036, cost_time=0:00:07.785181 2021-04-14 22:00:59,204 INFO : TRAIN, epoch=0113, iter=00070/00196, fetch data time cost=1.57ms, fps=2049 images/s, loss=0.8088, top1-acc=75.32%, top5-acc=95.73%, remaining_time=0:00:16.263576, arrival_time=2021-04-14 22:01:15.468296, cost_time=0:00:09.035353 2021-04-14 22:01:00,474 INFO : TRAIN, epoch=0113, iter=00080/00196, fetch data time cost=1.37ms, fps=2017 images/s, loss=0.8111, top1-acc=75.24%, top5-acc=95.73%, remaining_time=0:00:14.942308, arrival_time=2021-04-14 22:01:15.416914, cost_time=0:00:10.305077 2021-04-14 22:01:01,736 INFO : TRAIN, epoch=0113, iter=00090/00196, fetch data time cost=1.61ms, fps=2030 images/s, loss=0.8131, top1-acc=75.14%, top5-acc=95.79%, remaining_time=0:00:13.623650, arrival_time=2021-04-14 22:01:15.360289, cost_time=0:00:11.567217 2021-04-14 22:01:02,985 INFO : TRAIN, epoch=0113, iter=00100/00196, fetch data time cost=1.39ms, fps=2051 images/s, loss=0.8188, top1-acc=75.01%, top5-acc=95.68%, remaining_time=0:00:12.303552, arrival_time=2021-04-14 22:01:15.289232, cost_time=0:00:12.816216 2021-04-14 22:01:04,240 INFO : TRAIN, epoch=0113, iter=00110/00196, fetch data time cost=1.43ms, fps=2042 images/s, loss=0.8236, top1-acc=74.84%, top5-acc=95.60%, remaining_time=0:00:11.000776, arrival_time=2021-04-14 22:01:15.240891, cost_time=0:00:14.070707 2021-04-14 22:01:05,497 INFO : TRAIN, epoch=0113, iter=00120/00196, fetch data time cost=1.99ms, fps=2037 images/s, loss=0.8241, top1-acc=74.80%, top5-acc=95.64%, remaining_time=0:00:09.707632, arrival_time=2021-04-14 22:01:15.204948, cost_time=0:00:15.327846 2021-04-14 22:01:06,748 INFO : TRAIN, epoch=0113, iter=00130/00196, fetch data time cost=1.40ms, fps=2047 images/s, loss=0.8272, top1-acc=74.70%, top5-acc=95.61%, remaining_time=0:00:08.417046, arrival_time=2021-04-14 22:01:15.165493, cost_time=0:00:16.579014 2021-04-14 22:01:08,006 INFO : TRAIN, epoch=0113, iter=00140/00196, fetch data time cost=1.42ms, fps=2035 images/s, loss=0.8282, top1-acc=74.67%, top5-acc=95.58%, remaining_time=0:00:07.134960, arrival_time=2021-04-14 22:01:15.141756, cost_time=0:00:17.837428 2021-04-14 22:01:09,256 INFO : TRAIN, epoch=0113, iter=00150/00196, fetch data time cost=1.35ms, fps=2050 images/s, loss=0.8295, top1-acc=74.67%, top5-acc=95.51%, remaining_time=0:00:05.853270, arrival_time=2021-04-14 22:01:15.109431, cost_time=0:00:19.086794 2021-04-14 22:01:10,508 INFO : TRAIN, epoch=0113, iter=00160/00196, fetch data time cost=1.52ms, fps=2046 images/s, loss=0.8321, top1-acc=74.65%, top5-acc=95.43%, remaining_time=0:00:04.576176, arrival_time=2021-04-14 22:01:15.084260, cost_time=0:00:20.338514 2021-04-14 22:01:11,765 INFO : TRAIN, epoch=0113, iter=00170/00196, fetch data time cost=1.39ms, fps=2038 images/s, loss=0.8338, top1-acc=74.59%, top5-acc=95.40%, remaining_time=0:00:03.302858, arrival_time=2021-04-14 22:01:15.067883, cost_time=0:00:21.595664 2021-04-14 22:01:13,018 INFO : TRAIN, epoch=0113, iter=00180/00196, fetch data time cost=1.57ms, fps=2043 images/s, loss=0.8344, top1-acc=74.57%, top5-acc=95.38%, remaining_time=0:00:02.031056, arrival_time=2021-04-14 22:01:15.049810, cost_time=0:00:22.849384 2021-04-14 22:01:14,271 INFO : TRAIN, epoch=0113, iter=00190/00196, fetch data time cost=1.44ms, fps=2044 images/s, loss=0.8353, top1-acc=74.54%, top5-acc=95.37%, remaining_time=0:00:00.761124, arrival_time=2021-04-14 22:01:15.032875, cost_time=0:00:24.102238 2021-04-14 22:01:14,954 INFO : TRAIN, epoch=0113, iter=00196/00196, fetch data time cost=1.28ms, fps=1994 images/s, loss=0.8371, top1-acc=74.52%, top5-acc=95.34%, remaining_time=0:00:00, arrival_time=2021-04-14 22:01:14.954506, cost_time=0:00:24.785116 2021-04-14 22:01:15,511 INFO : EVAL, epoch=0113, iter=00010/00040, fetch data time cost=4.31ms, fps=4610 images/s, loss=1.4936, top1-acc=59.61%, top5-acc=86.25%, remaining_time=0:00:01.665990, arrival_time=2021-04-14 22:01:17.177852, cost_time=0:00:00.555326 2021-04-14 22:01:15,912 INFO : EVAL, epoch=0113, iter=00020/00040, fetch data time cost=2.88ms, fps=6397 images/s, loss=1.4988, top1-acc=59.06%, top5-acc=87.01%, remaining_time=0:00:00.956040, arrival_time=2021-04-14 22:01:16.868617, cost_time=0:00:00.956035 2021-04-14 22:01:16,316 INFO : EVAL, epoch=0113, iter=00030/00040, fetch data time cost=6.02ms, fps=6351 images/s, loss=1.4816, top1-acc=59.61%, top5-acc=86.95%, remaining_time=0:00:00.453210, arrival_time=2021-04-14 22:01:16.769298, cost_time=0:00:01.359617 2021-04-14 22:01:16,671 INFO : EVAL, epoch=0113, iter=00040/00040, fetch data time cost=0.08ms, fps=6527 images/s, loss=1.4649, top1-acc=60.14%, top5-acc=87.15%, remaining_time=0:00:00, arrival_time=2021-04-14 22:01:16.671854, cost_time=0:00:01.715388 2021-04-14 22:01:16,752 INFO : Epoch=0113 complete, best val top1-acc=62.15%, top5-acc=88.54% (epoch=111), remaining_time=0:38:32.628432, arrival_time=2021-04-14 22:39:49.380886, cost_time=0:50:03.758724 2021-04-14 22:01:16,753 INFO : Train start, epoch=0114, lr=0.039861 2021-04-14 22:01:18,201 INFO : TRAIN, epoch=0114, iter=00010/00196, fetch data time cost=1.95ms, fps=1769 images/s, loss=0.7905, top1-acc=76.45%, top5-acc=96.09%, remaining_time=0:00:26.923500, arrival_time=2021-04-14 22:01:45.125030, cost_time=0:00:01.447497 2021-04-14 22:01:19,461 INFO : TRAIN, epoch=0114, iter=00020/00196, fetch data time cost=1.43ms, fps=2035 images/s, loss=0.7964, top1-acc=75.80%, top5-acc=95.94%, remaining_time=0:00:23.817024, arrival_time=2021-04-14 22:01:43.277472, cost_time=0:00:02.706477 2021-04-14 22:01:20,732 INFO : TRAIN, epoch=0114, iter=00030/00196, fetch data time cost=3.28ms, fps=2015 images/s, loss=0.7985, top1-acc=75.59%, top5-acc=95.86%, remaining_time=0:00:22.015086, arrival_time=2021-04-14 22:01:42.747751, cost_time=0:00:03.978624 2021-04-14 22:01:22,001 INFO : TRAIN, epoch=0114, iter=00040/00196, fetch data time cost=2.69ms, fps=2018 images/s, loss=0.7919, top1-acc=75.70%, top5-acc=95.94%, remaining_time=0:00:20.466264, arrival_time=2021-04-14 22:01:42.467960, cost_time=0:00:05.247746 2021-04-14 22:01:23,264 INFO : TRAIN, epoch=0114, iter=00050/00196, fetch data time cost=1.43ms, fps=2028 images/s, loss=0.7981, top1-acc=75.65%, top5-acc=95.86%, remaining_time=0:00:19.010806, arrival_time=2021-04-14 22:01:42.275260, cost_time=0:00:06.510548 2021-04-14 22:01:24,526 INFO : TRAIN, epoch=0114, iter=00060/00196, fetch data time cost=2.19ms, fps=2030 images/s, loss=0.8019, top1-acc=75.57%, top5-acc=95.85%, remaining_time=0:00:17.616488, arrival_time=2021-04-14 22:01:42.142410, cost_time=0:00:07.771958 2021-04-14 22:01:25,775 INFO : TRAIN, epoch=0114, iter=00070/00196, fetch data time cost=1.40ms, fps=2050 images/s, loss=0.8070, top1-acc=75.43%, top5-acc=95.80%, remaining_time=0:00:16.238124, arrival_time=2021-04-14 22:01:42.013154, cost_time=0:00:09.021160 2021-04-14 22:01:27,025 INFO : TRAIN, epoch=0114, iter=00080/00196, fetch data time cost=1.52ms, fps=2047 images/s, loss=0.8060, top1-acc=75.57%, top5-acc=95.88%, remaining_time=0:00:14.894168, arrival_time=2021-04-14 22:01:41.919987, cost_time=0:00:10.271856 2021-04-14 22:01:28,272 INFO : TRAIN, epoch=0114, iter=00090/00196, fetch data time cost=1.39ms, fps=2054 images/s, loss=0.8122, top1-acc=75.36%, top5-acc=95.79%, remaining_time=0:00:13.566728, arrival_time=2021-04-14 22:01:41.839504, cost_time=0:00:11.518902 2021-04-14 22:01:29,523 INFO : TRAIN, epoch=0114, iter=00100/00196, fetch data time cost=1.63ms, fps=2048 images/s, loss=0.8111, top1-acc=75.42%, top5-acc=95.80%, remaining_time=0:00:12.258432, arrival_time=2021-04-14 22:01:41.781624, cost_time=0:00:12.769237 2021-04-14 22:01:30,773 INFO : TRAIN, epoch=0114, iter=00110/00196, fetch data time cost=1.41ms, fps=2048 images/s, loss=0.8103, top1-acc=75.57%, top5-acc=95.78%, remaining_time=0:00:10.961044, arrival_time=2021-04-14 22:01:41.734850, cost_time=0:00:14.019910 2021-04-14 22:01:32,029 INFO : TRAIN, epoch=0114, iter=00120/00196, fetch data time cost=1.91ms, fps=2040 images/s, loss=0.8095, top1-acc=75.51%, top5-acc=95.81%, remaining_time=0:00:09.674420, arrival_time=2021-04-14 22:01:41.703746, cost_time=0:00:15.275410 2021-04-14 22:01:33,288 INFO : TRAIN, epoch=0114, iter=00130/00196, fetch data time cost=2.10ms, fps=2034 images/s, loss=0.8086, top1-acc=75.58%, top5-acc=95.82%, remaining_time=0:00:08.394342, arrival_time=2021-04-14 22:01:41.682641, cost_time=0:00:16.534348 2021-04-14 22:01:34,544 INFO : TRAIN, epoch=0114, iter=00140/00196, fetch data time cost=1.91ms, fps=2039 images/s, loss=0.8094, top1-acc=75.56%, top5-acc=95.83%, remaining_time=0:00:07.116200, arrival_time=2021-04-14 22:01:41.660583, cost_time=0:00:17.790445 2021-04-14 22:01:35,796 INFO : TRAIN, epoch=0114, iter=00150/00196, fetch data time cost=1.77ms, fps=2046 images/s, loss=0.8102, top1-acc=75.55%, top5-acc=95.81%, remaining_time=0:00:05.839562, arrival_time=2021-04-14 22:01:41.635567, cost_time=0:00:19.042111 2021-04-14 22:01:37,051 INFO : TRAIN, epoch=0114, iter=00160/00196, fetch data time cost=1.83ms, fps=2041 images/s, loss=0.8136, top1-acc=75.48%, top5-acc=95.73%, remaining_time=0:00:04.566816, arrival_time=2021-04-14 22:01:41.617793, cost_time=0:00:20.296976 2021-04-14 22:01:38,312 INFO : TRAIN, epoch=0114, iter=00170/00196, fetch data time cost=1.43ms, fps=2030 images/s, loss=0.8157, top1-acc=75.39%, top5-acc=95.72%, remaining_time=0:00:03.297190, arrival_time=2021-04-14 22:01:41.609678, cost_time=0:00:21.558588 2021-04-14 22:01:39,574 INFO : TRAIN, epoch=0114, iter=00180/00196, fetch data time cost=1.46ms, fps=2030 images/s, loss=0.8177, top1-acc=75.31%, top5-acc=95.69%, remaining_time=0:00:02.028448, arrival_time=2021-04-14 22:01:41.602413, cost_time=0:00:22.820045 2021-04-14 22:01:40,833 INFO : TRAIN, epoch=0114, iter=00190/00196, fetch data time cost=1.42ms, fps=2033 images/s, loss=0.8194, top1-acc=75.29%, top5-acc=95.65%, remaining_time=0:00:00.760410, arrival_time=2021-04-14 22:01:41.593946, cost_time=0:00:24.079612 2021-04-14 22:01:41,523 INFO : TRAIN, epoch=0114, iter=00196/00196, fetch data time cost=2.22ms, fps=1972 images/s, loss=0.8223, top1-acc=75.17%, top5-acc=95.62%, remaining_time=0:00:00, arrival_time=2021-04-14 22:01:41.523915, cost_time=0:00:24.769967 2021-04-14 22:01:42,049 INFO : EVAL, epoch=0114, iter=00010/00040, fetch data time cost=3.09ms, fps=4892 images/s, loss=1.4355, top1-acc=60.78%, top5-acc=87.62%, remaining_time=0:00:01.569810, arrival_time=2021-04-14 22:01:43.618903, cost_time=0:00:00.523266 2021-04-14 22:01:42,456 INFO : EVAL, epoch=0114, iter=00020/00040, fetch data time cost=0.43ms, fps=6287 images/s, loss=1.4730, top1-acc=59.45%, top5-acc=86.89%, remaining_time=0:00:00.930760, arrival_time=2021-04-14 22:01:43.387428, cost_time=0:00:00.930750 2021-04-14 22:01:42,852 INFO : EVAL, epoch=0114, iter=00030/00040, fetch data time cost=2.02ms, fps=6481 images/s, loss=1.4558, top1-acc=60.04%, top5-acc=86.82%, remaining_time=0:00:00.442190, arrival_time=2021-04-14 22:01:43.294593, cost_time=0:00:01.326568 2021-04-14 22:01:43,213 INFO : EVAL, epoch=0114, iter=00040/00040, fetch data time cost=0.07ms, fps=6431 images/s, loss=1.4504, top1-acc=60.27%, top5-acc=86.94%, remaining_time=0:00:00, arrival_time=2021-04-14 22:01:43.213526, cost_time=0:00:01.687723 2021-04-14 22:01:43,338 INFO : Epoch=0114 complete, best val top1-acc=62.15%, top5-acc=88.54% (epoch=111), remaining_time=0:38:06.049334, arrival_time=2021-04-14 22:39:49.387590, cost_time=0:50:30.344495 2021-04-14 22:01:43,340 INFO : Train start, epoch=0115, lr=0.039093 2021-04-14 22:01:44,782 INFO : TRAIN, epoch=0115, iter=00010/00196, fetch data time cost=0.26ms, fps=1776 images/s, loss=0.7772, top1-acc=76.95%, top5-acc=96.33%, remaining_time=0:00:26.818038, arrival_time=2021-04-14 22:02:11.600218, cost_time=0:00:01.441828 2021-04-14 22:01:46,035 INFO : TRAIN, epoch=0115, iter=00020/00196, fetch data time cost=1.72ms, fps=2044 images/s, loss=0.7844, top1-acc=76.05%, top5-acc=96.37%, remaining_time=0:00:23.713008, arrival_time=2021-04-14 22:02:09.748075, cost_time=0:00:02.694658 2021-04-14 22:01:47,289 INFO : TRAIN, epoch=0115, iter=00030/00196, fetch data time cost=1.61ms, fps=2043 images/s, loss=0.7842, top1-acc=76.08%, top5-acc=96.34%, remaining_time=0:00:21.849418, arrival_time=2021-04-14 22:02:09.138481, cost_time=0:00:03.948700 2021-04-14 22:01:48,536 INFO : TRAIN, epoch=0115, iter=00040/00196, fetch data time cost=2.17ms, fps=2053 images/s, loss=0.7904, top1-acc=75.87%, top5-acc=96.16%, remaining_time=0:00:20.266584, arrival_time=2021-04-14 22:02:08.803463, cost_time=0:00:05.196540 2021-04-14 22:01:49,788 INFO : TRAIN, epoch=0115, iter=00050/00196, fetch data time cost=1.36ms, fps=2046 images/s, loss=0.8006, top1-acc=75.73%, top5-acc=96.01%, remaining_time=0:00:18.829328, arrival_time=2021-04-14 22:02:08.618052, cost_time=0:00:06.448424 2021-04-14 22:01:51,039 INFO : TRAIN, epoch=0115, iter=00060/00196, fetch data time cost=1.95ms, fps=2048 images/s, loss=0.8012, top1-acc=75.85%, top5-acc=95.94%, remaining_time=0:00:17.450840, arrival_time=2021-04-14 22:02:08.490083, cost_time=0:00:07.698890 2021-04-14 22:01:52,291 INFO : TRAIN, epoch=0115, iter=00070/00196, fetch data time cost=1.50ms, fps=2045 images/s, loss=0.8009, top1-acc=75.87%, top5-acc=95.97%, remaining_time=0:00:16.112880, arrival_time=2021-04-14 22:02:08.404757, cost_time=0:00:08.951608 2021-04-14 22:01:53,542 INFO : TRAIN, epoch=0115, iter=00080/00196, fetch data time cost=1.58ms, fps=2049 images/s, loss=0.8064, top1-acc=75.63%, top5-acc=95.90%, remaining_time=0:00:14.792320, arrival_time=2021-04-14 22:02:08.334267, cost_time=0:00:10.201582 2021-04-14 22:01:54,791 INFO : TRAIN, epoch=0115, iter=00090/00196, fetch data time cost=1.45ms, fps=2050 images/s, loss=0.8081, top1-acc=75.51%, top5-acc=95.87%, remaining_time=0:00:13.486804, arrival_time=2021-04-14 22:02:08.278140, cost_time=0:00:11.451029 2021-04-14 22:01:56,044 INFO : TRAIN, epoch=0115, iter=00100/00196, fetch data time cost=1.58ms, fps=2043 images/s, loss=0.8093, top1-acc=75.56%, top5-acc=95.81%, remaining_time=0:00:12.196224, arrival_time=2021-04-14 22:02:08.241024, cost_time=0:00:12.704440 2021-04-14 22:01:57,297 INFO : TRAIN, epoch=0115, iter=00110/00196, fetch data time cost=1.36ms, fps=2044 images/s, loss=0.8117, top1-acc=75.39%, top5-acc=95.79%, remaining_time=0:00:10.912196, arrival_time=2021-04-14 22:02:08.209907, cost_time=0:00:13.957426 2021-04-14 22:01:58,548 INFO : TRAIN, epoch=0115, iter=00120/00196, fetch data time cost=1.37ms, fps=2047 images/s, loss=0.8145, top1-acc=75.25%, top5-acc=95.72%, remaining_time=0:00:09.632012, arrival_time=2021-04-14 22:02:08.180760, cost_time=0:00:15.208482 2021-04-14 22:01:59,803 INFO : TRAIN, epoch=0115, iter=00130/00196, fetch data time cost=1.45ms, fps=2041 images/s, loss=0.8166, top1-acc=75.26%, top5-acc=95.69%, remaining_time=0:00:08.358306, arrival_time=2021-04-14 22:02:08.162012, cost_time=0:00:16.463300 2021-04-14 22:02:01,055 INFO : TRAIN, epoch=0115, iter=00140/00196, fetch data time cost=1.32ms, fps=2046 images/s, loss=0.8147, top1-acc=75.36%, top5-acc=95.73%, remaining_time=0:00:07.086128, arrival_time=2021-04-14 22:02:08.141728, cost_time=0:00:17.715295 2021-04-14 22:02:02,318 INFO : TRAIN, epoch=0115, iter=00150/00196, fetch data time cost=1.39ms, fps=2027 images/s, loss=0.8165, top1-acc=75.34%, top5-acc=95.70%, remaining_time=0:00:05.820058, arrival_time=2021-04-14 22:02:08.138813, cost_time=0:00:18.978435 2021-04-14 22:02:03,578 INFO : TRAIN, epoch=0115, iter=00160/00196, fetch data time cost=1.70ms, fps=2033 images/s, loss=0.8193, top1-acc=75.26%, top5-acc=95.64%, remaining_time=0:00:04.553640, arrival_time=2021-04-14 22:02:08.132373, cost_time=0:00:20.238384 2021-04-14 22:02:04,833 INFO : TRAIN, epoch=0115, iter=00170/00196, fetch data time cost=1.32ms, fps=2041 images/s, loss=0.8205, top1-acc=75.24%, top5-acc=95.64%, remaining_time=0:00:03.287232, arrival_time=2021-04-14 22:02:08.120976, cost_time=0:00:21.493461 2021-04-14 22:02:06,086 INFO : TRAIN, epoch=0115, iter=00180/00196, fetch data time cost=1.39ms, fps=2044 images/s, loss=0.8218, top1-acc=75.18%, top5-acc=95.62%, remaining_time=0:00:02.021904, arrival_time=2021-04-14 22:02:08.108633, cost_time=0:00:22.746404 2021-04-14 22:02:07,334 INFO : TRAIN, epoch=0115, iter=00190/00196, fetch data time cost=1.40ms, fps=2053 images/s, loss=0.8232, top1-acc=75.14%, top5-acc=95.64%, remaining_time=0:00:00.757704, arrival_time=2021-04-14 22:02:08.091971, cost_time=0:00:23.993994 2021-04-14 22:02:08,012 INFO : TRAIN, epoch=0115, iter=00196/00196, fetch data time cost=1.43ms, fps=2006 images/s, loss=0.8232, top1-acc=75.11%, top5-acc=95.65%, remaining_time=0:00:00, arrival_time=2021-04-14 22:02:08.012646, cost_time=0:00:24.672317 2021-04-14 22:02:08,543 INFO : EVAL, epoch=0115, iter=00010/00040, fetch data time cost=4.91ms, fps=4843 images/s, loss=1.3908, top1-acc=61.52%, top5-acc=87.15%, remaining_time=0:00:01.585740, arrival_time=2021-04-14 22:02:10.128802, cost_time=0:00:00.528585 2021-04-14 22:02:08,928 INFO : EVAL, epoch=0115, iter=00020/00040, fetch data time cost=0.20ms, fps=6642 images/s, loss=1.4249, top1-acc=61.00%, top5-acc=87.07%, remaining_time=0:00:00.914440, arrival_time=2021-04-14 22:02:09.843340, cost_time=0:00:00.914448 2021-04-14 22:02:09,324 INFO : EVAL, epoch=0115, iter=00030/00040, fetch data time cost=3.15ms, fps=6482 images/s, loss=1.4467, top1-acc=61.17%, top5-acc=86.80%, remaining_time=0:00:00.436580, arrival_time=2021-04-14 22:02:09.760794, cost_time=0:00:01.309748 2021-04-14 22:02:09,680 INFO : EVAL, epoch=0115, iter=00040/00040, fetch data time cost=0.07ms, fps=6517 images/s, loss=1.4578, top1-acc=61.10%, top5-acc=86.84%, remaining_time=0:00:00, arrival_time=2021-04-14 22:02:09.680568, cost_time=0:00:01.666134 2021-04-14 22:02:09,764 INFO : Epoch=0115 complete, best val top1-acc=62.15%, top5-acc=88.54% (epoch=111), remaining_time=0:37:39.352105, arrival_time=2021-04-14 22:39:49.116347, cost_time=0:50:56.770476 2021-04-14 22:02:09,766 INFO : Train start, epoch=0116, lr=0.038328 2021-04-14 22:02:11,198 INFO : TRAIN, epoch=0116, iter=00010/00196, fetch data time cost=0.25ms, fps=1789 images/s, loss=0.7555, top1-acc=76.25%, top5-acc=96.29%, remaining_time=0:00:26.618646, arrival_time=2021-04-14 22:02:37.816587, cost_time=0:00:01.431109 2021-04-14 22:02:12,449 INFO : TRAIN, epoch=0116, iter=00020/00196, fetch data time cost=1.36ms, fps=2047 images/s, loss=0.7606, top1-acc=76.56%, top5-acc=96.45%, remaining_time=0:00:23.604768, arrival_time=2021-04-14 22:02:36.053968, cost_time=0:00:02.682366 2021-04-14 22:02:13,704 INFO : TRAIN, epoch=0116, iter=00030/00196, fetch data time cost=1.54ms, fps=2041 images/s, loss=0.7654, top1-acc=76.41%, top5-acc=96.42%, remaining_time=0:00:21.785508, arrival_time=2021-04-14 22:02:35.489545, cost_time=0:00:03.937154 2021-04-14 22:02:14,969 INFO : TRAIN, epoch=0116, iter=00040/00196, fetch data time cost=2.67ms, fps=2024 images/s, loss=0.7750, top1-acc=76.16%, top5-acc=96.27%, remaining_time=0:00:20.289360, arrival_time=2021-04-14 22:02:35.258630, cost_time=0:00:05.202397 2021-04-14 22:02:16,227 INFO : TRAIN, epoch=0116, iter=00050/00196, fetch data time cost=1.45ms, fps=2036 images/s, loss=0.7746, top1-acc=76.27%, top5-acc=96.20%, remaining_time=0:00:18.865098, arrival_time=2021-04-14 22:02:35.092500, cost_time=0:00:06.460659 2021-04-14 22:02:17,482 INFO : TRAIN, epoch=0116, iter=00060/00196, fetch data time cost=1.51ms, fps=2041 images/s, loss=0.7793, top1-acc=76.20%, top5-acc=96.07%, remaining_time=0:00:17.488240, arrival_time=2021-04-14 22:02:34.970453, cost_time=0:00:07.715385 2021-04-14 22:02:18,739 INFO : TRAIN, epoch=0116, iter=00070/00196, fetch data time cost=1.56ms, fps=2037 images/s, loss=0.7792, top1-acc=76.24%, top5-acc=95.99%, remaining_time=0:00:16.151436, arrival_time=2021-04-14 22:02:34.891173, cost_time=0:00:08.972998 2021-04-14 22:02:19,995 INFO : TRAIN, epoch=0116, iter=00080/00196, fetch data time cost=1.42ms, fps=2039 images/s, loss=0.7838, top1-acc=76.07%, top5-acc=96.03%, remaining_time=0:00:14.831876, arrival_time=2021-04-14 22:02:34.827640, cost_time=0:00:10.228860 2021-04-14 22:02:21,253 INFO : TRAIN, epoch=0116, iter=00090/00196, fetch data time cost=2.03ms, fps=2036 images/s, loss=0.7813, top1-acc=76.21%, top5-acc=96.00%, remaining_time=0:00:13.529204, arrival_time=2021-04-14 22:02:34.782993, cost_time=0:00:11.487044 2021-04-14 22:02:22,512 INFO : TRAIN, epoch=0116, iter=00100/00196, fetch data time cost=1.49ms, fps=2036 images/s, loss=0.7776, top1-acc=76.34%, top5-acc=96.05%, remaining_time=0:00:12.235296, arrival_time=2021-04-14 22:02:34.747227, cost_time=0:00:12.745052 2021-04-14 22:02:23,778 INFO : TRAIN, epoch=0116, iter=00110/00196, fetch data time cost=2.01ms, fps=2022 images/s, loss=0.7790, top1-acc=76.25%, top5-acc=96.04%, remaining_time=0:00:10.954680, arrival_time=2021-04-14 22:02:34.733236, cost_time=0:00:14.011814 2021-04-14 22:02:25,040 INFO : TRAIN, epoch=0116, iter=00120/00196, fetch data time cost=1.43ms, fps=2030 images/s, loss=0.7802, top1-acc=76.15%, top5-acc=96.05%, remaining_time=0:00:09.673052, arrival_time=2021-04-14 22:02:34.713138, cost_time=0:00:15.273208 2021-04-14 22:02:26,298 INFO : TRAIN, epoch=0116, iter=00130/00196, fetch data time cost=1.41ms, fps=2036 images/s, loss=0.7833, top1-acc=76.00%, top5-acc=96.08%, remaining_time=0:00:08.392824, arrival_time=2021-04-14 22:02:34.690998, cost_time=0:00:16.531358 2021-04-14 22:02:27,549 INFO : TRAIN, epoch=0116, iter=00140/00196, fetch data time cost=1.43ms, fps=2047 images/s, loss=0.7874, top1-acc=75.85%, top5-acc=96.05%, remaining_time=0:00:07.113120, arrival_time=2021-04-14 22:02:34.662676, cost_time=0:00:17.782731 2021-04-14 22:02:28,797 INFO : TRAIN, epoch=0116, iter=00150/00196, fetch data time cost=1.51ms, fps=2052 images/s, loss=0.7906, top1-acc=75.83%, top5-acc=95.99%, remaining_time=0:00:05.836112, arrival_time=2021-04-14 22:02:34.633693, cost_time=0:00:19.030735 2021-04-14 22:02:30,047 INFO : TRAIN, epoch=0116, iter=00160/00196, fetch data time cost=1.42ms, fps=2050 images/s, loss=0.7937, top1-acc=75.69%, top5-acc=95.99%, remaining_time=0:00:04.563108, arrival_time=2021-04-14 22:02:34.610338, cost_time=0:00:20.280434 2021-04-14 22:02:31,293 INFO : TRAIN, epoch=0116, iter=00170/00196, fetch data time cost=1.43ms, fps=2055 images/s, loss=0.7956, top1-acc=75.64%, top5-acc=95.97%, remaining_time=0:00:03.292328, arrival_time=2021-04-14 22:02:34.585953, cost_time=0:00:21.526800 2021-04-14 22:02:32,565 INFO : TRAIN, epoch=0116, iter=00180/00196, fetch data time cost=1.86ms, fps=2014 images/s, loss=0.7991, top1-acc=75.53%, top5-acc=95.92%, remaining_time=0:00:02.026512, arrival_time=2021-04-14 22:02:34.591491, cost_time=0:00:22.798237 2021-04-14 22:02:33,814 INFO : TRAIN, epoch=0116, iter=00190/00196, fetch data time cost=1.42ms, fps=2049 images/s, loss=0.8025, top1-acc=75.45%, top5-acc=95.87%, remaining_time=0:00:00.759414, arrival_time=2021-04-14 22:02:34.574293, cost_time=0:00:24.048068 2021-04-14 22:02:34,495 INFO : TRAIN, epoch=0116, iter=00196/00196, fetch data time cost=1.38ms, fps=2000 images/s, loss=0.8047, top1-acc=75.42%, top5-acc=95.86%, remaining_time=0:00:00, arrival_time=2021-04-14 22:02:34.495509, cost_time=0:00:24.728728 2021-04-14 22:02:35,033 INFO : EVAL, epoch=0116, iter=00010/00040, fetch data time cost=3.37ms, fps=4787 images/s, loss=1.4292, top1-acc=61.29%, top5-acc=86.45%, remaining_time=0:00:01.604190, arrival_time=2021-04-14 22:02:36.637420, cost_time=0:00:00.534734 2021-04-14 22:02:35,428 INFO : EVAL, epoch=0116, iter=00020/00040, fetch data time cost=0.43ms, fps=6482 images/s, loss=1.4015, top1-acc=60.94%, top5-acc=87.07%, remaining_time=0:00:00.930160, arrival_time=2021-04-14 22:02:36.358829, cost_time=0:00:00.930158 2021-04-14 22:02:35,830 INFO : EVAL, epoch=0116, iter=00030/00040, fetch data time cost=6.85ms, fps=6381 images/s, loss=1.4028, top1-acc=61.26%, top5-acc=87.32%, remaining_time=0:00:00.443950, arrival_time=2021-04-14 22:02:36.274361, cost_time=0:00:01.331862 2021-04-14 22:02:36,189 INFO : EVAL, epoch=0116, iter=00040/00040, fetch data time cost=0.07ms, fps=6462 images/s, loss=1.4039, top1-acc=61.54%, top5-acc=87.67%, remaining_time=0:00:00, arrival_time=2021-04-14 22:02:36.189812, cost_time=0:00:01.691373 2021-04-14 22:02:36,268 INFO : Epoch=0116 complete, best val top1-acc=62.15%, top5-acc=88.54% (epoch=111), remaining_time=0:37:12.716136, arrival_time=2021-04-14 22:39:48.984588, cost_time=0:51:23.274722 2021-04-14 22:02:36,269 INFO : Train start, epoch=0117, lr=0.037566 2021-04-14 22:02:37,698 INFO : TRAIN, epoch=0117, iter=00010/00196, fetch data time cost=0.25ms, fps=1792 images/s, loss=0.7902, top1-acc=75.94%, top5-acc=95.98%, remaining_time=0:00:26.572518, arrival_time=2021-04-14 22:03:04.271052, cost_time=0:00:01.428628 2021-04-14 22:02:38,949 INFO : TRAIN, epoch=0117, iter=00020/00196, fetch data time cost=1.36ms, fps=2048 images/s, loss=0.7570, top1-acc=77.29%, top5-acc=96.00%, remaining_time=0:00:23.576608, arrival_time=2021-04-14 22:03:02.525754, cost_time=0:00:02.679167 2021-04-14 22:02:40,196 INFO : TRAIN, epoch=0117, iter=00030/00196, fetch data time cost=1.62ms, fps=2054 images/s, loss=0.7667, top1-acc=76.93%, top5-acc=96.08%, remaining_time=0:00:21.726080, arrival_time=2021-04-14 22:03:01.922369, cost_time=0:00:03.926392 2021-04-14 22:02:41,445 INFO : TRAIN, epoch=0117, iter=00040/00196, fetch data time cost=1.60ms, fps=2050 images/s, loss=0.7611, top1-acc=77.00%, top5-acc=96.24%, remaining_time=0:00:20.185932, arrival_time=2021-04-14 22:03:01.631720, cost_time=0:00:05.175892 2021-04-14 22:02:42,695 INFO : TRAIN, epoch=0117, iter=00050/00196, fetch data time cost=1.35ms, fps=2050 images/s, loss=0.7672, top1-acc=76.68%, top5-acc=96.28%, remaining_time=0:00:18.761584, arrival_time=2021-04-14 22:03:01.456761, cost_time=0:00:06.425223 2021-04-14 22:02:43,962 INFO : TRAIN, epoch=0117, iter=00060/00196, fetch data time cost=2.10ms, fps=2020 images/s, loss=0.7771, top1-acc=76.26%, top5-acc=96.26%, remaining_time=0:00:17.437104, arrival_time=2021-04-14 22:03:01.399885, cost_time=0:00:07.692861 2021-04-14 22:02:45,217 INFO : TRAIN, epoch=0117, iter=00070/00196, fetch data time cost=1.77ms, fps=2041 images/s, loss=0.7772, top1-acc=76.41%, top5-acc=96.18%, remaining_time=0:00:16.105950, arrival_time=2021-04-14 22:03:01.323577, cost_time=0:00:08.947740 2021-04-14 22:02:46,462 INFO : TRAIN, epoch=0117, iter=00080/00196, fetch data time cost=1.49ms, fps=2058 images/s, loss=0.7829, top1-acc=76.32%, top5-acc=96.10%, remaining_time=0:00:14.778516, arrival_time=2021-04-14 22:03:01.240479, cost_time=0:00:10.192068 2021-04-14 22:02:47,719 INFO : TRAIN, epoch=0117, iter=00090/00196, fetch data time cost=1.92ms, fps=2037 images/s, loss=0.7852, top1-acc=76.20%, top5-acc=96.06%, remaining_time=0:00:13.484684, arrival_time=2021-04-14 22:03:01.203925, cost_time=0:00:11.449238 2021-04-14 22:02:48,974 INFO : TRAIN, epoch=0117, iter=00100/00196, fetch data time cost=1.39ms, fps=2040 images/s, loss=0.7840, top1-acc=76.17%, top5-acc=96.06%, remaining_time=0:00:12.196608, arrival_time=2021-04-14 22:03:01.171329, cost_time=0:00:12.704827 2021-04-14 22:02:50,219 INFO : TRAIN, epoch=0117, iter=00110/00196, fetch data time cost=1.54ms, fps=2057 images/s, loss=0.7872, top1-acc=76.03%, top5-acc=95.98%, remaining_time=0:00:10.906176, arrival_time=2021-04-14 22:03:01.125873, cost_time=0:00:13.949813 2021-04-14 22:02:51,467 INFO : TRAIN, epoch=0117, iter=00120/00196, fetch data time cost=1.42ms, fps=2052 images/s, loss=0.7882, top1-acc=75.98%, top5-acc=95.95%, remaining_time=0:00:09.625096, arrival_time=2021-04-14 22:03:01.092500, cost_time=0:00:15.197463 2021-04-14 22:02:52,721 INFO : TRAIN, epoch=0117, iter=00130/00196, fetch data time cost=1.39ms, fps=2042 images/s, loss=0.7917, top1-acc=75.88%, top5-acc=95.89%, remaining_time=0:00:08.352234, arrival_time=2021-04-14 22:03:01.073529, cost_time=0:00:16.451405 2021-04-14 22:02:53,973 INFO : TRAIN, epoch=0117, iter=00140/00196, fetch data time cost=1.42ms, fps=2045 images/s, loss=0.7949, top1-acc=75.76%, top5-acc=95.86%, remaining_time=0:00:07.081536, arrival_time=2021-04-14 22:03:01.055347, cost_time=0:00:17.703819 2021-04-14 22:02:55,233 INFO : TRAIN, epoch=0117, iter=00150/00196, fetch data time cost=1.45ms, fps=2033 images/s, loss=0.7966, top1-acc=75.76%, top5-acc=95.85%, remaining_time=0:00:05.815550, arrival_time=2021-04-14 22:03:01.049262, cost_time=0:00:18.963756 2021-04-14 22:02:56,487 INFO : TRAIN, epoch=0117, iter=00160/00196, fetch data time cost=1.35ms, fps=2043 images/s, loss=0.7998, top1-acc=75.67%, top5-acc=95.79%, remaining_time=0:00:04.548888, arrival_time=2021-04-14 22:03:01.035985, cost_time=0:00:20.217205 2021-04-14 22:02:57,740 INFO : TRAIN, epoch=0117, iter=00170/00196, fetch data time cost=1.46ms, fps=2043 images/s, loss=0.8024, top1-acc=75.51%, top5-acc=95.81%, remaining_time=0:00:03.283722, arrival_time=2021-04-14 22:03:01.024078, cost_time=0:00:21.470460 2021-04-14 22:02:58,997 INFO : TRAIN, epoch=0117, iter=00180/00196, fetch data time cost=1.36ms, fps=2038 images/s, loss=0.8047, top1-acc=75.48%, top5-acc=95.76%, remaining_time=0:00:02.020192, arrival_time=2021-04-14 22:03:01.017254, cost_time=0:00:22.727165 2021-04-14 22:03:00,264 INFO : TRAIN, epoch=0117, iter=00190/00196, fetch data time cost=1.45ms, fps=2021 images/s, loss=0.8071, top1-acc=75.38%, top5-acc=95.73%, remaining_time=0:00:00.757710, arrival_time=2021-04-14 22:03:01.021882, cost_time=0:00:23.994152 2021-04-14 22:03:00,946 INFO : TRAIN, epoch=0117, iter=00196/00196, fetch data time cost=1.44ms, fps=1994 images/s, loss=0.8093, top1-acc=75.34%, top5-acc=95.70%, remaining_time=0:00:00, arrival_time=2021-04-14 22:03:00.946682, cost_time=0:00:24.676768 2021-04-14 22:03:01,495 INFO : EVAL, epoch=0117, iter=00010/00040, fetch data time cost=0.29ms, fps=4684 images/s, loss=1.4198, top1-acc=61.02%, top5-acc=87.58%, remaining_time=0:00:01.639500, arrival_time=2021-04-14 22:03:03.134773, cost_time=0:00:00.546497 2021-04-14 22:03:01,894 INFO : EVAL, epoch=0117, iter=00020/00040, fetch data time cost=3.76ms, fps=6422 images/s, loss=1.4074, top1-acc=61.60%, top5-acc=87.64%, remaining_time=0:00:00.945660, arrival_time=2021-04-14 22:03:02.840057, cost_time=0:00:00.945658 2021-04-14 22:03:02,282 INFO : EVAL, epoch=0117, iter=00030/00040, fetch data time cost=1.60ms, fps=6598 images/s, loss=1.4012, top1-acc=61.84%, top5-acc=87.92%, remaining_time=0:00:00.444700, arrival_time=2021-04-14 22:03:02.727520, cost_time=0:00:01.334103 2021-04-14 22:03:02,642 INFO : EVAL, epoch=0117, iter=00040/00040, fetch data time cost=0.06ms, fps=6462 images/s, loss=1.4129, top1-acc=61.66%, top5-acc=87.79%, remaining_time=0:00:00, arrival_time=2021-04-14 22:03:02.642182, cost_time=0:00:01.693506 2021-04-14 22:03:02,742 INFO : Epoch=0117 complete, best val top1-acc=62.15%, top5-acc=88.54% (epoch=111), remaining_time=0:36:46.061150, arrival_time=2021-04-14 22:39:48.803785, cost_time=0:51:49.748907 2021-04-14 22:03:02,743 INFO : Train start, epoch=0118, lr=0.036806 2021-04-14 22:03:04,184 INFO : TRAIN, epoch=0118, iter=00010/00196, fetch data time cost=1.58ms, fps=1778 images/s, loss=0.8150, top1-acc=76.33%, top5-acc=95.62%, remaining_time=0:00:26.786604, arrival_time=2021-04-14 22:03:30.970820, cost_time=0:00:01.440145 2021-04-14 22:03:05,462 INFO : TRAIN, epoch=0118, iter=00020/00196, fetch data time cost=1.42ms, fps=2005 images/s, loss=0.8065, top1-acc=75.88%, top5-acc=95.86%, remaining_time=0:00:23.918048, arrival_time=2021-04-14 22:03:29.380018, cost_time=0:00:02.717951 2021-04-14 22:03:06,729 INFO : TRAIN, epoch=0118, iter=00030/00196, fetch data time cost=1.46ms, fps=2021 images/s, loss=0.7978, top1-acc=75.87%, top5-acc=95.91%, remaining_time=0:00:22.049946, arrival_time=2021-04-14 22:03:28.778908, cost_time=0:00:03.984932 2021-04-14 22:03:07,979 INFO : TRAIN, epoch=0118, iter=00040/00196, fetch data time cost=1.38ms, fps=2049 images/s, loss=0.7909, top1-acc=76.13%, top5-acc=95.92%, remaining_time=0:00:20.416500, arrival_time=2021-04-14 22:03:28.395601, cost_time=0:00:05.235008 2021-04-14 22:03:09,235 INFO : TRAIN, epoch=0118, iter=00050/00196, fetch data time cost=1.35ms, fps=2039 images/s, loss=0.7798, top1-acc=76.38%, top5-acc=96.04%, remaining_time=0:00:18.954742, arrival_time=2021-04-14 22:03:28.190106, cost_time=0:00:06.491341 2021-04-14 22:03:10,490 INFO : TRAIN, epoch=0118, iter=00060/00196, fetch data time cost=1.36ms, fps=2041 images/s, loss=0.7739, top1-acc=76.48%, top5-acc=96.06%, remaining_time=0:00:17.557736, arrival_time=2021-04-14 22:03:28.047814, cost_time=0:00:07.746052 2021-04-14 22:03:11,750 INFO : TRAIN, epoch=0118, iter=00070/00196, fetch data time cost=2.25ms, fps=2032 images/s, loss=0.7758, top1-acc=76.33%, top5-acc=96.04%, remaining_time=0:00:16.211034, arrival_time=2021-04-14 22:03:27.961201, cost_time=0:00:09.006141 2021-04-14 22:03:13,010 INFO : TRAIN, epoch=0118, iter=00080/00196, fetch data time cost=1.82ms, fps=2032 images/s, loss=0.7760, top1-acc=76.37%, top5-acc=95.99%, remaining_time=0:00:14.886396, arrival_time=2021-04-14 22:03:27.896910, cost_time=0:00:10.266488 2021-04-14 22:03:14,257 INFO : TRAIN, epoch=0118, iter=00090/00196, fetch data time cost=1.46ms, fps=2053 images/s, loss=0.7735, top1-acc=76.45%, top5-acc=96.03%, remaining_time=0:00:13.560686, arrival_time=2021-04-14 22:03:27.818510, cost_time=0:00:11.513763 2021-04-14 22:03:15,506 INFO : TRAIN, epoch=0118, iter=00100/00196, fetch data time cost=1.55ms, fps=2050 images/s, loss=0.7759, top1-acc=76.30%, top5-acc=96.04%, remaining_time=0:00:12.252288, arrival_time=2021-04-14 22:03:27.759123, cost_time=0:00:12.762812 2021-04-14 22:03:16,756 INFO : TRAIN, epoch=0118, iter=00110/00196, fetch data time cost=1.44ms, fps=2050 images/s, loss=0.7809, top1-acc=76.10%, top5-acc=95.99%, remaining_time=0:00:10.954852, arrival_time=2021-04-14 22:03:27.711070, cost_time=0:00:14.012063 2021-04-14 22:03:18,005 INFO : TRAIN, epoch=0118, iter=00120/00196, fetch data time cost=1.39ms, fps=2051 images/s, loss=0.7825, top1-acc=76.17%, top5-acc=95.99%, remaining_time=0:00:09.665376, arrival_time=2021-04-14 22:03:27.670499, cost_time=0:00:15.261077 2021-04-14 22:03:19,252 INFO : TRAIN, epoch=0118, iter=00130/00196, fetch data time cost=1.34ms, fps=2053 images/s, loss=0.7838, top1-acc=76.09%, top5-acc=95.99%, remaining_time=0:00:08.381340, arrival_time=2021-04-14 22:03:27.634106, cost_time=0:00:16.508698 2021-04-14 22:03:20,505 INFO : TRAIN, epoch=0118, iter=00140/00196, fetch data time cost=1.35ms, fps=2045 images/s, loss=0.7906, top1-acc=75.91%, top5-acc=95.92%, remaining_time=0:00:07.104440, arrival_time=2021-04-14 22:03:27.609597, cost_time=0:00:17.761131 2021-04-14 22:03:21,749 INFO : TRAIN, epoch=0118, iter=00150/00196, fetch data time cost=1.33ms, fps=2058 images/s, loss=0.7933, top1-acc=75.83%, top5-acc=95.89%, remaining_time=0:00:05.828384, arrival_time=2021-04-14 22:03:27.577938, cost_time=0:00:19.005537 2021-04-14 22:03:22,996 INFO : TRAIN, epoch=0118, iter=00160/00196, fetch data time cost=1.51ms, fps=2054 images/s, loss=0.7932, top1-acc=75.85%, top5-acc=95.91%, remaining_time=0:00:04.556772, arrival_time=2021-04-14 22:03:27.553118, cost_time=0:00:20.252323 2021-04-14 22:03:24,243 INFO : TRAIN, epoch=0118, iter=00170/00196, fetch data time cost=1.57ms, fps=2053 images/s, loss=0.7966, top1-acc=75.74%, top5-acc=95.86%, remaining_time=0:00:03.288142, arrival_time=2021-04-14 22:03:27.531547, cost_time=0:00:21.499381 2021-04-14 22:03:25,501 INFO : TRAIN, epoch=0118, iter=00180/00196, fetch data time cost=2.11ms, fps=2035 images/s, loss=0.7959, top1-acc=75.79%, top5-acc=95.87%, remaining_time=0:00:02.022896, arrival_time=2021-04-14 22:03:27.524499, cost_time=0:00:22.757552 2021-04-14 22:03:26,761 INFO : TRAIN, epoch=0118, iter=00190/00196, fetch data time cost=1.23ms, fps=2033 images/s, loss=0.7955, top1-acc=75.81%, top5-acc=95.89%, remaining_time=0:00:00.758436, arrival_time=2021-04-14 22:03:27.519665, cost_time=0:00:24.017161 2021-04-14 22:03:27,447 INFO : TRAIN, epoch=0118, iter=00196/00196, fetch data time cost=1.21ms, fps=1983 images/s, loss=0.7990, top1-acc=75.72%, top5-acc=95.88%, remaining_time=0:00:00, arrival_time=2021-04-14 22:03:27.447607, cost_time=0:00:24.703592 2021-04-14 22:03:27,952 INFO : EVAL, epoch=0118, iter=00010/00040, fetch data time cost=3.26ms, fps=5090 images/s, loss=1.4526, top1-acc=59.73%, top5-acc=87.15%, remaining_time=0:00:01.508880, arrival_time=2021-04-14 22:03:29.461266, cost_time=0:00:00.502961 2021-04-14 22:03:28,353 INFO : EVAL, epoch=0118, iter=00020/00040, fetch data time cost=2.36ms, fps=6386 images/s, loss=1.4532, top1-acc=60.16%, top5-acc=86.95%, remaining_time=0:00:00.904220, arrival_time=2021-04-14 22:03:29.257984, cost_time=0:00:00.904212 2021-04-14 22:03:28,762 INFO : EVAL, epoch=0118, iter=00030/00040, fetch data time cost=5.67ms, fps=6276 images/s, loss=1.4549, top1-acc=59.86%, top5-acc=87.32%, remaining_time=0:00:00.437640, arrival_time=2021-04-14 22:03:29.199962, cost_time=0:00:01.312905 2021-04-14 22:03:29,125 INFO : EVAL, epoch=0118, iter=00040/00040, fetch data time cost=0.08ms, fps=6392 images/s, loss=1.4168, top1-acc=60.44%, top5-acc=87.59%, remaining_time=0:00:00, arrival_time=2021-04-14 22:03:29.125749, cost_time=0:00:01.676227 2021-04-14 22:03:29,203 INFO : Epoch=0118 complete, best val top1-acc=62.15%, top5-acc=88.54% (epoch=111), remaining_time=0:36:19.399608, arrival_time=2021-04-14 22:39:48.602574, cost_time=0:52:16.209225 2021-04-14 22:03:29,204 INFO : Train start, epoch=0119, lr=0.036050 2021-04-14 22:03:30,639 INFO : TRAIN, epoch=0119, iter=00010/00196, fetch data time cost=0.25ms, fps=1784 images/s, loss=0.7975, top1-acc=75.82%, top5-acc=96.09%, remaining_time=0:00:26.686164, arrival_time=2021-04-14 22:03:57.325500, cost_time=0:00:01.434739 2021-04-14 22:03:31,893 INFO : TRAIN, epoch=0119, iter=00020/00196, fetch data time cost=1.39ms, fps=2042 images/s, loss=0.7669, top1-acc=76.76%, top5-acc=96.46%, remaining_time=0:00:23.665664, arrival_time=2021-04-14 22:03:55.559543, cost_time=0:00:02.689287 2021-04-14 22:03:33,157 INFO : TRAIN, epoch=0119, iter=00030/00196, fetch data time cost=1.91ms, fps=2027 images/s, loss=0.7617, top1-acc=77.04%, top5-acc=96.37%, remaining_time=0:00:21.872492, arrival_time=2021-04-14 22:03:55.030017, cost_time=0:00:03.952848 2021-04-14 22:03:34,423 INFO : TRAIN, epoch=0119, iter=00040/00196, fetch data time cost=5.13ms, fps=2023 images/s, loss=0.7552, top1-acc=77.17%, top5-acc=96.35%, remaining_time=0:00:20.354568, arrival_time=2021-04-14 22:03:54.778284, cost_time=0:00:05.219102 2021-04-14 22:03:35,674 INFO : TRAIN, epoch=0119, iter=00050/00196, fetch data time cost=1.45ms, fps=2047 images/s, loss=0.7568, top1-acc=77.18%, top5-acc=96.23%, remaining_time=0:00:18.892546, arrival_time=2021-04-14 22:03:54.567124, cost_time=0:00:06.470059 2021-04-14 22:03:36,927 INFO : TRAIN, epoch=0119, iter=00060/00196, fetch data time cost=1.56ms, fps=2044 images/s, loss=0.7512, top1-acc=77.46%, top5-acc=96.26%, remaining_time=0:00:17.504696, arrival_time=2021-04-14 22:03:54.431942, cost_time=0:00:07.722638 2021-04-14 22:03:38,176 INFO : TRAIN, epoch=0119, iter=00070/00196, fetch data time cost=1.43ms, fps=2050 images/s, loss=0.7521, top1-acc=77.47%, top5-acc=96.22%, remaining_time=0:00:16.149798, arrival_time=2021-04-14 22:03:54.326393, cost_time=0:00:08.972076 2021-04-14 22:03:39,429 INFO : TRAIN, epoch=0119, iter=00080/00196, fetch data time cost=1.33ms, fps=2044 images/s, loss=0.7551, top1-acc=77.27%, top5-acc=96.25%, remaining_time=0:00:14.826308, arrival_time=2021-04-14 22:03:54.255948, cost_time=0:00:10.225044 2021-04-14 22:03:40,677 INFO : TRAIN, epoch=0119, iter=00090/00196, fetch data time cost=1.68ms, fps=2053 images/s, loss=0.7537, top1-acc=77.36%, top5-acc=96.25%, remaining_time=0:00:13.512562, arrival_time=2021-04-14 22:03:54.189964, cost_time=0:00:11.472892 2021-04-14 22:03:41,927 INFO : TRAIN, epoch=0119, iter=00100/00196, fetch data time cost=1.49ms, fps=2049 images/s, loss=0.7548, top1-acc=77.29%, top5-acc=96.25%, remaining_time=0:00:12.213888, arrival_time=2021-04-14 22:03:54.141250, cost_time=0:00:12.722761 2021-04-14 22:03:43,174 INFO : TRAIN, epoch=0119, iter=00110/00196, fetch data time cost=1.36ms, fps=2054 images/s, loss=0.7549, top1-acc=77.32%, top5-acc=96.26%, remaining_time=0:00:10.921914, arrival_time=2021-04-14 22:03:54.096272, cost_time=0:00:13.969838 2021-04-14 22:03:44,424 INFO : TRAIN, epoch=0119, iter=00120/00196, fetch data time cost=1.49ms, fps=2048 images/s, loss=0.7584, top1-acc=77.17%, top5-acc=96.29%, remaining_time=0:00:09.639536, arrival_time=2021-04-14 22:03:54.064307, cost_time=0:00:15.220271 2021-04-14 22:03:45,674 INFO : TRAIN, epoch=0119, iter=00130/00196, fetch data time cost=1.48ms, fps=2050 images/s, loss=0.7609, top1-acc=77.11%, top5-acc=96.19%, remaining_time=0:00:08.361342, arrival_time=2021-04-14 22:03:54.035333, cost_time=0:00:16.469368 2021-04-14 22:03:46,936 INFO : TRAIN, epoch=0119, iter=00140/00196, fetch data time cost=2.31ms, fps=2028 images/s, loss=0.7630, top1-acc=76.95%, top5-acc=96.18%, remaining_time=0:00:07.092904, arrival_time=2021-04-14 22:03:54.029714, cost_time=0:00:17.732302 2021-04-14 22:03:48,197 INFO : TRAIN, epoch=0119, iter=00150/00196, fetch data time cost=2.08ms, fps=2031 images/s, loss=0.7645, top1-acc=76.92%, top5-acc=96.16%, remaining_time=0:00:05.824566, arrival_time=2021-04-14 22:03:54.022269, cost_time=0:00:18.993201 2021-04-14 22:03:49,456 INFO : TRAIN, epoch=0119, iter=00160/00196, fetch data time cost=1.93ms, fps=2035 images/s, loss=0.7672, top1-acc=76.80%, top5-acc=96.14%, remaining_time=0:00:04.556664, arrival_time=2021-04-14 22:03:54.013061, cost_time=0:00:20.251761 2021-04-14 22:03:50,712 INFO : TRAIN, epoch=0119, iter=00170/00196, fetch data time cost=1.47ms, fps=2040 images/s, loss=0.7722, top1-acc=76.61%, top5-acc=96.13%, remaining_time=0:00:03.289416, arrival_time=2021-04-14 22:03:54.001628, cost_time=0:00:21.507689 2021-04-14 22:03:51,966 INFO : TRAIN, epoch=0119, iter=00180/00196, fetch data time cost=1.57ms, fps=2042 images/s, loss=0.7770, top1-acc=76.48%, top5-acc=96.06%, remaining_time=0:00:02.023296, arrival_time=2021-04-14 22:03:53.989965, cost_time=0:00:22.762168 2021-04-14 22:03:53,211 INFO : TRAIN, epoch=0119, iter=00190/00196, fetch data time cost=1.26ms, fps=2057 images/s, loss=0.7778, top1-acc=76.43%, top5-acc=96.06%, remaining_time=0:00:00.758124, arrival_time=2021-04-14 22:03:53.969916, cost_time=0:00:24.007303 2021-04-14 22:03:53,889 INFO : TRAIN, epoch=0119, iter=00196/00196, fetch data time cost=1.31ms, fps=2007 images/s, loss=0.7783, top1-acc=76.42%, top5-acc=96.06%, remaining_time=0:00:00, arrival_time=2021-04-14 22:03:53.889822, cost_time=0:00:24.685230 2021-04-14 22:03:54,411 INFO : EVAL, epoch=0119, iter=00010/00040, fetch data time cost=0.20ms, fps=4922 images/s, loss=1.3732, top1-acc=62.42%, top5-acc=88.28%, remaining_time=0:00:01.560450, arrival_time=2021-04-14 22:03:55.972296, cost_time=0:00:00.520150 2021-04-14 22:03:54,812 INFO : EVAL, epoch=0119, iter=00020/00040, fetch data time cost=3.71ms, fps=6402 images/s, loss=1.3925, top1-acc=62.32%, top5-acc=87.87%, remaining_time=0:00:00.920480, arrival_time=2021-04-14 22:03:55.732672, cost_time=0:00:00.920474 2021-04-14 22:03:55,209 INFO : EVAL, epoch=0119, iter=00030/00040, fetch data time cost=0.20ms, fps=6454 images/s, loss=1.4085, top1-acc=61.48%, top5-acc=87.42%, remaining_time=0:00:00.439210, arrival_time=2021-04-14 22:03:55.648522, cost_time=0:00:01.317619 2021-04-14 22:03:55,569 INFO : EVAL, epoch=0119, iter=00040/00040, fetch data time cost=0.06ms, fps=6454 images/s, loss=1.4306, top1-acc=61.37%, top5-acc=87.26%, remaining_time=0:00:00, arrival_time=2021-04-14 22:03:55.569135, cost_time=0:00:01.677485 2021-04-14 22:03:55,641 INFO : Epoch=0119 complete, best val top1-acc=62.15%, top5-acc=88.54% (epoch=111), remaining_time=0:35:52.726632, arrival_time=2021-04-14 22:39:48.368154, cost_time=0:52:42.647791 2021-04-14 22:03:55,642 INFO : Train start, epoch=0120, lr=0.035298 2021-04-14 22:03:57,112 INFO : TRAIN, epoch=0120, iter=00010/00196, fetch data time cost=2.03ms, fps=1743 images/s, loss=0.7710, top1-acc=76.64%, top5-acc=96.21%, remaining_time=0:00:27.323586, arrival_time=2021-04-14 22:04:24.435620, cost_time=0:00:01.469009 2021-04-14 22:03:58,377 INFO : TRAIN, epoch=0120, iter=00020/00196, fetch data time cost=2.41ms, fps=2024 images/s, loss=0.7553, top1-acc=77.36%, top5-acc=96.29%, remaining_time=0:00:24.065184, arrival_time=2021-04-14 22:04:22.442879, cost_time=0:00:02.734687 2021-04-14 22:03:59,637 INFO : TRAIN, epoch=0120, iter=00030/00196, fetch data time cost=1.46ms, fps=2034 images/s, loss=0.7616, top1-acc=77.19%, top5-acc=96.17%, remaining_time=0:00:22.099414, arrival_time=2021-04-14 22:04:21.736350, cost_time=0:00:03.993868 2021-04-14 22:04:00,897 INFO : TRAIN, epoch=0120, iter=00040/00196, fetch data time cost=1.81ms, fps=2033 images/s, loss=0.7456, top1-acc=77.74%, top5-acc=96.32%, remaining_time=0:00:20.491224, arrival_time=2021-04-14 22:04:21.388360, cost_time=0:00:05.254163 2021-04-14 22:04:02,163 INFO : TRAIN, epoch=0120, iter=00050/00196, fetch data time cost=1.46ms, fps=2022 images/s, loss=0.7509, top1-acc=77.55%, top5-acc=96.35%, remaining_time=0:00:19.040006, arrival_time=2021-04-14 22:04:21.203527, cost_time=0:00:06.520538 2021-04-14 22:04:03,411 INFO : TRAIN, epoch=0120, iter=00060/00196, fetch data time cost=1.76ms, fps=2052 images/s, loss=0.7510, top1-acc=77.34%, top5-acc=96.36%, remaining_time=0:00:17.608600, arrival_time=2021-04-14 22:04:21.020065, cost_time=0:00:07.768473 2021-04-14 22:04:04,672 INFO : TRAIN, epoch=0120, iter=00070/00196, fetch data time cost=2.20ms, fps=2032 images/s, loss=0.7526, top1-acc=77.46%, top5-acc=96.31%, remaining_time=0:00:16.252236, arrival_time=2021-04-14 22:04:20.924180, cost_time=0:00:09.029037 2021-04-14 22:04:05,922 INFO : TRAIN, epoch=0120, iter=00080/00196, fetch data time cost=1.53ms, fps=2048 images/s, loss=0.7543, top1-acc=77.43%, top5-acc=96.35%, remaining_time=0:00:14.905072, arrival_time=2021-04-14 22:04:20.827412, cost_time=0:00:10.279367 2021-04-14 22:04:07,177 INFO : TRAIN, epoch=0120, iter=00090/00196, fetch data time cost=1.67ms, fps=2040 images/s, loss=0.7577, top1-acc=77.20%, top5-acc=96.33%, remaining_time=0:00:13.585490, arrival_time=2021-04-14 22:04:20.763234, cost_time=0:00:11.534839 2021-04-14 22:04:08,445 INFO : TRAIN, epoch=0120, iter=00100/00196, fetch data time cost=2.20ms, fps=2020 images/s, loss=0.7591, top1-acc=77.08%, top5-acc=96.28%, remaining_time=0:00:12.290400, arrival_time=2021-04-14 22:04:20.735867, cost_time=0:00:12.802463 2021-04-14 22:04:09,700 INFO : TRAIN, epoch=0120, iter=00110/00196, fetch data time cost=1.41ms, fps=2041 images/s, loss=0.7613, top1-acc=77.03%, top5-acc=96.29%, remaining_time=0:00:10.990628, arrival_time=2021-04-14 22:04:20.691376, cost_time=0:00:14.057826 2021-04-14 22:04:10,953 INFO : TRAIN, epoch=0120, iter=00120/00196, fetch data time cost=1.37ms, fps=2044 images/s, loss=0.7658, top1-acc=77.00%, top5-acc=96.18%, remaining_time=0:00:09.696916, arrival_time=2021-04-14 22:04:20.650742, cost_time=0:00:15.310932 2021-04-14 22:04:12,203 INFO : TRAIN, epoch=0120, iter=00130/00196, fetch data time cost=1.61ms, fps=2049 images/s, loss=0.7664, top1-acc=76.97%, top5-acc=96.15%, remaining_time=0:00:08.407740, arrival_time=2021-04-14 22:04:20.611462, cost_time=0:00:16.560744 2021-04-14 22:04:13,459 INFO : TRAIN, epoch=0120, iter=00140/00196, fetch data time cost=1.44ms, fps=2039 images/s, loss=0.7689, top1-acc=76.88%, top5-acc=96.09%, remaining_time=0:00:07.126672, arrival_time=2021-04-14 22:04:20.586236, cost_time=0:00:17.816663 2021-04-14 22:04:14,720 INFO : TRAIN, epoch=0120, iter=00150/00196, fetch data time cost=1.88ms, fps=2032 images/s, loss=0.7695, top1-acc=76.81%, top5-acc=96.10%, remaining_time=0:00:05.850326, arrival_time=2021-04-14 22:04:20.570425, cost_time=0:00:19.077202 2021-04-14 22:04:15,975 INFO : TRAIN, epoch=0120, iter=00160/00196, fetch data time cost=1.35ms, fps=2039 images/s, loss=0.7725, top1-acc=76.75%, top5-acc=96.05%, remaining_time=0:00:04.574916, arrival_time=2021-04-14 22:04:20.550850, cost_time=0:00:20.332972 2021-04-14 22:04:17,229 INFO : TRAIN, epoch=0120, iter=00170/00196, fetch data time cost=1.37ms, fps=2044 images/s, loss=0.7758, top1-acc=76.67%, top5-acc=96.02%, remaining_time=0:00:03.301402, arrival_time=2021-04-14 22:04:20.530446, cost_time=0:00:21.586112 2021-04-14 22:04:18,477 INFO : TRAIN, epoch=0120, iter=00180/00196, fetch data time cost=1.37ms, fps=2051 images/s, loss=0.7775, top1-acc=76.63%, top5-acc=96.01%, remaining_time=0:00:02.029760, arrival_time=2021-04-14 22:04:20.507514, cost_time=0:00:22.834857 2021-04-14 22:04:19,729 INFO : TRAIN, epoch=0120, iter=00190/00196, fetch data time cost=1.36ms, fps=2045 images/s, loss=0.7763, top1-acc=76.64%, top5-acc=96.01%, remaining_time=0:00:00.760638, arrival_time=2021-04-14 22:04:20.490489, cost_time=0:00:24.086956 2021-04-14 22:04:20,430 INFO : TRAIN, epoch=0120, iter=00196/00196, fetch data time cost=1.70ms, fps=1941 images/s, loss=0.7771, top1-acc=76.64%, top5-acc=96.01%, remaining_time=0:00:00, arrival_time=2021-04-14 22:04:20.430823, cost_time=0:00:24.787878 2021-04-14 22:04:20,950 INFO : EVAL, epoch=0120, iter=00010/00040, fetch data time cost=1.57ms, fps=4952 images/s, loss=1.3569, top1-acc=61.80%, top5-acc=88.24%, remaining_time=0:00:01.550820, arrival_time=2021-04-14 22:04:22.501624, cost_time=0:00:00.516935 2021-04-14 22:04:21,346 INFO : EVAL, epoch=0120, iter=00020/00040, fetch data time cost=0.23ms, fps=6481 images/s, loss=1.3470, top1-acc=61.70%, top5-acc=88.50%, remaining_time=0:00:00.912360, arrival_time=2021-04-14 22:04:22.258529, cost_time=0:00:00.912364 2021-04-14 22:04:21,745 INFO : EVAL, epoch=0120, iter=00030/00040, fetch data time cost=6.29ms, fps=6422 images/s, loss=1.3804, top1-acc=61.08%, top5-acc=88.09%, remaining_time=0:00:00.437130, arrival_time=2021-04-14 22:04:22.182363, cost_time=0:00:01.311398 2021-04-14 22:04:22,100 INFO : EVAL, epoch=0120, iter=00040/00040, fetch data time cost=0.07ms, fps=6530 images/s, loss=1.3987, top1-acc=60.90%, top5-acc=87.89%, remaining_time=0:00:00, arrival_time=2021-04-14 22:04:22.100920, cost_time=0:00:01.667139 2021-04-14 22:04:22,201 INFO : Epoch=0120 complete, best val top1-acc=62.15%, top5-acc=88.54% (epoch=111), remaining_time=0:35:26.138240, arrival_time=2021-04-14 22:39:48.339343, cost_time=0:53:09.207373 2021-04-14 22:04:22,202 INFO : Train start, epoch=0121, lr=0.034549 2021-04-14 22:04:23,647 INFO : TRAIN, epoch=0121, iter=00010/00196, fetch data time cost=1.41ms, fps=1772 images/s, loss=0.7719, top1-acc=76.80%, top5-acc=96.56%, remaining_time=0:00:26.867514, arrival_time=2021-04-14 22:04:50.514602, cost_time=0:00:01.444490 2021-04-14 22:04:24,903 INFO : TRAIN, epoch=0121, iter=00020/00196, fetch data time cost=1.80ms, fps=2037 images/s, loss=0.7616, top1-acc=77.11%, top5-acc=96.31%, remaining_time=0:00:23.771968, arrival_time=2021-04-14 22:04:48.675911, cost_time=0:00:02.701351 2021-04-14 22:04:26,153 INFO : TRAIN, epoch=0121, iter=00030/00196, fetch data time cost=1.38ms, fps=2050 images/s, loss=0.7574, top1-acc=77.02%, top5-acc=96.22%, remaining_time=0:00:21.860706, arrival_time=2021-04-14 22:04:48.014041, cost_time=0:00:03.950733 2021-04-14 22:04:27,405 INFO : TRAIN, epoch=0121, iter=00040/00196, fetch data time cost=2.05ms, fps=2046 images/s, loss=0.7554, top1-acc=77.11%, top5-acc=96.22%, remaining_time=0:00:20.289360, arrival_time=2021-04-14 22:04:47.694436, cost_time=0:00:05.202391 2021-04-14 22:04:28,680 INFO : TRAIN, epoch=0121, iter=00050/00196, fetch data time cost=1.79ms, fps=2007 images/s, loss=0.7612, top1-acc=76.75%, top5-acc=96.27%, remaining_time=0:00:18.916636, arrival_time=2021-04-14 22:04:47.597528, cost_time=0:00:06.478282 2021-04-14 22:04:29,959 INFO : TRAIN, epoch=0121, iter=00060/00196, fetch data time cost=1.35ms, fps=2004 images/s, loss=0.7609, top1-acc=76.69%, top5-acc=96.24%, remaining_time=0:00:17.581128, arrival_time=2021-04-14 22:04:47.540094, cost_time=0:00:07.756374 2021-04-14 22:04:31,219 INFO : TRAIN, epoch=0121, iter=00070/00196, fetch data time cost=1.37ms, fps=2032 images/s, loss=0.7554, top1-acc=76.93%, top5-acc=96.28%, remaining_time=0:00:16.229934, arrival_time=2021-04-14 22:04:47.449257, cost_time=0:00:09.016655 2021-04-14 22:04:32,478 INFO : TRAIN, epoch=0121, iter=00080/00196, fetch data time cost=1.34ms, fps=2035 images/s, loss=0.7544, top1-acc=76.87%, top5-acc=96.33%, remaining_time=0:00:14.899040, arrival_time=2021-04-14 22:04:47.376958, cost_time=0:00:10.275240 2021-04-14 22:04:33,757 INFO : TRAIN, epoch=0121, iter=00090/00196, fetch data time cost=2.02ms, fps=2001 images/s, loss=0.7572, top1-acc=76.91%, top5-acc=96.24%, remaining_time=0:00:13.609340, arrival_time=2021-04-14 22:04:47.367155, cost_time=0:00:11.555133 2021-04-14 22:04:35,009 INFO : TRAIN, epoch=0121, iter=00100/00196, fetch data time cost=1.42ms, fps=2047 images/s, loss=0.7599, top1-acc=76.80%, top5-acc=96.25%, remaining_time=0:00:12.294048, arrival_time=2021-04-14 22:04:47.303022, cost_time=0:00:12.806286 2021-04-14 22:04:36,263 INFO : TRAIN, epoch=0121, iter=00110/00196, fetch data time cost=1.53ms, fps=2042 images/s, loss=0.7607, top1-acc=76.83%, top5-acc=96.25%, remaining_time=0:00:10.992778, arrival_time=2021-04-14 22:04:47.256070, cost_time=0:00:14.060534 2021-04-14 22:04:37,523 INFO : TRAIN, epoch=0121, iter=00120/00196, fetch data time cost=1.33ms, fps=2033 images/s, loss=0.7611, top1-acc=76.88%, top5-acc=96.24%, remaining_time=0:00:09.702920, arrival_time=2021-04-14 22:04:47.226051, cost_time=0:00:15.320448 2021-04-14 22:04:38,779 INFO : TRAIN, epoch=0121, iter=00130/00196, fetch data time cost=1.40ms, fps=2039 images/s, loss=0.7623, top1-acc=76.88%, top5-acc=96.27%, remaining_time=0:00:08.415792, arrival_time=2021-04-14 22:04:47.195013, cost_time=0:00:16.576520 2021-04-14 22:04:40,028 INFO : TRAIN, epoch=0121, iter=00140/00196, fetch data time cost=1.41ms, fps=2050 images/s, loss=0.7639, top1-acc=76.84%, top5-acc=96.19%, remaining_time=0:00:07.130256, arrival_time=2021-04-14 22:04:47.158523, cost_time=0:00:17.825660 2021-04-14 22:04:41,284 INFO : TRAIN, epoch=0121, iter=00150/00196, fetch data time cost=1.64ms, fps=2038 images/s, loss=0.7662, top1-acc=76.77%, top5-acc=96.18%, remaining_time=0:00:05.851798, arrival_time=2021-04-14 22:04:47.136487, cost_time=0:00:19.082008 2021-04-14 22:04:42,550 INFO : TRAIN, epoch=0121, iter=00160/00196, fetch data time cost=1.98ms, fps=2023 images/s, loss=0.7679, top1-acc=76.71%, top5-acc=96.14%, remaining_time=0:00:04.578264, arrival_time=2021-04-14 22:04:47.128704, cost_time=0:00:20.347840 2021-04-14 22:04:43,819 INFO : TRAIN, epoch=0121, iter=00170/00196, fetch data time cost=1.89ms, fps=2019 images/s, loss=0.7710, top1-acc=76.58%, top5-acc=96.13%, remaining_time=0:00:03.306030, arrival_time=2021-04-14 22:04:47.125051, cost_time=0:00:21.616338 2021-04-14 22:04:45,075 INFO : TRAIN, epoch=0121, iter=00180/00196, fetch data time cost=1.45ms, fps=2038 images/s, loss=0.7738, top1-acc=76.57%, top5-acc=96.06%, remaining_time=0:00:02.033152, arrival_time=2021-04-14 22:04:47.108699, cost_time=0:00:22.872949 2021-04-14 22:04:46,326 INFO : TRAIN, epoch=0121, iter=00190/00196, fetch data time cost=1.33ms, fps=2047 images/s, loss=0.7726, top1-acc=76.60%, top5-acc=96.09%, remaining_time=0:00:00.761808, arrival_time=2021-04-14 22:04:47.088512, cost_time=0:00:24.123978 2021-04-14 22:04:47,003 INFO : TRAIN, epoch=0121, iter=00196/00196, fetch data time cost=1.23ms, fps=2011 images/s, loss=0.7729, top1-acc=76.58%, top5-acc=96.08%, remaining_time=0:00:00, arrival_time=2021-04-14 22:04:47.003696, cost_time=0:00:24.801095 2021-04-14 22:04:47,520 INFO : EVAL, epoch=0121, iter=00010/00040, fetch data time cost=4.01ms, fps=4970 images/s, loss=1.4057, top1-acc=61.37%, top5-acc=87.97%, remaining_time=0:00:01.545270, arrival_time=2021-04-14 22:04:49.065917, cost_time=0:00:00.515086 2021-04-14 22:04:47,906 INFO : EVAL, epoch=0121, iter=00020/00040, fetch data time cost=1.43ms, fps=6644 images/s, loss=1.4041, top1-acc=61.37%, top5-acc=87.71%, remaining_time=0:00:00.900800, arrival_time=2021-04-14 22:04:48.807144, cost_time=0:00:00.900793 2021-04-14 22:04:48,295 INFO : EVAL, epoch=0121, iter=00030/00040, fetch data time cost=1.48ms, fps=6586 images/s, loss=1.3956, top1-acc=61.71%, top5-acc=87.90%, remaining_time=0:00:00.429950, arrival_time=2021-04-14 22:04:48.725330, cost_time=0:00:01.289849 2021-04-14 22:04:48,655 INFO : EVAL, epoch=0121, iter=00040/00040, fetch data time cost=0.08ms, fps=6448 images/s, loss=1.3801, top1-acc=61.81%, top5-acc=87.91%, remaining_time=0:00:00, arrival_time=2021-04-14 22:04:48.655462, cost_time=0:00:01.649924 2021-04-14 22:04:48,736 INFO : Epoch=0121 complete, best val top1-acc=62.15%, top5-acc=88.54% (epoch=111), remaining_time=0:34:59.534336, arrival_time=2021-04-14 22:39:48.270611, cost_time=0:53:35.742519 2021-04-14 22:04:48,738 INFO : Train start, epoch=0122, lr=0.033804 2021-04-14 22:04:50,144 INFO : TRAIN, epoch=0122, iter=00010/00196, fetch data time cost=1.51ms, fps=1821 images/s, loss=0.6929, top1-acc=78.71%, top5-acc=97.03%, remaining_time=0:00:26.147694, arrival_time=2021-04-14 22:05:16.292261, cost_time=0:00:01.405789 2021-04-14 22:04:51,402 INFO : TRAIN, epoch=0122, iter=00020/00196, fetch data time cost=2.09ms, fps=2037 images/s, loss=0.7304, top1-acc=77.62%, top5-acc=96.37%, remaining_time=0:00:23.437392, arrival_time=2021-04-14 22:05:14.839409, cost_time=0:00:02.663333 2021-04-14 22:04:52,652 INFO : TRAIN, epoch=0122, iter=00030/00196, fetch data time cost=1.73ms, fps=2049 images/s, loss=0.7304, top1-acc=77.85%, top5-acc=96.42%, remaining_time=0:00:21.653538, arrival_time=2021-04-14 22:05:14.305528, cost_time=0:00:03.913300 2021-04-14 22:04:53,910 INFO : TRAIN, epoch=0122, iter=00040/00196, fetch data time cost=2.92ms, fps=2036 images/s, loss=0.7327, top1-acc=77.74%, top5-acc=96.46%, remaining_time=0:00:20.168772, arrival_time=2021-04-14 22:05:14.078901, cost_time=0:00:05.171485 2021-04-14 22:04:55,163 INFO : TRAIN, epoch=0122, iter=00050/00196, fetch data time cost=1.58ms, fps=2043 images/s, loss=0.7347, top1-acc=77.73%, top5-acc=96.39%, remaining_time=0:00:18.761730, arrival_time=2021-04-14 22:05:13.925595, cost_time=0:00:06.425265 2021-04-14 22:04:56,422 INFO : TRAIN, epoch=0122, iter=00060/00196, fetch data time cost=1.39ms, fps=2035 images/s, loss=0.7406, top1-acc=77.53%, top5-acc=96.39%, remaining_time=0:00:17.416704, arrival_time=2021-04-14 22:05:13.839208, cost_time=0:00:07.683847 2021-04-14 22:04:57,674 INFO : TRAIN, epoch=0122, iter=00070/00196, fetch data time cost=1.89ms, fps=2045 images/s, loss=0.7390, top1-acc=77.66%, top5-acc=96.38%, remaining_time=0:00:16.084908, arrival_time=2021-04-14 22:05:13.759641, cost_time=0:00:08.936065 2021-04-14 22:04:58,928 INFO : TRAIN, epoch=0122, iter=00080/00196, fetch data time cost=1.56ms, fps=2043 images/s, loss=0.7392, top1-acc=77.71%, top5-acc=96.34%, remaining_time=0:00:14.775152, arrival_time=2021-04-14 22:05:13.703494, cost_time=0:00:10.189759 2021-04-14 22:05:00,175 INFO : TRAIN, epoch=0122, iter=00090/00196, fetch data time cost=1.80ms, fps=2054 images/s, loss=0.7348, top1-acc=77.84%, top5-acc=96.44%, remaining_time=0:00:13.470056, arrival_time=2021-04-14 22:05:13.645548, cost_time=0:00:11.436842 2021-04-14 22:05:01,433 INFO : TRAIN, epoch=0122, iter=00100/00196, fetch data time cost=1.94ms, fps=2036 images/s, loss=0.7320, top1-acc=77.90%, top5-acc=96.50%, remaining_time=0:00:12.187200, arrival_time=2021-04-14 22:05:13.620793, cost_time=0:00:12.695006 2021-04-14 22:05:02,687 INFO : TRAIN, epoch=0122, iter=00110/00196, fetch data time cost=2.37ms, fps=2043 images/s, loss=0.7350, top1-acc=77.80%, top5-acc=96.46%, remaining_time=0:00:10.905230, arrival_time=2021-04-14 22:05:13.592490, cost_time=0:00:13.948512 2021-04-14 22:05:03,938 INFO : TRAIN, epoch=0122, iter=00120/00196, fetch data time cost=1.33ms, fps=2047 images/s, loss=0.7375, top1-acc=77.69%, top5-acc=96.43%, remaining_time=0:00:09.626844, arrival_time=2021-04-14 22:05:13.565643, cost_time=0:00:15.200221 2021-04-14 22:05:05,192 INFO : TRAIN, epoch=0122, iter=00130/00196, fetch data time cost=1.52ms, fps=2042 images/s, loss=0.7402, top1-acc=77.56%, top5-acc=96.40%, remaining_time=0:00:08.353686, arrival_time=2021-04-14 22:05:13.546482, cost_time=0:00:16.454222 2021-04-14 22:05:06,448 INFO : TRAIN, epoch=0122, iter=00140/00196, fetch data time cost=1.94ms, fps=2039 images/s, loss=0.7417, top1-acc=77.46%, top5-acc=96.40%, remaining_time=0:00:07.083944, arrival_time=2021-04-14 22:05:13.532467, cost_time=0:00:17.709856 2021-04-14 22:05:07,707 INFO : TRAIN, epoch=0122, iter=00150/00196, fetch data time cost=1.86ms, fps=2034 images/s, loss=0.7438, top1-acc=77.45%, top5-acc=96.38%, remaining_time=0:00:05.817114, arrival_time=2021-04-14 22:05:13.524515, cost_time=0:00:18.968814 2021-04-14 22:05:08,955 INFO : TRAIN, epoch=0122, iter=00160/00196, fetch data time cost=1.54ms, fps=2051 images/s, loss=0.7461, top1-acc=77.37%, top5-acc=96.37%, remaining_time=0:00:04.548888, arrival_time=2021-04-14 22:05:13.504794, cost_time=0:00:20.217346 2021-04-14 22:05:10,219 INFO : TRAIN, epoch=0122, iter=00170/00196, fetch data time cost=1.43ms, fps=2027 images/s, loss=0.7492, top1-acc=77.30%, top5-acc=96.30%, remaining_time=0:00:03.285282, arrival_time=2021-04-14 22:05:13.504654, cost_time=0:00:21.480643 2021-04-14 22:05:11,472 INFO : TRAIN, epoch=0122, iter=00180/00196, fetch data time cost=1.53ms, fps=2045 images/s, loss=0.7502, top1-acc=77.21%, top5-acc=96.30%, remaining_time=0:00:02.020768, arrival_time=2021-04-14 22:05:13.492943, cost_time=0:00:22.733597 2021-04-14 22:05:12,716 INFO : TRAIN, epoch=0122, iter=00190/00196, fetch data time cost=1.46ms, fps=2057 images/s, loss=0.7524, top1-acc=77.13%, top5-acc=96.28%, remaining_time=0:00:00.757212, arrival_time=2021-04-14 22:05:13.474107, cost_time=0:00:23.978331 2021-04-14 22:05:13,396 INFO : TRAIN, epoch=0122, iter=00196/00196, fetch data time cost=1.26ms, fps=2003 images/s, loss=0.7538, top1-acc=77.11%, top5-acc=96.25%, remaining_time=0:00:00, arrival_time=2021-04-14 22:05:13.396408, cost_time=0:00:24.657838 2021-04-14 22:05:13,939 INFO : EVAL, epoch=0122, iter=00010/00040, fetch data time cost=2.38ms, fps=4730 images/s, loss=1.3063, top1-acc=63.44%, top5-acc=88.95%, remaining_time=0:00:01.623690, arrival_time=2021-04-14 22:05:15.563235, cost_time=0:00:00.541229 2021-04-14 22:05:14,337 INFO : EVAL, epoch=0122, iter=00020/00040, fetch data time cost=0.31ms, fps=6446 images/s, loss=1.3132, top1-acc=63.71%, top5-acc=88.87%, remaining_time=0:00:00.938880, arrival_time=2021-04-14 22:05:15.276012, cost_time=0:00:00.938882 2021-04-14 22:05:14,727 INFO : EVAL, epoch=0122, iter=00030/00040, fetch data time cost=1.53ms, fps=6572 images/s, loss=1.3043, top1-acc=63.91%, top5-acc=89.08%, remaining_time=0:00:00.442920, arrival_time=2021-04-14 22:05:15.169994, cost_time=0:00:01.328752 2021-04-14 22:05:15,084 INFO : EVAL, epoch=0122, iter=00040/00040, fetch data time cost=0.06ms, fps=6493 images/s, loss=1.2977, top1-acc=63.87%, top5-acc=88.94%, remaining_time=0:00:00, arrival_time=2021-04-14 22:05:15.084720, cost_time=0:00:01.686498 2021-04-14 22:05:15,264 INFO : Epoch=0122 complete, best val top1-acc=63.87%, top5-acc=88.94% (epoch=122), remaining_time=0:34:32.927298, arrival_time=2021-04-14 22:39:48.191911, cost_time=0:54:02.270864 2021-04-14 22:05:15,266 INFO : Train start, epoch=0123, lr=0.033063 2021-04-14 22:05:16,716 INFO : TRAIN, epoch=0123, iter=00010/00196, fetch data time cost=1.94ms, fps=1765 images/s, loss=0.7303, top1-acc=78.52%, top5-acc=96.41%, remaining_time=0:00:26.981160, arrival_time=2021-04-14 22:05:43.697911, cost_time=0:00:01.450595 2021-04-14 22:05:17,968 INFO : TRAIN, epoch=0123, iter=00020/00196, fetch data time cost=1.36ms, fps=2047 images/s, loss=0.7215, top1-acc=78.57%, top5-acc=96.50%, remaining_time=0:00:23.776896, arrival_time=2021-04-14 22:05:41.744941, cost_time=0:00:02.701910 2021-04-14 22:05:19,220 INFO : TRAIN, epoch=0123, iter=00030/00196, fetch data time cost=1.36ms, fps=2044 images/s, loss=0.7132, top1-acc=78.66%, top5-acc=96.67%, remaining_time=0:00:21.881954, arrival_time=2021-04-14 22:05:41.102671, cost_time=0:00:03.954577 2021-04-14 22:05:20,477 INFO : TRAIN, epoch=0123, iter=00040/00196, fetch data time cost=1.96ms, fps=2037 images/s, loss=0.7028, top1-acc=78.73%, top5-acc=96.83%, remaining_time=0:00:20.324616, arrival_time=2021-04-14 22:05:40.802204, cost_time=0:00:05.211441 2021-04-14 22:05:21,737 INFO : TRAIN, epoch=0123, iter=00050/00196, fetch data time cost=1.53ms, fps=2033 images/s, loss=0.7051, top1-acc=78.52%, top5-acc=96.81%, remaining_time=0:00:18.895904, arrival_time=2021-04-14 22:05:40.633328, cost_time=0:00:06.471195 2021-04-14 22:05:22,986 INFO : TRAIN, epoch=0123, iter=00060/00196, fetch data time cost=1.43ms, fps=2050 images/s, loss=0.7066, top1-acc=78.48%, top5-acc=96.82%, remaining_time=0:00:17.500072, arrival_time=2021-04-14 22:05:40.486852, cost_time=0:00:07.720629 2021-04-14 22:05:24,240 INFO : TRAIN, epoch=0123, iter=00070/00196, fetch data time cost=2.06ms, fps=2043 images/s, loss=0.7052, top1-acc=78.59%, top5-acc=96.82%, remaining_time=0:00:16.153326, arrival_time=2021-04-14 22:05:40.393511, cost_time=0:00:08.974037 2021-04-14 22:05:25,489 INFO : TRAIN, epoch=0123, iter=00080/00196, fetch data time cost=1.37ms, fps=2049 images/s, loss=0.7105, top1-acc=78.37%, top5-acc=96.72%, remaining_time=0:00:14.824104, arrival_time=2021-04-14 22:05:40.313799, cost_time=0:00:10.223500 2021-04-14 22:05:26,745 INFO : TRAIN, epoch=0123, iter=00090/00196, fetch data time cost=1.34ms, fps=2057 images/s, loss=0.7104, top1-acc=78.31%, top5-acc=96.71%, remaining_time=0:00:13.519770, arrival_time=2021-04-14 22:05:40.265006, cost_time=0:00:11.479087 2021-04-14 22:05:27,998 INFO : TRAIN, epoch=0123, iter=00100/00196, fetch data time cost=1.35ms, fps=2043 images/s, loss=0.7132, top1-acc=78.21%, top5-acc=96.69%, remaining_time=0:00:12.223104, arrival_time=2021-04-14 22:05:40.221724, cost_time=0:00:12.732399 2021-04-14 22:05:29,255 INFO : TRAIN, epoch=0123, iter=00110/00196, fetch data time cost=1.37ms, fps=2038 images/s, loss=0.7167, top1-acc=78.09%, top5-acc=96.70%, remaining_time=0:00:10.936706, arrival_time=2021-04-14 22:05:40.191732, cost_time=0:00:13.988806 2021-04-14 22:05:30,537 INFO : TRAIN, epoch=0123, iter=00120/00196, fetch data time cost=1.42ms, fps=1998 images/s, loss=0.7183, top1-acc=78.12%, top5-acc=96.68%, remaining_time=0:00:09.671836, arrival_time=2021-04-14 22:05:40.209369, cost_time=0:00:15.271369 2021-04-14 22:05:31,789 INFO : TRAIN, epoch=0123, iter=00130/00196, fetch data time cost=1.78ms, fps=2045 images/s, loss=0.7218, top1-acc=78.02%, top5-acc=96.68%, remaining_time=0:00:08.388996, arrival_time=2021-04-14 22:05:40.178893, cost_time=0:00:16.523717 2021-04-14 22:05:33,044 INFO : TRAIN, epoch=0123, iter=00140/00196, fetch data time cost=1.40ms, fps=2041 images/s, loss=0.7246, top1-acc=77.88%, top5-acc=96.65%, remaining_time=0:00:07.111496, arrival_time=2021-04-14 22:05:40.156434, cost_time=0:00:17.778796 2021-04-14 22:05:34,290 INFO : TRAIN, epoch=0123, iter=00150/00196, fetch data time cost=1.40ms, fps=2056 images/s, loss=0.7293, top1-acc=77.76%, top5-acc=96.60%, remaining_time=0:00:05.834180, arrival_time=2021-04-14 22:05:40.124885, cost_time=0:00:19.024520 2021-04-14 22:05:35,561 INFO : TRAIN, epoch=0123, iter=00160/00196, fetch data time cost=1.92ms, fps=2016 images/s, loss=0.7353, top1-acc=77.60%, top5-acc=96.51%, remaining_time=0:00:04.566348, arrival_time=2021-04-14 22:05:40.127419, cost_time=0:00:20.294923 2021-04-14 22:05:36,810 INFO : TRAIN, epoch=0123, iter=00170/00196, fetch data time cost=1.47ms, fps=2051 images/s, loss=0.7377, top1-acc=77.55%, top5-acc=96.48%, remaining_time=0:00:03.294928, arrival_time=2021-04-14 22:05:40.104917, cost_time=0:00:21.543728 2021-04-14 22:05:38,066 INFO : TRAIN, epoch=0123, iter=00180/00196, fetch data time cost=2.17ms, fps=2038 images/s, loss=0.7385, top1-acc=77.58%, top5-acc=96.45%, remaining_time=0:00:02.026720, arrival_time=2021-04-14 22:05:40.093477, cost_time=0:00:22.800572 2021-04-14 22:05:39,321 INFO : TRAIN, epoch=0123, iter=00190/00196, fetch data time cost=1.65ms, fps=2041 images/s, loss=0.7406, top1-acc=77.50%, top5-acc=96.44%, remaining_time=0:00:00.759642, arrival_time=2021-04-14 22:05:40.081125, cost_time=0:00:24.055324 2021-04-14 22:05:40,015 INFO : TRAIN, epoch=0123, iter=00196/00196, fetch data time cost=1.61ms, fps=1961 images/s, loss=0.7423, top1-acc=77.48%, top5-acc=96.45%, remaining_time=0:00:00, arrival_time=2021-04-14 22:05:40.015486, cost_time=0:00:24.749288 2021-04-14 22:05:40,538 INFO : EVAL, epoch=0123, iter=00010/00040, fetch data time cost=4.24ms, fps=4925 images/s, loss=1.3821, top1-acc=61.56%, top5-acc=87.46%, remaining_time=0:00:01.559370, arrival_time=2021-04-14 22:05:42.097670, cost_time=0:00:00.519794 2021-04-14 22:05:40,931 INFO : EVAL, epoch=0123, iter=00020/00040, fetch data time cost=0.19ms, fps=6510 images/s, loss=1.3434, top1-acc=62.58%, top5-acc=88.42%, remaining_time=0:00:00.913380, arrival_time=2021-04-14 22:05:41.845264, cost_time=0:00:00.913380 2021-04-14 22:05:41,326 INFO : EVAL, epoch=0123, iter=00030/00040, fetch data time cost=2.62ms, fps=6492 images/s, loss=1.3494, top1-acc=62.42%, top5-acc=88.53%, remaining_time=0:00:00.436020, arrival_time=2021-04-14 22:05:41.762629, cost_time=0:00:01.308057 2021-04-14 22:05:41,687 INFO : EVAL, epoch=0123, iter=00040/00040, fetch data time cost=0.07ms, fps=6443 images/s, loss=1.3444, top1-acc=62.54%, top5-acc=88.65%, remaining_time=0:00:00, arrival_time=2021-04-14 22:05:41.687140, cost_time=0:00:01.668664 2021-04-14 22:05:41,790 INFO : Epoch=0123 complete, best val top1-acc=63.87%, top5-acc=88.94% (epoch=122), remaining_time=0:34:06.320122, arrival_time=2021-04-14 22:39:48.110880, cost_time=0:54:28.797028 2021-04-14 22:05:41,792 INFO : Train start, epoch=0124, lr=0.032326 2021-04-14 22:05:43,207 INFO : TRAIN, epoch=0124, iter=00010/00196, fetch data time cost=1.38ms, fps=1810 images/s, loss=0.7306, top1-acc=77.54%, top5-acc=96.13%, remaining_time=0:00:26.313234, arrival_time=2021-04-14 22:06:09.520216, cost_time=0:00:01.414689 2021-04-14 22:05:44,462 INFO : TRAIN, epoch=0124, iter=00020/00196, fetch data time cost=1.60ms, fps=2040 images/s, loss=0.7342, top1-acc=77.36%, top5-acc=96.35%, remaining_time=0:00:23.498288, arrival_time=2021-04-14 22:06:07.960800, cost_time=0:00:02.670263 2021-04-14 22:05:45,720 INFO : TRAIN, epoch=0124, iter=00030/00196, fetch data time cost=1.96ms, fps=2036 images/s, loss=0.7319, top1-acc=77.37%, top5-acc=96.39%, remaining_time=0:00:21.735874, arrival_time=2021-04-14 22:06:07.456281, cost_time=0:00:03.928162 2021-04-14 22:05:46,975 INFO : TRAIN, epoch=0124, iter=00040/00196, fetch data time cost=1.86ms, fps=2040 images/s, loss=0.7189, top1-acc=77.82%, top5-acc=96.57%, remaining_time=0:00:20.216196, arrival_time=2021-04-14 22:06:07.192079, cost_time=0:00:05.183636 2021-04-14 22:05:48,228 INFO : TRAIN, epoch=0124, iter=00050/00196, fetch data time cost=1.38ms, fps=2044 images/s, loss=0.7246, top1-acc=77.67%, top5-acc=96.46%, remaining_time=0:00:18.794434, arrival_time=2021-04-14 22:06:07.023051, cost_time=0:00:06.436439 