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_x1_4'), ('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://127.0.0.1:55215', 'modifications': ['model.name=cifar100_mobilenetv2_x1_4'], 'node_rank': 0, 'output_dir': PosixPath('output/cifar100/mobilenetv2_x1_4'), 'world_size': 1} 2021-04-14 21:11:06,542 INFO : Model details: n_params=4.50M, flops=170.23M. 2021-04-14 21:11:13,126 INFO : Train start, epoch=0001, lr=0.100000 2021-04-14 21:11:17,445 INFO : TRAIN, epoch=0001, iter=00010/00196, fetch data time cost=2.21ms, fps=593 images/s, loss=4.6904, top1-acc=1.45%, top5-acc=6.09%, remaining_time=0:01:20.337120, arrival_time=2021-04-14 21:12:37.782616, cost_time=0:00:04.319195 2021-04-14 21:11:20,537 INFO : TRAIN, epoch=0001, iter=00020/00196, fetch data time cost=1.36ms, fps=828 images/s, loss=4.6715, top1-acc=1.78%, top5-acc=7.44%, remaining_time=0:01:05.213984, arrival_time=2021-04-14 21:12:25.750894, cost_time=0:00:07.410680 2021-04-14 21:11:23,631 INFO : TRAIN, epoch=0001, iter=00030/00196, fetch data time cost=1.78ms, fps=827 images/s, loss=4.5904, top1-acc=2.55%, top5-acc=10.51%, remaining_time=0:00:58.131042, arrival_time=2021-04-14 21:12:21.762777, cost_time=0:00:10.505621 2021-04-14 21:11:26,731 INFO : TRAIN, epoch=0001, iter=00040/00196, fetch data time cost=1.91ms, fps=826 images/s, loss=4.5223, top1-acc=3.15%, top5-acc=12.66%, remaining_time=0:00:53.060280, arrival_time=2021-04-14 21:12:19.791661, cost_time=0:00:13.605214 2021-04-14 21:11:29,830 INFO : TRAIN, epoch=0001, iter=00050/00196, fetch data time cost=1.88ms, fps=826 images/s, loss=4.4537, top1-acc=3.70%, top5-acc=14.71%, remaining_time=0:00:48.777140, arrival_time=2021-04-14 21:12:18.607741, cost_time=0:00:16.704488 2021-04-14 21:11:32,925 INFO : TRAIN, epoch=0001, iter=00060/00196, fetch data time cost=1.94ms, fps=827 images/s, loss=4.3942, top1-acc=4.40%, top5-acc=16.32%, remaining_time=0:00:44.877824, arrival_time=2021-04-14 21:12:17.803030, cost_time=0:00:19.799070 2021-04-14 21:11:36,040 INFO : TRAIN, epoch=0001, iter=00070/00196, fetch data time cost=1.83ms, fps=822 images/s, loss=4.3320, top1-acc=5.12%, top5-acc=18.12%, remaining_time=0:00:41.245974, arrival_time=2021-04-14 21:12:17.286615, cost_time=0:00:22.914421 2021-04-14 21:11:39,137 INFO : TRAIN, epoch=0001, iter=00080/00196, fetch data time cost=1.99ms, fps=827 images/s, loss=4.2752, top1-acc=5.79%, top5-acc=19.79%, remaining_time=0:00:37.716356, arrival_time=2021-04-14 21:12:16.853838, cost_time=0:00:26.011253 2021-04-14 21:11:42,263 INFO : TRAIN, epoch=0001, iter=00090/00196, fetch data time cost=2.19ms, fps=819 images/s, loss=4.2301, top1-acc=6.32%, top5-acc=21.05%, remaining_time=0:00:34.317288, arrival_time=2021-04-14 21:12:16.580733, cost_time=0:00:29.137340 2021-04-14 21:11:45,364 INFO : TRAIN, epoch=0001, iter=00100/00196, fetch data time cost=2.34ms, fps=826 images/s, loss=4.1856, top1-acc=6.95%, top5-acc=22.29%, remaining_time=0:00:30.948864, arrival_time=2021-04-14 21:12:16.313364, cost_time=0:00:32.238351 2021-04-14 21:11:48,463 INFO : TRAIN, epoch=0001, iter=00110/00196, fetch data time cost=1.82ms, fps=826 images/s, loss=4.1433, top1-acc=7.50%, top5-acc=23.53%, remaining_time=0:00:27.627242, arrival_time=2021-04-14 21:12:16.090541, cost_time=0:00:35.337163 2021-04-14 21:11:51,570 INFO : TRAIN, epoch=0001, iter=00120/00196, fetch data time cost=1.59ms, fps=824 images/s, loss=4.1073, top1-acc=7.91%, top5-acc=24.57%, remaining_time=0:00:24.347892, arrival_time=2021-04-14 21:12:15.918069, cost_time=0:00:38.444059 2021-04-14 21:11:54,684 INFO : TRAIN, epoch=0001, iter=00130/00196, fetch data time cost=1.98ms, fps=822 images/s, loss=4.0675, top1-acc=8.41%, top5-acc=25.79%, remaining_time=0:00:21.098616, arrival_time=2021-04-14 21:12:15.782668, cost_time=0:00:41.557834 2021-04-14 21:11:57,800 INFO : TRAIN, epoch=0001, iter=00140/00196, fetch data time cost=1.66ms, fps=822 images/s, loss=4.0306, top1-acc=8.86%, top5-acc=26.94%, remaining_time=0:00:17.869824, arrival_time=2021-04-14 21:12:15.670476, cost_time=0:00:44.674521 2021-04-14 21:12:00,932 INFO : TRAIN, epoch=0001, iter=00150/00196, fetch data time cost=1.77ms, fps=818 images/s, loss=3.9971, top1-acc=9.34%, top5-acc=27.89%, remaining_time=0:00:14.660430, arrival_time=2021-04-14 21:12:15.592351, cost_time=0:00:47.805813 2021-04-14 21:12:04,038 INFO : TRAIN, epoch=0001, iter=00160/00196, fetch data time cost=1.46ms, fps=824 images/s, loss=3.9655, top1-acc=9.73%, top5-acc=28.76%, remaining_time=0:00:11.455380, arrival_time=2021-04-14 21:12:15.494271, cost_time=0:00:50.912775 2021-04-14 21:12:07,152 INFO : TRAIN, epoch=0001, iter=00170/00196, fetch data time cost=1.49ms, fps=822 images/s, loss=3.9330, top1-acc=10.24%, top5-acc=29.78%, remaining_time=0:00:08.262774, arrival_time=2021-04-14 21:12:15.414786, cost_time=0:00:54.025895 2021-04-14 21:12:10,260 INFO : TRAIN, epoch=0001, iter=00180/00196, fetch data time cost=1.62ms, fps=824 images/s, loss=3.9032, top1-acc=10.62%, top5-acc=30.59%, remaining_time=0:00:05.078624, arrival_time=2021-04-14 21:12:15.339284, cost_time=0:00:57.134538 2021-04-14 21:12:13,364 INFO : TRAIN, epoch=0001, iter=00190/00196, fetch data time cost=1.41ms, fps=825 images/s, loss=3.8739, top1-acc=11.09%, top5-acc=31.40%, remaining_time=0:00:01.902264, arrival_time=2021-04-14 21:12:15.266660, cost_time=0:01:00.238287 2021-04-14 21:12:15,017 INFO : TRAIN, epoch=0001, iter=00196/00196, fetch data time cost=1.33ms, fps=823 images/s, loss=3.8566, top1-acc=11.32%, top5-acc=31.79%, remaining_time=0:00:00, arrival_time=2021-04-14 21:12:15.016899, cost_time=0:01:01.890764 2021-04-14 21:12:16,221 INFO : EVAL, epoch=0001, iter=00010/00040, fetch data time cost=2.94ms, fps=2130 images/s, loss=3.5665, top1-acc=14.88%, top5-acc=40.90%, remaining_time=0:00:03.605970, arrival_time=2021-04-14 21:12:19.827483, cost_time=0:00:01.201989 2021-04-14 21:12:17,165 INFO : EVAL, epoch=0001, iter=00020/00040, fetch data time cost=2.19ms, fps=2715 images/s, loss=3.5183, top1-acc=15.96%, top5-acc=42.68%, remaining_time=0:00:02.145880, arrival_time=2021-04-14 21:12:19.311229, cost_time=0:00:02.145874 2021-04-14 21:12:18,106 INFO : EVAL, epoch=0001, iter=00030/00040, fetch data time cost=1.46ms, fps=2721 images/s, loss=3.5393, top1-acc=15.73%, top5-acc=42.17%, remaining_time=0:00:01.029160, arrival_time=2021-04-14 21:12:19.135965, cost_time=0:00:03.087489 2021-04-14 21:12:18,967 INFO : EVAL, epoch=0001, iter=00040/00040, fetch data time cost=0.08ms, fps=2698 images/s, loss=3.5248, top1-acc=15.49%, top5-acc=42.06%, remaining_time=0:00:00, arrival_time=2021-04-14 21:12:18.966975, cost_time=0:00:03.947685 2021-04-14 21:12:19,186 INFO : Epoch=0001 complete, best val top1-acc=15.49%, top5-acc=42.06% (epoch=1), remaining_time=3:39:06.419789, arrival_time=2021-04-15 00:51:25.606023, cost_time=0:01:06.062411 2021-04-14 21:12:19,187 INFO : Train start, epoch=0002, lr=0.099994 2021-04-14 21:12:22,544 INFO : TRAIN, epoch=0002, iter=00010/00196, fetch data time cost=1.60ms, fps=763 images/s, loss=3.2900, top1-acc=18.98%, top5-acc=47.81%, remaining_time=0:01:02.421972, arrival_time=2021-04-14 21:13:24.966150, cost_time=0:00:03.356017 2021-04-14 21:12:25,659 INFO : TRAIN, epoch=0002, iter=00020/00196, fetch data time cost=1.39ms, fps=822 images/s, loss=3.2410, top1-acc=20.06%, top5-acc=48.96%, remaining_time=0:00:56.942688, arrival_time=2021-04-14 21:13:22.601599, cost_time=0:00:06.470759 2021-04-14 21:12:28,776 INFO : TRAIN, epoch=0002, iter=00030/00196, fetch data time cost=2.12ms, fps=821 images/s, loss=3.2525, top1-acc=20.01%, top5-acc=48.91%, remaining_time=0:00:53.056422, arrival_time=2021-04-14 21:13:21.833140, cost_time=0:00:09.588510 2021-04-14 21:12:31,880 INFO : TRAIN, epoch=0002, iter=00040/00196, fetch data time cost=1.55ms, fps=825 images/s, loss=3.2368, top1-acc=20.43%, top5-acc=49.32%, remaining_time=0:00:49.500516, arrival_time=2021-04-14 21:13:21.381116, cost_time=0:00:12.692438 2021-04-14 21:12:35,000 INFO : TRAIN, epoch=0002, iter=00050/00196, fetch data time cost=1.69ms, fps=821 images/s, loss=3.2258, top1-acc=20.76%, top5-acc=49.35%, remaining_time=0:00:46.171624, arrival_time=2021-04-14 21:13:21.171979, cost_time=0:00:15.812195 2021-04-14 21:12:38,110 INFO : TRAIN, epoch=0002, iter=00060/00196, fetch data time cost=1.66ms, fps=823 images/s, loss=3.2092, top1-acc=21.18%, top5-acc=49.84%, remaining_time=0:00:42.889368, arrival_time=2021-04-14 21:13:20.999507, cost_time=0:00:18.921758 2021-04-14 21:12:41,222 INFO : TRAIN, epoch=0002, iter=00070/00196, fetch data time cost=1.50ms, fps=823 images/s, loss=3.1889, top1-acc=21.64%, top5-acc=50.44%, remaining_time=0:00:39.662280, arrival_time=2021-04-14 21:13:20.885017, cost_time=0:00:22.034586 2021-04-14 21:12:44,331 INFO : TRAIN, epoch=0002, iter=00080/00196, fetch data time cost=1.53ms, fps=824 images/s, loss=3.1761, top1-acc=21.81%, top5-acc=50.86%, remaining_time=0:00:36.457408, arrival_time=2021-04-14 21:13:20.788620, cost_time=0:00:25.143056 2021-04-14 21:12:47,448 INFO : TRAIN, epoch=0002, iter=00090/00196, fetch data time cost=1.87ms, fps=821 images/s, loss=3.1536, top1-acc=22.27%, top5-acc=51.47%, remaining_time=0:00:33.284318, arrival_time=2021-04-14 21:13:20.732780, cost_time=0:00:28.260303 2021-04-14 21:12:50,552 INFO : TRAIN, epoch=0002, iter=00100/00196, fetch data time cost=1.37ms, fps=825 images/s, loss=3.1359, top1-acc=22.61%, top5-acc=51.98%, remaining_time=0:00:30.110016, arrival_time=2021-04-14 21:13:20.662875, cost_time=0:00:31.364589 2021-04-14 21:12:53,660 INFO : TRAIN, epoch=0002, iter=00110/00196, fetch data time cost=1.69ms, fps=824 images/s, loss=3.1221, top1-acc=22.77%, top5-acc=52.29%, remaining_time=0:00:26.951282, arrival_time=2021-04-14 21:13:20.611959, cost_time=0:00:34.472579 2021-04-14 21:12:56,786 INFO : TRAIN, epoch=0002, iter=00120/00196, fetch data time cost=2.09ms, fps=819 images/s, loss=3.1023, top1-acc=23.20%, top5-acc=52.78%, remaining_time=0:00:23.812244, arrival_time=2021-04-14 21:13:20.598764, cost_time=0:00:37.598336 2021-04-14 21:12:59,902 INFO : TRAIN, epoch=0002, iter=00130/00196, fetch data time cost=1.52ms, fps=822 images/s, loss=3.0870, top1-acc=23.39%, top5-acc=53.12%, remaining_time=0:00:20.670276, arrival_time=2021-04-14 21:13:20.572717, cost_time=0:00:40.714138 2021-04-14 21:13:03,014 INFO : TRAIN, epoch=0002, iter=00140/00196, fetch data time cost=1.51ms, fps=823 images/s, loss=3.0711, top1-acc=23.73%, top5-acc=53.53%, remaining_time=0:00:17.530520, arrival_time=2021-04-14 21:13:20.545063, cost_time=0:00:43.826313 2021-04-14 21:13:06,129 INFO : TRAIN, epoch=0002, iter=00150/00196, fetch data time cost=1.85ms, fps=822 images/s, loss=3.0551, top1-acc=24.04%, top5-acc=53.88%, remaining_time=0:00:14.395286, arrival_time=2021-04-14 21:13:20.524593, cost_time=0:00:46.941152 2021-04-14 21:13:09,236 INFO : TRAIN, epoch=0002, iter=00160/00196, fetch data time cost=1.47ms, fps=824 images/s, loss=3.0390, top1-acc=24.19%, top5-acc=54.28%, remaining_time=0:00:11.260944, arrival_time=2021-04-14 21:13:20.497672, cost_time=0:00:50.048567 2021-04-14 21:13:12,343 INFO : TRAIN, epoch=0002, iter=00170/00196, fetch data time cost=1.65ms, fps=824 images/s, loss=3.0278, top1-acc=24.41%, top5-acc=54.57%, remaining_time=0:00:08.129576, arrival_time=2021-04-14 21:13:20.472585, cost_time=0:00:53.154851 2021-04-14 21:13:15,456 INFO : TRAIN, epoch=0002, iter=00180/00196, fetch data time cost=1.64ms, fps=822 images/s, loss=3.0129, top1-acc=24.67%, top5-acc=54.93%, remaining_time=0:00:05.001616, arrival_time=2021-04-14 21:13:20.457891, cost_time=0:00:56.268119 2021-04-14 21:13:18,567 INFO : TRAIN, epoch=0002, iter=00190/00196, fetch data time cost=1.23ms, fps=823 images/s, loss=2.9992, top1-acc=24.99%, top5-acc=55.25%, remaining_time=0:00:01.875126, arrival_time=2021-04-14 21:13:20.442305, cost_time=0:00:59.378935 2021-04-14 21:13:20,224 INFO : TRAIN, epoch=0002, iter=00196/00196, fetch data time cost=1.96ms, fps=821 images/s, loss=2.9928, top1-acc=25.10%, top5-acc=55.38%, remaining_time=0:00:00, arrival_time=2021-04-14 21:13:20.224705, cost_time=0:01:01.036600 2021-04-14 21:13:21,301 INFO : EVAL, epoch=0002, iter=00010/00040, fetch data time cost=1.78ms, fps=2382 images/s, loss=2.9728, top1-acc=26.02%, top5-acc=55.70%, remaining_time=0:00:03.223830, arrival_time=2021-04-14 21:13:24.525149, cost_time=0:00:01.074607 2021-04-14 21:13:22,245 INFO : EVAL, epoch=0002, iter=00020/00040, fetch data time cost=1.60ms, fps=2714 images/s, loss=3.0313, top1-acc=24.69%, top5-acc=54.94%, remaining_time=0:00:02.018340, arrival_time=2021-04-14 21:13:24.263458, cost_time=0:00:02.018348 2021-04-14 21:13:23,189 INFO : EVAL, epoch=0002, iter=00030/00040, fetch data time cost=1.40ms, fps=2711 images/s, loss=3.0330, top1-acc=24.51%, top5-acc=54.67%, remaining_time=0:00:00.987690, arrival_time=2021-04-14 21:13:24.177478, cost_time=0:00:02.963070 2021-04-14 21:13:24,047 INFO : EVAL, epoch=0002, iter=00040/00040, fetch data time cost=0.08ms, fps=2705 images/s, loss=3.0214, top1-acc=24.62%, top5-acc=54.98%, remaining_time=0:00:00, arrival_time=2021-04-14 21:13:24.047811, cost_time=0:00:03.821131 2021-04-14 21:13:24,577 INFO : Epoch=0002 complete, best val top1-acc=24.62%, top5-acc=54.98% (epoch=2), remaining_time=3:36:53.921052, arrival_time=2021-04-15 00:50:18.498612, cost_time=0:02:11.453748 2021-04-14 21:13:24,578 INFO : Train start, epoch=0003, lr=0.099975 2021-04-14 21:13:27,915 INFO : TRAIN, epoch=0003, iter=00010/00196, fetch data time cost=2.12ms, fps=767 images/s, loss=2.7354, top1-acc=30.12%, top5-acc=62.85%, remaining_time=0:01:02.057970, arrival_time=2021-04-14 21:14:29.973508, cost_time=0:00:03.336449 2021-04-14 21:13:31,022 INFO : TRAIN, epoch=0003, iter=00020/00196, fetch data time cost=1.46ms, fps=824 images/s, loss=2.6907, top1-acc=30.51%, top5-acc=63.34%, remaining_time=0:00:56.704384, arrival_time=2021-04-14 21:14:27.727085, cost_time=0:00:06.443675 2021-04-14 21:13:34,128 INFO : TRAIN, epoch=0003, iter=00030/00196, fetch data time cost=1.60ms, fps=824 images/s, loss=2.6703, top1-acc=31.04%, top5-acc=63.84%, remaining_time=0:00:52.838630, arrival_time=2021-04-14 21:14:26.966867, cost_time=0:00:09.549150 2021-04-14 21:13:37,235 INFO : TRAIN, epoch=0003, iter=00040/00196, fetch data time cost=2.10ms, fps=824 images/s, loss=2.6521, top1-acc=31.67%, top5-acc=64.01%, remaining_time=0:00:49.359336, arrival_time=2021-04-14 21:14:26.594667, cost_time=0:00:12.656245 2021-04-14 21:13:40,343 INFO : TRAIN, epoch=0003, iter=00050/00196, fetch data time cost=1.44ms, fps=824 images/s, loss=2.6418, top1-acc=31.84%, top5-acc=64.21%, remaining_time=0:00:46.032486, arrival_time=2021-04-14 21:14:26.376133, cost_time=0:00:15.764565 2021-04-14 21:13:43,457 INFO : TRAIN, epoch=0003, iter=00060/00196, fetch data time cost=2.28ms, fps=822 images/s, loss=2.6356, top1-acc=31.82%, top5-acc=64.49%, remaining_time=0:00:42.791448, arrival_time=2021-04-14 21:14:26.249252, cost_time=0:00:18.878589 2021-04-14 21:13:46,565 INFO : TRAIN, epoch=0003, iter=00070/00196, fetch data time cost=1.62ms, fps=824 images/s, loss=2.6268, top1-acc=32.10%, top5-acc=64.56%, remaining_time=0:00:39.575718, arrival_time=2021-04-14 21:14:26.141307, cost_time=0:00:21.986509 2021-04-14 21:13:49,676 INFO : TRAIN, epoch=0003, iter=00080/00196, fetch data time cost=2.84ms, fps=823 images/s, loss=2.6190, top1-acc=32.34%, top5-acc=64.95%, remaining_time=0:00:36.391752, arrival_time=2021-04-14 21:14:26.068626, cost_time=0:00:25.097778 2021-04-14 21:13:52,791 INFO : TRAIN, epoch=0003, iter=00090/00196, fetch data time cost=1.57ms, fps=822 images/s, loss=2.6039, top1-acc=32.60%, top5-acc=65.21%, remaining_time=0:00:33.227820, arrival_time=2021-04-14 21:14:26.019341, cost_time=0:00:28.212334 2021-04-14 21:13:55,925 INFO : TRAIN, epoch=0003, iter=00100/00196, fetch data time cost=1.49ms, fps=817 images/s, loss=2.5983, top1-acc=32.73%, top5-acc=65.39%, remaining_time=0:00:30.092640, arrival_time=2021-04-14 21:14:26.018220, cost_time=0:00:31.346484 2021-04-14 21:13:59,038 INFO : TRAIN, epoch=0003, iter=00110/00196, fetch data time cost=2.25ms, fps=823 images/s, loss=2.5825, top1-acc=33.10%, top5-acc=65.67%, remaining_time=0:00:26.940446, arrival_time=2021-04-14 21:14:25.978399, cost_time=0:00:34.458742 2021-04-14 21:14:02,158 INFO : TRAIN, epoch=0003, iter=00120/00196, fetch data time cost=2.16ms, fps=821 images/s, loss=2.5745, top1-acc=33.23%, top5-acc=65.82%, remaining_time=0:00:23.800464, arrival_time=2021-04-14 21:14:25.959240, cost_time=0:00:37.579629 2021-04-14 21:14:05,276 INFO : TRAIN, epoch=0003, iter=00130/00196, fetch data time cost=1.59ms, fps=821 