2021-04-14 22:05:49,482 INFO : TRAIN, epoch=0124, iter=00060/00196, fetch data time cost=1.56ms, fps=2042 images/s, loss=0.7164, top1-acc=77.99%, top5-acc=96.53%, remaining_time=0:00:17.431664, arrival_time=2021-04-14 22:06:06.914334, cost_time=0:00:07.690430 2021-04-14 22:05:50,731 INFO : TRAIN, epoch=0124, iter=00070/00196, fetch data time cost=1.55ms, fps=2051 images/s, loss=0.7165, top1-acc=77.86%, top5-acc=96.58%, remaining_time=0:00:16.090326, arrival_time=2021-04-14 22:06:06.821578, cost_time=0:00:08.939054 2021-04-14 22:05:52,009 INFO : TRAIN, epoch=0124, iter=00080/00196, fetch data time cost=1.77ms, fps=2004 images/s, loss=0.7144, top1-acc=77.88%, top5-acc=96.64%, remaining_time=0:00:14.814708, arrival_time=2021-04-14 22:06:06.823977, cost_time=0:00:10.217030 2021-04-14 22:05:53,260 INFO : TRAIN, epoch=0124, iter=00090/00196, fetch data time cost=1.97ms, fps=2047 images/s, loss=0.7191, top1-acc=77.80%, top5-acc=96.55%, remaining_time=0:00:13.507262, arrival_time=2021-04-14 22:06:06.767960, cost_time=0:00:11.468435 2021-04-14 22:05:54,523 INFO : TRAIN, epoch=0124, iter=00100/00196, fetch data time cost=2.23ms, fps=2029 images/s, loss=0.7181, top1-acc=77.78%, top5-acc=96.65%, remaining_time=0:00:12.221472, arrival_time=2021-04-14 22:06:06.744466, cost_time=0:00:12.730727 2021-04-14 22:05:55,769 INFO : TRAIN, epoch=0124, iter=00110/00196, fetch data time cost=1.96ms, fps=2056 images/s, loss=0.7181, top1-acc=77.86%, top5-acc=96.59%, remaining_time=0:00:10.927246, arrival_time=2021-04-14 22:06:06.696198, cost_time=0:00:13.976726 2021-04-14 22:05:57,016 INFO : TRAIN, epoch=0124, iter=00120/00196, fetch data time cost=1.54ms, fps=2053 images/s, loss=0.7176, top1-acc=77.85%, top5-acc=96.60%, remaining_time=0:00:09.641892, arrival_time=2021-04-14 22:06:06.658144, cost_time=0:00:15.224062 2021-04-14 22:05:58,279 INFO : TRAIN, epoch=0124, iter=00130/00196, fetch data time cost=1.84ms, fps=2028 images/s, loss=0.7199, top1-acc=77.81%, top5-acc=96.59%, remaining_time=0:00:08.370318, arrival_time=2021-04-14 22:06:06.649497, cost_time=0:00:16.486943 2021-04-14 22:05:59,535 INFO : TRAIN, epoch=0124, iter=00140/00196, fetch data time cost=1.32ms, fps=2039 images/s, loss=0.7202, top1-acc=77.84%, top5-acc=96.58%, remaining_time=0:00:07.097160, arrival_time=2021-04-14 22:06:06.632309, cost_time=0:00:17.742885 2021-04-14 22:06:00,793 INFO : TRAIN, epoch=0124, iter=00150/00196, fetch data time cost=1.44ms, fps=2036 images/s, loss=0.7253, top1-acc=77.64%, top5-acc=96.58%, remaining_time=0:00:05.827004, arrival_time=2021-04-14 22:06:06.620287, cost_time=0:00:19.001122 2021-04-14 22:06:02,039 INFO : TRAIN, epoch=0124, iter=00160/00196, fetch data time cost=1.60ms, fps=2055 images/s, loss=0.7270, top1-acc=77.58%, top5-acc=96.56%, remaining_time=0:00:04.555620, arrival_time=2021-04-14 22:06:06.595009, cost_time=0:00:20.247158 2021-04-14 22:06:03,288 INFO : TRAIN, epoch=0124, iter=00170/00196, fetch data time cost=1.43ms, fps=2050 images/s, loss=0.7287, top1-acc=77.54%, top5-acc=96.54%, remaining_time=0:00:03.287726, arrival_time=2021-04-14 22:06:06.576610, cost_time=0:00:21.496723 2021-04-14 22:06:04,548 INFO : TRAIN, epoch=0124, iter=00180/00196, fetch data time cost=2.65ms, fps=2033 images/s, loss=0.7300, top1-acc=77.47%, top5-acc=96.53%, remaining_time=0:00:02.022800, arrival_time=2021-04-14 22:06:06.571504, cost_time=0:00:22.756483 2021-04-14 22:06:05,796 INFO : TRAIN, epoch=0124, iter=00190/00196, fetch data time cost=1.32ms, fps=2052 images/s, loss=0.7319, top1-acc=77.45%, top5-acc=96.48%, remaining_time=0:00:00.758034, arrival_time=2021-04-14 22:06:06.554620, cost_time=0:00:24.004393 2021-04-14 22:06:06,476 INFO : TRAIN, epoch=0124, iter=00196/00196, fetch data time cost=1.20ms, fps=2001 images/s, loss=0.7350, top1-acc=77.40%, top5-acc=96.47%, remaining_time=0:00:00, arrival_time=2021-04-14 22:06:06.476827, cost_time=0:00:24.684670 2021-04-14 22:06:07,029 INFO : EVAL, epoch=0124, iter=00010/00040, fetch data time cost=0.20ms, fps=4650 images/s, loss=1.3209, top1-acc=63.40%, top5-acc=89.77%, remaining_time=0:00:01.651650, arrival_time=2021-04-14 22:06:08.681039, cost_time=0:00:00.550551 2021-04-14 22:06:07,416 INFO : EVAL, epoch=0124, iter=00020/00040, fetch data time cost=1.39ms, fps=6614 images/s, loss=1.3210, top1-acc=63.09%, top5-acc=89.41%, remaining_time=0:00:00.938100, arrival_time=2021-04-14 22:06:08.354996, cost_time=0:00:00.938106 2021-04-14 22:06:07,807 INFO : EVAL, epoch=0124, iter=00030/00040, fetch data time cost=0.19ms, fps=6563 images/s, loss=1.3087, top1-acc=63.29%, top5-acc=89.49%, remaining_time=0:00:00.442840, arrival_time=2021-04-14 22:06:08.250362, cost_time=0:00:01.328529 2021-04-14 22:06:08,177 INFO : EVAL, epoch=0124, iter=00040/00040, fetch data time cost=0.11ms, fps=6276 images/s, loss=1.3202, top1-acc=62.99%, top5-acc=89.48%, remaining_time=0:00:00, arrival_time=2021-04-14 22:06:08.177744, cost_time=0:00:01.698954 2021-04-14 22:06:08,253 INFO : Epoch=0124 complete, best val top1-acc=63.87%, top5-acc=88.94% (epoch=122), remaining_time=0:33:39.675528, arrival_time=2021-04-14 22:39:47.929280, cost_time=0:54:55.260027 2021-04-14 22:06:08,255 INFO : Train start, epoch=0125, lr=0.031594 2021-04-14 22:06:09,694 INFO : TRAIN, epoch=0125, iter=00010/00196, fetch data time cost=1.36ms, fps=1779 images/s, loss=0.7033, top1-acc=79.14%, top5-acc=96.72%, remaining_time=0:00:26.766516, arrival_time=2021-04-14 22:06:36.460739, cost_time=0:00:01.439056 2021-04-14 22:06:10,943 INFO : TRAIN, epoch=0125, iter=00020/00196, fetch data time cost=1.41ms, fps=2049 images/s, loss=0.7006, top1-acc=78.89%, top5-acc=96.82%, remaining_time=0:00:23.661088, arrival_time=2021-04-14 22:06:34.605001, cost_time=0:00:02.688761 2021-04-14 22:06:12,204 INFO : TRAIN, epoch=0125, iter=00030/00196, fetch data time cost=2.25ms, fps=2031 images/s, loss=0.7129, top1-acc=78.20%, top5-acc=96.73%, remaining_time=0:00:21.854232, arrival_time=2021-04-14 22:06:34.058986, cost_time=0:00:03.949550 2021-04-14 22:06:13,461 INFO : TRAIN, epoch=0125, iter=00040/00196, fetch data time cost=1.73ms, fps=2038 images/s, loss=0.7143, top1-acc=78.33%, top5-acc=96.63%, remaining_time=0:00:20.303088, arrival_time=2021-04-14 22:06:33.764268, cost_time=0:00:05.205902 2021-04-14 22:06:14,713 INFO : TRAIN, epoch=0125, iter=00050/00196, fetch data time cost=1.70ms, fps=2045 images/s, loss=0.7121, top1-acc=78.32%, top5-acc=96.57%, remaining_time=0:00:18.858966, arrival_time=2021-04-14 22:06:33.572704, cost_time=0:00:06.458543 2021-04-14 22:06:15,976 INFO : TRAIN, epoch=0125, iter=00060/00196, fetch data time cost=1.43ms, fps=2027 images/s, loss=0.7128, top1-acc=78.27%, top5-acc=96.61%, remaining_time=0:00:17.502656, arrival_time=2021-04-14 22:06:33.479588, cost_time=0:00:07.721773 2021-04-14 22:06:17,237 INFO : TRAIN, epoch=0125, iter=00070/00196, fetch data time cost=2.60ms, fps=2031 images/s, loss=0.7179, top1-acc=78.12%, top5-acc=96.60%, remaining_time=0:00:16.168824, arrival_time=2021-04-14 22:06:33.406745, cost_time=0:00:08.982694 2021-04-14 22:06:18,499 INFO : TRAIN, epoch=0125, iter=00080/00196, fetch data time cost=2.13ms, fps=2030 images/s, loss=0.7240, top1-acc=77.98%, top5-acc=96.51%, remaining_time=0:00:14.854496, arrival_time=2021-04-14 22:06:33.354179, cost_time=0:00:10.244492 2021-04-14 22:06:19,759 INFO : TRAIN, epoch=0125, iter=00090/00196, fetch data time cost=1.39ms, fps=2033 images/s, loss=0.7244, top1-acc=77.97%, top5-acc=96.51%, remaining_time=0:00:13.549238, arrival_time=2021-04-14 22:06:33.308463, cost_time=0:00:11.504068 2021-04-14 22:06:21,011 INFO : TRAIN, epoch=0125, iter=00100/00196, fetch data time cost=1.42ms, fps=2044 images/s, loss=0.7251, top1-acc=78.02%, top5-acc=96.53%, remaining_time=0:00:12.246528, arrival_time=2021-04-14 22:06:33.258434, cost_time=0:00:12.756751 2021-04-14 22:06:22,269 INFO : TRAIN, epoch=0125, iter=00110/00196, fetch data time cost=1.52ms, fps=2037 images/s, loss=0.7242, top1-acc=78.05%, top5-acc=96.50%, remaining_time=0:00:10.956228, arrival_time=2021-04-14 22:06:33.225202, cost_time=0:00:14.013822 2021-04-14 22:06:23,525 INFO : TRAIN, epoch=0125, iter=00120/00196, fetch data time cost=2.13ms, fps=2038 images/s, loss=0.7271, top1-acc=78.00%, top5-acc=96.47%, remaining_time=0:00:09.671076, arrival_time=2021-04-14 22:06:33.196458, cost_time=0:00:15.270144 2021-04-14 22:06:24,775 INFO : TRAIN, epoch=0125, iter=00130/00196, fetch data time cost=1.52ms, fps=2048 images/s, loss=0.7292, top1-acc=78.00%, top5-acc=96.46%, remaining_time=0:00:08.387412, arrival_time=2021-04-14 22:06:33.163225, cost_time=0:00:16.520646 2021-04-14 22:06:26,031 INFO : TRAIN, epoch=0125, iter=00140/00196, fetch data time cost=1.42ms, fps=2039 images/s, loss=0.7298, top1-acc=77.87%, top5-acc=96.44%, remaining_time=0:00:07.110600, arrival_time=2021-04-14 22:06:33.142273, cost_time=0:00:17.776516 2021-04-14 22:06:27,280 INFO : TRAIN, epoch=0125, iter=00150/00196, fetch data time cost=1.35ms, fps=2051 images/s, loss=0.7326, top1-acc=77.78%, top5-acc=96.42%, remaining_time=0:00:05.834364, arrival_time=2021-04-14 22:06:33.114625, cost_time=0:00:19.025108 2021-04-14 22:06:28,532 INFO : TRAIN, epoch=0125, iter=00160/00196, fetch data time cost=1.45ms, fps=2045 images/s, loss=0.7345, top1-acc=77.73%, top5-acc=96.39%, remaining_time=0:00:04.562352, arrival_time=2021-04-14 22:06:33.094576, cost_time=0:00:20.277089 2021-04-14 22:06:29,785 INFO : TRAIN, epoch=0125, iter=00170/00196, fetch data time cost=1.44ms, fps=2044 images/s, loss=0.7353, top1-acc=77.66%, top5-acc=96.39%, remaining_time=0:00:03.292822, arrival_time=2021-04-14 22:06:33.078099, cost_time=0:00:21.530056 2021-04-14 22:06:31,030 INFO : TRAIN, epoch=0125, iter=00180/00196, fetch data time cost=1.61ms, fps=2057 images/s, loss=0.7373, top1-acc=77.62%, top5-acc=96.40%, remaining_time=0:00:02.024464, arrival_time=2021-04-14 22:06:33.054879, cost_time=0:00:22.775242 2021-04-14 22:06:32,277 INFO : TRAIN, epoch=0125, iter=00190/00196, fetch data time cost=1.18ms, fps=2054 images/s, loss=0.7399, top1-acc=77.50%, top5-acc=96.37%, remaining_time=0:00:00.758586, arrival_time=2021-04-14 22:06:33.035653, cost_time=0:00:24.021906 2021-04-14 22:06:32,957 INFO : TRAIN, epoch=0125, iter=00196/00196, fetch data time cost=1.43ms, fps=2000 images/s, loss=0.7415, top1-acc=77.44%, top5-acc=96.37%, remaining_time=0:00:00, arrival_time=2021-04-14 22:06:32.957479, cost_time=0:00:24.702335 2021-04-14 22:06:33,569 INFO : EVAL, epoch=0125, iter=00010/00040, fetch data time cost=0.48ms, fps=4195 images/s, loss=1.3622, top1-acc=62.77%, top5-acc=88.12%, remaining_time=0:00:01.830540, arrival_time=2021-04-14 22:06:35.400207, cost_time=0:00:00.610180 2021-04-14 22:06:33,994 INFO : EVAL, epoch=0125, iter=00020/00040, fetch data time cost=0.30ms, fps=6033 images/s, loss=1.4065, top1-acc=61.41%, top5-acc=87.71%, remaining_time=0:00:01.035000, arrival_time=2021-04-14 22:06:35.029633, cost_time=0:00:01.034994 2021-04-14 22:06:34,398 INFO : EVAL, epoch=0125, iter=00030/00040, fetch data time cost=0.42ms, fps=6349 images/s, loss=1.4020, top1-acc=61.46%, top5-acc=87.60%, remaining_time=0:00:00.479660, arrival_time=2021-04-14 22:06:34.878162, cost_time=0:00:01.438984 2021-04-14 22:06:34,761 INFO : EVAL, epoch=0125, iter=00040/00040, fetch data time cost=0.06ms, fps=6399 images/s, loss=1.4010, top1-acc=61.49%, top5-acc=87.55%, remaining_time=0:00:00, arrival_time=2021-04-14 22:06:34.761654, cost_time=0:00:01.802246 2021-04-14 22:06:34,864 INFO : Epoch=0125 complete, best val top1-acc=63.87%, top5-acc=88.94% (epoch=122), remaining_time=0:33:13.122150, arrival_time=2021-04-14 22:39:47.986127, cost_time=0:55:21.870246 2021-04-14 22:06:34,865 INFO : Train start, epoch=0126, lr=0.030866 2021-04-14 22:06:36,320 INFO : TRAIN, epoch=0126, iter=00010/00196, fetch data time cost=1.96ms, fps=1760 images/s, loss=0.6891, top1-acc=79.53%, top5-acc=97.07%, remaining_time=0:00:27.059838, arrival_time=2021-04-14 22:07:03.380211, cost_time=0:00:01.454834 2021-04-14 22:06:37,567 INFO : TRAIN, epoch=0126, iter=00020/00196, fetch data time cost=1.40ms, fps=2053 images/s, loss=0.6763, top1-acc=79.65%, top5-acc=97.11%, remaining_time=0:00:23.780240, arrival_time=2021-04-14 22:07:01.348077, cost_time=0:00:02.702309 2021-04-14 22:06:38,813 INFO : TRAIN, epoch=0126, iter=00030/00196, fetch data time cost=1.49ms, fps=2056 images/s, loss=0.6658, top1-acc=80.04%, top5-acc=97.21%, remaining_time=0:00:21.847260, arrival_time=2021-04-14 22:07:00.661124, cost_time=0:00:03.948312 2021-04-14 22:06:40,067 INFO : TRAIN, epoch=0126, iter=00040/00196, fetch data time cost=1.53ms, fps=2043 images/s, loss=0.6753, top1-acc=79.78%, top5-acc=97.06%, remaining_time=0:00:20.286552, arrival_time=2021-04-14 22:07:00.353727, cost_time=0:00:05.201695 2021-04-14 22:06:41,329 INFO : TRAIN, epoch=0126, iter=00050/00196, fetch data time cost=1.42ms, fps=2029 images/s, loss=0.6803, top1-acc=79.48%, top5-acc=97.06%, remaining_time=0:00:18.875026, arrival_time=2021-04-14 22:07:00.204625, cost_time=0:00:06.464071 2021-04-14 22:06:42,591 INFO : TRAIN, epoch=0126, iter=00060/00196, fetch data time cost=2.00ms, fps=2030 images/s, loss=0.6841, top1-acc=79.15%, top5-acc=97.13%, remaining_time=0:00:17.511360, arrival_time=2021-04-14 22:07:00.102454, cost_time=0:00:07.725592 2021-04-14 22:06:43,845 INFO : TRAIN, epoch=0126, iter=00070/00196, fetch data time cost=6.33ms, fps=2042 images/s, loss=0.6913, top1-acc=78.97%, top5-acc=96.98%, remaining_time=0:00:16.162902, arrival_time=2021-04-14 22:07:00.007856, cost_time=0:00:08.979417 2021-04-14 22:06:45,104 INFO : TRAIN, epoch=0126, iter=00080/00196, fetch data time cost=1.32ms, fps=2035 images/s, loss=0.6891, top1-acc=78.96%, top5-acc=97.00%, remaining_time=0:00:14.845796, arrival_time=2021-04-14 22:06:59.949883, cost_time=0:00:10.238486 2021-04-14 22:06:46,362 INFO : TRAIN, epoch=0126, iter=00090/00196, fetch data time cost=1.38ms, fps=2036 images/s, loss=0.6955, top1-acc=78.78%, top5-acc=96.93%, remaining_time=0:00:13.540864, arrival_time=2021-04-14 22:06:59.903455, cost_time=0:00:11.496973 2021-04-14 22:06:47,621 INFO : TRAIN, epoch=0126, iter=00100/00196, fetch data time cost=1.67ms, fps=2035 images/s, loss=0.6970, top1-acc=78.66%, top5-acc=96.91%, remaining_time=0:00:12.245856, arrival_time=2021-04-14 22:06:59.867511, cost_time=0:00:12.756118 2021-04-14 22:06:48,874 INFO : TRAIN, epoch=0126, iter=00110/00196, fetch data time cost=1.60ms, fps=2045 images/s, loss=0.6995, top1-acc=78.64%, top5-acc=96.91%, remaining_time=0:00:10.952186, arrival_time=2021-04-14 22:06:59.826364, cost_time=0:00:14.008638 2021-04-14 22:06:50,120 INFO : TRAIN, epoch=0126, iter=00120/00196, fetch data time cost=1.59ms, fps=2055 images/s, loss=0.7035, top1-acc=78.51%, top5-acc=96.85%, remaining_time=0:00:09.661348, arrival_time=2021-04-14 22:06:59.781525, cost_time=0:00:15.254710 2021-04-14 22:06:51,373 INFO : TRAIN, epoch=0126, iter=00130/00196, fetch data time cost=1.33ms, fps=2043 images/s, loss=0.7039, top1-acc=78.50%, top5-acc=96.79%, remaining_time=0:00:08.381010, arrival_time=2021-04-14 22:06:59.754560, cost_time=0:00:16.508005 2021-04-14 22:06:52,626 INFO : TRAIN, epoch=0126, iter=00140/00196, fetch data time cost=1.90ms, fps=2045 images/s, loss=0.7048, top1-acc=78.47%, top5-acc=96.81%, remaining_time=0:00:07.104216, arrival_time=2021-04-14 22:06:59.730181, cost_time=0:00:17.760514 2021-04-14 22:06:53,872 INFO : TRAIN, epoch=0126, iter=00150/00196, fetch data time cost=1.42ms, fps=2055 images/s, loss=0.7078, top1-acc=78.39%, top5-acc=96.78%, remaining_time=0:00:05.828752, arrival_time=2021-04-14 22:06:59.700974, cost_time=0:00:19.006767 2021-04-14 22:06:55,142 INFO : TRAIN, epoch=0126, iter=00160/00196, fetch data time cost=1.52ms, fps=2017 images/s, loss=0.7085, top1-acc=78.34%, top5-acc=96.77%, remaining_time=0:00:04.562208, arrival_time=2021-04-14 22:06:59.704192, cost_time=0:00:20.276505 2021-04-14 22:06:56,398 INFO : TRAIN, epoch=0126, iter=00170/00196, fetch data time cost=1.41ms, fps=2039 images/s, loss=0.7089, top1-acc=78.30%, top5-acc=96.76%, remaining_time=0:00:03.293212, arrival_time=2021-04-14 22:06:59.691167, cost_time=0:00:21.532459 2021-04-14 22:06:57,656 INFO : TRAIN, epoch=0126, iter=00180/00196, fetch data time cost=1.54ms, fps=2035 images/s, loss=0.7115, top1-acc=78.24%, top5-acc=96.72%, remaining_time=0:00:02.025840, arrival_time=2021-04-14 22:06:59.682063, cost_time=0:00:22.790698 2021-04-14 22:06:58,926 INFO : TRAIN, epoch=0126, iter=00190/00196, fetch data time cost=1.20ms, fps=2016 images/s, loss=0.7151, top1-acc=78.14%, top5-acc=96.68%, remaining_time=0:00:00.759816, arrival_time=2021-04-14 22:06:59.686177, cost_time=0:00:24.060839 2021-04-14 22:06:59,613 INFO : TRAIN, epoch=0126, iter=00196/00196, fetch data time cost=1.38ms, fps=1981 images/s, loss=0.7156, top1-acc=78.12%, top5-acc=96.68%, remaining_time=0:00:00, arrival_time=2021-04-14 22:06:59.613457, cost_time=0:00:24.748008 2021-04-14 22:07:00,165 INFO : EVAL, epoch=0126, iter=00010/00040, fetch data time cost=3.99ms, fps=4659 images/s, loss=1.3620, top1-acc=62.93%, top5-acc=88.55%, remaining_time=0:00:01.648410, arrival_time=2021-04-14 22:07:01.813825, cost_time=0:00:00.549469 2021-04-14 22:07:00,555 INFO : EVAL, epoch=0126, iter=00020/00040, fetch data time cost=1.59ms, fps=6565 images/s, loss=1.3664, top1-acc=62.50%, top5-acc=88.61%, remaining_time=0:00:00.939880, arrival_time=2021-04-14 22:07:01.495661, cost_time=0:00:00.939889 2021-04-14 22:07:00,954 INFO : EVAL, epoch=0126, iter=00030/00040, fetch data time cost=1.44ms, fps=6437 images/s, loss=1.3324, top1-acc=62.85%, top5-acc=88.93%, remaining_time=0:00:00.446050, arrival_time=2021-04-14 22:07:01.400066, cost_time=0:00:01.338149 2021-04-14 22:07:01,318 INFO : EVAL, epoch=0126, iter=00040/00040, fetch data time cost=0.07ms, fps=6372 images/s, loss=1.3191, top1-acc=62.99%, top5-acc=88.91%, remaining_time=0:00:00, arrival_time=2021-04-14 22:07:01.318568, cost_time=0:00:01.702637 2021-04-14 22:07:01,426 INFO : Epoch=0126 complete, best val top1-acc=63.87%, top5-acc=88.94% (epoch=122), remaining_time=0:32:46.540010, arrival_time=2021-04-14 22:39:47.966788, cost_time=0:55:48.433041 2021-04-14 22:07:01,428 INFO : Train start, epoch=0127, lr=0.030143 2021-04-14 22:07:02,843 INFO : TRAIN, epoch=0127, iter=00010/00196, fetch data time cost=0.25ms, fps=1808 images/s, loss=0.6761, top1-acc=79.80%, top5-acc=96.95%, remaining_time=0:00:26.329044, arrival_time=2021-04-14 22:07:29.172924, cost_time=0:00:01.415538 2021-04-14 22:07:04,094 INFO : TRAIN, epoch=0127, iter=00020/00196, fetch data time cost=1.41ms, fps=2048 images/s, loss=0.6732, top1-acc=79.59%, top5-acc=97.07%, remaining_time=0:00:23.460272, arrival_time=2021-04-14 22:07:27.554552, cost_time=0:00:02.665941 2021-04-14 22:07:05,347 INFO : TRAIN, epoch=0127, iter=00030/00196, fetch data time cost=1.99ms, fps=2044 images/s, loss=0.6677, top1-acc=79.86%, top5-acc=97.17%, remaining_time=0:00:21.685078, arrival_time=2021-04-14 22:07:27.032419, cost_time=0:00:03.918999 2021-04-14 22:07:06,608 INFO : TRAIN, epoch=0127, iter=00040/00196, fetch data time cost=2.12ms, fps=2032 images/s, loss=0.6688, top1-acc=79.70%, top5-acc=97.12%, remaining_time=0:00:20.200752, arrival_time=2021-04-14 22:07:26.808753, cost_time=0:00:05.179677 2021-04-14 22:07:07,871 INFO : TRAIN, epoch=0127, iter=00050/00196, fetch data time cost=1.44ms, fps=2027 images/s, loss=0.6732, top1-acc=79.61%, top5-acc=97.10%, remaining_time=0:00:18.813560, arrival_time=2021-04-14 22:07:26.684907, cost_time=0:00:06.442996 2021-04-14 22:07:09,133 INFO : TRAIN, epoch=0127, iter=00060/00196, fetch data time cost=1.97ms, fps=2030 images/s, loss=0.6725, top1-acc=79.45%, top5-acc=97.17%, remaining_time=0:00:17.464712, arrival_time=2021-04-14 22:07:26.598055, cost_time=0:00:07.705004 2021-04-14 22:07:10,392 INFO : TRAIN, epoch=0127, iter=00070/00196, fetch data time cost=1.46ms, fps=2034 images/s, loss=0.6742, top1-acc=79.34%, top5-acc=97.12%, remaining_time=0:00:16.135560, arrival_time=2021-04-14 22:07:26.527992, cost_time=0:00:08.964184 2021-04-14 22:07:11,646 INFO : TRAIN, epoch=0127, iter=00080/00196, fetch data time cost=1.53ms, fps=2043 images/s, loss=0.6769, top1-acc=79.31%, top5-acc=97.09%, remaining_time=0:00:14.815404, arrival_time=2021-04-14 22:07:26.461367, cost_time=0:00:10.217554 2021-04-14 22:07:12,903 INFO : TRAIN, epoch=0127, iter=00090/00196, fetch data time cost=1.40ms, fps=2037 images/s, loss=0.6784, top1-acc=79.16%, top5-acc=97.13%, remaining_time=0:00:13.515106, arrival_time=2021-04-14 22:07:26.418460, cost_time=0:00:11.475113 2021-04-14 22:07:14,163 INFO : TRAIN, epoch=0127, iter=00100/00196, fetch data time cost=1.58ms, fps=2033 images/s, loss=0.6817, top1-acc=79.01%, top5-acc=97.11%, remaining_time=0:00:12.225600, arrival_time=2021-04-14 22:07:26.388980, cost_time=0:00:12.734973 2021-04-14 22:07:15,423 INFO : TRAIN, epoch=0127, iter=00110/00196, fetch data time cost=2.01ms, fps=2033 images/s, loss=0.6854, top1-acc=78.84%, top5-acc=97.03%, remaining_time=0:00:10.941608, arrival_time=2021-04-14 22:07:26.364917, cost_time=0:00:13.995041 2021-04-14 22:07:16,687 INFO : TRAIN, epoch=0127, iter=00120/00196, fetch data time cost=1.85ms, fps=2025 images/s, loss=0.6885, top1-acc=78.73%, top5-acc=97.02%, remaining_time=0:00:09.664312, arrival_time=2021-04-14 22:07:26.352034, cost_time=0:00:15.259460 2021-04-14 22:07:17,936 INFO : TRAIN, epoch=0127, iter=00130/00196, fetch data time cost=1.32ms, fps=2051 images/s, loss=0.6897, top1-acc=78.68%, top5-acc=97.03%, remaining_time=0:00:08.380944, arrival_time=2021-04-14 22:07:26.317190, cost_time=0:00:16.507905 2021-04-14 22:07:19,189 INFO : TRAIN, epoch=0127, iter=00140/00196, fetch data time cost=1.50ms, fps=2044 images/s, loss=0.6930, top1-acc=78.56%, top5-acc=97.04%, remaining_time=0:00:07.104384, arrival_time=2021-04-14 22:07:26.293675, cost_time=0:00:17.761026 2021-04-14 22:07:20,439 INFO : TRAIN, epoch=0127, iter=00150/00196, fetch data time cost=1.49ms, fps=2049 images/s, loss=0.6958, top1-acc=78.45%, top5-acc=97.02%, remaining_time=0:00:05.830086, arrival_time=2021-04-14 22:07:26.269473, cost_time=0:00:19.011128 2021-04-14 22:07:21,687 INFO : TRAIN, epoch=0127, iter=00160/00196, fetch data time cost=1.53ms, fps=2053 images/s, loss=0.6975, top1-acc=78.44%, top5-acc=96.99%, remaining_time=0:00:04.558212, arrival_time=2021-04-14 22:07:26.245192, cost_time=0:00:20.258644 2021-04-14 22:07:22,932 INFO : TRAIN, epoch=0127, iter=00170/00196, fetch data time cost=1.36ms, fps=2056 images/s, loss=0.7003, top1-acc=78.37%, top5-acc=96.96%, remaining_time=0:00:03.288922, arrival_time=2021-04-14 22:07:26.221721, cost_time=0:00:21.504486 2021-04-14 22:07:24,193 INFO : TRAIN, epoch=0127, iter=00180/00196, fetch data time cost=1.41ms, fps=2032 images/s, loss=0.7035, top1-acc=78.28%, top5-acc=96.91%, remaining_time=0:00:02.023552, arrival_time=2021-04-14 22:07:26.216763, cost_time=0:00:22.764960 2021-04-14 22:07:25,442 INFO : TRAIN, epoch=0127, iter=00190/00196, fetch data time cost=1.24ms, fps=2051 images/s, loss=0.7071, top1-acc=78.19%, top5-acc=96.87%, remaining_time=0:00:00.758328, arrival_time=2021-04-14 22:07:26.200323, cost_time=0:00:24.013742 2021-04-14 22:07:26,122 INFO : TRAIN, epoch=0127, iter=00196/00196, fetch data time cost=1.29ms, fps=2001 images/s, loss=0.7090, top1-acc=78.15%, top5-acc=96.87%, remaining_time=0:00:00, arrival_time=2021-04-14 22:07:26.121946, cost_time=0:00:24.693637 2021-04-14 22:07:26,674 INFO : EVAL, epoch=0127, iter=00010/00040, fetch data time cost=0.35ms, fps=4650 images/s, loss=1.2458, top1-acc=65.04%, top5-acc=90.39%, remaining_time=0:00:01.651560, arrival_time=2021-04-14 22:07:28.325892, cost_time=0:00:00.550520 2021-04-14 22:07:27,092 INFO : EVAL, epoch=0127, iter=00020/00040, fetch data time cost=0.20ms, fps=6129 images/s, loss=1.2773, top1-acc=64.61%, top5-acc=89.51%, remaining_time=0:00:00.968680, arrival_time=2021-04-14 22:07:28.061135, cost_time=0:00:00.968687 2021-04-14 22:07:27,501 INFO : EVAL, epoch=0127, iter=00030/00040, fetch data time cost=0.29ms, fps=6268 images/s, loss=1.2813, top1-acc=64.69%, top5-acc=89.57%, remaining_time=0:00:00.459160, arrival_time=2021-04-14 22:07:27.960438, cost_time=0:00:01.377470 2021-04-14 22:07:27,858 INFO : EVAL, epoch=0127, iter=00040/00040, fetch data time cost=0.09ms, fps=6502 images/s, loss=1.2902, top1-acc=64.30%, top5-acc=89.51%, remaining_time=0:00:00, arrival_time=2021-04-14 22:07:27.858485, cost_time=0:00:01.734748 2021-04-14 22:07:28,034 INFO : Epoch=0127 complete, best val top1-acc=64.30%, top5-acc=89.51% (epoch=127), remaining_time=0:32:19.984198, arrival_time=2021-04-14 22:39:48.018903, cost_time=0:56:15.040967 2021-04-14 22:07:28,036 INFO : Train start, epoch=0128, lr=0.029424 2021-04-14 22:07:29,471 INFO : TRAIN, epoch=0128, iter=00010/00196, fetch data time cost=1.90ms, fps=1783 images/s, loss=0.6952, top1-acc=78.87%, top5-acc=96.68%, remaining_time=0:00:26.698068, arrival_time=2021-04-14 22:07:56.169700, cost_time=0:00:01.435381 2021-04-14 22:07:30,730 INFO : TRAIN, epoch=0128, iter=00020/00196, fetch data time cost=1.40ms, fps=2035 images/s, loss=0.6733, top1-acc=79.53%, top5-acc=97.23%, remaining_time=0:00:23.710016, arrival_time=2021-04-14 22:07:54.440544, cost_time=0:00:02.694311 2021-04-14 22:07:31,983 INFO : TRAIN, epoch=0128, iter=00030/00196, fetch data time cost=1.35ms, fps=2044 images/s, loss=0.6707, top1-acc=79.34%, top5-acc=97.40%, remaining_time=0:00:21.842944, arrival_time=2021-04-14 22:07:53.826604, cost_time=0:00:03.947510 2021-04-14 22:07:33,249 INFO : TRAIN, epoch=0128, iter=00040/00196, fetch data time cost=1.91ms, fps=2023 images/s, loss=0.6818, top1-acc=78.76%, top5-acc=97.26%, remaining_time=0:00:20.333352, arrival_time=2021-04-14 22:07:53.583151, cost_time=0:00:05.213677 2021-04-14 22:07:34,498 INFO : TRAIN, epoch=0128, iter=00050/00196, fetch data time cost=1.33ms, fps=2051 images/s, loss=0.6754, top1-acc=79.17%, top5-acc=97.34%, remaining_time=0:00:18.869770, arrival_time=2021-04-14 22:07:53.368120, cost_time=0:00:06.462229 2021-04-14 22:07:35,750 INFO : TRAIN, epoch=0128, iter=00060/00196, fetch data time cost=1.89ms, fps=2046 images/s, loss=0.6746, top1-acc=79.24%, top5-acc=97.30%, remaining_time=0:00:17.485248, arrival_time=2021-04-14 22:07:53.235494, cost_time=0:00:07.714078 2021-04-14 22:07:37,035 INFO : TRAIN, epoch=0128, iter=00070/00196, fetch data time cost=1.50ms, fps=1993 images/s, loss=0.6764, top1-acc=79.26%, top5-acc=97.18%, remaining_time=0:00:16.197804, arrival_time=2021-04-14 22:07:53.232881, cost_time=0:00:08.998814 2021-04-14 22:07:38,292 INFO : TRAIN, epoch=0128, iter=00080/00196, fetch data time cost=1.52ms, fps=2038 images/s, loss=0.6802, top1-acc=79.12%, top5-acc=97.13%, remaining_time=0:00:14.870968, arrival_time=2021-04-14 22:07:53.163012, cost_time=0:00:10.255837 2021-04-14 22:07:39,551 INFO : TRAIN, epoch=0128, iter=00090/00196, fetch data time cost=1.56ms, fps=2033 images/s, loss=0.6807, top1-acc=79.15%, top5-acc=97.12%, remaining_time=0:00:13.562488, arrival_time=2021-04-14 22:07:53.113983, cost_time=0:00:11.515359 2021-04-14 22:07:40,815 INFO : TRAIN, epoch=0128, iter=00100/00196, fetch data time cost=1.41ms, fps=2026 images/s, loss=0.6801, top1-acc=79.20%, top5-acc=97.07%, remaining_time=0:00:12.268128, arrival_time=2021-04-14 22:07:53.083622, cost_time=0:00:12.779280 2021-04-14 22:07:42,070 INFO : TRAIN, epoch=0128, iter=00110/00196, fetch data time cost=1.46ms, fps=2041 images/s, loss=0.6823, top1-acc=79.10%, top5-acc=97.03%, remaining_time=0:00:10.972224, arrival_time=2021-04-14 22:07:53.042628, cost_time=0:00:14.034284 2021-04-14 22:07:43,317 INFO : TRAIN, epoch=0128, iter=00120/00196, fetch data time cost=1.67ms, fps=2054 images/s, loss=0.6842, top1-acc=79.03%, top5-acc=97.01%, remaining_time=0:00:09.677840, arrival_time=2021-04-14 22:07:52.994948, cost_time=0:00:15.280830 2021-04-14 22:07:44,570 INFO : TRAIN, epoch=0128, iter=00130/00196, fetch data time cost=1.39ms, fps=2043 images/s, loss=0.6839, top1-acc=79.11%, top5-acc=96.97%, remaining_time=0:00:08.394474, arrival_time=2021-04-14 22:07:52.965135, cost_time=0:00:16.534551 2021-04-14 22:07:45,835 INFO : TRAIN, epoch=0128, iter=00140/00196, fetch data time cost=1.63ms, fps=2025 images/s, loss=0.6875, top1-acc=78.97%, top5-acc=96.93%, remaining_time=0:00:07.119616, arrival_time=2021-04-14 22:07:52.954806, cost_time=0:00:17.798980 2021-04-14 22:07:47,092 INFO : TRAIN, epoch=0128, iter=00150/00196, fetch data time cost=1.52ms, fps=2038 images/s, loss=0.6907, top1-acc=78.90%, top5-acc=96.90%, remaining_time=0:00:05.843840, arrival_time=2021-04-14 22:07:52.935952, cost_time=0:00:19.055986 2021-04-14 22:07:48,352 INFO : TRAIN, epoch=0128, iter=00160/00196, fetch data time cost=1.50ms, fps=2031 images/s, loss=0.6936, top1-acc=78.81%, top5-acc=96.86%, remaining_time=0:00:04.571244, arrival_time=2021-04-14 22:07:52.923963, cost_time=0:00:20.316601 2021-04-14 22:07:49,627 INFO : TRAIN, epoch=0128, iter=00170/00196, fetch data time cost=1.38ms, fps=2009 images/s, loss=0.6974, top1-acc=78.66%, top5-acc=96.83%, remaining_time=0:00:03.302156, arrival_time=2021-04-14 22:07:52.929495, cost_time=0:00:21.591061 2021-04-14 22:07:50,902 INFO : TRAIN, epoch=0128, iter=00180/00196, fetch data time cost=1.40ms, fps=2010 images/s, loss=0.6994, top1-acc=78.58%, top5-acc=96.80%, remaining_time=0:00:02.032512, arrival_time=2021-04-14 22:07:52.934437, cost_time=0:00:22.865712 2021-04-14 22:07:52,154 INFO : TRAIN, epoch=0128, iter=00190/00196, fetch data time cost=1.67ms, fps=2045 images/s, loss=0.7009, top1-acc=78.57%, top5-acc=96.74%, remaining_time=0:00:00.761622, arrival_time=2021-04-14 22:07:52.915833, cost_time=0:00:24.118008 2021-04-14 22:07:52,841 INFO : TRAIN, epoch=0128, iter=00196/00196, fetch data time cost=1.69ms, fps=1982 images/s, loss=0.7001, top1-acc=78.60%, top5-acc=96.73%, remaining_time=0:00:00, arrival_time=2021-04-14 22:07:52.841035, cost_time=0:00:24.804865 2021-04-14 22:07:53,429 INFO : EVAL, epoch=0128, iter=00010/00040, fetch data time cost=2.32ms, fps=4361 images/s, loss=1.2515, top1-acc=65.08%, top5-acc=89.53%, remaining_time=0:00:01.761060, arrival_time=2021-04-14 22:07:55.190891, cost_time=0:00:00.587016 2021-04-14 22:07:53,818 INFO : EVAL, epoch=0128, iter=00020/00040, fetch data time cost=0.30ms, fps=6592 images/s, loss=1.2898, top1-acc=64.28%, top5-acc=89.30%, remaining_time=0:00:00.975880, arrival_time=2021-04-14 22:07:54.794531, cost_time=0:00:00.975871 2021-04-14 22:07:54,210 INFO : EVAL, epoch=0128, iter=00030/00040, fetch data time cost=1.46ms, fps=6543 images/s, loss=1.2710, top1-acc=65.04%, top5-acc=89.53%, remaining_time=0:00:00.455820, arrival_time=2021-04-14 22:07:54.666068, cost_time=0:00:01.367463 2021-04-14 22:07:54,570 INFO : EVAL, epoch=0128, iter=00040/00040, fetch data time cost=0.10ms, fps=6458 images/s, loss=1.2838, top1-acc=64.67%, top5-acc=89.57%, remaining_time=0:00:00, arrival_time=2021-04-14 22:07:54.569909, cost_time=0:00:01.727062 2021-04-14 22:07:54,771 INFO : Epoch=0128 complete, best val top1-acc=64.67%, top5-acc=89.57% (epoch=128), remaining_time=0:31:53.500008, arrival_time=2021-04-14 22:39:48.271552, cost_time=0:56:41.777743 2021-04-14 22:07:54,773 INFO : Train start, epoch=0129, lr=0.028711 2021-04-14 22:07:56,207 INFO : TRAIN, epoch=0129, iter=00010/00196, fetch data time cost=1.92ms, fps=1786 images/s, loss=0.6701, top1-acc=79.77%, top5-acc=96.84%, remaining_time=0:00:26.655846, arrival_time=2021-04-14 22:08:22.863037, cost_time=0:00:01.433109 2021-04-14 22:07:57,469 INFO : TRAIN, epoch=0129, iter=00020/00196, fetch data time cost=1.79ms, fps=2029 images/s, loss=0.6735, top1-acc=79.82%, top5-acc=96.93%, remaining_time=0:00:23.721280, arrival_time=2021-04-14 22:08:21.190958, cost_time=0:00:02.695593 2021-04-14 22:07:58,729 INFO : TRAIN, epoch=0129, iter=00030/00196, fetch data time cost=1.81ms, fps=2033 images/s, loss=0.6670, top1-acc=80.09%, top5-acc=97.15%, remaining_time=0:00:21.887930, arrival_time=2021-04-14 22:08:20.617684, cost_time=0:00:03.955646 2021-04-14 22:07:59,986 INFO : TRAIN, epoch=0129, iter=00040/00196, fetch data time cost=1.43ms, fps=2037 images/s, loss=0.6700, top1-acc=80.01%, top5-acc=97.13%, remaining_time=0:00:20.329920, arrival_time=2021-04-14 22:08:20.316715, cost_time=0:00:05.212781 2021-04-14 22:08:01,247 INFO : TRAIN, epoch=0129, iter=00050/00196, fetch data time cost=1.53ms, fps=2032 images/s, loss=0.6693, top1-acc=79.97%, top5-acc=97.14%, remaining_time=0:00:18.901160, arrival_time=2021-04-14 22:08:20.148266, cost_time=0:00:06.473013 2021-04-14 22:08:02,490 INFO : TRAIN, epoch=0129, iter=00060/00196, fetch data time cost=1.43ms, fps=2060 images/s, loss=0.6676, top1-acc=80.06%, top5-acc=97.13%, remaining_time=0:00:17.490280, arrival_time=2021-04-14 22:08:19.980600, cost_time=0:00:07.716320 2021-04-14 22:08:03,737 INFO : TRAIN, epoch=0129, iter=00070/00196, fetch data time cost=1.50ms, fps=2053 images/s, loss=0.6667, top1-acc=79.95%, top5-acc=97.16%, remaining_time=0:00:16.134300, arrival_time=2021-04-14 22:08:19.871890, cost_time=0:00:08.963520 2021-04-14 22:08:04,986 INFO : TRAIN, epoch=0129, iter=00080/00196, fetch data time cost=2.01ms, fps=2050 images/s, loss=0.6689, top1-acc=79.90%, top5-acc=97.14%, remaining_time=0:00:14.808328, arrival_time=2021-04-14 22:08:19.795058, cost_time=0:00:10.212621 2021-04-14 22:08:06,236 INFO : TRAIN, epoch=0129, iter=00090/00196, fetch data time cost=1.49ms, fps=2050 images/s, loss=0.6684, top1-acc=79.87%, top5-acc=97.17%, remaining_time=0:00:13.499842, arrival_time=2021-04-14 22:08:19.736002, cost_time=0:00:11.462134 2021-04-14 22:08:07,487 INFO : TRAIN, epoch=0129, iter=00100/00196, fetch data time cost=1.47ms, fps=2047 images/s, loss=0.6720, top1-acc=79.66%, top5-acc=97.12%, remaining_time=0:00:12.204768, arrival_time=2021-04-14 22:08:19.692266, cost_time=0:00:12.713341 2021-04-14 22:08:08,742 INFO : TRAIN, epoch=0129, iter=00110/00196, fetch data time cost=1.49ms, fps=2041 images/s, loss=0.6714, top1-acc=79.70%, top5-acc=97.14%, remaining_time=0:00:10.920796, arrival_time=2021-04-14 22:08:19.663330, cost_time=0:00:13.968504 2021-04-14 22:08:09,996 INFO : TRAIN, epoch=0129, iter=00120/00196, fetch data time cost=1.33ms, fps=2042 images/s, loss=0.6720, top1-acc=79.60%, top5-acc=97.14%, remaining_time=0:00:09.640980, arrival_time=2021-04-14 22:08:19.637555, cost_time=0:00:15.222561 2021-04-14 22:08:11,247 INFO : TRAIN, epoch=0129, iter=00130/00196, fetch data time cost=1.59ms, fps=2047 images/s, loss=0.6742, top1-acc=79.49%, top5-acc=97.09%, remaining_time=0:00:08.363586, arrival_time=2021-04-14 22:08:19.611348, cost_time=0:00:16.473678 2021-04-14 22:08:12,500 INFO : TRAIN, epoch=0129, iter=00140/00196, fetch data time cost=1.39ms, fps=2044 images/s, loss=0.6767, top1-acc=79.43%, top5-acc=97.06%, remaining_time=0:00:07.090664, arrival_time=2021-04-14 22:08:19.591363, cost_time=0:00:17.726689 2021-04-14 22:08:13,757 INFO : TRAIN, epoch=0129, iter=00150/00196, fetch data time cost=1.59ms, fps=2037 images/s, loss=0.6787, top1-acc=79.36%, top5-acc=97.00%, remaining_time=0:00:05.821668, arrival_time=2021-04-14 22:08:19.579369, cost_time=0:00:18.983650 2021-04-14 22:08:15,019 INFO : TRAIN, epoch=0129, iter=00160/00196, fetch data time cost=1.37ms, fps=2029 images/s, loss=0.6819, top1-acc=79.20%, top5-acc=96.97%, remaining_time=0:00:04.555296, arrival_time=2021-04-14 22:08:19.575021, cost_time=0:00:20.245723 2021-04-14 22:08:16,271 INFO : TRAIN, epoch=0129, iter=00170/00196, fetch data time cost=1.34ms, fps=2046 images/s, loss=0.6830, top1-acc=79.20%, top5-acc=96.92%, remaining_time=0:00:03.287778, arrival_time=2021-04-14 22:08:19.558996, cost_time=0:00:21.497034 2021-04-14 22:08:17,535 INFO : TRAIN, epoch=0129, iter=00180/00196, fetch data time cost=1.94ms, fps=2026 images/s, loss=0.6864, top1-acc=79.08%, top5-acc=96.88%, remaining_time=0:00:02.023216, arrival_time=2021-04-14 22:08:19.558549, cost_time=0:00:22.761264 2021-04-14 22:08:18,788 INFO : TRAIN, epoch=0129, iter=00190/00196, fetch data time cost=1.92ms, fps=2044 images/s, loss=0.6897, top1-acc=79.02%, top5-acc=96.85%, remaining_time=0:00:00.758346, arrival_time=2021-04-14 22:08:19.546572, cost_time=0:00:24.014225 2021-04-14 22:08:19,463 INFO : TRAIN, epoch=0129, iter=00196/00196, fetch data time cost=1.25ms, fps=2014 images/s, loss=0.6924, top1-acc=78.95%, top5-acc=96.83%, remaining_time=0:00:00, arrival_time=2021-04-14 22:08:19.463930, cost_time=0:00:24.689941 2021-04-14 22:08:20,000 INFO : EVAL, epoch=0129, iter=00010/00040, fetch data time cost=5.29ms, fps=4788 images/s, loss=1.3076, top1-acc=63.79%, top5-acc=89.53%, remaining_time=0:00:01.603920, arrival_time=2021-04-14 22:08:21.604224, cost_time=0:00:00.534638 2021-04-14 22:08:20,391 INFO : EVAL, epoch=0129, iter=00020/00040, fetch data time cost=0.21ms, fps=6555 images/s, loss=1.3199, top1-acc=63.57%, top5-acc=89.22%, remaining_time=0:00:00.925680, arrival_time=2021-04-14 22:08:21.317109, cost_time=0:00:00.925670 2021-04-14 22:08:20,789 INFO : EVAL, epoch=0129, iter=00030/00040, fetch data time cost=2.45ms, fps=6442 images/s, loss=1.3223, top1-acc=63.72%, top5-acc=89.15%, remaining_time=0:00:00.441250, arrival_time=2021-04-14 22:08:21.230656, cost_time=0:00:01.323759 2021-04-14 22:08:21,149 INFO : EVAL, epoch=0129, iter=00040/00040, fetch data time cost=0.07ms, fps=6445 images/s, loss=1.3149, top1-acc=63.78%, top5-acc=89.21%, remaining_time=0:00:00, arrival_time=2021-04-14 22:08:21.149797, cost_time=0:00:01.684199 2021-04-14 22:08:21,251 INFO : Epoch=0129 complete, best val top1-acc=64.67%, top5-acc=89.57% (epoch=128), remaining_time=0:31:26.870369, arrival_time=2021-04-14 22:39:48.121523, cost_time=0:57:08.257417 2021-04-14 22:08:21,252 INFO : Train start, epoch=0130, lr=0.028003 2021-04-14 22:08:22,700 INFO : TRAIN, epoch=0130, iter=00010/00196, fetch data time cost=1.36ms, fps=1768 images/s, loss=0.6350, top1-acc=80.35%, top5-acc=97.23%, remaining_time=0:00:26.931684, arrival_time=2021-04-14 22:08:49.632364, cost_time=0:00:01.447941 2021-04-14 22:08:23,961 INFO : TRAIN, epoch=0130, iter=00020/00196, fetch data time cost=1.58ms, fps=2033 images/s, loss=0.6411, top1-acc=80.20%, top5-acc=97.38%, remaining_time=0:00:23.830928, arrival_time=2021-04-14 22:08:47.791805, cost_time=0:00:02.708069 2021-04-14 22:08:25,222 INFO : TRAIN, epoch=0130, iter=00030/00196, fetch data time cost=1.60ms, fps=2031 images/s, loss=0.6334, top1-acc=80.59%, top5-acc=97.46%, remaining_time=0:00:21.962464, arrival_time=2021-04-14 22:08:47.184385, cost_time=0:00:03.969114 2021-04-14 22:08:26,495 INFO : TRAIN, epoch=0130, iter=00040/00196, fetch data time cost=1.81ms, fps=2011 images/s, loss=0.6367, top1-acc=80.48%, top5-acc=97.44%, remaining_time=0:00:20.447544, arrival_time=2021-04-14 22:08:46.943264, cost_time=0:00:05.242969 2021-04-14 22:08:27,745 INFO : TRAIN, epoch=0130, iter=00050/00196, fetch data time cost=1.41ms, fps=2049 images/s, loss=0.6418, top1-acc=80.28%, top5-acc=97.37%, remaining_time=0:00:18.960144, arrival_time=2021-04-14 22:08:46.705980, cost_time=0:00:06.493180 2021-04-14 22:08:29,003 INFO : TRAIN, epoch=0130, iter=00060/00196, fetch data time cost=2.17ms, fps=2037 images/s, loss=0.6414, top1-acc=80.27%, top5-acc=97.34%, remaining_time=0:00:17.567800, arrival_time=2021-04-14 22:08:46.571020, cost_time=0:00:07.750485 2021-04-14 22:08:30,258 INFO : TRAIN, epoch=0130, iter=00070/00196, fetch data time cost=1.42ms, fps=2040 images/s, loss=0.6455, top1-acc=80.11%, top5-acc=97.29%, remaining_time=0:00:16.210656, arrival_time=2021-04-14 22:08:46.469211, cost_time=0:00:09.005916 2021-04-14 22:08:31,513 INFO : TRAIN, epoch=0130, iter=00080/00196, fetch data time cost=1.53ms, fps=2041 images/s, loss=0.6486, top1-acc=80.10%, top5-acc=97.23%, remaining_time=0:00:14.878044, arrival_time=2021-04-14 22:08:46.391466, cost_time=0:00:10.260690 2021-04-14 22:08:32,765 INFO : TRAIN, epoch=0130, iter=00090/00196, fetch data time cost=1.75ms, fps=2046 images/s, loss=0.6491, top1-acc=80.06%, top5-acc=97.21%, remaining_time=0:00:13.559520, arrival_time=2021-04-14 22:08:46.324977, cost_time=0:00:11.512828 2021-04-14 22:08:34,018 INFO : TRAIN, epoch=0130, iter=00100/00196, fetch data time cost=1.31ms, fps=2044 images/s, loss=0.6515, top1-acc=80.05%, top5-acc=97.19%, remaining_time=0:00:12.255168, arrival_time=2021-04-14 22:08:46.273779, cost_time=0:00:12.765821 2021-04-14 22:08:35,274 INFO : TRAIN, epoch=0130, iter=00110/00196, fetch data time cost=1.33ms, fps=2039 images/s, loss=0.6560, top1-acc=79.86%, top5-acc=97.19%, remaining_time=0:00:10.962678, arrival_time=2021-04-14 22:08:46.237391, cost_time=0:00:14.022054 2021-04-14 22:08:36,528 INFO : TRAIN, epoch=0130, iter=00120/00196, fetch data time cost=1.61ms, fps=2043 images/s, loss=0.6598, top1-acc=79.70%, top5-acc=97.15%, remaining_time=0:00:09.674496, arrival_time=2021-04-14 22:08:46.202681, cost_time=0:00:15.275541 2021-04-14 22:08:37,782 INFO : TRAIN, epoch=0130, iter=00130/00196, fetch data time cost=1.38ms, fps=2042 images/s, loss=0.6673, top1-acc=79.54%, top5-acc=97.06%, remaining_time=0:00:08.391900, arrival_time=2021-04-14 22:08:46.174174, cost_time=0:00:16.529502 2021-04-14 22:08:39,043 INFO : TRAIN, epoch=0130, iter=00140/00196, fetch data time cost=1.49ms, fps=2031 images/s, loss=0.6678, top1-acc=79.51%, top5-acc=97.06%, remaining_time=0:00:07.116312, arrival_time=2021-04-14 22:08:46.159691, cost_time=0:00:17.790735 2021-04-14 22:08:40,298 INFO : TRAIN, epoch=0130, iter=00150/00196, fetch data time cost=1.57ms, fps=2040 images/s, loss=0.6694, top1-acc=79.47%, top5-acc=97.02%, remaining_time=0:00:05.840712, arrival_time=2021-04-14 22:08:46.139218, cost_time=0:00:19.045865 2021-04-14 22:08:41,547 INFO : TRAIN, epoch=0130, iter=00160/00196, fetch data time cost=1.49ms, fps=2050 images/s, loss=0.6714, top1-acc=79.36%, top5-acc=96.99%, remaining_time=0:00:04.566312, arrival_time=2021-04-14 22:08:46.113823, cost_time=0:00:20.294741 2021-04-14 22:08:42,801 INFO : TRAIN, epoch=0130, iter=00170/00196, fetch data time cost=1.34ms, fps=2043 images/s, loss=0.6730, top1-acc=79.29%, top5-acc=97.00%, remaining_time=0:00:03.295708, arrival_time=2021-04-14 22:08:46.097176, cost_time=0:00:21.548814 2021-04-14 22:08:44,057 INFO : TRAIN, epoch=0130, iter=00180/00196, fetch data time cost=1.41ms, fps=2039 images/s, loss=0.6758, top1-acc=79.21%, top5-acc=96.98%, remaining_time=0:00:02.027072, arrival_time=2021-04-14 22:08:46.084395, cost_time=0:00:22.804627 2021-04-14 22:08:45,309 INFO : TRAIN, epoch=0130, iter=00190/00196, fetch data time cost=1.18ms, fps=2045 images/s, loss=0.6800, top1-acc=79.04%, top5-acc=96.93%, remaining_time=0:00:00.759684, arrival_time=2021-04-14 22:08:46.069106, cost_time=0:00:24.056737 2021-04-14 22:08:45,995 INFO : TRAIN, epoch=0130, iter=00196/00196, fetch data time cost=1.48ms, fps=1984 images/s, loss=0.6797, top1-acc=79.04%, top5-acc=96.93%, remaining_time=0:00:00, arrival_time=2021-04-14 22:08:45.995582, cost_time=0:00:24.742871 2021-04-14 22:08:46,557 INFO : EVAL, epoch=0130, iter=00010/00040, fetch data time cost=2.72ms, fps=4576 images/s, loss=1.3456, top1-acc=63.09%, top5-acc=88.32%, remaining_time=0:00:01.678140, arrival_time=2021-04-14 22:08:48.235177, cost_time=0:00:00.559376 2021-04-14 22:08:46,951 INFO : EVAL, epoch=0130, iter=00020/00040, fetch data time cost=0.21ms, fps=6498 images/s, loss=1.3481, top1-acc=62.85%, top5-acc=88.69%, remaining_time=0:00:00.953980, arrival_time=2021-04-14 22:08:47.905546, cost_time=0:00:00.953984 2021-04-14 22:08:47,342 INFO : EVAL, epoch=0130, iter=00030/00040, fetch data time cost=0.21ms, fps=6552 images/s, loss=1.3376, top1-acc=63.12%, top5-acc=89.10%, remaining_time=0:00:00.448350, arrival_time=2021-04-14 22:08:47.791000, cost_time=0:00:01.345043 2021-04-14 22:08:47,700 INFO : EVAL, epoch=0130, iter=00040/00040, fetch data time cost=0.08ms, fps=6497 images/s, loss=1.3294, top1-acc=63.60%, top5-acc=88.99%, remaining_time=0:00:00, arrival_time=2021-04-14 22:08:47.700129, cost_time=0:00:01.702575 2021-04-14 22:08:47,806 INFO : Epoch=0130 complete, best val top1-acc=64.67%, top5-acc=89.57% (epoch=128), remaining_time=0:31:00.283880, arrival_time=2021-04-14 22:39:48.090510, cost_time=0:57:34.812894 2021-04-14 22:08:47,807 INFO : Train start, epoch=0131, lr=0.027300 2021-04-14 22:08:49,231 INFO : TRAIN, epoch=0131, iter=00010/00196, fetch data time cost=0.24ms, fps=1799 images/s, loss=0.6198, top1-acc=81.17%, top5-acc=97.38%, remaining_time=0:00:26.473380, arrival_time=2021-04-14 22:09:15.704808, cost_time=0:00:01.423295 2021-04-14 22:08:50,487 INFO : TRAIN, epoch=0131, iter=00020/00196, fetch data time cost=1.83ms, fps=2040 images/s, loss=0.6143, top1-acc=81.50%, top5-acc=97.62%, remaining_time=0:00:23.575904, arrival_time=2021-04-14 22:09:14.063202, cost_time=0:00:02.679082 2021-04-14 22:08:51,762 INFO : TRAIN, epoch=0131, iter=00030/00196, fetch data time cost=2.17ms, fps=2009 images/s, loss=0.6260, top1-acc=80.91%, top5-acc=97.53%, remaining_time=0:00:21.881124, arrival_time=2021-04-14 22:09:13.643773, cost_time=0:00:03.954430 2021-04-14 22:08:53,029 INFO : TRAIN, epoch=0131, iter=00040/00196, fetch data time cost=1.45ms, fps=2023 images/s, loss=0.6294, top1-acc=80.87%, top5-acc=97.38%, remaining_time=0:00:20.362056, arrival_time=2021-04-14 22:09:13.391204, cost_time=0:00:05.221055 2021-04-14 22:08:54,289 INFO : TRAIN, epoch=0131, iter=00050/00196, fetch data time cost=2.17ms, fps=2032 images/s, loss=0.6276, top1-acc=80.73%, top5-acc=97.42%, remaining_time=0:00:18.925542, arrival_time=2021-04-14 22:09:13.215036, cost_time=0:00:06.481373 2021-04-14 22:08:55,538 INFO : TRAIN, epoch=0131, iter=00060/00196, fetch data time cost=1.61ms, fps=2051 images/s, loss=0.6310, top1-acc=80.65%, top5-acc=97.42%, remaining_time=0:00:17.521288, arrival_time=2021-04-14 22:09:13.059367, cost_time=0:00:07.729970 2021-04-14 22:08:56,783 INFO : TRAIN, epoch=0131, iter=00070/00196, fetch data time cost=1.57ms, fps=2057 images/s, loss=0.6326, top1-acc=80.57%, top5-acc=97.35%, remaining_time=0:00:16.155594, arrival_time=2021-04-14 22:09:12.938970, cost_time=0:00:08.975334 2021-04-14 22:08:58,030 INFO : TRAIN, epoch=0131, iter=00080/00196, fetch data time cost=1.36ms, fps=2054 images/s, loss=0.6315, top1-acc=80.65%, top5-acc=97.37%, remaining_time=0:00:14.822248, arrival_time=2021-04-14 22:09:12.852600, cost_time=0:00:10.222233 2021-04-14 22:08:59,297 INFO : TRAIN, epoch=0131, iter=00090/00196, fetch data time cost=1.86ms, fps=2022 images/s, loss=0.6371, top1-acc=80.55%, top5-acc=97.27%, remaining_time=0:00:13.531748, arrival_time=2021-04-14 22:09:12.829005, cost_time=0:00:11.489212 2021-04-14 22:09:00,566 INFO : TRAIN, epoch=0131, iter=00100/00196, fetch data time cost=2.60ms, fps=2018 images/s, loss=0.6441, top1-acc=80.33%, top5-acc=97.24%, remaining_time=0:00:12.247968, arrival_time=2021-04-14 22:09:12.814419, cost_time=0:00:12.758345 2021-04-14 22:09:01,823 INFO : TRAIN, epoch=0131, iter=00110/00196, fetch data time cost=1.84ms, fps=2037 images/s, loss=0.6469, top1-acc=80.28%, top5-acc=97.23%, remaining_time=0:00:10.957432, arrival_time=2021-04-14 22:09:12.780800, cost_time=0:00:14.015305 2021-04-14 22:09:03,082 INFO : TRAIN, epoch=0131, iter=00120/00196, fetch data time cost=1.38ms, fps=2034 images/s, loss=0.6492, top1-acc=80.18%, top5-acc=97.26%, remaining_time=0:00:09.673888, arrival_time=2021-04-14 22:09:12.756449, cost_time=0:00:15.274528 2021-04-14 22:09:04,339 INFO : TRAIN, epoch=0131, iter=00130/00196, fetch data time cost=1.59ms, fps=2037 images/s, loss=0.6543, top1-acc=80.00%, top5-acc=97.20%, remaining_time=0:00:08.392890, arrival_time=2021-04-14 22:09:12.732432, cost_time=0:00:16.531417 2021-04-14 22:09:05,597 INFO : TRAIN, epoch=0131, iter=00140/00196, fetch data time cost=1.38ms, fps=2037 images/s, loss=0.6569, top1-acc=79.93%, top5-acc=97.17%, remaining_time=0:00:07.115584, arrival_time=2021-04-14 22:09:12.712590, cost_time=0:00:17.788974 2021-04-14 22:09:06,842 INFO : TRAIN, epoch=0131, iter=00150/00196, fetch data time cost=1.54ms, fps=2056 images/s, loss=0.6607, top1-acc=79.79%, top5-acc=97.15%, remaining_time=0:00:05.837216, arrival_time=2021-04-14 22:09:12.679625, cost_time=0:00:19.034386 2021-04-14 22:09:08,089 INFO : TRAIN, epoch=0131, iter=00160/00196, fetch data time cost=1.39ms, fps=2053 images/s, loss=0.6628, top1-acc=79.69%, top5-acc=97.14%, remaining_time=0:00:04.563324, arrival_time=2021-04-14 22:09:12.652886, cost_time=0:00:20.281445 2021-04-14 22:09:09,341 INFO : TRAIN, epoch=0131, iter=00170/00196, fetch data time cost=1.57ms, fps=2046 images/s, loss=0.6642, top1-acc=79.63%, top5-acc=97.11%, remaining_time=0:00:03.293290, arrival_time=2021-04-14 22:09:12.634410, cost_time=0:00:21.533078 2021-04-14 22:09:10,590 INFO : TRAIN, epoch=0131, iter=00180/00196, fetch data time cost=1.83ms, fps=2050 images/s, loss=0.6655, top1-acc=79.58%, top5-acc=97.10%, remaining_time=0:00:02.025104, arrival_time=2021-04-14 22:09:12.615617, cost_time=0:00:22.782488 2021-04-14 22:09:11,838 INFO : TRAIN, epoch=0131, iter=00190/00196, fetch data time cost=1.32ms, fps=2053 images/s, loss=0.6668, top1-acc=79.51%, top5-acc=97.11%, remaining_time=0:00:00.758844, arrival_time=2021-04-14 22:09:12.597015, cost_time=0:00:24.030086 2021-04-14 22:09:12,522 INFO : TRAIN, epoch=0131, iter=00196/00196, fetch data time cost=1.59ms, fps=1990 images/s, loss=0.6675, top1-acc=79.50%, top5-acc=97.11%, remaining_time=0:00:00, arrival_time=2021-04-14 22:09:12.522163, cost_time=0:00:24.714061 2021-04-14 22:09:13,027 INFO : EVAL, epoch=0131, iter=00010/00040, fetch data time cost=0.45ms, fps=5083 images/s, loss=1.4093, top1-acc=61.37%, top5-acc=87.42%, remaining_time=0:00:01.510950, arrival_time=2021-04-14 22:09:14.538731, cost_time=0:00:00.503647 2021-04-14 22:09:13,423 INFO : EVAL, epoch=0131, iter=00020/00040, fetch data time cost=4.49ms, fps=6481 images/s, loss=1.4353, top1-acc=60.82%, top5-acc=87.23%, remaining_time=0:00:00.899280, arrival_time=2021-04-14 22:09:14.322660, cost_time=0:00:00.899278 2021-04-14 22:09:13,817 INFO : EVAL, epoch=0131, iter=00030/00040, fetch data time cost=0.29ms, fps=6506 images/s, loss=1.4434, top1-acc=60.65%, top5-acc=87.15%, remaining_time=0:00:00.431060, arrival_time=2021-04-14 22:09:14.248362, cost_time=0:00:01.293187 2021-04-14 22:09:14,182 INFO : EVAL, epoch=0131, iter=00040/00040, fetch data time cost=0.07ms, fps=6368 images/s, loss=1.4569, top1-acc=60.95%, top5-acc=87.16%, remaining_time=0:00:00, arrival_time=2021-04-14 22:09:14.182107, cost_time=0:00:01.658052 2021-04-14 22:09:14,291 INFO : Epoch=0131 complete, best val top1-acc=64.67%, top5-acc=89.57% (epoch=128), remaining_time=0:30:33.660855, arrival_time=2021-04-14 22:39:47.952771, cost_time=0:58:01.298178 2021-04-14 22:09:14,293 INFO : Train start, epoch=0132, lr=0.026604 2021-04-14 22:09:15,737 INFO : TRAIN, epoch=0132, iter=00010/00196, fetch data time cost=0.26ms, fps=1773 images/s, loss=0.6659, top1-acc=79.57%, top5-acc=97.27%, remaining_time=0:00:26.855610, arrival_time=2021-04-14 22:09:42.592837, cost_time=0:00:01.443850 2021-04-14 22:09:16,991 INFO : TRAIN, epoch=0132, iter=00020/00196, fetch data time cost=1.63ms, fps=2041 images/s, loss=0.6361, top1-acc=80.41%, top5-acc=97.42%, remaining_time=0:00:23.745216, arrival_time=2021-04-14 22:09:40.736917, cost_time=0:00:02.698328 2021-04-14 22:09:18,254 INFO : TRAIN, epoch=0132, iter=00030/00196, fetch data time cost=1.36ms, fps=2028 images/s, loss=0.6332, top1-acc=80.66%, top5-acc=97.42%, remaining_time=0:00:21.917644, arrival_time=2021-04-14 22:09:40.172068, cost_time=0:00:03.961030 2021-04-14 22:09:19,511 INFO : TRAIN, epoch=0132, iter=00040/00196, fetch data time cost=1.42ms, fps=2038 images/s, loss=0.6246, top1-acc=80.84%, top5-acc=97.52%, remaining_time=0:00:20.348952, arrival_time=2021-04-14 22:09:39.860089, cost_time=0:00:05.217682 2021-04-14 22:09:20,782 INFO : TRAIN, epoch=0132, iter=00050/00196, fetch data time cost=1.65ms, fps=2015 images/s, loss=0.6240, top1-acc=80.77%, top5-acc=97.48%, remaining_time=0:00:18.947880, arrival_time=2021-04-14 22:09:39.730304, cost_time=0:00:06.488980 2021-04-14 22:09:22,053 INFO : TRAIN, epoch=0132, iter=00060/00196, fetch data time cost=2.37ms, fps=2015 images/s, loss=0.6242, top1-acc=80.74%, top5-acc=97.58%, remaining_time=0:00:17.589016, arrival_time=2021-04-14 22:09:39.642366, cost_time=0:00:07.759873 2021-04-14 22:09:23,303 INFO : TRAIN, epoch=0132, iter=00070/00196, fetch data time cost=1.33ms, fps=2050 images/s, loss=0.6254, top1-acc=80.73%, top5-acc=97.51%, remaining_time=0:00:16.217208, arrival_time=2021-04-14 22:09:39.520157, cost_time=0:00:09.009556 2021-04-14 22:09:24,555 INFO : TRAIN, epoch=0132, iter=00080/00196, fetch data time cost=1.35ms, fps=2045 images/s, loss=0.6304, top1-acc=80.55%, top5-acc=97.51%, remaining_time=0:00:14.879552, arrival_time=2021-04-14 22:09:39.434711, cost_time=0:00:10.261732 2021-04-14 22:09:25,808 INFO : TRAIN, epoch=0132, iter=00090/00196, fetch data time cost=1.38ms, fps=2044 images/s, loss=0.6303, top1-acc=80.56%, top5-acc=97.48%, remaining_time=0:00:13.561746, arrival_time=2021-04-14 22:09:39.369845, cost_time=0:00:11.514716 2021-04-14 22:09:27,063 INFO : TRAIN, epoch=0132, iter=00100/00196, fetch data time cost=1.40ms, fps=2040 images/s, loss=0.6325, top1-acc=80.45%, top5-acc=97.43%, remaining_time=0:00:12.259200, arrival_time=2021-04-14 22:09:39.322657, cost_time=0:00:12.769967 2021-04-14 22:09:28,315 INFO : TRAIN, epoch=0132, iter=00110/00196, fetch data time cost=1.32ms, fps=2045 images/s, loss=0.6351, top1-acc=80.37%, top5-acc=97.41%, remaining_time=0:00:10.962850, arrival_time=2021-04-14 22:09:39.278474, cost_time=0:00:14.022223 2021-04-14 22:09:29,570 INFO : TRAIN, epoch=0132, iter=00120/00196, fetch data time cost=1.84ms, fps=2041 images/s, loss=0.6390, top1-acc=80.27%, top5-acc=97.37%, remaining_time=0:00:09.675332, arrival_time=2021-04-14 22:09:39.245665, cost_time=0:00:15.276896 2021-04-14 22:09:30,819 INFO : TRAIN, epoch=0132, iter=00130/00196, fetch data time cost=1.43ms, fps=2050 images/s, loss=0.6438, top1-acc=80.06%, top5-acc=97.34%, remaining_time=0:00:08.390118, arrival_time=2021-04-14 22:09:39.209537, cost_time=0:00:16.526003 2021-04-14 22:09:32,071 INFO : TRAIN, epoch=0132, iter=00140/00196, fetch data time cost=1.41ms, fps=2046 images/s, loss=0.6478, top1-acc=79.92%, top5-acc=97.26%, remaining_time=0:00:07.110992, arrival_time=2021-04-14 22:09:39.181948, cost_time=0:00:17.777533 2021-04-14 22:09:33,328 INFO : TRAIN, epoch=0132, iter=00150/00196, fetch data time cost=1.89ms, fps=2037 images/s, loss=0.6506, top1-acc=79.83%, top5-acc=97.26%, remaining_time=0:00:05.837308, arrival_time=2021-04-14 22:09:39.165345, cost_time=0:00:19.034663 2021-04-14 22:09:34,579 INFO : TRAIN, epoch=0132, iter=00160/00196, fetch data time cost=1.59ms, fps=2046 images/s, loss=0.6526, top1-acc=79.82%, top5-acc=97.22%, remaining_time=0:00:04.564404, arrival_time=2021-04-14 22:09:39.144064, cost_time=0:00:20.286231 2021-04-14 22:09:35,835 INFO : TRAIN, epoch=0132, iter=00170/00196, fetch data time cost=1.55ms, fps=2039 images/s, loss=0.6557, top1-acc=79.75%, top5-acc=97.18%, remaining_time=0:00:03.294694, arrival_time=2021-04-14 22:09:39.130242, cost_time=0:00:21.542171 2021-04-14 22:09:37,093 INFO : TRAIN, epoch=0132, iter=00180/00196, fetch data time cost=1.96ms, fps=2036 images/s, loss=0.6592, top1-acc=79.65%, top5-acc=97.15%, remaining_time=0:00:02.026656, arrival_time=2021-04-14 22:09:39.120015, cost_time=0:00:22.799912 2021-04-14 22:09:38,346 INFO : TRAIN, epoch=0132, iter=00190/00196, fetch data time cost=1.73ms, fps=2043 images/s, loss=0.6592, top1-acc=79.68%, top5-acc=97.14%, remaining_time=0:00:00.759582, arrival_time=2021-04-14 22:09:39.106457, cost_time=0:00:24.053470 2021-04-14 22:09:39,025 INFO : TRAIN, epoch=0132, iter=00196/00196, fetch data time cost=1.44ms, fps=2006 images/s, loss=0.6612, top1-acc=79.61%, top5-acc=97.14%, remaining_time=0:00:00, arrival_time=2021-04-14 22:09:39.025450, cost_time=0:00:24.732079 2021-04-14 22:09:39,576 INFO : EVAL, epoch=0132, iter=00010/00040, fetch data time cost=4.91ms, fps=4659 images/s, loss=1.2768, top1-acc=63.83%, top5-acc=89.92%, remaining_time=0:00:01.648380, arrival_time=2021-04-14 22:09:41.225008, cost_time=0:00:00.549456 2021-04-14 22:09:39,969 INFO : EVAL, epoch=0132, iter=00020/00040, fetch data time cost=1.68ms, fps=6515 images/s, loss=1.2859, top1-acc=64.28%, top5-acc=89.61%, remaining_time=0:00:00.942780, arrival_time=2021-04-14 22:09:40.912703, cost_time=0:00:00.942779 2021-04-14 22:09:40,357 INFO : EVAL, epoch=0132, iter=00030/00040, fetch data time cost=1.41ms, fps=6618 images/s, loss=1.2940, top1-acc=64.37%, top5-acc=89.30%, remaining_time=0:00:00.443290, arrival_time=2021-04-14 22:09:40.800331, cost_time=0:00:01.329882 2021-04-14 22:09:40,719 INFO : EVAL, epoch=0132, iter=00040/00040, fetch data time cost=0.08ms, fps=6399 images/s, loss=1.2922, top1-acc=64.29%, top5-acc=89.34%, remaining_time=0:00:00, arrival_time=2021-04-14 22:09:40.719925, cost_time=0:00:01.692787 2021-04-14 22:09:40,823 INFO : Epoch=0132 complete, best val top1-acc=64.67%, top5-acc=89.57% (epoch=128), remaining_time=0:30:07.063688, arrival_time=2021-04-14 22:39:47.886991, cost_time=0:58:27.829566 2021-04-14 22:09:40,824 INFO : Train start, epoch=0133, lr=0.025912 2021-04-14 22:09:42,321 INFO : TRAIN, epoch=0133, iter=00010/00196, fetch data time cost=2.52ms, fps=1711 images/s, loss=0.6560, top1-acc=78.71%, top5-acc=97.54%, remaining_time=0:00:27.833040, arrival_time=2021-04-14 22:10:10.154290, cost_time=0:00:01.496398 2021-04-14 22:09:43,575 INFO : TRAIN, epoch=0133, iter=00020/00196, fetch data time cost=1.46ms, fps=2043 images/s, loss=0.6377, top1-acc=79.69%, top5-acc=97.64%, remaining_time=0:00:24.201408, arrival_time=2021-04-14 22:10:07.776435, cost_time=0:00:02.750157 2021-04-14 22:09:44,832 INFO : TRAIN, epoch=0133, iter=00030/00196, fetch data time cost=1.38ms, fps=2037 images/s, loss=0.6448, top1-acc=79.80%, top5-acc=97.57%, remaining_time=0:00:22.175774, arrival_time=2021-04-14 22:10:07.008298, cost_time=0:00:04.007669 2021-04-14 22:09:46,096 INFO : TRAIN, epoch=0133, iter=00040/00196, fetch data time cost=1.42ms, fps=2027 images/s, loss=0.6323, top1-acc=80.26%, top5-acc=97.64%, remaining_time=0:00:20.558304, arrival_time=2021-04-14 22:10:06.654505, cost_time=0:00:05.271351 2021-04-14 22:09:47,346 INFO : TRAIN, epoch=0133, iter=00050/00196, fetch data time cost=1.44ms, fps=2049 images/s, loss=0.6307, top1-acc=80.32%, top5-acc=97.67%, remaining_time=0:00:19.041612, arrival_time=2021-04-14 22:10:06.387588, cost_time=0:00:06.521108 2021-04-14 22:09:48,605 INFO : TRAIN, epoch=0133, iter=00060/00196, fetch data time cost=1.80ms, fps=2033 images/s, loss=0.6289, top1-acc=80.46%, top5-acc=97.64%, remaining_time=0:00:17.636480, arrival_time=2021-04-14 22:10:06.242017, cost_time=0:00:07.780776 2021-04-14 22:09:49,875 INFO : TRAIN, epoch=0133, iter=00070/00196, fetch data time cost=2.17ms, fps=2017 images/s, loss=0.6235, top1-acc=80.70%, top5-acc=97.66%, remaining_time=0:00:16.290666, arrival_time=2021-04-14 22:10:06.165926, cost_time=0:00:09.050364 2021-04-14 22:09:51,122 INFO : TRAIN, epoch=0133, iter=00080/00196, fetch data time cost=1.48ms, fps=2053 images/s, loss=0.6266, top1-acc=80.63%, top5-acc=97.58%, remaining_time=0:00:14.932332, arrival_time=2021-04-14 22:10:06.055228, cost_time=0:00:10.298143 2021-04-14 22:09:52,371 INFO : TRAIN, epoch=0133, iter=00090/00196, fetch data time cost=1.45ms, fps=2052 images/s, loss=0.6279, top1-acc=80.62%, top5-acc=97.51%, remaining_time=0:00:13.599058, arrival_time=2021-04-14 22:10:05.970282, cost_time=0:00:11.546382 2021-04-14 22:09:53,623 INFO : TRAIN, epoch=0133, iter=00100/00196, fetch data time cost=1.33ms, fps=2045 images/s, loss=0.6306, top1-acc=80.54%, top5-acc=97.47%, remaining_time=0:00:12.286944, arrival_time=2021-04-14 22:10:05.910617, cost_time=0:00:12.798919 2021-04-14 22:09:54,881 INFO : TRAIN, epoch=0133, iter=00110/00196, fetch data time cost=1.41ms, fps=2037 images/s, loss=0.6339, top1-acc=80.52%, top5-acc=97.42%, remaining_time=0:00:10.989338, arrival_time=2021-04-14 22:10:05.870284, cost_time=0:00:14.056106 2021-04-14 22:09:56,147 INFO : TRAIN, epoch=0133, iter=00120/00196, fetch data time cost=1.50ms, fps=2022 images/s, loss=0.6319, top1-acc=80.60%, top5-acc=97.40%, remaining_time=0:00:09.704440, arrival_time=2021-04-14 22:10:05.852003, cost_time=0:00:15.322794 2021-04-14 22:09:57,402 INFO : TRAIN, epoch=0133, iter=00130/00196, fetch data time cost=1.83ms, fps=2040 images/s, loss=0.6357, top1-acc=80.50%, top5-acc=97.39%, remaining_time=0:00:08.416518, arrival_time=2021-04-14 22:10:05.819252, cost_time=0:00:16.577941 2021-04-14 22:09:58,659 INFO : TRAIN, epoch=0133, iter=00140/00196, fetch data time cost=1.55ms, fps=2039 images/s, loss=0.6347, top1-acc=80.52%, top5-acc=97.42%, remaining_time=0:00:07.133672, arrival_time=2021-04-14 22:10:05.792740, cost_time=0:00:17.834186 2021-04-14 22:09:59,925 INFO : TRAIN, epoch=0133, iter=00150/00196, fetch data time cost=1.46ms, fps=2022 images/s, loss=0.6380, top1-acc=80.44%, top5-acc=97.40%, remaining_time=0:00:05.857640, arrival_time=2021-04-14 22:10:05.783475, cost_time=0:00:19.101074 2021-04-14 22:10:01,174 INFO : TRAIN, epoch=0133, iter=00160/00196, fetch data time cost=2.12ms, fps=2051 images/s, loss=0.6391, top1-acc=80.42%, top5-acc=97.39%, remaining_time=0:00:04.578660, arrival_time=2021-04-14 22:10:05.752931, cost_time=0:00:20.349522 2021-04-14 22:10:02,439 INFO : TRAIN, epoch=0133, iter=00170/00196, fetch data time cost=1.61ms, fps=2024 images/s, loss=0.6416, top1-acc=80.38%, top5-acc=97.36%, remaining_time=0:00:03.305822, arrival_time=2021-04-14 22:10:05.745692, cost_time=0:00:21.614979 2021-04-14 22:10:03,712 INFO : TRAIN, epoch=0133, iter=00180/00196, fetch data time cost=1.54ms, fps=2012 images/s, loss=0.6434, top1-acc=80.33%, top5-acc=97.34%, remaining_time=0:00:02.034480, arrival_time=2021-04-14 22:10:05.747123, cost_time=0:00:22.887813 2021-04-14 22:10:04,960 INFO : TRAIN, epoch=0133, iter=00190/00196, fetch data time cost=1.25ms, fps=2053 images/s, loss=0.6444, top1-acc=80.28%, top5-acc=97.33%, remaining_time=0:00:00.762168, arrival_time=2021-04-14 22:10:05.722232, cost_time=0:00:24.135315 2021-04-14 22:10:05,637 INFO : TRAIN, epoch=0133, iter=00196/00196, fetch data time cost=1.30ms, fps=2009 images/s, loss=0.6470, top1-acc=80.23%, top5-acc=97.31%, remaining_time=0:00:00, arrival_time=2021-04-14 22:10:05.637376, cost_time=0:00:24.812628 2021-04-14 22:10:06,198 INFO : EVAL, epoch=0133, iter=00010/00040, fetch data time cost=0.21ms, fps=4575 images/s, loss=1.3433, top1-acc=62.89%, top5-acc=89.73%, remaining_time=0:00:01.678770, arrival_time=2021-04-14 22:10:07.877603, cost_time=0:00:00.559588 2021-04-14 22:10:06,589 INFO : EVAL, epoch=0133, iter=00020/00040, fetch data time cost=1.43ms, fps=6567 images/s, loss=1.3078, top1-acc=64.39%, top5-acc=89.96%, remaining_time=0:00:00.949800, arrival_time=2021-04-14 22:10:07.538831, cost_time=0:00:00.949798 2021-04-14 22:10:06,988 INFO : EVAL, epoch=0133, iter=00030/00040, fetch data time cost=0.42ms, fps=6412 images/s, loss=1.3112, top1-acc=64.09%, top5-acc=89.51%, remaining_time=0:00:00.449800, arrival_time=2021-04-14 22:10:07.438494, cost_time=0:00:01.349386 2021-04-14 22:10:07,349 INFO : EVAL, epoch=0133, iter=00040/00040, fetch data time cost=0.06ms, fps=6442 images/s, loss=1.3037, top1-acc=64.22%, top5-acc=89.53%, remaining_time=0:00:00, arrival_time=2021-04-14 22:10:07.349179, cost_time=0:00:01.709944 2021-04-14 22:10:07,413 INFO : Epoch=0133 complete, best val top1-acc=64.67%, top5-acc=89.57% (epoch=128), remaining_time=0:29:40.497195, arrival_time=2021-04-14 22:39:47.910749, cost_time=0:58:54.419821 2021-04-14 22:10:07,414 INFO : Train start, epoch=0134, lr=0.025227 2021-04-14 22:10:08,874 INFO : TRAIN, epoch=0134, iter=00010/00196, fetch data time cost=1.43ms, fps=1754 images/s, loss=0.6181, top1-acc=80.27%, top5-acc=98.09%, remaining_time=0:00:27.140934, arrival_time=2021-04-14 22:10:36.015191, cost_time=0:00:01.459194 2021-04-14 22:10:10,135 INFO : TRAIN, epoch=0134, iter=00020/00196, fetch data time cost=1.38ms, fps=2030 images/s, loss=0.6033, top1-acc=81.23%, top5-acc=97.91%, remaining_time=0:00:23.941984, arrival_time=2021-04-14 22:10:34.077724, cost_time=0:00:02.720676 2021-04-14 22:10:11,394 INFO : TRAIN, epoch=0134, iter=00030/00196, fetch data time cost=1.75ms, fps=2035 images/s, loss=0.6098, top1-acc=80.98%, top5-acc=97.81%, remaining_time=0:00:22.018406, arrival_time=2021-04-14 22:10:33.412666, cost_time=0:00:03.979243 2021-04-14 22:10:12,651 INFO : TRAIN, epoch=0134, iter=00040/00196, fetch data time cost=1.72ms, fps=2037 images/s, loss=0.6117, top1-acc=81.04%, top5-acc=97.72%, remaining_time=0:00:20.422584, arrival_time=2021-04-14 22:10:33.074224, cost_time=0:00:05.236565 2021-04-14 22:10:13,907 INFO : TRAIN, epoch=0134, iter=00050/00196, fetch data time cost=1.59ms, fps=2040 images/s, loss=0.6148, top1-acc=81.09%, top5-acc=97.63%, remaining_time=0:00:18.956348, arrival_time=2021-04-14 22:10:32.863357, cost_time=0:00:06.491925 2021-04-14 22:10:15,160 INFO : TRAIN, epoch=0134, iter=00060/00196, fetch data time cost=1.43ms, fps=2043 images/s, loss=0.6127, top1-acc=81.18%, top5-acc=97.60%, remaining_time=0:00:17.556240, arrival_time=2021-04-14 22:10:32.716699, cost_time=0:00:07.745417 2021-04-14 22:10:16,409 INFO : TRAIN, epoch=0134, iter=00070/00196, fetch data time cost=1.36ms, fps=2050 images/s, loss=0.6164, top1-acc=80.97%, top5-acc=97.60%, remaining_time=0:00:16.190874, arrival_time=2021-04-14 22:10:32.600801, cost_time=0:00:08.994903 2021-04-14 22:10:17,672 INFO : TRAIN, epoch=0134, iter=00080/00196, fetch data time cost=2.21ms, fps=2029 images/s, loss=0.6141, top1-acc=81.07%, top5-acc=97.60%, remaining_time=0:00:14.872940, arrival_time=2021-04-14 22:10:32.545119, cost_time=0:00:10.257162 2021-04-14 22:10:18,931 INFO : TRAIN, epoch=0134, iter=00090/00196, fetch data time cost=2.16ms, fps=2034 images/s, loss=0.6119, top1-acc=81.08%, top5-acc=97.64%, remaining_time=0:00:13.563760, arrival_time=2021-04-14 22:10:32.495204, cost_time=0:00:11.516427 2021-04-14 22:10:20,177 INFO : TRAIN, epoch=0134, iter=00100/00196, fetch data time cost=1.57ms, fps=2056 images/s, loss=0.6126, top1-acc=81.09%, top5-acc=97.61%, remaining_time=0:00:12.251424, arrival_time=2021-04-14 22:10:32.428393, cost_time=0:00:12.761885 2021-04-14 22:10:21,428 INFO : TRAIN, epoch=0134, iter=00110/00196, fetch data time cost=1.55ms, fps=2047 images/s, loss=0.6190, top1-acc=80.86%, top5-acc=97.54%, remaining_time=0:00:10.955540, arrival_time=2021-04-14 22:10:32.383465, cost_time=0:00:14.012848 2021-04-14 22:10:22,695 INFO : TRAIN, epoch=0134, iter=00120/00196, fetch data time cost=1.89ms, fps=2020 images/s, loss=0.6236, top1-acc=80.66%, top5-acc=97.49%, remaining_time=0:00:09.677688, arrival_time=2021-04-14 22:10:32.373261, cost_time=0:00:15.280506 2021-04-14 22:10:23,962 INFO : TRAIN, epoch=0134, iter=00130/00196, fetch data time cost=1.42ms, fps=2021 images/s, loss=0.6228, top1-acc=80.69%, top5-acc=97.51%, remaining_time=0:00:08.401140, arrival_time=2021-04-14 22:10:32.363859, cost_time=0:00:16.547695 2021-04-14 22:10:25,214 INFO : TRAIN, epoch=0134, iter=00140/00196, fetch data time cost=1.34ms, fps=2046 images/s, loss=0.6277, top1-acc=80.56%, top5-acc=97.47%, remaining_time=0:00:07.119728, arrival_time=2021-04-14 22:10:32.334003, cost_time=0:00:17.799259 2021-04-14 22:10:26,467 INFO : TRAIN, epoch=0134, iter=00150/00196, fetch data time cost=1.38ms, fps=2043 images/s, loss=0.6305, top1-acc=80.49%, top5-acc=97.46%, remaining_time=0:00:05.842874, arrival_time=2021-04-14 22:10:32.310674, cost_time=0:00:19.052780 2021-04-14 22:10:27,721 INFO : TRAIN, epoch=0134, iter=00160/00196, fetch data time cost=1.63ms, fps=2043 images/s, loss=0.6333, top1-acc=80.39%, top5-acc=97.46%, remaining_time=0:00:04.568832, arrival_time=2021-04-14 22:10:32.289854, cost_time=0:00:20.305999 2021-04-14 22:10:28,969 INFO : TRAIN, epoch=0134, iter=00170/00196, fetch data time cost=1.67ms, fps=2051 images/s, loss=0.6367, top1-acc=80.24%, top5-acc=97.44%, remaining_time=0:00:03.296592, arrival_time=2021-04-14 22:10:32.266332, cost_time=0:00:21.554636 2021-04-14 22:10:30,215 INFO : TRAIN, epoch=0134, iter=00180/00196, fetch data time cost=1.63ms, fps=2056 images/s, loss=0.6373, top1-acc=80.25%, top5-acc=97.44%, remaining_time=0:00:02.026720, arrival_time=2021-04-14 22:10:32.242275, cost_time=0:00:22.800533 2021-04-14 22:10:31,473 INFO : TRAIN, epoch=0134, iter=00190/00196, fetch data time cost=1.35ms, fps=2036 images/s, loss=0.6400, top1-acc=80.20%, top5-acc=97.37%, remaining_time=0:00:00.759738, arrival_time=2021-04-14 22:10:32.233112, cost_time=0:00:24.058348 2021-04-14 22:10:32,148 INFO : TRAIN, epoch=0134, iter=00196/00196, fetch data time cost=1.21ms, fps=2015 images/s, loss=0.6409, top1-acc=80.23%, top5-acc=97.37%, remaining_time=0:00:00, arrival_time=2021-04-14 22:10:32.148885, cost_time=0:00:24.733835 2021-04-14 22:10:32,681 INFO : EVAL, epoch=0134, iter=00010/00040, fetch data time cost=4.39ms, fps=4826 images/s, loss=1.3505, top1-acc=62.70%, top5-acc=88.75%, remaining_time=0:00:01.591410, arrival_time=2021-04-14 22:10:34.272869, cost_time=0:00:00.530470 2021-04-14 22:10:33,084 INFO : EVAL, epoch=0134, iter=00020/00040, fetch data time cost=0.30ms, fps=6359 images/s, loss=1.3116, top1-acc=63.85%, top5-acc=89.26%, remaining_time=0:00:00.933520, arrival_time=2021-04-14 22:10:34.017983, cost_time=0:00:00.933516 2021-04-14 22:10:33,480 INFO : EVAL, epoch=0134, iter=00030/00040, fetch data time cost=5.02ms, fps=6467 images/s, loss=1.3055, top1-acc=64.04%, top5-acc=89.47%, remaining_time=0:00:00.443250, arrival_time=2021-04-14 22:10:33.923946, cost_time=0:00:01.329754 2021-04-14 22:10:33,835 INFO : EVAL, epoch=0134, iter=00040/00040, fetch data time cost=0.06ms, fps=6543 images/s, loss=1.3003, top1-acc=64.21%, top5-acc=89.46%, remaining_time=0:00:00, arrival_time=2021-04-14 22:10:33.835566, cost_time=0:00:01.684649 2021-04-14 22:10:33,898 INFO : Epoch=0134 complete, best val top1-acc=64.67%, top5-acc=89.57% (epoch=128), remaining_time=0:29:13.878324, arrival_time=2021-04-14 22:39:47.776534, cost_time=0:59:20.904476 2021-04-14 22:10:33,899 INFO : Train start, epoch=0135, lr=0.024548 2021-04-14 22:10:35,338 INFO : TRAIN, epoch=0135, iter=00010/00196, fetch data time cost=1.67ms, fps=1780 images/s, loss=0.5953, top1-acc=82.30%, top5-acc=97.93%, remaining_time=0:00:26.757402, arrival_time=2021-04-14 22:11:02.095638, cost_time=0:00:01.438574 2021-04-14 22:10:36,597 INFO : TRAIN, epoch=0135, iter=00020/00196, fetch data time cost=1.94ms, fps=2033 images/s, loss=0.6148, top1-acc=81.35%, top5-acc=97.81%, remaining_time=0:00:23.744336, arrival_time=2021-04-14 22:11:00.342219, cost_time=0:00:02.698218 2021-04-14 22:10:37,849 INFO : TRAIN, epoch=0135, iter=00030/00196, fetch data time cost=1.54ms, fps=2046 images/s, loss=0.6059, top1-acc=81.55%, top5-acc=97.84%, remaining_time=0:00:21.857552, arrival_time=2021-04-14 22:10:59.707382, cost_time=0:00:03.950168 2021-04-14 22:10:39,109 INFO : TRAIN, epoch=0135, iter=00040/00196, fetch data time cost=1.45ms, fps=2033 images/s, loss=0.6107, top1-acc=81.33%, top5-acc=97.74%, remaining_time=0:00:20.319936, arrival_time=2021-04-14 22:10:59.429831, cost_time=0:00:05.210232 