images/s, loss=2.5628, top1-acc=33.49%, top5-acc=65.97%, remaining_time=0:00:20.661762, arrival_time=2021-04-14 21:14:25.938259, cost_time=0:00:40.697395 2021-04-14 21:14:08,387 INFO : TRAIN, epoch=0003, iter=00140/00196, fetch data time cost=2.17ms, fps=823 images/s, loss=2.5502, top1-acc=33.73%, top5-acc=66.32%, remaining_time=0:00:17.523408, arrival_time=2021-04-14 21:14:25.911058, cost_time=0:00:43.808566 2021-04-14 21:14:11,497 INFO : TRAIN, epoch=0003, iter=00150/00196, fetch data time cost=1.51ms, fps=823 images/s, loss=2.5435, top1-acc=33.89%, top5-acc=66.44%, remaining_time=0:00:14.388294, arrival_time=2021-04-14 21:14:25.885773, cost_time=0:00:46.918301 2021-04-14 21:14:14,614 INFO : TRAIN, epoch=0003, iter=00160/00196, fetch data time cost=1.62ms, fps=822 images/s, loss=2.5362, top1-acc=34.03%, top5-acc=66.59%, remaining_time=0:00:11.257812, arrival_time=2021-04-14 21:14:25.871692, cost_time=0:00:50.034685 2021-04-14 21:14:17,722 INFO : TRAIN, epoch=0003, iter=00170/00196, fetch data time cost=2.16ms, fps=824 images/s, loss=2.5268, top1-acc=34.23%, top5-acc=66.83%, remaining_time=0:00:08.127730, arrival_time=2021-04-14 21:14:25.849757, cost_time=0:00:53.142933 2021-04-14 21:14:20,831 INFO : TRAIN, epoch=0003, iter=00180/00196, fetch data time cost=1.41ms, fps=823 images/s, loss=2.5116, top1-acc=34.57%, top5-acc=67.17%, remaining_time=0:00:05.000240, arrival_time=2021-04-14 21:14:25.831994, cost_time=0:00:56.252619 2021-04-14 21:14:23,955 INFO : TRAIN, epoch=0003, iter=00190/00196, fetch data time cost=2.06ms, fps=820 images/s, loss=2.5009, top1-acc=34.77%, top5-acc=67.42%, remaining_time=0:00:01.875036, arrival_time=2021-04-14 21:14:25.830199, cost_time=0:00:59.376071 2021-04-14 21:14:25,613 INFO : TRAIN, epoch=0003, iter=00196/00196, fetch data time cost=1.23ms, fps=820 images/s, loss=2.4986, top1-acc=34.81%, top5-acc=67.47%, remaining_time=0:00:00, arrival_time=2021-04-14 21:14:25.613705, cost_time=0:01:01.034622 2021-04-14 21:14:26,713 INFO : EVAL, epoch=0003, iter=00010/00040, fetch data time cost=0.23ms, fps=2332 images/s, loss=2.5515, top1-acc=33.98%, top5-acc=65.43%, remaining_time=0:00:03.292920, arrival_time=2021-04-14 21:14:30.006401, cost_time=0:00:01.097641 2021-04-14 21:14:27,659 INFO : EVAL, epoch=0003, iter=00020/00040, fetch data time cost=1.52ms, fps=2708 images/s, loss=2.5446, top1-acc=33.91%, top5-acc=65.92%, remaining_time=0:00:02.043620, arrival_time=2021-04-14 21:14:29.703133, cost_time=0:00:02.043616 2021-04-14 21:14:28,607 INFO : EVAL, epoch=0003, iter=00030/00040, fetch data time cost=1.49ms, fps=2703 images/s, loss=2.5409, top1-acc=33.49%, top5-acc=65.89%, remaining_time=0:00:00.997110, arrival_time=2021-04-14 21:14:29.604236, cost_time=0:00:02.991336 2021-04-14 21:14:29,471 INFO : EVAL, epoch=0003, iter=00040/00040, fetch data time cost=0.11ms, fps=2685 images/s, loss=2.5295, top1-acc=33.57%, top5-acc=66.26%, remaining_time=0:00:00, arrival_time=2021-04-14 21:14:29.471535, cost_time=0:00:03.855719 2021-04-14 21:14:30,016 INFO : Epoch=0003 complete, best val top1-acc=33.57%, top5-acc=66.26% (epoch=3), remaining_time=3:35:29.285133, arrival_time=2021-04-15 00:49:59.301644, cost_time=0:03:16.892667 2021-04-14 21:14:30,018 INFO : Train start, epoch=0004, lr=0.099944 2021-04-14 21:14:33,351 INFO : TRAIN, epoch=0004, iter=00010/00196, fetch data time cost=1.58ms, fps=768 images/s, loss=2.2396, top1-acc=40.35%, top5-acc=73.09%, remaining_time=0:01:01.989894, arrival_time=2021-04-14 21:15:35.341729, cost_time=0:00:03.332790 2021-04-14 21:14:36,459 INFO : TRAIN, epoch=0004, iter=00020/00196, fetch data time cost=1.43ms, fps=824 images/s, loss=2.2357, top1-acc=39.92%, top5-acc=73.71%, remaining_time=0:00:56.676048, arrival_time=2021-04-14 21:15:33.135582, cost_time=0:00:06.440465 2021-04-14 21:14:39,579 INFO : TRAIN, epoch=0004, iter=00030/00196, fetch data time cost=2.02ms, fps=821 images/s, loss=2.2263, top1-acc=40.17%, top5-acc=73.83%, remaining_time=0:00:52.898556, arrival_time=2021-04-14 21:15:32.477532, cost_time=0:00:09.559981 2021-04-14 21:14:42,697 INFO : TRAIN, epoch=0004, iter=00040/00196, fetch data time cost=1.62ms, fps=821 images/s, loss=2.2214, top1-acc=40.36%, top5-acc=74.00%, remaining_time=0:00:49.446228, arrival_time=2021-04-14 21:15:32.143744, cost_time=0:00:12.678526 2021-04-14 21:14:45,811 INFO : TRAIN, epoch=0004, iter=00050/00196, fetch data time cost=2.05ms, fps=822 images/s, loss=2.2262, top1-acc=40.03%, top5-acc=73.82%, remaining_time=0:00:46.114246, arrival_time=2021-04-14 21:15:31.925845, cost_time=0:00:15.792546 2021-04-14 21:14:48,929 INFO : TRAIN, epoch=0004, iter=00060/00196, fetch data time cost=1.42ms, fps=821 images/s, loss=2.2187, top1-acc=40.25%, top5-acc=73.80%, remaining_time=0:00:42.863392, arrival_time=2021-04-14 21:15:31.792688, cost_time=0:00:18.910293 2021-04-14 21:14:52,046 INFO : TRAIN, epoch=0004, iter=00070/00196, fetch data time cost=1.56ms, fps=821 images/s, loss=2.2075, top1-acc=40.65%, top5-acc=73.86%, remaining_time=0:00:39.649302, arrival_time=2021-04-14 21:15:31.695703, cost_time=0:00:22.027400 2021-04-14 21:14:55,159 INFO : TRAIN, epoch=0004, iter=00080/00196, fetch data time cost=1.80ms, fps=823 images/s, loss=2.2052, top1-acc=40.56%, top5-acc=74.06%, remaining_time=0:00:36.453000, arrival_time=2021-04-14 21:15:31.612023, cost_time=0:00:25.140030 2021-04-14 21:14:58,264 INFO : TRAIN, epoch=0004, iter=00090/00196, fetch data time cost=1.65ms, fps=825 images/s, loss=2.2034, top1-acc=40.63%, top5-acc=74.10%, remaining_time=0:00:33.266510, arrival_time=2021-04-14 21:15:31.530700, cost_time=0:00:28.245194 2021-04-14 21:15:01,373 INFO : TRAIN, epoch=0004, iter=00100/00196, fetch data time cost=1.58ms, fps=824 images/s, loss=2.1941, top1-acc=40.73%, top5-acc=74.21%, remaining_time=0:00:30.099744, arrival_time=2021-04-14 21:15:31.472699, cost_time=0:00:31.353915 2021-04-14 21:15:04,484 INFO : TRAIN, epoch=0004, iter=00110/00196, fetch data time cost=1.59ms, fps=823 images/s, loss=2.1876, top1-acc=40.83%, top5-acc=74.34%, remaining_time=0:00:26.945606, arrival_time=2021-04-14 21:15:31.429860, cost_time=0:00:34.465257 2021-04-14 21:15:07,597 INFO : TRAIN, epoch=0004, iter=00120/00196, fetch data time cost=1.51ms, fps=822 images/s, loss=2.1847, top1-acc=40.97%, top5-acc=74.26%, remaining_time=0:00:23.799932, arrival_time=2021-04-14 21:15:31.397794, cost_time=0:00:37.578865 2021-04-14 21:15:10,702 INFO : TRAIN, epoch=0004, iter=00130/00196, fetch data time cost=1.41ms, fps=825 images/s, loss=2.1763, top1-acc=41.17%, top5-acc=74.41%, remaining_time=0:00:20.654502, arrival_time=2021-04-14 21:15:31.356619, cost_time=0:00:40.683092 2021-04-14 21:15:13,807 INFO : TRAIN, epoch=0004, iter=00140/00196, fetch data time cost=2.02ms, fps=824 images/s, loss=2.1682, top1-acc=41.33%, top5-acc=74.58%, remaining_time=0:00:17.515456, arrival_time=2021-04-14 21:15:31.323190, cost_time=0:00:43.788696 2021-04-14 21:15:16,923 INFO : TRAIN, epoch=0004, iter=00150/00196, fetch data time cost=1.45ms, fps=822 images/s, loss=2.1600, top1-acc=41.52%, top5-acc=74.76%, remaining_time=0:00:14.383970, arrival_time=2021-04-14 21:15:31.307277, cost_time=0:00:46.904311 2021-04-14 21:15:20,040 INFO : TRAIN, epoch=0004, iter=00160/00196, fetch data time cost=2.45ms, fps=821 images/s, loss=2.1554, top1-acc=41.66%, top5-acc=74.84%, remaining_time=0:00:11.254896, arrival_time=2021-04-14 21:15:31.295646, cost_time=0:00:50.021735 2021-04-14 21:15:23,147 INFO : TRAIN, epoch=0004, iter=00170/00196, fetch data time cost=1.56ms, fps=824 images/s, loss=2.1477, top1-acc=41.86%, top5-acc=74.99%, remaining_time=0:00:08.125572, arrival_time=2021-04-14 21:15:31.273445, cost_time=0:00:53.128770 2021-04-14 21:15:26,271 INFO : TRAIN, epoch=0004, iter=00180/00196, fetch data time cost=2.31ms, fps=820 images/s, loss=2.1436, top1-acc=41.99%, top5-acc=75.02%, remaining_time=0:00:05.000176, arrival_time=2021-04-14 21:15:31.271130, cost_time=0:00:56.251966 2021-04-14 21:15:29,390 INFO : TRAIN, epoch=0004, iter=00190/00196, fetch data time cost=1.33ms, fps=821 images/s, loss=2.1372, top1-acc=42.15%, top5-acc=75.14%, remaining_time=0:00:01.874892, arrival_time=2021-04-14 21:15:31.265558, cost_time=0:00:59.371606 2021-04-14 21:15:31,052 INFO : TRAIN, epoch=0004, iter=00196/00196, fetch data time cost=1.48ms, fps=819 images/s, loss=2.1338, top1-acc=42.24%, top5-acc=75.17%, remaining_time=0:00:00, arrival_time=2021-04-14 21:15:31.052300, cost_time=0:01:01.033298 2021-04-14 21:15:32,164 INFO : EVAL, epoch=0004, iter=00010/00040, fetch data time cost=2.72ms, fps=2307 images/s, loss=2.2354, top1-acc=40.12%, top5-acc=71.68%, remaining_time=0:00:03.328980, arrival_time=2021-04-14 21:15:35.493077, cost_time=0:00:01.109657 2021-04-14 21:15:33,107 INFO : EVAL, epoch=0004, iter=00020/00040, fetch data time cost=1.31ms, fps=2715 images/s, loss=2.2523, top1-acc=39.92%, top5-acc=72.13%, remaining_time=0:00:02.053240, arrival_time=2021-04-14 21:15:35.160834, cost_time=0:00:02.053231 2021-04-14 21:15:34,054 INFO : EVAL, epoch=0004, iter=00030/00040, fetch data time cost=1.96ms, fps=2707 images/s, loss=2.2685, top1-acc=39.48%, top5-acc=72.16%, remaining_time=0:00:00.999800, arrival_time=2021-04-14 21:15:35.053698, cost_time=0:00:02.999386 2021-04-14 21:15:34,917 INFO : EVAL, epoch=0004, iter=00040/00040, fetch data time cost=0.08ms, fps=2690 images/s, loss=2.2914, top1-acc=39.16%, top5-acc=71.81%, remaining_time=0:00:00, arrival_time=2021-04-14 21:15:34.917063, cost_time=0:00:03.862721 2021-04-14 21:15:35,488 INFO : Epoch=0004 complete, best val top1-acc=39.16%, top5-acc=71.81% (epoch=4), remaining_time=3:34:15.875592, arrival_time=2021-04-15 00:49:51.364228, cost_time=0:04:22.364808 2021-04-14 21:15:35,490 INFO : Train start, epoch=0005, lr=0.099901 2021-04-14 21:15:38,811 INFO : TRAIN, epoch=0005, iter=00010/00196, fetch data time cost=1.41ms, fps=771 images/s, loss=1.9577, top1-acc=47.42%, top5-acc=78.71%, remaining_time=0:01:01.767624, arrival_time=2021-04-14 21:16:40.578914, cost_time=0:00:03.320835 2021-04-14 21:15:41,936 INFO : TRAIN, epoch=0005, iter=00020/00196, fetch data time cost=1.43ms, fps=819 images/s, loss=1.9264, top1-acc=47.58%, top5-acc=79.88%, remaining_time=0:00:56.721808, arrival_time=2021-04-14 21:16:38.657923, cost_time=0:00:06.445664 2021-04-14 21:15:45,045 INFO : TRAIN, epoch=0005, iter=00030/00196, fetch data time cost=1.36ms, fps=823 images/s, loss=1.9231, top1-acc=47.20%, top5-acc=79.65%, remaining_time=0:00:52.871664, arrival_time=2021-04-14 21:16:37.917226, cost_time=0:00:09.555108 2021-04-14 21:15:48,168 INFO : TRAIN, epoch=0005, iter=00040/00196, fetch data time cost=1.53ms, fps=820 images/s, loss=1.9237, top1-acc=46.92%, top5-acc=79.36%, remaining_time=0:00:49.445760, arrival_time=2021-04-14 21:16:37.614628, cost_time=0:00:12.678410 2021-04-14 21:15:51,286 INFO : TRAIN, epoch=0005, iter=00050/00196, fetch data time cost=1.44ms, fps=821 images/s, loss=1.9167, top1-acc=46.99%, top5-acc=79.52%, remaining_time=0:00:46.125050, arrival_time=2021-04-14 21:16:37.411843, cost_time=0:00:15.796237 2021-04-14 21:15:54,407 INFO : TRAIN, epoch=0005, iter=00060/00196, fetch data time cost=1.85ms, fps=821 images/s, loss=1.9194, top1-acc=47.10%, top5-acc=79.43%, remaining_time=0:00:42.878216, arrival_time=2021-04-14 21:16:37.285511, cost_time=0:00:18.916847 2021-04-14 21:15:57,525 INFO : TRAIN, epoch=0005, iter=00070/00196, fetch data time cost=1.94ms, fps=821 images/s, loss=1.9186, top1-acc=47.06%, top5-acc=79.34%, remaining_time=0:00:39.662910, arrival_time=2021-04-14 21:16:37.188410, cost_time=0:00:22.034964 2021-04-14 21:16:00,646 INFO : TRAIN, epoch=0005, iter=00080/00196, fetch data time cost=1.70ms, fps=821 images/s, loss=1.9185, top1-acc=47.15%, top5-acc=79.25%, remaining_time=0:00:36.475852, arrival_time=2021-04-14 21:16:37.122030, cost_time=0:00:25.155728 2021-04-14 21:16:03,762 INFO : TRAIN, epoch=0005, iter=00090/00196, fetch data time cost=1.56ms, fps=822 images/s, loss=1.9130, top1-acc=47.18%, top5-acc=79.43%, remaining_time=0:00:33.298098, arrival_time=2021-04-14 21:16:37.060487, cost_time=0:00:28.271941 2021-04-14 21:16:06,883 INFO : TRAIN, epoch=0005, iter=00100/00196, fetch data time cost=2.62ms, fps=820 images/s, loss=1.9034, top1-acc=47.34%, top5-acc=79.59%, remaining_time=0:00:30.137376, arrival_time=2021-04-14 21:16:37.020941, cost_time=0:00:31.393057 2021-04-14 21:16:10,007 INFO : TRAIN, epoch=0005, iter=00110/00196, fetch data time cost=2.56ms, fps=820 images/s, loss=1.8992, top1-acc=47.35%, top5-acc=79.76%, remaining_time=0:00:26.986112, arrival_time=2021-04-14 21:16:36.993693, cost_time=0:00:34.517089 2021-04-14 21:16:13,130 INFO : TRAIN, epoch=0005, iter=00120/00196, fetch data time cost=1.97ms, fps=820 images/s, loss=1.8936, top1-acc=47.57%, top5-acc=79.79%, remaining_time=0:00:23.838844, arrival_time=2021-04-14 21:16:36.969561, cost_time=0:00:37.640232 2021-04-14 21:16:16,238 INFO : TRAIN, epoch=0005, iter=00130/00196, fetch data time cost=2.09ms, fps=824 images/s, loss=1.8879, top1-acc=47.76%, top5-acc=79.93%, remaining_time=0:00:20.687436, arrival_time=2021-04-14 21:16:36.925874, cost_time=0:00:40.747950 2021-04-14 21:16:19,349 INFO : TRAIN, epoch=0005, iter=00140/00196, fetch data time cost=1.44ms, fps=823 images/s, loss=1.8885, top1-acc=47.82%, top5-acc=79.89%, remaining_time=0:00:17.543736, arrival_time=2021-04-14 21:16:36.893583, cost_time=0:00:43.859391 2021-04-14 21:16:22,460 INFO : TRAIN, epoch=0005, iter=00150/00196, fetch data time cost=1.48ms, fps=823 images/s, loss=1.8877, top1-acc=47.88%, top5-acc=79.87%, remaining_time=0:00:14.404256, arrival_time=2021-04-14 21:16:36.865164, cost_time=0:00:46.970456 2021-04-14 21:16:25,572 INFO : TRAIN, epoch=0005, iter=00160/00196, fetch data time cost=1.42ms, fps=823 images/s, loss=1.8892, top1-acc=47.77%, top5-acc=79.87%, remaining_time=0:00:11.268468, arrival_time=2021-04-14 21:16:36.840943, cost_time=0:00:50.082012 2021-04-14 21:16:28,694 INFO : TRAIN, epoch=0005, iter=00170/00196, fetch data time cost=1.54ms, fps=820 images/s, loss=1.8873, top1-acc=47.78%, top5-acc=79.87%, remaining_time=0:00:08.137142, arrival_time=2021-04-14 21:16:36.831988, cost_time=0:00:53.204394 2021-04-14 21:16:31,812 INFO : TRAIN, epoch=0005, iter=00180/00196, fetch data time cost=1.55ms, fps=821 images/s, loss=1.8828, top1-acc=47.87%, top5-acc=80.00%, remaining_time=0:00:05.006416, arrival_time=2021-04-14 21:16:36.819037, cost_time=0:00:56.322098 2021-04-14 21:16:34,929 INFO : TRAIN, epoch=0005, iter=00190/00196, fetch data time cost=1.97ms, fps=821 images/s, loss=1.8803, top1-acc=47.94%, top5-acc=80.08%, remaining_time=0:00:01.877028, arrival_time=2021-04-14 21:16:36.806564, cost_time=0:00:59.439146 2021-04-14 21:16:36,590 INFO : TRAIN, epoch=0005, iter=00196/00196, fetch data time cost=1.38ms, fps=819 images/s, loss=1.8816, top1-acc=47.93%, top5-acc=80.05%, remaining_time=0:00:00, arrival_time=2021-04-14 21:16:36.590259, cost_time=0:01:01.099801 2021-04-14 21:16:37,692 INFO : EVAL, epoch=0005, iter=00010/00040, fetch data time cost=1.42ms, fps=2327 images/s, loss=2.0715, top1-acc=43.32%, top5-acc=75.59%, remaining_time=0:00:03.300720, arrival_time=2021-04-14 21:16:40.993298, cost_time=0:00:01.100243 2021-04-14 21:16:38,635 INFO : EVAL, epoch=0005, iter=00020/00040, fetch data time cost=1.45ms, fps=2717 images/s, loss=2.0618, top1-acc=43.93%, top5-acc=75.84%, remaining_time=0:00:02.042800, arrival_time=2021-04-14 21:16:40.677895, cost_time=0:00:02.042810 2021-04-14 21:16:39,582 INFO : EVAL, epoch=0005, iter=00030/00040, fetch data time cost=1.54ms, fps=2702 images/s, loss=2.0779, top1-acc=43.87%, top5-acc=75.73%, remaining_time=0:00:00.996870, arrival_time=2021-04-14 21:16:40.579786, cost_time=0:00:02.990598 2021-04-14 21:16:40,442 INFO : EVAL, epoch=0005, iter=00040/00040, fetch data time cost=0.08ms, fps=2701 images/s, loss=2.0732, top1-acc=43.75%, top5-acc=75.93%, remaining_time=0:00:00, arrival_time=2021-04-14 21:16:40.442360, cost_time=0:00:03.850099 2021-04-14 21:16:41,029 INFO : Epoch=0005 complete, best val top1-acc=43.75%, top5-acc=75.93% (epoch=5), remaining_time=3:33:08.307090, arrival_time=2021-04-15 00:49:49.336217, cost_time=0:05:27.905312 2021-04-14 21:16:41,030 INFO : Train start, epoch=0006, lr=0.099846 2021-04-14 21:16:44,400 INFO : TRAIN, epoch=0006, iter=00010/00196, fetch data time cost=1.45ms, fps=760 images/s, loss=1.7785, top1-acc=50.31%, top5-acc=81.87%, remaining_time=0:01:02.675490, arrival_time=2021-04-14 21:17:47.075936, cost_time=0:00:03.369647 2021-04-14 21:16:47,522 INFO : TRAIN, epoch=0006, iter=00020/00196, fetch data time cost=1.76ms, fps=820 