2021-04-14 22:10:40,356 INFO : TRAIN, epoch=0135, iter=00050/00196, fetch data time cost=1.48ms, fps=2055 images/s, loss=0.6054, top1-acc=81.58%, top5-acc=97.68%, remaining_time=0:00:18.853272, arrival_time=2021-04-14 22:10:59.209456, cost_time=0:00:06.456597 2021-04-14 22:10:41,611 INFO : TRAIN, epoch=0135, iter=00060/00196, fetch data time cost=1.89ms, fps=2041 images/s, loss=0.6042, top1-acc=81.48%, top5-acc=97.66%, remaining_time=0:00:17.479400, arrival_time=2021-04-14 22:10:59.090573, cost_time=0:00:07.711506 2021-04-14 22:10:42,860 INFO : TRAIN, epoch=0135, iter=00070/00196, fetch data time cost=1.69ms, fps=2051 images/s, loss=0.6070, top1-acc=81.26%, top5-acc=97.62%, remaining_time=0:00:16.128756, arrival_time=2021-04-14 22:10:58.988774, cost_time=0:00:08.960453 2021-04-14 22:10:44,135 INFO : TRAIN, epoch=0135, iter=00080/00196, fetch data time cost=1.39ms, fps=2009 images/s, loss=0.6115, top1-acc=81.16%, top5-acc=97.60%, remaining_time=0:00:14.841156, arrival_time=2021-04-14 22:10:58.976091, cost_time=0:00:10.235279 2021-04-14 22:10:45,395 INFO : TRAIN, epoch=0135, iter=00090/00196, fetch data time cost=1.39ms, fps=2031 images/s, loss=0.6131, top1-acc=81.11%, top5-acc=97.63%, remaining_time=0:00:13.539910, arrival_time=2021-04-14 22:10:58.935653, cost_time=0:00:11.496165 2021-04-14 22:10:46,643 INFO : TRAIN, epoch=0135, iter=00100/00196, fetch data time cost=1.52ms, fps=2052 images/s, loss=0.6148, top1-acc=81.09%, top5-acc=97.61%, remaining_time=0:00:12.234336, arrival_time=2021-04-14 22:10:58.878136, cost_time=0:00:12.744131 2021-04-14 22:10:47,898 INFO : TRAIN, epoch=0135, iter=00110/00196, fetch data time cost=1.35ms, fps=2041 images/s, loss=0.6186, top1-acc=80.94%, top5-acc=97.59%, remaining_time=0:00:10.944446, arrival_time=2021-04-14 22:10:58.842779, cost_time=0:00:13.998754 2021-04-14 22:10:49,149 INFO : TRAIN, epoch=0135, iter=00120/00196, fetch data time cost=1.59ms, fps=2046 images/s, loss=0.6174, top1-acc=80.96%, top5-acc=97.61%, remaining_time=0:00:09.658536, arrival_time=2021-04-14 22:10:58.808396, cost_time=0:00:15.250283 2021-04-14 22:10:50,402 INFO : TRAIN, epoch=0135, iter=00130/00196, fetch data time cost=1.95ms, fps=2044 images/s, loss=0.6213, top1-acc=80.88%, top5-acc=97.55%, remaining_time=0:00:08.378502, arrival_time=2021-04-14 22:10:58.781277, cost_time=0:00:16.503112 2021-04-14 22:10:51,657 INFO : TRAIN, epoch=0135, iter=00140/00196, fetch data time cost=1.49ms, fps=2042 images/s, loss=0.6216, top1-acc=80.90%, top5-acc=97.51%, remaining_time=0:00:07.102984, arrival_time=2021-04-14 22:10:58.760032, cost_time=0:00:17.757473 2021-04-14 22:10:52,913 INFO : TRAIN, epoch=0135, iter=00150/00196, fetch data time cost=1.42ms, fps=2037 images/s, loss=0.6238, top1-acc=80.78%, top5-acc=97.49%, remaining_time=0:00:05.831098, arrival_time=2021-04-14 22:10:58.745046, cost_time=0:00:19.014376 2021-04-14 22:10:54,170 INFO : TRAIN, epoch=0135, iter=00160/00196, fetch data time cost=1.50ms, fps=2039 images/s, loss=0.6233, top1-acc=80.85%, top5-acc=97.46%, remaining_time=0:00:04.560840, arrival_time=2021-04-14 22:10:58.730827, cost_time=0:00:20.270337 2021-04-14 22:10:55,428 INFO : TRAIN, epoch=0135, iter=00170/00196, fetch data time cost=1.76ms, fps=2035 images/s, loss=0.6249, top1-acc=80.79%, top5-acc=97.46%, remaining_time=0:00:03.292666, arrival_time=2021-04-14 22:10:58.721346, cost_time=0:00:21.529054 2021-04-14 22:10:56,694 INFO : TRAIN, epoch=0135, iter=00180/00196, fetch data time cost=2.08ms, fps=2022 images/s, loss=0.6257, top1-acc=80.80%, top5-acc=97.47%, remaining_time=0:00:02.026256, arrival_time=2021-04-14 22:10:58.721165, cost_time=0:00:22.795338 2021-04-14 22:10:57,941 INFO : TRAIN, epoch=0135, iter=00190/00196, fetch data time cost=1.21ms, fps=2054 images/s, loss=0.6284, top1-acc=80.73%, top5-acc=97.45%, remaining_time=0:00:00.759228, arrival_time=2021-04-14 22:10:58.700947, cost_time=0:00:24.042145 2021-04-14 22:10:58,618 INFO : TRAIN, epoch=0135, iter=00196/00196, fetch data time cost=1.26ms, fps=2010 images/s, loss=0.6311, top1-acc=80.67%, top5-acc=97.42%, remaining_time=0:00:00, arrival_time=2021-04-14 22:10:58.618800, cost_time=0:00:24.719169 2021-04-14 22:10:59,168 INFO : EVAL, epoch=0135, iter=00010/00040, fetch data time cost=1.70ms, fps=4676 images/s, loss=1.3721, top1-acc=63.40%, top5-acc=88.12%, remaining_time=0:00:01.642410, arrival_time=2021-04-14 22:11:00.810584, cost_time=0:00:00.547473 2021-04-14 22:10:59,564 INFO : EVAL, epoch=0135, iter=00020/00040, fetch data time cost=1.62ms, fps=6469 images/s, loss=1.3648, top1-acc=63.42%, top5-acc=88.16%, remaining_time=0:00:00.943660, arrival_time=2021-04-14 22:11:00.508042, cost_time=0:00:00.943666 2021-04-14 22:10:59,962 INFO : EVAL, epoch=0135, iter=00030/00040, fetch data time cost=0.43ms, fps=6441 images/s, loss=1.3643, top1-acc=62.97%, top5-acc=88.52%, remaining_time=0:00:00.447210, arrival_time=2021-04-14 22:11:00.409585, cost_time=0:00:01.341638 2021-04-14 22:11:00,324 INFO : EVAL, epoch=0135, iter=00040/00040, fetch data time cost=0.08ms, fps=6414 images/s, loss=1.3479, top1-acc=63.40%, top5-acc=88.63%, remaining_time=0:00:00, arrival_time=2021-04-14 22:11:00.324538, cost_time=0:00:01.703855 2021-04-14 22:11:00,481 INFO : Epoch=0135 complete, best val top1-acc=64.67%, top5-acc=89.57% (epoch=128), remaining_time=0:28:47.308830, arrival_time=2021-04-14 22:39:47.790211, cost_time=0:59:47.487614 2021-04-14 22:11:00,483 INFO : Train start, epoch=0136, lr=0.023875 2021-04-14 22:11:01,950 INFO : TRAIN, epoch=0136, iter=00010/00196, fetch data time cost=0.37ms, fps=1745 images/s, loss=0.5916, top1-acc=80.90%, top5-acc=98.24%, remaining_time=0:00:27.279318, arrival_time=2021-04-14 22:11:29.229826, cost_time=0:00:01.466632 2021-04-14 22:11:03,202 INFO : TRAIN, epoch=0136, iter=00020/00196, fetch data time cost=1.59ms, fps=2046 images/s, loss=0.5879, top1-acc=81.46%, top5-acc=98.09%, remaining_time=0:00:23.924736, arrival_time=2021-04-14 22:11:27.127333, cost_time=0:00:02.718711 2021-04-14 22:11:04,491 INFO : TRAIN, epoch=0136, iter=00030/00196, fetch data time cost=2.33ms, fps=2017 images/s, loss=0.5827, top1-acc=81.67%, top5-acc=98.01%, remaining_time=0:00:22.172786, arrival_time=2021-04-14 22:11:26.663853, cost_time=0:00:04.007126 2021-04-14 22:11:05,770 INFO : TRAIN, epoch=0136, iter=00040/00196, fetch data time cost=2.52ms, fps=2003 images/s, loss=0.5800, top1-acc=81.98%, top5-acc=97.90%, remaining_time=0:00:20.616024, arrival_time=2021-04-14 22:11:26.386053, cost_time=0:00:05.286156 2021-04-14 22:11:07,018 INFO : TRAIN, epoch=0136, iter=00050/00196, fetch data time cost=1.53ms, fps=2052 images/s, loss=0.5817, top1-acc=82.04%, top5-acc=97.87%, remaining_time=0:00:19.079718, arrival_time=2021-04-14 22:11:26.097767, cost_time=0:00:06.534170 2021-04-14 22:11:08,268 INFO : TRAIN, epoch=0136, iter=00060/00196, fetch data time cost=1.57ms, fps=2049 images/s, loss=0.5847, top1-acc=81.93%, top5-acc=97.83%, remaining_time=0:00:17.644368, arrival_time=2021-04-14 22:11:25.912554, cost_time=0:00:07.784301 2021-04-14 22:11:09,527 INFO : TRAIN, epoch=0136, iter=00070/00196, fetch data time cost=1.61ms, fps=2035 images/s, loss=0.5901, top1-acc=81.78%, top5-acc=97.78%, remaining_time=0:00:16.277436, arrival_time=2021-04-14 22:11:25.804356, cost_time=0:00:09.043047 2021-04-14 22:11:10,778 INFO : TRAIN, epoch=0136, iter=00080/00196, fetch data time cost=1.42ms, fps=2047 images/s, loss=0.5902, top1-acc=81.80%, top5-acc=97.81%, remaining_time=0:00:14.926996, arrival_time=2021-04-14 22:11:25.705260, cost_time=0:00:10.294472 2021-04-14 22:11:12,040 INFO : TRAIN, epoch=0136, iter=00090/00196, fetch data time cost=1.38ms, fps=2029 images/s, loss=0.5934, top1-acc=81.61%, top5-acc=97.79%, remaining_time=0:00:13.611036, arrival_time=2021-04-14 22:11:25.651496, cost_time=0:00:11.556573 2021-04-14 22:11:13,292 INFO : TRAIN, epoch=0136, iter=00100/00196, fetch data time cost=1.72ms, fps=2045 images/s, loss=0.5933, top1-acc=81.64%, top5-acc=97.80%, remaining_time=0:00:12.296544, arrival_time=2021-04-14 22:11:25.589292, cost_time=0:00:12.808886 2021-04-14 22:11:14,542 INFO : TRAIN, epoch=0136, iter=00110/00196, fetch data time cost=1.62ms, fps=2050 images/s, loss=0.5964, top1-acc=81.61%, top5-acc=97.79%, remaining_time=0:00:10.991144, arrival_time=2021-04-14 22:11:25.533410, cost_time=0:00:14.058461 2021-04-14 22:11:15,792 INFO : TRAIN, epoch=0136, iter=00120/00196, fetch data time cost=1.49ms, fps=2049 images/s, loss=0.5959, top1-acc=81.59%, top5-acc=97.80%, remaining_time=0:00:09.695396, arrival_time=2021-04-14 22:11:25.487899, cost_time=0:00:15.308567 2021-04-14 22:11:17,039 INFO : TRAIN, epoch=0136, iter=00130/00196, fetch data time cost=1.43ms, fps=2054 images/s, loss=0.5979, top1-acc=81.51%, top5-acc=97.78%, remaining_time=0:00:08.405034, arrival_time=2021-04-14 22:11:25.444302, cost_time=0:00:16.555415 2021-04-14 22:11:18,295 INFO : TRAIN, epoch=0136, iter=00140/00196, fetch data time cost=2.70ms, fps=2039 images/s, loss=0.6008, top1-acc=81.41%, top5-acc=97.73%, remaining_time=0:00:07.124656, arrival_time=2021-04-14 22:11:25.420210, cost_time=0:00:17.811688 2021-04-14 22:11:19,543 INFO : TRAIN, epoch=0136, iter=00150/00196, fetch data time cost=1.39ms, fps=2053 images/s, loss=0.6030, top1-acc=81.35%, top5-acc=97.72%, remaining_time=0:00:05.844898, arrival_time=2021-04-14 22:11:25.388126, cost_time=0:00:19.059400 2021-04-14 22:11:20,800 INFO : TRAIN, epoch=0136, iter=00160/00196, fetch data time cost=1.32ms, fps=2038 images/s, loss=0.6062, top1-acc=81.24%, top5-acc=97.66%, remaining_time=0:00:04.571136, arrival_time=2021-04-14 22:11:25.371199, cost_time=0:00:20.316221 2021-04-14 22:11:22,059 INFO : TRAIN, epoch=0136, iter=00170/00196, fetch data time cost=1.46ms, fps=2033 images/s, loss=0.6090, top1-acc=81.20%, top5-acc=97.62%, remaining_time=0:00:03.299842, arrival_time=2021-04-14 22:11:25.359627, cost_time=0:00:21.575883 2021-04-14 22:11:23,305 INFO : TRAIN, epoch=0136, iter=00180/00196, fetch data time cost=1.55ms, fps=2056 images/s, loss=0.6095, top1-acc=81.22%, top5-acc=97.62%, remaining_time=0:00:02.028608, arrival_time=2021-04-14 22:11:25.334326, cost_time=0:00:22.821911 2021-04-14 22:11:24,551 INFO : TRAIN, epoch=0136, iter=00190/00196, fetch data time cost=1.28ms, fps=2055 images/s, loss=0.6109, top1-acc=81.18%, top5-acc=97.61%, remaining_time=0:00:00.760044, arrival_time=2021-04-14 22:11:25.311824, cost_time=0:00:24.067982 2021-04-14 22:11:25,241 INFO : TRAIN, epoch=0136, iter=00196/00196, fetch data time cost=1.86ms, fps=1974 images/s, loss=0.6134, top1-acc=81.13%, top5-acc=97.59%, remaining_time=0:00:00, arrival_time=2021-04-14 22:11:25.241307, cost_time=0:00:24.757464 2021-04-14 22:11:25,807 INFO : EVAL, epoch=0136, iter=00010/00040, fetch data time cost=4.66ms, fps=4544 images/s, loss=1.3167, top1-acc=64.84%, top5-acc=88.87%, remaining_time=0:00:01.690230, arrival_time=2021-04-14 22:11:27.498128, cost_time=0:00:00.563407 2021-04-14 22:11:26,195 INFO : EVAL, epoch=0136, iter=00020/00040, fetch data time cost=1.37ms, fps=6616 images/s, loss=1.3281, top1-acc=64.14%, top5-acc=89.02%, remaining_time=0:00:00.950800, arrival_time=2021-04-14 22:11:27.146053, cost_time=0:00:00.950810 2021-04-14 22:11:26,594 INFO : EVAL, epoch=0136, iter=00030/00040, fetch data time cost=1.86ms, fps=6429 images/s, loss=1.2995, top1-acc=64.53%, top5-acc=89.37%, remaining_time=0:00:00.449840, arrival_time=2021-04-14 22:11:27.043819, cost_time=0:00:01.349531 2021-04-14 22:11:26,962 INFO : EVAL, epoch=0136, iter=00040/00040, fetch data time cost=0.05ms, fps=6305 images/s, loss=1.3027, top1-acc=64.23%, top5-acc=89.11%, remaining_time=0:00:00, arrival_time=2021-04-14 22:11:26.962415, cost_time=0:00:01.718016 2021-04-14 22:11:27,072 INFO : Epoch=0136 complete, best val top1-acc=64.67%, top5-acc=89.57% (epoch=128), remaining_time=0:28:20.742976, arrival_time=2021-04-14 22:39:47.815545, cost_time=1:00:14.078836 2021-04-14 22:11:27,073 INFO : Train start, epoch=0137, lr=0.023209 2021-04-14 22:11:28,481 INFO : TRAIN, epoch=0137, iter=00010/00196, fetch data time cost=0.27ms, fps=1819 images/s, loss=0.5957, top1-acc=81.68%, top5-acc=97.81%, remaining_time=0:00:26.171316, arrival_time=2021-04-14 22:11:54.652482, cost_time=0:00:01.407061 2021-04-14 22:11:29,752 INFO : TRAIN, epoch=0137, iter=00020/00196, fetch data time cost=2.22ms, fps=2015 images/s, loss=0.5866, top1-acc=81.66%, top5-acc=97.93%, remaining_time=0:00:23.568160, arrival_time=2021-04-14 22:11:53.320530, cost_time=0:00:02.678191 2021-04-14 22:11:31,012 INFO : TRAIN, epoch=0137, iter=00030/00196, fetch data time cost=1.41ms, fps=2032 images/s, loss=0.5854, top1-acc=81.76%, top5-acc=97.98%, remaining_time=0:00:21.793642, arrival_time=2021-04-14 22:11:52.806420, cost_time=0:00:03.938618 2021-04-14 22:11:32,266 INFO : TRAIN, epoch=0137, iter=00040/00196, fetch data time cost=1.40ms, fps=2042 images/s, loss=0.5792, top1-acc=81.83%, top5-acc=98.01%, remaining_time=0:00:20.251452, arrival_time=2021-04-14 22:11:52.518312, cost_time=0:00:05.192671 2021-04-14 22:11:33,516 INFO : TRAIN, epoch=0137, iter=00050/00196, fetch data time cost=1.41ms, fps=2050 images/s, loss=0.5781, top1-acc=81.96%, top5-acc=97.99%, remaining_time=0:00:18.811516, arrival_time=2021-04-14 22:11:52.327886, cost_time=0:00:06.442316 2021-04-14 22:11:34,766 INFO : TRAIN, epoch=0137, iter=00060/00196, fetch data time cost=1.40ms, fps=2049 images/s, loss=0.5818, top1-acc=81.83%, top5-acc=97.94%, remaining_time=0:00:17.435336, arrival_time=2021-04-14 22:11:52.201617, cost_time=0:00:07.692044 2021-04-14 22:11:36,020 INFO : TRAIN, epoch=0137, iter=00070/00196, fetch data time cost=1.53ms, fps=2042 images/s, loss=0.5871, top1-acc=81.70%, top5-acc=97.94%, remaining_time=0:00:16.104186, arrival_time=2021-04-14 22:11:52.124956, cost_time=0:00:08.946745 2021-04-14 22:11:37,270 INFO : TRAIN, epoch=0137, iter=00080/00196, fetch data time cost=1.48ms, fps=2050 images/s, loss=0.5897, top1-acc=81.72%, top5-acc=97.85%, remaining_time=0:00:14.784432, arrival_time=2021-04-14 22:11:52.054706, cost_time=0:00:10.196145 2021-04-14 22:11:38,520 INFO : TRAIN, epoch=0137, iter=00090/00196, fetch data time cost=1.42ms, fps=2048 images/s, loss=0.5925, top1-acc=81.64%, top5-acc=97.79%, remaining_time=0:00:13.481822, arrival_time=2021-04-14 22:11:52.002711, cost_time=0:00:11.446871 2021-04-14 22:11:39,778 INFO : TRAIN, epoch=0137, iter=00100/00196, fetch data time cost=1.47ms, fps=2037 images/s, loss=0.5933, top1-acc=81.64%, top5-acc=97.75%, remaining_time=0:00:12.196032, arrival_time=2021-04-14 22:11:51.974360, cost_time=0:00:12.704214 2021-04-14 22:11:41,042 INFO : TRAIN, epoch=0137, iter=00110/00196, fetch data time cost=1.67ms, fps=2026 images/s, loss=0.5969, top1-acc=81.53%, top5-acc=97.75%, remaining_time=0:00:10.920710, arrival_time=2021-04-14 22:11:51.963049, cost_time=0:00:13.968321 2021-04-14 22:11:42,294 INFO : TRAIN, epoch=0137, iter=00120/00196, fetch data time cost=1.87ms, fps=2044 images/s, loss=0.5964, top1-acc=81.55%, top5-acc=97.77%, remaining_time=0:00:09.639916, arrival_time=2021-04-14 22:11:51.934861, cost_time=0:00:15.220919 2021-04-14 22:11:43,550 INFO : TRAIN, epoch=0137, iter=00130/00196, fetch data time cost=1.32ms, fps=2040 images/s, loss=0.5982, top1-acc=81.51%, top5-acc=97.75%, remaining_time=0:00:08.364774, arrival_time=2021-04-14 22:11:51.915000, cost_time=0:00:16.476116 2021-04-14 22:11:44,805 INFO : TRAIN, epoch=0137, iter=00140/00196, fetch data time cost=1.55ms, fps=2041 images/s, loss=0.5977, top1-acc=81.51%, top5-acc=97.75%, remaining_time=0:00:07.092456, arrival_time=2021-04-14 22:11:51.897685, cost_time=0:00:17.731196 2021-04-14 22:11:46,076 INFO : TRAIN, epoch=0137, iter=00150/00196, fetch data time cost=2.15ms, fps=2015 images/s, loss=0.6001, top1-acc=81.43%, top5-acc=97.71%, remaining_time=0:00:05.827280, arrival_time=2021-04-14 22:11:51.903276, cost_time=0:00:19.001937 2021-04-14 22:11:47,355 INFO : TRAIN, epoch=0137, iter=00160/00196, fetch data time cost=2.13ms, fps=2002 images/s, loss=0.6033, top1-acc=81.30%, top5-acc=97.65%, remaining_time=0:00:04.563216, arrival_time=2021-04-14 22:11:51.918291, cost_time=0:00:20.280888 2021-04-14 22:11:48,610 INFO : TRAIN, epoch=0137, iter=00170/00196, fetch data time cost=1.62ms, fps=2041 images/s, loss=0.6047, top1-acc=81.27%, top5-acc=97.64%, remaining_time=0:00:03.293758, arrival_time=2021-04-14 22:11:51.903996, cost_time=0:00:21.536121 2021-04-14 22:11:49,859 INFO : TRAIN, epoch=0137, iter=00180/00196, fetch data time cost=1.61ms, fps=2050 images/s, loss=0.6038, top1-acc=81.32%, top5-acc=97.65%, remaining_time=0:00:02.025376, arrival_time=2021-04-14 22:11:51.884996, cost_time=0:00:22.785512 2021-04-14 22:11:51,111 INFO : TRAIN, epoch=0137, iter=00190/00196, fetch data time cost=1.38ms, fps=2046 images/s, loss=0.6035, top1-acc=81.34%, top5-acc=97.66%, remaining_time=0:00:00.759078, arrival_time=2021-04-14 22:11:51.870559, cost_time=0:00:24.037397 2021-04-14 22:11:51,789 INFO : TRAIN, epoch=0137, iter=00196/00196, fetch data time cost=1.24ms, fps=2007 images/s, loss=0.6040, top1-acc=81.30%, top5-acc=97.65%, remaining_time=0:00:00, arrival_time=2021-04-14 22:11:51.789768, cost_time=0:00:24.715708 2021-04-14 22:11:52,358 INFO : EVAL, epoch=0137, iter=00010/00040, fetch data time cost=4.47ms, fps=4525 images/s, loss=1.1968, top1-acc=66.64%, top5-acc=90.62%, remaining_time=0:00:01.697310, arrival_time=2021-04-14 22:11:54.055794, cost_time=0:00:00.565767 2021-04-14 22:11:52,754 INFO : EVAL, epoch=0137, iter=00020/00040, fetch data time cost=1.77ms, fps=6467 images/s, loss=1.2102, top1-acc=66.91%, top5-acc=90.20%, remaining_time=0:00:00.962200, arrival_time=2021-04-14 22:11:53.717046, cost_time=0:00:00.962205 2021-04-14 22:11:53,144 INFO : EVAL, epoch=0137, iter=00030/00040, fetch data time cost=2.11ms, fps=6584 images/s, loss=1.2383, top1-acc=66.13%, top5-acc=89.84%, remaining_time=0:00:00.450460, arrival_time=2021-04-14 22:11:53.594474, cost_time=0:00:01.351381 2021-04-14 22:11:53,504 INFO : EVAL, epoch=0137, iter=00040/00040, fetch data time cost=0.07ms, fps=6440 images/s, loss=1.2556, top1-acc=65.99%, top5-acc=89.85%, remaining_time=0:00:00, arrival_time=2021-04-14 22:11:53.504576, cost_time=0:00:01.711970 2021-04-14 22:11:53,707 INFO : Epoch=0137 complete, best val top1-acc=65.99%, top5-acc=89.85% (epoch=137), remaining_time=0:27:54.196965, arrival_time=2021-04-14 22:39:47.904725, cost_time=1:00:40.714012 2021-04-14 22:11:53,709 INFO : Train start, epoch=0138, lr=0.022549 2021-04-14 22:11:55,143 INFO : TRAIN, epoch=0138, iter=00010/00196, fetch data time cost=1.58ms, fps=1785 images/s, loss=0.5567, top1-acc=83.28%, top5-acc=98.12%, remaining_time=0:00:26.673702, arrival_time=2021-04-14 22:12:21.817446, cost_time=0:00:01.434068 2021-04-14 22:11:56,395 INFO : TRAIN, epoch=0138, iter=00020/00196, fetch data time cost=1.35ms, fps=2047 images/s, loss=0.5574, top1-acc=83.05%, top5-acc=98.09%, remaining_time=0:00:23.630816, arrival_time=2021-04-14 22:12:20.025887, cost_time=0:00:02.685312 2021-04-14 22:11:57,656 INFO : TRAIN, epoch=0138, iter=00030/00196, fetch data time cost=1.76ms, fps=2030 images/s, loss=0.5614, top1-acc=82.99%, top5-acc=98.05%, remaining_time=0:00:21.841284, arrival_time=2021-04-14 22:12:19.498177, cost_time=0:00:03.947221 2021-04-14 22:11:58,905 INFO : TRAIN, epoch=0138, iter=00040/00196, fetch data time cost=1.43ms, fps=2052 images/s, loss=0.5618, top1-acc=82.89%, top5-acc=98.12%, remaining_time=0:00:20.262060, arrival_time=2021-04-14 22:12:19.167163, cost_time=0:00:05.195390 2021-04-14 22:12:00,149 INFO : TRAIN, epoch=0138, iter=00050/00196, fetch data time cost=1.41ms, fps=2058 images/s, loss=0.5623, top1-acc=82.92%, top5-acc=98.10%, remaining_time=0:00:18.804654, arrival_time=2021-04-14 22:12:18.954231, cost_time=0:00:06.439945 2021-04-14 22:12:01,400 INFO : TRAIN, epoch=0138, iter=00060/00196, fetch data time cost=1.45ms, fps=2047 images/s, loss=0.5620, top1-acc=82.76%, top5-acc=98.10%, remaining_time=0:00:17.432208, arrival_time=2021-04-14 22:12:18.832539, cost_time=0:00:07.690703 2021-04-14 22:12:02,649 INFO : TRAIN, epoch=0138, iter=00070/00196, fetch data time cost=1.38ms, fps=2050 images/s, loss=0.5596, top1-acc=82.84%, top5-acc=98.10%, remaining_time=0:00:16.091712, arrival_time=2021-04-14 22:12:18.741238, cost_time=0:00:08.939811 2021-04-14 22:12:03,898 INFO : TRAIN, epoch=0138, iter=00080/00196, fetch data time cost=1.52ms, fps=2050 images/s, loss=0.5640, top1-acc=82.71%, top5-acc=98.00%, remaining_time=0:00:14.774108, arrival_time=2021-04-14 22:12:18.672829, cost_time=0:00:10.189073 2021-04-14 22:12:05,152 INFO : TRAIN, epoch=0138, iter=00090/00196, fetch data time cost=1.61ms, fps=2043 images/s, loss=0.5661, top1-acc=82.66%, top5-acc=97.96%, remaining_time=0:00:13.477052, arrival_time=2021-04-14 22:12:18.629421, cost_time=0:00:11.442742 2021-04-14 22:12:06,417 INFO : TRAIN, epoch=0138, iter=00100/00196, fetch data time cost=1.71ms, fps=2025 images/s, loss=0.5706, top1-acc=82.53%, top5-acc=97.91%, remaining_time=0:00:12.199200, arrival_time=2021-04-14 22:12:18.616453, cost_time=0:00:12.707485 2021-04-14 22:12:07,671 INFO : TRAIN, epoch=0138, iter=00110/00196, fetch data time cost=1.33ms, fps=2042 images/s, loss=0.5725, top1-acc=82.44%, top5-acc=97.90%, remaining_time=0:00:10.915464, arrival_time=2021-04-14 22:12:18.586741, cost_time=0:00:13.961653 2021-04-14 22:12:08,950 INFO : TRAIN, epoch=0138, iter=00120/00196, fetch data time cost=1.42ms, fps=2003 images/s, loss=0.5748, top1-acc=82.29%, top5-acc=97.91%, remaining_time=0:00:09.652228, arrival_time=2021-04-14 22:12:18.602305, cost_time=0:00:15.240364 2021-04-14 22:12:10,233 INFO : TRAIN, epoch=0138, iter=00130/00196, fetch data time cost=1.36ms, fps=1995 images/s, loss=0.5785, top1-acc=82.13%, top5-acc=97.91%, remaining_time=0:00:08.389128, arrival_time=2021-04-14 22:12:18.622826, cost_time=0:00:16.523981 2021-04-14 22:12:11,490 INFO : TRAIN, epoch=0138, iter=00140/00196, fetch data time cost=1.75ms, fps=2038 images/s, loss=0.5801, top1-acc=82.04%, top5-acc=97.90%, remaining_time=0:00:07.112392, arrival_time=2021-04-14 22:12:18.603091, cost_time=0:00:17.780995 2021-04-14 22:12:12,743 INFO : TRAIN, epoch=0138, iter=00150/00196, fetch data time cost=2.71ms, fps=2045 images/s, loss=0.5820, top1-acc=81.95%, top5-acc=97.91%, remaining_time=0:00:05.836986, arrival_time=2021-04-14 22:12:18.580397, cost_time=0:00:19.033723 2021-04-14 22:12:13,990 INFO : TRAIN, epoch=0138, iter=00160/00196, fetch data time cost=1.37ms, fps=2054 images/s, loss=0.5852, top1-acc=81.89%, top5-acc=97.88%, remaining_time=0:00:04.563108, arrival_time=2021-04-14 22:12:18.553243, cost_time=0:00:20.280476 2021-04-14 22:12:15,254 INFO : TRAIN, epoch=0138, iter=00170/00196, fetch data time cost=1.72ms, fps=2026 images/s, loss=0.5882, top1-acc=81.83%, top5-acc=97.83%, remaining_time=0:00:03.295032, arrival_time=2021-04-14 22:12:18.549330, cost_time=0:00:21.544518 2021-04-14 22:12:16,505 INFO : TRAIN, epoch=0138, iter=00180/00196, fetch data time cost=1.42ms, fps=2047 images/s, loss=0.5912, top1-acc=81.73%, top5-acc=97.81%, remaining_time=0:00:02.026304, arrival_time=2021-04-14 22:12:18.531860, cost_time=0:00:22.795928 2021-04-14 22:12:17,752 INFO : TRAIN, epoch=0138, iter=00190/00196, fetch data time cost=1.48ms, fps=2054 images/s, loss=0.5928, top1-acc=81.66%, top5-acc=97.79%, remaining_time=0:00:00.759246, arrival_time=2021-04-14 22:12:18.511818, cost_time=0:00:24.042851 2021-04-14 22:12:18,428 INFO : TRAIN, epoch=0138, iter=00196/00196, fetch data time cost=1.28ms, fps=2014 images/s, loss=0.5945, top1-acc=81.62%, top5-acc=97.81%, remaining_time=0:00:00, arrival_time=2021-04-14 22:12:18.428461, cost_time=0:00:24.718844 2021-04-14 22:12:18,939 INFO : EVAL, epoch=0138, iter=00010/00040, fetch data time cost=2.30ms, fps=5027 images/s, loss=1.3081, top1-acc=64.30%, top5-acc=89.18%, remaining_time=0:00:01.527870, arrival_time=2021-04-14 22:12:20.467407, cost_time=0:00:00.509289 2021-04-14 22:12:19,336 INFO : EVAL, epoch=0138, iter=00020/00040, fetch data time cost=0.20ms, fps=6463 images/s, loss=1.3062, top1-acc=64.14%, top5-acc=89.20%, remaining_time=0:00:00.905660, arrival_time=2021-04-14 22:12:20.241623, cost_time=0:00:00.905660 2021-04-14 22:12:19,734 INFO : EVAL, epoch=0138, iter=00030/00040, fetch data time cost=0.35ms, fps=6433 images/s, loss=1.2999, top1-acc=64.37%, top5-acc=89.26%, remaining_time=0:00:00.434710, arrival_time=2021-04-14 22:12:20.169233, cost_time=0:00:01.304117 2021-04-14 22:12:20,096 INFO : EVAL, epoch=0138, iter=00040/00040, fetch data time cost=0.08ms, fps=6425 images/s, loss=1.3185, top1-acc=63.98%, top5-acc=89.26%, remaining_time=0:00:00, arrival_time=2021-04-14 22:12:20.096114, cost_time=0:00:01.665867 2021-04-14 22:12:20,174 INFO : Epoch=0138 complete, best val top1-acc=65.99%, top5-acc=89.85% (epoch=137), remaining_time=0:27:27.574112, arrival_time=2021-04-14 22:39:47.748948, cost_time=1:01:07.181103 2021-04-14 22:12:20,176 INFO : Train start, epoch=0139, lr=0.021896 2021-04-14 22:12:21,626 INFO : TRAIN, epoch=0139, iter=00010/00196, fetch data time cost=1.55ms, fps=1766 images/s, loss=0.5594, top1-acc=83.05%, top5-acc=98.28%, remaining_time=0:00:26.965536, arrival_time=2021-04-14 22:12:48.591596, cost_time=0:00:01.449759 2021-04-14 22:12:22,887 INFO : TRAIN, epoch=0139, iter=00020/00196, fetch data time cost=2.15ms, fps=2030 images/s, loss=0.5781, top1-acc=82.38%, top5-acc=98.03%, remaining_time=0:00:23.861200, arrival_time=2021-04-14 22:12:46.748991, cost_time=0:00:02.711494 2021-04-14 22:12:24,142 INFO : TRAIN, epoch=0139, iter=00030/00196, fetch data time cost=1.84ms, fps=2041 images/s, loss=0.5661, top1-acc=82.53%, top5-acc=97.88%, remaining_time=0:00:21.947358, arrival_time=2021-04-14 22:12:46.090096, cost_time=0:00:03.966397 2021-04-14 22:12:25,415 INFO : TRAIN, epoch=0139, iter=00040/00196, fetch data time cost=2.32ms, fps=2013 images/s, loss=0.5631, top1-acc=82.93%, top5-acc=97.85%, remaining_time=0:00:20.431164, arrival_time=2021-04-14 22:12:45.846211, cost_time=0:00:05.238745 2021-04-14 22:12:26,673 INFO : TRAIN, epoch=0139, iter=00050/00196, fetch data time cost=1.41ms, fps=2036 images/s, loss=0.5672, top1-acc=82.70%, top5-acc=97.89%, remaining_time=0:00:18.970656, arrival_time=2021-04-14 22:12:45.643864, cost_time=0:00:06.496811 2021-04-14 22:12:27,933 INFO : TRAIN, epoch=0139, iter=00060/00196, fetch data time cost=1.41ms, fps=2033 images/s, loss=0.5663, top1-acc=82.76%, top5-acc=97.86%, remaining_time=0:00:17.581536, arrival_time=2021-04-14 22:12:45.514468, cost_time=0:00:07.756546 2021-04-14 22:12:29,206 INFO : TRAIN, epoch=0139, iter=00070/00196, fetch data time cost=1.65ms, fps=2011 images/s, loss=0.5633, top1-acc=82.89%, top5-acc=97.89%, remaining_time=0:00:16.254000, arrival_time=2021-04-14 22:12:45.460482, cost_time=0:00:09.030033 2021-04-14 22:12:30,458 INFO : TRAIN, epoch=0139, iter=00080/00196, fetch data time cost=1.60ms, fps=2047 images/s, loss=0.5682, top1-acc=82.72%, top5-acc=97.88%, remaining_time=0:00:14.908436, arrival_time=2021-04-14 22:12:45.366524, cost_time=0:00:10.281684 2021-04-14 22:12:31,703 INFO : TRAIN, epoch=0139, iter=00090/00196, fetch data time cost=1.31ms, fps=2057 images/s, loss=0.5725, top1-acc=82.48%, top5-acc=97.87%, remaining_time=0:00:13.576268, arrival_time=2021-04-14 22:12:45.279605, cost_time=0:00:11.527044 2021-04-14 22:12:32,954 INFO : TRAIN, epoch=0139, iter=00100/00196, fetch data time cost=2.53ms, fps=2047 images/s, loss=0.5745, top1-acc=82.35%, top5-acc=97.90%, remaining_time=0:00:12.267168, arrival_time=2021-04-14 22:12:45.221899, cost_time=0:00:12.778282 2021-04-14 22:12:34,208 INFO : TRAIN, epoch=0139, iter=00110/00196, fetch data time cost=1.91ms, fps=2044 images/s, loss=0.5740, top1-acc=82.37%, top5-acc=97.87%, remaining_time=0:00:10.970160, arrival_time=2021-04-14 22:12:45.178103, cost_time=0:00:14.031577 2021-04-14 22:12:35,464 INFO : TRAIN, epoch=0139, iter=00120/00196, fetch data time cost=1.37ms, fps=2038 images/s, loss=0.5737, top1-acc=82.38%, top5-acc=97.87%, remaining_time=0:00:09.682628, arrival_time=2021-04-14 22:12:45.147278, cost_time=0:00:15.288328 2021-04-14 22:12:36,713 INFO : TRAIN, epoch=0139, iter=00130/00196, fetch data time cost=1.50ms, fps=2051 images/s, loss=0.5731, top1-acc=82.39%, top5-acc=97.87%, remaining_time=0:00:08.395662, arrival_time=2021-04-14 22:12:45.108851, cost_time=0:00:16.536893 2021-04-14 22:12:37,960 INFO : TRAIN, epoch=0139, iter=00140/00196, fetch data time cost=1.34ms, fps=2054 images/s, loss=0.5735, top1-acc=82.34%, top5-acc=97.89%, remaining_time=0:00:07.113456, arrival_time=2021-04-14 22:12:45.073433, cost_time=0:00:17.783590 2021-04-14 22:12:39,210 INFO : TRAIN, epoch=0139, iter=00150/00196, fetch data time cost=1.33ms, fps=2047 images/s, loss=0.5755, top1-acc=82.24%, top5-acc=97.86%, remaining_time=0:00:05.837262, arrival_time=2021-04-14 22:12:45.048079, cost_time=0:00:19.034517 2021-04-14 22:12:40,459 INFO : TRAIN, epoch=0139, iter=00160/00196, fetch data time cost=1.94ms, fps=2051 images/s, loss=0.5789, top1-acc=82.19%, top5-acc=97.80%, remaining_time=0:00:04.563756, arrival_time=2021-04-14 22:12:45.023445, cost_time=0:00:20.283336 2021-04-14 22:12:41,712 INFO : TRAIN, epoch=0139, iter=00170/00196, fetch data time cost=1.87ms, fps=2045 images/s, loss=0.5823, top1-acc=82.09%, top5-acc=97.77%, remaining_time=0:00:03.293732, arrival_time=2021-04-14 22:12:45.005961, cost_time=0:00:21.535903 2021-04-14 22:12:42,960 INFO : TRAIN, epoch=0139, iter=00180/00196, fetch data time cost=1.35ms, fps=2052 images/s, loss=0.5844, top1-acc=82.09%, top5-acc=97.74%, remaining_time=0:00:02.025248, arrival_time=2021-04-14 22:12:44.985610, cost_time=0:00:22.784073 2021-04-14 22:12:44,221 INFO : TRAIN, epoch=0139, iter=00190/00196, fetch data time cost=1.25ms, fps=2031 images/s, loss=0.5843, top1-acc=82.09%, top5-acc=97.74%, remaining_time=0:00:00.759306, arrival_time=2021-04-14 22:12:44.980315, cost_time=0:00:24.044713 2021-04-14 22:12:44,901 INFO : TRAIN, epoch=0139, iter=00196/00196, fetch data time cost=1.60ms, fps=1999 images/s, loss=0.5851, top1-acc=82.08%, top5-acc=97.75%, remaining_time=0:00:00, arrival_time=2021-04-14 22:12:44.901726, cost_time=0:00:24.725358 2021-04-14 22:12:45,415 INFO : EVAL, epoch=0139, iter=00010/00040, fetch data time cost=3.67ms, fps=4998 images/s, loss=1.2571, top1-acc=65.39%, top5-acc=90.31%, remaining_time=0:00:01.536690, arrival_time=2021-04-14 22:12:46.952556, cost_time=0:00:00.512229 2021-04-14 22:12:45,812 INFO : EVAL, epoch=0139, iter=00020/00040, fetch data time cost=0.21ms, fps=6461 images/s, loss=1.2754, top1-acc=64.79%, top5-acc=89.84%, remaining_time=0:00:00.908880, arrival_time=2021-04-14 22:12:46.721392, cost_time=0:00:00.908885 2021-04-14 22:12:46,198 INFO : EVAL, epoch=0139, iter=00030/00040, fetch data time cost=0.21ms, fps=6641 images/s, loss=1.2732, top1-acc=65.10%, top5-acc=89.70%, remaining_time=0:00:00.431590, arrival_time=2021-04-14 22:12:46.629960, cost_time=0:00:01.294763 2021-04-14 22:12:46,556 INFO : EVAL, epoch=0139, iter=00040/00040, fetch data time cost=0.06ms, fps=6485 images/s, loss=1.2461, top1-acc=65.24%, top5-acc=89.89%, remaining_time=0:00:00, arrival_time=2021-04-14 22:12:46.556444, cost_time=0:00:01.652867 2021-04-14 22:12:46,629 INFO : Epoch=0139 complete, best val top1-acc=65.99%, top5-acc=89.85% (epoch=137), remaining_time=0:27:00.947998, arrival_time=2021-04-14 22:39:47.577313, cost_time=1:01:33.635568 2021-04-14 22:12:46,630 INFO : Train start, epoch=0140, lr=0.021250 2021-04-14 22:12:48,073 INFO : TRAIN, epoch=0140, iter=00010/00196, fetch data time cost=0.26ms, fps=1775 images/s, loss=0.5452, top1-acc=84.14%, top5-acc=97.54%, remaining_time=0:00:26.832918, arrival_time=2021-04-14 22:13:14.906439, cost_time=0:00:01.442630 2021-04-14 22:12:49,333 INFO : TRAIN, epoch=0140, iter=00020/00196, fetch data time cost=1.68ms, fps=2033 images/s, loss=0.5507, top1-acc=83.28%, top5-acc=97.85%, remaining_time=0:00:23.781472, arrival_time=2021-04-14 22:13:13.114808, cost_time=0:00:02.702449 2021-04-14 22:12:50,589 INFO : TRAIN, epoch=0140, iter=00030/00196, fetch data time cost=1.69ms, fps=2039 images/s, loss=0.5556, top1-acc=82.90%, top5-acc=97.92%, remaining_time=0:00:21.902538, arrival_time=2021-04-14 22:13:12.491729, cost_time=0:00:03.958294 2021-04-14 22:12:51,849 INFO : TRAIN, epoch=0140, iter=00040/00196, fetch data time cost=2.15ms, fps=2032 images/s, loss=0.5535, top1-acc=82.95%, top5-acc=98.12%, remaining_time=0:00:20.352228, arrival_time=2021-04-14 22:13:12.201607, cost_time=0:00:05.218512 2021-04-14 22:12:53,099 INFO : TRAIN, epoch=0140, iter=00050/00196, fetch data time cost=1.53ms, fps=2049 images/s, loss=0.5517, top1-acc=83.00%, top5-acc=98.10%, remaining_time=0:00:18.886852, arrival_time=2021-04-14 22:13:11.985785, cost_time=0:00:06.468099 2021-04-14 22:12:54,360 INFO : TRAIN, epoch=0140, iter=00060/00196, fetch data time cost=1.91ms, fps=2031 images/s, loss=0.5555, top1-acc=82.83%, top5-acc=98.02%, remaining_time=0:00:17.519112, arrival_time=2021-04-14 22:13:11.879064, cost_time=0:00:07.729038 2021-04-14 22:12:55,615 INFO : TRAIN, epoch=0140, iter=00070/00196, fetch data time cost=1.44ms, fps=2041 images/s, loss=0.5562, top1-acc=82.84%, top5-acc=98.09%, remaining_time=0:00:16.171596, arrival_time=2021-04-14 22:13:11.786611, cost_time=0:00:08.984207 2021-04-14 22:12:56,871 INFO : TRAIN, epoch=0140, iter=00080/00196, fetch data time cost=2.11ms, fps=2038 images/s, loss=0.5582, top1-acc=82.71%, top5-acc=98.12%, remaining_time=0:00:14.849392, arrival_time=2021-04-14 22:13:11.721220, cost_time=0:00:10.240931 2021-04-14 22:12:58,128 INFO : TRAIN, epoch=0140, iter=00090/00196, fetch data time cost=1.48ms, fps=2037 images/s, loss=0.5579, top1-acc=82.73%, top5-acc=98.09%, remaining_time=0:00:13.542136, arrival_time=2021-04-14 22:13:11.671023, cost_time=0:00:11.498080 2021-04-14 22:12:59,373 INFO : TRAIN, epoch=0140, iter=00100/00196, fetch data time cost=1.40ms, fps=2057 images/s, loss=0.5586, top1-acc=82.81%, top5-acc=98.07%, remaining_time=0:00:12.233088, arrival_time=2021-04-14 22:13:11.606635, cost_time=0:00:12.742761 2021-04-14 22:13:00,634 INFO : TRAIN, epoch=0140, iter=00110/00196, fetch data time cost=2.57ms, fps=2031 images/s, loss=0.5593, top1-acc=82.79%, top5-acc=98.06%, remaining_time=0:00:10.948402, arrival_time=2021-04-14 22:13:11.583079, cost_time=0:00:14.003810 2021-04-14 22:13:01,893 INFO : TRAIN, epoch=0140, iter=00120/00196, fetch data time cost=1.43ms, fps=2035 images/s, loss=0.5618, top1-acc=82.66%, top5-acc=98.04%, remaining_time=0:00:09.666060, arrival_time=2021-04-14 22:13:11.559156, cost_time=0:00:15.262235 2021-04-14 22:13:03,143 INFO : TRAIN, epoch=0140, iter=00130/00196, fetch data time cost=1.42ms, fps=2049 images/s, loss=0.5641, top1-acc=82.58%, top5-acc=98.04%, remaining_time=0:00:08.383122, arrival_time=2021-04-14 22:13:11.526382, cost_time=0:00:16.512244 2021-04-14 22:13:04,389 INFO : TRAIN, epoch=0140, iter=00140/00196, fetch data time cost=1.39ms, fps=2056 images/s, loss=0.5671, top1-acc=82.48%, top5-acc=98.01%, remaining_time=0:00:07.103432, arrival_time=2021-04-14 22:13:11.492827, cost_time=0:00:17.758579 2021-04-14 22:13:05,641 INFO : TRAIN, epoch=0140, iter=00150/00196, fetch data time cost=1.50ms, fps=2045 images/s, loss=0.5679, top1-acc=82.43%, top5-acc=98.01%, remaining_time=0:00:05.829994, arrival_time=2021-04-14 22:13:11.471697, cost_time=0:00:19.010893 2021-04-14 22:13:06,891 INFO : TRAIN, epoch=0140, iter=00160/00196, fetch data time cost=1.42ms, fps=2050 images/s, loss=0.5705, top1-acc=82.33%, top5-acc=98.01%, remaining_time=0:00:04.558572, arrival_time=2021-04-14 22:13:11.449763, cost_time=0:00:20.260308 2021-04-14 22:13:08,144 INFO : TRAIN, epoch=0140, iter=00170/00196, fetch data time cost=1.29ms, fps=2043 images/s, loss=0.5726, top1-acc=82.30%, top5-acc=97.98%, remaining_time=0:00:03.290352, arrival_time=2021-04-14 22:13:11.435050, cost_time=0:00:21.513881 2021-04-14 22:13:09,408 INFO : TRAIN, epoch=0140, iter=00180/00196, fetch data time cost=1.67ms, fps=2026 images/s, loss=0.5741, top1-acc=82.26%, top5-acc=97.94%, remaining_time=0:00:02.024704, arrival_time=2021-04-14 22:13:11.433396, cost_time=0:00:22.777866 2021-04-14 22:13:10,670 INFO : TRAIN, epoch=0140, iter=00190/00196, fetch data time cost=1.67ms, fps=2030 images/s, loss=0.5747, top1-acc=82.25%, top5-acc=97.93%, remaining_time=0:00:00.759144, arrival_time=2021-04-14 22:13:11.429543, cost_time=0:00:24.039530 2021-04-14 22:13:11,348 INFO : TRAIN, epoch=0140, iter=00196/00196, fetch data time cost=1.25ms, fps=2008 images/s, loss=0.5754, top1-acc=82.22%, top5-acc=97.92%, remaining_time=0:00:00, arrival_time=2021-04-14 22:13:11.348266, cost_time=0:00:24.717439 2021-04-14 22:13:11,869 INFO : EVAL, epoch=0140, iter=00010/00040, fetch data time cost=1.99ms, fps=4931 images/s, loss=1.2126, top1-acc=66.48%, top5-acc=90.70%, remaining_time=0:00:01.557360, arrival_time=2021-04-14 22:13:13.426790, cost_time=0:00:00.519122 2021-04-14 22:13:12,283 INFO : EVAL, epoch=0140, iter=00020/00040, fetch data time cost=0.46ms, fps=6196 images/s, loss=1.2269, top1-acc=66.17%, top5-acc=90.04%, remaining_time=0:00:00.932860, arrival_time=2021-04-14 22:13:13.215985, cost_time=0:00:00.932860 2021-04-14 22:13:12,685 INFO : EVAL, epoch=0140, iter=00030/00040, fetch data time cost=3.69ms, fps=6373 images/s, loss=1.2329, top1-acc=65.86%, top5-acc=90.29%, remaining_time=0:00:00.445010, arrival_time=2021-04-14 22:13:13.130260, cost_time=0:00:01.335017 2021-04-14 22:13:13,046 INFO : EVAL, epoch=0140, iter=00040/00040, fetch data time cost=0.07ms, fps=6431 images/s, loss=1.2452, top1-acc=65.56%, top5-acc=89.84%, remaining_time=0:00:00, arrival_time=2021-04-14 22:13:13.046361, cost_time=0:00:01.696141 2021-04-14 22:13:13,125 INFO : Epoch=0140 complete, best val top1-acc=65.99%, top5-acc=89.85% (epoch=137), remaining_time=0:26:34.342200, arrival_time=2021-04-14 22:39:47.467661, cost_time=1:02:00.131730 2021-04-14 22:13:13,126 INFO : Train start, epoch=0141, lr=0.020611 2021-04-14 22:13:14,575 INFO : TRAIN, epoch=0141, iter=00010/00196, fetch data time cost=0.24ms, fps=1768 images/s, loss=0.5472, top1-acc=83.16%, top5-acc=98.16%, remaining_time=0:00:26.933358, arrival_time=2021-04-14 22:13:41.508279, cost_time=0:00:01.448029 2021-04-14 22:13:15,843 INFO : TRAIN, epoch=0141, iter=00020/00196, fetch data time cost=1.43ms, fps=2019 images/s, loss=0.5445, top1-acc=83.12%, top5-acc=98.40%, remaining_time=0:00:23.904144, arrival_time=2021-04-14 22:13:39.747408, cost_time=0:00:02.716373 2021-04-14 22:13:17,107 INFO : TRAIN, epoch=0141, iter=00030/00196, fetch data time cost=1.28ms, fps=2026 images/s, loss=0.5453, top1-acc=83.05%, top5-acc=98.42%, remaining_time=0:00:22.025710, arrival_time=2021-04-14 22:13:39.133207, cost_time=0:00:03.980557 2021-04-14 22:13:18,380 INFO : TRAIN, epoch=0141, iter=00040/00196, fetch data time cost=1.53ms, fps=2013 images/s, loss=0.5311, top1-acc=83.72%, top5-acc=98.41%, remaining_time=0:00:20.487012, arrival_time=2021-04-14 22:13:38.867041, cost_time=0:00:05.253090 2021-04-14 22:13:19,631 INFO : TRAIN, epoch=0141, iter=00050/00196, fetch data time cost=1.62ms, fps=2047 images/s, loss=0.5294, top1-acc=83.77%, top5-acc=98.41%, remaining_time=0:00:18.992556, arrival_time=2021-04-14 22:13:38.623673, cost_time=0:00:06.504320 2021-04-14 22:13:20,885 INFO : TRAIN, epoch=0141, iter=00060/00196, fetch data time cost=1.35ms, fps=2042 images/s, loss=0.5330, top1-acc=83.72%, top5-acc=98.33%, remaining_time=0:00:17.584936, arrival_time=2021-04-14 22:13:38.469919, cost_time=0:00:07.758066 2021-04-14 22:13:22,131 INFO : TRAIN, epoch=0141, iter=00070/00196, fetch data time cost=1.54ms, fps=2055 images/s, loss=0.5277, top1-acc=83.78%, top5-acc=98.38%, remaining_time=0:00:16.208514, arrival_time=2021-04-14 22:13:38.340192, cost_time=0:00:09.004737 2021-04-14 22:13:23,384 INFO : TRAIN, epoch=0141, iter=00080/00196, fetch data time cost=1.45ms, fps=2045 images/s, loss=0.5273, top1-acc=83.75%, top5-acc=98.37%, remaining_time=0:00:14.873172, arrival_time=2021-04-14 22:13:38.257415, cost_time=0:00:10.257360 2021-04-14 22:13:24,631 INFO : TRAIN, epoch=0141, iter=00090/00196, fetch data time cost=1.41ms, fps=2054 images/s, loss=0.5302, top1-acc=83.60%, top5-acc=98.34%, remaining_time=0:00:13.549662, arrival_time=2021-04-14 22:13:38.180858, cost_time=0:00:11.504400 2021-04-14 22:13:25,878 INFO : TRAIN, epoch=0141, iter=00100/00196, fetch data time cost=1.41ms, fps=2054 images/s, loss=0.5359, top1-acc=83.45%, top5-acc=98.29%, remaining_time=0:00:12.241344, arrival_time=2021-04-14 22:13:38.119613, cost_time=0:00:12.751352 2021-04-14 22:13:27,128 INFO : TRAIN, epoch=0141, iter=00110/00196, fetch data time cost=1.39ms, fps=2049 images/s, loss=0.5362, top1-acc=83.42%, top5-acc=98.30%, remaining_time=0:00:10.946424, arrival_time=2021-04-14 22:13:38.074471, cost_time=0:00:14.001198 2021-04-14 22:13:28,378 INFO : TRAIN, epoch=0141, iter=00120/00196, fetch data time cost=1.83ms, fps=2048 images/s, loss=0.5406, top1-acc=83.27%, top5-acc=98.25%, remaining_time=0:00:09.659448, arrival_time=2021-04-14 22:13:38.038103, cost_time=0:00:15.251815 2021-04-14 22:13:29,641 INFO : TRAIN, epoch=0141, iter=00130/00196, fetch data time cost=1.48ms, fps=2029 images/s, loss=0.5438, top1-acc=83.19%, top5-acc=98.23%, remaining_time=0:00:08.384046, arrival_time=2021-04-14 22:13:38.024957, cost_time=0:00:16.514029 2021-04-14 22:13:30,897 INFO : TRAIN, epoch=0141, iter=00140/00196, fetch data time cost=1.82ms, fps=2039 images/s, loss=0.5478, top1-acc=83.14%, top5-acc=98.19%, remaining_time=0:00:07.108136, arrival_time=2021-04-14 22:13:38.005250, cost_time=0:00:17.770296 2021-04-14 22:13:32,151 INFO : TRAIN, epoch=0141, iter=00150/00196, fetch data time cost=1.41ms, fps=2042 images/s, loss=0.5497, top1-acc=83.03%, top5-acc=98.14%, remaining_time=0:00:05.834088, arrival_time=2021-04-14 22:13:37.985115, cost_time=0:00:19.024228 2021-04-14 22:13:33,404 INFO : TRAIN, epoch=0141, iter=00160/00196, fetch data time cost=2.05ms, fps=2044 images/s, loss=0.5520, top1-acc=82.97%, top5-acc=98.13%, remaining_time=0:00:04.562352, arrival_time=2021-04-14 22:13:37.966424, cost_time=0:00:20.277188 2021-04-14 22:13:34,656 INFO : TRAIN, epoch=0141, iter=00170/00196, fetch data time cost=1.74ms, fps=2046 images/s, loss=0.5534, top1-acc=82.93%, top5-acc=98.08%, remaining_time=0:00:03.292692, arrival_time=2021-04-14 22:13:37.948687, cost_time=0:00:21.529183 2021-04-14 22:13:35,904 INFO : TRAIN, epoch=0141, iter=00180/00196, fetch data time cost=1.40ms, fps=2051 images/s, loss=0.5545, top1-acc=82.87%, top5-acc=98.08%, remaining_time=0:00:02.024720, arrival_time=2021-04-14 22:13:37.929559, cost_time=0:00:22.778042 2021-04-14 22:13:37,151 INFO : TRAIN, epoch=0141, iter=00190/00196, fetch data time cost=1.27ms, fps=2055 images/s, loss=0.5571, top1-acc=82.78%, top5-acc=98.05%, remaining_time=0:00:00.758658, arrival_time=2021-04-14 22:13:37.909702, cost_time=0:00:24.024250 2021-04-14 22:13:37,828 INFO : TRAIN, epoch=0141, iter=00196/00196, fetch data time cost=1.27ms, fps=2009 images/s, loss=0.5600, top1-acc=82.73%, top5-acc=98.02%, remaining_time=0:00:00, arrival_time=2021-04-14 22:13:37.828599, cost_time=0:00:24.701736 2021-04-14 22:13:38,399 INFO : EVAL, epoch=0141, iter=00010/00040, fetch data time cost=2.10ms, fps=4503 images/s, loss=1.1696, top1-acc=67.19%, top5-acc=90.90%, remaining_time=0:00:01.705320, arrival_time=2021-04-14 22:13:40.104361, cost_time=0:00:00.568437 2021-04-14 22:13:38,797 INFO : EVAL, epoch=0141, iter=00020/00040, fetch data time cost=3.68ms, fps=6432 images/s, loss=1.2157, top1-acc=66.07%, top5-acc=90.31%, remaining_time=0:00:00.967120, arrival_time=2021-04-14 22:13:39.764813, cost_time=0:00:00.967130 2021-04-14 22:13:39,188 INFO : EVAL, epoch=0141, iter=00030/00040, fetch data time cost=2.32ms, fps=6553 images/s, loss=1.2310, top1-acc=65.35%, top5-acc=90.16%, remaining_time=0:00:00.452780, arrival_time=2021-04-14 22:13:39.641643, cost_time=0:00:01.358352 2021-04-14 22:13:39,547 INFO : EVAL, epoch=0141, iter=00040/00040, fetch data time cost=0.06ms, fps=6475 images/s, loss=1.2528, top1-acc=65.25%, top5-acc=90.00%, remaining_time=0:00:00, arrival_time=2021-04-14 22:13:39.547470, cost_time=0:00:01.716990 2021-04-14 22:13:39,669 INFO : Epoch=0141 complete, best val top1-acc=65.99%, top5-acc=89.85% (epoch=137), remaining_time=0:26:07.758089, arrival_time=2021-04-14 22:39:47.427899, cost_time=1:02:26.676080 2021-04-14 22:13:39,671 INFO : Train start, epoch=0142, lr=0.019979 2021-04-14 22:13:41,105 INFO : TRAIN, epoch=0142, iter=00010/00196, fetch data time cost=0.25ms, fps=1785 images/s, loss=0.5455, top1-acc=83.95%, top5-acc=97.58%, remaining_time=0:00:26.681700, arrival_time=2021-04-14 22:14:07.787505, cost_time=0:00:01.434504 2021-04-14 22:13:42,356 INFO : TRAIN, epoch=0142, iter=00020/00196, fetch data time cost=1.54ms, fps=2048 images/s, loss=0.5198, top1-acc=84.14%, top5-acc=98.14%, remaining_time=0:00:23.627824, arrival_time=2021-04-14 22:14:05.984096, cost_time=0:00:02.684972 2021-04-14 22:13:43,616 INFO : TRAIN, epoch=0142, iter=00030/00196, fetch data time cost=2.30ms, fps=2033 images/s, loss=0.5181, top1-acc=84.26%, top5-acc=98.32%, remaining_time=0:00:21.828170, arrival_time=2021-04-14 22:14:05.444344, cost_time=0:00:03.944860 2021-04-14 22:13:44,873 INFO : TRAIN, epoch=0142, iter=00040/00196, fetch data time cost=1.56ms, fps=2037 images/s, loss=0.5248, top1-acc=83.98%, top5-acc=98.27%, remaining_time=0:00:20.287956, arrival_time=2021-04-14 22:14:05.161314, cost_time=0:00:05.202041 2021-04-14 22:13:46,131 INFO : TRAIN, epoch=0142, iter=00050/00196, fetch data time cost=1.50ms, fps=2036 images/s, loss=0.5194, top1-acc=84.17%, top5-acc=98.32%, remaining_time=0:00:18.862616, arrival_time=2021-04-14 22:14:04.993671, cost_time=0:00:06.459812 2021-04-14 22:13:47,389 INFO : TRAIN, epoch=0142, iter=00060/00196, fetch data time cost=1.63ms, fps=2035 images/s, loss=0.5222, top1-acc=83.98%, top5-acc=98.33%, remaining_time=0:00:17.494632, arrival_time=2021-04-14 22:14:04.884190, cost_time=0:00:07.718204 2021-04-14 22:13:48,654 INFO : TRAIN, epoch=0142, iter=00070/00196, fetch data time cost=2.06ms, fps=2025 images/s, loss=0.5295, top1-acc=83.85%, top5-acc=98.24%, remaining_time=0:00:16.169328, arrival_time=2021-04-14 22:14:04.823486, cost_time=0:00:08.982937 2021-04-14 22:13:49,917 INFO : TRAIN, epoch=0142, iter=00080/00196, fetch data time cost=1.38ms, fps=2027 images/s, loss=0.5268, top1-acc=83.94%, top5-acc=98.21%, remaining_time=0:00:14.856816, arrival_time=2021-04-14 22:14:04.774170, cost_time=0:00:10.246049 2021-04-14 22:13:51,182 INFO : TRAIN, epoch=0142, iter=00090/00196, fetch data time cost=1.82ms, fps=2025 images/s, loss=0.5292, top1-acc=83.88%, top5-acc=98.23%, remaining_time=0:00:13.557082, arrival_time=2021-04-14 22:14:04.739060, cost_time=0:00:11.510715 2021-04-14 22:13:52,445 INFO : TRAIN, epoch=0142, iter=00100/00196, fetch data time cost=2.15ms, fps=2027 images/s, loss=0.5341, top1-acc=83.71%, top5-acc=98.21%, remaining_time=0:00:12.263424, arrival_time=2021-04-14 22:14:04.709180, cost_time=0:00:12.774400 2021-04-14 22:13:53,697 INFO : TRAIN, epoch=0142, iter=00110/00196, fetch data time cost=1.52ms, fps=2047 images/s, loss=0.5346, top1-acc=83.65%, top5-acc=98.21%, remaining_time=0:00:10.965860, arrival_time=2021-04-14 22:14:04.663162, cost_time=0:00:14.026069 2021-04-14 22:13:54,951 INFO : TRAIN, epoch=0142, iter=00120/00196, fetch data time cost=1.58ms, fps=2041 images/s, loss=0.5376, top1-acc=83.55%, top5-acc=98.18%, remaining_time=0:00:09.677688, arrival_time=2021-04-14 22:14:04.629473, cost_time=0:00:15.280565 2021-04-14 22:13:56,206 INFO : TRAIN, epoch=0142, iter=00130/00196, fetch data time cost=1.38ms, fps=2042 images/s, loss=0.5373, top1-acc=83.60%, top5-acc=98.18%, remaining_time=0:00:08.394606, arrival_time=2021-04-14 22:14:04.600818, cost_time=0:00:16.534866 2021-04-14 22:13:57,461 INFO : TRAIN, epoch=0142, iter=00140/00196, fetch data time cost=1.43ms, fps=2040 images/s, loss=0.5386, top1-acc=83.56%, top5-acc=98.14%, remaining_time=0:00:07.116144, arrival_time=2021-04-14 22:14:04.577707, cost_time=0:00:17.790342 2021-04-14 22:13:58,721 INFO : TRAIN, epoch=0142, iter=00150/00196, fetch data time cost=1.41ms, fps=2032 images/s, loss=0.5411, top1-acc=83.46%, top5-acc=98.12%, remaining_time=0:00:05.842230, arrival_time=2021-04-14 22:14:04.564122, cost_time=0:00:19.050678 2021-04-14 22:13:59,984 INFO : TRAIN, epoch=0142, iter=00160/00196, fetch data time cost=2.15ms, fps=2029 images/s, loss=0.5448, top1-acc=83.31%, top5-acc=98.09%, remaining_time=0:00:04.570416, arrival_time=2021-04-14 22:14:04.554623, cost_time=0:00:20.312900 2021-04-14 22:14:01,243 INFO : TRAIN, epoch=0142, iter=00170/00196, fetch data time cost=1.41ms, fps=2033 images/s, loss=0.5462, top1-acc=83.21%, top5-acc=98.08%, remaining_time=0:00:03.299322, arrival_time=2021-04-14 22:14:04.543049, cost_time=0:00:21.572495 2021-04-14 22:14:02,506 INFO : TRAIN, epoch=0142, iter=00180/00196, fetch data time cost=1.40ms, fps=2029 images/s, loss=0.5474, top1-acc=83.16%, top5-acc=98.08%, remaining_time=0:00:02.029760, arrival_time=2021-04-14 22:14:04.535740, cost_time=0:00:22.834719 2021-04-14 22:14:03,753 INFO : TRAIN, epoch=0142, iter=00190/00196, fetch data time cost=1.23ms, fps=2053 images/s, loss=0.5496, top1-acc=83.06%, top5-acc=98.06%, remaining_time=0:00:00.760500, arrival_time=2021-04-14 22:14:04.514213, cost_time=0:00:24.082499 2021-04-14 22:14:04,431 INFO : TRAIN, epoch=0142, iter=00196/00196, fetch data time cost=1.46ms, fps=2009 images/s, loss=0.5530, top1-acc=82.96%, top5-acc=98.05%, remaining_time=0:00:00, arrival_time=2021-04-14 22:14:04.431187, cost_time=0:00:24.759912 2021-04-14 22:14:04,943 INFO : EVAL, epoch=0142, iter=00010/00040, fetch data time cost=3.17ms, fps=5017 images/s, loss=1.2950, top1-acc=65.23%, top5-acc=90.00%, remaining_time=0:00:01.530810, arrival_time=2021-04-14 22:14:06.474086, cost_time=0:00:00.510269 2021-04-14 22:14:05,344 INFO : EVAL, epoch=0142, iter=00020/00040, fetch data time cost=0.30ms, fps=6391 images/s, loss=1.2517, top1-acc=65.94%, top5-acc=90.21%, remaining_time=0:00:00.911300, arrival_time=2021-04-14 22:14:06.255583, cost_time=0:00:00.911306 2021-04-14 22:14:05,738 INFO : EVAL, epoch=0142, iter=00030/00040, fetch data time cost=0.21ms, fps=6504 images/s, loss=1.2437, top1-acc=65.91%, top5-acc=90.30%, remaining_time=0:00:00.435080, arrival_time=2021-04-14 22:14:06.173366, cost_time=0:00:01.305252 2021-04-14 22:14:06,100 INFO : EVAL, epoch=0142, iter=00040/00040, fetch data time cost=0.07ms, fps=6417 images/s, loss=1.2209, top1-acc=66.02%, top5-acc=90.43%, remaining_time=0:00:00, arrival_time=2021-04-14 22:14:06.100279, cost_time=0:00:01.667332 2021-04-14 22:14:06,249 INFO : Epoch=0142 complete, best val top1-acc=66.02%, top5-acc=90.43% (epoch=142), remaining_time=0:25:41.188818, arrival_time=2021-04-14 22:39:47.437989, cost_time=1:02:53.255427 2021-04-14 22:14:06,251 INFO : Train start, epoch=0143, lr=0.019355 2021-04-14 22:14:07,672 INFO : TRAIN, epoch=0143, iter=00010/00196, fetch data time cost=1.37ms, fps=1802 images/s, loss=0.5506, top1-acc=82.46%, top5-acc=97.85%, remaining_time=0:00:26.429484, arrival_time=2021-04-14 22:14:34.101676, cost_time=0:00:01.420937 2021-04-14 22:14:08,939 INFO : TRAIN, epoch=0143, iter=00020/00196, fetch data time cost=1.89ms, fps=2022 images/s, loss=0.5276, top1-acc=83.34%, top5-acc=98.11%, remaining_time=0:00:23.651936, arrival_time=2021-04-14 22:14:32.590954, cost_time=0:00:02.687712 2021-04-14 22:14:10,203 INFO : TRAIN, epoch=0143, iter=00030/00196, fetch data time cost=1.88ms, fps=2027 images/s, loss=0.5317, top1-acc=83.15%, top5-acc=98.15%, remaining_time=0:00:21.866516, arrival_time=2021-04-14 22:14:32.069514, cost_time=0:00:03.951770 2021-04-14 22:14:11,459 INFO : TRAIN, epoch=0143, iter=00040/00196, fetch data time cost=2.13ms, fps=2038 images/s, loss=0.5349, top1-acc=83.21%, top5-acc=98.10%, remaining_time=0:00:20.312136, arrival_time=2021-04-14 22:14:31.771588, cost_time=0:00:05.208246 2021-04-14 22:14:12,719 INFO : TRAIN, epoch=0143, iter=00050/00196, fetch data time cost=1.59ms, fps=2032 images/s, loss=0.5295, top1-acc=83.38%, top5-acc=98.22%, remaining_time=0:00:18.888312, arrival_time=2021-04-14 22:14:31.608135, cost_time=0:00:06.468612 2021-04-14 22:14:13,973 INFO : TRAIN, epoch=0143, iter=00060/00196, fetch data time cost=2.29ms, fps=2043 images/s, loss=0.5205, top1-acc=83.70%, top5-acc=98.25%, remaining_time=0:00:17.503200, arrival_time=2021-04-14 22:14:31.476427, cost_time=0:00:07.722004 2021-04-14 22:14:15,217 INFO : TRAIN, epoch=0143, iter=00070/00196, fetch data time cost=1.38ms, fps=2058 images/s, loss=0.5247, top1-acc=83.62%, top5-acc=98.19%, remaining_time=0:00:16.139844, arrival_time=2021-04-14 22:14:31.357611, cost_time=0:00:08.966609 2021-04-14 22:14:16,478 INFO : TRAIN, epoch=0143, iter=00080/00196, fetch data time cost=2.20ms, fps=2032 images/s, loss=0.5276, top1-acc=83.53%, top5-acc=98.16%, remaining_time=0:00:14.828512, arrival_time=2021-04-14 22:14:31.306434, cost_time=0:00:10.226586 2021-04-14 22:14:17,738 INFO : TRAIN, epoch=0143, iter=00090/00196, fetch data time cost=2.12ms, fps=2032 images/s, loss=0.5255, top1-acc=83.66%, top5-acc=98.22%, remaining_time=0:00:13.529310, arrival_time=2021-04-14 22:14:31.267582, cost_time=0:00:11.487114 2021-04-14 22:14:18,996 INFO : TRAIN, epoch=0143, iter=00100/00196, fetch data time cost=1.50ms, fps=2036 images/s, loss=0.5270, top1-acc=83.54%, top5-acc=98.21%, remaining_time=0:00:12.235104, arrival_time=2021-04-14 22:14:31.231207, cost_time=0:00:12.744883 2021-04-14 22:14:20,255 INFO : TRAIN, epoch=0143, iter=00110/00196, fetch data time cost=2.44ms, fps=2033 images/s, loss=0.5280, top1-acc=83.57%, top5-acc=98.19%, remaining_time=0:00:10.948832, arrival_time=2021-04-14 22:14:31.204336, cost_time=0:00:14.004277 2021-04-14 22:14:21,506 INFO : TRAIN, epoch=0143, iter=00120/00196, fetch data time cost=1.51ms, fps=2047 images/s, loss=0.5274, top1-acc=83.55%, top5-acc=98.18%, remaining_time=0:00:09.661880, arrival_time=2021-04-14 22:14:31.168583, cost_time=0:00:15.255560 2021-04-14 22:14:22,764 INFO : TRAIN, epoch=0143, iter=00130/00196, fetch data time cost=1.39ms, fps=2037 images/s, loss=0.5282, top1-acc=83.58%, top5-acc=98.19%, remaining_time=0:00:08.383386, arrival_time=2021-04-14 22:14:31.147327, cost_time=0:00:16.512709 2021-04-14 22:14:24,008 INFO : TRAIN, epoch=0143, iter=00140/00196, fetch data time cost=1.53ms, fps=2058 images/s, loss=0.5286, top1-acc=83.58%, top5-acc=98.17%, remaining_time=0:00:07.102984, arrival_time=2021-04-14 22:14:31.111569, cost_time=0:00:17.757428 2021-04-14 22:14:25,255 INFO : TRAIN, epoch=0143, iter=00150/00196, fetch data time cost=1.50ms, fps=2054 images/s, loss=0.5300, top1-acc=83.51%, top5-acc=98.15%, remaining_time=0:00:05.827878, arrival_time=2021-04-14 22:14:31.083000, cost_time=0:00:19.003979 2021-04-14 22:14:26,514 INFO : TRAIN, epoch=0143, iter=00160/00196, fetch data time cost=1.38ms, fps=2034 images/s, loss=0.5319, top1-acc=83.47%, top5-acc=98.15%, remaining_time=0:00:04.559184, arrival_time=2021-04-14 22:14:31.073363, cost_time=0:00:20.262971 2021-04-14 22:14:27,759 INFO : TRAIN, epoch=0143, iter=00170/00196, fetch data time cost=1.43ms, fps=2057 images/s, loss=0.5339, top1-acc=83.38%, top5-acc=98.14%, remaining_time=0:00:03.289442, arrival_time=2021-04-14 22:14:31.048530, cost_time=0:00:21.507916 2021-04-14 22:14:29,007 INFO : TRAIN, epoch=0143, iter=00180/00196, fetch data time cost=1.36ms, fps=2051 images/s, loss=0.5354, top1-acc=83.34%, top5-acc=98.12%, remaining_time=0:00:02.022800, arrival_time=2021-04-14 22:14:31.030541, cost_time=0:00:22.756558 2021-04-14 22:14:30,262 INFO : TRAIN, epoch=0143, iter=00190/00196, fetch data time cost=1.23ms, fps=2041 images/s, loss=0.5371, top1-acc=83.29%, top5-acc=98.11%, remaining_time=0:00:00.758250, arrival_time=2021-04-14 22:14:31.020650, cost_time=0:00:24.011262 2021-04-14 22:14:30,937 INFO : TRAIN, epoch=0143, iter=00196/00196, fetch data time cost=1.42ms, fps=2015 images/s, loss=0.5388, top1-acc=83.22%, top5-acc=98.11%, remaining_time=0:00:00, arrival_time=2021-04-14 22:14:30.937702, cost_time=0:00:24.686429 2021-04-14 22:14:31,444 INFO : EVAL, epoch=0143, iter=00010/00040, fetch data time cost=0.18ms, fps=5080 images/s, loss=1.1855, top1-acc=66.29%, top5-acc=90.78%, remaining_time=0:00:01.511700, arrival_time=2021-04-14 22:14:32.955759, cost_time=0:00:00.503902 2021-04-14 22:14:31,834 INFO : EVAL, epoch=0143, iter=00020/00040, fetch data time cost=2.09ms, fps=6558 images/s, loss=1.2332, top1-acc=66.05%, top5-acc=90.37%, remaining_time=0:00:00.894640, arrival_time=2021-04-14 22:14:32.729489, cost_time=0:00:00.894636 2021-04-14 22:14:32,233 INFO : EVAL, epoch=0143, iter=00030/00040, fetch data time cost=3.32ms, fps=6436 images/s, loss=1.2277, top1-acc=66.13%, top5-acc=90.39%, remaining_time=0:00:00.430990, arrival_time=2021-04-14 22:14:32.664228, cost_time=0:00:01.292962 2021-04-14 22:14:32,594 INFO : EVAL, epoch=0143, iter=00040/00040, fetch data time cost=0.09ms, fps=6435 images/s, loss=1.2023, top1-acc=66.72%, top5-acc=90.71%, remaining_time=0:00:00, arrival_time=2021-04-14 22:14:32.594286, cost_time=0:00:01.654147 2021-04-14 22:14:32,801 INFO : Epoch=0143 complete, best val top1-acc=66.72%, top5-acc=90.71% (epoch=143), remaining_time=0:25:14.608788, arrival_time=2021-04-14 22:39:47.410502, cost_time=1:03:19.807970 2021-04-14 22:14:32,803 INFO : Train start, epoch=0144, lr=0.018738 2021-04-14 22:14:34,229 INFO : TRAIN, epoch=0144, iter=00010/00196, fetch data time cost=2.18ms, fps=1795 images/s, loss=0.5032, top1-acc=84.49%, top5-acc=98.83%, remaining_time=0:00:26.527320, arrival_time=2021-04-14 22:15:00.756740, cost_time=0:00:01.426196 2021-04-14 22:14:35,486 INFO : TRAIN, epoch=0144, iter=00020/00196, fetch data time cost=1.60ms, fps=2038 images/s, loss=0.4947, top1-acc=84.51%, top5-acc=98.67%, remaining_time=0:00:23.610576, arrival_time=2021-04-14 22:14:59.096824, cost_time=0:00:02.683020 2021-04-14 22:14:36,738 INFO : TRAIN, epoch=0144, iter=00030/00196, fetch data time cost=1.63ms, fps=2046 images/s, loss=0.4946, top1-acc=84.74%, top5-acc=98.55%, remaining_time=0:00:21.773888, arrival_time=2021-04-14 22:14:58.512154, cost_time=0:00:03.935045 2021-04-14 22:14:37,982 INFO : TRAIN, epoch=0144, iter=00040/00196, fetch data time cost=2.02ms, fps=2059 images/s, loss=0.4974, top1-acc=84.68%, top5-acc=98.50%, remaining_time=0:00:20.197320, arrival_time=2021-04-14 22:14:58.179308, cost_time=0:00:05.178783 2021-04-14 22:14:39,227 INFO : TRAIN, epoch=0144, iter=00050/00196, fetch data time cost=1.37ms, fps=2057 images/s, loss=0.4987, top1-acc=84.53%, top5-acc=98.52%, remaining_time=0:00:18.758372, arrival_time=2021-04-14 22:14:57.985625, cost_time=0:00:06.424086 2021-04-14 22:14:40,483 INFO : TRAIN, epoch=0144, iter=00060/00196, fetch data time cost=2.31ms, fps=2039 images/s, loss=0.5018, top1-acc=84.52%, top5-acc=98.42%, remaining_time=0:00:17.407592, arrival_time=2021-04-14 22:14:57.890648, cost_time=0:00:07.679832 2021-04-14 22:14:41,731 INFO : TRAIN, epoch=0144, iter=00070/00196, fetch data time cost=1.41ms, fps=2051 images/s, loss=0.5036, top1-acc=84.43%, top5-acc=98.41%, remaining_time=0:00:16.071678, arrival_time=2021-04-14 22:14:57.803586, cost_time=0:00:08.928730 2021-04-14 22:14:42,989 INFO : TRAIN, epoch=0144, iter=00080/00196, fetch data time cost=1.57ms, fps=2036 images/s, loss=0.5079, top1-acc=84.32%, top5-acc=98.37%, remaining_time=0:00:14.770512, arrival_time=2021-04-14 22:14:57.760287, cost_time=0:00:10.186547 2021-04-14 22:14:44,239 INFO : TRAIN, epoch=0144, iter=00090/00196, fetch data time cost=1.88ms, fps=2050 images/s, loss=0.5111, top1-acc=84.23%, top5-acc=98.31%, remaining_time=0:00:13.469102, arrival_time=2021-04-14 22:14:57.708248, cost_time=0:00:11.436011 2021-04-14 22:14:45,509 INFO : TRAIN, epoch=0144, iter=00100/00196, fetch data time cost=2.20ms, fps=2017 images/s, loss=0.5145, top1-acc=84.16%, top5-acc=98.26%, remaining_time=0:00:12.197472, arrival_time=2021-04-14 22:14:57.706388, cost_time=0:00:12.705675 2021-04-14 22:14:46,767 INFO : TRAIN, epoch=0144, iter=00110/00196, fetch data time cost=1.54ms, fps=2036 images/s, loss=0.5154, top1-acc=84.14%, top5-acc=98.27%, remaining_time=0:00:10.917270, arrival_time=2021-04-14 22:14:57.684395, cost_time=0:00:13.963977 2021-04-14 22:14:48,023 INFO : TRAIN, epoch=0144, iter=00120/00196, fetch data time cost=1.66ms, fps=2039 images/s, loss=0.5166, top1-acc=84.05%, top5-acc=98.25%, remaining_time=0:00:09.639232, arrival_time=2021-04-14 22:14:57.662259, cost_time=0:00:15.219814 2021-04-14 22:14:49,283 INFO : TRAIN, epoch=0144, iter=00130/00196, fetch data time cost=1.34ms, fps=2032 images/s, loss=0.5208, top1-acc=83.94%, top5-acc=98.20%, remaining_time=0:00:08.366820, arrival_time=2021-04-14 22:14:57.650184, cost_time=0:00:16.480147 2021-04-14 22:14:50,544 INFO : TRAIN, epoch=0144, iter=00140/00196, fetch data time cost=1.45ms, fps=2031 images/s, loss=0.5229, top1-acc=83.86%, top5-acc=98.19%, remaining_time=0:00:07.096432, arrival_time=2021-04-14 22:14:57.640698, cost_time=0:00:17.741114 2021-04-14 22:14:51,792 INFO : TRAIN, epoch=0144, iter=00150/00196, fetch data time cost=1.67ms, fps=2052 images/s, loss=0.5249, top1-acc=83.82%, top5-acc=98.17%, remaining_time=0:00:05.823416, arrival_time=2021-04-14 22:14:57.615942, cost_time=0:00:18.989383 2021-04-14 22:14:53,039 INFO : TRAIN, epoch=0144, iter=00160/00196, fetch data time cost=1.35ms, fps=2055 images/s, loss=0.5266, top1-acc=83.75%, top5-acc=98.16%, remaining_time=0:00:04.553064, arrival_time=2021-04-14 22:14:57.592076, cost_time=0:00:20.235770 2021-04-14 22:14:54,305 INFO : TRAIN, epoch=0144, iter=00170/00196, fetch data time cost=1.35ms, fps=2022 images/s, loss=0.5271, top1-acc=83.71%, top5-acc=98.16%, remaining_time=0:00:03.288584, arrival_time=2021-04-14 22:14:57.593975, cost_time=0:00:21.502247 2021-04-14 22:14:55,556 INFO : TRAIN, epoch=0144, iter=00180/00196, fetch data time cost=1.43ms, fps=2046 images/s, loss=0.5307, top1-acc=83.65%, top5-acc=98.11%, remaining_time=0:00:02.022544, arrival_time=2021-04-14 22:14:57.579261, cost_time=0:00:22.753574 2021-04-14 22:14:56,808 INFO : TRAIN, epoch=0144, iter=00190/00196, fetch data time cost=1.95ms, fps=2045 images/s, loss=0.5311, top1-acc=83.62%, top5-acc=98.11%, remaining_time=0:00:00.758070, arrival_time=2021-04-14 22:14:57.566707, cost_time=0:00:24.005498 2021-04-14 22:14:57,490 INFO : TRAIN, epoch=0144, iter=00196/00196, fetch data time cost=1.63ms, fps=1997 images/s, loss=0.5321, top1-acc=83.60%, top5-acc=98.10%, remaining_time=0:00:00, arrival_time=2021-04-14 22:14:57.490168, cost_time=0:00:24.687008 2021-04-14 22:14:58,057 INFO : EVAL, epoch=0144, iter=00010/00040, fetch data time cost=0.24ms, fps=4522 images/s, loss=1.1970, top1-acc=68.12%, top5-acc=90.43%, remaining_time=0:00:01.698360, arrival_time=2021-04-14 22:14:59.756293, cost_time=0:00:00.566116 2021-04-14 22:14:58,445 INFO : EVAL, epoch=0144, iter=00020/00040, fetch data time cost=1.90ms, fps=6616 images/s, loss=1.1801, top1-acc=67.46%, top5-acc=90.72%, remaining_time=0:00:00.953440, arrival_time=2021-04-14 22:14:59.398759, cost_time=0:00:00.953450 2021-04-14 22:14:58,845 INFO : EVAL, epoch=0144, iter=00030/00040, fetch data time cost=2.12ms, fps=6410 images/s, loss=1.1942, top1-acc=66.80%, top5-acc=90.66%, remaining_time=0:00:00.451140, arrival_time=2021-04-14 22:14:59.296431, cost_time=0:00:01.353424 2021-04-14 22:14:59,212 INFO : EVAL, epoch=0144, iter=00040/00040, fetch data time cost=0.10ms, fps=6322 images/s, loss=1.1791, top1-acc=67.08%, top5-acc=90.70%, remaining_time=0:00:00, arrival_time=2021-04-14 22:14:59.212749, cost_time=0:00:01.720929 2021-04-14 22:14:59,377 INFO : Epoch=0144 complete, best val top1-acc=67.08%, top5-acc=90.70% (epoch=144), remaining_time=0:24:48.038272, arrival_time=2021-04-14 22:39:47.416146, cost_time=1:03:46.384135 2021-04-14 22:14:59,379 INFO : Train start, epoch=0145, lr=0.018129 2021-04-14 22:15:00,795 INFO : TRAIN, epoch=0145, iter=00010/00196, fetch data time cost=1.45ms, fps=1807 images/s, loss=0.4610, top1-acc=86.76%, top5-acc=98.63%, remaining_time=0:00:26.343552, arrival_time=2021-04-14 22:15:27.139156, cost_time=0:00:01.416321 2021-04-14 22:15:02,046 INFO : TRAIN, epoch=0145, iter=00020/00196, fetch data time cost=1.40ms, fps=2048 images/s, loss=0.4722, top1-acc=86.27%, top5-acc=98.79%, remaining_time=0:00:23.466080, arrival_time=2021-04-14 22:15:25.512027, cost_time=0:00:02.666607 2021-04-14 22:15:03,308 INFO : TRAIN, epoch=0145, iter=00030/00196, fetch data time cost=1.88ms, fps=2029 images/s, loss=0.4667, top1-acc=86.24%, top5-acc=98.88%, remaining_time=0:00:21.739858, arrival_time=2021-04-14 22:15:25.048234, cost_time=0:00:03.928888 2021-04-14 22:15:04,558 INFO : TRAIN, epoch=0145, iter=00040/00196, fetch data time cost=1.41ms, fps=2049 images/s, loss=0.4660, top1-acc=86.04%, top5-acc=98.86%, remaining_time=0:00:20.198880, arrival_time=2021-04-14 22:15:24.757380, cost_time=0:00:05.179200 2021-04-14 22:15:05,812 INFO : TRAIN, epoch=0145, iter=00050/00196, fetch data time cost=1.96ms, fps=2042 images/s, loss=0.4762, top1-acc=85.63%, top5-acc=98.75%, remaining_time=0:00:18.785382, arrival_time=2021-04-14 22:15:24.598005, cost_time=0:00:06.433329 2021-04-14 22:15:07,060 INFO : TRAIN, epoch=0145, iter=00060/00196, fetch data time cost=1.52ms, fps=2052 images/s, loss=0.4778, top1-acc=85.58%, top5-acc=98.65%, remaining_time=0:00:17.411128, arrival_time=2021-04-14 22:15:24.471803, cost_time=0:00:07.681388 2021-04-14 22:15:08,308 INFO : TRAIN, epoch=0145, iter=00070/00196, fetch data time cost=1.37ms, fps=2053 images/s, loss=0.4798, top1-acc=85.47%, top5-acc=98.67%, remaining_time=0:00:16.071678, arrival_time=2021-04-14 22:15:24.379692, cost_time=0:00:08.928726 2021-04-14 22:15:09,559 INFO : TRAIN, epoch=0145, iter=00080/00196, fetch data time cost=1.30ms, fps=2047 images/s, loss=0.4829, top1-acc=85.39%, top5-acc=98.61%, remaining_time=0:00:14.760768, arrival_time=2021-04-14 22:15:24.320113, cost_time=0:00:10.179822 2021-04-14 22:15:10,816 INFO : TRAIN, epoch=0145, iter=00090/00196, fetch data time cost=1.52ms, fps=2037 images/s, loss=0.4850, top1-acc=85.29%, top5-acc=98.56%, remaining_time=0:00:13.470904, arrival_time=2021-04-14 22:15:24.287802, cost_time=0:00:11.437588 2021-04-14 22:15:12,063 INFO : TRAIN, epoch=0145, iter=00100/00196, fetch data time cost=1.54ms, fps=2054 images/s, loss=0.4911, top1-acc=85.09%, top5-acc=98.48%, remaining_time=0:00:12.176928, arrival_time=2021-04-14 22:15:24.240553, cost_time=0:00:12.684315 2021-04-14 22:15:13,307 INFO : TRAIN, epoch=0145, iter=00110/00196, fetch data time cost=1.41ms, fps=2058 images/s, loss=0.4930, top1-acc=85.05%, top5-acc=98.43%, remaining_time=0:00:10.889578, arrival_time=2021-04-14 22:15:24.197377, cost_time=0:00:13.928524 2021-04-14 22:15:14,562 INFO : TRAIN, epoch=0145, iter=00120/00196, fetch data time cost=2.04ms, fps=2041 images/s, loss=0.4954, top1-acc=84.98%, top5-acc=98.42%, remaining_time=0:00:09.615824, arrival_time=2021-04-14 22:15:24.178014, cost_time=0:00:15.182864 2021-04-14 22:15:15,821 INFO : TRAIN, epoch=0145, iter=00130/00196, fetch data time cost=1.55ms, fps=2034 images/s, loss=0.4937, top1-acc=85.06%, top5-acc=98.46%, remaining_time=0:00:08.347614, arrival_time=2021-04-14 22:15:24.169107, cost_time=0:00:16.442208 2021-04-14 22:15:17,074 INFO : TRAIN, epoch=0145, iter=00140/00196, fetch data time cost=1.57ms, fps=2045 images/s, loss=0.4958, top1-acc=85.01%, top5-acc=98.47%, remaining_time=0:00:07.077896, arrival_time=2021-04-14 22:15:24.151880, cost_time=0:00:17.694700 2021-04-14 22:15:18,321 INFO : TRAIN, epoch=0145, iter=00150/00196, fetch data time cost=1.42ms, fps=2052 images/s, loss=0.4985, top1-acc=84.89%, top5-acc=98.48%, remaining_time=0:00:05.809018, arrival_time=2021-04-14 22:15:24.130826, cost_time=0:00:18.942446 2021-04-14 22:15:19,566 INFO : TRAIN, epoch=0145, iter=00160/00196, fetch data time cost=1.50ms, fps=2058 images/s, loss=0.5002, top1-acc=84.81%, top5-acc=98.47%, remaining_time=0:00:04.542012, arrival_time=2021-04-14 22:15:24.108066, cost_time=0:00:20.186715 2021-04-14 22:15:20,811 INFO : TRAIN, epoch=0145, iter=00170/00196, fetch data time cost=1.62ms, fps=2056 images/s, loss=0.5015, top1-acc=84.72%, top5-acc=98.47%, remaining_time=0:00:03.277924, arrival_time=2021-04-14 22:15:24.089725, cost_time=0:00:21.432508 2021-04-14 22:15:22,067 INFO : TRAIN, epoch=0145, iter=00180/00196, fetch data time cost=1.30ms, fps=2039 images/s, loss=0.5030, top1-acc=84.66%, top5-acc=98.43%, remaining_time=0:00:02.016768, arrival_time=2021-04-14 22:15:24.084642, cost_time=0:00:22.688590 2021-04-14 22:15:23,315 INFO : TRAIN, epoch=0145, iter=00190/00196, fetch data time cost=1.27ms, fps=2052 images/s, loss=0.5055, top1-acc=84.63%, top5-acc=98.42%, remaining_time=0:00:00.755886, arrival_time=2021-04-14 22:15:24.071523, cost_time=0:00:23.936366 2021-04-14 22:15:23,994 INFO : TRAIN, epoch=0145, iter=00196/00196, fetch data time cost=1.34ms, fps=2005 images/s, loss=0.5065, top1-acc=84.57%, top5-acc=98.42%, remaining_time=0:00:00, arrival_time=2021-04-14 22:15:23.994155, cost_time=0:00:24.614859 2021-04-14 22:15:24,519 INFO : EVAL, epoch=0145, iter=00010/00040, fetch data time cost=1.79ms, fps=4894 images/s, loss=1.2346, top1-acc=65.66%, top5-acc=90.59%, remaining_time=0:00:01.569360, arrival_time=2021-04-14 22:15:26.088972, cost_time=0:00:00.523122 2021-04-14 22:15:24,911 INFO : EVAL, epoch=0145, iter=00020/00040, fetch data time cost=0.22ms, fps=6536 images/s, loss=1.2416, top1-acc=65.90%, top5-acc=90.29%, remaining_time=0:00:00.915300, arrival_time=2021-04-14 22:15:25.827082, cost_time=0:00:00.915296 2021-04-14 22:15:25,311 INFO : EVAL, epoch=0145, iter=00030/00040, fetch data time cost=2.37ms, fps=6418 images/s, loss=1.2495, top1-acc=66.02%, top5-acc=90.16%, remaining_time=0:00:00.438220, arrival_time=2021-04-14 22:15:25.749333, cost_time=0:00:01.314664 2021-04-14 22:15:25,680 INFO : EVAL, epoch=0145, iter=00040/00040, fetch data time cost=0.07ms, fps=6297 images/s, loss=1.2737, top1-acc=65.79%, top5-acc=90.24%, remaining_time=0:00:00, arrival_time=2021-04-14 22:15:25.680020, cost_time=0:00:01.683510 2021-04-14 22:15:25,793 INFO : Epoch=0145 complete, best val top1-acc=67.08%, top5-acc=90.70% (epoch=144), remaining_time=0:24:21.406650, arrival_time=2021-04-14 22:39:47.199769, cost_time=1:04:12.799388 2021-04-14 22:15:25,794 INFO : Train start, epoch=0146, lr=0.017528 2021-04-14 22:15:27,216 INFO : TRAIN, epoch=0146, iter=00010/00196, fetch data time cost=1.52ms, fps=1801 images/s, loss=0.4945, top1-acc=84.06%, top5-acc=98.16%, remaining_time=0:00:26.437668, arrival_time=2021-04-14 22:15:53.653628, cost_time=0:00:01.421377 2021-04-14 22:15:28,478 INFO : TRAIN, epoch=0146, iter=00020/00196, fetch data time cost=1.38ms, fps=2030 images/s, loss=0.4919, top1-acc=84.59%, top5-acc=98.30%, remaining_time=0:00:23.613392, arrival_time=2021-04-14 22:15:52.091315, cost_time=0:00:02.683338 2021-04-14 22:15:29,740 INFO : TRAIN, epoch=0146, iter=00030/00196, fetch data time cost=1.65ms, fps=2028 images/s, loss=0.4903, top1-acc=84.65%, top5-acc=98.53%, remaining_time=0:00:21.834810, arrival_time=2021-04-14 22:15:51.575455, cost_time=0:00:03.946044 2021-04-14 