images/s, loss=1.7403, top1-acc=51.56%, top5-acc=82.25%, remaining_time=0:00:57.123792, arrival_time=2021-04-14 21:17:44.645926, cost_time=0:00:06.491348 2021-04-14 21:16:50,640 INFO : TRAIN, epoch=0006, iter=00030/00196, fetch data time cost=1.42ms, fps=821 images/s, loss=1.7298, top1-acc=51.25%, top5-acc=82.70%, remaining_time=0:00:53.173286, arrival_time=2021-04-14 21:17:43.813818, cost_time=0:00:09.609623 2021-04-14 21:16:53,749 INFO : TRAIN, epoch=0006, iter=00040/00196, fetch data time cost=2.20ms, fps=824 images/s, loss=1.7227, top1-acc=51.92%, top5-acc=82.73%, remaining_time=0:00:49.603320, arrival_time=2021-04-14 21:17:43.352924, cost_time=0:00:12.718797 2021-04-14 21:16:56,857 INFO : TRAIN, epoch=0006, iter=00050/00196, fetch data time cost=1.52ms, fps=824 images/s, loss=1.7205, top1-acc=51.92%, top5-acc=82.76%, remaining_time=0:00:46.211628, arrival_time=2021-04-14 21:17:43.068528, cost_time=0:00:15.825924 2021-04-14 21:16:59,977 INFO : TRAIN, epoch=0006, iter=00060/00196, fetch data time cost=2.10ms, fps=821 images/s, loss=1.7096, top1-acc=52.08%, top5-acc=83.01%, remaining_time=0:00:42.946216, arrival_time=2021-04-14 21:17:42.923887, cost_time=0:00:18.946876 2021-04-14 21:17:03,090 INFO : TRAIN, epoch=0006, iter=00070/00196, fetch data time cost=1.38ms, fps=823 images/s, loss=1.7063, top1-acc=52.17%, top5-acc=83.15%, remaining_time=0:00:39.707766, arrival_time=2021-04-14 21:17:42.798409, cost_time=0:00:22.059843 2021-04-14 21:17:06,203 INFO : TRAIN, epoch=0006, iter=00080/00196, fetch data time cost=2.50ms, fps=823 images/s, loss=1.7068, top1-acc=52.07%, top5-acc=83.16%, remaining_time=0:00:36.499632, arrival_time=2021-04-14 21:17:42.702548, cost_time=0:00:25.172122 2021-04-14 21:17:09,310 INFO : TRAIN, epoch=0006, iter=00090/00196, fetch data time cost=2.11ms, fps=824 images/s, loss=1.7093, top1-acc=51.99%, top5-acc=83.06%, remaining_time=0:00:33.306790, arrival_time=2021-04-14 21:17:42.616864, cost_time=0:00:28.279327 2021-04-14 21:17:12,430 INFO : TRAIN, epoch=0006, iter=00100/00196, fetch data time cost=1.55ms, fps=820 images/s, loss=1.7100, top1-acc=51.98%, top5-acc=83.09%, remaining_time=0:00:30.143808, arrival_time=2021-04-14 21:17:42.574482, cost_time=0:00:31.399791 2021-04-14 21:17:15,543 INFO : TRAIN, epoch=0006, iter=00110/00196, fetch data time cost=1.37ms, fps=823 images/s, loss=1.7075, top1-acc=52.08%, top5-acc=83.13%, remaining_time=0:00:26.982500, arrival_time=2021-04-14 21:17:42.525781, cost_time=0:00:34.512530 2021-04-14 21:17:18,650 INFO : TRAIN, epoch=0006, iter=00120/00196, fetch data time cost=1.48ms, fps=824 images/s, loss=1.7060, top1-acc=52.08%, top5-acc=83.22%, remaining_time=0:00:23.825924, arrival_time=2021-04-14 21:17:42.476679, cost_time=0:00:37.619904 2021-04-14 21:17:21,758 INFO : TRAIN, epoch=0006, iter=00130/00196, fetch data time cost=1.43ms, fps=824 images/s, loss=1.7083, top1-acc=52.04%, top5-acc=83.19%, remaining_time=0:00:20.676942, arrival_time=2021-04-14 21:17:42.435084, cost_time=0:00:40.727349 2021-04-14 21:17:24,872 INFO : TRAIN, epoch=0006, iter=00140/00196, fetch data time cost=1.47ms, fps=822 images/s, loss=1.7082, top1-acc=52.07%, top5-acc=83.18%, remaining_time=0:00:17.536568, arrival_time=2021-04-14 21:17:42.408660, cost_time=0:00:43.841359 2021-04-14 21:17:27,990 INFO : TRAIN, epoch=0006, iter=00150/00196, fetch data time cost=1.58ms, fps=821 images/s, loss=1.7104, top1-acc=51.90%, top5-acc=83.16%, remaining_time=0:00:14.400944, arrival_time=2021-04-14 21:17:42.391317, cost_time=0:00:46.959572 2021-04-14 21:17:31,113 INFO : TRAIN, epoch=0006, iter=00160/00196, fetch data time cost=2.14ms, fps=820 images/s, loss=1.7093, top1-acc=52.01%, top5-acc=83.15%, remaining_time=0:00:11.268540, arrival_time=2021-04-14 21:17:42.381679, cost_time=0:00:50.082410 2021-04-14 21:17:34,222 INFO : TRAIN, epoch=0006, iter=00170/00196, fetch data time cost=2.01ms, fps=823 images/s, loss=1.7097, top1-acc=52.03%, top5-acc=83.15%, remaining_time=0:00:08.135270, arrival_time=2021-04-14 21:17:42.358219, cost_time=0:00:53.192213 2021-04-14 21:17:37,333 INFO : TRAIN, epoch=0006, iter=00180/00196, fetch data time cost=1.42ms, fps=823 images/s, loss=1.7098, top1-acc=51.98%, top5-acc=83.17%, remaining_time=0:00:05.004672, arrival_time=2021-04-14 21:17:42.337962, cost_time=0:00:56.302486 2021-04-14 21:17:40,445 INFO : TRAIN, epoch=0006, iter=00190/00196, fetch data time cost=1.48ms, fps=823 images/s, loss=1.7081, top1-acc=52.00%, top5-acc=83.19%, remaining_time=0:00:01.876254, arrival_time=2021-04-14 21:17:42.321898, cost_time=0:00:59.414770 2021-04-14 21:17:42,107 INFO : TRAIN, epoch=0006, iter=00196/00196, fetch data time cost=1.38ms, fps=819 images/s, loss=1.7062, top1-acc=52.03%, top5-acc=83.24%, remaining_time=0:00:00, arrival_time=2021-04-14 21:17:42.107704, cost_time=0:01:01.076898 2021-04-14 21:17:43,175 INFO : EVAL, epoch=0006, iter=00010/00040, fetch data time cost=1.51ms, fps=2402 images/s, loss=1.9745, top1-acc=46.09%, top5-acc=78.16%, remaining_time=0:00:03.196950, arrival_time=2021-04-14 21:17:46.372476, cost_time=0:00:01.065647 2021-04-14 21:17:44,119 INFO : EVAL, epoch=0006, iter=00020/00040, fetch data time cost=1.40ms, fps=2714 images/s, loss=1.9776, top1-acc=45.98%, top5-acc=78.26%, remaining_time=0:00:02.009440, arrival_time=2021-04-14 21:17:46.128700, cost_time=0:00:02.009436 2021-04-14 21:17:45,066 INFO : EVAL, epoch=0006, iter=00030/00040, fetch data time cost=1.51ms, fps=2703 images/s, loss=1.9621, top1-acc=46.32%, top5-acc=78.62%, remaining_time=0:00:00.985640, arrival_time=2021-04-14 21:17:46.052380, cost_time=0:00:02.956920 2021-04-14 21:17:45,926 INFO : EVAL, epoch=0006, iter=00040/00040, fetch data time cost=0.08ms, fps=2699 images/s, loss=1.9639, top1-acc=46.15%, top5-acc=78.65%, remaining_time=0:00:00, arrival_time=2021-04-14 21:17:45.926817, cost_time=0:00:03.816957 2021-04-14 21:17:46,554 INFO : Epoch=0006 complete, best val top1-acc=46.15%, top5-acc=78.65% (epoch=6), remaining_time=3:32:00.906696, arrival_time=2021-04-15 00:49:47.460647, cost_time=0:06:33.430103 2021-04-14 21:17:46,556 INFO : Train start, epoch=0007, lr=0.099778 2021-04-14 21:17:49,883 INFO : TRAIN, epoch=0007, iter=00010/00196, fetch data time cost=2.08ms, fps=769 images/s, loss=1.6259, top1-acc=53.87%, top5-acc=84.84%, remaining_time=0:01:01.882572, arrival_time=2021-04-14 21:18:51.766056, cost_time=0:00:03.327023 2021-04-14 21:17:53,006 INFO : TRAIN, epoch=0007, iter=00020/00196, fetch data time cost=1.87ms, fps=820 images/s, loss=1.6082, top1-acc=54.41%, top5-acc=85.00%, remaining_time=0:00:56.756128, arrival_time=2021-04-14 21:18:49.762126, cost_time=0:00:06.449550 2021-04-14 21:17:56,125 INFO : TRAIN, epoch=0007, iter=00030/00196, fetch data time cost=2.63ms, fps=821 images/s, loss=1.6117, top1-acc=54.39%, top5-acc=84.86%, remaining_time=0:00:52.949518, arrival_time=2021-04-14 21:18:49.075230, cost_time=0:00:09.569180 2021-04-14 21:17:59,242 INFO : TRAIN, epoch=0007, iter=00040/00196, fetch data time cost=1.43ms, fps=821 images/s, loss=1.5889, top1-acc=55.00%, top5-acc=85.21%, remaining_time=0:00:49.476648, arrival_time=2021-04-14 21:18:48.719435, cost_time=0:00:12.686324 2021-04-14 21:18:02,365 INFO : TRAIN, epoch=0007, iter=00050/00196, fetch data time cost=2.54ms, fps=820 images/s, loss=1.5783, top1-acc=55.23%, top5-acc=85.52%, remaining_time=0:00:46.162864, arrival_time=2021-04-14 21:18:48.528605, cost_time=0:00:15.809188 2021-04-14 21:18:05,487 INFO : TRAIN, epoch=0007, iter=00060/00196, fetch data time cost=1.72ms, fps=820 images/s, loss=1.5832, top1-acc=55.24%, top5-acc=85.35%, remaining_time=0:00:42.910856, arrival_time=2021-04-14 21:18:48.398589, cost_time=0:00:18.931265 2021-04-14 21:18:08,595 INFO : TRAIN, epoch=0007, iter=00070/00196, fetch data time cost=1.49ms, fps=824 images/s, loss=1.5817, top1-acc=55.23%, top5-acc=85.41%, remaining_time=0:00:39.669336, arrival_time=2021-04-14 21:18:48.264292, cost_time=0:00:22.038494 2021-04-14 21:18:11,716 INFO : TRAIN, epoch=0007, iter=00080/00196, fetch data time cost=1.60ms, fps=820 images/s, loss=1.5842, top1-acc=55.22%, top5-acc=85.40%, remaining_time=0:00:36.481652, arrival_time=2021-04-14 21:18:48.197943, cost_time=0:00:25.159743 2021-04-14 21:18:14,863 INFO : TRAIN, epoch=0007, iter=00090/00196, fetch data time cost=1.53ms, fps=814 images/s, loss=1.5839, top1-acc=55.24%, top5-acc=85.30%, remaining_time=0:00:33.339014, arrival_time=2021-04-14 21:18:48.202281, cost_time=0:00:28.306731 2021-04-14 21:18:17,982 INFO : TRAIN, epoch=0007, iter=00100/00196, fetch data time cost=1.99ms, fps=821 images/s, loss=1.5839, top1-acc=55.30%, top5-acc=85.28%, remaining_time=0:00:30.168768, arrival_time=2021-04-14 21:18:48.151037, cost_time=0:00:31.425801 2021-04-14 21:18:21,120 INFO : TRAIN, epoch=0007, iter=00110/00196, fetch data time cost=1.48ms, fps=816 images/s, loss=1.5824, top1-acc=55.33%, top5-acc=85.26%, remaining_time=0:00:27.022576, arrival_time=2021-04-14 21:18:48.142801, cost_time=0:00:34.563768 2021-04-14 21:18:24,240 INFO : TRAIN, epoch=0007, iter=00120/00196, fetch data time cost=1.59ms, fps=821 images/s, loss=1.5822, top1-acc=55.35%, top5-acc=85.25%, remaining_time=0:00:23.866432, arrival_time=2021-04-14 21:18:48.106682, cost_time=0:00:37.683800 2021-04-14 21:18:27,367 INFO : TRAIN, epoch=0007, iter=00130/00196, fetch data time cost=1.91ms, fps=819 images/s, loss=1.5834, top1-acc=55.29%, top5-acc=85.28%, remaining_time=0:00:20.719314, arrival_time=2021-04-14 21:18:48.086584, cost_time=0:00:40.810762 2021-04-14 21:18:30,481 INFO : TRAIN, epoch=0007, iter=00140/00196, fetch data time cost=1.43ms, fps=822 images/s, loss=1.5882, top1-acc=55.25%, top5-acc=85.18%, remaining_time=0:00:17.570000, arrival_time=2021-04-14 21:18:48.051472, cost_time=0:00:43.924940 2021-04-14 21:18:33,606 INFO : TRAIN, epoch=0007, iter=00150/00196, fetch data time cost=2.20ms, fps=820 images/s, loss=1.5876, top1-acc=55.26%, top5-acc=85.15%, remaining_time=0:00:14.428498, arrival_time=2021-04-14 21:18:48.034648, cost_time=0:00:47.049475 2021-04-14 21:18:36,749 INFO : TRAIN, epoch=0007, iter=00160/00196, fetch data time cost=1.92ms, fps=815 images/s, loss=1.5890, top1-acc=55.18%, top5-acc=85.13%, remaining_time=0:00:11.293416, arrival_time=2021-04-14 21:18:48.042902, cost_time=0:00:50.193027 2021-04-14 21:18:39,875 INFO : TRAIN, epoch=0007, iter=00170/00196, fetch data time cost=1.59ms, fps=819 images/s, loss=1.5872, top1-acc=55.26%, top5-acc=85.15%, remaining_time=0:00:08.154614, arrival_time=2021-04-14 21:18:48.029804, cost_time=0:00:53.318657 2021-04-14 21:18:42,999 INFO : TRAIN, epoch=0007, iter=00180/00196, fetch data time cost=1.57ms, fps=820 images/s, loss=1.5843, top1-acc=55.31%, top5-acc=85.22%, remaining_time=0:00:05.017120, arrival_time=2021-04-14 21:18:48.016268, cost_time=0:00:56.442679 2021-04-14 21:18:46,119 INFO : TRAIN, epoch=0007, iter=00190/00196, fetch data time cost=1.92ms, fps=821 images/s, loss=1.5819, top1-acc=55.40%, top5-acc=85.25%, remaining_time=0:00:01.880928, arrival_time=2021-04-14 21:18:48.000170, cost_time=0:00:59.562765 2021-04-14 21:18:47,784 INFO : TRAIN, epoch=0007, iter=00196/00196, fetch data time cost=1.26ms, fps=817 images/s, loss=1.5821, top1-acc=55.41%, top5-acc=85.23%, remaining_time=0:00:00, arrival_time=2021-04-14 21:18:47.784241, cost_time=0:01:01.227771 2021-04-14 21:18:48,878 INFO : EVAL, epoch=0007, iter=00010/00040, fetch data time cost=1.88ms, fps=2343 images/s, loss=1.8002, top1-acc=50.39%, top5-acc=81.05%, remaining_time=0:00:03.277320, arrival_time=2021-04-14 21:18:52.156181, cost_time=0:00:01.092438 2021-04-14 21:18:49,829 INFO : EVAL, epoch=0007, iter=00020/00040, fetch data time cost=1.37ms, fps=2696 images/s, loss=1.8130, top1-acc=50.35%, top5-acc=80.78%, remaining_time=0:00:02.042700, arrival_time=2021-04-14 21:18:51.871887, cost_time=0:00:02.042695 2021-04-14 21:18:50,775 INFO : EVAL, epoch=0007, iter=00030/00040, fetch data time cost=1.44ms, fps=2708 images/s, loss=1.8074, top1-acc=50.60%, top5-acc=80.77%, remaining_time=0:00:00.996300, arrival_time=2021-04-14 21:18:51.771635, cost_time=0:00:02.988905 2021-04-14 21:18:51,636 INFO : EVAL, epoch=0007, iter=00040/00040, fetch data time cost=0.09ms, fps=2696 images/s, loss=1.8019, top1-acc=50.85%, top5-acc=80.78%, remaining_time=0:00:00, arrival_time=2021-04-14 21:18:51.636177, cost_time=0:00:03.849850 2021-04-14 21:18:52,174 INFO : Epoch=0007 complete, best val top1-acc=50.85%, top5-acc=80.78% (epoch=7), remaining_time=3:30:56.679836, arrival_time=2021-04-15 00:49:48.854215, cost_time=0:07:39.050565 2021-04-14 21:18:52,175 INFO : Train start, epoch=0008, lr=0.099698 2021-04-14 21:18:55,530 INFO : TRAIN, epoch=0008, iter=00010/00196, fetch data time cost=2.36ms, fps=763 images/s, loss=1.4389, top1-acc=58.95%, top5-acc=87.70%, remaining_time=0:01:02.398164, arrival_time=2021-04-14 21:19:57.928812, cost_time=0:00:03.354740 2021-04-14 21:18:58,654 INFO : TRAIN, epoch=0008, iter=00020/00196, fetch data time cost=1.48ms, fps=820 images/s, loss=1.4708, top1-acc=57.32%, top5-acc=87.54%, remaining_time=0:00:57.010096, arrival_time=2021-04-14 21:19:55.664419, cost_time=0:00:06.478415 2021-04-14 21:19:01,790 INFO : TRAIN, epoch=0008, iter=00030/00196, fetch data time cost=2.03ms, fps=816 images/s, loss=1.4583, top1-acc=58.16%, top5-acc=87.30%, remaining_time=0:00:53.202668, arrival_time=2021-04-14 21:19:54.993558, cost_time=0:00:09.614947 2021-04-14 21:19:04,907 INFO : TRAIN, epoch=0008, iter=00040/00196, fetch data time cost=1.87ms, fps=822 images/s, loss=1.4760, top1-acc=57.91%, top5-acc=86.87%, remaining_time=0:00:49.653552, arrival_time=2021-04-14 21:19:54.561215, cost_time=0:00:12.731691 2021-04-14 21:19:08,027 INFO : TRAIN, epoch=0008, iter=00050/00196, fetch data time cost=1.47ms, fps=821 images/s, loss=1.4751, top1-acc=57.64%, top5-acc=86.95%, remaining_time=0:00:46.287110, arrival_time=2021-04-14 21:19:54.314767, cost_time=0:00:15.851750 2021-04-14 21:19:11,139 INFO : TRAIN, epoch=0008, iter=00060/00196, fetch data time cost=1.58ms, fps=823 images/s, loss=1.4708, top1-acc=57.68%, top5-acc=87.04%, remaining_time=0:00:42.984024, arrival_time=2021-04-14 21:19:54.123466, cost_time=0:00:18.963531 2021-04-14 21:19:14,267 INFO : TRAIN, epoch=0008, iter=00070/00196, fetch data time cost=1.68ms, fps=818 images/s, loss=1.4723, top1-acc=57.70%, top5-acc=86.98%, remaining_time=0:00:39.765222, arrival_time=2021-04-14 21:19:54.032911, cost_time=0:00:22.091786 2021-04-14 21:19:17,396 INFO : TRAIN, epoch=0008, iter=00080/00196, fetch data time cost=1.44ms, fps=818 images/s, loss=1.4693, top1-acc=57.80%, top5-acc=87.01%, remaining_time=0:00:36.569580, arrival_time=2021-04-14 21:19:53.965850, cost_time=0:00:25.220363 2021-04-14 21:19:20,503 INFO : TRAIN, epoch=0008, iter=00090/00196, fetch data time cost=1.37ms, fps=824 images/s, loss=1.4709, top1-acc=57.81%, top5-acc=87.02%, remaining_time=0:00:33.363712, arrival_time=2021-04-14 21:19:53.867349, cost_time=0:00:28.327725 2021-04-14 21:19:23,628 INFO : TRAIN, epoch=0008, iter=00100/00196, fetch data time cost=1.91ms, fps=819 images/s, loss=1.4807, top1-acc=57.62%, top5-acc=86.86%, remaining_time=0:00:30.194304, arrival_time=2021-04-14 21:19:53.822657, cost_time=0:00:31.452444 2021-04-14 21:19:26,748 INFO : TRAIN, epoch=0008, iter=00110/00196, fetch data time cost=3.46ms, fps=821 images/s, loss=1.4826, top1-acc=57.57%, top5-acc=86.85%, remaining_time=0:00:27.029370, arrival_time=2021-04-14 21:19:53.777644, cost_time=0:00:34.572435 2021-04-14 21:19:29,869 INFO : TRAIN, epoch=0008, iter=00120/00196, fetch data time cost=1.94ms, fps=820 images/s, loss=1.4813, top1-acc=57.61%, top5-acc=86.86%, remaining_time=0:00:23.872436, arrival_time=2021-04-14 21:19:53.741608, cost_time=0:00:37.693263 2021-04-14 21:19:32,984 INFO : TRAIN, epoch=0008, iter=00130/00196, fetch data time cost=1.37ms, fps=822 images/s, loss=1.4798, top1-acc=57.62%, top5-acc=86.89%, remaining_time=0:00:20.717928, arrival_time=2021-04-14 21:19:53.702075, cost_time=0:00:40.808017 2021-04-14 21:19:36,107 INFO : TRAIN, epoch=0008, iter=00140/00196, fetch data time cost=2.73ms, fps=820 images/s, loss=1.4809, top1-acc=57.63%, top5-acc=86.86%, remaining_time=0:00:17.572688, arrival_time=2021-04-14 21:19:53.680330, cost_time=0:00:43.931664 2021-04-14 21:19:39,242 INFO : TRAIN, epoch=0008, iter=00150/00196, fetch data time cost=3.34ms, fps=817 images/s, loss=1.4765, top1-acc=57.79%, top5-acc=86.92%, remaining_time=0:00:14.433604, arrival_time=2021-04-14 21:19:53.675549, cost_time=0:00:47.066035 2021-04-14 21:19:42,361 INFO : TRAIN, epoch=0008, iter=00160/00196, fetch data time cost=1.44ms, fps=821 