22:15:30,991 INFO : TRAIN, epoch=0146, iter=00040/00196, fetch data time cost=1.33ms, fps=2047 images/s, loss=0.4856, top1-acc=84.75%, top5-acc=98.57%, remaining_time=0:00:20.268612, arrival_time=2021-04-14 22:15:51.260205, cost_time=0:00:05.197087 2021-04-14 22:15:32,244 INFO : TRAIN, epoch=0146, iter=00050/00196, fetch data time cost=1.58ms, fps=2043 images/s, loss=0.4865, top1-acc=84.87%, top5-acc=98.52%, remaining_time=0:00:18.835314, arrival_time=2021-04-14 22:15:51.080253, cost_time=0:00:06.450446 2021-04-14 22:15:33,511 INFO : TRAIN, epoch=0146, iter=00060/00196, fetch data time cost=1.51ms, fps=2022 images/s, loss=0.4880, top1-acc=84.84%, top5-acc=98.52%, remaining_time=0:00:17.491232, arrival_time=2021-04-14 22:15:51.002543, cost_time=0:00:07.716747 2021-04-14 22:15:34,766 INFO : TRAIN, epoch=0146, iter=00070/00196, fetch data time cost=1.45ms, fps=2041 images/s, loss=0.4870, top1-acc=84.79%, top5-acc=98.54%, remaining_time=0:00:16.148790, arrival_time=2021-04-14 22:15:50.914820, cost_time=0:00:08.971531 2021-04-14 22:15:36,037 INFO : TRAIN, epoch=0146, iter=00080/00196, fetch data time cost=1.35ms, fps=2015 images/s, loss=0.4828, top1-acc=84.81%, top5-acc=98.58%, remaining_time=0:00:14.851712, arrival_time=2021-04-14 22:15:50.888909, cost_time=0:00:10.242557 2021-04-14 22:15:37,294 INFO : TRAIN, epoch=0146, iter=00090/00196, fetch data time cost=1.62ms, fps=2037 images/s, loss=0.4860, top1-acc=84.72%, top5-acc=98.53%, remaining_time=0:00:13.544786, arrival_time=2021-04-14 22:15:50.839643, cost_time=0:00:11.500324 2021-04-14 22:15:38,553 INFO : TRAIN, epoch=0146, iter=00100/00196, fetch data time cost=1.50ms, fps=2035 images/s, loss=0.4870, top1-acc=84.69%, top5-acc=98.50%, remaining_time=0:00:12.248544, arrival_time=2021-04-14 22:15:50.802071, cost_time=0:00:12.758938 2021-04-14 22:15:39,802 INFO : TRAIN, epoch=0146, iter=00110/00196, fetch data time cost=1.90ms, fps=2051 images/s, loss=0.4916, top1-acc=84.56%, top5-acc=98.49%, remaining_time=0:00:10.951670, arrival_time=2021-04-14 22:15:50.754225, cost_time=0:00:14.007990 2021-04-14 22:15:41,053 INFO : TRAIN, epoch=0146, iter=00120/00196, fetch data time cost=1.40ms, fps=2048 images/s, loss=0.4929, top1-acc=84.53%, top5-acc=98.50%, remaining_time=0:00:09.663628, arrival_time=2021-04-14 22:15:50.716563, cost_time=0:00:15.258365 2021-04-14 22:15:42,304 INFO : TRAIN, epoch=0146, iter=00130/00196, fetch data time cost=1.42ms, fps=2046 images/s, loss=0.4949, top1-acc=84.46%, top5-acc=98.49%, remaining_time=0:00:08.382000, arrival_time=2021-04-14 22:15:50.686493, cost_time=0:00:16.509971 2021-04-14 22:15:43,564 INFO : TRAIN, epoch=0146, iter=00140/00196, fetch data time cost=1.81ms, fps=2033 images/s, loss=0.4974, top1-acc=84.41%, top5-acc=98.47%, remaining_time=0:00:07.107968, arrival_time=2021-04-14 22:15:50.672404, cost_time=0:00:17.769855 2021-04-14 22:15:44,819 INFO : TRAIN, epoch=0146, iter=00150/00196, fetch data time cost=2.05ms, fps=2040 images/s, loss=0.4986, top1-acc=84.40%, top5-acc=98.45%, remaining_time=0:00:05.834456, arrival_time=2021-04-14 22:15:50.654271, cost_time=0:00:19.025329 2021-04-14 22:15:46,079 INFO : TRAIN, epoch=0146, iter=00160/00196, fetch data time cost=1.53ms, fps=2033 images/s, loss=0.5007, top1-acc=84.35%, top5-acc=98.44%, remaining_time=0:00:04.564044, arrival_time=2021-04-14 22:15:50.643254, cost_time=0:00:20.284651 2021-04-14 22:15:47,329 INFO : TRAIN, epoch=0146, iter=00170/00196, fetch data time cost=1.39ms, fps=2048 images/s, loss=0.5023, top1-acc=84.28%, top5-acc=98.44%, remaining_time=0:00:03.293576, arrival_time=2021-04-14 22:15:50.622982, cost_time=0:00:21.534884 2021-04-14 22:15:48,583 INFO : TRAIN, epoch=0146, iter=00180/00196, fetch data time cost=1.53ms, fps=2043 images/s, loss=0.5026, top1-acc=84.24%, top5-acc=98.45%, remaining_time=0:00:02.025632, arrival_time=2021-04-14 22:15:50.608603, cost_time=0:00:22.788416 2021-04-14 22:15:49,829 INFO : TRAIN, epoch=0146, iter=00190/00196, fetch data time cost=1.26ms, fps=2055 images/s, loss=0.5058, top1-acc=84.14%, top5-acc=98.43%, remaining_time=0:00:00.758988, arrival_time=2021-04-14 22:15:50.588165, cost_time=0:00:24.034548 2021-04-14 22:15:50,518 INFO : TRAIN, epoch=0146, iter=00196/00196, fetch data time cost=1.32ms, fps=1975 images/s, loss=0.5074, top1-acc=84.11%, top5-acc=98.41%, remaining_time=0:00:00, arrival_time=2021-04-14 22:15:50.518315, cost_time=0:00:24.723792 2021-04-14 22:15:51,077 INFO : EVAL, epoch=0146, iter=00010/00040, fetch data time cost=7.02ms, fps=4593 images/s, loss=1.2627, top1-acc=65.47%, top5-acc=90.31%, remaining_time=0:00:01.672050, arrival_time=2021-04-14 22:15:52.749713, cost_time=0:00:00.557348 2021-04-14 22:15:51,470 INFO : EVAL, epoch=0146, iter=00020/00040, fetch data time cost=0.39ms, fps=6524 images/s, loss=1.2664, top1-acc=65.80%, top5-acc=90.18%, remaining_time=0:00:00.950280, arrival_time=2021-04-14 22:15:52.420858, cost_time=0:00:00.950287 2021-04-14 22:15:51,868 INFO : EVAL, epoch=0146, iter=00030/00040, fetch data time cost=3.50ms, fps=6444 images/s, loss=1.2570, top1-acc=65.90%, top5-acc=90.10%, remaining_time=0:00:00.449330, arrival_time=2021-04-14 22:15:52.317581, cost_time=0:00:01.348003 2021-04-14 22:15:52,224 INFO : EVAL, epoch=0146, iter=00040/00040, fetch data time cost=0.07ms, fps=6523 images/s, loss=1.2482, top1-acc=66.08%, top5-acc=90.22%, remaining_time=0:00:00, arrival_time=2021-04-14 22:15:52.224263, cost_time=0:00:01.704038 2021-04-14 22:15:52,315 INFO : Epoch=0146 complete, best val top1-acc=67.08%, top5-acc=90.70% (epoch=144), remaining_time=0:23:54.817476, arrival_time=2021-04-14 22:39:47.132502, cost_time=1:04:39.321289 2021-04-14 22:15:52,316 INFO : Train start, epoch=0147, lr=0.016934 2021-04-14 22:15:53,822 INFO : TRAIN, epoch=0147, iter=00010/00196, fetch data time cost=0.23ms, fps=1700 images/s, loss=0.4894, top1-acc=84.69%, top5-acc=98.48%, remaining_time=0:00:28.005462, arrival_time=2021-04-14 22:16:21.827528, cost_time=0:00:01.505670 2021-04-14 22:15:55,076 INFO : TRAIN, epoch=0147, iter=00020/00196, fetch data time cost=1.45ms, fps=2041 images/s, loss=0.4760, top1-acc=85.12%, top5-acc=98.55%, remaining_time=0:00:24.290992, arrival_time=2021-04-14 22:16:19.367726, cost_time=0:00:02.760333 2021-04-14 22:15:56,340 INFO : TRAIN, epoch=0147, iter=00030/00196, fetch data time cost=2.53ms, fps=2026 images/s, loss=0.4677, top1-acc=85.48%, top5-acc=98.67%, remaining_time=0:00:22.268236, arrival_time=2021-04-14 22:16:18.609086, cost_time=0:00:04.024369 2021-04-14 22:15:57,598 INFO : TRAIN, epoch=0147, iter=00040/00196, fetch data time cost=1.93ms, fps=2036 images/s, loss=0.4603, top1-acc=85.88%, top5-acc=98.75%, remaining_time=0:00:20.600424, arrival_time=2021-04-14 22:16:18.198994, cost_time=0:00:05.282176 2021-04-14 22:15:58,850 INFO : TRAIN, epoch=0147, iter=00050/00196, fetch data time cost=1.76ms, fps=2045 images/s, loss=0.4559, top1-acc=85.92%, top5-acc=98.79%, remaining_time=0:00:19.080594, arrival_time=2021-04-14 22:16:17.931457, cost_time=0:00:06.534472 2021-04-14 22:16:00,106 INFO : TRAIN, epoch=0147, iter=00060/00196, fetch data time cost=1.94ms, fps=2039 images/s, loss=0.4578, top1-acc=85.86%, top5-acc=98.75%, remaining_time=0:00:17.657696, arrival_time=2021-04-14 22:16:17.764257, cost_time=0:00:07.790172 2021-04-14 22:16:01,357 INFO : TRAIN, epoch=0147, iter=00070/00196, fetch data time cost=1.39ms, fps=2047 images/s, loss=0.4609, top1-acc=85.82%, top5-acc=98.70%, remaining_time=0:00:16.273908, arrival_time=2021-04-14 22:16:17.631457, cost_time=0:00:09.041086 2021-04-14 22:16:02,605 INFO : TRAIN, epoch=0147, iter=00080/00196, fetch data time cost=1.48ms, fps=2053 images/s, loss=0.4644, top1-acc=85.74%, top5-acc=98.70%, remaining_time=0:00:14.918528, arrival_time=2021-04-14 22:16:17.523589, cost_time=0:00:10.288653 2021-04-14 22:16:03,862 INFO : TRAIN, epoch=0147, iter=00090/00196, fetch data time cost=1.37ms, fps=2037 images/s, loss=0.4648, top1-acc=85.62%, top5-acc=98.69%, remaining_time=0:00:13.598528, arrival_time=2021-04-14 22:16:17.460901, cost_time=0:00:11.545936 2021-04-14 22:16:05,117 INFO : TRAIN, epoch=0147, iter=00100/00196, fetch data time cost=1.35ms, fps=2041 images/s, loss=0.4690, top1-acc=85.40%, top5-acc=98.68%, remaining_time=0:00:12.288960, arrival_time=2021-04-14 22:16:17.406443, cost_time=0:00:12.801033 2021-04-14 22:16:06,368 INFO : TRAIN, epoch=0147, iter=00110/00196, fetch data time cost=1.33ms, fps=2047 images/s, loss=0.4697, top1-acc=85.33%, top5-acc=98.69%, remaining_time=0:00:10.986414, arrival_time=2021-04-14 22:16:17.355234, cost_time=0:00:14.052429 2021-04-14 22:16:07,620 INFO : TRAIN, epoch=0147, iter=00120/00196, fetch data time cost=1.32ms, fps=2046 images/s, loss=0.4733, top1-acc=85.21%, top5-acc=98.65%, remaining_time=0:00:09.692584, arrival_time=2021-04-14 22:16:17.313030, cost_time=0:00:15.304050 2021-04-14 22:16:08,871 INFO : TRAIN, epoch=0147, iter=00130/00196, fetch data time cost=1.92ms, fps=2048 images/s, loss=0.4764, top1-acc=85.15%, top5-acc=98.60%, remaining_time=0:00:08.404506, arrival_time=2021-04-14 22:16:17.275415, cost_time=0:00:16.554371 2021-04-14 22:16:10,129 INFO : TRAIN, epoch=0147, iter=00140/00196, fetch data time cost=1.85ms, fps=2035 images/s, loss=0.4772, top1-acc=85.16%, top5-acc=98.58%, remaining_time=0:00:07.125216, arrival_time=2021-04-14 22:16:17.254708, cost_time=0:00:17.813014 2021-04-14 22:16:11,386 INFO : TRAIN, epoch=0147, iter=00150/00196, fetch data time cost=1.41ms, fps=2038 images/s, loss=0.4795, top1-acc=85.09%, top5-acc=98.56%, remaining_time=0:00:05.848118, arrival_time=2021-04-14 22:16:17.234413, cost_time=0:00:19.069900 2021-04-14 22:16:12,637 INFO : TRAIN, epoch=0147, iter=00160/00196, fetch data time cost=1.37ms, fps=2047 images/s, loss=0.4809, top1-acc=85.08%, top5-acc=98.54%, remaining_time=0:00:04.572216, arrival_time=2021-04-14 22:16:17.209587, cost_time=0:00:20.320928 2021-04-14 22:16:13,895 INFO : TRAIN, epoch=0147, iter=00170/00196, fetch data time cost=1.46ms, fps=2035 images/s, loss=0.4831, top1-acc=85.05%, top5-acc=98.51%, remaining_time=0:00:03.300388, arrival_time=2021-04-14 22:16:17.196240, cost_time=0:00:21.579446 2021-04-14 22:16:15,157 INFO : TRAIN, epoch=0147, iter=00180/00196, fetch data time cost=1.95ms, fps=2030 images/s, loss=0.4848, top1-acc=85.01%, top5-acc=98.50%, remaining_time=0:00:02.030336, arrival_time=2021-04-14 22:16:17.187944, cost_time=0:00:22.841207 2021-04-14 22:16:16,406 INFO : TRAIN, epoch=0147, iter=00190/00196, fetch data time cost=1.44ms, fps=2051 images/s, loss=0.4872, top1-acc=84.90%, top5-acc=98.48%, remaining_time=0:00:00.760740, arrival_time=2021-04-14 22:16:17.167237, cost_time=0:00:24.090031 2021-04-14 22:16:17,096 INFO : TRAIN, epoch=0147, iter=00196/00196, fetch data time cost=1.62ms, fps=1974 images/s, loss=0.4875, top1-acc=84.84%, top5-acc=98.49%, remaining_time=0:00:00, arrival_time=2021-04-14 22:16:17.095934, cost_time=0:00:24.779521 2021-04-14 22:16:17,667 INFO : EVAL, epoch=0147, iter=00010/00040, fetch data time cost=0.21ms, fps=4493 images/s, loss=1.2332, top1-acc=65.66%, top5-acc=91.05%, remaining_time=0:00:01.709400, arrival_time=2021-04-14 22:16:19.377130, cost_time=0:00:00.569800 2021-04-14 22:16:18,080 INFO : EVAL, epoch=0147, iter=00020/00040, fetch data time cost=4.39ms, fps=6203 images/s, loss=1.2364, top1-acc=65.53%, top5-acc=90.64%, remaining_time=0:00:00.982940, arrival_time=2021-04-14 22:16:19.063777, cost_time=0:00:00.982934 2021-04-14 22:16:18,476 INFO : EVAL, epoch=0147, iter=00030/00040, fetch data time cost=1.37ms, fps=6484 images/s, loss=1.2422, top1-acc=66.02%, top5-acc=90.39%, remaining_time=0:00:00.459370, arrival_time=2021-04-14 22:16:18.935382, cost_time=0:00:01.378098 2021-04-14 22:16:18,841 INFO : EVAL, epoch=0147, iter=00040/00040, fetch data time cost=0.10ms, fps=6351 images/s, loss=1.2509, top1-acc=65.98%, top5-acc=90.42%, remaining_time=0:00:00, arrival_time=2021-04-14 22:16:18.841659, cost_time=0:00:01.743781 2021-04-14 22:16:18,954 INFO : Epoch=0147 complete, best val top1-acc=67.08%, top5-acc=90.70% (epoch=144), remaining_time=0:23:28.271374, arrival_time=2021-04-14 22:39:47.225368, cost_time=1:05:05.960258 2021-04-14 22:16:18,955 INFO : Train start, epoch=0148, lr=0.016349 2021-04-14 22:16:20,395 INFO : TRAIN, epoch=0148, iter=00010/00196, fetch data time cost=1.50ms, fps=1777 images/s, loss=0.4534, top1-acc=86.29%, top5-acc=98.59%, remaining_time=0:00:26.790324, arrival_time=2021-04-14 22:16:47.186085, cost_time=0:00:01.440344 2021-04-14 22:16:21,656 INFO : TRAIN, epoch=0148, iter=00020/00196, fetch data time cost=1.34ms, fps=2032 images/s, loss=0.4453, top1-acc=86.54%, top5-acc=98.61%, remaining_time=0:00:23.765104, arrival_time=2021-04-14 22:16:45.421092, cost_time=0:00:02.700582 2021-04-14 22:16:22,911 INFO : TRAIN, epoch=0148, iter=00030/00196, fetch data time cost=1.45ms, fps=2039 images/s, loss=0.4367, top1-acc=86.73%, top5-acc=98.76%, remaining_time=0:00:21.892412, arrival_time=2021-04-14 22:16:44.804250, cost_time=0:00:03.956447 2021-04-14 22:16:24,165 INFO : TRAIN, epoch=0148, iter=00040/00196, fetch data time cost=1.41ms, fps=2043 images/s, loss=0.4322, top1-acc=86.85%, top5-acc=98.87%, remaining_time=0:00:20.317908, arrival_time=2021-04-14 22:16:44.482993, cost_time=0:00:05.209723 2021-04-14 22:16:25,413 INFO : TRAIN, epoch=0148, iter=00050/00196, fetch data time cost=1.38ms, fps=2051 images/s, loss=0.4342, top1-acc=86.72%, top5-acc=98.84%, remaining_time=0:00:18.857798, arrival_time=2021-04-14 22:16:44.271301, cost_time=0:00:06.458138 2021-04-14 22:16:26,673 INFO : TRAIN, epoch=0148, iter=00060/00196, fetch data time cost=1.51ms, fps=2033 images/s, loss=0.4368, top1-acc=86.69%, top5-acc=98.86%, remaining_time=0:00:17.493816, arrival_time=2021-04-14 22:16:44.167044, cost_time=0:00:07.717856 2021-04-14 22:16:27,937 INFO : TRAIN, epoch=0148, iter=00070/00196, fetch data time cost=1.89ms, fps=2026 images/s, loss=0.4443, top1-acc=86.51%, top5-acc=98.79%, remaining_time=0:00:16.167690, arrival_time=2021-04-14 22:16:44.105174, cost_time=0:00:08.982047 2021-04-14 22:16:29,187 INFO : TRAIN, epoch=0148, iter=00080/00196, fetch data time cost=1.49ms, fps=2048 images/s, loss=0.4478, top1-acc=86.35%, top5-acc=98.80%, remaining_time=0:00:14.837212, arrival_time=2021-04-14 22:16:44.025111, cost_time=0:00:10.232533 2021-04-14 22:16:30,449 INFO : TRAIN, epoch=0148, iter=00090/00196, fetch data time cost=1.88ms, fps=2030 images/s, loss=0.4538, top1-acc=86.15%, top5-acc=98.72%, remaining_time=0:00:13.537154, arrival_time=2021-04-14 22:16:43.986368, cost_time=0:00:11.493852 2021-04-14 22:16:31,698 INFO : TRAIN, epoch=0148, iter=00100/00196, fetch data time cost=1.84ms, fps=2050 images/s, loss=0.4563, top1-acc=86.04%, top5-acc=98.71%, remaining_time=0:00:12.233088, arrival_time=2021-04-14 22:16:43.931227, cost_time=0:00:12.742778 2021-04-14 22:16:32,948 INFO : TRAIN, epoch=0148, iter=00110/00196, fetch data time cost=1.55ms, fps=2048 images/s, loss=0.4586, top1-acc=85.88%, top5-acc=98.69%, remaining_time=0:00:10.939888, arrival_time=2021-04-14 22:16:43.888181, cost_time=0:00:13.992929 2021-04-14 22:16:34,200 INFO : TRAIN, epoch=0148, iter=00120/00196, fetch data time cost=2.37ms, fps=2045 images/s, loss=0.4599, top1-acc=85.75%, top5-acc=98.68%, remaining_time=0:00:09.655116, arrival_time=2021-04-14 22:16:43.855394, cost_time=0:00:15.244884 2021-04-14 22:16:35,458 INFO : TRAIN, epoch=0148, iter=00130/00196, fetch data time cost=1.87ms, fps=2035 images/s, loss=0.4621, top1-acc=85.66%, top5-acc=98.67%, remaining_time=0:00:08.378634, arrival_time=2021-04-14 22:16:43.837412, cost_time=0:00:16.503370 2021-04-14 22:16:36,708 INFO : TRAIN, epoch=0148, iter=00140/00196, fetch data time cost=1.31ms, fps=2049 images/s, loss=0.4651, top1-acc=85.54%, top5-acc=98.67%, remaining_time=0:00:07.101248, arrival_time=2021-04-14 22:16:43.809728, cost_time=0:00:17.753117 2021-04-14 22:16:37,982 INFO : TRAIN, epoch=0148, iter=00150/00196, fetch data time cost=1.51ms, fps=2010 images/s, loss=0.4654, top1-acc=85.50%, top5-acc=98.67%, remaining_time=0:00:05.835100, arrival_time=2021-04-14 22:16:43.817909, cost_time=0:00:19.027439 2021-04-14 22:16:39,246 INFO : TRAIN, epoch=0148, iter=00160/00196, fetch data time cost=1.63ms, fps=2027 images/s, loss=0.4688, top1-acc=85.38%, top5-acc=98.65%, remaining_time=0:00:04.565448, arrival_time=2021-04-14 22:16:43.811776, cost_time=0:00:20.290904 2021-04-14 22:16:40,493 INFO : TRAIN, epoch=0148, iter=00170/00196, fetch data time cost=1.57ms, fps=2054 images/s, loss=0.4732, top1-acc=85.26%, top5-acc=98.61%, remaining_time=0:00:03.294044, arrival_time=2021-04-14 22:16:43.787330, cost_time=0:00:21.537898 2021-04-14 22:16:41,745 INFO : TRAIN, epoch=0148, iter=00180/00196, fetch data time cost=1.95ms, fps=2046 images/s, loss=0.4761, top1-acc=85.15%, top5-acc=98.60%, remaining_time=0:00:02.025728, arrival_time=2021-04-14 22:16:43.770691, cost_time=0:00:22.789509 2021-04-14 22:16:43,003 INFO : TRAIN, epoch=0148, iter=00190/00196, fetch data time cost=1.27ms, fps=2035 images/s, loss=0.4783, top1-acc=85.08%, top5-acc=98.60%, remaining_time=0:00:00.759414, arrival_time=2021-04-14 22:16:43.763042, cost_time=0:00:24.048184 2021-04-14 22:16:43,687 INFO : TRAIN, epoch=0148, iter=00196/00196, fetch data time cost=1.77ms, fps=1990 images/s, loss=0.4796, top1-acc=85.07%, top5-acc=98.59%, remaining_time=0:00:00, arrival_time=2021-04-14 22:16:43.687663, cost_time=0:00:24.732270 2021-04-14 22:16:44,257 INFO : EVAL, epoch=0148, iter=00010/00040, fetch data time cost=0.20ms, fps=4510 images/s, loss=1.2258, top1-acc=65.39%, top5-acc=91.09%, remaining_time=0:00:01.702770, arrival_time=2021-04-14 22:16:45.959779, cost_time=0:00:00.567588 2021-04-14 22:16:44,645 INFO : EVAL, epoch=0148, iter=00020/00040, fetch data time cost=1.29ms, fps=6606 images/s, loss=1.2197, top1-acc=66.13%, top5-acc=91.15%, remaining_time=0:00:00.955620, arrival_time=2021-04-14 22:16:45.600636, cost_time=0:00:00.955627 2021-04-14 22:16:45,040 INFO : EVAL, epoch=0148, iter=00030/00040, fetch data time cost=1.54ms, fps=6486 images/s, loss=1.2297, top1-acc=66.25%, top5-acc=90.73%, remaining_time=0:00:00.450220, arrival_time=2021-04-14 22:16:45.490262, cost_time=0:00:01.350647 2021-04-14 22:16:45,399 INFO : EVAL, epoch=0148, iter=00040/00040, fetch data time cost=0.08ms, fps=6457 images/s, loss=1.2294, top1-acc=66.37%, top5-acc=90.77%, remaining_time=0:00:00, arrival_time=2021-04-14 22:16:45.399691, cost_time=0:00:01.710328 2021-04-14 22:16:45,515 INFO : Epoch=0148 complete, best val top1-acc=67.08%, top5-acc=90.70% (epoch=144), remaining_time=0:23:01.696732, arrival_time=2021-04-14 22:39:47.211921, cost_time=1:05:32.521409 2021-04-14 22:16:45,517 INFO : Train start, epoch=0149, lr=0.015773 2021-04-14 22:16:46,982 INFO : TRAIN, epoch=0149, iter=00010/00196, fetch data time cost=0.35ms, fps=1748 images/s, loss=0.4700, top1-acc=86.13%, top5-acc=98.63%, remaining_time=0:00:27.242304, arrival_time=2021-04-14 22:17:14.224279, cost_time=0:00:01.464635 2021-04-14 22:16:48,252 INFO : TRAIN, epoch=0149, iter=00020/00196, fetch data time cost=1.37ms, fps=2016 images/s, loss=0.4529, top1-acc=86.35%, top5-acc=98.69%, remaining_time=0:00:24.069056, arrival_time=2021-04-14 22:17:12.321513, cost_time=0:00:02.735121 2021-04-14 22:16:49,516 INFO : TRAIN, epoch=0149, iter=00030/00196, fetch data time cost=1.42ms, fps=2027 images/s, loss=0.4453, top1-acc=86.41%, top5-acc=98.74%, remaining_time=0:00:22.127302, arrival_time=2021-04-14 22:17:11.643579, cost_time=0:00:03.998914 2021-04-14 22:16:50,768 INFO : TRAIN, epoch=0149, iter=00040/00196, fetch data time cost=1.50ms, fps=2045 images/s, loss=0.4437, top1-acc=86.50%, top5-acc=98.74%, remaining_time=0:00:20.480928, arrival_time=2021-04-14 22:17:11.249805, cost_time=0:00:05.251510 2021-04-14 22:16:52,020 INFO : TRAIN, epoch=0149, iter=00050/00196, fetch data time cost=1.56ms, fps=2047 images/s, loss=0.4422, top1-acc=86.60%, top5-acc=98.76%, remaining_time=0:00:18.988176, arrival_time=2021-04-14 22:17:11.008270, cost_time=0:00:06.502808 2021-04-14 22:16:53,273 INFO : TRAIN, epoch=0149, iter=00060/00196, fetch data time cost=1.43ms, fps=2044 images/s, loss=0.4485, top1-acc=86.37%, top5-acc=98.76%, remaining_time=0:00:17.579360, arrival_time=2021-04-14 22:17:10.852355, cost_time=0:00:07.755591 2021-04-14 22:16:54,525 INFO : TRAIN, epoch=0149, iter=00070/00196, fetch data time cost=1.52ms, fps=2046 images/s, loss=0.4446, top1-acc=86.40%, top5-acc=98.78%, remaining_time=0:00:16.214184, arrival_time=2021-04-14 22:17:10.739288, cost_time=0:00:09.007848 2021-04-14 22:16:55,779 INFO : TRAIN, epoch=0149, iter=00080/00196, fetch data time cost=1.64ms, fps=2042 images/s, loss=0.4460, top1-acc=86.40%, top5-acc=98.76%, remaining_time=0:00:14.880016, arrival_time=2021-04-14 22:17:10.659442, cost_time=0:00:10.262055 2021-04-14 22:16:57,026 INFO : TRAIN, epoch=0149, iter=00090/00196, fetch data time cost=1.86ms, fps=2054 images/s, loss=0.4471, top1-acc=86.38%, top5-acc=98.76%, remaining_time=0:00:13.555280, arrival_time=2021-04-14 22:17:10.581721, cost_time=0:00:11.509165 2021-04-14 22:16:58,281 INFO : TRAIN, epoch=0149, iter=00100/00196, fetch data time cost=1.59ms, fps=2040 images/s, loss=0.4474, top1-acc=86.30%, top5-acc=98.74%, remaining_time=0:00:12.253920, arrival_time=2021-04-14 22:17:10.535800, cost_time=0:00:12.764510 2021-04-14 22:16:59,532 INFO : TRAIN, epoch=0149, iter=00110/00196, fetch data time cost=1.55ms, fps=2049 images/s, loss=0.4497, top1-acc=86.22%, top5-acc=98.72%, remaining_time=0:00:10.957088, arrival_time=2021-04-14 22:17:10.489233, cost_time=0:00:14.014847 2021-04-14 22:17:00,791 INFO : TRAIN, epoch=0149, iter=00120/00196, fetch data time cost=1.73ms, fps=2035 images/s, loss=0.4510, top1-acc=86.18%, top5-acc=98.70%, remaining_time=0:00:09.673964, arrival_time=2021-04-14 22:17:10.465852, cost_time=0:00:15.274625 2021-04-14 22:17:02,044 INFO : TRAIN, epoch=0149, iter=00130/00196, fetch data time cost=1.91ms, fps=2044 images/s, loss=0.4502, top1-acc=86.16%, top5-acc=98.72%, remaining_time=0:00:08.390778, arrival_time=2021-04-14 22:17:10.435464, cost_time=0:00:16.527332 2021-04-14 22:17:03,290 INFO : TRAIN, epoch=0149, iter=00140/00196, fetch data time cost=1.42ms, fps=2056 images/s, loss=0.4543, top1-acc=86.01%, top5-acc=98.69%, remaining_time=0:00:07.109200, arrival_time=2021-04-14 22:17:10.399516, cost_time=0:00:17.773056 2021-04-14 22:17:04,540 INFO : TRAIN, epoch=0149, iter=00150/00196, fetch data time cost=1.35ms, fps=2049 images/s, loss=0.4578, top1-acc=85.89%, top5-acc=98.67%, remaining_time=0:00:05.833674, arrival_time=2021-04-14 22:17:10.373845, cost_time=0:00:19.022919 2021-04-14 22:17:05,793 INFO : TRAIN, epoch=0149, iter=00160/00196, fetch data time cost=1.45ms, fps=2043 images/s, loss=0.4589, top1-acc=85.82%, top5-acc=98.66%, remaining_time=0:00:04.562136, arrival_time=2021-04-14 22:17:10.355654, cost_time=0:00:20.276179 2021-04-14 22:17:07,047 INFO : TRAIN, epoch=0149, iter=00170/00196, fetch data time cost=1.35ms, fps=2042 images/s, loss=0.4604, top1-acc=85.73%, top5-acc=98.67%, remaining_time=0:00:03.292926, arrival_time=2021-04-14 22:17:10.340797, cost_time=0:00:21.530618 2021-04-14 22:17:08,305 INFO : TRAIN, epoch=0149, iter=00180/00196, fetch data time cost=1.43ms, fps=2037 images/s, loss=0.4619, top1-acc=85.68%, top5-acc=98.66%, remaining_time=0:00:02.025600, arrival_time=2021-04-14 22:17:10.330888, cost_time=0:00:22.787994 2021-04-14 22:17:09,562 INFO : TRAIN, epoch=0149, iter=00190/00196, fetch data time cost=1.19ms, fps=2037 images/s, loss=0.4649, top1-acc=85.59%, top5-acc=98.65%, remaining_time=0:00:00.759324, arrival_time=2021-04-14 22:17:10.321921, cost_time=0:00:24.045295 2021-04-14 22:17:10,246 INFO : TRAIN, epoch=0149, iter=00196/00196, fetch data time cost=1.62ms, fps=1990 images/s, loss=0.4657, top1-acc=85.56%, top5-acc=98.64%, remaining_time=0:00:00, arrival_time=2021-04-14 22:17:10.246742, cost_time=0:00:24.729345 2021-04-14 22:17:10,805 INFO : EVAL, epoch=0149, iter=00010/00040, fetch data time cost=0.43ms, fps=4606 images/s, loss=1.2308, top1-acc=66.80%, top5-acc=89.73%, remaining_time=0:00:01.667400, arrival_time=2021-04-14 22:17:12.473241, cost_time=0:00:00.555797 2021-04-14 22:17:11,195 INFO : EVAL, epoch=0149, iter=00020/00040, fetch data time cost=2.10ms, fps=6576 images/s, loss=1.2189, top1-acc=67.25%, top5-acc=90.14%, remaining_time=0:00:00.945740, arrival_time=2021-04-14 22:17:12.141529, cost_time=0:00:00.945749 2021-04-14 22:17:11,588 INFO : EVAL, epoch=0149, iter=00030/00040, fetch data time cost=1.53ms, fps=6520 images/s, loss=1.2218, top1-acc=66.93%, top5-acc=90.42%, remaining_time=0:00:00.446320, arrival_time=2021-04-14 22:17:12.035256, cost_time=0:00:01.338962 2021-04-14 22:17:11,948 INFO : EVAL, epoch=0149, iter=00040/00040, fetch data time cost=0.08ms, fps=6463 images/s, loss=1.2217, top1-acc=67.00%, top5-acc=90.48%, remaining_time=0:00:00, arrival_time=2021-04-14 22:17:11.948239, cost_time=0:00:01.698297 2021-04-14 22:17:12,039 INFO : Epoch=0149 complete, best val top1-acc=67.08%, top5-acc=90.70% (epoch=144), remaining_time=0:22:35.109525, arrival_time=2021-04-14 22:39:47.148664, cost_time=1:05:59.045406 2021-04-14 22:17:12,040 INFO : Train start, epoch=0150, lr=0.015204 2021-04-14 22:17:13,457 INFO : TRAIN, epoch=0150, iter=00010/00196, fetch data time cost=0.34ms, fps=1807 images/s, loss=0.4307, top1-acc=87.66%, top5-acc=98.87%, remaining_time=0:00:26.352480, arrival_time=2021-04-14 22:17:39.809927, cost_time=0:00:01.416804 2021-04-14 22:17:14,705 INFO : TRAIN, epoch=0150, iter=00020/00196, fetch data time cost=1.56ms, fps=2053 images/s, loss=0.4278, top1-acc=87.30%, top5-acc=98.95%, remaining_time=0:00:23.448304, arrival_time=2021-04-14 22:17:38.153580, cost_time=0:00:02.664578 2021-04-14 22:17:15,961 INFO : TRAIN, epoch=0150, iter=00030/00196, fetch data time cost=1.39ms, fps=2039 images/s, loss=0.4238, top1-acc=87.36%, top5-acc=99.09%, remaining_time=0:00:21.694042, arrival_time=2021-04-14 22:17:37.655312, cost_time=0:00:03.920604 2021-04-14 22:17:17,215 INFO : TRAIN, epoch=0150, iter=00040/00196, fetch data time cost=1.58ms, fps=2043 images/s, loss=0.4249, top1-acc=87.29%, top5-acc=99.06%, remaining_time=0:00:20.180160, arrival_time=2021-04-14 22:17:37.395258, cost_time=0:00:05.174415 2021-04-14 22:17:18,470 INFO : TRAIN, epoch=0150, iter=00050/00196, fetch data time cost=1.70ms, fps=2040 images/s, loss=0.4275, top1-acc=87.26%, top5-acc=99.03%, remaining_time=0:00:18.774578, arrival_time=2021-04-14 22:17:37.244822, cost_time=0:00:06.429664 2021-04-14 22:17:19,723 INFO : TRAIN, epoch=0150, iter=00060/00196, fetch data time cost=2.33ms, fps=2043 images/s, loss=0.4277, top1-acc=87.08%, top5-acc=99.06%, remaining_time=0:00:17.414800, arrival_time=2021-04-14 22:17:37.138506, cost_time=0:00:07.682987 2021-04-14 22:17:20,981 INFO : TRAIN, epoch=0150, iter=00070/00196, fetch data time cost=1.32ms, fps=2036 images/s, loss=0.4314, top1-acc=86.84%, top5-acc=99.02%, remaining_time=0:00:16.093728, arrival_time=2021-04-14 22:17:37.075279, cost_time=0:00:08.940994 2021-04-14 22:17:22,230 INFO : TRAIN, epoch=0150, iter=00080/00196, fetch data time cost=1.73ms, fps=2051 images/s, loss=0.4337, top1-acc=86.79%, top5-acc=98.96%, remaining_time=0:00:14.774804, arrival_time=2021-04-14 22:17:37.004986, cost_time=0:00:10.189537 2021-04-14 22:17:23,490 INFO : TRAIN, epoch=0150, iter=00090/00196, fetch data time cost=1.52ms, fps=2032 images/s, loss=0.4317, top1-acc=86.82%, top5-acc=98.94%, remaining_time=0:00:13.485532, arrival_time=2021-04-14 22:17:36.976096, cost_time=0:00:11.449967 2021-04-14 22:17:24,742 INFO : TRAIN, epoch=0150, iter=00100/00196, fetch data time cost=1.63ms, fps=2046 images/s, loss=0.4329, top1-acc=86.76%, top5-acc=98.92%, remaining_time=0:00:12.193632, arrival_time=2021-04-14 22:17:36.935952, cost_time=0:00:12.701682 2021-04-14 22:17:25,990 INFO : TRAIN, epoch=0150, iter=00110/00196, fetch data time cost=1.57ms, fps=2053 images/s, loss=0.4351, top1-acc=86.68%, top5-acc=98.91%, remaining_time=0:00:10.905918, arrival_time=2021-04-14 22:17:36.895889, cost_time=0:00:13.949400 2021-04-14 22:17:27,235 INFO : TRAIN, epoch=0150, iter=00120/00196, fetch data time cost=1.48ms, fps=2056 images/s, loss=0.4363, top1-acc=86.58%, top5-acc=98.90%, remaining_time=0:00:09.623424, arrival_time=2021-04-14 22:17:36.858913, cost_time=0:00:15.194940 2021-04-14 22:17:28,487 INFO : TRAIN, epoch=0150, iter=00130/00196, fetch data time cost=1.42ms, fps=2046 images/s, loss=0.4394, top1-acc=86.41%, top5-acc=98.87%, remaining_time=0:00:08.349792, arrival_time=2021-04-14 22:17:36.837004, cost_time=0:00:16.446551 2021-04-14 22:17:29,745 INFO : TRAIN, epoch=0150, iter=00140/00196, fetch data time cost=1.50ms, fps=2036 images/s, loss=0.4425, top1-acc=86.31%, top5-acc=98.85%, remaining_time=0:00:07.081872, arrival_time=2021-04-14 22:17:36.827078, cost_time=0:00:17.704640 2021-04-14 22:17:30,996 INFO : TRAIN, epoch=0150, iter=00150/00196, fetch data time cost=1.53ms, fps=2047 images/s, loss=0.4441, top1-acc=86.28%, top5-acc=98.86%, remaining_time=0:00:05.813020, arrival_time=2021-04-14 22:17:36.809048, cost_time=0:00:18.955428 2021-04-14 22:17:32,257 INFO : TRAIN, epoch=0150, iter=00160/00196, fetch data time cost=1.72ms, fps=2031 images/s, loss=0.4463, top1-acc=86.20%, top5-acc=98.83%, remaining_time=0:00:04.548672, arrival_time=2021-04-14 22:17:36.805649, cost_time=0:00:20.216326 2021-04-14 22:17:33,515 INFO : TRAIN, epoch=0150, iter=00170/00196, fetch data time cost=1.46ms, fps=2035 images/s, loss=0.4478, top1-acc=86.13%, top5-acc=98.84%, remaining_time=0:00:03.284372, arrival_time=2021-04-14 22:17:36.799595, cost_time=0:00:21.474663 2021-04-14 22:17:34,765 INFO : TRAIN, epoch=0150, iter=00180/00196, fetch data time cost=1.68ms, fps=2048 images/s, loss=0.4504, top1-acc=86.04%, top5-acc=98.81%, remaining_time=0:00:02.020016, arrival_time=2021-04-14 22:17:36.785851, cost_time=0:00:22.725230 2021-04-14 22:17:36,038 INFO : TRAIN, epoch=0150, iter=00190/00196, fetch data time cost=1.79ms, fps=2013 images/s, loss=0.4536, top1-acc=85.94%, top5-acc=98.77%, remaining_time=0:00:00.757812, arrival_time=2021-04-14 22:17:36.795843, cost_time=0:00:23.997285 2021-04-14 22:17:36,719 INFO : TRAIN, epoch=0150, iter=00196/00196, fetch data time cost=1.28ms, fps=1999 images/s, loss=0.4561, top1-acc=85.91%, top5-acc=98.76%, remaining_time=0:00:00, arrival_time=2021-04-14 22:17:36.719061, cost_time=0:00:24.678495 2021-04-14 22:17:37,228 INFO : EVAL, epoch=0150, iter=00010/00040, fetch data time cost=3.04ms, fps=5045 images/s, loss=1.2411, top1-acc=67.89%, top5-acc=90.90%, remaining_time=0:00:01.522230, arrival_time=2021-04-14 22:17:38.750625, cost_time=0:00:00.507409 2021-04-14 22:17:37,622 INFO : EVAL, epoch=0150, iter=00020/00040, fetch data time cost=5.06ms, fps=6498 images/s, loss=1.2517, top1-acc=67.54%, top5-acc=90.78%, remaining_time=0:00:00.901860, arrival_time=2021-04-14 22:17:38.524673, cost_time=0:00:00.901863 2021-04-14 22:17:38,014 INFO : EVAL, epoch=0150, iter=00030/00040, fetch data time cost=1.35ms, fps=6549 images/s, loss=1.2408, top1-acc=67.62%, top5-acc=90.73%, remaining_time=0:00:00.431070, arrival_time=2021-04-14 22:17:38.445257, cost_time=0:00:01.293224 2021-04-14 22:17:38,378 INFO : EVAL, epoch=0150, iter=00040/00040, fetch data time cost=0.07ms, fps=6372 images/s, loss=1.2569, top1-acc=67.22%, top5-acc=90.72%, remaining_time=0:00:00, arrival_time=2021-04-14 22:17:38.378796, cost_time=0:00:01.657783 2021-04-14 22:17:38,541 INFO : Epoch=0150 complete, best val top1-acc=67.22%, top5-acc=90.72% (epoch=150), remaining_time=0:22:08.516050, arrival_time=2021-04-14 22:39:47.057964, cost_time=1:06:25.548175 2021-04-14 22:17:38,543 INFO : Train start, epoch=0151, lr=0.014645 2021-04-14 22:17:40,008 INFO : TRAIN, epoch=0151, iter=00010/00196, fetch data time cost=1.84ms, fps=1747 images/s, loss=0.4261, top1-acc=87.54%, top5-acc=99.10%, remaining_time=0:00:27.255324, arrival_time=2021-04-14 22:18:07.264140, cost_time=0:00:01.465340 2021-04-14 22:17:41,292 INFO : TRAIN, epoch=0151, iter=00020/00196, fetch data time cost=15.77ms, fps=1995 images/s, loss=0.4139, top1-acc=87.32%, top5-acc=99.12%, remaining_time=0:00:24.191552, arrival_time=2021-04-14 22:18:05.484158, cost_time=0:00:02.749035 2021-04-14 22:17:42,562 INFO : TRAIN, epoch=0151, iter=00030/00196, fetch data time cost=1.45ms, fps=2018 images/s, loss=0.4185, top1-acc=87.23%, top5-acc=99.05%, remaining_time=0:00:22.236198, arrival_time=2021-04-14 22:18:04.798160, cost_time=0:00:04.018578 2021-04-14 22:17:43,810 INFO : TRAIN, epoch=0151, iter=00040/00196, fetch data time cost=1.52ms, fps=2051 images/s, loss=0.4248, top1-acc=86.93%, top5-acc=98.96%, remaining_time=0:00:20.540832, arrival_time=2021-04-14 22:18:04.351170, cost_time=0:00:05.266882 2021-04-14 22:17:45,057 INFO : TRAIN, epoch=0151, iter=00050/00196, fetch data time cost=1.95ms, fps=2054 images/s, loss=0.4253, top1-acc=87.00%, top5-acc=98.96%, remaining_time=0:00:19.019858, arrival_time=2021-04-14 22:18:04.076950, cost_time=0:00:06.513646 2021-04-14 22:17:46,309 INFO : TRAIN, epoch=0151, iter=00060/00196, fetch data time cost=1.88ms, fps=2045 images/s, loss=0.4288, top1-acc=86.81%, top5-acc=98.95%, remaining_time=0:00:17.602480, arrival_time=2021-04-14 22:18:03.911651, cost_time=0:00:07.765772 2021-04-14 22:17:47,563 INFO : TRAIN, epoch=0151, iter=00070/00196, fetch data time cost=1.84ms, fps=2043 images/s, loss=0.4320, top1-acc=86.66%, top5-acc=98.91%, remaining_time=0:00:16.234974, arrival_time=2021-04-14 22:18:03.797919, cost_time=0:00:09.019429 2021-04-14 22:17:48,821 INFO : TRAIN, epoch=0151, iter=00080/00196, fetch data time cost=1.73ms, fps=2035 images/s, loss=0.4341, top1-acc=86.53%, top5-acc=98.85%, remaining_time=0:00:14.903332, arrival_time=2021-04-14 22:18:03.724937, cost_time=0:00:10.278196 2021-04-14 22:17:50,073 INFO : TRAIN, epoch=0151, iter=00090/00196, fetch data time cost=1.37ms, fps=2046 images/s, loss=0.4342, top1-acc=86.58%, top5-acc=98.86%, remaining_time=0:00:13.579766, arrival_time=2021-04-14 22:18:03.653147, cost_time=0:00:11.530008 2021-04-14 22:17:51,334 INFO : TRAIN, epoch=0151, iter=00100/00196, fetch data time cost=1.56ms, fps=2031 images/s, loss=0.4368, top1-acc=86.53%, top5-acc=98.84%, remaining_time=0:00:12.279360, arrival_time=2021-04-14 22:18:03.613792, cost_time=0:00:12.790975 2021-04-14 22:17:52,591 INFO : TRAIN, epoch=0151, iter=00110/00196, fetch data time cost=1.63ms, fps=2037 images/s, loss=0.4414, top1-acc=86.38%, top5-acc=98.80%, remaining_time=0:00:10.983404, arrival_time=2021-04-14 22:18:03.575273, cost_time=0:00:14.048502 2021-04-14 22:17:53,857 INFO : TRAIN, epoch=0151, iter=00120/00196, fetch data time cost=1.42ms, fps=2023 images/s, loss=0.4428, top1-acc=86.35%, top5-acc=98.80%, remaining_time=0:00:09.699196, arrival_time=2021-04-14 22:18:03.557131, cost_time=0:00:15.314566 2021-04-14 22:17:55,121 INFO : TRAIN, epoch=0151, iter=00130/00196, fetch data time cost=1.60ms, fps=2027 images/s, loss=0.4440, top1-acc=86.25%, top5-acc=98.81%, remaining_time=0:00:08.416518, arrival_time=2021-04-14 22:18:03.537911, cost_time=0:00:16.577934 2021-04-14 22:17:56,365 INFO : TRAIN, epoch=0151, iter=00140/00196, fetch data time cost=1.45ms, fps=2059 images/s, loss=0.4465, top1-acc=86.19%, top5-acc=98.78%, remaining_time=0:00:07.128800, arrival_time=2021-04-14 22:18:03.494117, cost_time=0:00:17.821948 2021-04-14 22:17:57,609 INFO : TRAIN, epoch=0151, iter=00150/00196, fetch data time cost=1.41ms, fps=2058 images/s, loss=0.4480, top1-acc=86.10%, top5-acc=98.78%, remaining_time=0:00:05.847014, arrival_time=2021-04-14 22:18:03.456747, cost_time=0:00:19.066366 2021-04-14 22:17:58,856 INFO : TRAIN, epoch=0151, iter=00160/00196, fetch data time cost=1.58ms, fps=2055 images/s, loss=0.4509, top1-acc=85.99%, top5-acc=98.78%, remaining_time=0:00:04.570344, arrival_time=2021-04-14 22:18:03.426517, cost_time=0:00:20.312664 2021-04-14 22:18:00,102 INFO : TRAIN, epoch=0151, iter=00170/00196, fetch data time cost=1.38ms, fps=2054 images/s, loss=0.4534, top1-acc=85.94%, top5-acc=98.76%, remaining_time=0:00:03.297346, arrival_time=2021-04-14 22:18:03.400257, cost_time=0:00:21.559514 2021-04-14 22:18:01,363 INFO : TRAIN, epoch=0151, iter=00180/00196, fetch data time cost=1.44ms, fps=2032 images/s, loss=0.4568, top1-acc=85.80%, top5-acc=98.72%, remaining_time=0:00:02.028416, arrival_time=2021-04-14 22:18:03.391562, cost_time=0:00:22.819704 2021-04-14 22:18:02,631 INFO : TRAIN, epoch=0151, iter=00190/00196, fetch data time cost=1.35ms, fps=2020 images/s, loss=0.4579, top1-acc=85.80%, top5-acc=98.72%, remaining_time=0:00:00.760662, arrival_time=2021-04-14 22:18:03.391844, cost_time=0:00:24.087722 2021-04-14 22:18:03,309 INFO : TRAIN, epoch=0151, iter=00196/00196, fetch data time cost=1.43ms, fps=2006 images/s, loss=0.4593, top1-acc=85.76%, top5-acc=98.70%, remaining_time=0:00:00, arrival_time=2021-04-14 22:18:03.309815, cost_time=0:00:24.766402 2021-04-14 22:18:03,852 INFO : EVAL, epoch=0151, iter=00010/00040, fetch data time cost=0.32ms, fps=4740 images/s, loss=1.1756, top1-acc=67.42%, top5-acc=90.51%, remaining_time=0:00:01.620330, arrival_time=2021-04-14 22:18:05.472438, cost_time=0:00:00.540110 2021-04-14 22:18:04,241 INFO : EVAL, epoch=0151, iter=00020/00040, fetch data time cost=0.41ms, fps=6581 images/s, loss=1.1899, top1-acc=67.03%, top5-acc=90.98%, remaining_time=0:00:00.929720, arrival_time=2021-04-14 22:18:05.171352, cost_time=0:00:00.929721 2021-04-14 22:18:04,633 INFO : EVAL, epoch=0151, iter=00030/00040, fetch data time cost=2.14ms, fps=6543 images/s, loss=1.1910, top1-acc=66.81%, top5-acc=91.17%, remaining_time=0:00:00.440490, arrival_time=2021-04-14 22:18:05.073937, cost_time=0:00:01.321462 2021-04-14 22:18:04,992 INFO : EVAL, epoch=0151, iter=00040/00040, fetch data time cost=0.06ms, fps=6463 images/s, loss=1.2047, top1-acc=66.99%, top5-acc=91.15%, remaining_time=0:00:00, arrival_time=2021-04-14 22:18:04.992891, cost_time=0:00:01.680995 2021-04-14 22:18:05,095 INFO : Epoch=0151 complete, best val top1-acc=67.22%, top5-acc=90.72% (epoch=150), remaining_time=0:21:41.940388, arrival_time=2021-04-14 22:39:47.036134, cost_time=1:06:52.102017 2021-04-14 22:18:05,097 INFO : Train start, epoch=0152, lr=0.014094 2021-04-14 22:18:06,504 INFO : TRAIN, epoch=0152, iter=00010/00196, fetch data time cost=0.25ms, fps=1819 images/s, loss=0.4160, top1-acc=87.07%, top5-acc=98.52%, remaining_time=0:00:26.174850, arrival_time=2021-04-14 22:18:32.679532, cost_time=0:00:01.407250 2021-04-14 22:18:07,755 INFO : TRAIN, epoch=0152, iter=00020/00196, fetch data time cost=1.49ms, fps=2049 images/s, loss=0.4169, top1-acc=87.01%, top5-acc=98.83%, remaining_time=0:00:23.388288, arrival_time=2021-04-14 22:18:31.143397, cost_time=0:00:02.657767 2021-04-14 22:18:09,013 INFO : TRAIN, epoch=0152, iter=00030/00196, fetch data time cost=1.79ms, fps=2035 images/s, loss=0.4073, top1-acc=87.40%, top5-acc=98.98%, remaining_time=0:00:21.668976, arrival_time=2021-04-14 22:18:30.682416, cost_time=0:00:03.916092 2021-04-14 22:18:10,266 INFO : TRAIN, epoch=0152, iter=00040/00196, fetch data time cost=1.32ms, fps=2044 images/s, loss=0.4094, top1-acc=87.47%, top5-acc=98.98%, remaining_time=0:00:20.158632, arrival_time=2021-04-14 22:18:30.424792, cost_time=0:00:05.168896 2021-04-14 22:18:11,518 INFO : TRAIN, epoch=0152, iter=00050/00196, fetch data time cost=1.39ms, fps=2044 images/s, loss=0.4098, top1-acc=87.48%, top5-acc=98.98%, remaining_time=0:00:18.750780, arrival_time=2021-04-14 22:18:30.269614, cost_time=0:00:06.421496 2021-04-14 22:18:12,767 INFO : TRAIN, epoch=0152, iter=00060/00196, fetch data time cost=1.67ms, fps=2052 images/s, loss=0.4067, top1-acc=87.56%, top5-acc=98.99%, remaining_time=0:00:17.384608, arrival_time=2021-04-14 22:18:30.151696, cost_time=0:00:07.669681 2021-04-14 22:18:14,016 INFO : TRAIN, epoch=0152, iter=00070/00196, fetch data time cost=1.51ms, fps=2051 images/s, loss=0.4123, top1-acc=87.37%, top5-acc=98.97%, remaining_time=0:00:16.053534, arrival_time=2021-04-14 22:18:30.069450, cost_time=0:00:08.918628 2021-04-14 22:18:15,262 INFO : TRAIN, epoch=0152, iter=00080/00196, fetch data time cost=1.59ms, fps=2054 images/s, loss=0.4129, top1-acc=87.34%, top5-acc=98.98%, remaining_time=0:00:14.739772, arrival_time=2021-04-14 22:18:30.002383, cost_time=0:00:10.165361 2021-04-14 22:18:16,521 INFO : TRAIN, epoch=0152, iter=00090/00196, fetch data time cost=1.46ms, fps=2035 images/s, loss=0.4178, top1-acc=87.23%, top5-acc=98.94%, remaining_time=0:00:13.454686, arrival_time=2021-04-14 22:18:29.975803, cost_time=0:00:11.423785 2021-04-14 22:18:17,768 INFO : TRAIN, epoch=0152, iter=00100/00196, fetch data time cost=1.41ms, fps=2053 images/s, loss=0.4195, top1-acc=87.16%, top5-acc=98.94%, remaining_time=0:00:12.164736, arrival_time=2021-04-14 22:18:29.933598, cost_time=0:00:12.671614 2021-04-14 22:18:19,025 INFO : TRAIN, epoch=0152, iter=00110/00196, fetch data time cost=1.59ms, fps=2038 images/s, loss=0.4226, top1-acc=87.00%, top5-acc=98.95%, remaining_time=0:00:10.889406, arrival_time=2021-04-14 22:18:29.915030, cost_time=0:00:13.928290 2021-04-14 22:18:20,280 INFO : TRAIN, epoch=0152, iter=00120/00196, fetch data time cost=1.89ms, fps=2041 images/s, loss=0.4237, top1-acc=86.96%, top5-acc=98.96%, remaining_time=0:00:09.616128, arrival_time=2021-04-14 22:18:29.896838, cost_time=0:00:15.183411 2021-04-14 22:18:21,542 INFO : TRAIN, epoch=0152, iter=00130/00196, fetch data time cost=1.38ms, fps=2030 images/s, loss=0.4243, top1-acc=86.95%, top5-acc=98.94%, remaining_time=0:00:08.349198, arrival_time=2021-04-14 22:18:29.891861, cost_time=0:00:16.445358 2021-04-14 22:18:22,823 INFO : TRAIN, epoch=0152, iter=00140/00196, fetch data time cost=2.28ms, fps=2000 images/s, loss=0.4248, top1-acc=86.94%, top5-acc=98.93%, remaining_time=0:00:07.090272, arrival_time=2021-04-14 22:18:29.913360, cost_time=0:00:17.725655 2021-04-14 22:18:24,078 INFO : TRAIN, epoch=0152, iter=00150/00196, fetch data time cost=2.08ms, fps=2040 images/s, loss=0.4275, top1-acc=86.85%, top5-acc=98.92%, remaining_time=0:00:05.820932, arrival_time=2021-04-14 22:18:29.899658, cost_time=0:00:18.981338 2021-04-14 22:18:25,331 INFO : TRAIN, epoch=0152, iter=00160/00196, fetch data time cost=2.01ms, fps=2044 images/s, loss=0.4310, top1-acc=86.71%, top5-acc=98.88%, remaining_time=0:00:04.552704, arrival_time=2021-04-14 22:18:29.884297, cost_time=0:00:20.234250 2021-04-14 22:18:26,585 INFO : TRAIN, epoch=0152, iter=00170/00196, fetch data time cost=1.83ms, fps=2042 images/s, loss=0.4332, top1-acc=86.64%, top5-acc=98.85%, remaining_time=0:00:03.286478, arrival_time=2021-04-14 22:18:29.872251, cost_time=0:00:21.488503 2021-04-14 22:18:27,839 INFO : TRAIN, epoch=0152, iter=00180/00196, fetch data time cost=1.83ms, fps=2042 images/s, loss=0.4338, top1-acc=86.65%, top5-acc=98.85%, remaining_time=0:00:02.021568, arrival_time=2021-04-14 22:18:29.861463, cost_time=0:00:22.742554 2021-04-14 22:18:29,104 INFO : TRAIN, epoch=0152, iter=00190/00196, fetch data time cost=1.70ms, fps=2025 images/s, loss=0.4357, top1-acc=86.58%, top5-acc=98.82%, remaining_time=0:00:00.758130, arrival_time=2021-04-14 22:18:29.862978, cost_time=0:00:24.007524 2021-04-14 22:18:29,784 INFO : TRAIN, epoch=0152, iter=00196/00196, fetch data time cost=1.40ms, fps=2003 images/s, loss=0.4374, top1-acc=86.55%, top5-acc=98.80%, remaining_time=0:00:00, arrival_time=2021-04-14 22:18:29.784343, cost_time=0:00:24.687096 2021-04-14 22:18:30,303 INFO : EVAL, epoch=0152, iter=00010/00040, fetch data time cost=0.47ms, fps=4944 images/s, loss=1.2449, top1-acc=66.13%, top5-acc=90.43%, remaining_time=0:00:01.553460, arrival_time=2021-04-14 22:18:31.857373, cost_time=0:00:00.517816 2021-04-14 22:18:30,704 INFO : EVAL, epoch=0152, iter=00020/00040, fetch data time cost=0.42ms, fps=6404 images/s, loss=1.2139, top1-acc=66.66%, top5-acc=91.17%, remaining_time=0:00:00.917880, arrival_time=2021-04-14 22:18:31.621893, cost_time=0:00:00.917886 2021-04-14 22:18:31,105 INFO : EVAL, epoch=0152, iter=00030/00040, fetch data time cost=2.46ms, fps=6396 images/s, loss=1.2202, top1-acc=66.11%, top5-acc=90.99%, remaining_time=0:00:00.439550, arrival_time=2021-04-14 22:18:31.544438, cost_time=0:00:01.318639 2021-04-14 22:18:31,465 INFO : EVAL, epoch=0152, iter=00040/00040, fetch data time cost=0.06ms, fps=6452 images/s, loss=1.2268, top1-acc=65.99%, top5-acc=90.84%, remaining_time=0:00:00, arrival_time=2021-04-14 22:18:31.465097, cost_time=0:00:01.679000 2021-04-14 22:18:31,573 INFO : Epoch=0152 complete, best val top1-acc=67.22%, top5-acc=90.72% (epoch=150), remaining_time=0:21:15.341088, arrival_time=2021-04-14 22:39:46.914886, cost_time=1:07:18.580047 2021-04-14 22:18:31,576 INFO : Train start, epoch=0153, lr=0.013552 2021-04-14 22:18:33,022 INFO : TRAIN, epoch=0153, iter=00010/00196, fetch data time cost=1.35ms, fps=1771 images/s, loss=0.4164, top1-acc=86.48%, top5-acc=98.83%, remaining_time=0:00:26.892252, arrival_time=2021-04-14 22:18:59.914227, cost_time=0:00:01.445822 2021-04-14 22:18:34,278 INFO : TRAIN, epoch=0153, iter=00020/00196, fetch data time cost=1.35ms, fps=2038 images/s, loss=0.4104, top1-acc=87.19%, top5-acc=98.91%, remaining_time=0:00:23.779360, arrival_time=2021-04-14 22:18:58.057934, cost_time=0:00:02.702202 2021-04-14 22:18:35,534 INFO : TRAIN, epoch=0153, iter=00030/00196, fetch data time cost=1.35ms, fps=2040 images/s, loss=0.4104, top1-acc=87.06%, top5-acc=99.02%, remaining_time=0:00:21.901376, arrival_time=2021-04-14 22:18:57.435613, cost_time=0:00:03.958081 2021-04-14 22:18:36,793 INFO : TRAIN, epoch=0153, iter=00040/00196, fetch data time cost=2.13ms, fps=2033 images/s, loss=0.4078, top1-acc=87.35%, top5-acc=98.99%, remaining_time=0:00:20.348484, arrival_time=2021-04-14 22:18:57.142208, cost_time=0:00:05.217560 2021-04-14 22:18:38,050 INFO : TRAIN, epoch=0153, iter=00050/00196, fetch data time cost=1.55ms, fps=2038 images/s, loss=0.4025, top1-acc=87.55%, top5-acc=99.06%, remaining_time=0:00:18.905102, arrival_time=2021-04-14 22:18:56.955696, cost_time=0:00:06.474350 2021-04-14 22:18:39,315 INFO : TRAIN, epoch=0153, iter=00060/00196, fetch data time cost=2.16ms, fps=2024 images/s, loss=0.4029, top1-acc=87.57%, top5-acc=99.02%, remaining_time=0:00:17.543048, arrival_time=2021-04-14 22:18:56.858799, cost_time=0:00:07.739591 2021-04-14 22:18:40,566 INFO : TRAIN, epoch=0153, iter=00070/00196, fetch data time cost=2.27ms, fps=2048 images/s, loss=0.4063, top1-acc=87.45%, top5-acc=98.99%, remaining_time=0:00:16.182180, arrival_time=2021-04-14 22:18:56.748503, cost_time=0:00:08.990119 2021-04-14 22:18:41,823 INFO : TRAIN, epoch=0153, iter=00080/00196, fetch data time cost=1.37ms, fps=2038 images/s, loss=0.4071, top1-acc=87.46%, top5-acc=98.99%, remaining_time=0:00:14.857860, arrival_time=2021-04-14 22:18:56.680863, cost_time=0:00:10.246767 2021-04-14 22:18:43,083 INFO : TRAIN, epoch=0153, iter=00090/00196, fetch data time cost=1.93ms, fps=2032 images/s, loss=0.4090, top1-acc=87.40%, top5-acc=99.01%, remaining_time=0:00:13.553054, arrival_time=2021-04-14 22:18:56.636542, cost_time=0:00:11.507316 2021-04-14 22:18:44,336 INFO : TRAIN, epoch=0153, iter=00100/00196, fetch data time cost=1.42ms, fps=2044 images/s, loss=0.4088, top1-acc=87.41%, top5-acc=99.01%, remaining_time=0:00:12.249792, arrival_time=2021-04-14 22:18:56.586109, cost_time=0:00:12.760157 2021-04-14 22:18:45,581 INFO : TRAIN, epoch=0153, iter=00110/00196, fetch data time cost=1.33ms, fps=2057 images/s, loss=0.4103, top1-acc=87.39%, top5-acc=98.98%, remaining_time=0:00:10.949262, arrival_time=2021-04-14 22:18:56.530285, cost_time=0:00:14.004861 2021-04-14 22:18:46,827 INFO : TRAIN, epoch=0153, iter=00120/00196, fetch data time cost=1.34ms, fps=2055 images/s, loss=0.4119, top1-acc=87.38%, top5-acc=98.98%, remaining_time=0:00:09.659144, arrival_time=2021-04-14 22:18:56.486656, cost_time=0:00:15.251263 2021-04-14 22:18:48,083 INFO : TRAIN, epoch=0153, iter=00130/00196, fetch data time cost=1.53ms, fps=2039 images/s, loss=0.4133, top1-acc=87.33%, top5-acc=98.98%, remaining_time=0:00:08.380548, arrival_time=2021-04-14 22:18:56.463862, cost_time=0:00:16.507145 2021-04-14 22:18:49,347 INFO : TRAIN, epoch=0153, iter=00140/00196, fetch data time cost=1.45ms, fps=2026 images/s, loss=0.4140, top1-acc=87.29%, top5-acc=99.00%, remaining_time=0:00:07.108416, arrival_time=2021-04-14 22:18:56.455634, cost_time=0:00:17.771058 2021-04-14 22:18:50,594 INFO : TRAIN, epoch=0153, iter=00150/00196, fetch data time cost=1.51ms, fps=2052 images/s, loss=0.4155, top1-acc=87.22%, top5-acc=99.01%, remaining_time=0:00:05.832432, arrival_time=2021-04-14 22:18:56.427359, cost_time=0:00:19.018769 2021-04-14 22:18:51,843 INFO : TRAIN, epoch=0153, iter=00160/00196, fetch data time cost=1.61ms, fps=2051 images/s, loss=0.4163, top1-acc=87.16%, top5-acc=98.99%, remaining_time=0:00:04.560192, arrival_time=2021-04-14 22:18:56.403905, cost_time=0:00:20.267486 2021-04-14 22:18:53,098 INFO : TRAIN, epoch=0153, iter=00170/00196, fetch data time cost=1.53ms, fps=2041 images/s, loss=0.4177, top1-acc=87.07%, top5-acc=98.99%, remaining_time=0:00:03.291678, arrival_time=2021-04-14 22:18:56.390383, cost_time=0:00:21.522524 2021-04-14 22:18:54,343 INFO : TRAIN, epoch=0153, iter=00180/00196, fetch data time cost=1.40ms, fps=2057 images/s, loss=0.4194, top1-acc=87.00%, top5-acc=98.98%, remaining_time=0:00:02.023792, arrival_time=2021-04-14 22:18:56.367537, cost_time=0:00:22.767574 2021-04-14 22:18:55,589 INFO : TRAIN, epoch=0153, iter=00190/00196, fetch data time cost=1.40ms, fps=2056 images/s, loss=0.4209, top1-acc=86.93%, top5-acc=98.98%, remaining_time=0:00:00.758310, arrival_time=2021-04-14 22:18:56.347713, cost_time=0:00:24.013207 2021-04-14 22:18:56,274 INFO : TRAIN, epoch=0153, iter=00196/00196, fetch data time cost=1.42ms, fps=1987 images/s, loss=0.4214, top1-acc=86.91%, top5-acc=98.98%, remaining_time=0:00:00, arrival_time=2021-04-14 22:18:56.274271, cost_time=0:00:24.698127 2021-04-14 22:18:56,802 INFO : EVAL, epoch=0153, iter=00010/00040, fetch data time cost=4.27ms, fps=4866 images/s, loss=1.2674, top1-acc=65.12%, top5-acc=89.61%, remaining_time=0:00:01.578210, arrival_time=2021-04-14 22:18:58.380313, cost_time=0:00:00.526066 2021-04-14 22:18:57,202 INFO : EVAL, epoch=0153, iter=00020/00040, fetch data time cost=0.23ms, fps=6402 images/s, loss=1.2308, top1-acc=66.07%, top5-acc=90.39%, remaining_time=0:00:00.926420, arrival_time=2021-04-14 22:18:58.128868, cost_time=0:00:00.926419 2021-04-14 22:18:57,593 INFO : EVAL, epoch=0153, iter=00030/00040, fetch data time cost=1.35ms, fps=6554 images/s, loss=1.2176, top1-acc=66.84%, top5-acc=90.59%, remaining_time=0:00:00.439170, arrival_time=2021-04-14 22:18:58.032654, cost_time=0:00:01.317496 2021-04-14 22:18:57,952 INFO : EVAL, epoch=0153, iter=00040/00040, fetch data time cost=0.05ms, fps=6466 images/s, loss=1.1971, top1-acc=67.31%, top5-acc=90.76%, remaining_time=0:00:00, arrival_time=2021-04-14 22:18:57.952697, cost_time=0:00:01.676668 2021-04-14 22:18:58,095 INFO : Epoch=0153 complete, best val top1-acc=67.31%, top5-acc=90.76% (epoch=153), remaining_time=0:20:48.756583, arrival_time=2021-04-14 22:39:46.851529, cost_time=1:07:45.101192 2021-04-14 22:18:58,096 INFO : Train start, epoch=0154, lr=0.013018 2021-04-14 22:18:59,553 INFO : TRAIN, epoch=0154, iter=00010/00196, fetch data time cost=0.34ms, fps=1757 images/s, loss=0.3586, top1-acc=89.22%, top5-acc=99.41%, remaining_time=0:00:27.102804, arrival_time=2021-04-14 22:19:26.656525, cost_time=0:00:01.457142 2021-04-14 22:19:00,810 INFO : TRAIN, epoch=0154, iter=00020/00196, fetch data time cost=1.56ms, fps=2039 images/s, loss=0.3762, top1-acc=88.55%, top5-acc=99.28%, remaining_time=0:00:23.879152, arrival_time=2021-04-14 22:19:24.689333, cost_time=0:00:02.713548 2021-04-14 22:19:02,064 INFO : TRAIN, epoch=0154, iter=00030/00196, fetch data time cost=1.64ms, fps=2042 images/s, loss=0.3846, top1-acc=88.14%, top5-acc=99.23%, remaining_time=0:00:21.954994, arrival_time=2021-04-14 22:19:24.019353, cost_time=0:00:03.967774 2021-04-14 22:19:03,321 INFO : TRAIN, epoch=0154, iter=00040/00196, fetch data time cost=2.79ms, fps=2038 images/s, loss=0.3902, top1-acc=87.95%, top5-acc=99.19%, remaining_time=0:00:20.375628, arrival_time=2021-04-14 22:19:23.696818, cost_time=0:00:05.224509 2021-04-14 22:19:04,593 INFO : TRAIN, epoch=0154, iter=00050/00196, fetch data time cost=1.41ms, fps=2013 images/s, loss=0.3943, top1-acc=87.85%, top5-acc=99.13%, remaining_time=0:00:18.971094, arrival_time=2021-04-14 22:19:23.564583, cost_time=0:00:06.496942 2021-04-14 22:19:05,857 INFO : TRAIN, epoch=0154, iter=00060/00196, fetch data time cost=1.83ms, fps=2027 images/s, loss=0.3932, top1-acc=87.90%, top5-acc=99.12%, remaining_time=0:00:17.591056, arrival_time=2021-04-14 22:19:23.448486, cost_time=0:00:07.760769 2021-04-14 22:19:07,113 INFO : TRAIN, epoch=0154, iter=00070/00196, fetch data time cost=1.38ms, fps=2039 images/s, loss=0.3910, top1-acc=88.00%, top5-acc=99.10%, remaining_time=0:00:16.231194, arrival_time=2021-04-14 22:19:23.345038, cost_time=0:00:09.017357 2021-04-14 22:19:08,362 INFO : TRAIN, epoch=0154, iter=00080/00196, fetch data time cost=1.55ms, fps=2051 images/s, loss=0.3947, top1-acc=87.86%, top5-acc=99.07%, remaining_time=0:00:14.885816, arrival_time=2021-04-14 22:19:23.248485, cost_time=0:00:10.266095 2021-04-14 22:19:09,615 INFO : TRAIN, epoch=0154, iter=00090/00196, fetch data time cost=1.40ms, fps=2045 images/s, loss=0.3942, top1-acc=87.84%, top5-acc=99.06%, remaining_time=0:00:13.566198, arrival_time=2021-04-14 22:19:23.181203, cost_time=0:00:11.518506 2021-04-14 22:19:10,869 INFO : TRAIN, epoch=0154, iter=00100/00196, fetch data time cost=2.14ms, fps=2041 images/s, loss=0.3947, top1-acc=87.79%, top5-acc=99.07%, remaining_time=0:00:12.262176, arrival_time=2021-04-14 22:19:23.131889, cost_time=0:00:12.773140 2021-04-14 22:19:12,129 INFO : TRAIN, epoch=0154, iter=00110/00196, fetch data time cost=1.54ms, fps=2034 images/s, loss=0.3964, top1-acc=87.71%, top5-acc=99.05%, remaining_time=0:00:10.970848, arrival_time=2021-04-14 22:19:23.099860, cost_time=0:00:14.032502 2021-04-14 22:19:13,388 INFO : TRAIN, epoch=0154, iter=00120/00196, fetch data time cost=1.83ms, fps=2034 images/s, loss=0.3971, top1-acc=87.69%, top5-acc=99.05%, remaining_time=0:00:09.684756, arrival_time=2021-04-14 22:19:23.072980, cost_time=0:00:15.291734 2021-04-14 22:19:14,652 INFO : TRAIN, epoch=0154, iter=00130/00196, fetch data time cost=2.70ms, fps=2026 images/s, loss=0.3994, top1-acc=87.61%, top5-acc=99.06%, remaining_time=0:00:08.405100, arrival_time=2021-04-14 22:19:23.057187, cost_time=0:00:16.555499 2021-04-14 22:19:15,898 INFO : TRAIN, epoch=0154, iter=00140/00196, fetch data time cost=1.50ms, fps=2056 images/s, loss=0.4018, top1-acc=87.50%, top5-acc=99.05%, remaining_time=0:00:07.120624, arrival_time=2021-04-14 22:19:23.018616, cost_time=0:00:17.801499 2021-04-14 22:19:17,151 INFO : TRAIN, epoch=0154, iter=00150/00196, fetch data time cost=1.60ms, fps=2044 images/s, loss=0.4023, top1-acc=87.47%, top5-acc=99.03%, remaining_time=0:00:05.843380, arrival_time=2021-04-14 22:19:22.994335, cost_time=0:00:19.054462 2021-04-14 22:19:18,402 INFO : TRAIN, epoch=0154, iter=00160/00196, fetch data time cost=1.55ms, fps=2046 images/s, loss=0.4038, top1-acc=87.40%, top5-acc=99.04%, remaining_time=0:00:04.568904, arrival_time=2021-04-14 22:19:22.971769, cost_time=0:00:20.306209 2021-04-14 22:19:19,665 INFO : TRAIN, epoch=0154, iter=00170/00196, fetch data time cost=1.87ms, fps=2028 images/s, loss=0.4045, top1-acc=87.38%, top5-acc=99.03%, remaining_time=0:00:03.298854, arrival_time=2021-04-14 22:19:22.964709, cost_time=0:00:21.569348 2021-04-14 22:19:20,924 INFO : TRAIN, epoch=0154, iter=00180/00196, fetch data time cost=2.00ms, fps=2035 images/s, loss=0.4054, top1-acc=87.36%, top5-acc=99.02%, remaining_time=0:00:02.029136, arrival_time=2021-04-14 22:19:22.953489, cost_time=0:00:22.827860 2021-04-14 22:19:22,174 INFO : TRAIN, epoch=0154, iter=00190/00196, fetch data time cost=1.37ms, fps=2048 images/s, loss=0.4088, top1-acc=87.24%, top5-acc=98.98%, remaining_time=0:00:00.760368, arrival_time=2021-04-14 22:19:22.935169, cost_time=0:00:24.078321 2021-04-14 22:19:22,861 INFO : TRAIN, epoch=0154, iter=00196/00196, fetch data time cost=1.29ms, fps=1982 images/s, loss=0.4087, top1-acc=87.26%, top5-acc=98.97%, remaining_time=0:00:00, arrival_time=2021-04-14 22:19:22.861437, cost_time=0:00:24.764878 2021-04-14 22:19:23,385 INFO : EVAL, epoch=0154, iter=00010/00040, fetch data time cost=1.45ms, fps=4903 images/s, loss=1.1953, top1-acc=68.55%, top5-acc=91.25%, remaining_time=0:00:01.566480, arrival_time=2021-04-14 22:19:24.951954, cost_time=0:00:00.522164 2021-04-14 22:19:23,775 INFO : EVAL, epoch=0154, iter=00020/00040, fetch data time cost=1.72ms, fps=6578 images/s, loss=1.2054, top1-acc=68.26%, top5-acc=91.33%, remaining_time=0:00:00.911760, arrival_time=2021-04-14 22:19:24.686832, cost_time=0:00:00.911761 2021-04-14 22:19:24,180 INFO : EVAL, epoch=0154, iter=00030/00040, fetch data time cost=2.01ms, fps=6321 images/s, loss=1.2166, top1-acc=67.88%, top5-acc=91.08%, remaining_time=0:00:00.439050, arrival_time=2021-04-14 22:19:24.619557, cost_time=0:00:01.317144 2021-04-14 22:19:24,553 INFO : EVAL, epoch=0154, iter=00040/00040, fetch data time cost=0.08ms, fps=6238 images/s, loss=1.2007, top1-acc=68.03%, top5-acc=90.94%, remaining_time=0:00:00, arrival_time=2021-04-14 22:19:24.553068, cost_time=0:00:01.689790 2021-04-14 22:19:24,702 INFO : Epoch=0154 complete, best val top1-acc=68.03%, top5-acc=90.94% (epoch=154), remaining_time=0:20:22.198748, arrival_time=2021-04-14 22:39:46.901372, cost_time=1:08:11.708881 2021-04-14 22:19:24,703 INFO : Train start, epoch=0155, lr=0.012494 2021-04-14 22:19:26,152 INFO : TRAIN, epoch=0155, iter=00010/00196, fetch data time cost=1.46ms, fps=1767 images/s, loss=0.3721, top1-acc=89.02%, top5-acc=99.34%, remaining_time=0:00:26.945448, arrival_time=2021-04-14 22:19:53.098200, cost_time=0:00:01.448677 2021-04-14 22:19:27,414 INFO : TRAIN, epoch=0155, iter=00020/00196, fetch data time cost=1.39ms, fps=2030 images/s, loss=0.3725, top1-acc=88.67%, top5-acc=99.37%, remaining_time=0:00:23.850112, arrival_time=2021-04-14 22:19:51.264393, cost_time=0:00:02.710249 2021-04-14 22:19:28,665 INFO : TRAIN, epoch=0155, iter=00030/00196, fetch data time cost=1.61ms, fps=2047 images/s, loss=0.3789, top1-acc=88.35%, top5-acc=99.28%, remaining_time=0:00:21.920300, arrival_time=2021-04-14 22:19:50.585845, cost_time=0:00:03.961507 2021-04-14 22:19:29,920 INFO : TRAIN, epoch=0155, iter=00040/00196, fetch data time cost=1.49ms, fps=2040 images/s, loss=0.3814, top1-acc=88.21%, top5-acc=99.28%, remaining_time=0:00:20.344740, arrival_time=2021-04-14 22:19:50.265456, cost_time=0:00:05.216607 2021-04-14 22:19:31,170 INFO : TRAIN, epoch=0155, iter=00050/00196, fetch data time cost=1.52ms, fps=2050 images/s, loss=0.3841, top1-acc=88.21%, top5-acc=99.20%, remaining_time=0:00:18.881450, arrival_time=2021-04-14 22:19:50.051725, cost_time=0:00:06.466233 2021-04-14 22:19:32,426 INFO : TRAIN, epoch=0155, iter=00060/00196, fetch data time cost=1.40ms, fps=2038 images/s, loss=0.3842, top1-acc=88.18%, top5-acc=99.24%, remaining_time=0:00:17.504696, arrival_time=2021-04-14 22:19:49.931413, cost_time=0:00:07.722686 2021-04-14 22:19:33,675 INFO : TRAIN, epoch=0155, iter=00070/00196, fetch data time cost=1.40ms, fps=2050 images/s, loss=0.3818, top1-acc=88.35%, top5-acc=99.24%, remaining_time=0:00:16.148916, arrival_time=2021-04-14 22:19:49.824570, cost_time=0:00:08.971627 2021-04-14 22:19:34,921 INFO : TRAIN, epoch=0155, iter=00080/00196, fetch data time cost=1.55ms, fps=2056 images/s, loss=0.3803, top1-acc=88.42%, top5-acc=99.25%, remaining_time=0:00:14.814708, arrival_time=2021-04-14 22:19:49.735807, cost_time=0:00:10.217075 2021-04-14 22:19:36,180 INFO : TRAIN, epoch=0155, iter=00090/00196, fetch data time cost=1.49ms, fps=2033 images/s, loss=0.3817, top1-acc=88.46%, top5-acc=99.20%, remaining_time=0:00:13.516802, arrival_time=2021-04-14 22:19:49.697490, cost_time=0:00:11.476560 2021-04-14 22:19:37,429 INFO : TRAIN, epoch=0155, iter=00100/00196, fetch data time cost=1.58ms, fps=2050 images/s, loss=0.3805, top1-acc=88.53%, top5-acc=99.20%, remaining_time=0:00:12.216768, arrival_time=2021-04-14 22:19:49.646613, cost_time=0:00:12.725798 2021-04-14 22:19:38,685 INFO : TRAIN, epoch=0155, iter=00110/00196, fetch data time cost=1.51ms, fps=2040 images/s, loss=0.3827, top1-acc=88.43%, top5-acc=99.19%, remaining_time=0:00:10.930944, arrival_time=2021-04-14 22:19:49.616382, cost_time=0:00:13.981417 2021-04-14 22:19:39,933 INFO : TRAIN, epoch=0155, iter=00120/00196, fetch data time cost=1.39ms, fps=2052 images/s, loss=0.3860, top1-acc=88.36%, top5-acc=99.15%, remaining_time=0:00:09.645388, arrival_time=2021-04-14 22:19:49.579022, cost_time=0:00:15.229571 2021-04-14 22:19:41,185 INFO : TRAIN, epoch=0155, iter=00130/00196, fetch data time cost=1.50ms, fps=2046 images/s, loss=0.3874, top1-acc=88.31%, top5-acc=99.15%, remaining_time=0:00:08.367480, arrival_time=2021-04-14 22:19:49.552950, cost_time=0:00:16.481448 2021-04-14 22:19:42,447 INFO : TRAIN, epoch=0155, iter=00140/00196, fetch data time cost=1.52ms, fps=2029 images/s, loss=0.3882, top1-acc=88.28%, top5-acc=99.15%, remaining_time=0:00:07.097440, arrival_time=2021-04-14 22:19:49.545086, cost_time=0:00:17.743615 2021-04-14 22:19:43,693 INFO : TRAIN, epoch=0155, iter=00150/00196, fetch data time cost=1.38ms, fps=2056 images/s, loss=0.3892, top1-acc=88.20%, top5-acc=99.13%, remaining_time=0:00:05.823416, arrival_time=2021-04-14 22:19:49.516937, cost_time=0:00:18.989342 2021-04-14 22:19:44,946 INFO : TRAIN, epoch=0155, iter=00160/00196, fetch data time cost=1.44ms, fps=2044 images/s, loss=0.3894, top1-acc=88.19%, top5-acc=99.13%, remaining_time=0:00:04.554576, arrival_time=2021-04-14 22:19:49.501213, cost_time=0:00:20.242535 2021-04-14 22:19:46,201 INFO : TRAIN, epoch=0155, iter=00170/00196, fetch data time cost=1.72ms, fps=2041 images/s, loss=0.3898, top1-acc=88.15%, top5-acc=99.12%, remaining_time=0:00:03.287830, arrival_time=2021-04-14 22:19:49.489291, cost_time=0:00:21.497392 2021-04-14 22:19:47,456 INFO : TRAIN, epoch=0155, iter=00180/00196, fetch data time cost=1.41ms, fps=2040 images/s, loss=0.3915, top1-acc=88.09%, top5-acc=99.11%, remaining_time=0:00:02.022464, arrival_time=2021-04-14 22:19:49.479258, cost_time=0:00:22.752771 2021-04-14 22:19:48,713 INFO : TRAIN, epoch=0155, iter=00190/00196, fetch data time cost=1.86ms, fps=2037 images/s, loss=0.3925, top1-acc=88.04%, top5-acc=99.10%, remaining_time=0:00:00.758202, arrival_time=2021-04-14 22:19:49.472002, cost_time=0:00:24.009776 2021-04-14 22:19:49,393 INFO : TRAIN, epoch=0155, iter=00196/00196, fetch data time cost=1.30ms, fps=2001 images/s, loss=0.3937, top1-acc=88.02%, top5-acc=99.08%, remaining_time=0:00:00, arrival_time=2021-04-14 22:19:49.393739, cost_time=0:00:24.689723 2021-04-14 22:19:49,904 INFO : EVAL, epoch=0155, iter=00010/00040, fetch data time cost=5.95ms, fps=5032 images/s, loss=1.1940, top1-acc=69.14%, top5-acc=91.45%, remaining_time=0:00:01.526130, arrival_time=2021-04-14 22:19:51.430399, cost_time=0:00:00.508708 2021-04-14 22:19:50,294 INFO : EVAL, epoch=0155, iter=00020/00040, fetch data time cost=0.21ms, fps=6575 images/s, loss=1.1822, top1-acc=68.83%, top5-acc=91.37%, remaining_time=0:00:00.898540, arrival_time=2021-04-14 22:19:51.192594, cost_time=0:00:00.898534 2021-04-14 22:19:50,686 INFO : EVAL, epoch=0155, iter=00030/00040, fetch data time cost=4.70ms, fps=6535 images/s, loss=1.1715, top1-acc=68.76%, top5-acc=91.55%, remaining_time=0:00:00.430210, arrival_time=2021-04-14 22:19:51.116346, cost_time=0:00:01.290620 2021-04-14 22:19:51,040 INFO : EVAL, epoch=0155, iter=00040/00040, fetch data time cost=0.07ms, fps=6545 images/s, loss=1.1690, top1-acc=68.42%, top5-acc=91.23%, remaining_time=0:00:00, arrival_time=2021-04-14 22:19:51.040954, cost_time=0:00:01.645457 2021-04-14 22:19:51,316 INFO : Epoch=0155 complete, best val top1-acc=68.42%, top5-acc=91.23% (epoch=155), remaining_time=0:19:55.641990, arrival_time=2021-04-14 22:39:46.958111, cost_time=1:08:38.322379 2021-04-14 22:19:51,317 INFO : Train start, epoch=0156, lr=0.011980 2021-04-14 22:19:52,765 INFO : TRAIN, epoch=0156, iter=00010/00196, fetch data time cost=0.31ms, fps=1768 images/s, loss=0.3500, top1-acc=89.34%, top5-acc=99.22%, remaining_time=0:00:26.927778, arrival_time=2021-04-14 22:20:19.693149, cost_time=0:00:01.447731 2021-04-14 22:19:54,023 INFO : TRAIN, epoch=0156, iter=00020/00196, fetch data time cost=1.74ms, fps=2035 images/s, loss=0.3650, top1-acc=88.95%, top5-acc=98.98%, remaining_time=0:00:23.815088, arrival_time=2021-04-14 22:20:17.838915, cost_time=0:00:02.706256 2021-04-14 22:19:55,282 INFO : TRAIN, epoch=0156, iter=00030/00196, fetch data time cost=1.40ms, fps=2036 images/s, loss=0.3687, top1-acc=88.92%, top5-acc=99.02%, remaining_time=0:00:21.936236, arrival_time=2021-04-14 22:20:17.218252, cost_time=0:00:03.964392 2021-04-14 22:19:56,533 INFO : TRAIN, epoch=0156, iter=00040/00196, fetch data time cost=1.47ms, fps=2047 images/s, loss=0.3736, top1-acc=88.78%, top5-acc=98.97%, remaining_time=0:00:20.340684, arrival_time=2021-04-14 22:20:16.873725, cost_time=0:00:05.215554 2021-04-14 22:19:57,783 INFO : TRAIN, epoch=0156, iter=00050/00196, fetch data time cost=1.38ms, fps=2049 images/s, loss=0.3693, top1-acc=89.12%, top5-acc=99.02%, remaining_time=0:00:18.879552, arrival_time=2021-04-14 22:20:16.662718, cost_time=0:00:06.465596 2021-04-14 22:19:59,039 INFO : TRAIN, epoch=0156, iter=00060/00196, fetch data time cost=1.88ms, fps=2039 images/s, loss=0.3700, top1-acc=89.00%, top5-acc=99.10%, remaining_time=0:00:17.502248, arrival_time=2021-04-14 22:20:16.541379, cost_time=0:00:07.721554 2021-04-14 22:20:00,294 INFO : TRAIN, epoch=0156, iter=00070/00196, fetch data time cost=1.40ms, fps=2040 images/s, loss=0.3677, top1-acc=89.00%, top5-acc=99.16%, remaining_time=0:00:16.158240, arrival_time=2021-04-14 22:20:16.452512, cost_time=0:00:08.976766 2021-04-14 22:20:01,549 INFO : TRAIN, epoch=0156, iter=00080/00196, fetch data time cost=1.65ms, fps=2040 images/s, loss=0.3680, top1-acc=88.97%, top5-acc=99.16%, remaining_time=0:00:14.836284, arrival_time=2021-04-14 22:20:16.385803, cost_time=0:00:10.231913 2021-04-14 22:20:02,801 INFO : TRAIN, epoch=0156, iter=00090/00196, fetch data time cost=1.39ms, fps=2045 images/s, loss=0.3684, top1-acc=88.89%, top5-acc=99.17%, remaining_time=0:00:13.526024, arrival_time=2021-04-14 22:20:16.327888, cost_time=0:00:11.484375 2021-04-14 22:20:04,054 INFO : TRAIN, epoch=0156, iter=00100/00196, fetch data time cost=1.40ms, fps=2045 images/s, loss=0.3675, top1-acc=88.85%, top5-acc=99.18%, remaining_time=0:00:12.227232, arrival_time=2021-04-14 22:20:16.281562, cost_time=0:00:12.736735 2021-04-14 22:20:05,313 INFO : TRAIN, epoch=0156, iter=00110/00196, fetch data time cost=1.44ms, fps=2034 images/s, loss=0.3703, top1-acc=88.71%, top5-acc=99.18%, remaining_time=0:00:10.942468, arrival_time=2021-04-14 22:20:16.256147, cost_time=0:00:13.996181 2021-04-14 22:20:06,576 INFO : TRAIN, epoch=0156, iter=00120/00196, fetch data time cost=1.55ms, fps=2028 images/s, loss=0.3731, top1-acc=88.61%, top5-acc=99.16%, remaining_time=0:00:09.664008, arrival_time=2021-04-14 22:20:16.240483, cost_time=0:00:15.258978 2021-04-14 22:20:07,841 INFO : TRAIN, epoch=0156, iter=00130/00196, fetch data time cost=1.73ms, fps=2025 images/s, loss=0.3783, top1-acc=88.46%, top5-acc=99.14%, remaining_time=0:00:08.388798, arrival_time=2021-04-14 22:20:16.229793, cost_time=0:00:16.523428 2021-04-14 22:20:09,094 INFO : TRAIN, epoch=0156, iter=00140/00196, fetch data time cost=1.54ms, fps=2043 images/s, loss=0.3797, top1-acc=88.43%, top5-acc=99.12%, remaining_time=0:00:07.110880, arrival_time=2021-04-14 22:20:16.205552, cost_time=0:00:17.777146 2021-04-14 22:20:10,347 INFO : TRAIN, epoch=0156, iter=00150/00196, fetch data time cost=1.39ms, fps=2045 images/s, loss=0.3813, top1-acc=88.38%, top5-acc=99.11%, remaining_time=0:00:05.835698, arrival_time=2021-04-14 22:20:16.182706, cost_time=0:00:19.029520 2021-04-14 22:20:11,607 INFO : TRAIN, epoch=0156, iter=00160/00196, fetch data time cost=1.47ms, fps=2032 images/s, loss=0.3825, top1-acc=88.38%, top5-acc=99.10%, remaining_time=0:00:04.565124, arrival_time=2021-04-14 22:20:16.172188, cost_time=0:00:20.289514 2021-04-14 22:20:12,863 INFO : TRAIN, epoch=0156, iter=00170/00196, fetch data time cost=1.42ms, fps=2038 images/s, loss=0.3839, top1-acc=88.32%, top5-acc=99.12%, remaining_time=0:00:03.295240, arrival_time=2021-04-14 22:20:16.158655, cost_time=0:00:21.545845 2021-04-14 22:20:14,112 INFO : TRAIN, epoch=0156, iter=00180/00196, fetch data time cost=1.55ms, fps=2051 images/s, loss=0.3852, top1-acc=88.24%, top5-acc=99.12%, remaining_time=0:00:02.026192, arrival_time=2021-04-14 22:20:16.138377, cost_time=0:00:22.794697 2021-04-14 22:20:15,368 INFO : TRAIN, epoch=0156, iter=00190/00196, fetch data time cost=1.27ms, fps=2038 images/s, loss=0.3865, top1-acc=88.16%, top5-acc=99.12%, remaining_time=0:00:00.759504, arrival_time=2021-04-14 22:20:16.128004, cost_time=0:00:24.051004 2021-04-14 22:20:16,044 INFO : TRAIN, epoch=0156, iter=00196/00196, fetch data time cost=1.40ms, fps=2014 images/s, loss=0.3878, top1-acc=88.13%, top5-acc=99.11%, remaining_time=0:00:00, arrival_time=2021-04-14 22:20:16.044189, cost_time=0:00:24.726716 2021-04-14 22:20:16,607 INFO : EVAL, epoch=0156, iter=00010/00040, fetch data time cost=0.31ms, fps=4557 images/s, loss=1.2094, top1-acc=67.70%, top5-acc=91.17%, remaining_time=0:00:01.685340, arrival_time=2021-04-14 22:20:18.293101, cost_time=0:00:00.561781 2021-04-14 22:20:16,997 INFO : EVAL, epoch=0156, iter=00020/00040, fetch data time cost=1.69ms, fps=6571 images/s, loss=1.1650, top1-acc=68.79%, top5-acc=91.37%, remaining_time=0:00:00.952000, arrival_time=2021-04-14 22:20:17.949862, cost_time=0:00:00.952001 2021-04-14 22:20:17,386 INFO : EVAL, epoch=0156, iter=00030/00040, fetch data time cost=1.80ms, fps=6602 images/s, loss=1.1950, top1-acc=68.16%, top5-acc=90.91%, remaining_time=0:00:00.446740, arrival_time=2021-04-14 22:20:17.832811, cost_time=0:00:01.340219 2021-04-14 22:20:17,746 INFO : EVAL, epoch=0156, iter=00040/00040, fetch data time cost=0.06ms, fps=6441 images/s, loss=1.2195, top1-acc=67.83%, top5-acc=90.60%, remaining_time=0:00:00, arrival_time=2021-04-14 22:20:17.746610, cost_time=0:00:01.700766 2021-04-14 22:20:17,817 INFO : Epoch=0156 complete, best val top1-acc=68.42%, top5-acc=91.23% (epoch=155), remaining_time=0:19:29.052940, arrival_time=2021-04-14 22:39:46.870802, cost_time=1:09:04.824126 2021-04-14 22:20:17,819 INFO : Train start, epoch=0157, lr=0.011474 2021-04-14 22:20:19,256 INFO : TRAIN, epoch=0157, iter=00010/00196, fetch data time cost=0.28ms, fps=1782 images/s, loss=0.3784, top1-acc=88.12%, top5-acc=99.06%, remaining_time=0:00:26.726712, arrival_time=2021-04-14 22:20:45.983026, cost_time=0:00:01.436918 2021-04-14 22:20:20,516 INFO : TRAIN, epoch=0157, iter=00020/00196, fetch data time cost=1.51ms, fps=2033 images/s, loss=0.3664, top1-acc=88.63%, top5-acc=99.16%, remaining_time=0:00:23.731312, arrival_time=2021-04-14 22:20:44.247442, cost_time=0:00:02.696738 2021-04-14 22:20:21,774 INFO : TRAIN, epoch=0157, iter=00030/00196, fetch data time cost=1.45ms, fps=2036 images/s, loss=0.3616, top1-acc=88.93%, top5-acc=99.24%, remaining_time=0:00:21.882286, arrival_time=2021-04-14 22:20:43.656323, cost_time=0:00:03.954620 2021-04-14 22:20:23,027 INFO : TRAIN, epoch=0157, iter=00040/00196, fetch data time cost=1.42ms, fps=2043 images/s, loss=0.3631, top1-acc=88.99%, top5-acc=99.30%, remaining_time=0:00:20.311980, arrival_time=2021-04-14 22:20:43.339644, cost_time=0:00:05.208200 2021-04-14 22:20:24,281 INFO : TRAIN, epoch=0157, iter=00050/00196, fetch data time cost=1.34ms, fps=2043 images/s, loss=0.3587, top1-acc=89.08%, top5-acc=99.32%, remaining_time=0:00:18.868456, arrival_time=2021-04-14 22:20:43.149565, cost_time=0:00:06.461777 2021-04-14 22:20:25,542 INFO : TRAIN, epoch=0157, iter=00060/00196, fetch data time cost=1.36ms, fps=2030 images/s, loss=0.3598, top1-acc=89.11%, top5-acc=99.33%, remaining_time=0:00:17.506192, arrival_time=2021-04-14 22:20:43.048956, cost_time=0:00:07.723345 2021-04-14 22:20:26,790 INFO : TRAIN, epoch=0157, iter=00070/00196, fetch data time cost=1.46ms, fps=2052 images/s, loss=0.3573, top1-acc=89.11%, top5-acc=99.34%, remaining_time=0:00:16.148664, arrival_time=2021-04-14 22:20:42.939472, cost_time=0:00:08.971473 2021-04-14 22:20:28,041 INFO : TRAIN, epoch=0157, iter=00080/00196, fetch data time cost=1.61ms, fps=2048 images/s, loss=0.3585, top1-acc=89.10%, top5-acc=99.32%, remaining_time=0:00:14.822248, arrival_time=2021-04-14 22:20:42.863956, cost_time=0:00:10.222265 2021-04-14 22:20:29,296 INFO : TRAIN, epoch=0157, iter=00090/00196, fetch data time cost=1.64ms, fps=2041 images/s, loss=0.3587, top1-acc=89.01%, top5-acc=99.32%, remaining_time=0:00:13.517968, arrival_time=2021-04-14 22:20:42.814771, cost_time=0:00:11.477489 2021-04-14 22:20:30,547 INFO : TRAIN, epoch=0157, iter=00100/00196, fetch data time cost=1.49ms, fps=2048 images/s, loss=0.3597, top1-acc=89.05%, top5-acc=99.30%, remaining_time=0:00:12.218592, arrival_time=2021-04-14 22:20:42.765751, cost_time=0:00:12.727710 2021-04-14 22:20:31,798 INFO : TRAIN, epoch=0157, iter=00110/00196, fetch data time cost=1.39ms, fps=2047 images/s, loss=0.3609, top1-acc=89.04%, top5-acc=99.28%, remaining_time=0:00:10.929052, arrival_time=2021-04-14 22:20:42.727455, cost_time=0:00:13.979075 2021-04-14 22:20:33,043 INFO : TRAIN, epoch=0157, iter=00120/00196, fetch data time cost=1.40ms, fps=2056 images/s, loss=0.3624, top1-acc=88.98%, top5-acc=99.28%, remaining_time=0:00:09.642272, arrival_time=2021-04-14 22:20:42.686168, cost_time=0:00:15.224616 2021-04-14 22:20:34,299 INFO : TRAIN, epoch=0157, iter=00130/00196, fetch data time cost=1.73ms, fps=2040 images/s, loss=0.3646, top1-acc=88.91%, top5-acc=99.28%, remaining_time=0:00:08.366820, arrival_time=2021-04-14 22:20:42.666368, cost_time=0:00:16.480113 2021-04-14 22:20:35,548 INFO : TRAIN, epoch=0157, iter=00140/00196, fetch data time cost=1.66ms, fps=2051 images/s, loss=0.3656, top1-acc=88.86%, top5-acc=99.25%, remaining_time=0:00:07.091672, arrival_time=2021-04-14 22:20:42.640109, cost_time=0:00:17.729126 2021-04-14 22:20:36,795 INFO : TRAIN, epoch=0157, iter=00150/00196, fetch data time cost=1.34ms, fps=2053 images/s, loss=0.3662, top1-acc=88.81%, top5-acc=99.25%, remaining_time=0:00:05.819414, arrival_time=2021-04-14 22:20:42.615111, cost_time=0:00:18.976398 2021-04-14 22:20:38,053 INFO : TRAIN, epoch=0157, iter=00160/00196, fetch data time cost=1.47ms, fps=2035 images/s, loss=0.3678, top1-acc=88.73%, top5-acc=99.24%, remaining_time=0:00:04.552776, arrival_time=2021-04-14 22:20:42.606663, cost_time=0:00:20.234504 2021-04-14 22:20:39,310 INFO : TRAIN, epoch=0157, iter=00170/00196, fetch data time cost=1.34ms, fps=2038 images/s, loss=0.3693, top1-acc=88.68%, top5-acc=99.24%, remaining_time=0:00:03.286894, arrival_time=2021-04-14 22:20:42.597502, cost_time=0:00:21.491273 2021-04-14 22:20:40,558 INFO : TRAIN, epoch=0157, iter=00180/00196, fetch data time cost=1.78ms, fps=2052 images/s, loss=0.3701, top1-acc=88.66%, top5-acc=99.23%, remaining_time=0:00:02.021280, arrival_time=2021-04-14 22:20:42.579998, cost_time=0:00:22.739420 2021-04-14 22:20:41,807 INFO : TRAIN, epoch=0157, iter=00190/00196, fetch data time cost=1.30ms, fps=2050 images/s, loss=0.3715, top1-acc=88.62%, top5-acc=99.24%, remaining_time=0:00:00.757530, arrival_time=2021-04-14 22:20:42.565222, cost_time=0:00:23.988396 2021-04-14 22:20:42,485 INFO : TRAIN, epoch=0157, iter=00196/00196, fetch data time cost=1.29ms, fps=2008 images/s, loss=0.3720, top1-acc=88.63%, top5-acc=99.25%, remaining_time=0:00:00, arrival_time=2021-04-14 22:20:42.485198, cost_time=0:00:24.665909 2021-04-14 22:20:43,024 INFO : EVAL, epoch=0157, iter=00010/00040, fetch data time cost=0.32ms, fps=4765 images/s, loss=1.2475, top1-acc=67.77%, top5-acc=90.39%, remaining_time=0:00:01.611780, arrival_time=2021-04-14 22:20:44.636054, cost_time=0:00:00.537259 2021-04-14 22:20:43,415 INFO : EVAL, epoch=0157, iter=00020/00040, fetch data time cost=1.33ms, fps=6556 images/s, loss=1.1930, top1-acc=68.98%, top5-acc=91.11%, remaining_time=0:00:00.928240, arrival_time=2021-04-14 22:20:44.343432, cost_time=0:00:00.928250 2021-04-14 22:20:43,808 INFO : EVAL, epoch=0157, iter=00030/00040, fetch data time cost=1.92ms, fps=6510 images/s, loss=1.1988, top1-acc=68.32%, top5-acc=91.33%, remaining_time=0:00:00.440640, arrival_time=2021-04-14 22:20:44.249552, cost_time=0:00:01.321924 2021-04-14 22:20:44,168 INFO : EVAL, epoch=0157, iter=00040/00040, fetch data time cost=0.07ms, fps=6459 images/s, loss=1.1824, top1-acc=68.47%, top5-acc=91.39%, remaining_time=0:00:00, arrival_time=2021-04-14 22:20:44.168565, cost_time=0:00:01.681631 2021-04-14 22:20:44,334 INFO : Epoch=0157 complete, best val top1-acc=68.47%, top5-acc=91.39% (epoch=157), remaining_time=0:19:02.469021, arrival_time=2021-04-14 22:39:46.803197, cost_time=1:09:31.340431 2021-04-14 22:20:44,335 INFO : Train start, epoch=0158, lr=0.010978 2021-04-14 22:20:45,789 INFO : TRAIN, epoch=0158, iter=00010/00196, fetch data time cost=0.35ms, fps=1761 images/s, loss=0.3187, top1-acc=90.62%, top5-acc=99.22%, remaining_time=0:00:27.039378, arrival_time=2021-04-14 22:21:12.828892, cost_time=0:00:01.453730 2021-04-14 22:20:47,058 INFO : TRAIN, epoch=0158, iter=00020/00196, fetch data time cost=2.16ms, fps=2019 images/s, loss=0.3350, top1-acc=90.18%, top5-acc=99.18%, remaining_time=0:00:23.957648, arrival_time=2021-04-14 22:21:11.015963, cost_time=0:00:02.722469 2021-04-14 22:20:48,325 INFO : TRAIN, epoch=0158, iter=00030/00196, fetch data time cost=1.93ms, fps=2022 images/s, loss=0.3350, top1-acc=90.16%, top5-acc=99.23%, remaining_time=0:00:22.073518, arrival_time=2021-04-14 22:21:10.398617, cost_time=0:00:03.989183 2021-04-14 22:20:49,586 INFO : TRAIN, epoch=0158, iter=00040/00196, fetch data time cost=1.39ms, fps=2030 images/s, loss=0.3375, top1-acc=90.07%, top5-acc=99.24%, remaining_time=0:00:20.478900, arrival_time=2021-04-14 22:21:10.065743, cost_time=0:00:05.250989 2021-04-14 22:20:50,839 INFO : TRAIN, epoch=0158, iter=00050/00196, fetch data time cost=1.38ms, fps=2046 images/s, loss=0.3376, top1-acc=90.06%, top5-acc=99.21%, remaining_time=0:00:18.989344, arrival_time=2021-04-14 22:21:09.828299, cost_time=0:00:06.503177 2021-04-14 22:20:52,094 INFO : TRAIN, epoch=0158, iter=00060/00196, fetch data time cost=1.42ms, fps=2041 images/s, loss=0.3404, top1-acc=89.92%, top5-acc=99.20%, remaining_time=0:00:17.585752, arrival_time=2021-04-14 22:21:09.679985, cost_time=0:00:07.758418 2021-04-14 22:20:53,344 INFO : TRAIN, epoch=0158, iter=00070/00196, fetch data time cost=1.63ms, fps=2049 images/s, loss=0.3409, top1-acc=89.88%, top5-acc=99.22%, remaining_time=0:00:16.215444, arrival_time=2021-04-14 22:21:09.559741, cost_time=0:00:09.008605 2021-04-14 22:20:54,593 INFO : TRAIN, epoch=0158, iter=00080/00196, fetch data time cost=2.27ms, fps=2051 images/s, loss=0.3417, top1-acc=89.91%, top5-acc=99.21%, remaining_time=0:00:14.872940, arrival_time=2021-04-14 22:21:09.465989, cost_time=0:00:10.257198 2021-04-14 22:20:55,846 INFO : TRAIN, epoch=0158, iter=00090/00196, fetch data time cost=1.64ms, fps=2043 images/s, loss=0.3452, top1-acc=89.78%, top5-acc=99.22%, remaining_time=0:00:13.557400, arrival_time=2021-04-14 22:21:09.404149, cost_time=0:00:11.511038 2021-04-14 22:20:57,108 INFO : TRAIN, epoch=0158, iter=00100/00196, fetch data time cost=1.41ms, fps=2030 images/s, loss=0.3476, top1-acc=89.62%, top5-acc=99.23%, remaining_time=0:00:12.261888, arrival_time=2021-04-14 22:21:09.370503, cost_time=0:00:12.772800 2021-04-14 22:20:58,361 INFO : TRAIN, epoch=0158, iter=00110/00196, fetch data time cost=1.37ms, fps=2045 images/s, loss=0.3505, top1-acc=89.45%, top5-acc=99.23%, remaining_time=0:00:10.965172, arrival_time=2021-04-14 22:21:09.326179, cost_time=0:00:14.025271 2021-04-14 22:20:59,612 INFO : TRAIN, epoch=0158, iter=00120/00196, fetch data time cost=1.98ms, fps=2047 images/s, loss=0.3524, top1-acc=89.34%, top5-acc=99.23%, remaining_time=0:00:09.675028, arrival_time=2021-04-14 22:21:09.287116, cost_time=0:00:15.276332 2021-04-14 22:21:00,863 INFO : TRAIN, epoch=0158, iter=00130/00196, fetch data time cost=1.47ms, fps=2047 images/s, loss=0.3521, top1-acc=89.30%, top5-acc=99.24%, remaining_time=0:00:08.390844, arrival_time=2021-04-14 22:21:09.254085, cost_time=0:00:16.527449 2021-04-14 22:21:02,119 INFO : TRAIN, epoch=0158, iter=00140/00196, fetch data time cost=1.40ms, fps=2039 images/s, loss=0.3527, top1-acc=89.31%, top5-acc=99.25%, remaining_time=0:00:07.113400, arrival_time=2021-04-14 22:21:09.232660, cost_time=0:00:17.783564 2021-04-14 22:21:03,370 INFO : TRAIN, epoch=0158, iter=00150/00196, fetch data time cost=2.28ms, fps=2046 images/s, loss=0.3537, top1-acc=89.23%, top5-acc=99.26%, remaining_time=0:00:05.837446, arrival_time=2021-04-14 22:21:09.208335, cost_time=0:00:19.035109 2021-04-14 22:21:04,617 INFO : TRAIN, epoch=0158, iter=00160/00196, fetch data time cost=1.36ms, fps=2055 images/s, loss=0.3540, top1-acc=89.22%, top5-acc=99.24%, remaining_time=0:00:04.563360, arrival_time=2021-04-14 22:21:09.180596, cost_time=0:00:20.281529 2021-04-14 22:21:05,865 INFO : TRAIN, epoch=0158, iter=00170/00196, fetch data time cost=1.53ms, fps=2051 images/s, loss=0.3549, top1-acc=89.20%, top5-acc=99.24%, remaining_time=0:00:03.292822, arrival_time=2021-04-14 22:21:09.158548, cost_time=0:00:21.530034 2021-04-14 22:21:07,112 INFO : TRAIN, epoch=0158, iter=00180/00196, fetch data time cost=1.44ms, fps=2054 images/s, loss=0.3574, top1-acc=89.13%, top5-acc=99.23%, remaining_time=0:00:02.024592, arrival_time=2021-04-14 22:21:09.136946, cost_time=0:00:22.776591 2021-04-14 22:21:08,359 INFO : TRAIN, epoch=0158, iter=00190/00196, fetch data time cost=1.26ms, fps=2053 images/s, loss=0.3572, top1-acc=89.11%, top5-acc=99.24%, remaining_time=0:00:00.758646, arrival_time=2021-04-14 22:21:09.118199, cost_time=0:00:24.023836 2021-04-14 22:21:09,037 INFO : TRAIN, epoch=0158, iter=00196/00196, fetch data time cost=1.21ms, fps=2007 images/s, loss=0.3585, top1-acc=89.11%, top5-acc=99.24%, remaining_time=0:00:00, arrival_time=2021-04-14 22:21:09.037689, cost_time=0:00:24.702004 2021-04-14 22:21:09,555 INFO : EVAL, epoch=0158, iter=00010/00040, fetch data time cost=4.34ms, fps=4969 images/s, loss=1.2374, top1-acc=67.54%, top5-acc=91.09%, remaining_time=0:00:01.545630, arrival_time=2021-04-14 22:21:11.100821, cost_time=0:00:00.515214 2021-04-14 22:21:09,941 INFO : EVAL, epoch=0158, iter=00020/00040, fetch data time cost=0.18ms, fps=6638 images/s, loss=1.2331, top1-acc=67.15%, top5-acc=91.00%, remaining_time=0:00:00.901320, arrival_time=2021-04-14 22:21:10.842579, cost_time=0:00:00.901322 2021-04-14 22:21:10,327 INFO : EVAL, epoch=0158, iter=00030/00040, fetch data time cost=1.65ms, fps=6630 images/s, loss=1.2053, top1-acc=67.90%, top5-acc=91.12%, remaining_time=0:00:00.429260, arrival_time=2021-04-14 22:21:10.756968, cost_time=0:00:01.287774 2021-04-14 22:21:10,684 INFO : EVAL, epoch=0158, iter=00040/00040, fetch data time cost=0.08ms, fps=6504 images/s, loss=1.2174, top1-acc=67.62%, top5-acc=90.97%, remaining_time=0:00:00, arrival_time=2021-04-14 22:21:10.684754, cost_time=0:00:01.644837 2021-04-14 22:21:10,745 INFO : Epoch=0158 complete, best val top1-acc=68.47%, top5-acc=91.39% (epoch=157), remaining_time=0:18:35.858100, arrival_time=2021-04-14 22:39:46.603679, cost_time=1:09:57.751847 2021-04-14 22:21:10,746 INFO : Train start, epoch=0159, lr=0.010492 2021-04-14 22:21:12,174 INFO : TRAIN, epoch=0159, iter=00010/00196, fetch data time cost=0.38ms, fps=1794 images/s, loss=0.3299, top1-acc=90.66%, top5-acc=99.53%, remaining_time=0:00:26.542944, arrival_time=2021-04-14 22:21:38.716992, cost_time=0:00:01.427040 2021-04-14 22:21:13,423 INFO : TRAIN, epoch=0159, iter=00020/00196, fetch data time cost=1.45ms, fps=2050 images/s, loss=0.3376, top1-acc=90.29%, top5-acc=99.37%, remaining_time=0:00:23.550384, arrival_time=2021-04-14 22:21:36.973635, cost_time=0:00:02.676177 2021-04-14 22:21:14,677 INFO : TRAIN, epoch=0159, iter=00030/00196, fetch data time cost=1.89ms, fps=2042 images/s, loss=0.3432, top1-acc=89.96%, top5-acc=99.36%, remaining_time=0:00:21.748656, arrival_time=2021-04-14 22:21:36.426126, cost_time=0:00:03.930466 2021-04-14 22:21:15,927 INFO : TRAIN, epoch=0159, iter=00040/00196, fetch data time cost=1.42ms, fps=2049 images/s, loss=0.3374, top1-acc=90.00%, top5-acc=99.40%, remaining_time=0:00:20.203404, arrival_time=2021-04-14 22:21:36.130703, cost_time=0:00:05.180346 2021-04-14 22:21:17,191 INFO : TRAIN, epoch=0159, iter=00050/00196, fetch data time cost=2.34ms, fps=2026 images/s, loss=0.3354, top1-acc=90.06%, top5-acc=99.41%, remaining_time=0:00:18.818378, arrival_time=2021-04-14 22:21:36.010050, cost_time=0:00:06.444664 2021-04-14 22:21:18,442 INFO : TRAIN, epoch=0159, iter=00060/00196, fetch data time cost=1.39ms, fps=2047 images/s, loss=0.3368, top1-acc=89.93%, top5-acc=99.37%, remaining_time=0:00:17.443632, arrival_time=2021-04-14 22:21:35.886277, cost_time=0:00:07.695700 2021-04-14 22:21:19,689 INFO : TRAIN, epoch=0159, iter=00070/00196, fetch data time cost=1.53ms, fps=2055 images/s, loss=0.3367, top1-acc=89.96%, top5-acc=99.37%, remaining_time=0:00:16.095744, arrival_time=2021-04-14 22:21:35.784863, cost_time=0:00:08.942085 2021-04-14 22:21:20,936 INFO : TRAIN, epoch=0159, iter=00080/00196, fetch data time cost=1.37ms, fps=2054 images/s, loss=0.3368, top1-acc=89.88%, top5-acc=99.37%, remaining_time=0:00:14.774108, arrival_time=2021-04-14 22:21:35.710124, cost_time=0:00:10.189072 2021-04-14 22:21:22,190 INFO : TRAIN, epoch=0159, iter=00090/00196, fetch data time cost=1.50ms, fps=2041 images/s, loss=0.3374, top1-acc=89.79%, top5-acc=99.38%, remaining_time=0:00:13.478218, arrival_time=2021-04-14 22:21:35.668950, cost_time=0:00:11.443806 2021-04-14 22:21:23,442 INFO : TRAIN, epoch=0159, iter=00100/00196, fetch data time cost=1.35ms, fps=2046 images/s, loss=0.3370, top1-acc=89.69%, top5-acc=99.39%, remaining_time=0:00:12.187680, arrival_time=2021-04-14 22:21:35.630204, cost_time=0:00:12.695476 2021-04-14 22:21:24,690 INFO : TRAIN, epoch=0159, iter=00110/00196, fetch data time cost=1.53ms, fps=2052 images/s, loss=0.3414, top1-acc=89.55%, top5-acc=99.41%, remaining_time=0:00:10.901274, arrival_time=2021-04-14 22:21:35.591667, cost_time=0:00:13.943466 2021-04-14 22:21:25,940 INFO : TRAIN, epoch=0159, iter=00120/00196, fetch data time cost=1.44ms, fps=2048 images/s, loss=0.3432, top1-acc=89.51%, top5-acc=99.40%, remaining_time=0:00:09.622588, arrival_time=2021-04-14 22:21:35.563088, cost_time=0:00:15.193563 2021-04-14 22:21:27,199 INFO : TRAIN, epoch=0159, iter=00130/00196, fetch data time cost=1.85ms, fps=2033 images/s, loss=0.3439, top1-acc=89.47%, top5-acc=99.41%, remaining_time=0:00:08.353026, arrival_time=2021-04-14 22:21:35.552930, cost_time=0:00:16.452898 2021-04-14 22:21:28,450 INFO : TRAIN, epoch=0159, iter=00140/00196, fetch data time cost=1.82ms, fps=2048 images/s, loss=0.3428, top1-acc=89.49%, top5-acc=99.40%, remaining_time=0:00:07.081480, arrival_time=2021-04-14 22:21:35.532128, cost_time=0:00:17.703710 2021-04-14 22:21:29,700 INFO : TRAIN, epoch=0159, iter=00150/00196, fetch data time cost=1.41ms, fps=2049 images/s, loss=0.3438, top1-acc=89.48%, top5-acc=99.41%, remaining_time=0:00:05.812422, arrival_time=2021-04-14 22:21:35.512923, cost_time=0:00:18.953545 2021-04-14 22:21:30,950 INFO : TRAIN, epoch=0159, iter=00160/00196, fetch data time cost=1.72ms, fps=2049 images/s, loss=0.3452, top1-acc=89.41%, top5-acc=99.40%, remaining_time=0:00:04.545792, arrival_time=2021-04-14 22:21:35.496383, cost_time=0:00:20.203525 2021-04-14 22:21:32,206 INFO : TRAIN, epoch=0159, iter=00170/00196, fetch data time cost=1.41ms, fps=2040 images/s, loss=0.3483, top1-acc=89.32%, top5-acc=99.37%, remaining_time=0:00:03.281980, arrival_time=2021-04-14 22:21:35.488140, cost_time=0:00:21.459157 2021-04-14 22:21:33,462 INFO : TRAIN, epoch=0159, iter=00180/00196, fetch data time cost=1.52ms, fps=2038 images/s, loss=0.3484, top1-acc=89.31%, top5-acc=99.36%, remaining_time=0:00:02.019200, arrival_time=2021-04-14 22:21:35.482101, cost_time=0:00:22.715976 2021-04-14 22:21:34,712 INFO : TRAIN, epoch=0159, iter=00190/00196, fetch data time cost=1.23ms, fps=2049 images/s, loss=0.3506, top1-acc=89.21%, top5-acc=99.35%, remaining_time=0:00:00.756810, arrival_time=2021-04-14 22:21:35.469473, cost_time=0:00:23.965741 2021-04-14 22:21:35,390 INFO : TRAIN, epoch=0159, iter=00196/00196, fetch data time cost=1.31ms, fps=2007 images/s, loss=0.3512, top1-acc=89.19%, top5-acc=99.35%, remaining_time=0:00:00, arrival_time=2021-04-14 22:21:35.390603, cost_time=0:00:24.643690 2021-04-14 22:21:35,920 INFO : EVAL, epoch=0159, iter=00010/00040, fetch data time cost=4.36ms, fps=4851 images/s, loss=1.2751, top1-acc=66.64%, top5-acc=90.31%, remaining_time=0:00:01.583190, arrival_time=2021-04-14 22:21:37.503193, cost_time=0:00:00.527734 2021-04-14 22:21:36,311 INFO : EVAL, epoch=0159, iter=00020/00040, fetch data time cost=2.15ms, fps=6544 images/s, loss=1.2527, top1-acc=67.05%, top5-acc=90.61%, remaining_time=0:00:00.919240, arrival_time=2021-04-14 22:21:37.230791, cost_time=0:00:00.919234 2021-04-14 22:21:36,705 INFO : EVAL, epoch=0159, iter=00030/00040, fetch data time cost=0.46ms, fps=6509 images/s, loss=1.2420, top1-acc=67.30%, top5-acc=90.86%, remaining_time=0:00:00.437690, arrival_time=2021-04-14 22:21:37.143161, cost_time=0:00:01.313068 2021-04-14 22:21:37,063 INFO : EVAL, epoch=0159, iter=00040/00040, fetch data time cost=0.06ms, fps=6489 images/s, loss=1.2481, top1-acc=67.13%, top5-acc=90.74%, remaining_time=0:00:00, arrival_time=2021-04-14 22:21:37.063490, cost_time=0:00:01.671225 2021-04-14 22:21:37,125 INFO : Epoch=0159 complete, best val top1-acc=68.47%, top5-acc=91.39% (epoch=157), remaining_time=0:18:09.241506, arrival_time=2021-04-14 22:39:46.366939, cost_time=1:10:24.131702 2021-04-14 22:21:37,126 INFO : Train start, epoch=0160, lr=0.010016 2021-04-14 22:21:38,554 INFO : TRAIN, epoch=0160, iter=00010/00196, fetch data time cost=0.33ms, fps=1794 images/s, loss=0.3014, top1-acc=90.82%, top5-acc=99.69%, remaining_time=0:00:26.537178, arrival_time=2021-04-14 22:22:05.091032, cost_time=0:00:01.426733 2021-04-14 22:21:39,813 INFO : TRAIN, epoch=0160, iter=00020/00196, fetch data time cost=1.34ms, fps=2033 images/s, loss=0.3152, top1-acc=90.00%, top5-acc=99.71%, remaining_time=0:00:23.644896, arrival_time=2021-04-14 22:22:03.458772, cost_time=0:00:02.686921 2021-04-14 22:21:41,077 INFO : TRAIN, epoch=0160, iter=00030/00196, fetch data time cost=1.95ms, fps=2027 images/s, loss=0.3173, top1-acc=90.17%, top5-acc=99.51%, remaining_time=0:00:21.858880, arrival_time=2021-04-14 22:22:02.936306, cost_time=0:00:03.950412 2021-04-14 22:21:42,329 INFO : TRAIN, epoch=0160, iter=00040/00196, fetch data time cost=1.43ms, fps=2045 images/s, loss=0.3199, top1-acc=90.14%, top5-acc=99.48%, remaining_time=0:00:20.290764, arrival_time=2021-04-14 22:22:02.620397, cost_time=0:00:05.202757 2021-04-14 22:21:43,596 INFO : TRAIN, epoch=0160, iter=00050/00196, fetch data time cost=1.64ms, fps=2022 images/s, loss=0.3159, top1-acc=90.36%, top5-acc=99.52%, remaining_time=0:00:18.891086, arrival_time=2021-04-14 22:22:02.487597, cost_time=0:00:06.469563 2021-04-14 22:21:44,863 INFO : TRAIN, epoch=0160, iter=00060/00196, fetch data time cost=1.98ms, fps=2022 images/s, loss=0.3206, top1-acc=90.26%, top5-acc=99.51%, remaining_time=0:00:17.535432, arrival_time=2021-04-14 22:22:02.398714, cost_time=0:00:07.736247 2021-04-14 22:21:46,115 INFO : TRAIN, epoch=0160, iter=00070/00196, fetch data time cost=1.32ms, fps=2046 images/s, loss=0.3236, top1-acc=90.12%, top5-acc=99.50%, remaining_time=0:00:16.179030, arrival_time=2021-04-14 22:22:02.294231, cost_time=0:00:08.988345 2021-04-14 22:21:47,363 INFO : TRAIN, epoch=0160, iter=00080/00196, fetch data time cost=1.43ms, fps=2052 images/s, loss=0.3272, top1-acc=89.99%, top5-acc=99.44%, remaining_time=0:00:14.842664, arrival_time=2021-04-14 22:22:02.205940, cost_time=0:00:10.236336 2021-04-14 22:21:48,611 INFO : TRAIN, epoch=0160, iter=00090/00196, fetch data time cost=1.43ms, fps=2052 images/s, loss=0.3275, top1-acc=90.03%, top5-acc=99.43%, remaining_time=0:00:13.526024, arrival_time=2021-04-14 22:22:02.137209, cost_time=0:00:11.484327 2021-04-14 22:21:49,860 INFO : TRAIN, epoch=0160, iter=00100/00196, fetch data time cost=1.95ms, fps=2050 images/s, loss=0.3299, top1-acc=89.94%, top5-acc=99.41%, remaining_time=0:00:12.224064, arrival_time=2021-04-14 22:22:02.084362, cost_time=0:00:12.733398 2021-04-14 22:21:51,106 INFO : TRAIN, epoch=0160, iter=00110/00196, fetch data time cost=1.40ms, fps=2055 images/s, loss=0.3303, top1-acc=89.95%, top5-acc=99.42%, remaining_time=0:00:10.929482, arrival_time=2021-04-14 22:22:02.035950, cost_time=0:00:13.979594 2021-04-14 22:21:52,357 INFO : TRAIN, epoch=0160, iter=00120/00196, fetch data time cost=1.49ms, fps=2048 images/s, loss=0.3313, top1-acc=89.95%, top5-acc=99.40%, remaining_time=0:00:09.645768, arrival_time=2021-04-14 22:22:02.002791, cost_time=0:00:15.230179 2021-04-14 22:21:53,606 INFO : TRAIN, epoch=0160, iter=00130/00196, fetch data time cost=1.62ms, fps=2050 images/s, loss=0.3326, top1-acc=89.90%, top5-acc=99.42%, remaining_time=0:00:08.366292, arrival_time=2021-04-14 22:22:01.972324, cost_time=0:00:16.479104 2021-04-14 22:21:54,853 INFO : TRAIN, epoch=0160, iter=00140/00196, fetch data time cost=1.48ms, fps=2054 images/s, loss=0.3334, top1-acc=89.88%, top5-acc=99.40%, remaining_time=0:00:07.090552, arrival_time=2021-04-14 22:22:01.943741, cost_time=0:00:17.726336 2021-04-14 22:21:56,102 INFO : TRAIN, epoch=0160, iter=00150/00196, fetch data time cost=2.21ms, fps=2050 images/s, loss=0.3334, top1-acc=89.87%, top5-acc=99.41%, remaining_time=0:00:05.819184, arrival_time=2021-04-14 22:22:01.921670, cost_time=0:00:18.975586 2021-04-14 22:21:57,354 INFO : TRAIN, epoch=0160, iter=00160/00196, fetch data time cost=1.32ms, fps=2046 images/s, loss=0.3335, top1-acc=89.84%, top5-acc=99.41%, remaining_time=0:00:04.551156, arrival_time=2021-04-14 22:22:01.905509, cost_time=0:00:20.227376 2021-04-14 22:21:58,604 INFO : TRAIN, epoch=0160, iter=00170/00196, fetch data time cost=1.51ms, fps=2050 images/s, loss=0.3338, top1-acc=89.77%, top5-acc=99.41%, remaining_time=0:00:03.284736, arrival_time=2021-04-14 22:22:01.888916, cost_time=0:00:21.477173 2021-04-14 22:21:59,863 INFO : TRAIN, epoch=0160, iter=00180/00196, fetch data time cost=1.29ms, fps=2034 images/s, loss=0.3358, top1-acc=89.67%, top5-acc=99.40%, remaining_time=0:00:02.021008, arrival_time=2021-04-14 22:22:01.884299, cost_time=0:00:22.736365 2021-04-14 22:22:01,117 INFO : TRAIN, epoch=0160, iter=00190/00196, fetch data time cost=1.41ms, fps=2042 images/s, loss=0.3362, top1-acc=89.66%, top5-acc=99.38%, remaining_time=0:00:00.757596, arrival_time=2021-04-14 22:22:01.875008, cost_time=0:00:23.990490 2021-04-14 22:22:01,796 INFO : TRAIN, epoch=0160, iter=00196/00196, fetch data time cost=1.50ms, fps=2006 images/s, loss=0.3376, top1-acc=89.63%, top5-acc=99.36%, remaining_time=0:00:00, arrival_time=2021-04-14 22:22:01.795995, cost_time=0:00:24.669115 2021-04-14 22:22:02,328 INFO : EVAL, epoch=0160, iter=00010/00040, fetch data time cost=3.94ms, fps=4838 images/s, loss=1.2666, top1-acc=66.56%, top5-acc=90.31%, remaining_time=0:00:01.587570, arrival_time=2021-04-14 22:22:03.915624, cost_time=0:00:00.529188 2021-04-14 22:22:02,717 INFO : EVAL, epoch=0160, iter=00020/00040, fetch data time cost=2.07ms, fps=6577 images/s, loss=1.2447, top1-acc=67.56%, top5-acc=90.23%, remaining_time=0:00:00.918780, arrival_time=2021-04-14 22:22:03.636506, cost_time=0:00:00.918773 2021-04-14 22:22:03,105 INFO : EVAL, epoch=0160, iter=00030/00040, fetch data time cost=1.47ms, fps=6618 images/s, loss=1.2261, top1-acc=68.03%, top5-acc=90.46%, remaining_time=0:00:00.435380, arrival_time=2021-04-14 22:22:03.540375, cost_time=0:00:01.306130 2021-04-14 22:22:03,462 INFO : EVAL, epoch=0160, iter=00040/00040, fetch data time cost=0.05ms, fps=6499 images/s, loss=1.2201, top1-acc=67.55%, top5-acc=90.48%, remaining_time=0:00:00, arrival_time=2021-04-14 22:22:03.462335, cost_time=0:00:01.663502 2021-04-14 22:22:03,567 INFO : Epoch=0160 complete, best val top1-acc=68.47%, top5-acc=91.39% (epoch=157), remaining_time=0:17:42.643480, arrival_time=2021-04-14 22:39:46.211132, cost_time=1:10:50.573918 2021-04-14 22:22:03,569 INFO : Train start, epoch=0161, lr=0.009549 2021-04-14 22:22:04,985 INFO : TRAIN, epoch=0161, iter=00010/00196, fetch data time cost=1.53ms, fps=1808 images/s, loss=0.3490, top1-acc=89.49%, top5-acc=99.18%, remaining_time=0:00:26.339460, arrival_time=2021-04-14 22:22:31.324861, cost_time=0:00:01.416095 2021-04-14 22:22:06,236 INFO : TRAIN, epoch=0161, iter=00020/00196, fetch data time cost=1.43ms, fps=2047 images/s, loss=0.3375, top1-acc=90.00%, top5-acc=99.20%, remaining_time=0:00:23.474704, arrival_time=2021-04-14 22:22:29.711441, cost_time=0:00:02.667574 2021-04-14 22:22:07,502 INFO : TRAIN, epoch=0161, iter=00030/00196, fetch data time cost=1.77ms, fps=2024 images/s, loss=0.3245, top1-acc=90.30%, top5-acc=99.30%, remaining_time=0:00:21.760940, arrival_time=2021-04-14 22:22:29.262902, cost_time=0:00:03.932689 2021-04-14 22:22:08,762 INFO : TRAIN, epoch=0161, iter=00040/00196, fetch data time cost=1.39ms, fps=2033 images/s, loss=0.3163, top1-acc=90.53%, top5-acc=99.37%, remaining_time=0:00:20.251608, arrival_time=2021-04-14 22:22:29.013554, cost_time=0:00:05.192716 2021-04-14 22:22:10,010 INFO : TRAIN, epoch=0161, iter=00050/00196, fetch data time cost=1.89ms, fps=2051 images/s, loss=0.3153, top1-acc=90.69%, top5-acc=99.39%, remaining_time=0:00:18.808742, arrival_time=2021-04-14 22:22:28.819419, cost_time=0:00:06.441374 2021-04-14 22:22:11,261 INFO : TRAIN, epoch=0161, iter=00060/00196, fetch data time cost=1.36ms, fps=2047 images/s, loss=0.3203, top1-acc=90.42%, top5-acc=99.34%, remaining_time=0:00:17.436424, arrival_time=2021-04-14 22:22:28.698145, cost_time=0:00:07.692560 2021-04-14 22:22:12,508 INFO : TRAIN, epoch=0161, iter=00070/00196, fetch data time cost=1.71ms, fps=2054 images/s, loss=0.3213, top1-acc=90.31%, top5-acc=99.33%, remaining_time=0:00:16.091460, arrival_time=2021-04-14 22:22:28.600375, cost_time=0:00:08.939710 2021-04-14 22:22:13,754 INFO : TRAIN, epoch=0161, iter=00080/00196, fetch data time cost=1.34ms, fps=2057 images/s, loss=0.3186, top1-acc=90.40%, top5-acc=99.37%, remaining_time=0:00:14.768076, arrival_time=2021-04-14 22:22:28.522148, cost_time=0:00:10.184909 2021-04-14 22:22:15,005 INFO : TRAIN, epoch=0161, iter=00090/00196, fetch data time cost=1.58ms, fps=2046 images/s, loss=0.3193, top1-acc=90.36%, top5-acc=99.38%, remaining_time=0:00:13.469950, arrival_time=2021-04-14 22:22:28.475846, cost_time=0:00:11.436764 2021-04-14 22:22:16,257 INFO : TRAIN, epoch=0161, iter=00100/00196, fetch data time cost=1.33ms, fps=2046 images/s, loss=0.3193, top1-acc=90.36%, top5-acc=99.42%, remaining_time=0:00:12.180960, arrival_time=2021-04-14 22:22:28.438700, cost_time=0:00:12.688515 2021-04-14 22:22:17,506 INFO : TRAIN, epoch=0161, iter=00110/00196, fetch data time cost=1.37ms, fps=2051 images/s, loss=0.3216, top1-acc=90.23%, top5-acc=99.42%, remaining_time=0:00:10.896458, arrival_time=2021-04-14 22:22:28.402915, cost_time=0:00:13.937324 2021-04-14 22:22:18,755 INFO : TRAIN, epoch=0161, iter=00120/00196, fetch data time cost=1.36ms, fps=2051 images/s, loss=0.3225, top1-acc=90.21%, top5-acc=99.42%, remaining_time=0:00:09.617648, arrival_time=2021-04-14 22:22:28.372729, cost_time=0:00:15.185816 2021-04-14 22:22:20,012 INFO : TRAIN, epoch=0161, iter=00130/00196, fetch data time cost=1.43ms, fps=2037 images/s, loss=0.3215, top1-acc=90.26%, top5-acc=99.44%, remaining_time=0:00:08.348142, arrival_time=2021-04-14 22:22:28.360644, cost_time=0:00:16.443323 2021-04-14 22:22:21,263 INFO : TRAIN, epoch=0161, iter=00140/00196, fetch data time cost=1.36ms, fps=2046 images/s, loss=0.3215, top1-acc=90.28%, top5-acc=99.44%, remaining_time=0:00:07.077896, arrival_time=2021-04-14 22:22:28.341810, cost_time=0:00:17.694782 2021-04-14 22:22:22,510 INFO : TRAIN, epoch=0161, iter=00150/00196, fetch data time cost=2.17ms, fps=2055 images/s, loss=0.3217, top1-acc=90.27%, top5-acc=99.45%, remaining_time=0:00:05.808604, arrival_time=2021-04-14 22:22:28.318856, cost_time=0:00:18.941041 2021-04-14 22:22:23,756 INFO : TRAIN, epoch=0161, iter=00160/00196, fetch data time cost=1.40ms, fps=2055 images/s, loss=0.3226, top1-acc=90.23%, top5-acc=99.45%, remaining_time=0:00:04.542192, arrival_time=2021-04-14 22:22:28.298906, cost_time=0:00:20.187551 2021-04-14 22:22:25,001 INFO : TRAIN, epoch=0161, iter=00170/00196, fetch data time cost=1.36ms, fps=2057 images/s, loss=0.3220, top1-acc=90.27%, top5-acc=99.46%, remaining_time=0:00:03.277872, arrival_time=2021-04-14 22:22:28.279325, cost_time=0:00:21.432316 2021-04-14 22:22:26,244 INFO : TRAIN, epoch=0161, iter=00180/00196, fetch data time cost=1.36ms, fps=2060 images/s, loss=0.3235, top1-acc=90.20%, top5-acc=99.44%, remaining_time=0:00:02.015600, arrival_time=2021-04-14 22:22:28.260293, cost_time=0:00:22.675554 2021-04-14 22:22:27,493 INFO : TRAIN, epoch=0161, iter=00190/00196, fetch data time cost=1.19ms, fps=2051 images/s, loss=0.3248, top1-acc=90.16%, top5-acc=99.42%, remaining_time=0:00:00.755490, arrival_time=2021-04-14 22:22:28.248583, cost_time=0:00:23.923898 2021-04-14 22:22:28,176 INFO : TRAIN, epoch=0161, iter=00196/00196, fetch data time cost=1.47ms, fps=1992 images/s, loss=0.3257, top1-acc=90.12%, top5-acc=99.42%, remaining_time=0:00:00, arrival_time=2021-04-14 22:22:28.176275, cost_time=0:00:24.607113 2021-04-14 22:22:28,740 INFO : EVAL, epoch=0161, iter=00010/00040, fetch data time cost=0.30ms, fps=4552 images/s, loss=1.1619, top1-acc=69.34%, top5-acc=91.80%, remaining_time=0:00:01.686990, arrival_time=2021-04-14 22:22:30.427753, cost_time=0:00:00.562327 2021-04-14 22:22:29,135 INFO : EVAL, epoch=0161, iter=00020/00040, fetch data time cost=0.20ms, fps=6491 images/s, loss=1.1659, top1-acc=69.10%, top5-acc=91.60%, remaining_time=0:00:00.957360, arrival_time=2021-04-14 22:22:30.093060, cost_time=0:00:00.957356 2021-04-14 22:22:29,525 INFO : EVAL, epoch=0161, iter=00030/00040, fetch data time cost=1.35ms, fps=6579 images/s, loss=1.1891, top1-acc=68.35%, top5-acc=91.32%, remaining_time=0:00:00.448940, arrival_time=2021-04-14 22:22:29.974093, cost_time=0:00:01.346814 2021-04-14 22:22:29,887 INFO : EVAL, epoch=0161, iter=00040/00040, fetch data time cost=0.05ms, fps=6412 images/s, loss=1.2048, top1-acc=68.30%, top5-acc=91.36%, remaining_time=0:00:00, arrival_time=2021-04-14 22:22:29.887288, cost_time=0:00:01.708964 2021-04-14 22:22:29,966 INFO : Epoch=0161 complete, best val top1-acc=68.47%, top5-acc=91.39% (epoch=157), remaining_time=0:17:16.036950, arrival_time=2021-04-14 22:39:46.003734, cost_time=1:11:16.973051 2021-04-14 22:22:29,968 INFO : Train start, epoch=0162, lr=0.009093 2021-04-14 22:22:31,416 INFO : TRAIN, epoch=0162, iter=00010/00196, fetch data time cost=0.24ms, fps=1768 images/s, loss=0.3021, top1-acc=91.13%, top5-acc=99.49%, remaining_time=0:00:26.932800, arrival_time=2021-04-14 22:22:58.349163, cost_time=0:00:01.448001 2021-04-14 22:22:32,666 INFO : TRAIN, epoch=0162, iter=00020/00196, fetch data time cost=1.41ms, fps=2049 images/s, loss=0.3018, top1-acc=91.09%, top5-acc=99.47%, remaining_time=0:00:23.742048, arrival_time=2021-04-14 22:22:56.408323, cost_time=0:00:02.697958 2021-04-14 22:22:33,925 INFO : TRAIN, epoch=0162, iter=00030/00196, fetch data time cost=1.85ms, fps=2034 images/s, loss=0.3026, top1-acc=91.15%, top5-acc=99.47%, remaining_time=0:00:21.896894, arrival_time=2021-04-14 22:22:55.822484, cost_time=0:00:03.957261 2021-04-14 22:22:35,173 INFO : TRAIN, epoch=0162, iter=00040/00196, fetch data time cost=1.78ms, fps=2053 images/s, loss=0.3070, top1-acc=90.98%, top5-acc=99.52%, remaining_time=0:00:20.298096, arrival_time=2021-04-14 22:22:55.471047, cost_time=0:00:05.204627 2021-04-14 22:22:36,423 INFO : TRAIN, epoch=0162, iter=00050/00196, fetch data time cost=1.56ms, fps=2047 images/s, loss=0.3094, top1-acc=90.84%, top5-acc=99.48%, remaining_time=0:00:18.850206, arrival_time=2021-04-14 22:22:55.274022, cost_time=0:00:06.455556 2021-04-14 22:22:37,676 INFO : TRAIN, epoch=0162, iter=00060/00196, fetch data time cost=1.42ms, fps=2045 images/s, loss=0.3101, top1-acc=90.81%, top5-acc=99.52%, remaining_time=0:00:17.471376, arrival_time=2021-04-14 22:22:55.147655, cost_time=0:00:07.707944 2021-04-14 22:22:38,922 INFO : TRAIN, epoch=0162, iter=00070/00196, fetch data time cost=1.52ms, fps=2056 images/s, loss=0.3094, top1-acc=90.83%, top5-acc=99.51%, remaining_time=0:00:16.116786, arrival_time=2021-04-14 22:22:55.038803, cost_time=0:00:08.953786 2021-04-14 22:22:40,170 INFO : TRAIN, epoch=0162, iter=00080/00196, fetch data time cost=1.45ms, fps=2051 images/s, loss=0.3088, top1-acc=90.89%, top5-acc=99.50%, remaining_time=0:00:14.793712, arrival_time=2021-04-14 22:22:54.964599, cost_time=0:00:10.202577 2021-04-14 22:22:41,417 INFO : TRAIN, epoch=0162, iter=00090/00196, fetch data time cost=1.41ms, fps=2055 images/s, loss=0.3100, top1-acc=90.82%, top5-acc=99.51%, remaining_time=0:00:13.484472, arrival_time=2021-04-14 22:22:54.901750, cost_time=0:00:11.449045 2021-04-14 22:22:42,670 INFO : TRAIN, epoch=0162, iter=00100/00196, fetch data time cost=1.29ms, fps=2044 images/s, loss=0.3100, top1-acc=90.86%, top5-acc=99.49%, remaining_time=0:00:12.193536, arrival_time=2021-04-14 22:22:54.863470, cost_time=0:00:12.701610 2021-04-14 22:22:43,920 INFO : TRAIN, epoch=0162, iter=00110/00196, fetch data time cost=1.28ms, fps=2048 images/s, loss=0.3091, top1-acc=90.89%, top5-acc=99.49%, remaining_time=0:00:10.907896, arrival_time=2021-04-14 22:22:54.828108, cost_time=0:00:13.951976 2021-04-14 22:22:45,170 INFO : TRAIN, epoch=0162, iter=00120/00196, fetch data time cost=1.35ms, fps=2049 images/s, loss=0.3101, top1-acc=90.88%, top5-acc=99.47%, remaining_time=0:00:09.627832, arrival_time=2021-04-14 22:22:54.797911, cost_time=0:00:15.201793 2021-04-14 22:22:46,423 INFO : TRAIN, epoch=0162, iter=00130/00196, fetch data time cost=1.34ms, fps=2044 images/s, loss=0.3088, top1-acc=90.90%, top5-acc=99.49%, remaining_time=0:00:08.353950, arrival_time=2021-04-14 22:22:54.777035, cost_time=0:00:16.454725 2021-04-14 22:22:47,671 INFO : TRAIN, epoch=0162, iter=00140/00196, fetch data time cost=1.41ms, fps=2052 images/s, loss=0.3082, top1-acc=90.92%, top5-acc=99.50%, remaining_time=0:00:07.081144, arrival_time=2021-04-14 22:22:54.752280, cost_time=0:00:17.702899 2021-04-14 22:22:48,916 INFO : TRAIN, epoch=0162, iter=00150/00196, fetch data time cost=1.43ms, fps=2056 images/s, loss=0.3098, top1-acc=90.84%, top5-acc=99.50%, remaining_time=0:00:05.810904, arrival_time=2021-04-14 22:22:54.727693, cost_time=0:00:18.948530 2021-04-14 22:22:50,163 INFO : TRAIN, epoch=0162, iter=00160/00196, fetch data time cost=1.55ms, fps=2055 images/s, loss=0.3109, top1-acc=90.76%, top5-acc=99.50%, remaining_time=0:00:04.543848, arrival_time=2021-04-14 22:22:54.707014, cost_time=0:00:20.194811 2021-04-14 22:22:51,417 INFO : TRAIN, epoch=0162, iter=00170/00196, fetch data time cost=1.39ms, fps=2042 images/s, loss=0.3110, top1-acc=90.72%, top5-acc=99.51%, remaining_time=0:00:03.280472, arrival_time=2021-04-14 22:22:54.697997, cost_time=0:00:21.449285 2021-04-14 22:22:52,662 INFO : TRAIN, epoch=0162, iter=00180/00196, fetch data time cost=1.39ms, fps=2057 images/s, loss=0.3116, top1-acc=90.71%, top5-acc=99.51%, remaining_time=0:00:02.017296, arrival_time=2021-04-14 22:22:54.680020, cost_time=0:00:22.694496 2021-04-14 22:22:53,908 INFO : TRAIN, epoch=0162, iter=00190/00196, fetch data time cost=1.24ms, fps=2056 images/s, loss=0.3119, top1-acc=90.68%, top5-acc=99.50%, remaining_time=0:00:00.755994, arrival_time=2021-04-14 22:22:54.664017, cost_time=0:00:23.939761 2021-04-14 22:22:54,588 INFO : TRAIN, epoch=0162, iter=00196/00196, fetch data time cost=1.44ms, fps=1999 images/s, loss=0.3141, top1-acc=90.63%, top5-acc=99.49%, remaining_time=0:00:00, arrival_time=2021-04-14 22:22:54.588948, cost_time=0:00:24.620726 2021-04-14 22:22:55,121 INFO : EVAL, epoch=0162, iter=00010/00040, fetch data time cost=4.56ms, fps=4826 images/s, loss=1.2045, top1-acc=67.93%, top5-acc=91.52%, remaining_time=0:00:01.591350, arrival_time=2021-04-14 22:22:56.712459, cost_time=0:00:00.530449 2021-04-14 22:22:55,505 INFO : EVAL, epoch=0162, iter=00020/00040, fetch data time cost=1.70ms, fps=6670 images/s, loss=1.1841, top1-acc=68.46%, top5-acc=91.54%, remaining_time=0:00:00.914600, arrival_time=2021-04-14 22:22:56.419851, cost_time=0:00:00.914605 2021-04-14 22:22:55,892 INFO : EVAL, epoch=0162, iter=00030/00040, fetch data time cost=1.61ms, fps=6625 images/s, loss=1.1990, top1-acc=68.12%, top5-acc=91.39%, remaining_time=0:00:00.433790, arrival_time=2021-04-14 22:22:56.325820, cost_time=0:00:01.301359 2021-04-14 22:22:56,248 INFO : EVAL, epoch=0162, iter=00040/00040, fetch data time cost=0.06ms, fps=6523 images/s, loss=1.2320, top1-acc=67.89%, top5-acc=90.93%, remaining_time=0:00:00, arrival_time=2021-04-14 22:22:56.248082, cost_time=0:00:01.657462 2021-04-14 22:22:56,354 INFO : Epoch=0162 complete, best val top1-acc=68.47%, top5-acc=91.39% (epoch=157), remaining_time=0:16:49.430404, arrival_time=2021-04-14 22:39:45.785321, cost_time=1:11:43.361185 2021-04-14 22:22:56,356 INFO : Train start, epoch=0163, lr=0.008646 2021-04-14 22:22:57,790 INFO : TRAIN, epoch=0163, iter=00010/00196, fetch data time cost=0.26ms, fps=1785 images/s, loss=0.2961, top1-acc=91.52%, top5-acc=99.61%, remaining_time=0:00:26.672214, arrival_time=2021-04-14 22:23:24.462584, cost_time=0:00:01.433988 2021-04-14 22:22:59,045 INFO : TRAIN, epoch=0163, iter=00020/00196, fetch data time cost=1.45ms, fps=2041 images/s, loss=0.2942, top1-acc=91.33%, top5-acc=99.65%, remaining_time=0:00:23.664432, arrival_time=2021-04-14 22:23:22.710041, cost_time=0:00:02.689145 2021-04-14 22:23:00,301 INFO : TRAIN, epoch=0163, iter=00030/00196, fetch data time cost=1.51ms, fps=2039 images/s, loss=0.2940, top1-acc=91.33%, top5-acc=99.69%, remaining_time=0:00:21.831656, arrival_time=2021-04-14 22:23:22.133515, cost_time=0:00:03.945472 2021-04-14 22:23:01,571 INFO : TRAIN, epoch=0163, iter=00040/00196, fetch data time cost=1.66ms, fps=2017 images/s, loss=0.2898, top1-acc=91.43%, top5-acc=99.71%, remaining_time=0:00:20.340372, arrival_time=2021-04-14 22:23:21.912239, cost_time=0:00:05.215486 2021-04-14 22:23:02,820 INFO : TRAIN, epoch=0163, iter=00050/00196, fetch data time cost=1.65ms, fps=2051 images/s, loss=0.2891, top1-acc=91.40%, top5-acc=99.69%, remaining_time=0:00:18.876486, arrival_time=2021-04-14 22:23:21.697330, cost_time=0:00:06.464534 2021-04-14 22:23:04,067 INFO : TRAIN, epoch=0163, iter=00060/00196, fetch data time cost=1.50ms, fps=2055 images/s, loss=0.2873, top1-acc=91.39%, top5-acc=99.67%, remaining_time=0:00:17.477632, arrival_time=2021-04-14 22:23:21.544750, cost_time=0:00:07.710733 2021-04-14 22:23:05,322 INFO : TRAIN, epoch=0163, iter=00070/00196, fetch data time cost=2.58ms, fps=2040 images/s, loss=0.2872, top1-acc=91.42%, top5-acc=99.65%, remaining_time=0:00:16.138836, arrival_time=2021-04-14 22:23:21.461237, cost_time=0:00:08.966030 2021-04-14 22:23:06,574 INFO : TRAIN, epoch=0163, iter=00080/00196, fetch data time cost=1.50ms, fps=2046 images/s, loss=0.2874, top1-acc=91.40%, top5-acc=99.66%, remaining_time=0:00:14.816100, arrival_time=2021-04-14 22:23:21.390388, cost_time=0:00:10.217968 2021-04-14 22:23:07,825 INFO : TRAIN, epoch=0163, iter=00090/00196, fetch data time cost=1.55ms, fps=2046 images/s, loss=0.2892, top1-acc=91.35%, top5-acc=99.63%, remaining_time=0:00:13.508640, arrival_time=2021-04-14 22:23:21.334524, cost_time=0:00:11.469590 2021-04-14 22:23:09,083 INFO : TRAIN, epoch=0163, iter=00100/00196, fetch data time cost=1.47ms, fps=2036 images/s, loss=0.2895, top1-acc=91.32%, top5-acc=99.61%, remaining_time=0:00:12.218112, arrival_time=2021-04-14 22:23:21.301787, cost_time=0:00:12.727248 2021-04-14 22:23:10,335 INFO : TRAIN, epoch=0163, iter=00110/00196, fetch data time cost=1.59ms, fps=2046 images/s, loss=0.2907, top1-acc=91.24%, top5-acc=99.60%, remaining_time=0:00:10.929396, arrival_time=2021-04-14 22:23:21.265180, cost_time=0:00:13.979487 2021-04-14 22:23:11,586 INFO : TRAIN, epoch=0163, iter=00120/00196, fetch data time cost=1.38ms, fps=2047 images/s, loss=0.2938, top1-acc=91.17%, top5-acc=99.59%, remaining_time=0:00:09.645996, arrival_time=2021-04-14 22:23:21.232934, cost_time=0:00:15.230576 2021-04-14 22:23:12,841 INFO : TRAIN, epoch=0163, iter=00130/00196, fetch data time cost=1.63ms, fps=2042 images/s, loss=0.2944, top1-acc=91.19%, top5-acc=99.59%, remaining_time=0:00:08.369262, arrival_time=2021-04-14 22:23:21.210470, cost_time=0:00:16.484884 2021-04-14 22:23:14,087 INFO : TRAIN, epoch=0163, iter=00140/00196, fetch data time cost=1.39ms, fps=2055 images/s, loss=0.2957, top1-acc=91.16%, top5-acc=99.57%, remaining_time=0:00:07.092400, arrival_time=2021-04-14 22:23:21.179727, cost_time=0:00:17.731037 2021-04-14 22:23:15,338 INFO : TRAIN, epoch=0163, iter=00150/00196, fetch data time cost=1.35ms, fps=2048 images/s, loss=0.2969, top1-acc=91.12%, top5-acc=99.57%, remaining_time=0:00:05.820978, arrival_time=2021-04-14 22:23:21.158937, cost_time=0:00:18.981500 2021-04-14 22:23:16,598 INFO : TRAIN, epoch=0163, iter=00160/00196, fetch data time cost=1.73ms, fps=2033 images/s, loss=0.2991, top1-acc=91.06%, top5-acc=99.56%, remaining_time=0:00:04.554396, arrival_time=2021-04-14 22:23:21.152453, cost_time=0:00:20.241708 2021-04-14 22:23:17,855 INFO : TRAIN, epoch=0163, iter=00170/00196, fetch data time cost=1.45ms, fps=2037 images/s, loss=0.3011, top1-acc=90.95%, top5-acc=99.54%, remaining_time=0:00:03.288064, arrival_time=2021-04-14 22:23:21.143265, cost_time=0:00:21.498906 2021-04-14 22:23:19,111 INFO : TRAIN, epoch=0163, iter=00180/00196, fetch data time cost=2.09ms, fps=2039 images/s, loss=0.3017, top1-acc=90.92%, top5-acc=99.53%, remaining_time=0:00:02.022672, arrival_time=2021-04-14 22:23:21.134020, cost_time=0:00:22.755054 2021-04-14 22:23:20,358 INFO : TRAIN, epoch=0163, iter=00190/00196, fetch data time cost=1.73ms, fps=2053 images/s, loss=0.3040, top1-acc=90.82%, top5-acc=99.51%, remaining_time=0:00:00.757974, arrival_time=2021-04-14 22:23:21.116896, cost_time=0:00:24.002578 2021-04-14 22:23:21,032 INFO : TRAIN, epoch=0163, iter=00196/00196, fetch data time cost=1.37ms, fps=2020 images/s, loss=0.3055, top1-acc=90.79%, top5-acc=99.50%, remaining_time=0:00:00, arrival_time=2021-04-14 22:23:21.032749, cost_time=0:00:24.676440 2021-04-14 22:23:21,594 INFO : EVAL, epoch=0163, iter=00010/00040, fetch data time cost=0.19ms, fps=4574 images/s, loss=1.1573, top1-acc=69.57%, top5-acc=91.60%, remaining_time=0:00:01.679130, arrival_time=2021-04-14 22:23:23.273550, cost_time=0:00:00.559706 2021-04-14 22:23:21,984 INFO : EVAL, epoch=0163, iter=00020/00040, fetch data time cost=1.47ms, fps=6564 images/s, loss=1.1708, top1-acc=69.26%, top5-acc=91.46%, remaining_time=0:00:00.950020, arrival_time=2021-04-14 22:23:22.934833, cost_time=0:00:00.950026 2021-04-14 22:23:22,371 INFO : EVAL, epoch=0163, iter=00030/00040, fetch data time cost=1.32ms, fps=6622 images/s, loss=1.1846, top1-acc=69.02%, top5-acc=91.35%, remaining_time=0:00:00.445740, arrival_time=2021-04-14 22:23:22.817658, cost_time=0:00:01.337205 2021-04-14 22:23:22,728 INFO : EVAL, epoch=0163, iter=00040/00040, fetch data time cost=0.05ms, fps=6510 images/s, loss=1.2038, top1-acc=68.83%, top5-acc=91.32%, remaining_time=0:00:00, arrival_time=2021-04-14 22:23:22.728618, cost_time=0:00:01.693936 2021-04-14 22:23:22,870 INFO : Epoch=0163 complete, best val top1-acc=68.83%, top5-acc=91.32% (epoch=163), remaining_time=0:16:22.855531, arrival_time=2021-04-14 22:39:45.726268, cost_time=1:12:09.876989 2021-04-14 22:23:22,872 INFO : Train start, epoch=0164, lr=0.008210 2021-04-14 22:23:24,311 INFO : TRAIN, epoch=0164, iter=00010/00196, fetch data time cost=1.45ms, fps=1778 images/s, loss=0.2792, top1-acc=92.19%, top5-acc=99.77%, remaining_time=0:00:26.776932, arrival_time=2021-04-14 22:23:51.088766, cost_time=0:00:01.439617 2021-04-14 22:23:25,562 INFO : TRAIN, epoch=0164, iter=00020/00196, fetch data time cost=1.54ms, fps=2048 images/s, loss=0.2707, top1-acc=92.29%, top5-acc=99.75%, remaining_time=0:00:23.673936, arrival_time=2021-04-14 22:23:49.236358, cost_time=0:00:02.690213 2021-04-14 22:23:26,812 INFO : TRAIN, epoch=0164, iter=00030/00196, fetch data time cost=1.50ms, fps=2049 images/s, loss=0.2781, top1-acc=91.97%, top5-acc=99.69%, remaining_time=0:00:21.803934, arrival_time=2021-04-14 22:23:48.616639, cost_time=0:00:03.940483 2021-04-14 22:23:28,063 INFO : TRAIN, epoch=0164, iter=00040/00196, fetch data time cost=1.78ms, fps=2048 images/s, loss=0.2812, top1-acc=91.81%, top5-acc=99.67%, remaining_time=0:00:20.245212, arrival_time=2021-04-14 22:23:48.308502, cost_time=0:00:05.191077 2021-04-14 22:23:29,313 INFO : TRAIN, epoch=0164, iter=00050/00196, fetch data time cost=1.45ms, fps=2049 images/s, loss=0.2844, top1-acc=91.60%, top5-acc=99.66%, remaining_time=0:00:18.808596, arrival_time=2021-04-14 22:23:48.122022, cost_time=0:00:06.441291 2021-04-14 22:23:30,564 INFO : TRAIN, epoch=0164, iter=00060/00196, fetch data time cost=1.37ms, fps=2048 images/s, loss=0.2836, top1-acc=91.55%, top5-acc=99.66%, remaining_time=0:00:17.435064, arrival_time=2021-04-14 22:23:47.999190, cost_time=0:00:07.691915 2021-04-14 22:23:31,816 INFO : TRAIN, epoch=0164, iter=00070/00196, fetch data time cost=1.60ms, fps=2045 images/s, loss=0.2838, top1-acc=91.50%, top5-acc=99.66%, remaining_time=0:00:16.100406, arrival_time=2021-04-14 22:23:47.917224, cost_time=0:00:08.944657 2021-04-14 22:23:33,070 INFO : TRAIN, epoch=0164, iter=00080/00196, fetch data time cost=1.67ms, fps=2043 images/s, loss=0.2821, top1-acc=91.55%, top5-acc=99.67%, remaining_time=0:00:14.786984, arrival_time=2021-04-14 22:23:47.857077, cost_time=0:00:10.197882 2021-04-14 22:23:34,313 INFO : TRAIN, epoch=0164, iter=00090/00196, fetch data time cost=1.39ms, fps=2059 images/s, loss=0.2841, top1-acc=91.49%, top5-acc=99.65%, remaining_time=0:00:13.475780, arrival_time=2021-04-14 22:23:47.789638, cost_time=0:00:11.441738 2021-04-14 22:23:35,561 INFO : TRAIN, epoch=0164, iter=00100/00196, fetch data time cost=1.38ms, fps=2053 images/s, loss=0.2856, top1-acc=91.44%, top5-acc=99.65%, remaining_time=0:00:12.181536, arrival_time=2021-04-14 22:23:47.742862, cost_time=0:00:12.689063 2021-04-14 22:23:36,810 INFO : TRAIN, epoch=0164, iter=00110/00196, fetch data time cost=1.44ms, fps=2051 images/s, loss=0.2875, top1-acc=91.39%, top5-acc=99.65%, remaining_time=0:00:10.896888, arrival_time=2021-04-14 22:23:47.706946, cost_time=0:00:13.937932 2021-04-14 22:23:38,062 INFO : TRAIN, epoch=0164, iter=00120/00196, fetch data time cost=1.51ms, fps=2045 images/s, loss=0.2885, top1-acc=91.37%, top5-acc=99.65%, remaining_time=0:00:09.620308, arrival_time=2021-04-14 22:23:47.682568, cost_time=0:00:15.189979 2021-04-14 22:23:39,314 INFO : TRAIN, epoch=0164, iter=00130/00196, fetch data time cost=1.39ms, fps=2045 images/s, loss=0.2901, top1-acc=91.31%, top5-acc=99.63%, remaining_time=0:00:08.347680, arrival_time=2021-04-14 22:23:47.662276, cost_time=0:00:16.442444 2021-04-14 22:23:40,566 INFO : TRAIN, epoch=0164, iter=00140/00196, fetch data time cost=1.37ms, fps=2047 images/s, loss=0.2925, top1-acc=91.17%, top5-acc=99.62%, remaining_time=0:00:07.077784, arrival_time=2021-04-14 22:23:47.644349, cost_time=0:00:17.694436 2021-04-14 22:23:41,813 INFO : TRAIN, epoch=0164, iter=00150/00196, fetch data time cost=1.54ms, fps=2054 images/s, loss=0.2917, top1-acc=91.21%, top5-acc=99.62%, remaining_time=0:00:05.808696, arrival_time=2021-04-14 22:23:47.622265, cost_time=0:00:18.941438 2021-04-14 22:23:43,067 INFO : TRAIN, epoch=0164, iter=00160/00196, fetch data time cost=1.54ms, fps=2042 images/s, loss=0.2932, top1-acc=91.16%, top5-acc=99.61%, remaining_time=0:00:04.543920, arrival_time=2021-04-14 22:23:47.611326, cost_time=0:00:20.195206 2021-04-14 22:23:44,312 INFO : TRAIN, epoch=0164, iter=00170/00196, fetch data time cost=1.57ms, fps=2057 images/s, loss=0.2931, top1-acc=91.16%, top5-acc=99.61%, remaining_time=0:00:03.279068, arrival_time=2021-04-14 22:23:47.591308, cost_time=0:00:21.440110 2021-04-14 22:23:45,562 INFO : TRAIN, epoch=0164, iter=00180/00196, fetch data time cost=1.39ms, fps=2049 images/s, loss=0.2924, top1-acc=91.22%, top5-acc=99.61%, remaining_time=0:00:02.016896, arrival_time=2021-04-14 22:23:47.579162, cost_time=0:00:22.690142 2021-04-14 22:23:46,814 INFO : TRAIN, epoch=0164, iter=00190/00196, fetch data time cost=1.34ms, fps=2045 images/s, loss=0.2928, top1-acc=91.19%, top5-acc=99.61%, remaining_time=0:00:00.756084, arrival_time=2021-04-14 22:23:47.570787, cost_time=0:00:23.942577 2021-04-14 22:23:47,502 INFO : TRAIN, epoch=0164, iter=00196/00196, fetch data time cost=1.68ms, fps=1979 images/s, loss=0.2927, top1-acc=91.18%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-14 22:23:47.502436, cost_time=0:00:24.630243 2021-04-14 22:23:48,047 INFO : EVAL, epoch=0164, iter=00010/00040, fetch data time cost=1.68ms, fps=4714 images/s, loss=1.1480, top1-acc=69.88%, top5-acc=91.76%, remaining_time=0:00:01.629300, arrival_time=2021-04-14 22:23:49.676674, cost_time=0:00:00.543100 2021-04-14 22:23:48,432 INFO : EVAL, epoch=0164, iter=00020/00040, fetch data time cost=1.52ms, fps=6653 images/s, loss=1.1601, top1-acc=69.30%, top5-acc=91.72%, remaining_time=0:00:00.928260, arrival_time=2021-04-14 22:23:49.360816, cost_time=0:00:00.928254 2021-04-14 22:23:48,818 INFO : EVAL, epoch=0164, iter=00030/00040, fetch data time cost=1.25ms, fps=6645 images/s, loss=1.1612, top1-acc=69.53%, top5-acc=91.54%, remaining_time=0:00:00.437970, arrival_time=2021-04-14 22:23:49.256117, cost_time=0:00:01.313903 2021-04-14 22:23:49,176 INFO : EVAL, epoch=0164, iter=00040/00040, fetch data time cost=0.07ms, fps=6487 images/s, loss=1.1881, top1-acc=69.21%, top5-acc=91.40%, remaining_time=0:00:00, arrival_time=2021-04-14 22:23:49.176059, cost_time=0:00:01.671826 2021-04-14 22:23:49,483 INFO : Epoch=0164 complete, best val top1-acc=69.21%, top5-acc=91.40% (epoch=164), remaining_time=0:15:56.302560, arrival_time=2021-04-14 22:39:45.785759, cost_time=1:12:36.489453 2021-04-14 22:23:49,484 INFO : Train start, epoch=0165, lr=0.007784 2021-04-14 22:23:50,907 INFO : TRAIN, epoch=0165, iter=00010/00196, fetch data time cost=0.33ms, fps=1800 images/s, loss=0.2742, top1-acc=91.68%, top5-acc=99.69%, remaining_time=0:00:26.454222, arrival_time=2021-04-14 22:24:17.361248, cost_time=0:00:01.422268 2021-04-14 22:23:52,154 INFO : TRAIN, epoch=0165, iter=00020/00196, fetch data time cost=1.51ms, fps=2054 images/s, loss=0.2655, top1-acc=92.25%, top5-acc=99.59%, remaining_time=0:00:23.490544, arrival_time=2021-04-14 22:24:15.644693, cost_time=0:00:02.669384 2021-04-14 22:23:53,406 INFO : TRAIN, epoch=0165, iter=00030/00196, fetch data time cost=1.75ms, fps=2045 images/s, loss=0.2674, top1-acc=92.03%, top5-acc=99.61%, remaining_time=0:00:21.702508, arrival_time=2021-04-14 22:24:15.109356, cost_time=0:00:03.922140 2021-04-14 22:23:54,658 INFO : TRAIN, epoch=0165, iter=00040/00196, fetch data time cost=1.51ms, fps=2046 images/s, loss=0.2638, top1-acc=92.21%, top5-acc=99.64%, remaining_time=0:00:20.178600, arrival_time=2021-04-14 22:24:14.837289, cost_time=0:00:05.174020 2021-04-14 22:23:55,909 INFO : TRAIN, epoch=0165, iter=00050/00196, fetch data time cost=1.42ms, fps=2048 images/s, loss=0.2643, top1-acc=92.30%, top5-acc=99.64%, remaining_time=0:00:18.759832, arrival_time=2021-04-14 22:24:14.669135, cost_time=0:00:06.424595 2021-04-14 22:23:57,160 INFO : TRAIN, epoch=0165, iter=00060/00196, fetch data time cost=1.53ms, fps=2048 images/s, loss=0.2679, top1-acc=92.21%, top5-acc=99.63%, remaining_time=0:00:17.397800, arrival_time=2021-04-14 22:24:14.558074, cost_time=0:00:07.675508 2021-04-14 22:23:58,406 INFO : TRAIN, epoch=0165, iter=00070/00196, fetch data time cost=1.34ms, fps=2056 images/s, loss=0.2711, top1-acc=92.08%, top5-acc=99.60%, remaining_time=0:00:16.058952, arrival_time=2021-04-14 22:24:14.465246, cost_time=0:00:08.921637 2021-04-14 22:23:59,660 INFO : TRAIN, epoch=0165, iter=00080/00196, fetch data time cost=1.62ms, fps=2042 images/s, loss=0.2706, top1-acc=92.12%, top5-acc=99.62%, remaining_time=0:00:14.754504, arrival_time=2021-04-14 22:24:14.414737, cost_time=0:00:10.175540 2021-04-14 22:24:00,917 INFO : TRAIN, epoch=0165, iter=00090/00196, fetch data time cost=1.55ms, fps=2037 images/s, loss=0.2718, top1-acc=92.09%, top5-acc=99.63%, remaining_time=0:00:13.465180, arrival_time=2021-04-14 22:24:14.382494, cost_time=0:00:11.432701 2021-04-14 22:24:02,181 INFO : TRAIN, epoch=0165, iter=00100/00196, fetch data time cost=2.34ms, fps=2027 images/s, loss=0.2720, top1-acc=92.07%, top5-acc=99.63%, remaining_time=0:00:12.188352, arrival_time=2021-04-14 22:24:14.369276, cost_time=0:00:12.696153 2021-04-14 22:24:03,438 INFO : TRAIN, epoch=0165, iter=00110/00196, fetch data time cost=1.37ms, fps=2036 images/s, loss=0.2722, top1-acc=92.07%, top5-acc=99.63%, remaining_time=0:00:10.909702, arrival_time=2021-04-14 22:24:14.348614, cost_time=0:00:13.954288 2021-04-14 22:24:04,696 INFO : TRAIN, epoch=0165, iter=00120/00196, fetch data time cost=1.81ms, fps=2036 images/s, loss=0.2719, top1-acc=92.03%, top5-acc=99.64%, remaining_time=0:00:09.634444, arrival_time=2021-04-14 22:24:14.331284, cost_time=0:00:15.212227 2021-04-14 22:24:05,945 INFO : TRAIN, epoch=0165, iter=00130/00196, fetch data time cost=1.41ms, fps=2052 images/s, loss=0.2734, top1-acc=91.99%, top5-acc=99.64%, remaining_time=0:00:08.356722, arrival_time=2021-04-14 22:24:14.301719, cost_time=0:00:16.460199 2021-04-14 22:24:07,198 INFO : TRAIN, epoch=0165, iter=00140/00196, fetch data time cost=1.51ms, fps=2043 images/s, loss=0.2737, top1-acc=91.97%, top5-acc=99.64%, remaining_time=0:00:07.085736, arrival_time=2021-04-14 22:24:14.284691, cost_time=0:00:17.714356 2021-04-14 22:24:08,443 INFO : TRAIN, epoch=0165, iter=00150/00196, fetch data time cost=1.35ms, fps=2058 images/s, loss=0.2749, top1-acc=91.90%, top5-acc=99.64%, remaining_time=0:00:05.813940, arrival_time=2021-04-14 22:24:14.257087, cost_time=0:00:18.958547 2021-04-14 22:24:09,700 INFO : TRAIN, epoch=0165, iter=00160/00196, fetch data time cost=2.81ms, fps=2038 images/s, loss=0.2764, top1-acc=91.86%, top5-acc=99.64%, remaining_time=0:00:04.548456, arrival_time=2021-04-14 22:24:14.248451, cost_time=0:00:20.215303 2021-04-14 22:24:10,948 INFO : TRAIN, epoch=0165, iter=00170/00196, fetch data time cost=1.58ms, fps=2051 images/s, loss=0.2781, top1-acc=91.80%, top5-acc=99.64%, remaining_time=0:00:03.282760, arrival_time=2021-04-14 22:24:14.231635, cost_time=0:00:21.464260 2021-04-14 22:24:12,194 INFO : TRAIN, epoch=0165, iter=00180/00196, fetch data time cost=1.41ms, fps=2055 images/s, loss=0.2795, top1-acc=91.77%, top5-acc=99.64%, remaining_time=0:00:02.018688, arrival_time=2021-04-14 22:24:14.213512, cost_time=0:00:22.710213 2021-04-14 22:24:13,445 INFO : TRAIN, epoch=0165, iter=00190/00196, fetch data time cost=1.26ms, fps=2048 images/s, loss=0.2807, top1-acc=91.70%, top5-acc=99.63%, remaining_time=0:00:00.756654, arrival_time=2021-04-14 22:24:14.201891, cost_time=0:00:23.960635 2021-04-14 22:24:14,122 INFO : TRAIN, epoch=0165, iter=00196/00196, fetch data time cost=1.30ms, fps=2009 images/s, loss=0.2819, top1-acc=91.65%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-14 22:24:14.122704, cost_time=0:00:24.638041 2021-04-14 22:24:14,670 INFO : EVAL, epoch=0165, iter=00010/00040, fetch data time cost=0.32ms, fps=4692 images/s, loss=1.1965, top1-acc=68.24%, top5-acc=91.60%, remaining_time=0:00:01.636770, arrival_time=2021-04-14 22:24:16.306864, cost_time=0:00:00.545593 2021-04-14 22:24:15,057 INFO : EVAL, epoch=0165, iter=00020/00040, fetch data time cost=1.24ms, fps=6609 images/s, loss=1.2252, top1-acc=67.68%, top5-acc=91.31%, remaining_time=0:00:00.933400, arrival_time=2021-04-14 22:24:15.991263, cost_time=0:00:00.933394 2021-04-14 22:24:15,447 INFO : EVAL, epoch=0165, iter=00030/00040, fetch data time cost=1.97ms, fps=6584 images/s, loss=1.2199, top1-acc=68.11%, top5-acc=91.07%, remaining_time=0:00:00.440850, arrival_time=2021-04-14 22:24:15.887875, cost_time=0:00:01.322539 2021-04-14 22:24:15,805 INFO : EVAL, epoch=0165, iter=00040/00040, fetch data time cost=0.08ms, fps=6483 images/s, loss=1.2112, top1-acc=68.34%, top5-acc=91.13%, remaining_time=0:00:00, arrival_time=2021-04-14 22:24:15.805255, cost_time=0:00:01.680809 2021-04-14 22:24:15,912 INFO : Epoch=0165 complete, best val top1-acc=69.21%, top5-acc=91.40% (epoch=164), remaining_time=0:15:29.710075, arrival_time=2021-04-14 22:39:45.622740, cost_time=1:13:02.918929 2021-04-14 22:24:15,913 INFO : Train start, epoch=0166, lr=0.007368 2021-04-14 22:24:17,429 INFO : TRAIN, epoch=0166, iter=00010/00196, fetch data time cost=1.63ms, fps=1689 images/s, loss=0.2640, top1-acc=92.34%, top5-acc=99.57%, remaining_time=0:00:28.185696, arrival_time=2021-04-14 22:24:45.615223, cost_time=0:00:01.515362 2021-04-14 22:24:18,691 INFO : TRAIN, epoch=0166, iter=00020/00196, fetch data time cost=1.56ms, fps=2030 images/s, loss=0.2631, top1-acc=92.50%, top5-acc=99.75%, remaining_time=0:00:24.439184, arrival_time=2021-04-14 22:24:43.130537, cost_time=0:00:02.777185 2021-04-14 22:24:19,942 INFO : TRAIN, epoch=0166, iter=00030/00196, fetch data time cost=1.46ms, fps=2047 images/s, loss=0.2607, top1-acc=92.58%, top5-acc=99.74%, remaining_time=0:00:22.290314, arrival_time=2021-04-14 22:24:42.232868, cost_time=0:00:04.028383 2021-04-14 22:24:21,189 INFO : TRAIN, epoch=0166, iter=00040/00196, fetch data time cost=1.58ms, fps=2054 images/s, loss=0.2614, top1-acc=92.58%, top5-acc=99.70%, remaining_time=0:00:20.574216, arrival_time=2021-04-14 22:24:41.763857, cost_time=0:00:05.275436 2021-04-14 22:24:22,437 INFO : TRAIN, epoch=0166, iter=00050/00196, fetch data time cost=1.51ms, fps=2053 images/s, loss=0.2641, top1-acc=92.37%, top5-acc=99.69%, remaining_time=0:00:19.046868, arrival_time=2021-04-14 22:24:41.483853, cost_time=0:00:06.522904 2021-04-14 22:24:23,685 INFO : TRAIN, epoch=0166, iter=00060/00196, fetch data time cost=1.51ms, fps=2051 images/s, loss=0.2623, top1-acc=92.41%, top5-acc=99.69%, remaining_time=0:00:17.615128, arrival_time=2021-04-14 22:24:41.300660, cost_time=0:00:07.771363 2021-04-14 22:24:24,930 INFO : TRAIN, epoch=0166, iter=00070/00196, fetch data time cost=1.86ms, fps=2056 images/s, loss=0.2629, top1-acc=92.37%, top5-acc=99.68%, remaining_time=0:00:16.230312, arrival_time=2021-04-14 22:24:41.161246, cost_time=0:00:09.016859 2021-04-14 22:24:26,188 INFO : TRAIN, epoch=0166, iter=00080/00196, fetch data time cost=1.63ms, fps=2037 images/s, loss=0.2619, top1-acc=92.45%, top5-acc=99.69%, remaining_time=0:00:14.897300, arrival_time=2021-04-14 22:24:41.085432, cost_time=0:00:10.273967 2021-04-14 22:24:27,434 INFO : TRAIN, epoch=0166, iter=00090/00196, fetch data time cost=1.50ms, fps=2056 images/s, loss=0.2622, top1-acc=92.44%, top5-acc=99.67%, remaining_time=0:00:13.567894, arrival_time=2021-04-14 22:24:41.001858, cost_time=0:00:11.519887 2021-04-14 22:24:28,684 INFO : TRAIN, epoch=0166, iter=00100/00196, fetch data time cost=1.43ms, fps=2048 images/s, loss=0.2619, top1-acc=92.40%, top5-acc=99.67%, remaining_time=0:00:12.259488, arrival_time=2021-04-14 22:24:40.943943, cost_time=0:00:12.770257 2021-04-14 22:24:29,932 INFO : TRAIN, epoch=0166, iter=00110/00196, fetch data time cost=1.45ms, fps=2052 images/s, loss=0.2623, top1-acc=92.39%, top5-acc=99.67%, remaining_time=0:00:10.960098, arrival_time=2021-04-14 22:24:40.892878, cost_time=0:00:14.018704 2021-04-14 22:24:31,182 INFO : TRAIN, epoch=0166, iter=00120/00196, fetch data time cost=1.33ms, fps=2049 images/s, loss=0.2625, top1-acc=92.39%, top5-acc=99.67%, remaining_time=0:00:09.669936, arrival_time=2021-04-14 22:24:40.852284, cost_time=0:00:15.268273 2021-04-14 22:24:32,437 INFO : TRAIN, epoch=0166, iter=00130/00196, fetch data time cost=1.42ms, fps=2041 images/s, loss=0.2644, top1-acc=92.31%, top5-acc=99.67%, remaining_time=0:00:08.388468, arrival_time=2021-04-14 22:24:40.825408, cost_time=0:00:16.522777 2021-04-14 22:24:33,683 INFO : TRAIN, epoch=0166, iter=00140/00196, fetch data time cost=1.37ms, fps=2055 images/s, loss=0.2645, top1-acc=92.26%, top5-acc=99.67%, remaining_time=0:00:07.107632, arrival_time=2021-04-14 22:24:40.790738, cost_time=0:00:17.769037 2021-04-14 22:24:34,931 INFO : TRAIN, epoch=0166, iter=00150/00196, fetch data time cost=1.44ms, fps=2051 images/s, loss=0.2652, top1-acc=92.23%, top5-acc=99.66%, remaining_time=0:00:05.832018, arrival_time=2021-04-14 22:24:40.763590, cost_time=0:00:19.017504 2021-04-14 22:24:36,181 INFO : TRAIN, epoch=0166, iter=00160/00196, fetch data time cost=1.35ms, fps=2050 images/s, loss=0.2666, top1-acc=92.19%, top5-acc=99.66%, remaining_time=0:00:04.560012, arrival_time=2021-04-14 22:24:40.740928, cost_time=0:00:20.266769 2021-04-14 22:24:37,427 INFO : TRAIN, epoch=0166, iter=00170/00196, fetch data time cost=1.33ms, fps=2055 images/s, loss=0.2665, top1-acc=92.22%, top5-acc=99.66%, remaining_time=0:00:03.290248, arrival_time=2021-04-14 22:24:40.717475, cost_time=0:00:21.513111 2021-04-14 22:24:38,678 INFO : TRAIN, epoch=0166, iter=00180/00196, fetch data time cost=1.38ms, fps=2047 images/s, loss=0.2683, top1-acc=92.14%, top5-acc=99.66%, remaining_time=0:00:02.023504, arrival_time=2021-04-14 22:24:40.702079, cost_time=0:00:22.764498 2021-04-14 22:24:39,924 INFO : TRAIN, epoch=0166, iter=00190/00196, fetch data time cost=1.49ms, fps=2056 images/s, loss=0.2690, top1-acc=92.09%, top5-acc=99.65%, remaining_time=0:00:00.758214, arrival_time=2021-04-14 22:24:40.682449, cost_time=0:00:24.010173 2021-04-14 22:24:40,603 INFO : TRAIN, epoch=0166, iter=00196/00196, fetch data time cost=1.35ms, fps=2005 images/s, loss=0.2700, top1-acc=92.08%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-14 22:24:40.603100, cost_time=0:00:24.688931 2021-04-14 22:24:41,110 INFO : EVAL, epoch=0166, iter=00010/00040, fetch data time cost=0.20ms, fps=5072 images/s, loss=1.1815, top1-acc=69.14%, top5-acc=91.37%, remaining_time=0:00:01.514220, arrival_time=2021-04-14 22:24:42.624177, cost_time=0:00:00.504739 2021-04-14 22:24:41,499 INFO : EVAL, epoch=0166, iter=00020/00040, fetch data time cost=1.83ms, fps=6584 images/s, loss=1.1946, top1-acc=68.91%, top5-acc=91.33%, remaining_time=0:00:00.894100, arrival_time=2021-04-14 22:24:42.393399, cost_time=0:00:00.894101 2021-04-14 22:24:41,890 INFO : EVAL, epoch=0166, iter=00030/00040, fetch data time cost=1.32ms, fps=6549 images/s, loss=1.1776, top1-acc=68.91%, top5-acc=91.55%, remaining_time=0:00:00.428460, arrival_time=2021-04-14 22:24:42.319029, cost_time=0:00:01.285384 2021-04-14 22:24:42,247 INFO : EVAL, epoch=0166, iter=00040/00040, fetch data time cost=0.07ms, fps=6501 images/s, loss=1.1607, top1-acc=69.45%, top5-acc=91.50%, remaining_time=0:00:00, arrival_time=2021-04-14 22:24:42.247738, cost_time=0:00:01.642570 2021-04-14 22:24:42,366 INFO : Epoch=0166 complete, best val top1-acc=69.45%, top5-acc=91.50% (epoch=166), remaining_time=0:15:03.124524, arrival_time=2021-04-14 22:39:45.490948, cost_time=1:13:29.372670 2021-04-14 22:24:42,367 INFO : Train start, epoch=0167, lr=0.006963 2021-04-14 22:24:43,830 INFO : TRAIN, epoch=0167, iter=00010/00196, fetch data time cost=1.50ms, fps=1750 images/s, loss=0.2418, top1-acc=93.32%, top5-acc=99.69%, remaining_time=0:00:27.210126, arrival_time=2021-04-14 22:25:11.040874, cost_time=0:00:01.462914 2021-04-14 22:24:45,082 INFO : TRAIN, epoch=0167, iter=00020/00196, fetch data time cost=1.53ms, fps=2046 images/s, loss=0.2395, top1-acc=93.42%, top5-acc=99.71%, remaining_time=0:00:23.886192, arrival_time=2021-04-14 22:25:08.968369, cost_time=0:00:02.714348 2021-04-14 22:24:46,334 INFO : TRAIN, epoch=0167, iter=00030/00196, fetch data time cost=1.38ms, fps=2046 images/s, loss=0.2401, top1-acc=93.35%, top5-acc=99.73%, remaining_time=0:00:21.946030, arrival_time=2021-04-14 22:25:08.280039, cost_time=0:00:03.966148 2021-04-14 22:24:47,589 INFO : TRAIN, epoch=0167, iter=00040/00196, fetch data time cost=1.85ms, fps=2040 images/s, loss=0.2420, top1-acc=93.28%, top5-acc=99.77%, remaining_time=0:00:20.364864, arrival_time=2021-04-14 22:25:07.954639, cost_time=0:00:05.221740 2021-04-14 22:24:48,852 INFO : TRAIN, epoch=0167, iter=00050/00196, fetch data time cost=1.48ms, fps=2029 images/s, loss=0.2501, top1-acc=93.02%, top5-acc=99.72%, remaining_time=0:00:18.933864, arrival_time=2021-04-14 22:25:07.785902, cost_time=0:00:06.484211 2021-04-14 22:24:50,102 INFO : TRAIN, epoch=0167, iter=00060/00196, fetch data time cost=2.11ms, fps=2048 images/s, loss=0.2542, top1-acc=92.84%, top5-acc=99.73%, remaining_time=0:00:17.532168, arrival_time=2021-04-14 22:25:07.634811, cost_time=0:00:07.734800 2021-04-14 22:24:51,351 INFO : TRAIN, epoch=0167, iter=00070/00196, fetch data time cost=1.54ms, fps=2051 images/s, loss=0.2541, top1-acc=92.82%, top5-acc=99.72%, remaining_time=0:00:16.170084, arrival_time=2021-04-14 22:25:07.521335, cost_time=0:00:08.983384 2021-04-14 22:24:52,599 INFO : TRAIN, epoch=0167, iter=00080/00196, fetch data time cost=1.94ms, fps=2051 images/s, loss=0.2544, top1-acc=92.77%, top5-acc=99.72%, remaining_time=0:00:14.836052, arrival_time=2021-04-14 22:25:07.435633, cost_time=0:00:10.231752 2021-04-14 22:24:53,845 INFO : TRAIN, epoch=0167, iter=00090/00196, fetch data time cost=1.52ms, fps=2056 images/s, loss=0.2546, top1-acc=92.72%, top5-acc=99.71%, remaining_time=0:00:13.517756, arrival_time=2021-04-14 22:25:07.362999, cost_time=0:00:11.477332 2021-04-14 22:24:55,095 INFO : TRAIN, epoch=0167, iter=00100/00196, fetch data time cost=1.55ms, fps=2048 images/s, loss=0.2568, top1-acc=92.62%, top5-acc=99.71%, remaining_time=0:00:12.218592, arrival_time=2021-04-14 22:25:07.314218, cost_time=0:00:12.727739 2021-04-14 22:24:56,350 INFO : TRAIN, epoch=0167, iter=00110/00196, fetch data time cost=1.56ms, fps=2041 images/s, loss=0.2583, top1-acc=92.53%, top5-acc=99.72%, remaining_time=0:00:10.931632, arrival_time=2021-04-14 22:25:07.281780, cost_time=0:00:13.982322 2021-04-14 22:24:57,594 INFO : TRAIN, epoch=0167, iter=00120/00196, fetch data time cost=1.57ms, fps=2058 images/s, loss=0.2582, top1-acc=92.52%, top5-acc=99.72%, remaining_time=0:00:09.643488, arrival_time=2021-04-14 22:25:07.237885, cost_time=0:00:15.226565 2021-04-14 22:24:58,843 INFO : TRAIN, epoch=0167, iter=00130/00196, fetch data time cost=1.43ms, fps=2050 images/s, loss=0.2572, top1-acc=92.56%, top5-acc=99.72%, remaining_time=0:00:08.364444, arrival_time=2021-04-14 22:25:07.207698, cost_time=0:00:16.475420 2021-04-14 22:25:00,088 INFO : TRAIN, epoch=0167, iter=00140/00196, fetch data time cost=1.46ms, fps=2056 images/s, loss=0.2578, top1-acc=92.54%, top5-acc=99.71%, remaining_time=0:00:07.088368, arrival_time=2021-04-14 22:25:07.177196, cost_time=0:00:17.720956 2021-04-14 22:25:01,342 INFO : TRAIN, epoch=0167, iter=00150/00196, fetch data time cost=1.96ms, fps=2044 images/s, loss=0.2568, top1-acc=92.55%, top5-acc=99.72%, remaining_time=0:00:05.818724, arrival_time=2021-04-14 22:25:07.160676, cost_time=0:00:18.974048 2021-04-14 22:25:02,588 INFO : TRAIN, epoch=0167, iter=00160/00196, fetch data time cost=1.38ms, fps=2055 images/s, loss=0.2577, top1-acc=92.54%, top5-acc=99.72%, remaining_time=0:00:04.549536, arrival_time=2021-04-14 22:25:07.137470, cost_time=0:00:20.220093 2021-04-14 22:25:03,835 INFO : TRAIN, epoch=0167, iter=00170/00196, fetch data time cost=1.34ms, fps=2053 images/s, loss=0.2593, top1-acc=92.48%, top5-acc=99.71%, remaining_time=0:00:03.283280, arrival_time=2021-04-14 22:25:07.118677, cost_time=0:00:21.467561 2021-04-14 22:25:05,084 INFO : TRAIN, epoch=0167, iter=00180/00196, fetch data time cost=1.39ms, fps=2051 images/s, loss=0.2598, top1-acc=92.45%, top5-acc=99.71%, remaining_time=0:00:02.019232, arrival_time=2021-04-14 22:25:07.103388, cost_time=0:00:22.716325 2021-04-14 22:25:06,332 INFO : TRAIN, epoch=0167, iter=00190/00196, fetch data time cost=1.15ms, fps=2052 images/s, loss=0.2595, top1-acc=92.45%, top5-acc=99.70%, remaining_time=0:00:00.756762, arrival_time=2021-04-14 22:25:07.088779, cost_time=0:00:23.964211 2021-04-14 22:25:07,010 INFO : TRAIN, epoch=0167, iter=00196/00196, fetch data time cost=1.50ms, fps=2006 images/s, loss=0.2594, top1-acc=92.45%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-14 22:25:07.010223, cost_time=0:00:24.642382 2021-04-14 22:25:07,561 INFO : EVAL, epoch=0167, iter=00010/00040, fetch data time cost=5.76ms, fps=4664 images/s, loss=1.2398, top1-acc=67.77%, top5-acc=91.37%, remaining_time=0:00:01.646640, arrival_time=2021-04-14 22:25:09.207650, cost_time=0:00:00.548877 2021-04-14 22:25:07,950 INFO : EVAL, epoch=0167, iter=00020/00040, fetch data time cost=2.18ms, fps=6589 images/s, loss=1.2181, top1-acc=68.44%, top5-acc=91.09%, remaining_time=0:00:00.937820, arrival_time=2021-04-14 22:25:08.887796, cost_time=0:00:00.937822 2021-04-14 22:25:08,339 INFO : EVAL, epoch=0167, iter=00030/00040, fetch data time cost=2.51ms, fps=6581 images/s, loss=1.1923, top1-acc=68.98%, top5-acc=91.58%, remaining_time=0:00:00.442430, arrival_time=2021-04-14 22:25:08.781827, cost_time=0:00:01.327281 2021-04-14 22:25:08,697 INFO : EVAL, epoch=0167, iter=00040/00040, fetch data time cost=0.06ms, fps=6487 images/s, loss=1.1598, top1-acc=69.34%, top5-acc=91.50%, remaining_time=0:00:00, arrival_time=2021-04-14 22:25:08.697373, cost_time=0:00:01.685276 2021-04-14 22:25:08,758 INFO : Epoch=0167 complete, best val top1-acc=69.45%, top5-acc=91.50% (epoch=166), remaining_time=0:14:36.528411, arrival_time=2021-04-14 22:39:45.287195, cost_time=1:13:55.765053 2021-04-14 22:25:08,760 INFO : Train start, epoch=0168, lr=0.006568 2021-04-14 22:25:10,214 INFO : TRAIN, epoch=0168, iter=00010/00196, fetch data time cost=1.59ms, fps=1760 images/s, loss=0.2454, top1-acc=93.05%, top5-acc=99.73%, remaining_time=0:00:27.055932, arrival_time=2021-04-14 22:25:37.270681, cost_time=0:00:01.454619 2021-04-14 22:25:11,469 INFO : TRAIN, epoch=0168, iter=00020/00196, fetch data time