images/s, loss=1.4768, top1-acc=57.76%, top5-acc=86.94%, remaining_time=0:00:11.291688, arrival_time=2021-04-14 21:19:53.652935, cost_time=0:00:50.185331 2021-04-14 21:19:45,482 INFO : TRAIN, epoch=0008, iter=00170/00196, fetch data time cost=1.44ms, fps=820 images/s, loss=1.4785, top1-acc=57.74%, top5-acc=86.88%, remaining_time=0:00:08.152690, arrival_time=2021-04-14 21:19:53.634625, cost_time=0:00:53.306023 2021-04-14 21:19:48,603 INFO : TRAIN, epoch=0008, iter=00180/00196, fetch data time cost=1.76ms, fps=820 images/s, loss=1.4808, top1-acc=57.70%, top5-acc=86.86%, remaining_time=0:00:05.015776, arrival_time=2021-04-14 21:19:53.619224, cost_time=0:00:56.427530 2021-04-14 21:19:51,718 INFO : TRAIN, epoch=0008, iter=00190/00196, fetch data time cost=1.24ms, fps=822 images/s, loss=1.4827, top1-acc=57.64%, top5-acc=86.85%, remaining_time=0:00:01.880298, arrival_time=2021-04-14 21:19:53.599030, cost_time=0:00:59.542692 2021-04-14 21:19:53,377 INFO : TRAIN, epoch=0008, iter=00196/00196, fetch data time cost=1.49ms, fps=820 images/s, loss=1.4847, top1-acc=57.61%, top5-acc=86.80%, remaining_time=0:00:00, arrival_time=2021-04-14 21:19:53.377855, cost_time=0:01:01.201935 2021-04-14 21:19:54,479 INFO : EVAL, epoch=0008, iter=00010/00040, fetch data time cost=1.49ms, fps=2328 images/s, loss=1.7486, top1-acc=50.70%, top5-acc=81.76%, remaining_time=0:00:03.298440, arrival_time=2021-04-14 21:19:57.777898, cost_time=0:00:01.099478 2021-04-14 21:19:55,424 INFO : EVAL, epoch=0008, iter=00020/00040, fetch data time cost=1.35ms, fps=2709 images/s, loss=1.7650, top1-acc=51.13%, top5-acc=81.27%, remaining_time=0:00:02.044960, arrival_time=2021-04-14 21:19:57.469859, cost_time=0:00:02.044953 2021-04-14 21:19:56,370 INFO : EVAL, epoch=0008, iter=00030/00040, fetch data time cost=1.70ms, fps=2708 images/s, loss=1.7760, top1-acc=51.04%, top5-acc=81.32%, remaining_time=0:00:00.996880, arrival_time=2021-04-14 21:19:57.367499, cost_time=0:00:02.990647 2021-04-14 21:19:57,239 INFO : EVAL, epoch=0008, iter=00040/00040, fetch data time cost=0.13ms, fps=2670 images/s, loss=1.7776, top1-acc=50.95%, top5-acc=81.41%, remaining_time=0:00:00, arrival_time=2021-04-14 21:19:57.239899, cost_time=0:00:03.859950 2021-04-14 21:19:57,849 INFO : Epoch=0008 complete, best val top1-acc=50.95%, top5-acc=81.41% (epoch=8), remaining_time=3:29:53.405184, arrival_time=2021-04-15 00:49:51.254230, cost_time=0:08:44.725217 2021-04-14 21:19:57,851 INFO : Train start, epoch=0009, lr=0.099606 2021-04-14 21:20:01,193 INFO : TRAIN, epoch=0009, iter=00010/00196, fetch data time cost=1.88ms, fps=766 images/s, loss=1.4214, top1-acc=59.77%, top5-acc=87.89%, remaining_time=0:01:02.167710, arrival_time=2021-04-14 21:21:03.361463, cost_time=0:00:03.342351 2021-04-14 21:20:04,300 INFO : TRAIN, epoch=0009, iter=00020/00196, fetch data time cost=1.47ms, fps=824 images/s, loss=1.3906, top1-acc=60.59%, top5-acc=88.01%, remaining_time=0:00:56.754720, arrival_time=2021-04-14 21:21:01.055507, cost_time=0:00:06.449409 2021-04-14 21:20:07,419 INFO : TRAIN, epoch=0009, iter=00030/00196, fetch data time cost=1.63ms, fps=821 images/s, loss=1.3796, top1-acc=60.73%, top5-acc=88.36%, remaining_time=0:00:52.945534, arrival_time=2021-04-14 21:21:00.365402, cost_time=0:00:09.568457 2021-04-14 21:20:10,535 INFO : TRAIN, epoch=0009, iter=00040/00196, fetch data time cost=1.52ms, fps=822 images/s, loss=1.3815, top1-acc=60.75%, top5-acc=88.28%, remaining_time=0:00:49.469784, arrival_time=2021-04-14 21:21:00.005661, cost_time=0:00:12.684572 2021-04-14 21:20:13,653 INFO : TRAIN, epoch=0009, iter=00050/00196, fetch data time cost=1.44ms, fps=821 images/s, loss=1.3785, top1-acc=60.71%, top5-acc=88.43%, remaining_time=0:00:46.142424, arrival_time=2021-04-14 21:20:59.796022, cost_time=0:00:15.802224 2021-04-14 21:20:16,771 INFO : TRAIN, epoch=0009, iter=00060/00196, fetch data time cost=1.63ms, fps=821 images/s, loss=1.3714, top1-acc=60.79%, top5-acc=88.53%, remaining_time=0:00:42.884472, arrival_time=2021-04-14 21:20:59.655457, cost_time=0:00:18.919609 2021-04-14 21:20:19,884 INFO : TRAIN, epoch=0009, iter=00070/00196, fetch data time cost=1.44ms, fps=822 images/s, loss=1.3806, top1-acc=60.52%, top5-acc=88.35%, remaining_time=0:00:39.658752, arrival_time=2021-04-14 21:20:59.542721, cost_time=0:00:22.032652 2021-04-14 21:20:22,997 INFO : TRAIN, epoch=0009, iter=00080/00196, fetch data time cost=1.51ms, fps=822 images/s, loss=1.3876, top1-acc=60.17%, top5-acc=88.37%, remaining_time=0:00:36.461584, arrival_time=2021-04-14 21:20:59.458897, cost_time=0:00:25.145942 2021-04-14 21:20:26,104 INFO : TRAIN, epoch=0009, iter=00090/00196, fetch data time cost=1.50ms, fps=824 images/s, loss=1.3920, top1-acc=60.08%, top5-acc=88.31%, remaining_time=0:00:33.275520, arrival_time=2021-04-14 21:20:59.379637, cost_time=0:00:28.252814 2021-04-14 21:20:29,216 INFO : TRAIN, epoch=0009, iter=00100/00196, fetch data time cost=1.63ms, fps=823 images/s, loss=1.3956, top1-acc=60.01%, top5-acc=88.29%, remaining_time=0:00:30.110592, arrival_time=2021-04-14 21:20:59.327225, cost_time=0:00:31.365199 2021-04-14 21:20:32,345 INFO : TRAIN, epoch=0009, iter=00110/00196, fetch data time cost=2.53ms, fps=818 images/s, loss=1.4002, top1-acc=59.88%, top5-acc=88.20%, remaining_time=0:00:26.968482, arrival_time=2021-04-14 21:20:59.314399, cost_time=0:00:34.494564 2021-04-14 21:20:35,474 INFO : TRAIN, epoch=0009, iter=00120/00196, fetch data time cost=1.43ms, fps=818 images/s, loss=1.4004, top1-acc=59.94%, top5-acc=88.11%, remaining_time=0:00:23.828128, arrival_time=2021-04-14 21:20:59.302827, cost_time=0:00:37.623328 2021-04-14 21:20:38,594 INFO : TRAIN, epoch=0009, iter=00130/00196, fetch data time cost=1.67ms, fps=821 images/s, loss=1.4038, top1-acc=59.85%, top5-acc=87.99%, remaining_time=0:00:20.685192, arrival_time=2021-04-14 21:20:59.280071, cost_time=0:00:40.743498 2021-04-14 21:20:41,715 INFO : TRAIN, epoch=0009, iter=00140/00196, fetch data time cost=1.60ms, fps=820 images/s, loss=1.4017, top1-acc=59.84%, top5-acc=88.03%, remaining_time=0:00:17.545808, arrival_time=2021-04-14 21:20:59.261630, cost_time=0:00:43.864520 2021-04-14 21:20:44,823 INFO : TRAIN, epoch=0009, iter=00150/00196, fetch data time cost=1.56ms, fps=824 images/s, loss=1.4022, top1-acc=59.78%, top5-acc=87.98%, remaining_time=0:00:14.404716, arrival_time=2021-04-14 21:20:59.227878, cost_time=0:00:46.971850 2021-04-14 21:20:47,935 INFO : TRAIN, epoch=0009, iter=00160/00196, fetch data time cost=1.47ms, fps=823 images/s, loss=1.4029, top1-acc=59.74%, top5-acc=88.00%, remaining_time=0:00:11.268972, arrival_time=2021-04-14 21:20:59.204778, cost_time=0:00:50.084398 2021-04-14 21:20:51,046 INFO : TRAIN, epoch=0009, iter=00170/00196, fetch data time cost=1.41ms, fps=823 images/s, loss=1.4048, top1-acc=59.70%, top5-acc=87.97%, remaining_time=0:00:08.135790, arrival_time=2021-04-14 21:20:59.182559, cost_time=0:00:53.195468 2021-04-14 21:20:54,155 INFO : TRAIN, epoch=0009, iter=00180/00196, fetch data time cost=1.40ms, fps=824 images/s, loss=1.4069, top1-acc=59.64%, top5-acc=87.96%, remaining_time=0:00:05.004848, arrival_time=2021-04-14 21:20:59.160647, cost_time=0:00:56.304491 2021-04-14 21:20:57,264 INFO : TRAIN, epoch=0009, iter=00190/00196, fetch data time cost=1.31ms, fps=824 images/s, loss=1.4073, top1-acc=59.67%, top5-acc=87.95%, remaining_time=0:00:01.876200, arrival_time=2021-04-14 21:20:59.140544, cost_time=0:00:59.412988 2021-04-14 21:20:58,929 INFO : TRAIN, epoch=0009, iter=00196/00196, fetch data time cost=1.24ms, fps=817 images/s, loss=1.4073, top1-acc=59.71%, top5-acc=87.95%, remaining_time=0:00:00, arrival_time=2021-04-14 21:20:58.929360, cost_time=0:01:01.077914 2021-04-14 21:21:00,056 INFO : EVAL, epoch=0009, iter=00010/00040, fetch data time cost=2.72ms, fps=2279 images/s, loss=1.7091, top1-acc=52.50%, top5-acc=83.05%, remaining_time=0:00:03.370170, arrival_time=2021-04-14 21:21:03.426138, cost_time=0:00:01.123387 2021-04-14 21:21:01,013 INFO : EVAL, epoch=0009, iter=00020/00040, fetch data time cost=1.92ms, fps=2675 images/s, loss=1.7397, top1-acc=52.17%, top5-acc=82.46%, remaining_time=0:00:02.080680, arrival_time=2021-04-14 21:21:03.094008, cost_time=0:00:02.080682 2021-04-14 21:21:01,958 INFO : EVAL, epoch=0009, iter=00030/00040, fetch data time cost=1.41ms, fps=2711 