cost=2.18ms, fps=2041 images/s, loss=0.2420, top1-acc=92.85%, top5-acc=99.75%, remaining_time=0:00:23.841312, arrival_time=2021-04-14 22:25:35.310808, cost_time=0:00:02.709231 2021-04-14 22:25:12,725 INFO : TRAIN, epoch=0168, iter=00030/00196, fetch data time cost=1.34ms, fps=2040 images/s, loss=0.2382, top1-acc=93.06%, top5-acc=99.79%, remaining_time=0:00:21.939888, arrival_time=2021-04-14 22:25:34.665071, cost_time=0:00:03.965050 2021-04-14 22:25:13,973 INFO : TRAIN, epoch=0168, iter=00040/00196, fetch data time cost=1.83ms, fps=2051 images/s, loss=0.2399, top1-acc=93.03%, top5-acc=99.77%, remaining_time=0:00:20.332884, arrival_time=2021-04-14 22:25:34.306602, cost_time=0:00:05.213579 2021-04-14 22:25:15,219 INFO : TRAIN, epoch=0168, iter=00050/00196, fetch data time cost=1.40ms, fps=2056 images/s, loss=0.2359, top1-acc=93.22%, top5-acc=99.72%, remaining_time=0:00:18.860280, arrival_time=2021-04-14 22:25:34.079424, cost_time=0:00:06.459008 2021-04-14 22:25:16,464 INFO : TRAIN, epoch=0168, iter=00060/00196, fetch data time cost=1.55ms, fps=2056 images/s, loss=0.2346, top1-acc=93.33%, top5-acc=99.73%, remaining_time=0:00:17.463896, arrival_time=2021-04-14 22:25:33.928705, cost_time=0:00:07.704648 2021-04-14 22:25:17,709 INFO : TRAIN, epoch=0168, iter=00070/00196, fetch data time cost=1.34ms, fps=2057 images/s, loss=0.2358, top1-acc=93.31%, top5-acc=99.75%, remaining_time=0:00:16.109226, arrival_time=2021-04-14 22:25:33.818941, cost_time=0:00:08.949588 2021-04-14 22:25:18,954 INFO : TRAIN, epoch=0168, iter=00080/00196, fetch data time cost=1.53ms, fps=2058 images/s, loss=0.2389, top1-acc=93.21%, top5-acc=99.75%, remaining_time=0:00:14.781184, arrival_time=2021-04-14 22:25:33.735241, cost_time=0:00:10.193929 2021-04-14 22:25:20,203 INFO : TRAIN, epoch=0168, iter=00090/00196, fetch data time cost=1.47ms, fps=2050 images/s, loss=0.2386, top1-acc=93.24%, top5-acc=99.75%, remaining_time=0:00:13.477370, arrival_time=2021-04-14 22:25:33.680519, cost_time=0:00:11.443027 2021-04-14 22:25:21,449 INFO : TRAIN, epoch=0168, iter=00100/00196, fetch data time cost=1.39ms, fps=2054 images/s, loss=0.2411, top1-acc=93.11%, top5-acc=99.75%, remaining_time=0:00:12.181920, arrival_time=2021-04-14 22:25:33.631541, cost_time=0:00:12.689495 2021-04-14 22:25:22,698 INFO : TRAIN, epoch=0168, iter=00110/00196, fetch data time cost=1.34ms, fps=2050 images/s, loss=0.2415, top1-acc=93.09%, top5-acc=99.76%, remaining_time=0:00:10.897404, arrival_time=2021-04-14 22:25:33.596088, cost_time=0:00:13.938486 2021-04-14 22:25:23,956 INFO : TRAIN, epoch=0168, iter=00120/00196, fetch data time cost=1.46ms, fps=2036 images/s, loss=0.2414, top1-acc=93.13%, top5-acc=99.76%, remaining_time=0:00:09.624260, arrival_time=2021-04-14 22:25:33.580636, cost_time=0:00:15.196229 2021-04-14 22:25:25,204 INFO : TRAIN, epoch=0168, iter=00130/00196, fetch data time cost=1.39ms, fps=2051 images/s, loss=0.2429, top1-acc=93.06%, top5-acc=99.76%, remaining_time=0:00:08.348802, arrival_time=2021-04-14 22:25:33.553575, cost_time=0:00:16.444626 2021-04-14 22:25:26,454 INFO : TRAIN, epoch=0168, iter=00140/00196, fetch data time cost=1.51ms, fps=2049 images/s, loss=0.2437, top1-acc=93.02%, top5-acc=99.75%, remaining_time=0:00:07.077784, arrival_time=2021-04-14 22:25:33.532335, cost_time=0:00:17.694409 2021-04-14 22:25:27,704 INFO : TRAIN, epoch=0168, iter=00150/00196, fetch data time cost=1.45ms, fps=2048 images/s, loss=0.2440, top1-acc=92.98%, top5-acc=99.75%, remaining_time=0:00:05.809708, arrival_time=2021-04-14 22:25:33.514565, cost_time=0:00:18.944729 2021-04-14 22:25:28,951 INFO : TRAIN, epoch=0168, iter=00160/00196, fetch data time cost=1.38ms, fps=2055 images/s, loss=0.2445, top1-acc=92.96%, top5-acc=99.75%, remaining_time=0:00:04.543020, arrival_time=2021-04-14 22:25:33.494303, cost_time=0:00:20.191156 2021-04-14 22:25:30,199 INFO : TRAIN, epoch=0168, iter=00170/00196, fetch data time cost=1.37ms, fps=2051 images/s, loss=0.2450, top1-acc=92.98%, top5-acc=99.75%, remaining_time=0:00:03.279016, arrival_time=2021-04-14 22:25:33.478914, cost_time=0:00:21.439764 2021-04-14 22:25:31,445 INFO : TRAIN, epoch=0168, iter=00180/00196, fetch data time cost=1.34ms, fps=2056 images/s, loss=0.2467, top1-acc=92.90%, top5-acc=99.74%, remaining_time=0:00:02.016448, arrival_time=2021-04-14 22:25:33.461588, cost_time=0:00:22.685018 2021-04-14 22:25:32,696 INFO : TRAIN, epoch=0168, iter=00190/00196, fetch data time cost=1.57ms, fps=2047 images/s, loss=0.2474, top1-acc=92.89%, top5-acc=99.74%, remaining_time=0:00:00.755868, arrival_time=2021-04-14 22:25:33.451849, cost_time=0:00:23.935864 2021-04-14 22:25:33,370 INFO : TRAIN, epoch=0168, iter=00196/00196, fetch data time cost=1.43ms, fps=2018 images/s, loss=0.2492, top1-acc=92.83%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-14 22:25:33.370145, cost_time=0:00:24.610045 2021-04-14 22:25:33,889 INFO : EVAL, epoch=0168, iter=00010/00040, fetch data time cost=2.39ms, fps=4945 images/s, loss=1.1031, top1-acc=71.05%, top5-acc=92.07%, remaining_time=0:00:01.553190, arrival_time=2021-04-14 22:25:35.442677, cost_time=0:00:00.517726 2021-04-14 22:25:34,292 INFO : EVAL, epoch=0168, iter=00020/00040, fetch data time cost=1.89ms, fps=6352 images/s, loss=1.1464, top1-acc=69.77%, top5-acc=91.48%, remaining_time=0:00:00.921120, arrival_time=2021-04-14 22:25:35.214036, cost_time=0:00:00.921115 2021-04-14 22:25:34,684 INFO : EVAL, epoch=0168, iter=00030/00040, fetch data time cost=1.53ms, fps=6545 images/s, loss=1.1495, top1-acc=69.64%, top5-acc=91.52%, remaining_time=0:00:00.437600, arrival_time=2021-04-14 22:25:35.122172, cost_time=0:00:01.312801 2021-04-14 22:25:35,043 INFO : EVAL, epoch=0168, iter=00040/00040, fetch data time cost=0.05ms, fps=6463 images/s, loss=1.1959, top1-acc=69.43%, top5-acc=91.51%, remaining_time=0:00:00, arrival_time=2021-04-14 22:25:35.043879, cost_time=0:00:01.672169 2021-04-14 22:25:35,151 INFO : Epoch=0168 complete, best val top1-acc=69.45%, top5-acc=91.50% (epoch=166), remaining_time=0:14:09.934752, arrival_time=2021-04-14 22:39:45.086073, cost_time=1:14:22.157515 2021-04-14 22:25:35,152 INFO : Train start, epoch=0169, lr=0.006185 2021-04-14 22:25:36,570 INFO : TRAIN, epoch=0169, iter=00010/00196, fetch data time cost=1.48ms, fps=1806 images/s, loss=0.2374, top1-acc=93.79%, top5-acc=99.84%, remaining_time=0:00:26.361222, arrival_time=2021-04-14 22:26:02.931283, cost_time=0:00:01.417270 2021-04-14 22:25:37,822 INFO : TRAIN, epoch=0169, iter=00020/00196, fetch data time cost=1.62ms, fps=2044 images/s, loss=0.2313, top1-acc=93.77%, top5-acc=99.88%, remaining_time=0:00:23.496880, arrival_time=2021-04-14 22:26:01.319773, cost_time=0:00:02.670105 2021-04-14 22:25:39,075 INFO : TRAIN, epoch=0169, iter=00030/00196, fetch data time cost=1.33ms, fps=2045 images/s, loss=0.2307, top1-acc=93.78%, top5-acc=99.80%, remaining_time=0:00:21.705496, arrival_time=2021-04-14 22:26:00.780958, cost_time=0:00:03.922673 2021-04-14 22:25:40,326 INFO : TRAIN, epoch=0169, iter=00040/00196, fetch data time cost=1.50ms, fps=2047 images/s, loss=0.2290, top1-acc=93.86%, top5-acc=99.81%, remaining_time=0:00:20.177508, arrival_time=2021-04-14 22:26:00.503999, cost_time=0:00:05.173722 2021-04-14 22:25:41,573 INFO : TRAIN, epoch=0169, iter=00050/00196, fetch data time cost=1.45ms, fps=2054 images/s, loss=0.2291, top1-acc=93.73%, top5-acc=99.81%, remaining_time=0:00:18.748006, arrival_time=2021-04-14 22:26:00.321249, cost_time=0:00:06.420538 2021-04-14 22:25:42,820 INFO : TRAIN, epoch=0169, iter=00060/00196, fetch data time cost=1.40ms, fps=2053 images/s, loss=0.2272, top1-acc=93.78%, top5-acc=99.78%, remaining_time=0:00:17.380256, arrival_time=2021-04-14 22:26:00.200823, cost_time=0:00:07.667764 2021-04-14 22:25:44,076 INFO : TRAIN, epoch=0169, iter=00070/00196, fetch data time cost=1.48ms, fps=2038 images/s, loss=0.2267, top1-acc=93.84%, top5-acc=99.76%, remaining_time=0:00:16.063614, arrival_time=2021-04-14 22:26:00.140531, cost_time=0:00:08.924217 2021-04-14 22:25:45,324 INFO : TRAIN, epoch=0169, iter=00080/00196, fetch data time cost=1.77ms, fps=2053 images/s, loss=0.2278, top1-acc=93.77%, top5-acc=99.76%, remaining_time=0:00:14.748936, arrival_time=2021-04-14 22:26:00.073357, cost_time=0:00:10.171648 2021-04-14 22:25:46,571 INFO : TRAIN, epoch=0169, iter=00090/00196, fetch data time cost=1.40ms, fps=2054 images/s, loss=0.2280, top1-acc=93.75%, top5-acc=99.77%, remaining_time=0:00:13.448644, arrival_time=2021-04-14 22:26:00.020022, cost_time=0:00:11.418685 2021-04-14 22:25:47,822 INFO : TRAIN, epoch=0169, iter=00100/00196, fetch data time cost=1.60ms, fps=2047 images/s, loss=0.2281, top1-acc=93.73%, top5-acc=99.76%, remaining_time=0:00:12.163008, arrival_time=2021-04-14 22:25:59.985689, cost_time=0:00:12.669818 2021-04-14 22:25:49,075 INFO : TRAIN, epoch=0169, iter=00110/00196, fetch data time cost=1.37ms, fps=2045 images/s, loss=0.2302, top1-acc=93.56%, top5-acc=99.77%, remaining_time=0:00:10.885020, arrival_time=2021-04-14 22:25:59.960382, cost_time=0:00:13.922656 2021-04-14 22:25:50,326 INFO : TRAIN, epoch=0169, iter=00120/00196, fetch data time cost=1.36ms, fps=2047 images/s, loss=0.2311, top1-acc=93.50%, top5-acc=99.76%, remaining_time=0:00:09.609820, arrival_time=2021-04-14 22:25:59.935945, cost_time=0:00:15.173367 2021-04-14 22:25:51,579 INFO : TRAIN, epoch=0169, iter=00130/00196, fetch data time cost=1.79ms, fps=2044 images/s, loss=0.2321, top1-acc=93.45%, top5-acc=99.76%, remaining_time=0:00:08.339496, arrival_time=2021-04-14 22:25:59.918618, cost_time=0:00:16.426325 2021-04-14 22:25:52,829 INFO : TRAIN, epoch=0169, iter=00140/00196, fetch data time cost=1.84ms, fps=2048 images/s, loss=0.2326, top1-acc=93.46%, top5-acc=99.75%, remaining_time=0:00:07.070784, arrival_time=2021-04-14 22:25:59.900516, cost_time=0:00:17.677030 2021-04-14 22:25:54,080 INFO : TRAIN, epoch=0169, iter=00150/00196, fetch data time cost=1.86ms, fps=2048 images/s, loss=0.2329, top1-acc=93.41%, top5-acc=99.76%, remaining_time=0:00:05.804372, arrival_time=2021-04-14 22:25:59.884481, cost_time=0:00:18.927372 2021-04-14 22:25:55,329 INFO : TRAIN, epoch=0169, iter=00160/00196, fetch data time cost=1.48ms, fps=2051 images/s, loss=0.2339, top1-acc=93.39%, top5-acc=99.76%, remaining_time=0:00:04.539636, arrival_time=2021-04-14 22:25:59.868642, cost_time=0:00:20.176221 2021-04-14 22:25:56,574 INFO : TRAIN, epoch=0169, iter=00170/00196, fetch data time cost=1.53ms, fps=2056 images/s, loss=0.2361, top1-acc=93.31%, top5-acc=99.75%, remaining_time=0:00:03.276260, arrival_time=2021-04-14 22:25:59.850650, cost_time=0:00:21.421682 2021-04-14 22:25:57,832 INFO : TRAIN, epoch=0169, iter=00180/00196, fetch data time cost=1.42ms, fps=2035 images/s, loss=0.2371, top1-acc=93.27%, top5-acc=99.75%, remaining_time=0:00:02.015984, arrival_time=2021-04-14 22:25:59.848525, cost_time=0:00:22.679832 2021-04-14 22:25:59,078 INFO : TRAIN, epoch=0169, iter=00190/00196, fetch data time cost=1.19ms, fps=2055 images/s, loss=0.2392, top1-acc=93.20%, top5-acc=99.74%, remaining_time=0:00:00.755562, arrival_time=2021-04-14 22:25:59.834439, cost_time=0:00:23.926180 2021-04-14 22:25:59,756 INFO : TRAIN, epoch=0169, iter=00196/00196, fetch data time cost=1.30ms, fps=2008 images/s, loss=0.2397, top1-acc=93.18%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-14 22:25:59.756553, cost_time=0:00:24.603791 2021-04-14 22:26:00,268 INFO : EVAL, epoch=0169, iter=00010/00040, fetch data time cost=4.75ms, fps=5016 images/s, loss=1.1638, top1-acc=69.14%, top5-acc=91.37%, remaining_time=0:00:01.531140, arrival_time=2021-04-14 22:26:01.799828, cost_time=0:00:00.510379 2021-04-14 22:26:00,655 INFO : EVAL, epoch=0169, iter=00020/00040, fetch data time cost=0.20ms, fps=6636 images/s, loss=1.1579, top1-acc=69.51%, top5-acc=91.68%, remaining_time=0:00:00.896640, arrival_time=2021-04-14 22:26:01.551594, cost_time=0:00:00.896634 2021-04-14 22:26:01,043 INFO : EVAL, epoch=0169, iter=00030/00040, fetch data time cost=1.52ms, fps=6595 images/s, loss=1.1826, top1-acc=69.05%, top5-acc=91.54%, remaining_time=0:00:00.428400, arrival_time=2021-04-14 22:26:01.471879, cost_time=0:00:01.285208 2021-04-14 22:26:01,400 INFO : EVAL, epoch=0169, iter=00040/00040, fetch data time cost=0.05ms, fps=6497 images/s, loss=1.1977, top1-acc=68.91%, top5-acc=91.41%, remaining_time=0:00:00, arrival_time=2021-04-14 22:26:01.400895, cost_time=0:00:01.642652 2021-04-14 22:26:01,500 INFO : Epoch=0169 complete, best val top1-acc=69.45%, top5-acc=91.50% (epoch=166), remaining_time=0:13:43.335479, arrival_time=2021-04-14 22:39:44.835553, cost_time=1:14:48.506336 2021-04-14 22:26:01,501 INFO : Train start, epoch=0170, lr=0.005812 2021-04-14 22:26:02,943 INFO : TRAIN, epoch=0170, iter=00010/00196, fetch data time cost=1.64ms, fps=1775 images/s, loss=0.2192, top1-acc=94.06%, top5-acc=99.80%, remaining_time=0:00:26.823618, arrival_time=2021-04-14 22:26:29.767366, cost_time=0:00:01.442133 2021-04-14 22:26:04,200 INFO : TRAIN, epoch=0170, iter=00020/00196, fetch data time cost=2.04ms, fps=2039 images/s, loss=0.2175, top1-acc=94.30%, top5-acc=99.82%, remaining_time=0:00:23.745744, arrival_time=2021-04-14 22:26:27.945775, cost_time=0:00:02.698386 2021-04-14 22:26:05,455 INFO : TRAIN, epoch=0170, iter=00030/00196, fetch data time cost=1.72ms, fps=2040 images/s, loss=0.2198, top1-acc=94.01%, top5-acc=99.82%, remaining_time=0:00:21.878136, arrival_time=2021-04-14 22:26:27.333680, cost_time=0:00:03.953877 2021-04-14 22:26:06,711 INFO : TRAIN, epoch=0170, iter=00040/00196, fetch data time cost=1.75ms, fps=2040 images/s, loss=0.2197, top1-acc=93.92%, top5-acc=99.79%, remaining_time=0:00:20.317440, arrival_time=2021-04-14 22:26:27.028732, cost_time=0:00:05.209597 2021-04-14 22:26:07,959 INFO : TRAIN, epoch=0170, iter=00050/00196, fetch data time cost=1.35ms, fps=2051 images/s, loss=0.2178, top1-acc=94.01%, top5-acc=99.83%, remaining_time=0:00:18.858236, arrival_time=2021-04-14 22:26:26.818109, cost_time=0:00:06.458309 2021-04-14 22:26:09,220 INFO : TRAIN, epoch=0170, iter=00060/00196, fetch data time cost=1.44ms, fps=2032 images/s, loss=0.2192, top1-acc=93.92%, top5-acc=99.82%, remaining_time=0:00:17.495720, arrival_time=2021-04-14 22:26:26.716057, cost_time=0:00:07.718673 2021-04-14 22:26:10,467 INFO : TRAIN, epoch=0170, iter=00070/00196, fetch data time cost=1.41ms, fps=2053 images/s, loss=0.2180, top1-acc=93.93%, top5-acc=99.82%, remaining_time=0:00:16.139088, arrival_time=2021-04-14 22:26:26.606747, cost_time=0:00:08.966129 2021-04-14 22:26:11,715 INFO : TRAIN, epoch=0170, iter=00080/00196, fetch data time cost=1.57ms, fps=2052 images/s, loss=0.2170, top1-acc=93.96%, top5-acc=99.82%, remaining_time=0:00:14.810416, arrival_time=2021-04-14 22:26:26.526169, cost_time=0:00:10.214101 2021-04-14 22:26:12,977 INFO : TRAIN, epoch=0170, iter=00090/00196, fetch data time cost=1.52ms, fps=2030 images/s, loss=0.2177, top1-acc=93.91%, top5-acc=99.81%, remaining_time=0:00:13.515636, arrival_time=2021-04-14 22:26:26.492720, cost_time=0:00:11.475554 2021-04-14 22:26:14,228 INFO : TRAIN, epoch=0170, iter=00100/00196, fetch data time cost=1.40ms, fps=2047 images/s, loss=0.2194, top1-acc=93.84%, top5-acc=99.81%, remaining_time=0:00:12.217728, arrival_time=2021-04-14 22:26:26.446149, cost_time=0:00:12.726772 2021-04-14 22:26:15,479 INFO : TRAIN, epoch=0170, iter=00110/00196, fetch data time cost=1.38ms, fps=2047 images/s, loss=0.2184, top1-acc=93.87%, top5-acc=99.81%, remaining_time=0:00:10.928450, arrival_time=2021-04-14 22:26:26.408255, cost_time=0:00:13.978217 2021-04-14 22:26:16,739 INFO : TRAIN, epoch=0170, iter=00120/00196, fetch data time cost=1.33ms, fps=2033 images/s, loss=0.2191, top1-acc=93.77%, top5-acc=99.81%, remaining_time=0:00:09.650784, arrival_time=2021-04-14 22:26:26.390389, cost_time=0:00:15.238070 2021-04-14 22:26:17,989 INFO : TRAIN, epoch=0170, iter=00130/00196, fetch data time cost=1.34ms, fps=2049 images/s, loss=0.2197, top1-acc=93.74%, top5-acc=99.79%, remaining_time=0:00:08.370912, arrival_time=2021-04-14 22:26:26.360683, cost_time=0:00:16.488154 2021-04-14 22:26:19,239 INFO : TRAIN, epoch=0170, iter=00140/00196, fetch data time cost=1.35ms, fps=2050 images/s, loss=0.2211, top1-acc=93.69%, top5-acc=99.79%, remaining_time=0:00:07.094976, arrival_time=2021-04-14 22:26:26.333955, cost_time=0:00:17.737436 2021-04-14 22:26:20,496 INFO : TRAIN, epoch=0170, iter=00150/00196, fetch data time cost=1.51ms, fps=2036 images/s, loss=0.2223, top1-acc=93.66%, top5-acc=99.78%, remaining_time=0:00:05.825164, arrival_time=2021-04-14 22:26:26.321868, cost_time=0:00:18.995118 2021-04-14 22:26:21,761 INFO : TRAIN, epoch=0170, iter=00160/00196, fetch data time cost=1.49ms, fps=2026 images/s, loss=0.2223, top1-acc=93.70%, top5-acc=99.79%, remaining_time=0:00:04.558392, arrival_time=2021-04-14 22:26:26.319485, cost_time=0:00:20.259472 2021-04-14 22:26:23,019 INFO : TRAIN, epoch=0170, iter=00170/00196, fetch data time cost=1.34ms, fps=2036 images/s, loss=0.2226, top1-acc=93.67%, top5-acc=99.79%, remaining_time=0:00:03.290950, arrival_time=2021-04-14 22:26:26.310236, cost_time=0:00:21.517740 2021-04-14 22:26:24,264 INFO : TRAIN, epoch=0170, iter=00180/00196, fetch data time cost=1.41ms, fps=2057 images/s, loss=0.2236, top1-acc=93.62%, top5-acc=99.77%, remaining_time=0:00:02.023344, arrival_time=2021-04-14 22:26:26.287443, cost_time=0:00:22.762567 2021-04-14 22:26:25,512 INFO : TRAIN, epoch=0170, iter=00190/00196, fetch data time cost=1.27ms, fps=2051 images/s, loss=0.2245, top1-acc=93.63%, top5-acc=99.77%, remaining_time=0:00:00.758238, arrival_time=2021-04-14 22:26:26.270661, cost_time=0:00:24.010896 2021-04-14 22:26:26,191 INFO : TRAIN, epoch=0170, iter=00196/00196, fetch data time cost=1.43ms, fps=2005 images/s, loss=0.2251, top1-acc=93.60%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-14 22:26:26.191059, cost_time=0:00:24.689489 2021-04-14 22:26:26,724 INFO : EVAL, epoch=0170, iter=00010/00040, fetch data time cost=0.26ms, fps=4820 images/s, loss=1.1142, top1-acc=71.17%, top5-acc=91.91%, remaining_time=0:00:01.593450, arrival_time=2021-04-14 22:26:28.317395, cost_time=0:00:00.531148 2021-04-14 22:26:27,108 INFO : EVAL, epoch=0170, iter=00020/00040, fetch data time cost=1.30ms, fps=6672 images/s, loss=1.1594, top1-acc=69.98%, top5-acc=91.70%, remaining_time=0:00:00.915340, arrival_time=2021-04-14 22:26:28.023421, cost_time=0:00:00.915337 2021-04-14 22:26:27,501 INFO : EVAL, epoch=0170, iter=00030/00040, fetch data time cost=1.26ms, fps=6506 images/s, loss=1.1653, top1-acc=69.84%, top5-acc=91.42%, remaining_time=0:00:00.436370, arrival_time=2021-04-14 22:26:27.938256, cost_time=0:00:01.309106 2021-04-14 22:26:27,858 INFO : EVAL, epoch=0170, iter=00040/00040, fetch data time cost=0.06ms, fps=6515 images/s, loss=1.1701, top1-acc=69.81%, top5-acc=91.26%, remaining_time=0:00:00, arrival_time=2021-04-14 22:26:27.858362, cost_time=0:00:01.665618 2021-04-14 22:26:28,026 INFO : Epoch=0170 complete, best val top1-acc=69.81%, top5-acc=91.26% (epoch=170), remaining_time=0:13:16.770420, arrival_time=2021-04-14 22:39:44.796607, cost_time=1:15:15.032447 2021-04-14 22:26:28,027 INFO : Train start, epoch=0171, lr=0.005450 2021-04-14 22:26:29,471 INFO : TRAIN, epoch=0171, iter=00010/00196, fetch data time cost=0.29ms, fps=1773 images/s, loss=0.2158, top1-acc=93.59%, top5-acc=99.92%, remaining_time=0:00:26.857656, arrival_time=2021-04-14 22:26:56.329384, cost_time=0:00:01.443962 2021-04-14 22:26:30,726 INFO : TRAIN, epoch=0171, iter=00020/00196, fetch data time cost=1.75ms, fps=2041 images/s, loss=0.2154, top1-acc=93.85%, top5-acc=99.88%, remaining_time=0:00:23.748032, arrival_time=2021-04-14 22:26:54.474432, cost_time=0:00:02.698646 2021-04-14 22:26:31,978 INFO : TRAIN, epoch=0171, iter=00030/00196, fetch data time cost=1.79ms, fps=2046 images/s, loss=0.2106, top1-acc=93.97%, top5-acc=99.90%, remaining_time=0:00:21.857884, arrival_time=2021-04-14 22:26:53.835845, cost_time=0:00:03.950224 2021-04-14 22:26:33,237 INFO : TRAIN, epoch=0171, iter=00040/00196, fetch data time cost=1.58ms, fps=2033 images/s, loss=0.2145, top1-acc=93.89%, top5-acc=99.86%, remaining_time=0:00:20.319312, arrival_time=2021-04-14 22:26:53.557071, cost_time=0:00:05.210099 2021-04-14 22:26:34,487 INFO : TRAIN, epoch=0171, iter=00050/00196, fetch data time cost=1.45ms, fps=2049 images/s, loss=0.2121, top1-acc=93.87%, top5-acc=99.87%, remaining_time=0:00:18.862470, arrival_time=2021-04-14 22:26:53.349973, cost_time=0:00:06.459758 2021-04-14 22:26:35,737 INFO : TRAIN, epoch=0171, iter=00060/00196, fetch data time cost=1.60ms, fps=2048 images/s, loss=0.2120, top1-acc=93.93%, top5-acc=99.87%, remaining_time=0:00:17.476272, arrival_time=2021-04-14 22:26:53.214111, cost_time=0:00:07.710100 2021-04-14 22:26:36,984 INFO : TRAIN, epoch=0171, iter=00070/00196, fetch data time cost=1.38ms, fps=2055 images/s, loss=0.2103, top1-acc=94.00%, top5-acc=99.88%, remaining_time=0:00:16.121322, arrival_time=2021-04-14 22:26:53.105319, cost_time=0:00:08.956320 2021-04-14 22:26:38,230 INFO : TRAIN, epoch=0171, iter=00080/00196, fetch data time cost=1.53ms, fps=2055 images/s, loss=0.2095, top1-acc=94.01%, top5-acc=99.90%, remaining_time=0:00:14.793944, arrival_time=2021-04-14 22:26:53.024409, cost_time=0:00:10.202716 2021-04-14 22:26:39,477 INFO : TRAIN, epoch=0171, iter=00090/00196, fetch data time cost=1.70ms, fps=2053 images/s, loss=0.2102, top1-acc=94.05%, top5-acc=99.89%, remaining_time=0:00:13.485850, arrival_time=2021-04-14 22:26:52.963786, cost_time=0:00:11.450263 2021-04-14 22:26:40,725 INFO : TRAIN, epoch=0171, iter=00100/00196, fetch data time cost=2.75ms, fps=2053 images/s, loss=0.2111, top1-acc=94.00%, top5-acc=99.88%, remaining_time=0:00:12.189888, arrival_time=2021-04-14 22:26:52.915442, cost_time=0:00:12.697765 2021-04-14 22:26:41,974 INFO : TRAIN, epoch=0171, iter=00110/00196, fetch data time cost=1.43ms, fps=2051 images/s, loss=0.2114, top1-acc=94.01%, top5-acc=99.87%, remaining_time=0:00:10.903424, arrival_time=2021-04-14 22:26:52.877357, cost_time=0:00:13.946239 2021-04-14 22:26:43,222 INFO : TRAIN, epoch=0171, iter=00120/00196, fetch data time cost=1.48ms, fps=2052 images/s, loss=0.2126, top1-acc=94.00%, top5-acc=99.87%, remaining_time=0:00:09.623120, arrival_time=2021-04-14 22:26:52.845180, cost_time=0:00:15.194397 2021-04-14 22:26:44,476 INFO : TRAIN, epoch=0171, iter=00130/00196, fetch data time cost=1.56ms, fps=2041 images/s, loss=0.2131, top1-acc=93.99%, top5-acc=99.86%, remaining_time=0:00:08.351112, arrival_time=2021-04-14 22:26:52.828001, cost_time=0:00:16.449148 2021-04-14 22:26:45,725 INFO : TRAIN, epoch=0171, iter=00140/00196, fetch data time cost=1.42ms, fps=2051 images/s, loss=0.2140, top1-acc=93.95%, top5-acc=99.86%, remaining_time=0:00:07.079296, arrival_time=2021-04-14 22:26:52.805156, cost_time=0:00:17.698192 2021-04-14 22:26:46,980 INFO : TRAIN, epoch=0171, iter=00150/00196, fetch data time cost=1.39ms, fps=2041 images/s, loss=0.2143, top1-acc=93.95%, top5-acc=99.86%, remaining_time=0:00:05.812192, arrival_time=2021-04-14 22:26:52.792698, cost_time=0:00:18.952836 2021-04-14 22:26:48,227 INFO : TRAIN, epoch=0171, iter=00160/00196, fetch data time cost=1.49ms, fps=2053 images/s, loss=0.2145, top1-acc=93.97%, top5-acc=99.86%, remaining_time=0:00:04.545000, arrival_time=2021-04-14 22:26:52.772664, cost_time=0:00:20.199934 2021-04-14 22:26:49,487 INFO : TRAIN, epoch=0171, iter=00170/00196, fetch data time cost=1.49ms, fps=2033 images/s, loss=0.2145, top1-acc=93.95%, top5-acc=99.87%, remaining_time=0:00:03.282032, arrival_time=2021-04-14 22:26:52.769087, cost_time=0:00:21.459373 2021-04-14 22:26:50,730 INFO : TRAIN, epoch=0171, iter=00180/00196, fetch data time cost=1.36ms, fps=2059 images/s, loss=0.2156, top1-acc=93.90%, top5-acc=99.86%, remaining_time=0:00:02.018064, arrival_time=2021-04-14 22:26:52.748983, cost_time=0:00:22.703260 2021-04-14 22:26:51,975 INFO : TRAIN, epoch=0171, iter=00190/00196, fetch data time cost=1.19ms, fps=2057 images/s, loss=0.2160, top1-acc=93.92%, top5-acc=99.85%, remaining_time=0:00:00.756252, arrival_time=2021-04-14 22:26:52.731887, cost_time=0:00:23.947984 2021-04-14 22:26:52,649 INFO : TRAIN, epoch=0171, iter=00196/00196, fetch data time cost=1.11ms, fps=2021 images/s, loss=0.2166, top1-acc=93.90%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-14 22:26:52.649043, cost_time=0:00:24.621367 2021-04-14 22:26:53,183 INFO : EVAL, epoch=0171, iter=00010/00040, fetch data time cost=3.35ms, fps=4816 images/s, loss=1.1318, top1-acc=70.82%, top5-acc=92.38%, remaining_time=0:00:01.594770, arrival_time=2021-04-14 22:26:54.778156, cost_time=0:00:00.531590 2021-04-14 22:26:53,576 INFO : EVAL, epoch=0171, iter=00020/00040, fetch data time cost=3.49ms, fps=6527 images/s, loss=1.1696, top1-acc=69.59%, top5-acc=92.09%, remaining_time=0:00:00.924480, arrival_time=2021-04-14 22:26:54.500628, cost_time=0:00:00.924470 2021-04-14 22:26:53,964 INFO : EVAL, epoch=0171, iter=00030/00040, fetch data time cost=2.39ms, fps=6607 images/s, loss=1.1749, top1-acc=69.95%, top5-acc=91.89%, remaining_time=0:00:00.437490, arrival_time=2021-04-14 22:26:54.401609, cost_time=0:00:01.312467 2021-04-14 22:26:54,320 INFO : EVAL, epoch=0171, iter=00040/00040, fetch data time cost=0.06ms, fps=6519 images/s, loss=1.1589, top1-acc=69.76%, top5-acc=91.89%, remaining_time=0:00:00, arrival_time=2021-04-14 22:26:54.320341, cost_time=0:00:01.668705 2021-04-14 22:26:54,398 INFO : Epoch=0171 complete, best val top1-acc=69.81%, top5-acc=91.26% (epoch=170), remaining_time=0:12:50.179796, arrival_time=2021-04-14 22:39:44.578458, cost_time=1:15:41.404924 2021-04-14 22:26:54,400 INFO : Train start, epoch=0172, lr=0.005099 2021-04-14 22:26:55,871 INFO : TRAIN, epoch=0172, iter=00010/00196, fetch data time cost=0.30ms, fps=1740 images/s, loss=0.1828, top1-acc=95.39%, top5-acc=99.92%, remaining_time=0:00:27.368226, arrival_time=2021-04-14 22:27:23.239936, cost_time=0:00:01.471411 2021-04-14 22:26:57,126 INFO : TRAIN, epoch=0172, iter=00020/00196, fetch data time cost=1.44ms, fps=2041 images/s, loss=0.2055, top1-acc=94.43%, top5-acc=99.86%, remaining_time=0:00:23.991792, arrival_time=2021-04-14 22:27:21.118450, cost_time=0:00:02.726345 2021-04-14 22:26:58,376 INFO : TRAIN, epoch=0172, iter=00030/00196, fetch data time cost=1.61ms, fps=2050 images/s, loss=0.1986, top1-acc=94.64%, top5-acc=99.83%, remaining_time=0:00:21.998154, arrival_time=2021-04-14 22:27:20.374056, cost_time=0:00:03.975564 2021-04-14 22:26:59,627 INFO : TRAIN, epoch=0172, iter=00040/00196, fetch data time cost=1.35ms, fps=2047 images/s, loss=0.1995, top1-acc=94.66%, top5-acc=99.83%, remaining_time=0:00:20.384676, arrival_time=2021-04-14 22:27:20.011892, cost_time=0:00:05.226848 2021-04-14 22:27:00,886 INFO : TRAIN, epoch=0172, iter=00050/00196, fetch data time cost=1.40ms, fps=2033 images/s, loss=0.1992, top1-acc=94.66%, top5-acc=99.83%, remaining_time=0:00:18.940726, arrival_time=2021-04-14 22:27:19.827519, cost_time=0:00:06.486539 2021-04-14 22:27:02,141 INFO : TRAIN, epoch=0172, iter=00060/00196, fetch data time cost=1.71ms, fps=2042 images/s, loss=0.2016, top1-acc=94.47%, top5-acc=99.84%, remaining_time=0:00:17.546040, arrival_time=2021-04-14 22:27:19.687249, cost_time=0:00:07.740903 2021-04-14 22:27:03,390 INFO : TRAIN, epoch=0172, iter=00070/00196, fetch data time cost=1.37ms, fps=2050 images/s, loss=0.2007, top1-acc=94.55%, top5-acc=99.86%, remaining_time=0:00:16.182306, arrival_time=2021-04-14 22:27:19.572680, cost_time=0:00:08.990157 2021-04-14 22:27:04,637 INFO : TRAIN, epoch=0172, iter=00080/00196, fetch data time cost=1.38ms, fps=2054 images/s, loss=0.2020, top1-acc=94.51%, top5-acc=99.86%, remaining_time=0:00:14.843824, arrival_time=2021-04-14 22:27:19.481251, cost_time=0:00:10.237117 2021-04-14 22:27:05,887 INFO : TRAIN, epoch=0172, iter=00090/00196, fetch data time cost=1.38ms, fps=2048 images/s, loss=0.2018, top1-acc=94.51%, top5-acc=99.86%, remaining_time=0:00:13.529628, arrival_time=2021-04-14 22:27:19.417307, cost_time=0:00:11.487458 2021-04-14 22:27:07,145 INFO : TRAIN, epoch=0172, iter=00100/00196, fetch data time cost=1.92ms, fps=2036 images/s, loss=0.2022, top1-acc=94.51%, top5-acc=99.84%, remaining_time=0:00:12.235392, arrival_time=2021-04-14 22:27:19.380921, cost_time=0:00:12.745184 2021-04-14 22:27:08,406 INFO : TRAIN, epoch=0172, iter=00110/00196, fetch data time cost=1.35ms, fps=2031 images/s, loss=0.2020, top1-acc=94.49%, top5-acc=99.84%, remaining_time=0:00:10.950466, arrival_time=2021-04-14 22:27:19.357102, cost_time=0:00:14.006422 2021-04-14 22:27:09,658 INFO : TRAIN, epoch=0172, iter=00120/00196, fetch data time cost=1.60ms, fps=2047 images/s, loss=0.2013, top1-acc=94.52%, top5-acc=99.85%, remaining_time=0:00:09.663096, arrival_time=2021-04-14 22:27:19.321028, cost_time=0:00:15.257553 2021-04-14 22:27:10,907 INFO : TRAIN, epoch=0172, iter=00130/00196, fetch data time cost=1.70ms, fps=2050 images/s, loss=0.2016, top1-acc=94.53%, top5-acc=99.85%, remaining_time=0:00:08.380350, arrival_time=2021-04-14 22:27:19.287383, cost_time=0:00:16.506786 2021-04-14 22:27:12,159 INFO : TRAIN, epoch=0172, iter=00140/00196, fetch data time cost=1.49ms, fps=2045 images/s, loss=0.2031, top1-acc=94.45%, top5-acc=99.85%, remaining_time=0:00:07.103768, arrival_time=2021-04-14 22:27:19.263411, cost_time=0:00:17.759424 2021-04-14 22:27:13,406 INFO : TRAIN, epoch=0172, iter=00150/00196, fetch data time cost=1.38ms, fps=2054 images/s, loss=0.2041, top1-acc=94.43%, top5-acc=99.84%, remaining_time=0:00:05.828476, arrival_time=2021-04-14 22:27:19.234555, cost_time=0:00:19.005860 2021-04-14 22:27:14,653 INFO : TRAIN, epoch=0172, iter=00160/00196, fetch data time cost=1.44ms, fps=2053 images/s, loss=0.2037, top1-acc=94.43%, top5-acc=99.85%, remaining_time=0:00:04.556952, arrival_time=2021-04-14 22:27:19.210346, cost_time=0:00:20.253100 2021-04-14 22:27:15,900 INFO : TRAIN, epoch=0172, iter=00170/00196, fetch data time cost=1.33ms, fps=2054 images/s, loss=0.2053, top1-acc=94.35%, top5-acc=99.85%, remaining_time=0:00:03.288220, arrival_time=2021-04-14 22:27:19.188289, cost_time=0:00:21.499846 2021-04-14 22:27:17,144 INFO : TRAIN, epoch=0172, iter=00180/00196, fetch data time cost=1.42ms, fps=2058 images/s, loss=0.2057, top1-acc=94.36%, top5-acc=99.85%, remaining_time=0:00:02.021680, arrival_time=2021-04-14 22:27:19.165873, cost_time=0:00:22.743970 2021-04-14 22:27:18,399 INFO : TRAIN, epoch=0172, iter=00190/00196, fetch data time cost=1.28ms, fps=2041 images/s, loss=0.2071, top1-acc=94.28%, top5-acc=99.86%, remaining_time=0:00:00.757860, arrival_time=2021-04-14 22:27:19.156910, cost_time=0:00:23.998836 2021-04-14 22:27:19,079 INFO : TRAIN, epoch=0172, iter=00196/00196, fetch data time cost=1.46ms, fps=1999 images/s, loss=0.2073, top1-acc=94.29%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-14 22:27:19.079666, cost_time=0:00:24.679382 2021-04-14 22:27:19,646 INFO : EVAL, epoch=0172, iter=00010/00040, fetch data time cost=0.43ms, fps=4529 images/s, loss=1.1809, top1-acc=68.87%, top5-acc=91.91%, remaining_time=0:00:01.695690, arrival_time=2021-04-14 22:27:21.342533, cost_time=0:00:00.565232 2021-04-14 22:27:20,046 INFO : EVAL, epoch=0172, iter=00020/00040, fetch data time cost=0.31ms, fps=6420 images/s, loss=1.1856, top1-acc=68.96%, top5-acc=91.66%, remaining_time=0:00:00.964460, arrival_time=2021-04-14 22:27:21.010542, cost_time=0:00:00.964451 2021-04-14 22:27:20,438 INFO : EVAL, epoch=0172, iter=00030/00040, fetch data time cost=5.75ms, fps=6526 images/s, loss=1.1817, top1-acc=68.87%, top5-acc=91.64%, remaining_time=0:00:00.452430, arrival_time=2021-04-14 22:27:20.891332, cost_time=0:00:01.357278 2021-04-14 22:27:20,793 INFO : EVAL, epoch=0172, iter=00040/00040, fetch data time cost=0.05ms, fps=6547 images/s, loss=1.1611, top1-acc=69.08%, top5-acc=91.65%, remaining_time=0:00:00, arrival_time=2021-04-14 22:27:20.793694, cost_time=0:00:01.712147 2021-04-14 22:27:20,865 INFO : Epoch=0172 complete, best val top1-acc=69.81%, top5-acc=91.26% (epoch=170), remaining_time=0:12:23.606948, arrival_time=2021-04-14 22:39:44.472025, cost_time=1:16:07.871337 2021-04-14 22:27:20,866 INFO : Train start, epoch=0173, lr=0.004759 2021-04-14 22:27:22,281 INFO : TRAIN, epoch=0173, iter=00010/00196, fetch data time cost=1.48ms, fps=1809 images/s, loss=0.1961, top1-acc=94.92%, top5-acc=99.88%, remaining_time=0:00:26.314536, arrival_time=2021-04-14 22:27:48.595841, cost_time=0:00:01.414765 2021-04-14 22:27:23,534 INFO : TRAIN, epoch=0173, iter=00020/00196, fetch data time cost=1.54ms, fps=2044 images/s, loss=0.1943, top1-acc=94.67%, top5-acc=99.94%, remaining_time=0:00:23.476288, arrival_time=2021-04-14 22:27:47.010603, cost_time=0:00:02.667770 2021-04-14 22:27:24,792 INFO : TRAIN, epoch=0173, iter=00030/00196, fetch data time cost=1.62ms, fps=2036 images/s, loss=0.1911, top1-acc=94.74%, top5-acc=99.92%, remaining_time=0:00:21.720934, arrival_time=2021-04-14 22:27:46.512929, cost_time=0:00:03.925458 2021-04-14 22:27:26,046 INFO : TRAIN, epoch=0173, iter=00040/00196, fetch data time cost=1.89ms, fps=2042 images/s, loss=0.1935, top1-acc=94.68%, top5-acc=99.84%, remaining_time=0:00:20.200128, arrival_time=2021-04-14 22:27:46.246164, cost_time=0:00:05.179513 2021-04-14 22:27:27,297 INFO : TRAIN, epoch=0173, iter=00050/00196, fetch data time cost=1.50ms, fps=2047 images/s, loss=0.1959, top1-acc=94.51%, top5-acc=99.84%, remaining_time=0:00:18.778374, arrival_time=2021-04-14 22:27:46.075822, cost_time=0:00:06.430960 2021-04-14 22:27:28,554 INFO : TRAIN, epoch=0173, iter=00060/00196, fetch data time cost=1.68ms, fps=2038 images/s, loss=0.1972, top1-acc=94.61%, top5-acc=99.86%, remaining_time=0:00:17.425680, arrival_time=2021-04-14 22:27:45.980017, cost_time=0:00:07.687798 2021-04-14 22:27:29,800 INFO : TRAIN, epoch=0173, iter=00070/00196, fetch data time cost=1.41ms, fps=2055 images/s, loss=0.1978, top1-acc=94.57%, top5-acc=99.84%, remaining_time=0:00:16.081254, arrival_time=2021-04-14 22:27:45.881754, cost_time=0:00:08.934033 2021-04-14 22:27:31,053 INFO : TRAIN, epoch=0173, iter=00080/00196, fetch data time cost=1.30ms, fps=2044 images/s, loss=0.1982, top1-acc=94.56%, top5-acc=99.84%, remaining_time=0:00:14.770744, arrival_time=2021-04-14 22:27:45.824001, cost_time=0:00:10.186711 2021-04-14 22:27:32,304 INFO : TRAIN, epoch=0173, iter=00090/00196, fetch data time cost=1.47ms, fps=2046 images/s, loss=0.1984, top1-acc=94.56%, top5-acc=99.84%, remaining_time=0:00:13.471964, arrival_time=2021-04-14 22:27:45.776906, cost_time=0:00:11.438494 2021-04-14 22:27:33,553 INFO : TRAIN, epoch=0173, iter=00100/00196, fetch data time cost=1.32ms, fps=2051 images/s, loss=0.1986, top1-acc=94.56%, top5-acc=99.84%, remaining_time=0:00:12.179712, arrival_time=2021-04-14 22:27:45.733463, cost_time=0:00:12.687213 2021-04-14 22:27:34,813 INFO : TRAIN, epoch=0173, iter=00110/00196, fetch data time cost=1.37ms, fps=2034 images/s, loss=0.1985, top1-acc=94.57%, top5-acc=99.84%, remaining_time=0:00:10.903682, arrival_time=2021-04-14 22:27:45.716739, cost_time=0:00:13.946585 2021-04-14 22:27:36,061 INFO : TRAIN, epoch=0173, iter=00120/00196, fetch data time cost=1.32ms, fps=2052 images/s, loss=0.1992, top1-acc=94.57%, top5-acc=99.84%, remaining_time=0:00:09.623272, arrival_time=2021-04-14 22:27:45.684329, cost_time=0:00:15.194604 2021-04-14 22:27:37,312 INFO : TRAIN, epoch=0173, iter=00130/00196, fetch data time cost=1.41ms, fps=2046 images/s, loss=0.1991, top1-acc=94.60%, top5-acc=99.84%, remaining_time=0:00:08.349660, arrival_time=2021-04-14 22:27:45.662548, cost_time=0:00:16.446300 2021-04-14 22:27:38,561 INFO : TRAIN, epoch=0173, iter=00140/00196, fetch data time cost=1.47ms, fps=2052 images/s, loss=0.1991, top1-acc=94.58%, top5-acc=99.84%, remaining_time=0:00:07.077952, arrival_time=2021-04-14 22:27:45.639258, cost_time=0:00:17.694844 2021-04-14 22:27:39,806 INFO : TRAIN, epoch=0173, iter=00150/00196, fetch data time cost=1.59ms, fps=2056 images/s, loss=0.1993, top1-acc=94.57%, top5-acc=99.84%, remaining_time=0:00:05.808282, arrival_time=2021-04-14 22:27:45.614813, cost_time=0:00:18.940068 2021-04-14 22:27:41,055 INFO : TRAIN, epoch=0173, iter=00160/00196, fetch data time cost=1.42ms, fps=2050 images/s, loss=0.1984, top1-acc=94.60%, top5-acc=99.85%, remaining_time=0:00:04.542552, arrival_time=2021-04-14 22:27:45.598151, cost_time=0:00:20.189060 2021-04-14 22:27:42,303 INFO : TRAIN, epoch=0173, iter=00170/00196, fetch data time cost=1.50ms, fps=2053 images/s, loss=0.1986, top1-acc=94.58%, top5-acc=99.85%, remaining_time=0:00:03.278522, arrival_time=2021-04-14 22:27:45.581523, cost_time=0:00:21.436537 2021-04-14 22:27:43,563 INFO : TRAIN, epoch=0173, iter=00180/00196, fetch data time cost=1.42ms, fps=2031 images/s, loss=0.1994, top1-acc=94.53%, top5-acc=99.85%, remaining_time=0:00:02.017536, arrival_time=2021-04-14 22:27:45.581383, cost_time=0:00:22.697341 2021-04-14 22:27:44,818 INFO : TRAIN, epoch=0173, iter=00190/00196, fetch data time cost=1.39ms, fps=2041 images/s, loss=0.1997, top1-acc=94.52%, top5-acc=99.85%, remaining_time=0:00:00.756384, arrival_time=2021-04-14 22:27:45.574948, cost_time=0:00:23.952114 2021-04-14 22:27:45,506 INFO : TRAIN, epoch=0173, iter=00196/00196, fetch data time cost=1.39ms, fps=1977 images/s, loss=0.2006, top1-acc=94.49%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-14 22:27:45.506845, cost_time=0:00:24.640339 2021-04-14 22:27:46,034 INFO : EVAL, epoch=0173, iter=00010/00040, fetch data time cost=4.10ms, fps=4873 images/s, loss=1.1688, top1-acc=68.36%, top5-acc=91.84%, remaining_time=0:00:01.576140, arrival_time=2021-04-14 22:27:47.610209, cost_time=0:00:00.525378 2021-04-14 22:27:46,430 INFO : EVAL, epoch=0173, iter=00020/00040, fetch data time cost=0.20ms, fps=6466 images/s, loss=1.1646, top1-acc=69.00%, top5-acc=91.62%, remaining_time=0:00:00.921860, arrival_time=2021-04-14 22:27:47.352345, cost_time=0:00:00.921862 2021-04-14 22:27:46,816 INFO : EVAL, epoch=0173, iter=00030/00040, fetch data time cost=1.46ms, fps=6645 images/s, loss=1.1760, top1-acc=68.96%, top5-acc=91.65%, remaining_time=0:00:00.435830, arrival_time=2021-04-14 22:27:47.251953, cost_time=0:00:01.307494 2021-04-14 22:27:47,175 INFO : EVAL, epoch=0173, iter=00040/00040, fetch data time cost=0.06ms, fps=6458 images/s, loss=1.1653, top1-acc=69.23%, top5-acc=91.71%, remaining_time=0:00:00, arrival_time=2021-04-14 22:27:47.175690, cost_time=0:00:01.667096 2021-04-14 22:27:47,293 INFO : Epoch=0173 complete, best val top1-acc=69.81%, top5-acc=91.26% (epoch=170), remaining_time=0:11:57.029496, arrival_time=2021-04-14 22:39:44.323309, cost_time=1:16:34.300082 2021-04-14 22:27:47,295 INFO : Train start, epoch=0174, lr=0.004430 2021-04-14 22:27:48,744 INFO : TRAIN, epoch=0174, iter=00010/00196, fetch data time cost=1.30ms, fps=1766 images/s, loss=0.1886, top1-acc=95.16%, top5-acc=99.96%, remaining_time=0:00:26.964792, arrival_time=2021-04-14 22:28:15.709708, cost_time=0:00:01.449724 2021-04-14 22:27:49,992 INFO : TRAIN, epoch=0174, iter=00020/00196, fetch data time cost=1.36ms, fps=2053 images/s, loss=0.1934, top1-acc=94.51%, top5-acc=99.92%, remaining_time=0:00:23.735712, arrival_time=2021-04-14 22:28:13.728164, cost_time=0:00:02.697250 2021-04-14 22:27:51,248 INFO : TRAIN, epoch=0174, iter=00030/00196, fetch data time cost=1.41ms, fps=2038 images/s, loss=0.1890, top1-acc=94.90%, top5-acc=99.92%, remaining_time=0:00:21.877306, arrival_time=2021-04-14 22:28:13.126245, cost_time=0:00:03.953743 2021-04-14 22:27:52,500 INFO : TRAIN, epoch=0174, iter=00040/00196, fetch data time cost=1.80ms, fps=2047 images/s, loss=0.1865, top1-acc=95.08%, top5-acc=99.93%, remaining_time=0:00:20.298408, arrival_time=2021-04-14 22:28:12.798403, cost_time=0:00:05.204717 2021-04-14 22:27:53,757 INFO : TRAIN, epoch=0174, iter=00050/00196, fetch data time cost=1.36ms, fps=2037 images/s, loss=0.1856, top1-acc=95.12%, top5-acc=99.94%, remaining_time=0:00:18.868748, arrival_time=2021-04-14 22:28:12.625845, cost_time=0:00:06.461880 2021-04-14 22:27:55,013 INFO : TRAIN, epoch=0174, iter=00060/00196, fetch data time cost=1.56ms, fps=2038 images/s, loss=0.1855, top1-acc=95.16%, top5-acc=99.92%, remaining_time=0:00:17.494496, arrival_time=2021-04-14 22:28:12.507853, cost_time=0:00:07.718165 2021-04-14 22:27:56,269 INFO : TRAIN, epoch=0174, iter=00070/00196, fetch data time cost=1.86ms, fps=2039 images/s, loss=0.1867, top1-acc=95.13%, top5-acc=99.91%, remaining_time=0:00:16.153452, arrival_time=2021-04-14 22:28:12.422799, cost_time=0:00:08.974145 2021-04-14 22:27:57,520 INFO : TRAIN, epoch=0174, iter=00080/00196, fetch data time cost=1.48ms, fps=2048 images/s, loss=0.1866, top1-acc=95.15%, top5-acc=99.91%, remaining_time=0:00:14.826076, arrival_time=2021-04-14 22:28:12.346178, cost_time=0:00:10.224855 2021-04-14 22:27:58,773 INFO : TRAIN, epoch=0174, iter=00090/00196, fetch data time cost=1.37ms, fps=2044 images/s, loss=0.1864, top1-acc=95.12%, top5-acc=99.91%, remaining_time=0:00:13.518286, arrival_time=2021-04-14 22:28:12.291364, cost_time=0:00:11.477811 2021-04-14 22:28:00,028 INFO : TRAIN, epoch=0174, iter=00100/00196, fetch data time cost=1.77ms, fps=2040 images/s, loss=0.1867, top1-acc=95.11%, top5-acc=99.91%, remaining_time=0:00:12.224064, arrival_time=2021-04-14 22:28:12.252788, cost_time=0:00:12.733420 2021-04-14 22:28:01,281 INFO : TRAIN, epoch=0174, iter=00110/00196, fetch data time cost=1.33ms, fps=2045 images/s, loss=0.1871, top1-acc=95.04%, top5-acc=99.90%, remaining_time=0:00:10.934556, arrival_time=2021-04-14 22:28:12.215771, cost_time=0:00:13.986012 2021-04-14 22:28:02,528 INFO : TRAIN, epoch=0174, iter=00120/00196, fetch data time cost=1.38ms, fps=2053 images/s, loss=0.1872, top1-acc=95.07%, top5-acc=99.91%, remaining_time=0:00:09.647820, arrival_time=2021-04-14 22:28:12.176427, cost_time=0:00:15.233407 2021-04-14 22:28:03,779 INFO : TRAIN, epoch=0174, iter=00130/00196, fetch data time cost=1.51ms, fps=2047 images/s, loss=0.1874, top1-acc=95.05%, top5-acc=99.91%, remaining_time=0:00:08.368866, arrival_time=2021-04-14 22:28:12.148255, cost_time=0:00:16.484148 2021-04-14 22:28:05,032 INFO : TRAIN, epoch=0174, iter=00140/00196, fetch data time cost=1.43ms, fps=2044 images/s, loss=0.1886, top1-acc=94.99%, top5-acc=99.91%, remaining_time=0:00:07.094920, arrival_time=2021-04-14 22:28:12.127470, cost_time=0:00:17.737326 2021-04-14 22:28:06,282 INFO : TRAIN, epoch=0174, iter=00150/00196, fetch data time cost=1.43ms, fps=2049 images/s, loss=0.1892, top1-acc=94.95%, top5-acc=99.90%, remaining_time=0:00:05.822772, arrival_time=2021-04-14 22:28:12.105500, cost_time=0:00:18.987370 2021-04-14 22:28:07,541 INFO : TRAIN, epoch=0174, iter=00160/00196, fetch data time cost=1.65ms, fps=2036 images/s, loss=0.1893, top1-acc=94.96%, top5-acc=99.90%, remaining_time=0:00:04.555296, arrival_time=2021-04-14 22:28:12.096247, cost_time=0:00:20.245710 2021-04-14 22:28:08,794 INFO : TRAIN, epoch=0174, iter=00170/00196, fetch data time cost=1.55ms, fps=2043 images/s, loss=0.1902, top1-acc=94.93%, top5-acc=99.89%, remaining_time=0:00:03.288090, arrival_time=2021-04-14 22:28:12.082342, cost_time=0:00:21.499048 2021-04-14 22:28:10,047 INFO : TRAIN, epoch=0174, iter=00180/00196, fetch data time cost=1.60ms, fps=2043 images/s, loss=0.1903, top1-acc=94.93%, top5-acc=99.89%, remaining_time=0:00:02.022432, arrival_time=2021-04-14 22:28:12.070007, cost_time=0:00:22.752369 2021-04-14 22:28:11,296 INFO : TRAIN, epoch=0174, iter=00190/00196, fetch data time cost=1.23ms, fps=2050 images/s, loss=0.1906, top1-acc=94.93%, top5-acc=99.89%, remaining_time=0:00:00.757944, arrival_time=2021-04-14 22:28:12.054741, cost_time=0:00:24.001613 2021-04-14 22:28:11,975 INFO : TRAIN, epoch=0174, iter=00196/00196, fetch data time cost=1.36ms, fps=2004 images/s, loss=0.1906, top1-acc=94.94%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-14 22:28:11.975699, cost_time=0:00:24.680508 2021-04-14 22:28:12,507 INFO : EVAL, epoch=0174, iter=00010/00040, fetch data time cost=0.29ms, fps=4829 images/s, loss=1.1378, top1-acc=70.62%, top5-acc=92.27%, remaining_time=0:00:01.590210, arrival_time=2021-04-14 22:28:14.097776, cost_time=0:00:00.530074 2021-04-14 22:28:12,896 INFO : EVAL, epoch=0174, iter=00020/00040, fetch data time cost=2.24ms, fps=6588 images/s, loss=1.1594, top1-acc=70.57%, top5-acc=92.17%, remaining_time=0:00:00.918980, arrival_time=2021-04-14 22:28:13.815465, cost_time=0:00:00.918988 2021-04-14 22:28:13,282 INFO : EVAL, epoch=0174, iter=00030/00040, fetch data time cost=1.21ms, fps=6632 images/s, loss=1.1826, top1-acc=70.07%, top5-acc=91.93%, remaining_time=0:00:00.435120, arrival_time=2021-04-14 22:28:13.717964, cost_time=0:00:01.305366 2021-04-14 22:28:13,640 INFO : EVAL, epoch=0174, iter=00040/00040, fetch data time cost=0.05ms, fps=6485 images/s, loss=1.2010, top1-acc=69.99%, top5-acc=91.82%, remaining_time=0:00:00, arrival_time=2021-04-14 22:28:13.640900, cost_time=0:00:01.663448 2021-04-14 22:28:13,890 INFO : Epoch=0174 complete, best val top1-acc=69.99%, top5-acc=91.82% (epoch=174), remaining_time=0:11:30.478776, arrival_time=2021-04-14 22:39:44.368890, cost_time=1:17:00.896375 2021-04-14 22:28:13,891 INFO : Train start, epoch=0175, lr=0.004112 2021-04-14 22:28:15,368 INFO : TRAIN, epoch=0175, iter=00010/00196, fetch data time cost=1.48ms, fps=1734 images/s, loss=0.1905, top1-acc=95.04%, top5-acc=99.80%, remaining_time=0:00:27.463086, arrival_time=2021-04-14 22:28:42.831064, cost_time=0:00:01.476511 2021-04-14 22:28:16,621 INFO : TRAIN, epoch=0175, iter=00020/00196, fetch data time cost=1.57ms, fps=2042 images/s, loss=0.1894, top1-acc=95.10%, top5-acc=99.84%, remaining_time=0:00:24.026816, arrival_time=2021-04-14 22:28:40.648606, cost_time=0:00:02.730316 2021-04-14 22:28:17,876 INFO : TRAIN, epoch=0175, iter=00030/00196, fetch data time cost=2.01ms, fps=2041 images/s, loss=0.1825, top1-acc=95.25%, top5-acc=99.87%, remaining_time=0:00:22.050278, arrival_time=2021-04-14 22:28:39.926871, cost_time=0:00:03.985003 2021-04-14 22:28:19,128 INFO : TRAIN, epoch=0175, iter=00040/00196, fetch data time cost=1.40ms, fps=2045 images/s, loss=0.1826, top1-acc=95.14%, top5-acc=99.90%, remaining_time=0:00:20.426016, arrival_time=2021-04-14 22:28:39.554909, cost_time=0:00:05.237428 2021-04-14 22:28:20,373 INFO : TRAIN, epoch=0175, iter=00050/00196, fetch data time cost=1.34ms, fps=2058 images/s, loss=0.1836, top1-acc=95.11%, top5-acc=99.92%, remaining_time=0:00:18.926856, arrival_time=2021-04-14 22:28:39.300119, cost_time=0:00:06.481808 2021-04-14 22:28:21,621 INFO : TRAIN, epoch=0175, iter=00060/00196, fetch data time cost=1.33ms, fps=2051 images/s, loss=0.1852, top1-acc=95.02%, top5-acc=99.92%, remaining_time=0:00:17.522376, arrival_time=2021-04-14 22:28:39.144308, cost_time=0:00:07.730478 2021-04-14 22:28:22,867 INFO : TRAIN, epoch=0175, iter=00070/00196, fetch data time cost=1.47ms, fps=2056 images/s, loss=0.1877, top1-acc=94.94%, top5-acc=99.91%, remaining_time=0:00:16.157232, arrival_time=2021-04-14 22:28:39.024960, cost_time=0:00:08.976211 2021-04-14 22:28:24,116 INFO : TRAIN, epoch=0175, iter=00080/00196, fetch data time cost=1.56ms, fps=2051 images/s, loss=0.1876, top1-acc=94.97%, top5-acc=99.91%, remaining_time=0:00:14.826540, arrival_time=2021-04-14 22:28:38.943179, cost_time=0:00:10.225175 2021-04-14 22:28:25,366 INFO : TRAIN, epoch=0175, iter=00090/00196, fetch data time cost=1.25ms, fps=2048 images/s, loss=0.1860, top1-acc=95.00%, top5-acc=99.90%, remaining_time=0:00:13.515424, arrival_time=2021-04-14 22:28:38.882206, cost_time=0:00:11.475322 2021-04-14 22:28:26,623 INFO : TRAIN, epoch=0175, iter=00100/00196, fetch data time cost=1.41ms, fps=2038 images/s, loss=0.1847, top1-acc=95.05%, top5-acc=99.91%, remaining_time=0:00:12.222432, arrival_time=2021-04-14 22:28:38.845639, cost_time=0:00:12.731748 2021-04-14 22:28:27,866 INFO : TRAIN, epoch=0175, iter=00110/00196, fetch data time cost=1.34ms, fps=2059 images/s, loss=0.1835, top1-acc=95.14%, top5-acc=99.90%, remaining_time=0:00:10.926214, arrival_time=2021-04-14 22:28:38.793104, cost_time=0:00:13.975428 2021-04-14 22:28:29,116 INFO : TRAIN, epoch=0175, iter=00120/00196, fetch data time cost=1.51ms, fps=2050 images/s, loss=0.1847, top1-acc=95.12%, top5-acc=99.88%, remaining_time=0:00:09.642272, arrival_time=2021-04-14 22:28:38.758433, cost_time=0:00:15.224645 2021-04-14 22:28:30,366 INFO : TRAIN, epoch=0175, iter=00130/00196, fetch data time cost=1.29ms, fps=2048 images/s, loss=0.1861, top1-acc=95.07%, top5-acc=99.88%, remaining_time=0:00:08.364246, arrival_time=2021-04-14 22:28:38.730837, cost_time=0:00:16.475093 2021-04-14 22:28:31,613 INFO : TRAIN, epoch=0175, iter=00140/00196, fetch data time cost=1.41ms, fps=2054 images/s, loss=0.1862, top1-acc=95.06%, top5-acc=99.88%, remaining_time=0:00:07.088760, arrival_time=2021-04-14 22:28:38.702098, cost_time=0:00:17.721881 2021-04-14 22:28:32,857 INFO : TRAIN, epoch=0175, iter=00150/00196, fetch data time cost=1.42ms, fps=2058 images/s, loss=0.1866, top1-acc=95.02%, top5-acc=99.88%, remaining_time=0:00:05.816332, arrival_time=2021-04-14 22:28:38.674089, cost_time=0:00:18.966297 2021-04-14 22:28:34,104 INFO : TRAIN, epoch=0175, iter=00160/00196, fetch data time cost=1.57ms, fps=2055 images/s, loss=0.1868, top1-acc=95.00%, top5-acc=99.88%, remaining_time=0:00:04.547844, arrival_time=2021-04-14 22:28:38.651986, cost_time=0:00:20.212674 2021-04-14 22:28:35,347 INFO : TRAIN, epoch=0175, iter=00170/00196, fetch data time cost=1.34ms, fps=2059 images/s, loss=0.1870, top1-acc=94.99%, top5-acc=99.87%, remaining_time=0:00:03.281538, arrival_time=2021-04-14 22:28:38.629183, cost_time=0:00:21.456179 2021-04-14 22:28:36,594 INFO : TRAIN, epoch=0175, iter=00180/00196, fetch data time cost=1.56ms, fps=2055 images/s, loss=0.1871, top1-acc=94.98%, top5-acc=99.87%, remaining_time=0:00:02.018000, arrival_time=2021-04-14 22:28:38.612043, cost_time=0:00:22.702580 2021-04-14 22:28:37,840 INFO : TRAIN, epoch=0175, iter=00190/00196, fetch data time cost=1.25ms, fps=2055 images/s, loss=0.1873, top1-acc=94.98%, top5-acc=99.87%, remaining_time=0:00:00.756270, arrival_time=2021-04-14 22:28:38.596347, cost_time=0:00:23.948608 2021-04-14 22:28:38,513 INFO : TRAIN, epoch=0175, iter=00196/00196, fetch data time cost=1.41ms, fps=2020 images/s, loss=0.1879, top1-acc=94.96%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-14 22:28:38.513653, cost_time=0:00:24.622208 2021-04-14 22:28:39,050 INFO : EVAL, epoch=0175, iter=00010/00040, fetch data time cost=3.88ms, fps=4786 images/s, loss=1.1987, top1-acc=69.45%, top5-acc=91.80%, remaining_time=0:00:01.604640, arrival_time=2021-04-14 22:28:40.654858, cost_time=0:00:00.534879 2021-04-14 22:28:39,446 INFO : EVAL, epoch=0175, iter=00020/00040, fetch data time cost=2.62ms, fps=6468 images/s, loss=1.2055, top1-acc=69.04%, top5-acc=91.39%, remaining_time=0:00:00.931040, arrival_time=2021-04-14 22:28:40.377407, cost_time=0:00:00.931040 2021-04-14 22:28:39,833 INFO : EVAL, epoch=0175, iter=00030/00040, fetch data time cost=1.68ms, fps=6614 images/s, loss=1.1856, top1-acc=69.61%, top5-acc=91.38%, remaining_time=0:00:00.439480, arrival_time=2021-04-14 22:28:40.273239, cost_time=0:00:01.318436 2021-04-14 22:28:40,192 INFO : EVAL, epoch=0175, iter=00040/00040, fetch data time cost=0.05ms, fps=6470 images/s, loss=1.1634, top1-acc=69.80%, top5-acc=91.43%, remaining_time=0:00:00, arrival_time=2021-04-14 22:28:40.192638, cost_time=0:00:01.677340 2021-04-14 22:28:40,255 INFO : Epoch=0175 complete, best val top1-acc=69.99%, top5-acc=91.82% (epoch=174), remaining_time=0:11:03.894550, arrival_time=2021-04-14 22:39:44.150113, cost_time=1:17:27.261839 2021-04-14 22:28:40,256 INFO : Train start, epoch=0176, lr=0.003806 2021-04-14 22:28:41,739 INFO : TRAIN, epoch=0176, iter=00010/00196, fetch data time cost=0.50ms, fps=1727 images/s, loss=0.1569, top1-acc=96.21%, top5-acc=99.88%, remaining_time=0:00:27.572268, arrival_time=2021-04-14 22:29:09.311550, cost_time=0:00:01.482375 2021-04-14 22:28:42,989 INFO : TRAIN, epoch=0176, iter=00020/00196, fetch data time cost=1.51ms, fps=2049 images/s, loss=0.1615, top1-acc=96.09%, top5-acc=99.90%, remaining_time=0:00:24.044416, arrival_time=2021-04-14 22:29:07.033653, cost_time=0:00:02.732320 2021-04-14 22:28:44,247 INFO : TRAIN, epoch=0176, iter=00030/00196, fetch data time cost=1.32ms, fps=2036 images/s, loss=0.1602, top1-acc=96.12%, top5-acc=99.92%, remaining_time=0:00:22.079162, arrival_time=2021-04-14 22:29:06.326298, cost_time=0:00:03.990223 2021-04-14 22:28:45,505 INFO : TRAIN, epoch=0176, iter=00040/00196, fetch data time cost=1.43ms, fps=2036 images/s, loss=0.1662, top1-acc=95.93%, top5-acc=99.92%, remaining_time=0:00:20.468292, arrival_time=2021-04-14 22:29:05.973515, cost_time=0:00:05.248264 2021-04-14 22:28:46,751 INFO : TRAIN, epoch=0176, iter=00050/00196, fetch data time cost=1.43ms, fps=2055 images/s, loss=0.1680, top1-acc=95.83%, top5-acc=99.92%, remaining_time=0:00:18.964524, arrival_time=2021-04-14 22:29:05.716039, cost_time=0:00:06.494702 2021-04-14 22:28:47,999 INFO : TRAIN, epoch=0176, iter=00060/00196, fetch data time cost=1.40ms, fps=2052 images/s, loss=0.1678, top1-acc=95.77%, top5-acc=99.92%, remaining_time=0:00:17.549304, arrival_time=2021-04-14 22:29:05.548629, cost_time=0:00:07.742331 2021-04-14 22:28:49,246 INFO : TRAIN, epoch=0176, iter=00070/00196, fetch data time cost=1.57ms, fps=2053 images/s, loss=0.1680, top1-acc=95.78%, top5-acc=99.93%, remaining_time=0:00:16.182054, arrival_time=2021-04-14 22:29:05.428931, cost_time=0:00:08.990056 2021-04-14 22:28:50,496 INFO : TRAIN, epoch=0176, iter=00080/00196, fetch data time cost=1.44ms, fps=2050 images/s, loss=0.1701, top1-acc=95.69%, top5-acc=99.93%, remaining_time=0:00:14.846956, arrival_time=2021-04-14 22:29:05.343156, cost_time=0:00:10.239310 2021-04-14 22:28:51,749 INFO : TRAIN, epoch=0176, iter=00090/00196, fetch data time cost=1.36ms, fps=2044 images/s, loss=0.1689, top1-acc=95.76%, top5-acc=99.94%, remaining_time=0:00:13.535352, arrival_time=2021-04-14 22:29:05.284439, cost_time=0:00:11.492259 2021-04-14 22:28:52,999 INFO : TRAIN, epoch=0176, iter=00100/00196, fetch data time cost=1.59ms, fps=2048 images/s, loss=0.1687, top1-acc=95.77%, top5-acc=99.94%, remaining_time=0:00:12.232992, arrival_time=2021-04-14 22:29:05.232509, cost_time=0:00:12.742698 2021-04-14 22:28:54,244 INFO : TRAIN, epoch=0176, iter=00110/00196, fetch data time cost=1.35ms, fps=2056 images/s, loss=0.1688, top1-acc=95.76%, top5-acc=99.94%, remaining_time=0:00:10.936190, arrival_time=2021-04-14 22:29:05.181107, cost_time=0:00:13.988105 2021-04-14 22:28:55,489 INFO : TRAIN, epoch=0176, iter=00120/00196, fetch data time cost=1.45ms, fps=2057 images/s, loss=0.1692, top1-acc=95.72%, top5-acc=99.93%, remaining_time=0:00:09.647440, arrival_time=2021-04-14 22:29:05.137049, cost_time=0:00:15.232788 2021-04-14 22:28:56,740 INFO : TRAIN, epoch=0176, iter=00130/00196, fetch data time cost=2.04ms, fps=2047 images/s, loss=0.1699, top1-acc=95.69%, top5-acc=99.93%, remaining_time=0:00:08.368602, arrival_time=2021-04-14 22:29:05.109114, cost_time=0:00:16.483622 2021-04-14 22:28:57,997 INFO : TRAIN, epoch=0176, iter=00140/00196, fetch data time cost=1.63ms, fps=2038 images/s, loss=0.1704, top1-acc=95.67%, top5-acc=99.93%, remaining_time=0:00:07.096040, arrival_time=2021-04-14 22:29:05.093005, cost_time=0:00:17.740113 2021-04-14 22:28:59,241 INFO : TRAIN, epoch=0176, iter=00150/00196, fetch data time cost=1.40ms, fps=2058 images/s, loss=0.1721, top1-acc=95.58%, top5-acc=99.92%, remaining_time=0:00:05.821990, arrival_time=2021-04-14 22:29:05.063602, cost_time=0:00:18.984792 2021-04-14 22:29:00,493 INFO : TRAIN, epoch=0176, iter=00160/00196, fetch data time cost=1.82ms, fps=2047 images/s, loss=0.1732, top1-acc=95.53%, top5-acc=99.92%, remaining_time=0:00:04.553100, arrival_time=2021-04-14 22:29:05.046041, cost_time=0:00:20.236016 2021-04-14 22:29:01,742 INFO : TRAIN, epoch=0176, iter=00170/00196, fetch data time cost=1.39ms, fps=2049 images/s, loss=0.1738, top1-acc=95.54%, top5-acc=99.92%, remaining_time=0:00:03.286088, arrival_time=2021-04-14 22:29:05.028913, cost_time=0:00:21.485993 2021-04-14 22:29:02,989 INFO : TRAIN, epoch=0176, iter=00180/00196, fetch data time cost=1.55ms, fps=2054 images/s, loss=0.1746, top1-acc=95.53%, top5-acc=99.92%, remaining_time=0:00:02.020704, arrival_time=2021-04-14 22:29:05.010535, cost_time=0:00:22.733006 2021-04-14 22:29:04,241 INFO : TRAIN, epoch=0176, iter=00190/00196, fetch data time cost=1.38ms, fps=2046 images/s, loss=0.1754, top1-acc=95.49%, top5-acc=99.90%, remaining_time=0:00:00.757404, arrival_time=2021-04-14 22:29:04.998748, cost_time=0:00:23.984378 2021-04-14 22:29:04,924 INFO : TRAIN, epoch=0176, iter=00196/00196, fetch data time cost=1.26ms, fps=1993 images/s, loss=0.1751, top1-acc=95.51%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-14 22:29:04.924324, cost_time=0:00:24.667500 2021-04-14 22:29:05,476 INFO : EVAL, epoch=0176, iter=00010/00040, fetch data time cost=3.23ms, fps=4653 images/s, loss=1.1750, top1-acc=69.96%, top5-acc=91.48%, remaining_time=0:00:01.650540, arrival_time=2021-04-14 22:29:07.126921, cost_time=0:00:00.550179 2021-04-14 22:29:05,863 INFO : EVAL, epoch=0176, iter=00020/00040, fetch data time cost=1.54ms, fps=6628 images/s, loss=1.1849, top1-acc=69.53%, top5-acc=91.46%, remaining_time=0:00:00.936940, arrival_time=2021-04-14 22:29:06.800026, cost_time=0:00:00.936938 2021-04-14 22:29:06,257 INFO : EVAL, epoch=0176, iter=00030/00040, fetch data time cost=0.39ms, fps=6500 images/s, loss=1.1803, top1-acc=69.77%, top5-acc=91.64%, remaining_time=0:00:00.443700, arrival_time=2021-04-14 22:29:06.700958, cost_time=0:00:01.331108 2021-04-14 22:29:06,614 INFO : EVAL, epoch=0176, iter=00040/00040, fetch data time cost=0.06ms, fps=6498 images/s, loss=1.1680, top1-acc=69.85%, top5-acc=91.65%, remaining_time=0:00:00, arrival_time=2021-04-14 22:29:06.614657, cost_time=0:00:01.688503 2021-04-14 22:29:06,721 INFO : Epoch=0176 complete, best val top1-acc=69.99%, top5-acc=91.82% (epoch=174), remaining_time=0:10:37.326528, arrival_time=2021-04-14 22:39:44.048215, cost_time=1:17:53.727951 2021-04-14 22:29:06,722 INFO : Train start, epoch=0177, lr=0.003511 2021-04-14 22:29:08,170 INFO : TRAIN, epoch=0177, iter=00010/00196, fetch data time cost=1.42ms, fps=1768 images/s, loss=0.1567, top1-acc=95.62%, top5-acc=99.96%, remaining_time=0:00:26.925174, arrival_time=2021-04-14 22:29:35.095925, cost_time=0:00:01.447587 2021-04-14 22:29:09,416 INFO : TRAIN, epoch=0177, iter=00020/00196, fetch data time cost=1.32ms, fps=2056 images/s, loss=0.1607, top1-acc=95.74%, top5-acc=99.94%, remaining_time=0:00:23.702624, arrival_time=2021-04-14 22:29:33.119311, cost_time=0:00:02.693490 2021-04-14 22:29:10,679 INFO : TRAIN, epoch=0177, iter=00030/00196, fetch data time cost=2.09ms, fps=2028 images/s, loss=0.1552, top1-acc=96.11%, top5-acc=99.96%, remaining_time=0:00:21.893076, arrival_time=2021-04-14 22:29:32.572828, cost_time=0:00:03.956569 2021-04-14 22:29:11,939 INFO : TRAIN, epoch=0177, iter=00040/00196, fetch data time cost=1.66ms, fps=2034 images/s, loss=0.1574, top1-acc=96.14%, top5-acc=99.94%, remaining_time=0:00:20.342400, arrival_time=2021-04-14 22:29:32.281589, cost_time=0:00:05.216008 2021-04-14 22:29:13,185 INFO : TRAIN, epoch=0177, iter=00050/00196, fetch data time cost=1.44ms, fps=2055 images/s, loss=0.1572, top1-acc=96.10%, top5-acc=99.94%, remaining_time=0:00:18.870500, arrival_time=2021-04-14 22:29:32.056073, cost_time=0:00:06.462488 2021-04-14 22:29:14,436 INFO : TRAIN, epoch=0177, iter=00060/00196, fetch data time cost=1.40ms, fps=2048 images/s, loss=0.1599, top1-acc=96.03%, top5-acc=99.92%, remaining_time=0:00:17.482392, arrival_time=2021-04-14 22:29:31.918366, cost_time=0:00:07.712795 2021-04-14 22:29:15,681 INFO : TRAIN, epoch=0177, iter=00070/00196, fetch data time cost=1.49ms, fps=2056 images/s, loss=0.1618, top1-acc=95.95%, top5-acc=99.92%, remaining_time=0:00:16.124850, arrival_time=2021-04-14 22:29:31.806275, cost_time=0:00:08.958223 2021-04-14 22:29:16,928 INFO : TRAIN, epoch=0177, iter=00080/00196, fetch data time cost=1.52ms, fps=2053 images/s, loss=0.1631, top1-acc=95.89%, top5-acc=99.91%, remaining_time=0:00:14.797888, arrival_time=2021-04-14 22:29:31.726469, cost_time=0:00:10.205455 2021-04-14 22:29:18,175 INFO : TRAIN, epoch=0177, iter=00090/00196, fetch data time cost=1.36ms, fps=2053 images/s, loss=0.1623, top1-acc=95.96%, top5-acc=99.91%, remaining_time=0:00:13.488712, arrival_time=2021-04-14 22:29:31.664516, cost_time=0:00:11.452709 2021-04-14 22:29:19,426 INFO : TRAIN, epoch=0177, iter=00100/00196, fetch data time cost=1.45ms, fps=2048 images/s, loss=0.1629, top1-acc=95.95%, top5-acc=99.91%, remaining_time=0:00:12.194880, arrival_time=2021-04-14 22:29:31.621037, cost_time=0:00:12.702951 2021-04-14 22:29:20,676 INFO : TRAIN, epoch=0177, iter=00110/00196, fetch data time cost=1.69ms, fps=2049 images/s, loss=0.1657, top1-acc=95.81%, top5-acc=99.91%, remaining_time=0:00:10.909014, arrival_time=2021-04-14 22:29:31.585507, cost_time=0:00:13.953365 2021-04-14 22:29:21,924 INFO : TRAIN, epoch=0177, iter=00120/00196, fetch data time cost=1.95ms, fps=2052 images/s, loss=0.1650, top1-acc=95.87%, top5-acc=99.91%, remaining_time=0:00:09.627528, arrival_time=2021-04-14 22:29:31.552101, cost_time=0:00:15.201401 2021-04-14 22:29:23,172 INFO : TRAIN, epoch=0177, iter=00130/00196, fetch data time cost=1.74ms, fps=2053 images/s, loss=0.1658, top1-acc=95.87%, top5-acc=99.91%, remaining_time=0:00:08.351112, arrival_time=2021-04-14 22:29:31.523372, cost_time=0:00:16.449139 2021-04-14 22:29:24,418 INFO : TRAIN, epoch=0177, iter=00140/00196, fetch data time cost=1.35ms, fps=2055 images/s, loss=0.1657, top1-acc=95.89%, top5-acc=99.91%, remaining_time=0:00:07.078232, arrival_time=2021-04-14 22:29:31.496965, cost_time=0:00:17.695596 2021-04-14 22:29:25,671 INFO : TRAIN, epoch=0177, iter=00150/00196, fetch data time cost=1.37ms, fps=2044 images/s, loss=0.1662, top1-acc=95.89%, top5-acc=99.90%, remaining_time=0:00:05.810812, arrival_time=2021-04-14 22:29:31.482224, cost_time=0:00:18.948316 2021-04-14 22:29:26,931 INFO : TRAIN, epoch=0177, iter=00160/00196, fetch data time cost=1.53ms, fps=2033 images/s, loss=0.1672, top1-acc=95.84%, top5-acc=99.91%, remaining_time=0:00:04.546836, arrival_time=2021-04-14 22:29:31.478210, cost_time=0:00:20.208166 2021-04-14 22:29:28,201 INFO : TRAIN, epoch=0177, iter=00170/00196, fetch data time cost=1.61ms, fps=2016 images/s, loss=0.1674, top1-acc=95.83%, top5-acc=99.91%, remaining_time=0:00:03.284970, arrival_time=2021-04-14 22:29:31.486720, cost_time=0:00:21.478628 2021-04-14 22:29:29,447 INFO : TRAIN, epoch=0177, iter=00180/00196, fetch data time cost=1.46ms, fps=2056 images/s, loss=0.1676, top1-acc=95.82%, top5-acc=99.91%, remaining_time=0:00:02.019952, arrival_time=2021-04-14 22:29:31.467518, cost_time=0:00:22.724471 2021-04-14 22:29:30,703 INFO : TRAIN, epoch=0177, iter=00190/00196, fetch data time cost=1.91ms, fps=2038 images/s, loss=0.1674, top1-acc=95.83%, top5-acc=99.91%, remaining_time=0:00:00.757290, arrival_time=2021-04-14 22:29:31.461193, cost_time=0:00:23.980764 2021-04-14 22:29:31,411 INFO : TRAIN, epoch=0177, iter=00196/00196, fetch data time cost=1.77ms, fps=1923 images/s, loss=0.1680, top1-acc=95.81%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-14 22:29:31.411514, cost_time=0:00:24.688357 2021-04-14 22:29:31,919 INFO : EVAL, epoch=0177, iter=00010/00040, fetch data time cost=2.33ms, fps=5065 images/s, loss=1.1746, top1-acc=71.76%, top5-acc=91.37%, remaining_time=0:00:01.516290, arrival_time=2021-04-14 22:29:33.436113, cost_time=0:00:00.505429 2021-04-14 22:29:32,302 INFO : EVAL, epoch=0177, iter=00020/00040, fetch data time cost=1.45ms, fps=6704 images/s, loss=1.1709, top1-acc=70.35%, top5-acc=91.68%, remaining_time=0:00:00.887620, arrival_time=2021-04-14 22:29:33.189638, cost_time=0:00:00.887627 2021-04-14 22:29:32,689 INFO : EVAL, epoch=0177, iter=00030/00040, fetch data time cost=1.44ms, fps=6607 images/s, loss=1.1689, top1-acc=70.23%, top5-acc=91.82%, remaining_time=0:00:00.425150, arrival_time=2021-04-14 22:29:33.114987, cost_time=0:00:01.275450 2021-04-14 22:29:33,045 INFO : EVAL, epoch=0177, iter=00040/00040, fetch data time cost=0.05ms, fps=6527 images/s, loss=1.1922, top1-acc=70.08%, top5-acc=91.71%, remaining_time=0:00:00, arrival_time=2021-04-14 22:29:33.045584, cost_time=0:00:01.631229 2021-04-14 22:29:33,192 INFO : Epoch=0177 complete, best val top1-acc=70.08%, top5-acc=91.71% (epoch=177), remaining_time=0:10:10.760262, arrival_time=2021-04-14 22:39:43.952544, cost_time=1:18:20.198540 2021-04-14 22:29:33,193 INFO : Train start, epoch=0178, lr=0.003228 2021-04-14 22:29:34,651 INFO : TRAIN, epoch=0178, iter=00010/00196, fetch data time cost=1.35ms, fps=1756 images/s, loss=0.1532, top1-acc=96.09%, top5-acc=99.96%, remaining_time=0:00:27.120474, arrival_time=2021-04-14 22:30:01.772320, cost_time=0:00:01.458088 2021-04-14 22:29:35,909 INFO : TRAIN, epoch=0178, iter=00020/00196, fetch data time cost=1.40ms, fps=2037 images/s, loss=0.1570, top1-acc=96.00%, top5-acc=99.94%, remaining_time=0:00:23.896576, arrival_time=2021-04-14 22:29:59.805863, cost_time=0:00:02.715512 2021-04-14 22:29:37,167 INFO : TRAIN, epoch=0178, iter=00030/00196, fetch data time cost=1.56ms, fps=2036 images/s, loss=0.1549, top1-acc=96.04%, top5-acc=99.92%, remaining_time=0:00:21.987696, arrival_time=2021-04-14 22:29:59.155115, cost_time=0:00:03.973668 2021-04-14 22:29:38,426 INFO : TRAIN, epoch=0178, iter=00040/00196, fetch data time cost=1.52ms, fps=2034 images/s, loss=0.1572, top1-acc=96.04%, top5-acc=99.91%, remaining_time=0:00:20.407140, arrival_time=2021-04-14 22:29:58.833504, cost_time=0:00:05.232609 2021-04-14 22:29:39,685 INFO : TRAIN, epoch=0178, iter=00050/00196, fetch data time cost=1.40ms, fps=2034 images/s, loss=0.1607, top1-acc=95.84%, top5-acc=99.91%, remaining_time=0:00:18.956056, arrival_time=2021-04-14 22:29:58.641554, cost_time=0:00:06.491813 2021-04-14 22:29:40,940 INFO : TRAIN, epoch=0178, iter=00060/00196, fetch data time cost=2.00ms, fps=2040 images/s, loss=0.1607, top1-acc=95.90%, top5-acc=99.92%, remaining_time=0:00:17.559640, arrival_time=2021-04-14 22:29:58.500336, cost_time=0:00:07.746906 2021-04-14 22:29:42,194 INFO : TRAIN, epoch=0178, iter=00070/00196, fetch data time cost=1.40ms, fps=2044 images/s, loss=0.1602, top1-acc=95.96%, top5-acc=99.92%, remaining_time=0:00:16.200450, arrival_time=2021-04-14 22:29:58.394441, cost_time=0:00:09.000279 2021-04-14 22:29:43,451 INFO : TRAIN, epoch=0178, iter=00080/00196, fetch data time cost=1.92ms, fps=2037 images/s, loss=0.1605, top1-acc=96.01%, top5-acc=99.92%, remaining_time=0:00:14.873288, arrival_time=2021-04-14 22:29:58.324501, cost_time=0:00:10.257447 2021-04-14 22:29:44,701 INFO : TRAIN, epoch=0178, iter=00090/00196, fetch data time cost=1.42ms, fps=2048 images/s, loss=0.1597, top1-acc=96.02%, top5-acc=99.93%, remaining_time=0:00:13.554008, arrival_time=2021-04-14 22:29:58.255849, cost_time=0:00:11.508163 2021-04-14 22:29:45,960 INFO : TRAIN, epoch=0178, iter=00100/00196, fetch data time cost=2.12ms, fps=2036 images/s, loss=0.1593, top1-acc=96.04%, top5-acc=99.93%, remaining_time=0:00:12.255456, arrival_time=2021-04-14 22:29:58.215362, cost_time=0:00:12.766117 2021-04-14 22:29:47,210 INFO : TRAIN, epoch=0178, iter=00110/00196, fetch data time cost=1.52ms, fps=2048 images/s, loss=0.1584, top1-acc=96.09%, top5-acc=99.94%, remaining_time=0:00:10.958550, arrival_time=2021-04-14 22:29:58.168944, cost_time=0:00:14.016706 2021-04-14 22:29:48,459 INFO : TRAIN, epoch=0178, iter=00120/00196, fetch data time cost=1.31ms, fps=2050 images/s, loss=0.1588, top1-acc=96.09%, top5-acc=99.93%, remaining_time=0:00:09.668492, arrival_time=2021-04-14 22:29:58.128183, cost_time=0:00:15.266010 2021-04-14 22:29:49,704 INFO : TRAIN, epoch=0178, iter=00130/00196, fetch data time cost=1.31ms, fps=2057 images/s, loss=0.1595, top1-acc=96.06%, top5-acc=99.93%, remaining_time=0:00:08.382330, arrival_time=2021-04-14 22:29:58.086849, cost_time=0:00:16.510713 2021-04-14 22:29:50,951 INFO : TRAIN, epoch=0178, iter=00140/00196, fetch data time cost=1.40ms, fps=2055 images/s, loss=0.1592, top1-acc=96.07%, top5-acc=99.93%, remaining_time=0:00:07.102872, arrival_time=2021-04-14 22:29:58.053868, cost_time=0:00:17.757247 2021-04-14 22:29:52,200 INFO : TRAIN, epoch=0178, iter=00150/00196, fetch data time cost=1.29ms, fps=2049 images/s, loss=0.1598, top1-acc=96.04%, top5-acc=99.93%, remaining_time=0:00:05.828890, arrival_time=2021-04-14 22:29:58.029781, cost_time=0:00:19.007211 2021-04-14 22:29:53,450 INFO : TRAIN, epoch=0178, iter=00160/00196, fetch data time cost=1.50ms, fps=2050 images/s, loss=0.1602, top1-acc=96.02%, top5-acc=99.93%, remaining_time=0:00:04.557672, arrival_time=2021-04-14 22:29:58.007717, cost_time=0:00:20.256294 2021-04-14 22:29:54,698 INFO : TRAIN, epoch=0178, iter=00170/00196, fetch data time cost=1.74ms, fps=2051 images/s, loss=0.1610, top1-acc=96.01%, top5-acc=99.92%, remaining_time=0:00:03.289000, arrival_time=2021-04-14 22:29:57.987639, cost_time=0:00:21.504954 2021-04-14 22:29:55,955 INFO : TRAIN, epoch=0178, iter=00180/00196, fetch data time cost=1.41ms, fps=2037 images/s, loss=0.1614, top1-acc=96.01%, top5-acc=99.92%, remaining_time=0:00:02.023296, arrival_time=2021-04-14 22:29:57.978976, cost_time=0:00:22.762007 2021-04-14 22:29:57,214 INFO : TRAIN, epoch=0178, iter=00190/00196, fetch data time cost=1.39ms, fps=2035 images/s, loss=0.1620, top1-acc=95.98%, top5-acc=99.91%, remaining_time=0:00:00.758544, arrival_time=2021-04-14 22:29:57.972796, cost_time=0:00:24.020582 2021-04-14 22:29:57,895 INFO : TRAIN, epoch=0178, iter=00196/00196, fetch data time cost=1.31ms, fps=1998 images/s, loss=0.1623, top1-acc=95.99%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-14 22:29:57.895392, cost_time=0:00:24.701661 2021-04-14 22:29:58,420 INFO : EVAL, epoch=0178, iter=00010/00040, fetch data time cost=4.13ms, fps=4895 images/s, loss=1.1745, top1-acc=70.74%, top5-acc=91.56%, remaining_time=0:00:01.568940, arrival_time=2021-04-14 22:29:59.989241, cost_time=0:00:00.522975 2021-04-14 22:29:58,806 INFO : EVAL, epoch=0178, iter=00020/00040, fetch data time cost=1.68ms, fps=6631 images/s, loss=1.1716, top1-acc=71.07%, top5-acc=91.21%, remaining_time=0:00:00.909660, arrival_time=2021-04-14 22:29:59.716584, cost_time=0:00:00.909665 2021-04-14 22:29:59,193 INFO : EVAL, epoch=0178, iter=00030/00040, fetch data time cost=1.39ms, fps=6626 images/s, loss=1.1841, top1-acc=70.38%, top5-acc=91.21%, remaining_time=0:00:00.432110, arrival_time=2021-04-14 22:29:59.625726, cost_time=0:00:01.296335 2021-04-14 22:29:59,550 INFO : EVAL, epoch=0178, iter=00040/00040, fetch data time cost=0.06ms, fps=6502 images/s, loss=1.1663, top1-acc=70.33%, top5-acc=91.63%, remaining_time=0:00:00, arrival_time=2021-04-14 22:29:59.550792, cost_time=0:00:01.653558 2021-04-14 22:29:59,720 INFO : Epoch=0178 complete, best val top1-acc=70.33%, top5-acc=91.63% (epoch=178), remaining_time=0:09:44.202234, arrival_time=2021-04-14 22:39:43.923092, cost_time=1:18:46.727111 2021-04-14 22:29:59,722 INFO : Train start, epoch=0179, lr=0.002956 2021-04-14 22:30:01,158 INFO : TRAIN, epoch=0179, iter=00010/00196, fetch data time cost=0.25ms, fps=1783 images/s, loss=0.1582, top1-acc=96.21%, top5-acc=99.88%, remaining_time=0:00:26.711460, arrival_time=2021-04-14 22:30:27.869857, cost_time=0:00:01.436098 2021-04-14 22:30:02,417 INFO : TRAIN, epoch=0179, iter=00020/00196, fetch data time cost=1.44ms, fps=2035 images/s, loss=0.1505, top1-acc=96.58%, top5-acc=99.94%, remaining_time=0:00:23.712832, arrival_time=2021-04-14 22:30:26.129777, cost_time=0:00:02.694643 2021-04-14 22:30:03,664 INFO : TRAIN, epoch=0179, iter=00030/00196, fetch data time cost=1.83ms, fps=2054 images/s, loss=0.1520, top1-acc=96.48%, top5-acc=99.91%, remaining_time=0:00:21.811570, arrival_time=2021-04-14 22:30:25.475737, cost_time=0:00:03.941853 2021-04-14 22:30:04,914 INFO : TRAIN, epoch=0179, iter=00040/00196, fetch data time cost=1.76ms, fps=2048 images/s, loss=0.1500, top1-acc=96.56%, top5-acc=99.92%, remaining_time=0:00:20.250048, arrival_time=2021-04-14 22:30:25.164679, cost_time=0:00:05.192332 2021-04-14 22:30:06,162 INFO : TRAIN, epoch=0179, iter=00050/00196, fetch data time cost=1.39ms, fps=2052 images/s, loss=0.1496, top1-acc=96.57%, top5-acc=99.91%, remaining_time=0:00:18.806406, arrival_time=2021-04-14 22:30:24.969203, cost_time=0:00:06.440571 2021-04-14 22:30:07,410 INFO : TRAIN, epoch=0179, iter=00060/00196, fetch data time cost=1.46ms, fps=2053 images/s, loss=0.1508, top1-acc=96.46%, top5-acc=99.91%, remaining_time=0:00:17.425408, arrival_time=2021-04-14 22:30:24.835402, cost_time=0:00:07.687693 2021-04-14 22:30:08,661 INFO : TRAIN, epoch=0179, iter=00070/00196, fetch data time cost=1.81ms, fps=2046 images/s, loss=0.1514, top1-acc=96.40%, top5-acc=99.91%, remaining_time=0:00:16.090830, arrival_time=2021-04-14 22:30:24.752454, cost_time=0:00:08.939363 2021-04-14 22:30:09,914 INFO : TRAIN, epoch=0179, iter=00080/00196, fetch data time cost=1.45ms, fps=2045 images/s, loss=0.1514, top1-acc=96.45%, top5-acc=99.92%, remaining_time=0:00:14.778284, arrival_time=2021-04-14 22:30:24.692528, cost_time=0:00:10.191937 2021-04-14 22:30:11,162 INFO : TRAIN, epoch=0179, iter=00090/00196, fetch data time cost=1.35ms, fps=2051 images/s, loss=0.1528, top1-acc=96.42%, top5-acc=99.92%, remaining_time=0:00:13.474402, arrival_time=2021-04-14 22:30:24.637113, cost_time=0:00:11.440491 2021-04-14 22:30:12,418 INFO : TRAIN, epoch=0179, iter=00100/00196, fetch data time cost=1.38ms, fps=2040 images/s, loss=0.1542, top1-acc=96.36%, top5-acc=99.91%, remaining_time=0:00:12.188064, arrival_time=2021-04-14 22:30:24.606262, cost_time=0:00:12.695899 2021-04-14 22:30:13,672 INFO : TRAIN, epoch=0179, iter=00110/00196, fetch data time cost=1.49ms, fps=2042 images/s, loss=0.1550, top1-acc=96.29%, top5-acc=99.90%, remaining_time=0:00:10.906606, arrival_time=2021-04-14 22:30:24.579203, cost_time=0:00:13.950358 2021-04-14 22:30:14,919 INFO : TRAIN, epoch=0179, iter=00120/00196, fetch data time cost=1.41ms, fps=2055 images/s, loss=0.1561, top1-acc=96.27%, top5-acc=99.91%, remaining_time=0:00:09.624640, arrival_time=2021-04-14 22:30:24.543643, cost_time=0:00:15.196788 2021-04-14 22:30:16,168 INFO : TRAIN, epoch=0179, iter=00130/00196, fetch data time cost=1.76ms, fps=2051 images/s, loss=0.1562, top1-acc=96.26%, top5-acc=99.90%, remaining_time=0:00:08.349330, arrival_time=2021-04-14 22:30:24.517276, cost_time=0:00:16.445642 2021-04-14 22:30:17,421 INFO : TRAIN, epoch=0179, iter=00140/00196, fetch data time cost=1.73ms, fps=2042 images/s, loss=0.1572, top1-acc=96.21%, top5-acc=99.89%, remaining_time=0:00:07.079912, arrival_time=2021-04-14 22:30:24.501863, cost_time=0:00:17.699744 2021-04-14 22:30:18,671 INFO : TRAIN, epoch=0179, iter=00150/00196, fetch data time cost=1.50ms, fps=2050 images/s, loss=0.1575, top1-acc=96.21%, top5-acc=99.90%, remaining_time=0:00:05.810950, arrival_time=2021-04-14 22:30:24.481936, cost_time=0:00:18.948773 2021-04-14 22:30:19,930 INFO : TRAIN, epoch=0179, iter=00160/00196, fetch data time cost=1.98ms, fps=2033 images/s, loss=0.1578, top1-acc=96.19%, top5-acc=99.90%, remaining_time=0:00:04.546944, arrival_time=2021-04-14 22:30:24.477817, cost_time=0:00:20.208574 2021-04-14 22:30:21,183 INFO : TRAIN, epoch=0179, iter=00170/00196, fetch data time cost=1.42ms, fps=2045 images/s, loss=0.1582, top1-acc=96.18%, top5-acc=99.90%, remaining_time=0:00:03.282240, arrival_time=2021-04-14 22:30:24.465187, cost_time=0:00:21.460728 2021-04-14 22:30:22,427 INFO : TRAIN, epoch=0179, iter=00180/00196, fetch data time cost=1.44ms, fps=2058 images/s, loss=0.1591, top1-acc=96.17%, top5-acc=99.90%, remaining_time=0:00:02.018240, arrival_time=2021-04-14 22:30:24.445744, cost_time=0:00:22.705252 2021-04-14 22:30:23,678 INFO : TRAIN, epoch=0179, iter=00190/00196, fetch data time cost=1.25ms, fps=2047 images/s, loss=0.1599, top1-acc=96.15%, top5-acc=99.90%, remaining_time=0:00:00.756510, arrival_time=2021-04-14 22:30:24.434883, cost_time=0:00:23.956172 2021-04-14 22:30:24,355 INFO : TRAIN, epoch=0179, iter=00196/00196, fetch data time cost=1.25ms, fps=2009 images/s, loss=0.1606, top1-acc=96.12%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-14 22:30:24.355703, cost_time=0:00:24.633432 2021-04-14 22:30:24,875 INFO : EVAL, epoch=0179, iter=00010/00040, fetch data time cost=4.82ms, fps=4940 images/s, loss=1.1424, top1-acc=71.05%, top5-acc=91.68%, remaining_time=0:00:01.554720, arrival_time=2021-04-14 22:30:26.430446, cost_time=0:00:00.518242 2021-04-14 22:30:25,271 INFO : EVAL, epoch=0179, iter=00020/00040, fetch data time cost=0.35ms, fps=6486 images/s, loss=1.1617, top1-acc=70.31%, top5-acc=91.95%, remaining_time=0:00:00.913560, arrival_time=2021-04-14 22:30:26.184599, cost_time=0:00:00.913568 2021-04-14 22:30:25,661 INFO : EVAL, epoch=0179, iter=00030/00040, fetch data time cost=2.09ms, fps=6570 images/s, loss=1.1647, top1-acc=70.53%, top5-acc=91.90%, remaining_time=0:00:00.434590, arrival_time=2021-04-14 22:30:26.095772, cost_time=0:00:01.303759 2021-04-14 22:30:26,018 INFO : EVAL, epoch=0179, iter=00040/00040, fetch data time cost=0.06ms, fps=6492 images/s, loss=1.1673, top1-acc=70.46%, top5-acc=92.00%, remaining_time=0:00:00, arrival_time=2021-04-14 22:30:26.018941, cost_time=0:00:01.661541 2021-04-14 22:30:26,147 INFO : Epoch=0179 complete, best val top1-acc=70.46%, top5-acc=92.00% (epoch=179), remaining_time=0:09:17.632593, arrival_time=2021-04-14 22:39:43.780323, cost_time=1:19:13.153989 2021-04-14 22:30:26,149 INFO : Train start, epoch=0180, lr=0.002696 2021-04-14 22:30:27,593 INFO : TRAIN, epoch=0180, iter=00010/00196, fetch data time cost=1.33ms, fps=1773 images/s, loss=0.1528, top1-acc=96.56%, top5-acc=99.84%, remaining_time=0:00:26.861376, arrival_time=2021-04-14 22:30:54.454794, cost_time=0:00:01.444161 2021-04-14 22:30:28,837 INFO : TRAIN, epoch=0180, iter=00020/00196, fetch data time cost=1.46ms, fps=2058 images/s, loss=0.1549, top1-acc=96.41%, top5-acc=99.90%, remaining_time=0:00:23.659152, arrival_time=2021-04-14 22:30:52.496956, cost_time=0:00:02.688542 2021-04-14 22:30:30,115 INFO : TRAIN, epoch=0180, iter=00030/00196, fetch data time cost=1.68ms, fps=2004 images/s, loss=0.1459, top1-acc=96.76%, top5-acc=99.92%, remaining_time=0:00:21.947856, arrival_time=2021-04-14 22:30:52.063642, cost_time=0:00:03.966479 2021-04-14 22:30:31,366 INFO : TRAIN, epoch=0180, iter=00040/00196, fetch data time cost=1.40ms, fps=2048 images/s, loss=0.1446, top1-acc=96.85%, top5-acc=99.94%, remaining_time=0:00:20.348016, arrival_time=2021-04-14 22:30:51.714762, cost_time=0:00:05.217433 2021-04-14 22:30:32,621 INFO : TRAIN, epoch=0180, iter=00050/00196, fetch data time cost=1.55ms, fps=2041 images/s, loss=0.1444, top1-acc=96.82%, top5-acc=99.95%, remaining_time=0:00:18.899408, arrival_time=2021-04-14 22:30:51.521015, cost_time=0:00:06.472399 2021-04-14 22:30:33,878 INFO : TRAIN, epoch=0180, iter=00060/00196, fetch data time cost=1.41ms, fps=2038 images/s, loss=0.1461, top1-acc=96.68%, top5-acc=99.93%, remaining_time=0:00:17.519384, arrival_time=2021-04-14 22:30:51.397800, cost_time=0:00:07.729116 2021-04-14 22:30:35,127 INFO : TRAIN, epoch=0180, iter=00070/00196, fetch data time cost=1.53ms, fps=2050 images/s, loss=0.1468, top1-acc=96.58%, top5-acc=99.93%, remaining_time=0:00:16.161264, arrival_time=2021-04-14 22:30:51.288915, cost_time=0:00:08.978475 2021-04-14 22:30:36,386 INFO : TRAIN, epoch=0180, iter=00080/00196, fetch data time cost=2.58ms, fps=2034 images/s, loss=0.1469, top1-acc=96.62%, top5-acc=99.92%, remaining_time=0:00:14.843940, arrival_time=2021-04-14 22:30:51.230440, cost_time=0:00:10.237205 2021-04-14 22:30:37,641 INFO : TRAIN, epoch=0180, iter=00090/00196, fetch data time cost=1.47ms, fps=2042 images/s, loss=0.1463, top1-acc=96.62%, top5-acc=99.92%, remaining_time=0:00:13.534716, arrival_time=2021-04-14 22:30:51.175722, cost_time=0:00:11.491746 2021-04-14 22:30:38,899 INFO : TRAIN, epoch=0180, iter=00100/00196, fetch data time cost=1.40ms, fps=2036 images/s, loss=0.1468, top1-acc=96.61%, top5-acc=99.93%, remaining_time=0:00:12.239712, arrival_time=2021-04-14 22:30:51.138700, cost_time=0:00:12.749724 2021-04-14 22:30:40,152 INFO : TRAIN, epoch=0180, iter=00110/00196, fetch data time cost=1.65ms, fps=2043 images/s, loss=0.1479, top1-acc=96.56%, top5-acc=99.92%, remaining_time=0:00:10.947972, arrival_time=2021-04-14 22:30:51.100528, cost_time=0:00:14.003215 2021-04-14 22:30:41,413 INFO : TRAIN, epoch=0180, iter=00120/00196, fetch data time cost=1.65ms, fps=2031 images/s, loss=0.1480, top1-acc=96.55%, top5-acc=99.93%, remaining_time=0:00:09.667428, arrival_time=2021-04-14 22:30:51.081057, cost_time=0:00:15.264343 2021-04-14 22:30:42,661 INFO : TRAIN, epoch=0180, iter=00130/00196, fetch data time cost=1.51ms, fps=2052 images/s, loss=0.1488, top1-acc=96.49%, top5-acc=99.92%, remaining_time=0:00:08.383188, arrival_time=2021-04-14 22:30:51.044719, cost_time=0:00:16.512331 2021-04-14 22:30:43,917 INFO : TRAIN, epoch=0180, iter=00140/00196, fetch data time cost=1.37ms, fps=2039 images/s, loss=0.1486, top1-acc=96.48%, top5-acc=99.93%, remaining_time=0:00:07.107352, arrival_time=2021-04-14 22:30:51.024964, cost_time=0:00:17.768340 2021-04-14 22:30:45,164 INFO : TRAIN, epoch=0180, iter=00150/00196, fetch data time cost=1.56ms, fps=2054 images/s, loss=0.1495, top1-acc=96.47%, top5-acc=99.93%, remaining_time=0:00:05.831282, arrival_time=2021-04-14 22:30:50.995479, cost_time=0:00:19.015008 2021-04-14 22:30:46,422 INFO : TRAIN, epoch=0180, iter=00160/00196, fetch data time cost=1.47ms, fps=2036 images/s, loss=0.1487, top1-acc=96.52%, top5-acc=99.93%, remaining_time=0:00:04.561416, arrival_time=2021-04-14 22:30:50.983625, cost_time=0:00:20.272938 2021-04-14 22:30:47,667 INFO : TRAIN, epoch=0180, iter=00170/00196, fetch data time cost=1.43ms, fps=2057 images/s, loss=0.1489, top1-acc=96.50%, top5-acc=99.93%, remaining_time=0:00:03.291002, arrival_time=2021-04-14 22:30:50.958233, cost_time=0:00:21.518056 2021-04-14 22:30:48,918 INFO : TRAIN, epoch=0180, iter=00180/00196, fetch data time cost=1.71ms, fps=2046 images/s, loss=0.1491, top1-acc=96.49%, top5-acc=99.93%, remaining_time=0:00:02.023968, arrival_time=2021-04-14 22:30:50.942791, cost_time=0:00:22.769554 2021-04-14 22:30:50,167 INFO : TRAIN, epoch=0180, iter=00190/00196, fetch data time cost=1.35ms, fps=2051 images/s, loss=0.1496, top1-acc=96.47%, top5-acc=99.93%, remaining_time=0:00:00.758478, arrival_time=2021-04-14 22:30:50.926108, cost_time=0:00:24.018456 2021-04-14 22:30:50,842 INFO : TRAIN, epoch=0180, iter=00196/00196, fetch data time cost=1.17ms, fps=2017 images/s, loss=0.1500, top1-acc=96.47%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-14 22:30:50.842275, cost_time=0:00:24.693103 2021-04-14 22:30:51,391 INFO : EVAL, epoch=0180, iter=00010/00040, fetch data time cost=0.22ms, fps=4679 images/s, loss=1.1927, top1-acc=69.26%, top5-acc=91.95%, remaining_time=0:00:01.641240, arrival_time=2021-04-14 22:30:53.032412, cost_time=0:00:00.547084 2021-04-14 22:30:51,779 INFO : EVAL, epoch=0180, iter=00020/00040, fetch data time cost=2.91ms, fps=6599 images/s, loss=1.2265, top1-acc=69.06%, top5-acc=91.50%, remaining_time=0:00:00.935360, arrival_time=2021-04-14 22:30:52.714843, cost_time=0:00:00.935353 2021-04-14 22:30:52,163 INFO : EVAL, epoch=0180, iter=00030/00040, fetch data time cost=1.64ms, fps=6672 images/s, loss=1.2151, top1-acc=69.54%, top5-acc=91.29%, remaining_time=0:00:00.439830, arrival_time=2021-04-14 22:30:52.603407, cost_time=0:00:01.319478 2021-04-14 22:30:52,520 INFO : EVAL, epoch=0180, iter=00040/00040, fetch data time cost=0.06ms, fps=6508 images/s, loss=1.1861, top1-acc=69.88%, top5-acc=91.53%, remaining_time=0:00:00, arrival_time=2021-04-14 22:30:52.520487, cost_time=0:00:01.676424 2021-04-14 22:30:52,631 INFO : Epoch=0180 complete, best val top1-acc=70.46%, top5-acc=92.00% (epoch=179), remaining_time=0:08:51.070860, arrival_time=2021-04-14 22:39:43.702300, cost_time=1:19:39.637691 2021-04-14 22:30:52,632 INFO : Train start, epoch=0181, lr=0.002447 2021-04-14 22:30:54,040 INFO : TRAIN, epoch=0181, iter=00010/00196, fetch data time cost=0.22ms, fps=1819 images/s, loss=0.1376, top1-acc=96.87%, top5-acc=99.96%, remaining_time=0:00:26.180616, arrival_time=2021-04-14 22:31:20.221197, cost_time=0:00:01.407556 2021-04-14 22:30:55,285 INFO : TRAIN, epoch=0181, iter=00020/00196, fetch data time cost=1.43ms, fps=2057 images/s, loss=0.1431, top1-acc=96.64%, top5-acc=99.96%, remaining_time=0:00:23.343584, arrival_time=2021-04-14 22:31:18.629282, cost_time=0:00:02.652682 2021-04-14 22:30:56,538 INFO : TRAIN, epoch=0181, iter=00030/00196, fetch data time cost=1.67ms, fps=2044 images/s, loss=0.1488, top1-acc=96.52%, top5-acc=99.96%, remaining_time=0:00:21.609548, arrival_time=2021-04-14 22:31:18.147915, cost_time=0:00:03.905347 2021-04-14 22:30:57,799 INFO : TRAIN, epoch=0181, iter=00040/00196, fetch data time cost=1.41ms, fps=2030 images/s, loss=0.1471, top1-acc=96.59%, top5-acc=99.97%, remaining_time=0:00:20.150208, arrival_time=2021-04-14 22:31:17.949931, cost_time=0:00:05.166712 2021-04-14 22:30:59,052 INFO : TRAIN, epoch=0181, iter=00050/00196, fetch data time cost=1.34ms, fps=2045 images/s, loss=0.1474, top1-acc=96.61%, top5-acc=99.96%, remaining_time=0:00:18.743334, arrival_time=2021-04-14 22:31:17.795295, cost_time=0:00:06.418937 2021-04-14 22:31:00,309 INFO : TRAIN, epoch=0181, iter=00060/00196, fetch data time cost=1.53ms, fps=2036 images/s, loss=0.1451, top1-acc=96.70%, top5-acc=99.96%, remaining_time=0:00:17.400656, arrival_time=2021-04-14 22:31:17.710451, cost_time=0:00:07.676772 2021-04-14 22:31:01,587 INFO : TRAIN, epoch=0181, iter=00070/00196, fetch data time cost=1.33ms, fps=2004 images/s, loss=0.1456, top1-acc=96.71%, top5-acc=99.96%, remaining_time=0:00:16.117920, arrival_time=2021-04-14 22:31:17.705424, cost_time=0:00:08.954387 2021-04-14 22:31:02,838 INFO : TRAIN, epoch=0181, iter=00080/00196, fetch data time cost=1.26ms, fps=2048 images/s, loss=0.1460, top1-acc=96.71%, top5-acc=99.95%, remaining_time=0:00:14.797308, arrival_time=2021-04-14 22:31:17.635374, cost_time=0:00:10.205049 2021-04-14 22:31:04,085 INFO : TRAIN, epoch=0181, iter=00090/00196, fetch data time cost=1.47ms, fps=2052 images/s, loss=0.1466, top1-acc=96.65%, top5-acc=99.94%, remaining_time=0:00:13.489030, arrival_time=2021-04-14 22:31:17.574982, cost_time=0:00:11.452931 2021-04-14 22:31:05,333 INFO : TRAIN, epoch=0181, iter=00100/00196, fetch data time cost=1.38ms, fps=2052 images/s, loss=0.1482, top1-acc=96.55%, top5-acc=99.93%, remaining_time=0:00:12.192768, arrival_time=2021-04-14 22:31:17.526665, cost_time=0:00:12.700794 2021-04-14 22:31:06,580 INFO : TRAIN, epoch=0181, iter=00110/00196, fetch data time cost=1.56ms, fps=2055 images/s, loss=0.1470, top1-acc=96.58%, top5-acc=99.94%, remaining_time=0:00:10.904026, arrival_time=2021-04-14 22:31:17.484088, cost_time=0:00:13.947034 2021-04-14 22:31:07,824 INFO : TRAIN, epoch=0181, iter=00120/00196, fetch data time cost=1.54ms, fps=2058 images/s, loss=0.1478, top1-acc=96.57%, top5-acc=99.94%, remaining_time=0:00:09.621220, arrival_time=2021-04-14 22:31:17.445675, cost_time=0:00:15.191440 2021-04-14 22:31:09,077 INFO : TRAIN, epoch=0181, iter=00130/00196, fetch data time cost=1.88ms, fps=2044 images/s, loss=0.1485, top1-acc=96.54%, top5-acc=99.94%, remaining_time=0:00:08.348538, arrival_time=2021-04-14 22:31:17.425670, cost_time=0:00:16.444112 2021-04-14 22:31:10,331 INFO : TRAIN, epoch=0181, iter=00140/00196, fetch data time cost=1.84ms, fps=2042 images/s, loss=0.1482, top1-acc=96.55%, top5-acc=99.94%, remaining_time=0:00:07.079352, arrival_time=2021-04-14 22:31:17.410825, cost_time=0:00:17.698393 2021-04-14 22:31:11,586 INFO : TRAIN, epoch=0181, iter=00150/00196, fetch data time cost=1.44ms, fps=2041 images/s, loss=0.1482, top1-acc=96.55%, top5-acc=99.94%, remaining_time=0:00:05.812192, arrival_time=2021-04-14 22:31:17.398208, cost_time=0:00:18.952855 2021-04-14 22:31:12,850 INFO : TRAIN, epoch=0181, iter=00160/00196, fetch data time cost=1.91ms, fps=2025 images/s, loss=0.1484, top1-acc=96.54%, top5-acc=99.94%, remaining_time=0:00:04.548996, arrival_time=2021-04-14 22:31:17.399846, cost_time=0:00:20.217833 2021-04-14 22:31:14,111 INFO : TRAIN, epoch=0181, iter=00170/00196, fetch data time cost=1.89ms, fps=2032 images/s, loss=0.1482, top1-acc=96.54%, top5-acc=99.94%, remaining_time=0:00:03.284892, arrival_time=2021-04-14 22:31:17.396039, cost_time=0:00:21.478129 2021-04-14 22:31:15,359 INFO : TRAIN, epoch=0181, iter=00180/00196, fetch data time cost=1.81ms, fps=2051 images/s, loss=0.1481, top1-acc=96.52%, top5-acc=99.95%, remaining_time=0:00:02.020160, arrival_time=2021-04-14 22:31:17.379908, cost_time=0:00:22.726726 2021-04-14 22:31:16,604 INFO : TRAIN, epoch=0181, iter=00190/00196, fetch data time cost=1.22ms, fps=2057 images/s, loss=0.1487, top1-acc=96.50%, top5-acc=99.94%, remaining_time=0:00:00.757008, arrival_time=2021-04-14 22:31:17.361886, cost_time=0:00:23.971855 2021-04-14 22:31:17,290 INFO : TRAIN, epoch=0181, iter=00196/00196, fetch data time cost=1.99ms, fps=1985 images/s, loss=0.1485, top1-acc=96.50%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-14 22:31:17.290450, cost_time=0:00:24.657371 2021-04-14 22:31:17,803 INFO : EVAL, epoch=0181, iter=00010/00040, fetch data time cost=0.36ms, fps=5006 images/s, loss=1.1523, top1-acc=69.57%, top5-acc=91.84%, remaining_time=0:00:01.534110, arrival_time=2021-04-14 22:31:19.337757, cost_time=0:00:00.511371 2021-04-14 22:31:18,189 INFO : EVAL, epoch=0181, iter=00020/00040, fetch data time cost=1.31ms, fps=6643 images/s, loss=1.1733, top1-acc=69.80%, top5-acc=91.89%, remaining_time=0:00:00.897240, arrival_time=2021-04-14 22:31:19.086730, cost_time=0:00:00.897247 2021-04-14 22:31:18,576 INFO : EVAL, epoch=0181, iter=00030/00040, fetch data time cost=0.19ms, fps=6620 images/s, loss=1.1642, top1-acc=70.22%, top5-acc=91.87%, remaining_time=0:00:00.428110, arrival_time=2021-04-14 22:31:19.004674, cost_time=0:00:01.284319 2021-04-14 22:31:18,936 INFO : EVAL, epoch=0181, iter=00040/00040, fetch data time cost=0.06ms, fps=6457 images/s, loss=1.1894, top1-acc=69.89%, top5-acc=91.65%, remaining_time=0:00:00, arrival_time=2021-04-14 22:31:18.936193, cost_time=0:00:01.643960 2021-04-14 22:31:19,021 INFO : Epoch=0181 complete, best val top1-acc=70.46%, top5-acc=92.00% (epoch=179), remaining_time=0:08:24.500122, arrival_time=2021-04-14 22:39:43.521404, cost_time=1:20:06.027546 2021-04-14 22:31:19,022 INFO : Train start, epoch=0182, lr=0.002210 2021-04-14 22:31:20,468 INFO : TRAIN, epoch=0182, iter=00010/00196, fetch data time cost=1.29ms, fps=1771 images/s, loss=0.1346, top1-acc=96.76%, top5-acc=99.88%, remaining_time=0:00:26.884812, arrival_time=2021-04-14 22:31:47.352910, cost_time=0:00:01.445419 2021-04-14 22:31:21,713 INFO : TRAIN, epoch=0182, iter=00020/00196, fetch data time cost=1.48ms, fps=2057 images/s, loss=0.1409, top1-acc=96.62%, top5-acc=99.94%, remaining_time=0:00:23.674816, arrival_time=2021-04-14 22:31:45.387807, cost_time=0:00:02.690312 2021-04-14 22:31:22,961 INFO : TRAIN, epoch=0182, iter=00030/00196, fetch data time cost=1.36ms, fps=2051 images/s, loss=0.1388, top1-acc=96.73%, top5-acc=99.96%, remaining_time=0:00:21.795468, arrival_time=2021-04-14 22:31:44.757089, cost_time=0:00:03.938937 2021-04-14 22:31:24,212 INFO : TRAIN, epoch=0182, iter=00040/00196, fetch data time cost=1.54ms, fps=2047 images/s, loss=0.1407, top1-acc=96.73%, top5-acc=99.95%, remaining_time=0:00:20.241156, arrival_time=2021-04-14 22:31:44.453861, cost_time=0:00:05.190026 2021-04-14 22:31:25,469 INFO : TRAIN, epoch=0182, iter=00050/00196, fetch data time cost=1.27ms, fps=2038 images/s, loss=0.1393, top1-acc=96.74%, top5-acc=99.96%, remaining_time=0:00:18.823926, arrival_time=2021-04-14 22:31:44.293241, cost_time=0:00:06.446573 2021-04-14 22:31:26,724 INFO : TRAIN, epoch=0182, iter=00060/00196, fetch data time cost=1.42ms, fps=2041 images/s, loss=0.1408, top1-acc=96.72%, top5-acc=99.97%, remaining_time=0:00:17.456008, arrival_time=2021-04-14 22:31:44.179924, cost_time=0:00:07.701162 2021-04-14 22:31:27,970 INFO : TRAIN, epoch=0182, iter=00070/00196, fetch data time cost=1.33ms, fps=2054 images/s, loss=0.1410, top1-acc=96.70%, top5-acc=99.96%, remaining_time=0:00:16.106202, arrival_time=2021-04-14 22:31:44.076754, cost_time=0:00:08.947870 2021-04-14 22:31:29,216 INFO : TRAIN, epoch=0182, iter=00080/00196, fetch data time cost=1.42ms, fps=2055 images/s, loss=0.1413, top1-acc=96.67%, top5-acc=99.97%, remaining_time=0:00:14.781184, arrival_time=2021-04-14 22:31:43.997796, cost_time=0:00:10.193938 2021-04-14 22:31:30,470 INFO : TRAIN, epoch=0182, iter=00090/00196, fetch data time cost=1.28ms, fps=2042 images/s, loss=0.1412, top1-acc=96.68%, top5-acc=99.97%, remaining_time=0:00:13.483306, arrival_time=2021-04-14 22:31:43.954114, cost_time=0:00:11.448127 2021-04-14 22:31:31,715 INFO : TRAIN, epoch=0182, iter=00100/00196, fetch data time cost=1.30ms, fps=2058 images/s, loss=0.1408, top1-acc=96.70%, top5-acc=99.96%, remaining_time=0:00:12.184896, arrival_time=2021-04-14 22:31:43.900170, cost_time=0:00:12.692602 2021-04-14 22:31:32,964 INFO : TRAIN, epoch=0182, iter=00110/00196, fetch data time cost=1.39ms, fps=2050 images/s, loss=0.1412, top1-acc=96.68%, top5-acc=99.96%, remaining_time=0:00:10.899726, arrival_time=2021-04-14 22:31:43.863878, cost_time=0:00:13.941482 2021-04-14 22:31:34,213 INFO : TRAIN, epoch=0182, iter=00120/00196, fetch data time cost=1.38ms, fps=2049 images/s, loss=0.1423, top1-acc=96.63%, top5-acc=99.96%, remaining_time=0:00:09.621068, arrival_time=2021-04-14 22:31:43.834927, cost_time=0:00:15.191183 2021-04-14 22:31:35,458 INFO : TRAIN, epoch=0182, iter=00130/00196, fetch data time cost=1.38ms, fps=2058 images/s, loss=0.1425, top1-acc=96.63%, top5-acc=99.95%, remaining_time=0:00:08.344182, arrival_time=2021-04-14 22:31:43.802403, cost_time=0:00:16.435478 2021-04-14 22:31:36,708 INFO : TRAIN, epoch=0182, iter=00140/00196, fetch data time cost=1.40ms, fps=2049 images/s, loss=0.1427, top1-acc=96.64%, top5-acc=99.95%, remaining_time=0:00:07.074088, arrival_time=2021-04-14 22:31:43.782065, cost_time=0:00:17.685283 2021-04-14 22:31:37,965 INFO : TRAIN, epoch=0182, iter=00150/00196, fetch data time cost=1.44ms, fps=2037 images/s, loss=0.1426, top1-acc=96.64%, top5-acc=99.96%, remaining_time=0:00:05.809064, arrival_time=2021-04-14 22:31:43.774365, cost_time=0:00:18.942582 2021-04-14 22:31:39,214 INFO : TRAIN, epoch=0182, iter=00160/00196, fetch data time cost=1.35ms, fps=2051 images/s, loss=0.1432, top1-acc=96.59%, top5-acc=99.96%, remaining_time=0:00:04.543056, arrival_time=2021-04-14 22:31:43.757037, cost_time=0:00:20.191308 2021-04-14 22:31:40,471 INFO : TRAIN, epoch=0182, iter=00170/00196, fetch data time cost=1.50ms, fps=2036 images/s, loss=0.1432, top1-acc=96.59%, top5-acc=99.95%, remaining_time=0:00:03.280446, arrival_time=2021-04-14 22:31:43.752148, cost_time=0:00:21.449033 2021-04-14 22:31:41,719 INFO : TRAIN, epoch=0182, iter=00180/00196, fetch data time cost=1.92ms, fps=2052 images/s, loss=0.1436, top1-acc=96.58%, top5-acc=99.95%, remaining_time=0:00:02.017504, arrival_time=2021-04-14 22:31:43.737111, cost_time=0:00:22.696931 2021-04-14 22:31:42,964 INFO : TRAIN, epoch=0182, iter=00190/00196, fetch data time cost=1.18ms, fps=2057 images/s, loss=0.1441, top1-acc=96.57%, top5-acc=99.95%, remaining_time=0:00:00.756054, arrival_time=2021-04-14 22:31:43.720547, cost_time=0:00:23.941800 2021-04-14 22:31:43,643 INFO : TRAIN, epoch=0182, iter=00196/00196, fetch data time cost=1.34ms, fps=2004 images/s, loss=0.1443, top1-acc=96.58%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-14 22:31:43.643603, cost_time=0:00:24.620936 2021-04-14 22:31:44,173 INFO : EVAL, epoch=0182, iter=00010/00040, fetch data time cost=1.47ms, fps=4850 images/s, loss=1.1970, top1-acc=70.27%, top5-acc=90.94%, remaining_time=0:00:01.583370, arrival_time=2021-04-14 22:31:45.756501, cost_time=0:00:00.527789 2021-04-14 22:31:44,565 INFO : EVAL, epoch=0182, iter=00020/00040, fetch data time cost=1.36ms, fps=6527 images/s, loss=1.1985, top1-acc=69.98%, top5-acc=91.46%, remaining_time=0:00:00.920580, arrival_time=2021-04-14 22:31:45.486411, cost_time=0:00:00.920583 2021-04-14 22:31:44,955 INFO : EVAL, epoch=0182, iter=00030/00040, fetch data time cost=1.64ms, fps=6582 images/s, loss=1.1864, top1-acc=69.96%, top5-acc=91.78%, remaining_time=0:00:00.436620, arrival_time=2021-04-14 22:31:45.391730, cost_time=0:00:01.309866 2021-04-14 22:31:45,314 INFO : EVAL, epoch=0182, iter=00040/00040, fetch data time cost=0.05ms, fps=6453 images/s, loss=1.1774, top1-acc=70.22%, top5-acc=91.75%, remaining_time=0:00:00, arrival_time=2021-04-14 22:31:45.314951, cost_time=0:00:01.669730 2021-04-14 22:31:45,393 INFO : Epoch=0182 complete, best val top1-acc=70.46%, top5-acc=92.00% (epoch=179), remaining_time=0:07:57.929682, arrival_time=2021-04-14 22:39:43.323498, cost_time=1:20:32.400079 2021-04-14 22:31:45,395 INFO : Train start, epoch=0183, lr=0.001985 2021-04-14 22:31:46,837 INFO : TRAIN, epoch=0183, iter=00010/00196, fetch data time cost=1.76ms, fps=1775 images/s, loss=0.1320, top1-acc=97.03%, top5-acc=99.96%, remaining_time=0:00:26.828640, arrival_time=2021-04-14 22:32:13.666277, cost_time=0:00:01.442400 2021-04-14 22:31:48,084 INFO : TRAIN, epoch=0183, iter=00020/00196, fetch data time cost=1.61ms, fps=2054 images/s, loss=0.1287, top1-acc=97.44%, top5-acc=99.96%, remaining_time=0:00:23.664784, arrival_time=2021-04-14 22:32:11.749361, cost_time=0:00:02.689189 2021-04-14 22:31:49,351 INFO : TRAIN, epoch=0183, iter=00030/00196, fetch data time cost=1.41ms, fps=2021 images/s, loss=0.1323, top1-acc=97.28%, top5-acc=99.95%, remaining_time=0:00:21.892246, arrival_time=2021-04-14 22:32:11.243928, cost_time=0:00:03.956439 2021-04-14 22:31:50,600 INFO : TRAIN, epoch=0183, iter=00040/00196, fetch data time cost=1.51ms, fps=2051 images/s, loss=0.1312, top1-acc=97.33%, top5-acc=99.96%, remaining_time=0:00:20.300436, arrival_time=2021-04-14 22:32:10.900925, cost_time=0:00:05.205248 2021-04-14 22:31:51,850 INFO : TRAIN, epoch=0183, iter=00050/00196, fetch data time cost=1.39ms, fps=2048 images/s, loss=0.1305, top1-acc=97.28%, top5-acc=99.97%, remaining_time=0:00:18.850498, arrival_time=2021-04-14 22:32:10.701383, cost_time=0:00:06.455657 2021-04-14 22:31:53,101 INFO : TRAIN, epoch=0183, iter=00060/00196, fetch data time cost=1.41ms, fps=2048 images/s, loss=0.1321, top1-acc=97.24%, top5-acc=99.96%, remaining_time=0:00:17.467024, arrival_time=2021-04-14 22:32:10.568307, cost_time=0:00:07.706044 2021-04-14 22:31:54,350 INFO : TRAIN, epoch=0183, iter=00070/00196, fetch data time cost=1.44ms, fps=2050 images/s, loss=0.1347, top1-acc=97.08%, top5-acc=99.97%, remaining_time=0:00:16.119180, arrival_time=2021-04-14 22:32:10.469534, cost_time=0:00:08.955125 2021-04-14 22:31:55,601 INFO : TRAIN, epoch=0183, iter=00080/00196, fetch data time cost=1.53ms, fps=2048 images/s, loss=0.1356, top1-acc=96.99%, top5-acc=99.97%, remaining_time=0:00:14.798352, arrival_time=2021-04-14 22:32:10.399314, cost_time=0:00:10.205735 2021-04-14 22:31:56,848 INFO : TRAIN, epoch=0183, iter=00090/00196, fetch data time cost=1.42ms, fps=2053 images/s, loss=0.1361, top1-acc=96.94%, top5-acc=99.97%, remaining_time=0:00:13.489348, arrival_time=2021-04-14 22:32:10.337864, cost_time=0:00:11.453252 2021-04-14 22:31:58,096 INFO : TRAIN, epoch=0183, iter=00100/00196, fetch data time cost=1.38ms, fps=2052 images/s, loss=0.1368, top1-acc=96.92%, top5-acc=99.97%, remaining_time=0:00:12.193248, arrival_time=2021-04-14 22:32:10.289822, cost_time=0:00:12.701327 2021-04-14 22:31:59,345 INFO : TRAIN, epoch=0183, iter=00110/00196, fetch data time cost=1.44ms, fps=2051 images/s, loss=0.1368, top1-acc=96.94%, top5-acc=99.97%, remaining_time=0:00:10.906176, arrival_time=2021-04-14 22:32:10.251240, cost_time=0:00:13.949789 2021-04-14 22:32:00,612 INFO : TRAIN, epoch=0183, iter=00120/00196, fetch data time cost=1.61ms, fps=2020 images/s, loss=0.1364, top1-acc=96.93%, top5-acc=99.97%, remaining_time=0:00:09.637712, arrival_time=2021-04-14 22:32:10.250535, cost_time=0:00:15.217475 2021-04-14 22:32:01,864 INFO : TRAIN, epoch=0183, iter=00130/00196, fetch data time cost=1.33ms, fps=2047 images/s, loss=0.1370, top1-acc=96.93%, top5-acc=99.97%, remaining_time=0:00:08.361144, arrival_time=2021-04-14 22:32:10.225404, cost_time=0:00:16.468981 2021-04-14 22:32:03,118 INFO : TRAIN, epoch=0183, iter=00140/00196, fetch data time cost=1.42ms, fps=2041 images/s, loss=0.1368, top1-acc=96.92%, top5-acc=99.96%, remaining_time=0:00:07.089432, arrival_time=2021-04-14 22:32:10.208254, cost_time=0:00:17.723595 2021-04-14 22:32:04,370 INFO : TRAIN, epoch=0183, iter=00150/00196, fetch data time cost=1.82ms, fps=2046 images/s, loss=0.1374, top1-acc=96.87%, top5-acc=99.96%, remaining_time=0:00:05.819092, arrival_time=2021-04-14 22:32:10.189646, cost_time=0:00:18.975305 2021-04-14 22:32:05,618 INFO : TRAIN, epoch=0183, iter=00160/00196, fetch data time cost=1.48ms, fps=2052 images/s, loss=0.1380, top1-acc=96.84%, top5-acc=99.96%, remaining_time=0:00:04.550256, arrival_time=2021-04-14 22:32:10.168878, cost_time=0:00:20.223393 2021-04-14 22:32:06,864 INFO : TRAIN, epoch=0183, iter=00170/00196, fetch data time cost=1.35ms, fps=2056 images/s, loss=0.1380, top1-acc=96.84%, top5-acc=99.96%, remaining_time=0:00:03.283488, arrival_time=2021-04-14 22:32:10.147729, cost_time=0:00:21.469009 2021-04-14 22:32:08,113 INFO : TRAIN, epoch=0183, iter=00180/00196, fetch data time cost=1.33ms, fps=2050 images/s, loss=0.1384, top1-acc=96.81%, top5-acc=99.96%, remaining_time=0:00:02.019392, arrival_time=2021-04-14 22:32:10.132753, cost_time=0:00:22.718130 2021-04-14 22:32:09,360 INFO : TRAIN, epoch=0183, iter=00190/00196, fetch data time cost=1.30ms, fps=2054 images/s, loss=0.1388, top1-acc=96.79%, top5-acc=99.96%, remaining_time=0:00:00.756780, arrival_time=2021-04-14 22:32:10.116754, cost_time=0:00:23.964725 2021-04-14 22:32:10,037 INFO : TRAIN, epoch=0183, iter=00196/00196, fetch data time cost=1.42ms, fps=2009 images/s, loss=0.1402, top1-acc=96.76%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-14 22:32:10.037225, cost_time=0:00:24.642007 2021-04-14 22:32:10,543 INFO : EVAL, epoch=0183, iter=00010/00040, fetch data time cost=3.78ms, fps=5077 images/s, loss=1.1848, top1-acc=70.00%, top5-acc=92.07%, remaining_time=0:00:01.512690, arrival_time=2021-04-14 22:32:12.055883, cost_time=0:00:00.504230 2021-04-14 22:32:10,926 INFO : EVAL, epoch=0183, iter=00020/00040, fetch data time cost=1.54ms, fps=6678 images/s, loss=1.1796, top1-acc=70.45%, top5-acc=91.95%, remaining_time=0:00:00.887960, arrival_time=2021-04-14 22:32:11.814867, cost_time=0:00:00.887955 2021-04-14 22:32:11,311 INFO : EVAL, epoch=0183, iter=00030/00040, fetch data time cost=1.26ms, fps=6655 images/s, loss=1.1732, top1-acc=70.29%, top5-acc=92.17%, remaining_time=0:00:00.424330, arrival_time=2021-04-14 22:32:11.736258, cost_time=0:00:01.272981 2021-04-14 22:32:11,666 INFO : EVAL, epoch=0183, iter=00040/00040, fetch data time cost=0.05ms, fps=6544 images/s, loss=1.1733, top1-acc=70.03%, top5-acc=91.97%, remaining_time=0:00:00, arrival_time=2021-04-14 22:32:11.666792, cost_time=0:00:01.627861 2021-04-14 22:32:11,775 INFO : Epoch=0183 complete, best val top1-acc=70.46%, top5-acc=92.00% (epoch=179), remaining_time=0:07:31.362206, arrival_time=2021-04-14 22:39:43.137381, cost_time=1:20:58.781414 2021-04-14 22:32:11,777 INFO : Train start, epoch=0184, lr=0.001772 2021-04-14 22:32:13,203 INFO : TRAIN, epoch=0184, iter=00010/00196, fetch data time cost=1.48ms, fps=1795 images/s, loss=0.1346, top1-acc=97.11%, top5-acc=99.92%, remaining_time=0:00:26.520438, arrival_time=2021-04-14 22:32:39.723892, cost_time=0:00:01.425826 2021-04-14 22:32:14,462 INFO : TRAIN, epoch=0184, iter=00020/00196, fetch data time cost=1.52ms, fps=2034 images/s, loss=0.1337, top1-acc=97.17%, top5-acc=99.88%, remaining_time=0:00:23.625184, arrival_time=2021-04-14 22:32:38.087457, cost_time=0:00:02.684680 2021-04-14 22:32:15,717 INFO : TRAIN, epoch=0184, iter=00030/00196, fetch data time cost=2.07ms, fps=2041 images/s, loss=0.1351, top1-acc=97.03%, top5-acc=99.86%, remaining_time=0:00:21.798788, arrival_time=2021-04-14 22:32:37.515897, cost_time=0:00:03.939525 2021-04-14 22:32:16,976 INFO : TRAIN, epoch=0184, iter=00040/00196, fetch data time cost=1.41ms, fps=2034 images/s, loss=0.1341, top1-acc=97.00%, top5-acc=99.89%, remaining_time=0:00:20.274072, arrival_time=2021-04-14 22:32:37.250205, cost_time=0:00:05.198495 2021-04-14 22:32:18,222 INFO : TRAIN, epoch=0184, iter=00050/00196, fetch data time cost=1.36ms, fps=2055 images/s, loss=0.1315, top1-acc=97.13%, top5-acc=99.91%, remaining_time=0:00:18.818962, arrival_time=2021-04-14 22:32:37.041411, cost_time=0:00:06.444846 2021-04-14 22:32:19,470 INFO : TRAIN, epoch=0184, iter=00060/00196, fetch data time cost=1.65ms, fps=2052 images/s, loss=0.1340, top1-acc=97.06%, top5-acc=99.92%, remaining_time=0:00:17.437648, arrival_time=2021-04-14 22:32:36.908498, cost_time=0:00:07.693099 2021-04-14 22:32:20,718 INFO : TRAIN, epoch=0184, iter=00070/00196, fetch data time cost=1.73ms, fps=2053 images/s, loss=0.1339, top1-acc=97.03%, top5-acc=99.92%, remaining_time=0:00:16.093224, arrival_time=2021-04-14 22:32:36.811484, cost_time=0:00:08.940677 2021-04-14 22:32:21,965 INFO : TRAIN, epoch=0184, iter=00080/00196, fetch data time cost=1.39ms, fps=2053 images/s, loss=0.1348, top1-acc=96.98%, top5-acc=99.93%, remaining_time=0:00:14.772716, arrival_time=2021-04-14 22:32:36.738411, cost_time=0:00:10.188094 2021-04-14 22:32:23,214 INFO : TRAIN, epoch=0184, iter=00090/00196, fetch data time cost=1.49ms, fps=2051 images/s, loss=0.1334, top1-acc=97.06%, top5-acc=99.94%, remaining_time=0:00:13.469844, arrival_time=2021-04-14 22:32:36.684088, cost_time=0:00:11.436643 2021-04-14 22:32:24,464 INFO : TRAIN, epoch=0184, iter=00100/00196, fetch data time cost=1.42ms, fps=2049 images/s, loss=0.1322, top1-acc=97.09%, top5-acc=99.95%, remaining_time=0:00:12.179232, arrival_time=2021-04-14 22:32:36.643530, cost_time=0:00:12.686706 2021-04-14 22:32:25,713 INFO : TRAIN, epoch=0184, iter=00110/00196, fetch data time cost=1.53ms, fps=2049 images/s, loss=0.1318, top1-acc=97.10%, top5-acc=99.95%, remaining_time=0:00:10.895598, arrival_time=2021-04-14 22:32:36.609407, cost_time=0:00:13.936220 2021-04-14 22:32:26,960 INFO : TRAIN, epoch=0184, iter=00120/00196, fetch data time cost=1.35ms, fps=2053 images/s, loss=0.1327, top1-acc=97.06%, top5-acc=99.95%, remaining_time=0:00:09.616052, arrival_time=2021-04-14 22:32:36.576933, cost_time=0:00:15.183292 2021-04-14 22:32:28,206 INFO : TRAIN, epoch=0184, iter=00130/00196, fetch data time cost=1.33ms, fps=2056 images/s, loss=0.1339, top1-acc=97.02%, top5-acc=99.95%, remaining_time=0:00:08.340750, arrival_time=2021-04-14 22:32:36.547131, cost_time=0:00:16.428796 2021-04-14 22:32:29,451 INFO : TRAIN, epoch=0184, iter=00140/00196, fetch data time cost=1.41ms, fps=2057 images/s, loss=0.1340, top1-acc=97.00%, top5-acc=99.95%, remaining_time=0:00:07.069552, arrival_time=2021-04-14 22:32:36.521065, cost_time=0:00:17.673877 2021-04-14 22:32:30,705 INFO : TRAIN, epoch=0184, iter=00150/00196, fetch data time cost=1.42ms, fps=2042 images/s, loss=0.1345, top1-acc=96.97%, top5-acc=99.95%, remaining_time=0:00:05.804602, arrival_time=2021-04-14 22:32:36.510285, cost_time=0:00:18.928094 2021-04-14 22:32:31,962 INFO : TRAIN, epoch=0184, iter=00160/00196, fetch data time cost=1.54ms, fps=2037 images/s, loss=0.1349, top1-acc=96.95%, top5-acc=99.95%, remaining_time=0:00:04.541688, arrival_time=2021-04-14 22:32:36.504518, cost_time=0:00:20.185243 2021-04-14 22:32:33,224 INFO : TRAIN, epoch=0184, iter=00170/00196, fetch data time cost=1.42ms, fps=2030 images/s, loss=0.1353, top1-acc=96.93%, top5-acc=99.95%, remaining_time=0:00:03.280108, arrival_time=2021-04-14 22:32:36.504545, cost_time=0:00:21.446848 2021-04-14 22:32:34,472 INFO : TRAIN, epoch=0184, iter=00180/00196, fetch data time cost=1.42ms, fps=2052 images/s, loss=0.1357, top1-acc=96.92%, top5-acc=99.95%, remaining_time=0:00:02.017344, arrival_time=2021-04-14 22:32:36.489976, cost_time=0:00:22.695047 2021-04-14 22:32:35,719 INFO : TRAIN, epoch=0184, iter=00190/00196, fetch data time cost=1.25ms, fps=2053 images/s, loss=0.1363, top1-acc=96.90%, top5-acc=99.95%, remaining_time=0:00:00.756066, arrival_time=2021-04-14 22:32:36.475786, cost_time=0:00:23.942140 2021-04-14 22:32:36,396 INFO : TRAIN, epoch=0184, iter=00196/00196, fetch data time cost=1.17ms, fps=2010 images/s, loss=0.1370, top1-acc=96.90%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-14 22:32:36.396757, cost_time=0:00:24.619184 2021-04-14 22:32:36,911 INFO : EVAL, epoch=0184, iter=00010/00040, fetch data time cost=5.18ms, fps=4993 images/s, loss=1.1420, top1-acc=70.62%, top5-acc=92.19%, remaining_time=0:00:01.538130, arrival_time=2021-04-14 22:32:38.449292, cost_time=0:00:00.512712 2021-04-14 22:32:37,297 INFO : EVAL, epoch=0184, iter=00020/00040, fetch data time cost=1.47ms, fps=6638 images/s, loss=1.1671, top1-acc=70.43%, top5-acc=92.11%, remaining_time=0:00:00.898720, arrival_time=2021-04-14 22:32:38.195924, cost_time=0:00:00.898725 2021-04-14 22:32:37,687 INFO : EVAL, epoch=0184, iter=00030/00040, fetch data time cost=1.42ms, fps=6566 images/s, loss=1.1897, top1-acc=70.00%, top5-acc=91.82%, remaining_time=0:00:00.429680, arrival_time=2021-04-14 22:32:38.117314, cost_time=0:00:01.289051 2021-04-14 22:32:38,047 INFO : EVAL, epoch=0184, iter=00040/00040, fetch data time cost=0.05ms, fps=6446 images/s, loss=1.2016, top1-acc=70.20%, top5-acc=91.87%, remaining_time=0:00:00, arrival_time=2021-04-14 22:32:38.047940, cost_time=0:00:01.649521 2021-04-14 22:32:38,128 INFO : Epoch=0184 complete, best val top1-acc=70.46%, top5-acc=92.00% (epoch=179), remaining_time=0:07:04.794288, arrival_time=2021-04-14 22:39:42.922252, cost_time=1:21:25.134233 2021-04-14 22:32:38,129 INFO : Train start, epoch=0185, lr=0.001571 2021-04-14 22:32:39,577 INFO : TRAIN, epoch=0185, iter=00010/00196, fetch data time cost=1.56ms, fps=1767 images/s, loss=0.1313, top1-acc=97.46%, top5-acc=100.00%, remaining_time=0:00:26.940054, arrival_time=2021-04-14 22:33:06.517895, cost_time=0:00:01.448387 2021-04-14 22:32:40,828 INFO : TRAIN, epoch=0185, iter=00020/00196, fetch data time cost=1.29ms, fps=2047 images/s, loss=0.1286, top1-acc=97.27%, top5-acc=100.00%, remaining_time=0:00:23.752432, arrival_time=2021-04-14 22:33:04.581052, cost_time=0:00:02.699147 2021-04-14 22:32:42,076 INFO : TRAIN, epoch=0185, iter=00030/00196, fetch data time cost=1.37ms, fps=2053 images/s, loss=0.1268, top1-acc=97.41%, top5-acc=100.00%, remaining_time=0:00:21.838628, arrival_time=2021-04-14 22:33:03.914874, cost_time=0:00:03.946748 2021-04-14 22:32:43,341 INFO : TRAIN, epoch=0185, iter=00040/00196, fetch data time cost=1.96ms, fps=2024 images/s, loss=0.1292, top1-acc=97.32%, top5-acc=99.99%, remaining_time=0:00:20.327112, arrival_time=2021-04-14 22:33:03.668635, cost_time=0:00:05.212064 2021-04-14 22:32:44,592 INFO : TRAIN, epoch=0185, iter=00050/00196, fetch data time cost=1.36ms, fps=2046 images/s, loss=0.1266, top1-acc=97.47%, top5-acc=99.99%, remaining_time=0:00:18.873274, arrival_time=2021-04-14 22:33:03.466176, cost_time=0:00:06.463430 2021-04-14 22:32:45,839 INFO : TRAIN, epoch=0185, iter=00060/00196, fetch data time cost=1.38ms, fps=2055 images/s, loss=0.1268, top1-acc=97.39%, top5-acc=99.99%, remaining_time=0:00:17.475184, arrival_time=2021-04-14 22:33:03.314266, cost_time=0:00:07.709630 2021-04-14 22:32:47,107 INFO : TRAIN, epoch=0185, iter=00070/00196, fetch data time cost=1.43ms, fps=2019 images/s, loss=0.1279, top1-acc=97.36%, top5-acc=99.99%, remaining_time=0:00:16.160004, arrival_time=2021-04-14 22:33:03.267263, cost_time=0:00:08.977802 2021-04-14 22:32:48,353 INFO : TRAIN, epoch=0185, iter=00080/00196, fetch data time cost=1.41ms, fps=2056 images/s, loss=0.1286, top1-acc=97.38%, top5-acc=99.97%, remaining_time=0:00:14.823988, arrival_time=2021-04-14 22:33:03.177040, cost_time=0:00:10.223453 2021-04-14 22:32:49,606 INFO : TRAIN, epoch=0185, iter=00090/00196, fetch data time cost=1.41ms, fps=2044 images/s, loss=0.1278, top1-acc=97.41%, top5-acc=99.97%, remaining_time=0:00:13.516908, arrival_time=2021-04-14 22:33:03.123021, cost_time=0:00:11.476648 2021-04-14 22:32:50,854 INFO : TRAIN, epoch=0185, iter=00100/00196, fetch data time cost=1.42ms, fps=2051 images/s, loss=0.1286, top1-acc=97.36%, top5-acc=99.97%, remaining_time=0:00:12.216480, arrival_time=2021-04-14 22:33:03.071399, cost_time=0:00:12.725465 2021-04-14 22:32:52,103 INFO : TRAIN, epoch=0185, iter=00110/00196, fetch data time cost=1.36ms, fps=2051 images/s, loss=0.1289, top1-acc=97.32%, top5-acc=99.97%, remaining_time=0:00:10.925096, arrival_time=2021-04-14 22:33:03.028497, cost_time=0:00:13.973940 2021-04-14 22:32:53,349 INFO : TRAIN, epoch=0185, iter=00120/00196, fetch data time cost=1.41ms, fps=2055 images/s, loss=0.1302, top1-acc=97.26%, top5-acc=99.97%, remaining_time=0:00:09.639384, arrival_time=2021-04-14 22:33:02.988919, cost_time=0:00:15.220078 2021-04-14 22:32:54,596 INFO : TRAIN, epoch=0185, iter=00130/00196, fetch data time cost=1.36ms, fps=2054 images/s, loss=0.1302, top1-acc=97.25%, top5-acc=99.97%, remaining_time=0:00:08.359956, arrival_time=2021-04-14 22:33:02.955990, cost_time=0:00:16.466571 2021-04-14 22:32:55,841 INFO : TRAIN, epoch=0185, iter=00140/00196, fetch data time cost=1.55ms, fps=2057 images/s, loss=0.1300, top1-acc=97.24%, top5-acc=99.96%, remaining_time=0:00:07.084672, arrival_time=2021-04-14 22:33:02.925788, cost_time=0:00:17.711656 2021-04-14 22:32:57,087 INFO : TRAIN, epoch=0185, iter=00150/00196, fetch data time cost=1.54ms, fps=2054 images/s, loss=0.1302, top1-acc=97.21%, top5-acc=99.97%, remaining_time=0:00:05.813802, arrival_time=2021-04-14 22:33:02.901366, cost_time=0:00:18.958106 2021-04-14 22:32:58,341 INFO : TRAIN, epoch=0185, iter=00160/00196, fetch data time cost=2.19ms, fps=2042 images/s, loss=0.1306, top1-acc=97.18%, top5-acc=99.97%, remaining_time=0:00:04.547736, arrival_time=2021-04-14 22:33:02.889531, cost_time=0:00:20.212200 2021-04-14 22:32:59,591 INFO : TRAIN, epoch=0185, iter=00170/00196, fetch data time cost=1.69ms, fps=2050 images/s, loss=0.1315, top1-acc=97.14%, top5-acc=99.96%, remaining_time=0:00:03.282344, arrival_time=2021-04-14 22:33:02.873327, cost_time=0:00:21.461523 2021-04-14 22:33:00,842 INFO : TRAIN, epoch=0185, iter=00180/00196, fetch data time cost=1.36ms, fps=2046 images/s, loss=0.1314, top1-acc=97.13%, top5-acc=99.96%, remaining_time=0:00:02.018960, arrival_time=2021-04-14 22:33:02.861763, cost_time=0:00:22.713347 2021-04-14 22:33:02,091 INFO : TRAIN, epoch=0185, iter=00190/00196, fetch data time cost=1.62ms, fps=2050 images/s, loss=0.1321, top1-acc=97.10%, top5-acc=99.96%, remaining_time=0:00:00.756702, arrival_time=2021-04-14 22:33:02.848373, cost_time=0:00:23.962208 2021-04-14 22:33:02,766 INFO : TRAIN, epoch=0185, iter=00196/00196, fetch data time cost=1.25ms, fps=2017 images/s, loss=0.1319, top1-acc=97.11%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-14 22:33:02.766545, cost_time=0:00:24.637083 2021-04-14 22:33:03,272 INFO : EVAL, epoch=0185, iter=00010/00040, fetch data time cost=1.47ms, fps=5079 images/s, loss=1.1575, top1-acc=70.47%, top5-acc=91.72%, remaining_time=0:00:01.511970, arrival_time=2021-04-14 22:33:04.784328, cost_time=0:00:00.503987 2021-04-14 22:33:03,661 INFO : EVAL, epoch=0185, iter=00020/00040, fetch data time cost=2.30ms, fps=6592 images/s, loss=1.1615, top1-acc=70.74%, top5-acc=91.91%, remaining_time=0:00:00.892700, arrival_time=2021-04-14 22:33:04.553777, cost_time=0:00:00.892707 2021-04-14 22:33:04,044 INFO : EVAL, epoch=0185, iter=00030/00040, fetch data time cost=1.32ms, fps=6676 images/s, loss=1.1743, top1-acc=70.59%, top5-acc=91.74%, remaining_time=0:00:00.425500, arrival_time=2021-04-14 22:33:04.470379, cost_time=0:00:01.276495 2021-04-14 22:33:04,401 INFO : EVAL, epoch=0185, iter=00040/00040, fetch data time cost=0.05ms, fps=6514 images/s, loss=1.1714, top1-acc=70.50%, top5-acc=91.87%, remaining_time=0:00:00, arrival_time=2021-04-14 22:33:04.401380, cost_time=0:00:01.633028 2021-04-14 22:33:04,548 INFO : Epoch=0185 complete, best val top1-acc=70.50%, top5-acc=91.87% (epoch=185), remaining_time=0:06:38.234190, arrival_time=2021-04-14 22:39:42.782910, cost_time=1:21:51.554988 2021-04-14 22:33:04,549 INFO : Train start, epoch=0186, lr=0.001382 2021-04-14 22:33:05,966 INFO : TRAIN, epoch=0186, iter=00010/00196, fetch data time cost=1.25ms, fps=1807 images/s, loss=0.1236, top1-acc=97.30%, top5-acc=99.96%, remaining_time=0:00:26.343738, arrival_time=2021-04-14 22:33:32.310111, cost_time=0:00:01.416331 2021-04-14 22:33:07,209 INFO : TRAIN, epoch=0186, iter=00020/00196, fetch data time cost=1.39ms, fps=2060 images/s, loss=0.1240, top1-acc=97.36%, top5-acc=99.92%, remaining_time=0:00:23.402544, arrival_time=2021-04-14 22:33:30.611982, cost_time=0:00:02.659373 2021-04-14 22:33:08,464 INFO : TRAIN, epoch=0186, iter=00030/00196, fetch data time cost=1.41ms, fps=2040 images/s, loss=0.1243, top1-acc=97.25%, top5-acc=99.91%, remaining_time=0:00:21.659846, arrival_time=2021-04-14 22:33:30.124323, cost_time=0:00:03.914419 2021-04-14 22:33:09,718 INFO : TRAIN, epoch=0186, iter=00040/00196, fetch data time cost=1.62ms, fps=2041 images/s, loss=0.1253, top1-acc=97.15%, top5-acc=99.92%, remaining_time=0:00:20.158476, arrival_time=2021-04-14 22:33:29.877375, cost_time=0:00:05.168851 2021-04-14 22:33:10,969 INFO : TRAIN, epoch=0186, iter=00050/00196, fetch data time cost=1.49ms, fps=2048 images/s, loss=0.1245, top1-acc=97.20%, top5-acc=99.94%, remaining_time=0:00:18.743918, arrival_time=2021-04-14 22:33:29.713118, cost_time=0:00:06.419154 2021-04-14 22:33:12,221 INFO : TRAIN, epoch=0186, iter=00060/00196, fetch data time cost=1.51ms, fps=2044 images/s, loss=0.1225, top1-acc=97.33%, top5-acc=99.95%, remaining_time=0:00:17.389096, arrival_time=2021-04-14 22:33:29.610832, cost_time=0:00:07.671663 2021-04-14 22:33:13,474 INFO : TRAIN, epoch=0186, iter=00070/00196, fetch data time cost=1.82ms, fps=2044 images/s, loss=0.1235, top1-acc=97.30%, top5-acc=99.95%, remaining_time=0:00:16.064496, arrival_time=2021-04-14 22:33:29.539232, cost_time=0:00:08.924687 2021-04-14 22:33:14,720 INFO : TRAIN, epoch=0186, iter=00080/00196, fetch data time cost=1.57ms, fps=2056 images/s, loss=0.1233, top1-acc=97.33%, top5-acc=99.96%, remaining_time=0:00:14.746384, arrival_time=2021-04-14 22:33:29.466389, cost_time=0:00:10.169959 2021-04-14 22:33:15,970 INFO : TRAIN, epoch=0186, iter=00090/00196, fetch data time cost=1.30ms, fps=2048 images/s, loss=0.1232, top1-acc=97.36%, top5-acc=99.95%, remaining_time=0:00:13.450764, arrival_time=2021-04-14 22:33:29.421360, cost_time=0:00:11.420488 2021-04-14 22:33:17,223 INFO : TRAIN, epoch=0186, iter=00100/00196, fetch data time cost=1.47ms, fps=2045 images/s, loss=0.1239, top1-acc=97.31%, top5-acc=99.95%, remaining_time=0:00:12.166080, arrival_time=2021-04-14 22:33:29.389155, cost_time=0:00:12.673032 2021-04-14 22:33:18,477 INFO : TRAIN, epoch=0186, iter=00110/00196, fetch data time cost=1.32ms, fps=2042 images/s, loss=0.1239, top1-acc=97.34%, top5-acc=99.96%, remaining_time=0:00:10.888546, arrival_time=2021-04-14 22:33:29.365823, cost_time=0:00:13.927229 2021-04-14 22:33:19,739 INFO : TRAIN, epoch=0186, iter=00120/00196, fetch data time cost=1.40ms, fps=2029 images/s, loss=0.1251, top1-acc=97.30%, top5-acc=99.96%, remaining_time=0:00:09.619852, arrival_time=2021-04-14 22:33:29.359240, cost_time=0:00:15.189216 2021-04-14 22:33:20,993 INFO : TRAIN, epoch=0186, iter=00130/00196, fetch data time cost=1.41ms, fps=2043 images/s, loss=0.1252, top1-acc=97.28%, top5-acc=99.95%, remaining_time=0:00:08.348076, arrival_time=2021-04-14 22:33:29.341331, cost_time=0:00:16.443212 2021-04-14 22:33:22,245 INFO : TRAIN, epoch=0186, iter=00140/00196, fetch data time cost=1.44ms, fps=2045 images/s, loss=0.1251, top1-acc=97.30%, top5-acc=99.96%, remaining_time=0:00:07.078176, arrival_time=2021-04-14 22:33:29.323597, cost_time=0:00:17.695378 2021-04-14 22:33:23,491 INFO : TRAIN, epoch=0186, iter=00150/00196, fetch data time cost=1.63ms, fps=2055 images/s, loss=0.1259, top1-acc=97.26%, top5-acc=99.96%, remaining_time=0:00:05.808742, arrival_time=2021-04-14 22:33:29.300309, cost_time=0:00:18.941508 2021-04-14 22:33:24,741 INFO : TRAIN, epoch=0186, iter=00160/00196, fetch data time cost=1.56ms, fps=2049 images/s, loss=0.1259, top1-acc=97.29%, top5-acc=99.96%, remaining_time=0:00:04.543056, arrival_time=2021-04-14 22:33:29.284403, cost_time=0:00:20.191289 2021-04-14 22:33:25,986 INFO : TRAIN, epoch=0186, iter=00170/00196, fetch data time cost=1.59ms, fps=2056 images/s, loss=0.1263, top1-acc=97.27%, top5-acc=99.96%, remaining_time=0:00:03.278548, arrival_time=2021-04-14 22:33:29.265245, cost_time=0:00:21.436651 2021-04-14 22:33:27,231 INFO : TRAIN, epoch=0186, iter=00180/00196, fetch data time cost=1.39ms, fps=2057 images/s, loss=0.1263, top1-acc=97.28%, top5-acc=99.96%, remaining_time=0:00:02.016128, arrival_time=2021-04-14 22:33:29.247556, cost_time=0:00:22.681379 2021-04-14 22:33:28,477 INFO : TRAIN, epoch=0186, iter=00190/00196, fetch data time cost=1.18ms, fps=2056 images/s, loss=0.1266, top1-acc=97.25%, top5-acc=99.96%, remaining_time=0:00:00.755592, arrival_time=2021-04-14 22:33:29.232758, cost_time=0:00:23.927120 2021-04-14 22:33:29,153 INFO : TRAIN, epoch=0186, iter=00196/00196, fetch data time cost=1.27ms, fps=2011 images/s, loss=0.1268, top1-acc=97.23%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-14 22:33:29.153898, cost_time=0:00:24.603852 2021-04-14 22:33:29,666 INFO : EVAL, epoch=0186, iter=00010/00040, fetch data time cost=0.45ms, fps=5012 images/s, loss=1.1675, top1-acc=71.25%, top5-acc=91.72%, remaining_time=0:00:01.532280, arrival_time=2021-04-14 22:33:31.198858, cost_time=0:00:00.510763 2021-04-14 22:33:30,051 INFO : EVAL, epoch=0186, iter=00020/00040, fetch data time cost=1.28ms, fps=6655 images/s, loss=1.1806, top1-acc=70.96%, top5-acc=91.68%, remaining_time=0:00:00.895760, arrival_time=2021-04-14 22:33:30.947327, cost_time=0:00:00.895754 2021-04-14 22:33:30,437 INFO : EVAL, epoch=0186, iter=00030/00040, fetch data time cost=1.53ms, fps=6642 images/s, loss=1.1874, top1-acc=70.65%, top5-acc=91.84%, remaining_time=0:00:00.427180, arrival_time=2021-04-14 22:33:30.864564, cost_time=0:00:01.281528 2021-04-14 22:33:30,795 INFO : EVAL, epoch=0186, iter=00040/00040, fetch data time cost=0.07ms, fps=6493 images/s, loss=1.1678, top1-acc=70.87%, top5-acc=91.94%, remaining_time=0:00:00, arrival_time=2021-04-14 22:33:30.795124, cost_time=0:00:01.639328 2021-04-14 22:33:30,944 INFO : Epoch=0186 complete, best val top1-acc=70.87%, top5-acc=91.94% (epoch=186), remaining_time=0:06:11.673680, arrival_time=2021-04-14 22:39:42.617664, cost_time=1:22:17.950233 2021-04-14 22:33:30,945 INFO : Train start, epoch=0187, lr=0.001204 2021-04-14 22:33:32,387 INFO : TRAIN, epoch=0187, iter=00010/00196, fetch data time cost=1.33ms, fps=1775 images/s, loss=0.1206, top1-acc=97.27%, top5-acc=99.96%, remaining_time=0:00:26.818968, arrival_time=2021-04-14 22:33:59.206213, cost_time=0:00:01.441877 2021-04-14 22:33:33,631 INFO : TRAIN, epoch=0187, iter=00020/00196, fetch data time cost=1.35ms, fps=2058 images/s, loss=0.1221, top1-acc=97.21%, top5-acc=99.98%, remaining_time=0:00:23.638208, arrival_time=2021-04-14 22:33:57.269750, cost_time=0:00:02.686170 2021-04-14 22:33:34,881 INFO : TRAIN, epoch=0187, iter=00030/00196, fetch data time cost=1.39ms, fps=2048 images/s, loss=0.1194, top1-acc=97.42%, top5-acc=99.99%, remaining_time=0:00:21.781026, arrival_time=2021-04-14 22:33:56.662798, cost_time=0:00:03.936336 2021-04-14 22:33:36,137 INFO : TRAIN, epoch=0187, iter=00040/00196, fetch data time cost=1.42ms, fps=2040 images/s, loss=0.1231, top1-acc=97.20%, top5-acc=99.96%, remaining_time=0:00:20.247240, arrival_time=2021-04-14 22:33:56.384202, cost_time=0:00:05.191595 2021-04-14 22:33:37,383 INFO : TRAIN, epoch=0187, iter=00050/00196, fetch data time cost=1.48ms, fps=2055 images/s, loss=0.1232, top1-acc=97.27%, top5-acc=99.96%, remaining_time=0:00:18.798668, arrival_time=2021-04-14 22:33:56.181983, cost_time=0:00:06.437894 2021-04-14 22:33:38,632 INFO : TRAIN, epoch=0187, iter=00060/00196, fetch data time cost=1.28ms, fps=2050 images/s, loss=0.1227, top1-acc=97.31%, top5-acc=99.96%, remaining_time=0:00:17.424048, arrival_time=2021-04-14 22:33:56.056494, cost_time=0:00:07.687074 2021-04-14 22:33:39,877 INFO : TRAIN, epoch=0187, iter=00070/00196, fetch data time cost=1.33ms, fps=2056 images/s, loss=0.1227, top1-acc=97.33%, top5-acc=99.96%, remaining_time=0:00:16.078356, arrival_time=2021-04-14 22:33:55.956155, cost_time=0:00:08.932439 2021-04-14 22:33:41,123 INFO : TRAIN, epoch=0187, iter=00080/00196, fetch data time cost=1.35ms, fps=2056 images/s, loss=0.1221, top1-acc=97.36%, top5-acc=99.96%, remaining_time=0:00:14.758448, arrival_time=2021-04-14 22:33:55.882026, cost_time=0:00:10.178206 2021-04-14 22:33:42,374 INFO : TRAIN, epoch=0187, iter=00090/00196, fetch data time cost=1.37ms, fps=2047 images/s, loss=0.1231, top1-acc=97.36%, top5-acc=99.96%, remaining_time=0:00:13.461046, arrival_time=2021-04-14 22:33:55.835596, cost_time=0:00:11.429178 2021-04-14 22:33:43,620 INFO : TRAIN, epoch=0187, iter=00100/00196, fetch data time cost=1.53ms, fps=2055 images/s, loss=0.1243, top1-acc=97.28%, top5-acc=99.96%, remaining_time=0:00:12.168480, arrival_time=2021-04-14 22:33:55.789391, cost_time=0:00:12.675513 2021-04-14 22:33:44,869 INFO : TRAIN, epoch=0187, iter=00110/00196, fetch data time cost=1.49ms, fps=2052 images/s, loss=0.1238, top1-acc=97.29%, top5-acc=99.96%, remaining_time=0:00:10.885708, arrival_time=2021-04-14 22:33:55.754738, cost_time=0:00:13.923619 2021-04-14 22:33:46,115 INFO : TRAIN, epoch=0187, iter=00120/00196, fetch data time cost=1.57ms, fps=2054 images/s, loss=0.1246, top1-acc=97.25%, top5-acc=99.96%, remaining_time=0:00:09.607920, arrival_time=2021-04-14 22:33:55.723734, cost_time=0:00:15.170441 2021-04-14 22:33:47,367 INFO : TRAIN, epoch=0187, iter=00130/00196, fetch data time cost=1.42ms, fps=2046 images/s, loss=0.1242, top1-acc=97.27%, top5-acc=99.97%, remaining_time=0:00:08.337384, arrival_time=2021-04-14 22:33:55.704934, cost_time=0:00:16.422181 2021-04-14 22:33:48,616 INFO : TRAIN, epoch=0187, iter=00140/00196, fetch data time cost=1.37ms, fps=2050 images/s, loss=0.1243, top1-acc=97.30%, top5-acc=99.97%, remaining_time=0:00:07.068544, arrival_time=2021-04-14 22:33:55.685318, cost_time=0:00:17.671402 2021-04-14 22:33:49,868 INFO : TRAIN, epoch=0187, iter=00150/00196, fetch data time cost=1.48ms, fps=2047 images/s, loss=0.1243, top1-acc=97.30%, top5-acc=99.97%, remaining_time=0:00:05.802946, arrival_time=2021-04-14 22:33:55.671096, cost_time=0:00:18.922702 2021-04-14 22:33:51,115 INFO : TRAIN, epoch=0187, iter=00160/00196, fetch data time cost=1.57ms, fps=2053 images/s, loss=0.1245, top1-acc=97.31%, top5-acc=99.97%, remaining_time=0:00:04.538304, arrival_time=2021-04-14 22:33:55.653866, cost_time=0:00:20.170203 2021-04-14 22:33:52,367 INFO : TRAIN, epoch=0187, iter=00170/00196, fetch data time cost=1.52ms, fps=2045 images/s, loss=0.1251, top1-acc=97.30%, top5-acc=99.97%, remaining_time=0:00:03.276364, arrival_time=2021-04-14 22:33:55.644184, cost_time=0:00:21.422448 2021-04-14 22:33:53,612 INFO : TRAIN, epoch=0187, iter=00180/00196, fetch data time cost=1.35ms, fps=2058 images/s, loss=0.1253, top1-acc=97.30%, top5-acc=99.96%, remaining_time=0:00:02.014816, arrival_time=2021-04-14 22:33:55.626850, cost_time=0:00:22.666661 2021-04-14 22:33:54,859 INFO : TRAIN, epoch=0187, iter=00190/00196, fetch data time cost=1.21ms, fps=2053 images/s, loss=0.1252, top1-acc=97.30%, top5-acc=99.97%, remaining_time=0:00:00.755172, arrival_time=2021-04-14 22:33:55.614342, cost_time=0:00:23.913793 2021-04-14 22:33:55,537 INFO : TRAIN, epoch=0187, iter=00196/00196, fetch data time cost=1.24ms, fps=2007 images/s, loss=0.1256, top1-acc=97.31%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-14 22:33:55.537100, cost_time=0:00:24.591752 2021-04-14 22:33:56,053 INFO : EVAL, epoch=0187, iter=00010/00040, fetch data time cost=0.30ms, fps=4972 images/s, loss=1.2245, top1-acc=68.91%, top5-acc=91.91%, remaining_time=0:00:01.544520, arrival_time=2021-04-14 22:33:57.598153, cost_time=0:00:00.514837 2021-04-14 22:33:56,444 INFO : EVAL, epoch=0187, iter=00020/00040, fetch data time cost=2.12ms, fps=6562 images/s, loss=1.1888, top1-acc=69.96%, top5-acc=92.09%, remaining_time=0:00:00.905460, arrival_time=2021-04-14 22:33:57.349661, cost_time=0:00:00.905464 2021-04-14 22:33:56,829 INFO : EVAL, epoch=0187, iter=00030/00040, fetch data time cost=1.38ms, fps=6655 images/s, loss=1.2001, top1-acc=69.99%, top5-acc=91.97%, remaining_time=0:00:00.430160, arrival_time=2021-04-14 22:33:57.259383, cost_time=0:00:01.290494 2021-04-14 22:33:57,185 INFO : EVAL, epoch=0187, iter=00040/00040, fetch data time cost=0.05ms, fps=6511 images/s, loss=1.1628, top1-acc=70.47%, top5-acc=91.81%, remaining_time=0:00:00, arrival_time=2021-04-14 22:33:57.185845, cost_time=0:00:01.647128 2021-04-14 22:33:57,268 INFO : Epoch=0187 complete, best val top1-acc=70.87%, top5-acc=91.94% (epoch=186), remaining_time=0:05:45.109999, arrival_time=2021-04-14 22:39:42.378386, cost_time=1:22:44.274655 2021-04-14 22:33:57,269 INFO : Train start, epoch=0188, lr=0.001039 2021-04-14 22:33:58,708 INFO : TRAIN, epoch=0188, iter=00010/00196, fetch data time cost=0.35ms, fps=1780 images/s, loss=0.1218, top1-acc=97.58%, top5-acc=99.92%, remaining_time=0:00:26.752194, arrival_time=2021-04-14 22:34:25.460239, cost_time=0:00:01.438290 2021-04-14 22:33:59,962 INFO : TRAIN, epoch=0188, iter=00020/00196, fetch data time cost=1.93ms, fps=2042 images/s, loss=0.1184, top1-acc=97.50%, top5-acc=99.90%, remaining_time=0:00:23.695232, arrival_time=2021-04-14 22:34:23.657615, cost_time=0:00:02.692632 2021-04-14 22:34:01,214 INFO : TRAIN, epoch=0188, iter=00030/00196, fetch data time cost=1.41ms, fps=2045 images/s, loss=0.1173, top1-acc=97.58%, top5-acc=99.93%, remaining_time=0:00:21.827672, arrival_time=2021-04-14 22:34:23.042176, cost_time=0:00:03.944749 2021-04-14 22:34:02,460 INFO : TRAIN, epoch=0188, iter=00040/00196, fetch data time cost=1.39ms, fps=2055 images/s, loss=0.1209, top1-acc=97.53%, top5-acc=99.92%, remaining_time=0:00:20.243496, arrival_time=2021-04-14 22:34:22.703901, cost_time=0:00:05.190652 2021-04-14 22:34:03,717 INFO : TRAIN, epoch=0188, iter=00050/00196, fetch data time cost=1.41ms, fps=2037 images/s, loss=0.1202, top1-acc=97.51%, top5-acc=99.92%, remaining_time=0:00:18.827576, arrival_time=2021-04-14 22:34:22.545122, cost_time=0:00:06.447805 2021-04-14 22:34:04,973 INFO : TRAIN, epoch=0188, iter=00060/00196, fetch data time cost=1.48ms, fps=2039 images/s, loss=0.1186, top1-acc=97.52%, top5-acc=99.93%, remaining_time=0:00:17.461312, arrival_time=2021-04-14 22:34:22.434580, cost_time=0:00:07.703513 2021-04-14 22:34:06,232 INFO : TRAIN, epoch=0188, iter=00070/00196, fetch data time cost=1.32ms, fps=2034 images/s, loss=0.1195, top1-acc=97.51%, top5-acc=99.94%, remaining_time=0:00:16.132158, arrival_time=2021-04-14 22:34:22.364237, cost_time=0:00:08.962327 2021-04-14 22:34:07,485 INFO : TRAIN, epoch=0188, iter=00080/00196, fetch data time cost=1.42ms, fps=2043 images/s, loss=0.1198, top1-acc=97.48%, top5-acc=99.95%, remaining_time=0:00:14.812852, arrival_time=2021-04-14 22:34:22.298330, cost_time=0:00:10.215729 2021-04-14 22:34:08,730 INFO : TRAIN, epoch=0188, iter=00090/00196, fetch data time cost=1.36ms, fps=2056 images/s, loss=0.1198, top1-acc=97.47%, top5-acc=99.96%, remaining_time=0:00:13.498570, arrival_time=2021-04-14 22:34:22.229348, cost_time=0:00:11.461037 2021-04-14 22:34:09,978 INFO : TRAIN, epoch=0188, iter=00100/00196, fetch data time cost=1.33ms, fps=2053 images/s, loss=0.1193, top1-acc=97.48%, top5-acc=99.96%, remaining_time=0:00:12.200256, arrival_time=2021-04-14 22:34:22.178623, cost_time=0:00:12.708593 2021-04-14 22:34:11,221 INFO : TRAIN, epoch=0188, iter=00110/00196, fetch data time cost=1.42ms, fps=2060 images/s, loss=0.1196, top1-acc=97.48%, top5-acc=99.96%, remaining_time=0:00:10.907982, arrival_time=2021-04-14 22:34:22.129778, cost_time=0:00:13.952046 2021-04-14 22:34:12,471 INFO : TRAIN, epoch=0188, iter=00120/00196, fetch data time cost=1.31ms, fps=2050 images/s, loss=0.1202, top1-acc=97.47%, top5-acc=99.96%, remaining_time=0:00:09.627452, arrival_time=2021-04-14 22:34:22.098455, cost_time=0:00:15.201255 2021-04-14 22:34:13,720 INFO : TRAIN, epoch=0188, iter=00130/00196, fetch data time cost=1.40ms, fps=2050 images/s, loss=0.1204, top1-acc=97.49%, top5-acc=99.95%, remaining_time=0:00:08.351706, arrival_time=2021-04-14 22:34:22.071789, cost_time=0:00:16.450320 2021-04-14 22:34:14,965 INFO : TRAIN, epoch=0188, iter=00140/00196, fetch data time cost=1.52ms, fps=2057 images/s, loss=0.1207, top1-acc=97.45%, top5-acc=99.96%, remaining_time=0:00:07.078176, arrival_time=2021-04-14 22:34:22.043296, cost_time=0:00:17.695371 2021-04-14 22:34:16,212 INFO : TRAIN, epoch=0188, iter=00150/00196, fetch data time cost=1.57ms, fps=2053 images/s, loss=0.1207, top1-acc=97.43%, top5-acc=99.96%, remaining_time=0:00:05.809156, arrival_time=2021-04-14 22:34:22.021784, cost_time=0:00:18.942837 2021-04-14 22:34:17,459 INFO : TRAIN, epoch=0188, iter=00160/00196, fetch data time cost=1.47ms, fps=2054 images/s, loss=0.1216, top1-acc=97.40%, top5-acc=99.96%, remaining_time=0:00:04.542660, arrival_time=2021-04-14 22:34:22.002089, cost_time=0:00:20.189677 2021-04-14 22:34:18,707 INFO : TRAIN, epoch=0188, iter=00170/00196, fetch data time cost=1.37ms, fps=2051 images/s, loss=0.1219, top1-acc=97.36%, top5-acc=99.96%, remaining_time=0:00:03.278756, arrival_time=2021-04-14 22:34:21.986589, cost_time=0:00:21.438087 2021-04-14 22:34:19,962 INFO : TRAIN, epoch=0188, iter=00180/00196, fetch data time cost=1.50ms, fps=2042 images/s, loss=0.1220, top1-acc=97.37%, top5-acc=99.96%, remaining_time=0:00:02.017088, arrival_time=2021-04-14 22:34:21.979211, cost_time=0:00:22.692297 2021-04-14 22:34:21,208 INFO : TRAIN, epoch=0188, iter=00190/00196, fetch data time cost=1.46ms, fps=2055 images/s, loss=0.1218, top1-acc=97.37%, top5-acc=99.96%, remaining_time=0:00:00.755964, arrival_time=2021-04-14 22:34:21.964552, cost_time=0:00:23.938829 2021-04-14 22:34:21,893 INFO : TRAIN, epoch=0188, iter=00196/00196, fetch data time cost=1.70ms, fps=1987 images/s, loss=0.1218, top1-acc=97.38%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-14 22:34:21.893576, cost_time=0:00:24.623829 2021-04-14 22:34:22,403 INFO : EVAL, epoch=0188, iter=00010/00040, fetch data time cost=0.21ms, fps=5041 images/s, loss=1.1893, top1-acc=69.22%, top5-acc=91.64%, remaining_time=0:00:01.523610, arrival_time=2021-04-14 22:34:23.926901, cost_time=0:00:00.507868 2021-04-14 22:34:22,792 INFO : EVAL, epoch=0188, iter=00020/00040, fetch data time cost=0.21ms, fps=6587 images/s, loss=1.1568, top1-acc=70.37%, top5-acc=91.82%, remaining_time=0:00:00.896880, arrival_time=2021-04-14 22:34:23.689157, cost_time=0:00:00.896873 2021-04-14 22:34:23,178 INFO : EVAL, epoch=0188, iter=00030/00040, fetch data time cost=1.55ms, fps=6637 images/s, loss=1.1614, top1-acc=70.16%, top5-acc=91.78%, remaining_time=0:00:00.427630, arrival_time=2021-04-14 22:34:23.605927, cost_time=0:00:01.282892 2021-04-14 22:34:23,532 INFO : EVAL, epoch=0188, iter=00040/00040, fetch data time cost=0.06ms, fps=6552 images/s, loss=1.1695, top1-acc=70.27%, top5-acc=91.85%, remaining_time=0:00:00, arrival_time=2021-04-14 22:34:23.532675, cost_time=0:00:01.637293 2021-04-14 22:34:23,615 INFO : Epoch=0188 complete, best val top1-acc=70.87%, top5-acc=91.94% (epoch=186), remaining_time=0:05:18.550356, arrival_time=2021-04-14 22:39:42.166303, cost_time=1:23:10.622217 2021-04-14 22:34:23,617 INFO : Train start, epoch=0189, lr=0.000886 2021-04-14 22:34:25,044 INFO : TRAIN, epoch=0189, iter=00010/00196, fetch data time cost=1.54ms, fps=1794 images/s, loss=0.1288, top1-acc=97.15%, top5-acc=99.96%, remaining_time=0:00:26.544990, arrival_time=2021-04-14 22:34:51.589563, cost_time=0:00:01.427147 2021-04-14 22:34:26,302 INFO : TRAIN, epoch=0189, iter=00020/00196, fetch data time cost=1.38ms, fps=2036 images/s, loss=0.1248, top1-acc=97.34%, top5-acc=99.98%, remaining_time=0:00:23.626768, arrival_time=2021-04-14 22:34:49.929028, cost_time=0:00:02.684854 2021-04-14 22:34:27,552 INFO : TRAIN, epoch=0189, iter=00030/00196, fetch data time cost=1.42ms, fps=2048 images/s, loss=0.1241, top1-acc=97.28%, top5-acc=99.99%, remaining_time=0:00:21.774552, arrival_time=2021-04-14 22:34:49.327123, cost_time=0:00:03.935152 2021-04-14 22:34:28,801 INFO : TRAIN, epoch=0189, iter=00040/00196, fetch data time cost=1.89ms, fps=2051 images/s, loss=0.1211, top1-acc=97.48%, top5-acc=99.98%, remaining_time=0:00:20.216040, arrival_time=2021-04-14 22:34:49.017033, cost_time=0:00:05.183581 2021-04-14 22:34:30,050 INFO : TRAIN, epoch=0189, iter=00050/00196, fetch data time cost=2.08ms, fps=2049 images/s, loss=0.1206, top1-acc=97.54%, top5-acc=99.98%, remaining_time=0:00:18.785236, arrival_time=2021-04-14 22:34:48.835939, cost_time=0:00:06.433284 2021-04-14 22:34:31,306 INFO : TRAIN, epoch=0189, iter=00060/00196, fetch data time cost=1.48ms, fps=2039 images/s, loss=0.1206, top1-acc=97.53%, top5-acc=99.97%, remaining_time=0:00:17.428944, arrival_time=2021-04-14 22:34:48.735620, cost_time=0:00:07.689268 2021-04-14 22:34:32,553 INFO : TRAIN, epoch=0189, iter=00070/00196, fetch data time cost=1.36ms, fps=2054 images/s, loss=0.1185, top1-acc=97.61%, top5-acc=99.97%, remaining_time=0:00:16.084908, arrival_time=2021-04-14 22:34:48.638383, cost_time=0:00:08.936068 2021-04-14 22:34:33,797 INFO : TRAIN, epoch=0189, iter=00080/00196, fetch data time cost=1.46ms, fps=2059 images/s, loss=0.1199, top1-acc=97.50%, top5-acc=99.96%, remaining_time=0:00:14.760652, arrival_time=2021-04-14 22:34:48.557827, cost_time=0:00:10.179771 2021-04-14 22:34:35,045 INFO : TRAIN, epoch=0189, iter=00090/00196, fetch data time cost=1.49ms, fps=2051 images/s, loss=0.1190, top1-acc=97.55%, top5-acc=99.97%, remaining_time=0:00:13.459986, arrival_time=2021-04-14 22:34:48.505641, cost_time=0:00:11.428250 2021-04-14 22:34:36,293 INFO : TRAIN, epoch=0189, iter=00100/00196, fetch data time cost=1.46ms, fps=2052 images/s, loss=0.1189, top1-acc=97.54%, top5-acc=99.97%, remaining_time=0:00:12.169248, arrival_time=2021-04-14 22:34:48.462980, cost_time=0:00:12.676323 2021-04-14 22:34:37,539 INFO : TRAIN, epoch=0189, iter=00110/00196, fetch data time cost=1.51ms, fps=2056 images/s, loss=0.1193, top1-acc=97.49%, top5-acc=99.97%, remaining_time=0:00:10.884160, arrival_time=2021-04-14 22:34:48.423180, cost_time=0:00:13.921619 2021-04-14 22:34:38,785 INFO : TRAIN, epoch=0189, iter=00120/00196, fetch data time cost=1.80ms, fps=2055 images/s, loss=0.1189, top1-acc=97.51%, top5-acc=99.97%, remaining_time=0:00:09.606172, arrival_time=2021-04-14 22:34:48.391212, cost_time=0:00:15.167636 2021-04-14 22:34:40,031 INFO : TRAIN, epoch=0189, iter=00130/00196, fetch data time cost=1.28ms, fps=2055 images/s, loss=0.1190, top1-acc=97.52%, top5-acc=99.97%, remaining_time=0:00:08.333028, arrival_time=2021-04-14 22:34:48.364028, cost_time=0:00:16.413592 2021-04-14 22:34:41,276 INFO : TRAIN, epoch=0189, iter=00140/00196, fetch data time cost=1.35ms, fps=2056 images/s, loss=0.1190, top1-acc=97.52%, top5-acc=99.97%, remaining_time=0:00:07.063560, arrival_time=2021-04-14 22:34:48.339828, cost_time=0:00:17.658862 2021-04-14 22:34:42,528 INFO : TRAIN, epoch=0189, iter=00150/00196, fetch data time cost=1.36ms, fps=2045 images/s, loss=0.1192, top1-acc=97.52%, top5-acc=99.97%, remaining_time=0:00:05.799450, arrival_time=2021-04-14 22:34:48.328070, cost_time=0:00:18.911219 2021-04-14 22:34:43,780 INFO : TRAIN, epoch=0189, iter=00160/00196, fetch data time cost=1.44ms, fps=2046 images/s, loss=0.1192, top1-acc=97.50%, top5-acc=99.97%, remaining_time=0:00:04.536684, arrival_time=2021-04-14 22:34:48.317185, cost_time=0:00:20.163087 2021-04-14 22:34:45,024 INFO : TRAIN, epoch=0189, iter=00170/00196, fetch data time cost=1.39ms, fps=2059 images/s, loss=0.1197, top1-acc=97.48%, top5-acc=99.97%, remaining_time=0:00:03.273998, arrival_time=2021-04-14 22:34:48.298473, cost_time=0:00:21.406994 2021-04-14 22:34:46,281 INFO : TRAIN, epoch=0189, iter=00180/00196, fetch data time cost=1.45ms, fps=2037 images/s, loss=0.1196, top1-acc=97.49%, top5-acc=99.97%, remaining_time=0:00:02.014608, arrival_time=2021-04-14 22:34:48.296351, cost_time=0:00:22.664343 2021-04-14 22:34:47,527 INFO : TRAIN, epoch=0189, iter=00190/00196, fetch data time cost=1.32ms, fps=2056 images/s, loss=0.1196, top1-acc=97.50%, top5-acc=99.97%, remaining_time=0:00:00.755052, arrival_time=2021-04-14 22:34:48.282520, cost_time=0:00:23.910065 2021-04-14 22:34:48,201 INFO : TRAIN, epoch=0189, iter=00196/00196, fetch data time cost=1.27ms, fps=2018 images/s, loss=0.1202, top1-acc=97.49%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-14 22:34:48.201694, cost_time=0:00:24.584293 2021-04-14 22:34:48,751 INFO : EVAL, epoch=0189, iter=00010/00040, fetch data time cost=0.20ms, fps=4674 images/s, loss=1.1317, top1-acc=71.13%, top5-acc=92.42%, remaining_time=0:00:01.643100, arrival_time=2021-04-14 22:34:50.394105, cost_time=0:00:00.547700 2021-04-14 22:34:49,137 INFO : EVAL, epoch=0189, iter=00020/00040, fetch data time cost=0.29ms, fps=6635 images/s, loss=1.1830, top1-acc=70.41%, top5-acc=91.54%, remaining_time=0:00:00.933960, arrival_time=2021-04-14 22:34:50.071232, cost_time=0:00:00.933965 2021-04-14 22:34:49,528 INFO : EVAL, epoch=0189, iter=00030/00040, fetch data time cost=1.19ms, fps=6559 images/s, loss=1.1927, top1-acc=70.22%, top5-acc=91.59%, remaining_time=0:00:00.441590, arrival_time=2021-04-14 22:34:49.969662, cost_time=0:00:01.324756 2021-04-14 22:34:49,888 INFO : EVAL, epoch=0189, iter=00040/00040, fetch data time cost=0.05ms, fps=6453 images/s, loss=1.1751, top1-acc=70.45%, top5-acc=91.83%, remaining_time=0:00:00, arrival_time=2021-04-14 22:34:49.888030, cost_time=0:00:01.684783 2021-04-14 22:34:49,988 INFO : Epoch=0189 complete, best val top1-acc=70.87%, top5-acc=91.94% (epoch=186), remaining_time=0:04:51.994384, arrival_time=2021-04-14 22:39:41.982507, cost_time=1:23:36.994397 2021-04-14 22:34:49,989 INFO : Train start, epoch=0190, lr=0.000745 2021-04-14 22:34:51,413 INFO : TRAIN, epoch=0190, iter=00010/00196, fetch data time cost=0.48ms, fps=1797 images/s, loss=0.1213, top1-acc=97.03%, top5-acc=99.92%, remaining_time=0:00:26.491608, arrival_time=2021-04-14 22:35:17.905454, cost_time=0:00:01.424284 2021-04-14 22:34:52,670 INFO : TRAIN, epoch=0190, iter=00020/00196, fetch data time cost=1.63ms, fps=2038 images/s, loss=0.1197, top1-acc=97.34%, top5-acc=99.96%, remaining_time=0:00:23.595616, arrival_time=2021-04-14 22:35:16.266478, cost_time=0:00:02.681317 2021-04-14 22:34:53,923 INFO : TRAIN, epoch=0190, iter=00030/00196, fetch data time cost=2.17ms, fps=2045 images/s, loss=0.1194, top1-acc=97.37%, top5-acc=99.97%, remaining_time=0:00:21.768410, arrival_time=2021-04-14 22:35:15.692022, cost_time=0:00:03.934042 2021-04-14 22:34:55,180 INFO : TRAIN, epoch=0190, iter=00040/00196, fetch data time cost=1.45ms, fps=2037 images/s, loss=0.1153, top1-acc=97.61%, top5-acc=99.98%, remaining_time=0:00:20.246304, arrival_time=2021-04-14 22:35:15.427139, cost_time=0:00:05.191356 2021-04-14 22:34:56,463 INFO : TRAIN, epoch=0190, iter=00050/00196, fetch data time cost=2.02ms, fps=1997 images/s, loss=0.1168, top1-acc=97.60%, top5-acc=99.98%, remaining_time=0:00:18.904372, arrival_time=2021-04-14 22:35:15.367995, cost_time=0:00:06.474085 2021-04-14 22:34:57,712 INFO : TRAIN, epoch=0190, iter=00060/00196, fetch data time cost=1.52ms, fps=2051 images/s, loss=0.1177, top1-acc=97.51%, top5-acc=99.97%, remaining_time=0:00:17.505648, arrival_time=2021-04-14 22:35:15.218287, cost_time=0:00:07.723065 2021-04-14 22:34:58,964 INFO : TRAIN, epoch=0190, iter=00070/00196, fetch data time cost=1.42ms, fps=2046 images/s, loss=0.1175, top1-acc=97.53%, top5-acc=99.97%, remaining_time=0:00:16.155468, arrival_time=2021-04-14 22:35:15.120297, cost_time=0:00:08.975290 2021-04-14 22:35:00,212 INFO : TRAIN, epoch=0190, iter=00080/00196, fetch data time cost=1.40ms, fps=2052 images/s, loss=0.1171, top1-acc=97.58%, top5-acc=99.98%, remaining_time=0:00:14.823756, arrival_time=2021-04-14 22:35:15.036599, cost_time=0:00:10.223309 2021-04-14 22:35:01,459 INFO : TRAIN, epoch=0190, iter=00090/00196, fetch data time cost=1.60ms, fps=2055 images/s, loss=0.1176, top1-acc=97.58%, top5-acc=99.97%, remaining_time=0:00:13.508640, arrival_time=2021-04-14 22:35:14.967727, cost_time=0:00:11.469558 2021-04-14 22:35:02,707 INFO : TRAIN, epoch=0190, iter=00100/00196, fetch data time cost=1.53ms, fps=2051 images/s, loss=0.1177, top1-acc=97.58%, top5-acc=99.97%, remaining_time=0:00:12.209376, arrival_time=2021-04-14 22:35:14.916905, cost_time=0:00:12.718072 2021-04-14 22:35:03,957 INFO : TRAIN, epoch=0190, iter=00110/00196, fetch data time cost=1.42ms, fps=2050 images/s, loss=0.1180, top1-acc=97.57%, top5-acc=99.97%, remaining_time=0:00:10.919936, arrival_time=2021-04-14 22:35:14.876845, cost_time=0:00:13.967373 2021-04-14 22:35:05,208 INFO : TRAIN, epoch=0190, iter=00120/00196, fetch data time cost=1.55ms, fps=2046 images/s, loss=0.1188, top1-acc=97.54%, top5-acc=99.97%, remaining_time=0:00:09.638928, arrival_time=2021-04-14 22:35:14.847779, cost_time=0:00:15.219403 2021-04-14 22:35:06,470 INFO : TRAIN, epoch=0190, iter=00130/00196, fetch data time cost=1.42ms, fps=2031 images/s, loss=0.1184, top1-acc=97.57%, top5-acc=99.97%, remaining_time=0:00:08.367018, arrival_time=2021-04-14 22:35:14.837019, cost_time=0:00:16.480458 2021-04-14 22:35:07,715 INFO : TRAIN, epoch=0190, iter=00140/00196, fetch data time cost=1.48ms, fps=2057 images/s, loss=0.1186, top1-acc=97.60%, top5-acc=99.97%, remaining_time=0:00:07.090272, arrival_time=2021-04-14 22:35:14.805426, cost_time=0:00:17.725709 2021-04-14 22:35:08,963 INFO : TRAIN, epoch=0190, iter=00150/00196, fetch data time cost=1.43ms, fps=2052 images/s, loss=0.1184, top1-acc=97.62%, top5-acc=99.97%, remaining_time=0:00:05.818586, arrival_time=2021-04-14 22:35:14.781820, cost_time=0:00:18.973687 2021-04-14 22:35:10,209 INFO : TRAIN, epoch=0190, iter=00160/00196, fetch data time cost=1.52ms, fps=2055 images/s, loss=0.1180, top1-acc=97.63%, top5-acc=99.97%, remaining_time=0:00:04.549572, arrival_time=2021-04-14 22:35:14.759296, cost_time=0:00:20.220275 2021-04-14 22:35:11,458 INFO : TRAIN, epoch=0190, iter=00170/00196, fetch data time cost=1.53ms, fps=2051 images/s, loss=0.1183, top1-acc=97.62%, top5-acc=99.97%, remaining_time=0:00:03.283488, arrival_time=2021-04-14 22:35:14.742047, cost_time=0:00:21.468948 2021-04-14 22:35:12,717 INFO : TRAIN, epoch=0190, iter=00180/00196, fetch data time cost=1.40ms, fps=2034 images/s, loss=0.1181, top1-acc=97.63%, top5-acc=99.97%, remaining_time=0:00:02.020272, arrival_time=2021-04-14 22:35:14.737896, cost_time=0:00:22.728144 2021-04-14 22:35:13,963 INFO : TRAIN, epoch=0190, iter=00190/00196, fetch data time cost=1.31ms, fps=2056 images/s, loss=0.1185, top1-acc=97.60%, top5-acc=99.97%, remaining_time=0:00:00.757068, arrival_time=2021-04-14 22:35:14.720314, cost_time=0:00:23.973804 2021-04-14 22:35:14,639 INFO : TRAIN, epoch=0190, iter=00196/00196, fetch data time cost=1.20ms, fps=2014 images/s, loss=0.1186, top1-acc=97.60%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-14 22:35:14.638989, cost_time=0:00:24.649554 2021-04-14 22:35:15,144 INFO : EVAL, epoch=0190, iter=00010/00040, fetch data time cost=0.20ms, fps=5081 images/s, loss=1.1872, top1-acc=69.73%, top5-acc=92.34%, remaining_time=0:00:01.511490, arrival_time=2021-04-14 22:35:16.656161, cost_time=0:00:00.503830 2021-04-14 22:35:15,544 INFO : EVAL, epoch=0190, iter=00020/00040, fetch data time cost=0.32ms, fps=6417 images/s, loss=1.1642, top1-acc=70.00%, top5-acc=92.30%, remaining_time=0:00:00.903140, arrival_time=2021-04-14 22:35:16.447243, cost_time=0:00:00.903140 2021-04-14 22:35:15,933 INFO : EVAL, epoch=0190, iter=00030/00040, fetch data time cost=0.21ms, fps=6586 images/s, loss=1.1799, top1-acc=70.05%, top5-acc=91.74%, remaining_time=0:00:00.430830, arrival_time=2021-04-14 22:35:16.364198, cost_time=0:00:01.292503 2021-04-14 22:35:16,289 INFO : EVAL, epoch=0190, iter=00040/00040, fetch data time cost=0.05ms, fps=6515 images/s, loss=1.1644, top1-acc=70.53%, top5-acc=91.78%, remaining_time=0:00:00, arrival_time=2021-04-14 22:35:16.289935, cost_time=0:00:01.649132 2021-04-14 22:35:16,406 INFO : Epoch=0190 complete, best val top1-acc=70.87%, top5-acc=91.94% (epoch=186), remaining_time=0:04:25.442750, arrival_time=2021-04-14 22:39:41.848779, cost_time=1:24:03.412294 2021-04-14 22:35:16,407 INFO : Train start, epoch=0191, lr=0.000616 2021-04-14 22:35:17,838 INFO : TRAIN, epoch=0191, iter=00010/00196, fetch data time cost=1.49ms, fps=1790 images/s, loss=0.1117, top1-acc=97.66%, top5-acc=99.96%, remaining_time=0:00:26.606928, arrival_time=2021-04-14 22:35:44.444959, cost_time=0:00:01.430477 2021-04-14 22:35:19,097 INFO : TRAIN, epoch=0191, iter=00020/00196, fetch data time cost=1.53ms, fps=2034 images/s, loss=0.1109, top1-acc=97.85%, top5-acc=99.96%, remaining_time=0:00:23.668304, arrival_time=2021-04-14 22:35:42.765440, cost_time=0:00:02.689581 2021-04-14 22:35:20,350 INFO : TRAIN, epoch=0191, iter=00030/00196, fetch data time cost=1.43ms, fps=2044 images/s, loss=0.1101, top1-acc=97.83%, top5-acc=99.97%, remaining_time=0:00:21.816218, arrival_time=2021-04-14 22:35:42.166498, cost_time=0:00:03.942691 2021-04-14 22:35:21,612 INFO : TRAIN, epoch=0191, iter=00040/00196, fetch data time cost=1.45ms, fps=2029 images/s, loss=0.1113, top1-acc=97.79%, top5-acc=99.98%, remaining_time=0:00:20.298564, arrival_time=2021-04-14 22:35:41.910938, cost_time=0:00:05.204769 2021-04-14 22:35:22,863 INFO : TRAIN, epoch=0191, iter=00050/00196, fetch data time cost=1.51ms, fps=2047 images/s, loss=0.1119, top1-acc=97.78%, top5-acc=99.98%, remaining_time=0:00:18.851958, arrival_time=2021-04-14 22:35:41.715577, cost_time=0:00:06.456129 2021-04-14 22:35:24,115 INFO : TRAIN, epoch=0191, iter=00060/00196, fetch data time cost=1.94ms, fps=2046 images/s, loss=0.1115, top1-acc=97.84%, top5-acc=99.99%, remaining_time=0:00:17.470560, arrival_time=2021-04-14 22:35:41.585693, cost_time=0:00:07.707592 2021-04-14 22:35:25,367 INFO : TRAIN, epoch=0191, iter=00070/00196, fetch data time cost=1.52ms, fps=2045 images/s, loss=0.1120, top1-acc=97.81%, top5-acc=99.98%, remaining_time=0:00:16.128504, arrival_time=2021-04-14 22:35:41.496263, cost_time=0:00:08.960289 2021-04-14 22:35:26,618 INFO : TRAIN, epoch=0191, iter=00080/00196, fetch data time cost=1.44ms, fps=2047 images/s, loss=0.1122, top1-acc=97.81%, top5-acc=99.99%, remaining_time=0:00:14.806240, arrival_time=2021-04-14 22:35:41.424975, cost_time=0:00:10.211163 2021-04-14 22:35:27,866 INFO : TRAIN, epoch=0191, iter=00090/00196, fetch data time cost=1.43ms, fps=2053 images/s, loss=0.1118, top1-acc=97.85%, top5-acc=99.99%, remaining_time=0:00:13.496238, arrival_time=2021-04-14 22:35:41.362744, cost_time=0:00:11.459041 2021-04-14 22:35:29,120 INFO : TRAIN, epoch=0191, iter=00100/00196, fetch data time cost=2.19ms, fps=2043 images/s, loss=0.1129, top1-acc=97.80%, top5-acc=99.99%, remaining_time=0:00:12.204000, arrival_time=2021-04-14 22:35:41.324053, cost_time=0:00:12.712507 2021-04-14 22:35:30,370 INFO : TRAIN, epoch=0191, iter=00110/00196, fetch data time cost=1.57ms, fps=2048 images/s, loss=0.1136, top1-acc=97.76%, top5-acc=99.98%, remaining_time=0:00:10.916496, arrival_time=2021-04-14 22:35:41.286952, cost_time=0:00:13.962988 2021-04-14 22:35:31,618 INFO : TRAIN, epoch=0191, iter=00120/00196, fetch data time cost=1.40ms, fps=2052 images/s, loss=0.1146, top1-acc=97.72%, top5-acc=99.98%, remaining_time=0:00:09.633608, arrival_time=2021-04-14 22:35:41.251992, cost_time=0:00:15.210923 2021-04-14 22:35:32,872 INFO : TRAIN, epoch=0191, iter=00130/00196, fetch data time cost=1.65ms, fps=2043 images/s, loss=0.1151, top1-acc=97.70%, top5-acc=99.97%, remaining_time=0:00:08.358966, arrival_time=2021-04-14 22:35:41.231088, cost_time=0:00:16.464582 2021-04-14 22:35:34,121 INFO : TRAIN, epoch=0191, iter=00140/00196, fetch data time cost=1.63ms, fps=2050 images/s, loss=0.1151, top1-acc=97.71%, top5-acc=99.97%, remaining_time=0:00:07.085624, arrival_time=2021-04-14 22:35:41.207250, cost_time=0:00:17.714114 2021-04-14 22:35:35,372 INFO : TRAIN, epoch=0191, iter=00150/00196, fetch data time cost=1.58ms, fps=2047 images/s, loss=0.1156, top1-acc=97.67%, top5-acc=99.97%, remaining_time=0:00:05.816102, arrival_time=2021-04-14 22:35:41.189053, cost_time=0:00:18.965484 2021-04-14 22:35:36,639 INFO : TRAIN, epoch=0191, iter=00160/00196, fetch data time cost=1.58ms, fps=2021 images/s, loss=0.1154, top1-acc=97.67%, top5-acc=99.97%, remaining_time=0:00:04.552272, arrival_time=2021-04-14 22:35:41.192142, cost_time=0:00:20.232327 2021-04-14 22:35:37,892 INFO : TRAIN, epoch=0191, iter=00170/00196, fetch data time cost=1.45ms, fps=2044 images/s, loss=0.1160, top1-acc=97.65%, top5-acc=99.97%, remaining_time=0:00:03.286010, arrival_time=2021-04-14 22:35:41.178954, cost_time=0:00:21.485469 2021-04-14 22:35:39,146 INFO : TRAIN, epoch=0191, iter=00180/00196, fetch data time cost=1.37ms, fps=2042 images/s, loss=0.1163, top1-acc=97.63%, top5-acc=99.97%, remaining_time=0:00:02.021264, arrival_time=2021-04-14 22:35:41.168034, cost_time=0:00:22.739301 2021-04-14 22:35:40,394 INFO : TRAIN, epoch=0191, iter=00190/00196, fetch data time cost=1.23ms, fps=2053 images/s, loss=0.1167, top1-acc=97.60%, top5-acc=99.97%, remaining_time=0:00:00.757476, arrival_time=2021-04-14 22:35:41.151740, cost_time=0:00:23.986798 2021-04-14 22:35:41,075 INFO : TRAIN, epoch=0191, iter=00196/00196, fetch data time cost=1.41ms, fps=1999 images/s, loss=0.1168, top1-acc=97.60%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-14 22:35:41.075040, cost_time=0:00:24.667462 2021-04-14 22:35:41,622 INFO : EVAL, epoch=0191, iter=00010/00040, fetch data time cost=0.31ms, fps=4700 images/s, loss=1.1420, top1-acc=71.13%, top5-acc=91.52%, remaining_time=0:00:01.634130, arrival_time=2021-04-14 22:35:43.256766, cost_time=0:00:00.544713 2021-04-14 22:35:42,010 INFO : EVAL, epoch=0191, iter=00020/00040, fetch data time cost=2.35ms, fps=6616 images/s, loss=1.1470, top1-acc=70.78%, top5-acc=91.76%, remaining_time=0:00:00.932140, arrival_time=2021-04-14 22:35:42.942226, cost_time=0:00:00.932145 2021-04-14 22:35:42,397 INFO : EVAL, epoch=0191, iter=00030/00040, fetch data time cost=1.70ms, fps=6623 images/s, loss=1.1495, top1-acc=70.95%, top5-acc=91.77%, remaining_time=0:00:00.439720, arrival_time=2021-04-14 22:35:42.836786, cost_time=0:00:01.319168 2021-04-14 22:35:42,753 INFO : EVAL, epoch=0191, iter=00040/00040, fetch data time cost=0.07ms, fps=6523 images/s, loss=1.1790, top1-acc=70.59%, top5-acc=91.78%, remaining_time=0:00:00, arrival_time=2021-04-14 22:35:42.753082, cost_time=0:00:01.675216 2021-04-14 22:35:42,863 INFO : Epoch=0191 complete, best val top1-acc=70.87%, top5-acc=91.94% (epoch=186), remaining_time=0:03:58.894389, arrival_time=2021-04-14 22:39:41.757848, cost_time=1:24:29.869720 2021-04-14 22:35:42,864 INFO : Train start, epoch=0192, lr=0.000499 2021-04-14 22:35:44,352 INFO : TRAIN, epoch=0192, iter=00010/00196, fetch data time cost=1.43ms, fps=1721 images/s, loss=0.1152, top1-acc=97.85%, top5-acc=99.96%, remaining_time=0:00:27.673266, arrival_time=2021-04-14 22:36:12.026058, cost_time=0:00:01.487813 2021-04-14 22:35:45,609 INFO : TRAIN, epoch=0192, iter=00020/00196, fetch data time cost=1.37ms, fps=2037 images/s, loss=0.1154, top1-acc=97.73%, top5-acc=99.94%, remaining_time=0:00:24.154944, arrival_time=2021-04-14 22:36:09.764807, cost_time=0:00:02.744872 2021-04-14 22:35:46,863 INFO : TRAIN, epoch=0192, iter=00030/00196, fetch data time cost=2.06ms, fps=2043 images/s, loss=0.1180, top1-acc=97.59%, top5-acc=99.95%, remaining_time=0:00:22.124978, arrival_time=2021-04-14 22:36:08.988484, cost_time=0:00:03.998495 2021-04-14 22:35:48,120 INFO : TRAIN, epoch=0192, iter=00040/00196, fetch data time cost=1.55ms, fps=2038 images/s, loss=0.1183, top1-acc=97.64%, top5-acc=99.94%, remaining_time=0:00:20.495592, arrival_time=2021-04-14 22:36:08.615931, cost_time=0:00:05.255264 2021-04-14 22:35:49,374 INFO : TRAIN, epoch=0192, iter=00050/00196, fetch data time cost=1.88ms, fps=2043 images/s, loss=0.1176, top1-acc=97.71%, top5-acc=99.95%, remaining_time=0:00:19.007156, arrival_time=2021-04-14 22:36:08.381378, cost_time=0:00:06.509295 2021-04-14 22:35:50,631 INFO : TRAIN, epoch=0192, iter=00060/00196, fetch data time cost=1.43ms, fps=2037 images/s, loss=0.1171, top1-acc=97.70%, top5-acc=99.96%, remaining_time=0:00:17.604520, arrival_time=2021-04-14 22:36:08.236226, cost_time=0:00:07.766684 2021-04-14 22:35:51,886 INFO : TRAIN, epoch=0192, iter=00070/00196, fetch data time cost=1.40ms, fps=2041 images/s, loss=0.1173, top1-acc=97.65%, top5-acc=99.96%, remaining_time=0:00:16.239132, arrival_time=2021-04-14 22:36:08.125776, cost_time=0:00:09.021741 2021-04-14 22:35:53,133 INFO : TRAIN, epoch=0192, iter=00080/00196, fetch data time cost=1.76ms, fps=2053 images/s, loss=0.1168, top1-acc=97.68%, top5-acc=99.96%, remaining_time=0:00:14.889760, arrival_time=2021-04-14 22:36:08.023587, cost_time=0:00:10.268836 2021-04-14 22:35:54,380 INFO : TRAIN, epoch=0192, iter=00090/00196, fetch data time cost=1.40ms, fps=2055 images/s, loss=0.1164, top1-acc=97.66%, top5-acc=99.97%, remaining_time=0:00:13.562382, arrival_time=2021-04-14 22:36:07.942536, cost_time=0:00:11.515249 2021-04-14 22:35:55,626 INFO : TRAIN, epoch=0192, iter=00100/00196, fetch data time cost=1.54ms, fps=2055 images/s, loss=0.1163, top1-acc=97.67%, top5-acc=99.97%, remaining_time=0:00:12.251136, arrival_time=2021-04-14 22:36:07.877686, cost_time=0:00:12.761574 2021-04-14 22:35:56,874 INFO : TRAIN, epoch=0192, iter=00110/00196, fetch data time cost=1.49ms, fps=2052 images/s, loss=0.1161, top1-acc=97.65%, top5-acc=99.97%, remaining_time=0:00:10.953218, arrival_time=2021-04-14 22:36:07.828056, cost_time=0:00:14.009932 2021-04-14 22:35:58,132 INFO : TRAIN, epoch=0192, iter=00120/00196, fetch data time cost=1.83ms, fps=2036 images/s, loss=0.1158, top1-acc=97.67%, top5-acc=99.97%, remaining_time=0:00:09.669708, arrival_time=2021-04-14 22:36:07.802536, cost_time=0:00:15.267924 2021-04-14 22:35:59,386 INFO : TRAIN, epoch=0192, iter=00130/00196, fetch data time cost=1.78ms, fps=2044 images/s, loss=0.1159, top1-acc=97.66%, top5-acc=99.97%, remaining_time=0:00:08.387544, arrival_time=2021-04-14 22:36:07.773509, cost_time=0:00:16.520984 2021-04-14 22:36:00,640 INFO : TRAIN, epoch=0192, iter=00140/00196, fetch data time cost=1.36ms, fps=2042 images/s, loss=0.1152, top1-acc=97.68%, top5-acc=99.97%, remaining_time=0:00:07.110040, arrival_time=2021-04-14 22:36:07.750004, cost_time=0:00:17.775070 2021-04-14 22:36:01,912 INFO : TRAIN, epoch=0192, iter=00150/00196, fetch data time cost=1.84ms, fps=2013 images/s, loss=0.1152, top1-acc=97.68%, top5-acc=99.97%, remaining_time=0:00:05.841218, arrival_time=2021-04-14 22:36:07.753696, cost_time=0:00:19.047382 2021-04-14 22:36:03,160 INFO : TRAIN, epoch=0192, iter=00160/00196, fetch data time cost=1.59ms, fps=2053 images/s, loss=0.1149, top1-acc=97.70%, top5-acc=99.97%, remaining_time=0:00:04.566384, arrival_time=2021-04-14 22:36:07.726588, cost_time=0:00:20.295051 2021-04-14 22:36:04,423 INFO : TRAIN, epoch=0192, iter=00170/00196, fetch data time cost=1.32ms, fps=2028 images/s, loss=0.1151, top1-acc=97.70%, top5-acc=99.97%, remaining_time=0:00:03.297190, arrival_time=2021-04-14 22:36:07.720759, cost_time=0:00:21.558578 2021-04-14 22:36:05,673 INFO : TRAIN, epoch=0192, iter=00180/00196, fetch data time cost=1.30ms, fps=2049 images/s, loss=0.1149, top1-acc=97.69%, top5-acc=99.97%, remaining_time=0:00:02.027456, arrival_time=2021-04-14 22:36:07.701316, cost_time=0:00:22.808869 2021-04-14 22:36:06,925 INFO : TRAIN, epoch=0192, iter=00190/00196, fetch data time cost=1.64ms, fps=2047 images/s, loss=0.1147, top1-acc=97.70%, top5-acc=99.98%, remaining_time=0:00:00.759792, arrival_time=2021-04-14 22:36:07.684851, cost_time=0:00:24.060075 2021-04-14 22:36:07,607 INFO : TRAIN, epoch=0192, iter=00196/00196, fetch data time cost=1.25ms, fps=1995 images/s, loss=0.1145, top1-acc=97.70%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-14 22:36:07.607172, cost_time=0:00:24.742276 2021-04-14 22:36:08,110 INFO : EVAL, epoch=0192, iter=00010/00040, fetch data time cost=0.30ms, fps=5100 images/s, loss=1.2350, top1-acc=68.55%, top5-acc=91.05%, remaining_time=0:00:01.505760, arrival_time=2021-04-14 22:36:09.616689, cost_time=0:00:00.501918 2021-04-14 22:36:08,498 INFO : EVAL, epoch=0192, iter=00020/00040, fetch data time cost=1.50ms, fps=6619 images/s, loss=1.1912, top1-acc=70.10%, top5-acc=91.35%, remaining_time=0:00:00.889060, arrival_time=2021-04-14 22:36:09.387285, cost_time=0:00:00.889063 2021-04-14 22:36:08,888 INFO : EVAL, epoch=0192, iter=00030/00040, fetch data time cost=1.34ms, fps=6575 images/s, loss=1.1824, top1-acc=70.44%, top5-acc=91.37%, remaining_time=0:00:00.426400, arrival_time=2021-04-14 22:36:09.314569, cost_time=0:00:01.279213 2021-04-14 22:36:09,246 INFO : EVAL, epoch=0192, iter=00040/00040, fetch data time cost=0.09ms, fps=6482 images/s, loss=1.1781, top1-acc=70.42%, top5-acc=91.47%, remaining_time=0:00:00, arrival_time=2021-04-14 22:36:09.246369, cost_time=0:00:01.637409 2021-04-14 22:36:09,308 INFO : Epoch=0192 complete, best val top1-acc=70.87%, top5-acc=91.94% (epoch=186), remaining_time=0:03:32.346432, arrival_time=2021-04-14 22:39:41.654498, cost_time=1:24:56.314328 2021-04-14 22:36:09,309 INFO : Train start, epoch=0193, lr=0.000394 2021-04-14 22:36:10,741 INFO : TRAIN, epoch=0193, iter=00010/00196, fetch data time cost=0.25ms, fps=1789 images/s, loss=0.1076, top1-acc=98.01%, top5-acc=99.96%, remaining_time=0:00:26.623110, arrival_time=2021-04-14 22:36:37.364085, cost_time=0:00:01.431354 2021-04-14 22:36:11,984 INFO : TRAIN, epoch=0193, iter=00020/00196, fetch data time cost=1.37ms, fps=2059 images/s, loss=0.1112, top1-acc=97.73%, top5-acc=99.98%, remaining_time=0:00:23.541584, arrival_time=2021-04-14 22:36:35.526430, cost_time=0:00:02.675174 2021-04-14 22:36:13,233 INFO : TRAIN, epoch=0193, iter=00030/00196, fetch data time cost=1.61ms, fps=2051 images/s, loss=0.1110, top1-acc=97.83%, top5-acc=99.99%, remaining_time=0:00:21.712634, arrival_time=2021-04-14 22:36:34.946182, cost_time=0:00:03.923964 2021-04-14 22:36:14,489 INFO : TRAIN, epoch=0193, iter=00040/00196, fetch data time cost=1.94ms, fps=2040 images/s, loss=0.1118, top1-acc=97.83%, top5-acc=99.97%, remaining_time=0:00:20.200596, arrival_time=2021-04-14 22:36:34.689782, cost_time=0:00:05.179646 2021-04-14 22:36:15,736 INFO : TRAIN, epoch=0193, iter=00050/00196, fetch data time cost=1.59ms, fps=2053 images/s, loss=0.1112, top1-acc=97.86%, top5-acc=99.97%, remaining_time=0:00:18.766986, arrival_time=2021-04-14 22:36:34.503655, cost_time=0:00:06.427031 2021-04-14 22:36:16,985 INFO : TRAIN, epoch=0193, iter=00060/00196, fetch data time cost=1.44ms, fps=2050 images/s, loss=0.1112, top1-acc=97.86%, top5-acc=99.97%, remaining_time=0:00:17.399296, arrival_time=2021-04-14 22:36:34.385013, cost_time=0:00:07.676179 2021-04-14 22:36:18,240 INFO : TRAIN, epoch=0193, iter=00070/00196, fetch data time cost=6.07ms, fps=2040 images/s, loss=0.1115, top1-acc=97.81%, top5-acc=99.97%, remaining_time=0:00:16.076088, arrival_time=2021-04-14 22:36:34.316877, cost_time=0:00:08.931158 2021-04-14 22:36:19,489 INFO : TRAIN, epoch=0193, iter=00080/00196, fetch data time cost=1.31ms, fps=2050 images/s, loss=0.1116, top1-acc=97.81%, top5-acc=99.98%, remaining_time=0:00:14.761348, arrival_time=2021-04-14 22:36:34.251121, cost_time=0:00:10.180202 2021-04-14 22:36:20,740 INFO : TRAIN, epoch=0193, iter=00090/00196, fetch data time cost=1.56ms, fps=2048 images/s, loss=0.1124, top1-acc=97.76%, top5-acc=99.97%, remaining_time=0:00:13.462636, arrival_time=2021-04-14 22:36:34.202705, cost_time=0:00:11.430529 2021-04-14 22:36:21,992 INFO : TRAIN, epoch=0193, iter=00100/00196, fetch data time cost=1.47ms, fps=2045 images/s, loss=0.1115, top1-acc=97.82%, top5-acc=99.97%, remaining_time=0:00:12.175296, arrival_time=2021-04-14 22:36:34.167389, cost_time=0:00:12.682552 2021-04-14 22:36:23,250 INFO : TRAIN, epoch=0193, iter=00110/00196, fetch data time cost=1.56ms, fps=2035 images/s, loss=0.1116, top1-acc=97.83%, top5-acc=99.97%, remaining_time=0:00:10.899296, arrival_time=2021-04-14 22:36:34.149848, cost_time=0:00:13.940936 2021-04-14 22:36:24,512 INFO : TRAIN, epoch=0193, iter=00120/00196, fetch data time cost=1.38ms, fps=2030 images/s, loss=0.1119, top1-acc=97.78%, top5-acc=99.97%, remaining_time=0:00:09.628288, arrival_time=2021-04-14 22:36:34.140365, cost_time=0:00:15.202550 2021-04-14 22:36:25,764 INFO : TRAIN, epoch=0193, iter=00130/00196, fetch data time cost=1.41ms, fps=2045 images/s, loss=0.1116, top1-acc=97.79%, top5-acc=99.96%, remaining_time=0:00:08.353884, arrival_time=2021-04-14 22:36:34.118098, cost_time=0:00:16.454682 2021-04-14 22:36:27,023 INFO : TRAIN, epoch=0193, iter=00140/00196, fetch data time cost=1.58ms, fps=2035 images/s, loss=0.1113, top1-acc=97.80%, top5-acc=99.96%, remaining_time=0:00:07.085344, arrival_time=2021-04-14 22:36:34.108351, cost_time=0:00:17.713320 2021-04-14 22:36:28,284 INFO : TRAIN, epoch=0193, iter=00150/00196, fetch data time cost=1.56ms, fps=2030 images/s, loss=0.1119, top1-acc=97.80%, top5-acc=99.96%, remaining_time=0:00:05.819092, arrival_time=2021-04-14 22:36:34.103919, cost_time=0:00:18.975231 2021-04-14 22:36:29,535 INFO : TRAIN, epoch=0193, iter=00160/00196, fetch data time cost=1.35ms, fps=2047 images/s, loss=0.1125, top1-acc=97.81%, top5-acc=99.97%, remaining_time=0:00:04.550940, arrival_time=2021-04-14 22:36:34.086859, cost_time=0:00:20.226363 2021-04-14 22:36:30,786 INFO : TRAIN, epoch=0193, iter=00170/00196, fetch data time cost=1.36ms, fps=2048 images/s, loss=0.1125, top1-acc=97.82%, top5-acc=99.97%, remaining_time=0:00:03.284684, arrival_time=2021-04-14 22:36:34.070969, cost_time=0:00:21.476746 2021-04-14 22:36:32,033 INFO : TRAIN, epoch=0193, iter=00180/00196, fetch data time cost=1.55ms, fps=2053 images/s, loss=0.1124, top1-acc=97.83%, top5-acc=99.97%, remaining_time=0:00:02.019936, arrival_time=2021-04-14 22:36:34.053716, cost_time=0:00:22.724250 2021-04-14 22:36:33,284 INFO : TRAIN, epoch=0193, iter=00190/00196, fetch data time cost=1.23ms, fps=2047 images/s, loss=0.1125, top1-acc=97.82%, top5-acc=99.97%, remaining_time=0:00:00.757110, arrival_time=2021-04-14 22:36:34.041849, cost_time=0:00:23.975130 2021-04-14 22:36:33,962 INFO : TRAIN, epoch=0193, iter=00196/00196, fetch data time cost=1.30ms, fps=2007 images/s, loss=0.1128, top1-acc=97.82%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-14 22:36:33.962739, cost_time=0:00:24.653200 2021-04-14 22:36:34,536 INFO : EVAL, epoch=0193, iter=00010/00040, fetch data time cost=0.20ms, fps=4484 images/s, loss=1.1080, top1-acc=71.87%, top5-acc=92.27%, remaining_time=0:00:01.712670, arrival_time=2021-04-14 22:36:36.248626, cost_time=0:00:00.570893 2021-04-14 22:36:34,926 INFO : EVAL, epoch=0193, iter=00020/00040, fetch data time cost=2.54ms, fps=6559 images/s, loss=1.1857, top1-acc=70.62%, top5-acc=91.76%, remaining_time=0:00:00.961580, arrival_time=2021-04-14 22:36:35.888257, cost_time=0:00:00.961578 2021-04-14 22:36:35,315 INFO : EVAL, epoch=0193, iter=00030/00040, fetch data time cost=0.20ms, fps=6589 images/s, loss=1.1688, top1-acc=70.70%, top5-acc=91.85%, remaining_time=0:00:00.450210, arrival_time=2021-04-14 22:36:35.765925, cost_time=0:00:01.350623 2021-04-14 22:36:35,674 INFO : EVAL, epoch=0193, iter=00040/00040, fetch data time cost=0.05ms, fps=6469 images/s, loss=1.1694, top1-acc=70.57%, top5-acc=91.80%, remaining_time=0:00:00, arrival_time=2021-04-14 22:36:35.674785, cost_time=0:00:01.709767 2021-04-14 22:36:35,757 INFO : Epoch=0193 complete, best val top1-acc=70.87%, top5-acc=91.94% (epoch=186), remaining_time=0:03:05.799712, arrival_time=2021-04-14 22:39:41.556984, cost_time=1:25:22.763542 2021-04-14 22:36:35,758 INFO : Train start, epoch=0194, lr=0.000302 2021-04-14 22:36:37,193 INFO : TRAIN, epoch=0194, iter=00010/00196, fetch data time cost=1.34ms, fps=1784 images/s, loss=0.1116, top1-acc=98.16%, top5-acc=99.96%, remaining_time=0:00:26.686536, arrival_time=2021-04-14 22:37:03.880028, cost_time=0:00:01.434760 2021-04-14 22:36:38,446 INFO : TRAIN, epoch=0194, iter=00020/00196, fetch data time cost=1.50ms, fps=2043 images/s, loss=0.1081, top1-acc=97.99%, top5-acc=99.98%, remaining_time=0:00:23.655808, arrival_time=2021-04-14 22:37:02.102701, cost_time=0:00:02.688167 2021-04-14 22:36:39,702 INFO : TRAIN, epoch=0194, iter=00030/00196, fetch data time cost=1.59ms, fps=2040 images/s, loss=0.1092, top1-acc=97.88%, top5-acc=99.99%, remaining_time=0:00:21.820036, arrival_time=2021-04-14 22:37:01.522138, cost_time=0:00:03.943365 2021-04-14 22:36:40,956 INFO : TRAIN, epoch=0194, iter=00040/00196, fetch data time cost=1.63ms, fps=2042 images/s, loss=0.1140, top1-acc=97.72%, top5-acc=99.97%, remaining_time=0:00:20.271264, arrival_time=2021-04-14 22:37:01.227778, cost_time=0:00:05.197751 2021-04-14 22:36:42,204 INFO : TRAIN, epoch=0194, iter=00050/00196, fetch data time cost=1.33ms, fps=2052 images/s, loss=0.1124, top1-acc=97.77%, top5-acc=99.98%, remaining_time=0:00:18.821736, arrival_time=2021-04-14 22:37:01.026213, cost_time=0:00:06.445818 2021-04-14 22:36:43,452 INFO : TRAIN, epoch=0194, iter=00060/00196, fetch data time cost=1.45ms, fps=2052 images/s, loss=0.1125, top1-acc=97.71%, top5-acc=99.98%, remaining_time=0:00:17.439552, arrival_time=2021-04-14 22:37:00.892205, cost_time=0:00:07.693910 2021-04-14 22:36:44,700 INFO : TRAIN, epoch=0194, iter=00070/00196, fetch data time cost=1.40ms, fps=2053 images/s, loss=0.1120, top1-acc=97.72%, top5-acc=99.98%, remaining_time=0:00:16.095114, arrival_time=2021-04-14 22:37:00.795488, cost_time=0:00:08.941726 2021-04-14 22:36:45,954 INFO : TRAIN, epoch=0194, iter=00080/00196, fetch data time cost=1.46ms, fps=2042 images/s, loss=0.1117, top1-acc=97.72%, top5-acc=99.99%, remaining_time=0:00:14.784316, arrival_time=2021-04-14 22:37:00.739128, cost_time=0:00:10.196066 2021-04-14 22:36:47,207 INFO : TRAIN, epoch=0194, iter=00090/00196, fetch data time cost=1.33ms, fps=2045 images/s, loss=0.1119, top1-acc=97.73%, top5-acc=99.99%, remaining_time=0:00:13.484260, arrival_time=2021-04-14 22:37:00.691815, cost_time=0:00:11.448860 2021-04-14 22:36:48,457 INFO : TRAIN, epoch=0194, iter=00100/00196, fetch data time cost=1.53ms, fps=2049 images/s, loss=0.1128, top1-acc=97.69%, top5-acc=99.98%, remaining_time=0:00:12.190560, arrival_time=2021-04-14 22:37:00.647828, cost_time=0:00:12.698525 2021-04-14 22:36:49,702 INFO : TRAIN, epoch=0194, iter=00110/00196, fetch data time cost=1.28ms, fps=2056 images/s, loss=0.1123, top1-acc=97.71%, top5-acc=99.98%, remaining_time=0:00:10.901876, arrival_time=2021-04-14 22:37:00.604773, cost_time=0:00:13.944242 2021-04-14 22:36:50,948 INFO : TRAIN, epoch=0194, iter=00120/00196, fetch data time cost=1.41ms, fps=2056 images/s, loss=0.1121, top1-acc=97.72%, top5-acc=99.98%, remaining_time=0:00:09.620232, arrival_time=2021-04-14 22:37:00.568729, cost_time=0:00:15.189831 2021-04-14 22:36:52,194 INFO : TRAIN, epoch=0194, iter=00130/00196, fetch data time cost=1.50ms, fps=2055 images/s, loss=0.1124, top1-acc=97.70%, top5-acc=99.98%, remaining_time=0:00:08.344446, arrival_time=2021-04-14 22:37:00.539267, cost_time=0:00:16.436082 2021-04-14 22:36:53,439 INFO : TRAIN, epoch=0194, iter=00140/00196, fetch data time cost=1.43ms, fps=2058 images/s, loss=0.1117, top1-acc=97.75%, top5-acc=99.98%, remaining_time=0:00:07.072352, arrival_time=2021-04-14 22:37:00.511851, cost_time=0:00:17.680858 2021-04-14 22:36:54,685 INFO : TRAIN, epoch=0194, iter=00150/00196, fetch data time cost=1.36ms, fps=2055 images/s, loss=0.1124, top1-acc=97.72%, top5-acc=99.98%, remaining_time=0:00:05.804188, arrival_time=2021-04-14 22:37:00.489584, cost_time=0:00:18.926751 2021-04-14 22:36:55,933 INFO : TRAIN, epoch=0194, iter=00160/00196, fetch data time cost=1.74ms, fps=2052 images/s, loss=0.1124, top1-acc=97.73%, top5-acc=99.98%, remaining_time=0:00:04.539240, arrival_time=2021-04-14 22:37:00.472405, cost_time=0:00:20.174446 2021-04-14 22:36:57,184 INFO : TRAIN, epoch=0194, iter=00170/00196, fetch data time cost=1.40ms, fps=2047 images/s, loss=0.1122, top1-acc=97.74%, top5-acc=99.98%, remaining_time=0:00:03.276884, arrival_time=2021-04-14 22:37:00.461291, cost_time=0:00:21.425767 2021-04-14 22:36:58,435 INFO : TRAIN, epoch=0194, iter=00180/00196, fetch data time cost=1.51ms, fps=2047 images/s, loss=0.1123, top1-acc=97.74%, top5-acc=99.98%, remaining_time=0:00:02.015696, arrival_time=2021-04-14 22:37:00.450885, cost_time=0:00:22.676543 2021-04-14 22:36:59,682 INFO : TRAIN, epoch=0194, iter=00190/00196, fetch data time cost=1.12ms, fps=2053 images/s, loss=0.1119, top1-acc=97.75%, top5-acc=99.98%, remaining_time=0:00:00.755484, arrival_time=2021-04-14 22:37:00.437841, cost_time=0:00:23.923708 2021-04-14 22:37:00,358 INFO : TRAIN, epoch=0194, iter=00196/00196, fetch data time cost=1.20ms, fps=2013 images/s, loss=0.1113, top1-acc=97.77%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-14 22:37:00.358511, cost_time=0:00:24.599816 2021-04-14 22:37:00,863 INFO : EVAL, epoch=0194, iter=00010/00040, fetch data time cost=1.37ms, fps=5087 images/s, loss=1.1678, top1-acc=70.43%, top5-acc=92.03%, remaining_time=0:00:01.509660, arrival_time=2021-04-14 22:37:02.373101, cost_time=0:00:00.503217 2021-04-14 22:37:01,256 INFO : EVAL, epoch=0194, iter=00020/00040, fetch data time cost=1.44ms, fps=6527 images/s, loss=1.1843, top1-acc=70.21%, top5-acc=91.70%, remaining_time=0:00:00.895860, arrival_time=2021-04-14 22:37:02.151925, cost_time=0:00:00.895865 2021-04-14 22:37:01,642 INFO : EVAL, epoch=0194, iter=00030/00040, fetch data time cost=1.40ms, fps=6636 images/s, loss=1.1778, top1-acc=70.38%, top5-acc=91.72%, remaining_time=0:00:00.427330, arrival_time=2021-04-14 22:37:02.069542, cost_time=0:00:01.282004 2021-04-14 22:37:02,000 INFO : EVAL, epoch=0194, iter=00040/00040, fetch data time cost=0.06ms, fps=6487 images/s, loss=1.1613, top1-acc=70.45%, top5-acc=91.82%, remaining_time=0:00:00, arrival_time=2021-04-14 22:37:02.000168, cost_time=0:00:01.639993 2021-04-14 22:37:02,106 INFO : Epoch=0194 complete, best val top1-acc=70.87%, top5-acc=91.94% (epoch=186), remaining_time=0:02:39.250920, arrival_time=2021-04-14 22:39:41.357701, cost_time=1:25:49.112986 2021-04-14 22:37:02,109 INFO : Train start, epoch=0195, lr=0.000222 2021-04-14 22:37:03,588 INFO : TRAIN, epoch=0195, iter=00010/00196, fetch data time cost=1.75ms, fps=1731 images/s, loss=0.1080, top1-acc=98.28%, top5-acc=99.96%, remaining_time=0:00:27.501402, arrival_time=2021-04-14 22:37:31.089564, cost_time=0:00:01.478573 2021-04-14 22:37:04,848 INFO : TRAIN, epoch=0195, iter=00020/00196, fetch data time cost=1.43ms, fps=2033 images/s, loss=0.1089, top1-acc=98.09%, top5-acc=99.98%, remaining_time=0:00:24.098448, arrival_time=2021-04-14 22:37:28.946492, cost_time=0:00:02.738462 2021-04-14 22:37:06,099 INFO : TRAIN, epoch=0195, iter=00030/00196, fetch data time cost=1.97ms, fps=2047 images/s, loss=0.1079, top1-acc=98.18%, top5-acc=99.96%, remaining_time=0:00:22.077834, arrival_time=2021-04-14 22:37:28.177437, cost_time=0:00:03.989966 2021-04-14 22:37:07,357 INFO : TRAIN, epoch=0195, iter=00040/00196, fetch data time cost=2.35ms, fps=2037 images/s, loss=0.1099, top1-acc=98.00%, top5-acc=99.95%, remaining_time=0:00:20.465640, arrival_time=2021-04-14 22:37:27.822937, cost_time=0:00:05.247607 2021-04-14 22:37:08,621 INFO : TRAIN, epoch=0195, iter=00050/00196, fetch data time cost=1.88ms, fps=2027 images/s, loss=0.1107, top1-acc=97.88%, top5-acc=99.95%, remaining_time=0:00:19.013142, arrival_time=2021-04-14 22:37:27.634070, cost_time=0:00:06.511346 2021-04-14 22:37:09,892 INFO : TRAIN, epoch=0195, iter=00060/00196, fetch data time cost=2.16ms, fps=2015 images/s, loss=0.1107, top1-acc=97.86%, top5-acc=99.95%, remaining_time=0:00:17.640424, arrival_time=2021-04-14 22:37:27.532546, cost_time=0:00:07.782531 2021-04-14 22:37:11,154 INFO : TRAIN, epoch=0195, iter=00070/00196, fetch data time cost=1.42ms, fps=2029 images/s, loss=0.1100, top1-acc=97.91%, top5-acc=99.96%, remaining_time=0:00:16.280964, arrival_time=2021-04-14 22:37:27.435623, cost_time=0:00:09.044968 2021-04-14 22:37:12,415 INFO : TRAIN, epoch=0195, iter=00080/00196, fetch data time cost=1.44ms, fps=2031 images/s, loss=0.1102, top1-acc=97.84%, top5-acc=99.96%, remaining_time=0:00:14.944164, arrival_time=2021-04-14 22:37:27.359989, cost_time=0:00:10.306322 2021-04-14 22:37:13,666 INFO : TRAIN, epoch=0195, iter=00090/00196, fetch data time cost=1.49ms, fps=2048 images/s, loss=0.1101, top1-acc=97.86%, top5-acc=99.96%, remaining_time=0:00:13.611354, arrival_time=2021-04-14 22:37:27.277780, cost_time=0:00:11.556852 2021-04-14 22:37:14,915 INFO : TRAIN, epoch=0195, iter=00100/00196, fetch data time cost=1.52ms, fps=2050 images/s, loss=0.1115, top1-acc=97.81%, top5-acc=99.96%, remaining_time=0:00:12.293760, arrival_time=2021-04-14 22:37:27.209230, cost_time=0:00:12.805980 2021-04-14 22:37:16,166 INFO : TRAIN, epoch=0195, iter=00110/00196, fetch data time cost=1.54ms, fps=2047 images/s, loss=0.1115, top1-acc=97.79%, top5-acc=99.96%, remaining_time=0:00:10.989940, arrival_time=2021-04-14 22:37:27.156401, cost_time=0:00:14.056880 2021-04-14 22:37:17,415 INFO : TRAIN, epoch=0195, iter=00120/00196, fetch data time cost=1.45ms, fps=2050 images/s, loss=0.1122, top1-acc=97.74%, top5-acc=99.96%, remaining_time=0:00:09.694028, arrival_time=2021-04-14 22:37:27.109899, cost_time=0:00:15.306376 2021-04-14 22:37:18,667 INFO : TRAIN, epoch=0195, iter=00130/00196, fetch data time cost=1.33ms, fps=2046 images/s, loss=0.1120, top1-acc=97.76%, top5-acc=99.96%, remaining_time=0:00:08.406288, arrival_time=2021-04-14 22:37:27.073640, cost_time=0:00:16.557782 2021-04-14 22:37:19,916 INFO : TRAIN, epoch=0195, iter=00140/00196, fetch data time cost=1.75ms, fps=2050 images/s, loss=0.1117, top1-acc=97.77%, top5-acc=99.96%, remaining_time=0:00:07.122864, arrival_time=2021-04-14 22:37:27.039494, cost_time=0:00:17.807115 2021-04-14 22:37:21,166 INFO : TRAIN, epoch=0195, iter=00150/00196, fetch data time cost=1.51ms, fps=2050 images/s, loss=0.1114, top1-acc=97.82%, top5-acc=99.96%, remaining_time=0:00:05.844024, arrival_time=2021-04-14 22:37:27.010139, cost_time=0:00:19.056625 2021-04-14 22:37:22,425 INFO : TRAIN, epoch=0195, iter=00160/00196, fetch data time cost=2.50ms, fps=2034 images/s, loss=0.1112, top1-acc=97.82%, top5-acc=99.97%, remaining_time=0:00:04.571064, arrival_time=2021-04-14 22:37:26.996457, cost_time=0:00:20.315823 2021-04-14 22:37:23,681 INFO : TRAIN, epoch=0195, iter=00170/00196, fetch data time cost=1.43ms, fps=2039 images/s, loss=0.1115, top1-acc=97.81%, top5-acc=99.97%, remaining_time=0:00:03.299192, arrival_time=2021-04-14 22:37:26.980394, cost_time=0:00:21.571705 2021-04-14 22:37:24,926 INFO : TRAIN, epoch=0195, iter=00180/00196, fetch data time cost=1.47ms, fps=2057 images/s, loss=0.1114, top1-acc=97.80%, top5-acc=99.97%, remaining_time=0:00:02.028144, arrival_time=2021-04-14 22:37:26.954200, cost_time=0:00:22.816562 2021-04-14 22:37:26,179 INFO : TRAIN, epoch=0195, iter=00190/00196, fetch data time cost=1.21ms, fps=2043 images/s, loss=0.1110, top1-acc=97.81%, top5-acc=99.97%, remaining_time=0:00:00.760110, arrival_time=2021-04-14 22:37:26.939916, cost_time=0:00:24.070237 2021-04-14 22:37:26,855 INFO : TRAIN, epoch=0195, iter=00196/00196, fetch data time cost=1.17ms, fps=2015 images/s, loss=0.1109, top1-acc=97.82%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-14 22:37:26.855126, cost_time=0:00:24.745635 2021-04-14 22:37:27,364 INFO : EVAL, epoch=0195, iter=00010/00040, fetch data time cost=5.26ms, fps=5047 images/s, loss=1.1314, top1-acc=71.52%, top5-acc=91.68%, remaining_time=0:00:01.521660, arrival_time=2021-04-14 22:37:28.885726, cost_time=0:00:00.507219 2021-04-14 22:37:27,754 INFO : EVAL, epoch=0195, iter=00020/00040, fetch data time cost=1.21ms, fps=6561 images/s, loss=1.1782, top1-acc=70.29%, top5-acc=91.56%, remaining_time=0:00:00.897760, arrival_time=2021-04-14 22:37:28.652356, cost_time=0:00:00.897752 2021-04-14 22:37:28,145 INFO : EVAL, epoch=0195, iter=00030/00040, fetch data time cost=1.51ms, fps=6550 images/s, loss=1.1685, top1-acc=70.48%, top5-acc=91.74%, remaining_time=0:00:00.429640, arrival_time=2021-04-14 22:37:28.575474, cost_time=0:00:01.288919 2021-04-14 22:37:28,503 INFO : EVAL, epoch=0195, iter=00040/00040, fetch data time cost=0.07ms, fps=6487 images/s, loss=1.1623, top1-acc=70.55%, top5-acc=91.78%, remaining_time=0:00:00, arrival_time=2021-04-14 22:37:28.503949, cost_time=0:00:01.647112 2021-04-14 22:37:28,611 INFO : Epoch=0195 complete, best val top1-acc=70.87%, top5-acc=91.94% (epoch=186), remaining_time=0:02:12.708155, arrival_time=2021-04-14 22:39:41.320008, cost_time=1:26:15.618112 2021-04-14 22:37:28,613 INFO : Train start, epoch=0196, lr=0.000154 2021-04-14 22:37:30,064 INFO : TRAIN, epoch=0196, iter=00010/00196, fetch data time cost=0.49ms, fps=1765 images/s, loss=0.1142, top1-acc=97.23%, top5-acc=100.00%, remaining_time=0:00:26.981160, arrival_time=2021-04-14 22:37:57.045154, cost_time=0:00:01.450601 2021-04-14 22:37:31,310 INFO : TRAIN, epoch=0196, iter=00020/00196, fetch data time cost=1.62ms, fps=2055 images/s, loss=0.1145, top1-acc=97.52%, top5-acc=100.00%, remaining_time=0:00:23.733424, arrival_time=2021-04-14 22:37:55.043792, cost_time=0:00:02.696980 2021-04-14 22:37:32,559 INFO : TRAIN, epoch=0196, iter=00030/00196, fetch data time cost=1.41ms, fps=2051 images/s, loss=0.1128, top1-acc=97.64%, top5-acc=99.99%, remaining_time=0:00:21.834810, arrival_time=2021-04-14 22:37:54.394249, cost_time=0:00:03.946059 2021-04-14 22:37:33,809 INFO : TRAIN, epoch=0196, iter=00040/00196, fetch data time cost=1.80ms, fps=2049 images/s, loss=0.1118, top1-acc=97.75%, top5-acc=99.98%, remaining_time=0:00:20.264556, arrival_time=2021-04-14 22:37:54.074059, cost_time=0:00:05.196048 2021-04-14 22:37:35,060 INFO : TRAIN, epoch=0196, iter=00050/00196, fetch data time cost=1.39ms, fps=2047 images/s, loss=0.1104, top1-acc=97.84%, top5-acc=99.98%, remaining_time=0:00:18.826992, arrival_time=2021-04-14 22:37:53.887895, cost_time=0:00:06.447609 2021-04-14 22:37:36,309 INFO : TRAIN, epoch=0196, iter=00060/00196, fetch data time cost=1.37ms, fps=2051 images/s, loss=0.1111, top1-acc=97.81%, top5-acc=99.98%, remaining_time=0:00:17.444040, arrival_time=2021-04-14 22:37:53.753339, cost_time=0:00:07.695921 2021-04-14 22:37:37,556 INFO : TRAIN, epoch=0196, iter=00070/00196, fetch data time cost=2.03ms, fps=2054 images/s, loss=0.1108, top1-acc=97.86%, top5-acc=99.98%, remaining_time=0:00:16.097004, arrival_time=2021-04-14 22:37:53.653192, cost_time=0:00:08.942803 2021-04-14 22:37:38,804 INFO : TRAIN, epoch=0196, iter=00080/00196, fetch data time cost=1.41ms, fps=2052 images/s, loss=0.1105, top1-acc=97.89%, top5-acc=99.98%, remaining_time=0:00:14.776660, arrival_time=2021-04-14 22:37:53.580757, cost_time=0:00:10.190776 2021-04-14 22:37:40,050 INFO : TRAIN, epoch=0196, iter=00090/00196, fetch data time cost=1.47ms, fps=2054 images/s, loss=0.1109, top1-acc=97.83%, top5-acc=99.98%, remaining_time=0:00:13.470904, arrival_time=2021-04-14 22:37:53.521716, cost_time=0:00:11.437515 2021-04-14 22:37:41,302 INFO : TRAIN, epoch=0196, iter=00100/00196, fetch data time cost=1.47ms, fps=2047 images/s, loss=0.1098, top1-acc=97.86%, top5-acc=99.98%, remaining_time=0:00:12.181152, arrival_time=2021-04-14 22:37:53.483257, cost_time=0:00:12.688724 2021-04-14 22:37:42,550 INFO : TRAIN, epoch=0196, iter=00110/00196, fetch data time cost=1.52ms, fps=2052 images/s, loss=0.1098, top1-acc=97.84%, top5-acc=99.98%, remaining_time=0:00:10.896372, arrival_time=2021-04-14 22:37:53.446858, cost_time=0:00:13.937189 2021-04-14 22:37:43,801 INFO : TRAIN, epoch=0196, iter=00120/00196, fetch data time cost=1.53ms, fps=2048 images/s, loss=0.1103, top1-acc=97.84%, top5-acc=99.98%, remaining_time=0:00:09.618788, arrival_time=2021-04-14 22:37:53.419743, cost_time=0:00:15.187596 2021-04-14 22:37:45,053 INFO : TRAIN, epoch=0196, iter=00130/00196, fetch data time cost=1.38ms, fps=2045 images/s, loss=0.1099, top1-acc=97.85%, top5-acc=99.98%, remaining_time=0:00:08.346294, arrival_time=2021-04-14 22:37:53.399254, cost_time=0:00:16.439635 2021-04-14 22:37:46,300 INFO : TRAIN, epoch=0196, iter=00140/00196, fetch data time cost=1.39ms, fps=2052 images/s, loss=0.1097, top1-acc=97.85%, top5-acc=99.98%, remaining_time=0:00:07.075040, arrival_time=2021-04-14 22:37:53.375878, cost_time=0:00:17.687555 2021-04-14 22:37:47,551 INFO : TRAIN, epoch=0196, iter=00150/00196, fetch data time cost=1.38ms, fps=2047 images/s, loss=0.1098, top1-acc=97.84%, top5-acc=99.98%, remaining_time=0:00:05.807730, arrival_time=2021-04-14 22:37:53.359232, cost_time=0:00:18.938216 2021-04-14 22:37:48,804 INFO : TRAIN, epoch=0196, iter=00160/00196, fetch data time cost=1.79ms, fps=2044 images/s, loss=0.1104, top1-acc=97.82%, top5-acc=99.98%, remaining_time=0:00:04.542912, arrival_time=2021-04-14 22:37:53.347093, cost_time=0:00:20.190758 2021-04-14 22:37:50,052 INFO : TRAIN, epoch=0196, iter=00170/00196, fetch data time cost=1.44ms, fps=2052 images/s, loss=0.1101, top1-acc=97.84%, top5-acc=99.98%, remaining_time=0:00:03.278912, arrival_time=2021-04-14 22:37:53.331296, cost_time=0:00:21.439096 2021-04-14 22:37:51,296 INFO : TRAIN, epoch=0196, iter=00180/00196, fetch data time cost=1.44ms, fps=2058 images/s, loss=0.1103, top1-acc=97.84%, top5-acc=99.98%, remaining_time=0:00:02.016272, arrival_time=2021-04-14 22:37:53.312688, cost_time=0:00:22.683127 2021-04-14 22:37:52,543 INFO : TRAIN, epoch=0196, iter=00190/00196, fetch data time cost=1.58ms, fps=2054 images/s, loss=0.1104, top1-acc=97.82%, top5-acc=99.98%, remaining_time=0:00:00.755682, arrival_time=2021-04-14 22:37:53.299032, cost_time=0:00:23.929978 2021-04-14 22:37:53,217 INFO : TRAIN, epoch=0196, iter=00196/00196, fetch data time cost=1.16ms, fps=2018 images/s, loss=0.1111, top1-acc=97.80%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-14 22:37:53.217846, cost_time=0:00:24.604551 2021-04-14 22:37:53,738 INFO : EVAL, epoch=0196, iter=00010/00040, fetch data time cost=0.20ms, fps=4937 images/s, loss=1.1212, top1-acc=71.95%, top5-acc=92.30%, remaining_time=0:00:01.555680, arrival_time=2021-04-14 22:37:55.293858, cost_time=0:00:00.518563 2021-04-14 22:37:54,123 INFO : EVAL, epoch=0196, iter=00020/00040, fetch data time cost=1.28ms, fps=6658 images/s, loss=1.1566, top1-acc=71.41%, top5-acc=92.07%, remaining_time=0:00:00.903420, arrival_time=2021-04-14 22:37:55.026456, cost_time=0:00:00.903415 2021-04-14 22:37:54,509 INFO : EVAL, epoch=0196, iter=00030/00040, fetch data time cost=2.41ms, fps=6630 images/s, loss=1.1672, top1-acc=70.83%, top5-acc=91.77%, remaining_time=0:00:00.429980, arrival_time=2021-04-14 22:37:54.939513, cost_time=0:00:01.289927 2021-04-14 22:37:54,869 INFO : EVAL, epoch=0196, iter=00040/00040, fetch data time cost=0.08ms, fps=6446 images/s, loss=1.1672, top1-acc=70.49%, top5-acc=91.76%, remaining_time=0:00:00, arrival_time=2021-04-14 22:37:54.869768, cost_time=0:00:01.650181 2021-04-14 22:37:54,980 INFO : Epoch=0196 complete, best val top1-acc=70.87%, top5-acc=91.94% (epoch=186), remaining_time=0:01:46.162996, arrival_time=2021-04-14 22:39:41.143459, cost_time=1:26:41.986731 2021-04-14 22:37:54,981 INFO : Train start, epoch=0197, lr=0.000099 2021-04-14 22:37:56,438 INFO : TRAIN, epoch=0197, iter=00010/00196, fetch data time cost=1.42ms, fps=1757 images/s, loss=0.1089, top1-acc=97.77%, top5-acc=100.00%, remaining_time=0:00:27.101130, arrival_time=2021-04-14 22:38:23.540039, cost_time=0:00:01.457050 2021-04-14 22:37:57,700 INFO : TRAIN, epoch=0197, iter=00020/00196, fetch data time cost=2.01ms, fps=2030 images/s, loss=0.1071, top1-acc=97.95%, top5-acc=100.00%, remaining_time=0:00:23.921216, arrival_time=2021-04-14 22:38:21.621423, cost_time=0:00:02.718327 2021-04-14 22:37:58,953 INFO : TRAIN, epoch=0197, iter=00030/00196, fetch data time cost=1.31ms, fps=2043 images/s, loss=0.1074, top1-acc=97.94%, top5-acc=100.00%, remaining_time=0:00:21.975744, arrival_time=2021-04-14 22:38:20.929195, cost_time=0:00:03.971512 2021-04-14 22:38:00,215 INFO : TRAIN, epoch=0197, iter=00040/00196, fetch data time cost=2.35ms, fps=2030 images/s, loss=0.1063, top1-acc=97.99%, top5-acc=99.99%, remaining_time=0:00:20.410260, arrival_time=2021-04-14 22:38:20.625546, cost_time=0:00:05.233410 2021-04-14 22:38:01,464 INFO : TRAIN, epoch=0197, iter=00050/00196, fetch data time cost=1.49ms, fps=2050 images/s, loss=0.1071, top1-acc=98.02%, top5-acc=99.99%, remaining_time=0:00:18.929046, arrival_time=2021-04-14 22:38:20.393429, cost_time=0:00:06.482533 2021-04-14 22:38:02,716 INFO : TRAIN, epoch=0197, iter=00060/00196, fetch data time cost=1.90ms, fps=2046 images/s, loss=0.1075, top1-acc=97.95%, top5-acc=99.99%, remaining_time=0:00:17.531080, arrival_time=2021-04-14 22:38:20.247259, cost_time=0:00:07.734326 2021-04-14 22:38:03,966 INFO : TRAIN, epoch=0197, iter=00070/00196, fetch data time cost=1.68ms, fps=2048 images/s, loss=0.1069, top1-acc=97.96%, top5-acc=99.99%, remaining_time=0:00:16.172730, arrival_time=2021-04-14 22:38:20.139466, cost_time=0:00:08.984884 2021-04-14 22:38:05,214 INFO : TRAIN, epoch=0197, iter=00080/00196, fetch data time cost=1.55ms, fps=2053 images/s, loss=0.1083, top1-acc=97.90%, top5-acc=99.99%, remaining_time=0:00:14.836632, arrival_time=2021-04-14 22:38:20.050704, cost_time=0:00:10.232159 2021-04-14 22:38:06,467 INFO : TRAIN, epoch=0197, iter=00090/00196, fetch data time cost=2.11ms, fps=2043 images/s, loss=0.1079, top1-acc=97.91%, top5-acc=99.99%, remaining_time=0:00:13.527296, arrival_time=2021-04-14 22:38:19.994653, cost_time=0:00:11.485479 2021-04-14 22:38:07,720 INFO : TRAIN, epoch=0197, iter=00100/00196, fetch data time cost=1.34ms, fps=2043 images/s, loss=0.1089, top1-acc=97.86%, top5-acc=99.98%, remaining_time=0:00:12.229344, arrival_time=2021-04-14 22:38:19.950086, cost_time=0:00:12.738885 2021-04-14 22:38:08,982 INFO : TRAIN, epoch=0197, iter=00110/00196, fetch data time cost=1.63ms, fps=2029 images/s, loss=0.1084, top1-acc=97.88%, top5-acc=99.98%, remaining_time=0:00:10.946080, arrival_time=2021-04-14 22:38:19.928759, cost_time=0:00:14.000785 2021-04-14 22:38:10,239 INFO : TRAIN, epoch=0197, iter=00120/00196, fetch data time cost=1.30ms, fps=2038 images/s, loss=0.1092, top1-acc=97.88%, top5-acc=99.98%, remaining_time=0:00:09.662868, arrival_time=2021-04-14 22:38:19.901857, cost_time=0:00:15.257131 2021-04-14 22:38:11,491 INFO : TRAIN, epoch=0197, iter=00130/00196, fetch data time cost=1.91ms, fps=2045 images/s, loss=0.1086, top1-acc=97.91%, top5-acc=99.98%, remaining_time=0:00:08.381736, arrival_time=2021-04-14 22:38:19.873068, cost_time=0:00:16.509469 2021-04-14 22:38:12,736 INFO : TRAIN, epoch=0197, iter=00140/00196, fetch data time cost=1.33ms, fps=2056 images/s, loss=0.1081, top1-acc=97.94%, top5-acc=99.98%, remaining_time=0:00:07.101864, arrival_time=2021-04-14 22:38:19.838542, cost_time=0:00:17.754704 2021-04-14 22:38:13,982 INFO : TRAIN, epoch=0197, iter=00150/00196, fetch data time cost=1.32ms, fps=2057 images/s, loss=0.1082, top1-acc=97.95%, top5-acc=99.98%, remaining_time=0:00:05.826682, arrival_time=2021-04-14 22:38:19.808604, cost_time=0:00:19.000042 2021-04-14 22:38:15,234 INFO : TRAIN, epoch=0197, iter=00160/00196, fetch data time cost=1.83ms, fps=2045 images/s, loss=0.1080, top1-acc=97.97%, top5-acc=99.98%, remaining_time=0:00:04.556736, arrival_time=2021-04-14 22:38:19.790804, cost_time=0:00:20.252200 2021-04-14 22:38:16,480 INFO : TRAIN, epoch=0197, iter=00170/00196, fetch data time cost=1.35ms, fps=2055 images/s, loss=0.1083, top1-acc=97.96%, top5-acc=99.98%, remaining_time=0:00:03.287986, arrival_time=2021-04-14 22:38:19.768130, cost_time=0:00:21.498296 2021-04-14 22:38:17,723 INFO : TRAIN, epoch=0197, iter=00180/00196, fetch data time cost=1.40ms, fps=2059 images/s, loss=0.1082, top1-acc=97.96%, top5-acc=99.98%, remaining_time=0:00:02.021488, arrival_time=2021-04-14 22:38:19.745152, cost_time=0:00:22.741809 2021-04-14 22:38:18,971 INFO : TRAIN, epoch=0197, iter=00190/00196, fetch data time cost=1.22ms, fps=2053 images/s, loss=0.1082, top1-acc=97.96%, top5-acc=99.98%, remaining_time=0:00:00.757554, arrival_time=2021-04-14 22:38:19.728628, cost_time=0:00:23.989229 2021-04-14 22:38:19,644 INFO : TRAIN, epoch=0197, iter=00196/00196, fetch data time cost=1.16ms, fps=2020 images/s, loss=0.1089, top1-acc=97.93%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-14 22:38:19.644824, cost_time=0:00:24.662980 2021-04-14 22:38:20,174 INFO : EVAL, epoch=0197, iter=00010/00040, fetch data time cost=0.20ms, fps=4853 images/s, loss=1.1520, top1-acc=71.72%, top5-acc=92.19%, remaining_time=0:00:01.582470, arrival_time=2021-04-14 22:38:21.756739, cost_time=0:00:00.527492 2021-04-14 22:38:20,557 INFO : EVAL, epoch=0197, iter=00020/00040, fetch data time cost=1.30ms, fps=6679 images/s, loss=1.1620, top1-acc=71.17%, top5-acc=91.97%, remaining_time=0:00:00.911140, arrival_time=2021-04-14 22:38:21.469065, cost_time=0:00:00.911148 2021-04-14 22:38:20,952 INFO : EVAL, epoch=0197, iter=00030/00040, fetch data time cost=1.73ms, fps=6498 images/s, loss=1.1605, top1-acc=70.91%, top5-acc=91.82%, remaining_time=0:00:00.435160, arrival_time=2021-04-14 22:38:21.387430, cost_time=0:00:01.305486 2021-04-14 22:38:21,309 INFO : EVAL, epoch=0197, iter=00040/00040, fetch data time cost=0.06ms, fps=6499 images/s, loss=1.1721, top1-acc=70.69%, top5-acc=91.80%, remaining_time=0:00:00, arrival_time=2021-04-14 22:38:21.309644, cost_time=0:00:01.662897 2021-04-14 22:38:21,389 INFO : Epoch=0197 complete, best val top1-acc=70.87%, top5-acc=91.94% (epoch=186), remaining_time=0:01:19.620246, arrival_time=2021-04-14 22:39:41.010053, cost_time=1:27:08.396079 2021-04-14 22:38:21,391 INFO : Train start, epoch=0198, lr=0.000056 2021-04-14 22:38:22,806 INFO : TRAIN, epoch=0198, iter=00010/00196, fetch data time cost=0.32ms, fps=1809 images/s, loss=0.1092, top1-acc=97.93%, top5-acc=99.96%, remaining_time=0:00:26.323650, arrival_time=2021-04-14 22:38:49.130137, cost_time=0:00:01.415246 2021-04-14 22:38:24,060 INFO : TRAIN, epoch=0198, iter=00020/00196, fetch data time cost=1.63ms, fps=2043 images/s, loss=0.1094, top1-acc=97.71%, top5-acc=99.96%, remaining_time=0:00:23.487728, arrival_time=2021-04-14 22:38:47.548033, cost_time=0:00:02.669055 2021-04-14 22:38:25,314 INFO : TRAIN, epoch=0198, iter=00030/00196, fetch data time cost=1.58ms, fps=2042 images/s, loss=0.1120, top1-acc=97.67%, top5-acc=99.96%, remaining_time=0:00:21.710642, arrival_time=2021-04-14 22:38:47.025497, cost_time=0:00:03.923612 2021-04-14 22:38:26,565 INFO : TRAIN, epoch=0198, iter=00040/00196, fetch data time cost=1.61ms, fps=2048 images/s, loss=0.1112, top1-acc=97.71%, top5-acc=99.97%, remaining_time=0:00:20.179380, arrival_time=2021-04-14 22:38:46.744980, cost_time=0:00:05.174216 2021-04-14 22:38:27,822 INFO : TRAIN, epoch=0198, iter=00050/00196, fetch data time cost=1.39ms, fps=2038 images/s, loss=0.1089, top1-acc=97.88%, top5-acc=99.98%, remaining_time=0:00:18.779688, arrival_time=2021-04-14 22:38:46.602354, cost_time=0:00:06.431411 2021-04-14 22:38:29,075 INFO : TRAIN, epoch=0198, iter=00060/00196, fetch data time cost=1.44ms, fps=2044 images/s, loss=0.1087, top1-acc=97.90%, top5-acc=99.97%, remaining_time=0:00:17.418064, arrival_time=2021-04-14 22:38:46.493804, cost_time=0:00:07.684453 2021-04-14 22:38:30,323 INFO : TRAIN, epoch=0198, iter=00070/00196, fetch data time cost=1.45ms, fps=2053 images/s, loss=0.1075, top1-acc=97.90%, top5-acc=99.97%, remaining_time=0:00:16.077348, arrival_time=2021-04-14 22:38:46.400397, cost_time=0:00:08.931887 2021-04-14 22:38:31,572 INFO : TRAIN, epoch=0198, iter=00080/00196, fetch data time cost=1.61ms, fps=2050 images/s, loss=0.1079, top1-acc=97.94%, top5-acc=99.97%, remaining_time=0:00:14.762508, arrival_time=2021-04-14 22:38:46.334862, cost_time=0:00:10.181066 2021-04-14 22:38:32,818 INFO : TRAIN, epoch=0198, iter=00090/00196, fetch data time cost=1.58ms, fps=2056 images/s, loss=0.1073, top1-acc=97.99%, top5-acc=99.97%, remaining_time=0:00:13.458608, arrival_time=2021-04-14 22:38:46.276885, cost_time=0:00:11.427119 2021-04-14 22:38:34,066 INFO : TRAIN, epoch=0198, iter=00100/00196, fetch data time cost=1.59ms, fps=2051 images/s, loss=0.1085, top1-acc=97.94%, top5-acc=99.97%, remaining_time=0:00:12.168384, arrival_time=2021-04-14 22:38:46.235009, cost_time=0:00:12.675373 2021-04-14 22:38:35,315 INFO : TRAIN, epoch=0198, iter=00110/00196, fetch data time cost=1.55ms, fps=2051 images/s, loss=0.1081, top1-acc=97.94%, top5-acc=99.98%, remaining_time=0:00:10.886396, arrival_time=2021-04-14 22:38:46.202049, cost_time=0:00:13.924482 2021-04-14 22:38:36,569 INFO : TRAIN, epoch=0198, iter=00120/00196, fetch data time cost=1.34ms, fps=2042 images/s, loss=0.1084, top1-acc=97.93%, top5-acc=99.97%, remaining_time=0:00:09.613164, arrival_time=2021-04-14 22:38:46.183042, cost_time=0:00:15.178715 2021-04-14 22:38:37,818 INFO : TRAIN, epoch=0198, iter=00130/00196, fetch data time cost=1.36ms, fps=2051 images/s, loss=0.1084, top1-acc=97.92%, top5-acc=99.98%, remaining_time=0:00:08.339958, arrival_time=2021-04-14 22:38:46.158412, cost_time=0:00:16.427201 2021-04-14 22:38:39,065 INFO : TRAIN, epoch=0198, iter=00140/00196, fetch data time cost=1.45ms, fps=2053 images/s, loss=0.1085, top1-acc=97.94%, top5-acc=99.97%, remaining_time=0:00:07.069888, arrival_time=2021-04-14 22:38:46.135742, cost_time=0:00:17.674683 2021-04-14 22:38:40,321 INFO : TRAIN, epoch=0198, iter=00150/00196, fetch data time cost=1.56ms, fps=2040 images/s, loss=0.1080, top1-acc=97.96%, top5-acc=99.98%, remaining_time=0:00:05.805200, arrival_time=2021-04-14 22:38:46.126392, cost_time=0:00:18.930031 2021-04-14 22:38:41,580 INFO : TRAIN, epoch=0198, iter=00160/00196, fetch data time cost=2.29ms, fps=2034 images/s, loss=0.1081, top1-acc=97.94%, top5-acc=99.98%, remaining_time=0:00:04.542588, arrival_time=2021-04-14 22:38:46.123117, cost_time=0:00:20.189274 2021-04-14 22:38:42,835 INFO : TRAIN, epoch=0198, iter=00170/00196, fetch data time cost=1.50ms, fps=2040 images/s, loss=0.1085, top1-acc=97.90%, top5-acc=99.98%, remaining_time=0:00:03.279770, arrival_time=2021-04-14 22:38:46.115526, cost_time=0:00:21.444591 2021-04-14 22:38:44,090 INFO : TRAIN, epoch=0198, iter=00180/00196, fetch data time cost=1.55ms, fps=2041 images/s, loss=0.1088, top1-acc=97.90%, top5-acc=99.98%, remaining_time=0:00:02.017712, arrival_time=2021-04-14 22:38:46.108121, cost_time=0:00:22.699190 2021-04-14 22:38:45,346 INFO : TRAIN, epoch=0198, iter=00190/00196, fetch data time cost=1.36ms, fps=2038 images/s, loss=0.1087, top1-acc=97.90%, top5-acc=99.98%, remaining_time=0:00:00.756498, arrival_time=2021-04-14 22:38:46.103339, cost_time=0:00:23.955680 2021-04-14 22:38:46,027 INFO : TRAIN, epoch=0198, iter=00196/00196, fetch data time cost=1.37ms, fps=1999 images/s, loss=0.1087, top1-acc=97.89%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-14 22:38:46.027564, cost_time=0:00:24.636355 2021-04-14 22:38:46,541 INFO : EVAL, epoch=0198, iter=00010/00040, fetch data time cost=1.42ms, fps=5001 images/s, loss=1.1213, top1-acc=71.45%, top5-acc=91.68%, remaining_time=0:00:01.535580, arrival_time=2021-04-14 22:38:48.076932, cost_time=0:00:00.511856 2021-04-14 22:38:46,929 INFO : EVAL, epoch=0198, iter=00020/00040, fetch data time cost=1.24ms, fps=6604 images/s, loss=1.1444, top1-acc=71.02%, top5-acc=91.74%, remaining_time=0:00:00.900180, arrival_time=2021-04-14 22:38:47.829756, cost_time=0:00:00.900172 2021-04-14 22:38:47,319 INFO : EVAL, epoch=0198, iter=00030/00040, fetch data time cost=1.23ms, fps=6578 images/s, loss=1.1631, top1-acc=70.76%, top5-acc=91.87%, remaining_time=0:00:00.429900, arrival_time=2021-04-14 22:38:47.749019, cost_time=0:00:01.289715 2021-04-14 22:38:47,677 INFO : EVAL, epoch=0198, iter=00040/00040, fetch data time cost=0.05ms, fps=6484 images/s, loss=1.1743, top1-acc=70.66%, top5-acc=91.98%, remaining_time=0:00:00, arrival_time=2021-04-14 22:38:47.677260, cost_time=0:00:01.647879 2021-04-14 22:38:47,779 INFO : Epoch=0198 complete, best val top1-acc=70.87%, top5-acc=91.94% (epoch=186), remaining_time=0:00:53.078644, arrival_time=2021-04-14 22:39:40.858112, cost_time=1:27:34.785727 2021-04-14 22:38:47,780 INFO : Train start, epoch=0199, lr=0.000025 2021-04-14 22:38:49,196 INFO : TRAIN, epoch=0199, iter=00010/00196, fetch data time cost=1.50ms, fps=1809 images/s, loss=0.1149, top1-acc=98.01%, top5-acc=99.96%, remaining_time=0:00:26.321790, arrival_time=2021-04-14 22:39:15.517969, cost_time=0:00:01.415151 2021-04-14 22:38:50,454 INFO : TRAIN, epoch=0199, iter=00020/00196, fetch data time cost=1.70ms, fps=2036 images/s, loss=0.1149, top1-acc=97.81%, top5-acc=99.96%, remaining_time=0:00:23.525040, arrival_time=2021-04-14 22:39:13.979360, cost_time=0:00:02.673309 2021-04-14 22:38:51,702 INFO : TRAIN, epoch=0199, iter=00030/00196, fetch data time cost=1.46ms, fps=2052 images/s, loss=0.1120, top1-acc=97.92%, top5-acc=99.97%, remaining_time=0:00:21.699520, arrival_time=2021-04-14 22:39:13.402132, cost_time=0:00:03.921588 2021-04-14 22:38:52,954 INFO : TRAIN, epoch=0199, iter=00040/00196, fetch data time cost=1.66ms, fps=2046 images/s, loss=0.1127, top1-acc=97.94%, top5-acc=99.97%, remaining_time=0:00:20.176416, arrival_time=2021-04-14 22:39:13.130858, cost_time=0:00:05.173433 2021-04-14 22:38:54,211 INFO : TRAIN, epoch=0199, iter=00050/00196, fetch data time cost=1.57ms, fps=2038 images/s, loss=0.1117, top1-acc=97.97%, top5-acc=99.97%, remaining_time=0:00:18.776768, arrival_time=2021-04-14 22:39:12.988096, cost_time=0:00:06.430380 2021-04-14 22:38:55,458 INFO : TRAIN, epoch=0199, iter=00060/00196, fetch data time cost=1.33ms, fps=2054 images/s, loss=0.1096, top1-acc=98.03%, top5-acc=99.97%, remaining_time=0:00:17.401744, arrival_time=2021-04-14 22:39:12.860027, cost_time=0:00:07.677262 2021-04-14 22:38:56,704 INFO : TRAIN, epoch=0199, iter=00070/00196, fetch data time cost=1.37ms, fps=2055 images/s, loss=0.1091, top1-acc=98.07%, top5-acc=99.98%, remaining_time=0:00:16.062354, arrival_time=2021-04-14 22:39:12.766793, cost_time=0:00:08.923497 2021-04-14 22:38:57,954 INFO : TRAIN, epoch=0199, iter=00080/00196, fetch data time cost=1.34ms, fps=2049 images/s, loss=0.1080, top1-acc=98.09%, top5-acc=99.98%, remaining_time=0:00:14.751024, arrival_time=2021-04-14 22:39:12.705124, cost_time=0:00:10.173084 2021-04-14 22:38:59,206 INFO : TRAIN, epoch=0199, iter=00090/00196, fetch data time cost=1.32ms, fps=2045 images/s, loss=0.1075, top1-acc=98.07%, top5-acc=99.98%, remaining_time=0:00:13.456382, arrival_time=2021-04-14 22:39:12.662533, cost_time=0:00:11.425210 2021-04-14 22:39:00,451 INFO : TRAIN, epoch=0199, iter=00100/00196, fetch data time cost=1.37ms, fps=2057 images/s, loss=0.1076, top1-acc=98.05%, top5-acc=99.98%, remaining_time=0:00:12.163104, arrival_time=2021-04-14 22:39:12.614086, cost_time=0:00:12.669912 2021-04-14 22:39:01,701 INFO : TRAIN, epoch=0199, iter=00110/00196, fetch data time cost=1.31ms, fps=2048 images/s, loss=0.1083, top1-acc=97.99%, top5-acc=99.98%, remaining_time=0:00:10.883558, arrival_time=2021-04-14 22:39:12.585282, cost_time=0:00:13.920784 2021-04-14 22:39:02,948 INFO : TRAIN, epoch=0199, iter=00120/00196, fetch data time cost=1.47ms, fps=2054 images/s, loss=0.1082, top1-acc=97.98%, top5-acc=99.98%, remaining_time=0:00:09.606248, arrival_time=2021-04-14 22:39:12.554961, cost_time=0:00:15.167771 2021-04-14 22:39:04,197 INFO : TRAIN, epoch=0199, iter=00130/00196, fetch data time cost=1.39ms, fps=2051 images/s, loss=0.1084, top1-acc=97.95%, top5-acc=99.98%, remaining_time=0:00:08.334414, arrival_time=2021-04-14 22:39:12.531760, cost_time=0:00:16.416316 2021-04-14 22:39:05,445 INFO : TRAIN, epoch=0199, iter=00140/00196, fetch data time cost=1.54ms, fps=2053 images/s, loss=0.1079, top1-acc=97.97%, top5-acc=99.97%, remaining_time=0:00:07.065632, arrival_time=2021-04-14 22:39:12.510654, cost_time=0:00:17.664077 2021-04-14 22:39:06,691 INFO : TRAIN, epoch=0199, iter=00150/00196, fetch data time cost=1.36ms, fps=2055 images/s, loss=0.1077, top1-acc=97.98%, top5-acc=99.98%, remaining_time=0:00:05.799036, arrival_time=2021-04-14 22:39:12.490031, cost_time=0:00:18.909922 2021-04-14 22:39:07,938 INFO : TRAIN, epoch=0199, iter=00160/00196, fetch data time cost=1.66ms, fps=2052 images/s, loss=0.1078, top1-acc=97.98%, top5-acc=99.98%, remaining_time=0:00:04.535532, arrival_time=2021-04-14 22:39:12.474381, cost_time=0:00:20.157883 2021-04-14 22:39:09,186 INFO : TRAIN, epoch=0199, iter=00170/00196, fetch data time cost=1.41ms, fps=2053 images/s, loss=0.1080, top1-acc=97.97%, top5-acc=99.98%, remaining_time=0:00:03.273790, arrival_time=2021-04-14 22:39:12.460333, cost_time=0:00:21.405603 2021-04-14 22:39:10,436 INFO : TRAIN, epoch=0199, iter=00180/00196, fetch data time cost=1.60ms, fps=2049 images/s, loss=0.1080, top1-acc=97.98%, top5-acc=99.98%, remaining_time=0:00:02.013808, arrival_time=2021-04-14 22:39:12.450002, cost_time=0:00:22.655256 2021-04-14 22:39:11,681 INFO : TRAIN, epoch=0199, iter=00190/00196, fetch data time cost=1.25ms, fps=2057 images/s, loss=0.1078, top1-acc=97.99%, top5-acc=99.98%, remaining_time=0:00:00.754752, arrival_time=2021-04-14 22:39:12.436148, cost_time=0:00:23.900398 2021-04-14 22:39:12,359 INFO : TRAIN, epoch=0199, iter=00196/00196, fetch data time cost=1.38ms, fps=2009 images/s, loss=0.1082, top1-acc=97.98%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-14 22:39:12.358944, cost_time=0:00:24.577979 2021-04-14 22:39:12,913 INFO : EVAL, epoch=0199, iter=00010/00040, fetch data time cost=1.58ms, fps=4632 images/s, loss=1.1461, top1-acc=71.02%, top5-acc=91.87%, remaining_time=0:00:01.657980, arrival_time=2021-04-14 22:39:14.571647, cost_time=0:00:00.552664 2021-04-14 22:39:13,309 INFO : EVAL, epoch=0199, iter=00020/00040, fetch data time cost=0.41ms, fps=6467 images/s, loss=1.1951, top1-acc=70.08%, top5-acc=91.13%, remaining_time=0:00:00.948940, arrival_time=2021-04-14 22:39:14.258881, cost_time=0:00:00.948942 2021-04-14 22:39:13,696 INFO : EVAL, epoch=0199, iter=00030/00040, fetch data time cost=0.19ms, fps=6633 images/s, loss=1.1914, top1-acc=70.48%, top5-acc=91.38%, remaining_time=0:00:00.445080, arrival_time=2021-04-14 22:39:14.141298, cost_time=0:00:01.335226 2021-04-14 22:39:14,052 INFO : EVAL, epoch=0199, iter=00040/00040, fetch data time cost=0.08ms, fps=6522 images/s, loss=1.1509, top1-acc=70.88%, top5-acc=91.72%, remaining_time=0:00:00, arrival_time=2021-04-14 22:39:14.052237, cost_time=0:00:01.691273 2021-04-14 22:39:14,240 INFO : Epoch=0199 complete, best val top1-acc=70.88%, top5-acc=91.72% (epoch=199), remaining_time=0:00:26.538930, arrival_time=2021-04-14 22:39:40.779813, cost_time=1:28:01.247132 2021-04-14 22:39:14,242 INFO : Train start, epoch=0200, lr=0.000006 2021-04-14 22:39:15,741 INFO : TRAIN, epoch=0200, iter=00010/00196, fetch data time cost=1.29ms, fps=1707 images/s, loss=0.1064, top1-acc=98.12%, top5-acc=100.00%, remaining_time=0:00:27.892188, arrival_time=2021-04-14 22:39:43.634037, cost_time=0:00:01.499585 2021-04-14 22:39:16,996 INFO : TRAIN, epoch=0200, iter=00020/00196, fetch data time cost=1.45ms, fps=2042 images/s, loss=0.1020, top1-acc=98.18%, top5-acc=100.00%, remaining_time=0:00:24.232384, arrival_time=2021-04-14 22:39:41.228386, cost_time=0:00:02.753685 2021-04-14 22:39:18,244 INFO : TRAIN, epoch=0200, iter=00030/00196, fetch data time cost=1.82ms, fps=2051 images/s, loss=0.1034, top1-acc=98.24%, top5-acc=100.00%, remaining_time=0:00:22.146060, arrival_time=2021-04-14 22:39:40.390784, cost_time=0:00:04.002291 2021-04-14 22:39:19,499 INFO : TRAIN, epoch=0200, iter=00040/00196, fetch data time cost=1.44ms, fps=2042 images/s, loss=0.1057, top1-acc=98.12%, top5-acc=100.00%, remaining_time=0:00:20.501988, arrival_time=2021-04-14 22:39:40.001204, cost_time=0:00:05.256933 2021-04-14 22:39:20,743 INFO : TRAIN, epoch=0200, iter=00050/00196, fetch data time cost=1.44ms, fps=2058 images/s, loss=0.1067, top1-acc=98.03%, top5-acc=99.99%, remaining_time=0:00:18.983212, arrival_time=2021-04-14 22:39:39.726578, cost_time=0:00:06.501103 2021-04-14 22:39:21,988 INFO : TRAIN, epoch=0200, iter=00060/00196, fetch data time cost=1.43ms, fps=2057 images/s, loss=0.1077, top1-acc=98.02%, top5-acc=99.99%, remaining_time=0:00:17.557872, arrival_time=2021-04-14 22:39:39.546281, cost_time=0:00:07.746139 2021-04-14 22:39:23,234 INFO : TRAIN, epoch=0200, iter=00070/00196, fetch data time cost=1.56ms, fps=2055 images/s, loss=0.1083, top1-acc=97.99%, top5-acc=99.99%, remaining_time=0:00:16.186464, arrival_time=2021-04-14 22:39:39.421201, cost_time=0:00:08.992469 2021-04-14 22:39:24,479 INFO : TRAIN, epoch=0200, iter=00080/00196, fetch data time cost=1.52ms, fps=2057 images/s, loss=0.1083, top1-acc=97.93%, top5-acc=100.00%, remaining_time=0:00:14.844404, arrival_time=2021-04-14 22:39:39.324291, cost_time=0:00:10.237557 2021-04-14 22:39:25,726 INFO : TRAIN, epoch=0200, iter=00090/00196, fetch data time cost=1.35ms, fps=2055 images/s, loss=0.1081, top1-acc=97.98%, top5-acc=99.99%, remaining_time=0:00:13.525176, arrival_time=2021-04-14 22:39:39.251119, cost_time=0:00:11.483647 2021-04-14 22:39:26,971 INFO : TRAIN, epoch=0200, iter=00100/00196, fetch data time cost=1.40ms, fps=2056 images/s, loss=0.1076, top1-acc=98.00%, top5-acc=99.99%, remaining_time=0:00:12.219936, arrival_time=2021-04-14 22:39:39.191306, cost_time=0:00:12.729085 2021-04-14 22:39:28,224 INFO : TRAIN, epoch=0200, iter=00110/00196, fetch data time cost=1.32ms, fps=2043 images/s, loss=0.1074, top1-acc=97.99%, top5-acc=99.99%, remaining_time=0:00:10.931804, arrival_time=2021-04-14 22:39:39.156602, cost_time=0:00:13.982525 2021-04-14 22:39:29,478 INFO : TRAIN, epoch=0200, iter=00120/00196, fetch data time cost=1.30ms, fps=2043 images/s, loss=0.1074, top1-acc=97.97%, top5-acc=99.98%, remaining_time=0:00:09.649644, arrival_time=2021-04-14 22:39:39.128162, cost_time=0:00:15.236251 2021-04-14 22:39:30,726 INFO : TRAIN, epoch=0200, iter=00130/00196, fetch data time cost=1.29ms, fps=2052 images/s, loss=0.1074, top1-acc=97.94%, top5-acc=99.98%, remaining_time=0:00:08.368932, arrival_time=2021-04-14 22:39:39.095416, cost_time=0:00:16.484213 2021-04-14 22:39:31,970 INFO : TRAIN, epoch=0200, iter=00140/00196, fetch data time cost=1.41ms, fps=2059 images/s, loss=0.1075, top1-acc=97.94%, top5-acc=99.98%, remaining_time=0:00:07.091168, arrival_time=2021-04-14 22:39:39.061349, cost_time=0:00:17.727924 2021-04-14 22:39:33,221 INFO : TRAIN, epoch=0200, iter=00150/00196, fetch data time cost=1.47ms, fps=2046 images/s, loss=0.1077, top1-acc=97.92%, top5-acc=99.97%, remaining_time=0:00:05.820334, arrival_time=2021-04-14 22:39:39.042034, cost_time=0:00:18.979361 2021-04-14 22:39:34,466 INFO : TRAIN, epoch=0200, iter=00160/00196, fetch data time cost=1.35ms, fps=2057 images/s, loss=0.1075, top1-acc=97.94%, top5-acc=99.98%, remaining_time=0:00:04.550472, arrival_time=2021-04-14 22:39:39.017068, cost_time=0:00:20.224303 2021-04-14 22:39:35,712 INFO : TRAIN, epoch=0200, iter=00170/00196, fetch data time cost=1.51ms, fps=2056 images/s, loss=0.1072, top1-acc=97.95%, top5-acc=99.97%, remaining_time=0:00:03.283618, arrival_time=2021-04-14 22:39:38.995778, cost_time=0:00:21.469884 2021-04-14 22:39:36,955 INFO : TRAIN, epoch=0200, iter=00180/00196, fetch data time cost=1.36ms, fps=2059 images/s, loss=0.1070, top1-acc=97.96%, top5-acc=99.98%, remaining_time=0:00:02.018992, arrival_time=2021-04-14 22:39:38.974937, cost_time=0:00:22.713675 2021-04-14 22:39:38,200 INFO : TRAIN, epoch=0200, iter=00190/00196, fetch data time cost=1.16ms, fps=2058 images/s, loss=0.1069, top1-acc=97.97%, top5-acc=99.98%, remaining_time=0:00:00.756576, arrival_time=2021-04-14 22:39:38.956989, cost_time=0:00:23.958157 2021-04-14 22:39:38,876 INFO : TRAIN, epoch=0200, iter=00196/00196, fetch data time cost=1.21ms, fps=2013 images/s, loss=0.1074, top1-acc=97.97%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-14 22:39:38.876501, cost_time=0:00:24.634225 2021-04-14 22:39:39,422 INFO : EVAL, epoch=0200, iter=00010/00040, fetch data time cost=0.18ms, fps=4706 images/s, loss=1.1562, top1-acc=70.78%, top5-acc=92.50%, remaining_time=0:00:01.632030, arrival_time=2021-04-14 22:39:41.054347, cost_time=0:00:00.544013 2021-04-14 22:39:39,812 INFO : EVAL, epoch=0200, iter=00020/00040, fetch data time cost=0.21ms, fps=6566 images/s, loss=1.1724, top1-acc=70.78%, top5-acc=92.25%, remaining_time=0:00:00.934400, arrival_time=2021-04-14 22:39:40.747076, cost_time=0:00:00.934408 2021-04-14 22:39:40,218 INFO : EVAL, epoch=0200, iter=00030/00040, fetch data time cost=0.20ms, fps=6322 images/s, loss=1.1867, top1-acc=70.59%, top5-acc=91.82%, remaining_time=0:00:00.446580, arrival_time=2021-04-14 22:39:40.664558, cost_time=0:00:01.339733 2021-04-14 22:39:40,571 INFO : EVAL, epoch=0200, iter=00040/00040, fetch data time cost=0.05ms, fps=6577 images/s, loss=1.1747, top1-acc=70.19%, top5-acc=91.80%, remaining_time=0:00:00, arrival_time=2021-04-14 22:39:40.571029, cost_time=0:00:01.692798 2021-04-14 22:39:40,699 INFO : Epoch=0200 complete, best val top1-acc=70.88%, top5-acc=91.72% (epoch=199), remaining_time=0:00:00, arrival_time=2021-04-14 22:39:40.699176, cost_time=1:28:27.705352