images/s, loss=1.7517, top1-acc=51.87%, top5-acc=82.29%, remaining_time=0:00:01.008530, arrival_time=2021-04-14 21:21:02.966755, cost_time=0:00:03.025577 2021-04-14 21:21:02,822 INFO : EVAL, epoch=0009, iter=00040/00040, fetch data time cost=0.11ms, fps=2685 images/s, loss=1.7471, top1-acc=51.99%, top5-acc=82.04%, remaining_time=0:00:00, arrival_time=2021-04-14 21:21:02.822764, cost_time=0:00:03.890148 2021-04-14 21:21:03,389 INFO : Epoch=0009 complete, best val top1-acc=51.99%, top5-acc=82.04% (epoch=9), remaining_time=3:28:46.738056, arrival_time=2021-04-15 00:49:50.127031, cost_time=0:09:50.265146 2021-04-14 21:21:03,391 INFO : Train start, epoch=0010, lr=0.099501 2021-04-14 21:21:06,692 INFO : TRAIN, epoch=0010, iter=00010/00196, fetch data time cost=1.59ms, fps=775 images/s, loss=1.4373, top1-acc=59.10%, top5-acc=87.93%, remaining_time=0:01:01.403622, arrival_time=2021-04-14 21:22:08.096221, cost_time=0:00:03.301266 2021-04-14 21:21:09,815 INFO : TRAIN, epoch=0010, iter=00020/00196, fetch data time cost=2.56ms, fps=820 images/s, loss=1.3963, top1-acc=59.71%, top5-acc=88.36%, remaining_time=0:00:56.528912, arrival_time=2021-04-14 21:22:06.343995, cost_time=0:00:06.423733 2021-04-14 21:21:12,936 INFO : TRAIN, epoch=0010, iter=00030/00196, fetch data time cost=2.08ms, fps=820 images/s, loss=1.3814, top1-acc=60.14%, top5-acc=88.16%, remaining_time=0:00:52.813896, arrival_time=2021-04-14 21:22:05.750115, cost_time=0:00:09.544684 2021-04-14 21:21:16,049 INFO : TRAIN, epoch=0010, iter=00040/00196, fetch data time cost=1.39ms, fps=823 images/s, loss=1.3618, top1-acc=60.80%, top5-acc=88.43%, remaining_time=0:00:49.367136, arrival_time=2021-04-14 21:22:05.416759, cost_time=0:00:12.658229 2021-04-14 21:21:19,171 INFO : TRAIN, epoch=0010, iter=00050/00196, fetch data time cost=1.52ms, fps=820 images/s, loss=1.3461, top1-acc=60.95%, top5-acc=88.75%, remaining_time=0:00:46.077600, arrival_time=2021-04-14 21:22:05.248921, cost_time=0:00:15.779990 2021-04-14 21:21:22,291 INFO : TRAIN, epoch=0010, iter=00060/00196, fetch data time cost=2.06ms, fps=821 images/s, loss=1.3335, top1-acc=61.36%, top5-acc=88.98%, remaining_time=0:00:42.840544, arrival_time=2021-04-14 21:22:05.132090, cost_time=0:00:18.900214 2021-04-14 21:21:25,416 INFO : TRAIN, epoch=0010, iter=00070/00196, fetch data time cost=2.21ms, fps=819 images/s, loss=1.3408, top1-acc=61.15%, top5-acc=88.93%, remaining_time=0:00:39.644766, arrival_time=2021-04-14 21:22:05.060960, cost_time=0:00:22.024861 2021-04-14 21:21:28,532 INFO : TRAIN, epoch=0010, iter=00080/00196, fetch data time cost=1.52ms, fps=822 images/s, loss=1.3405, top1-acc=61.26%, top5-acc=88.98%, remaining_time=0:00:36.454740, arrival_time=2021-04-14 21:22:04.987315, cost_time=0:00:25.141236 2021-04-14 21:21:31,656 INFO : TRAIN, epoch=0010, iter=00090/00196, fetch data time cost=1.89ms, fps=820 images/s, loss=1.3394, top1-acc=61.29%, top5-acc=88.98%, remaining_time=0:00:33.289512, arrival_time=2021-04-14 21:22:04.945673, cost_time=0:00:28.264718 2021-04-14 21:21:34,770 INFO : TRAIN, epoch=0010, iter=00100/00196, fetch data time cost=1.50ms, fps=822 images/s, loss=1.3371, top1-acc=61.29%, top5-acc=89.07%, remaining_time=0:00:30.124032, arrival_time=2021-04-14 21:22:04.894624, cost_time=0:00:31.379201 2021-04-14 21:21:37,884 INFO : TRAIN, epoch=0010, iter=00110/00196, fetch data time cost=1.62ms, fps=822 images/s, loss=1.3369, top1-acc=61.27%, top5-acc=89.04%, remaining_time=0:00:26.967450, arrival_time=2021-04-14 21:22:04.852008, cost_time=0:00:34.493219 2021-04-14 21:21:40,999 INFO : TRAIN, epoch=0010, iter=00120/00196, fetch data time cost=1.86ms, fps=822 images/s, loss=1.3397, top1-acc=61.20%, top5-acc=88.97%, remaining_time=0:00:23.818780, arrival_time=2021-04-14 21:22:04.818684, cost_time=0:00:37.608584 2021-04-14 21:21:44,119 INFO : TRAIN, epoch=0010, iter=00130/00196, fetch data time cost=1.84ms, fps=821 images/s, loss=1.3417, top1-acc=61.17%, top5-acc=88.89%, remaining_time=0:00:20.677074, arrival_time=2021-04-14 21:22:04.796137, cost_time=0:00:40.727610 2021-04-14 21:21:47,237 INFO : TRAIN, epoch=0010, iter=00140/00196, fetch data time cost=1.71ms, fps=821 images/s, loss=1.3459, top1-acc=61.06%, top5-acc=88.81%, remaining_time=0:00:17.538080, arrival_time=2021-04-14 21:22:04.774523, cost_time=0:00:43.845130 2021-04-14 21:21:50,345 INFO : TRAIN, epoch=0010, iter=00150/00196, fetch data time cost=2.14ms, fps=824 images/s, loss=1.3502, top1-acc=60.98%, top5-acc=88.74%, remaining_time=0:00:14.399288, arrival_time=2021-04-14 21:22:04.744853, cost_time=0:00:46.954173 2021-04-14 21:21:53,464 INFO : TRAIN, epoch=0010, iter=00160/00196, fetch data time cost=1.57ms, fps=821 images/s, loss=1.3494, top1-acc=60.92%, top5-acc=88.74%, remaining_time=0:00:11.266308, arrival_time=2021-04-14 21:22:04.730279, cost_time=0:00:50.072539 2021-04-14 21:21:56,579 INFO : TRAIN, epoch=0010, iter=00170/00196, fetch data time cost=1.90ms, fps=822 images/s, loss=1.3517, top1-acc=60.85%, top5-acc=88.73%, remaining_time=0:00:08.134698, arrival_time=2021-04-14 21:22:04.714365, cost_time=0:00:53.188345 2021-04-14 21:21:59,687 INFO : TRAIN, epoch=0010, iter=00180/00196, fetch data time cost=1.41ms, fps=824 images/s, loss=1.3531, top1-acc=60.82%, top5-acc=88.73%, remaining_time=0:00:05.004080, arrival_time=2021-04-14 21:22:04.691252, cost_time=0:00:56.295852 2021-04-14 21:22:02,798 INFO : TRAIN, epoch=0010, iter=00190/00196, fetch data time cost=2.06ms, fps=823 images/s, loss=1.3560, top1-acc=60.80%, top5-acc=88.65%, remaining_time=0:00:01.876014, arrival_time=2021-04-14 21:22:04.674527, cost_time=0:00:59.407129 2021-04-14 21:22:04,456 INFO : TRAIN, epoch=0010, iter=00196/00196, fetch data time cost=1.43ms, fps=821 images/s, loss=1.3579, top1-acc=60.77%, top5-acc=88.64%, remaining_time=0:00:00, arrival_time=2021-04-14 21:22:04.456317, cost_time=0:01:01.065065 2021-04-14 21:22:05,513 INFO : EVAL, epoch=0010, iter=00010/00040, fetch data time cost=4.11ms, fps=2427 images/s, loss=1.7334, top1-acc=52.70%, top5-acc=81.45%, remaining_time=0:00:03.164130, arrival_time=2021-04-14 21:22:08.677189, cost_time=0:00:01.054707 2021-04-14 21:22:06,460 INFO : EVAL, epoch=0010, iter=00020/00040, fetch data time cost=1.60ms, fps=2704 images/s, loss=1.7694, top1-acc=52.56%, top5-acc=80.86%, remaining_time=0:00:02.002040, arrival_time=2021-04-14 21:22:08.462571, cost_time=0:00:02.002043 2021-04-14 21:22:07,407 INFO : EVAL, epoch=0010, iter=00030/00040, fetch data time cost=1.40ms, fps=2704 images/s, loss=1.7821, top1-acc=52.41%, top5-acc=80.78%, remaining_time=0:00:00.983190, arrival_time=2021-04-14 21:22:08.391101, cost_time=0:00:02.949566 2021-04-14 21:22:08,267 INFO : EVAL, epoch=0010, iter=00040/00040, fetch data time cost=0.08ms, fps=2700 images/s, loss=1.7920, top1-acc=52.28%, top5-acc=81.12%, remaining_time=0:00:00, arrival_time=2021-04-14 21:22:08.267696, cost_time=0:00:03.809413 2021-04-14 21:22:08,748 INFO : Epoch=0010 complete, best val top1-acc=52.28%, top5-acc=81.12% (epoch=10), remaining_time=3:27:36.864360, arrival_time=2021-04-15 00:49:45.612618, cost_time=0:10:55.624439 2021-04-14 21:22:08,749 INFO : Train start, epoch=0011, lr=0.099384 2021-04-14 21:22:12,083 INFO : TRAIN, epoch=0011, iter=00010/00196, fetch data time cost=2.03ms, fps=768 images/s, loss=1.3269, top1-acc=62.07%, top5-acc=89.69%, remaining_time=0:01:02.013144, arrival_time=2021-04-14 21:23:14.096989, cost_time=0:00:03.334042 2021-04-14 21:22:15,202 INFO : TRAIN, epoch=0011, iter=00020/00196, fetch data time cost=2.31ms, fps=821 images/s, loss=1.2992, top1-acc=63.14%, top5-acc=89.65%, remaining_time=0:00:56.783232, arrival_time=2021-04-14 21:23:11.985695, cost_time=0:00:06.452650 2021-04-14 21:22:18,316 INFO : TRAIN, epoch=0011, iter=00030/00196, fetch data time cost=1.40ms, fps=822 images/s, loss=1.2958, top1-acc=63.11%, top5-acc=89.61%, remaining_time=0:00:52.935076, arrival_time=2021-04-14 21:23:11.251465, cost_time=0:00:09.566581 2021-04-14 21:22:21,448 INFO : TRAIN, epoch=0011, iter=00040/00196, fetch data time cost=2.69ms, fps=817 images/s, loss=1.2943, top1-acc=63.02%, top5-acc=89.70%, remaining_time=0:00:49.525476, arrival_time=2021-04-14 21:23:10.974181, cost_time=0:00:12.698845 2021-04-14 21:22:24,574 INFO : TRAIN, epoch=0011, iter=00050/00196, fetch data time cost=2.57ms, fps=819 images/s, loss=1.2815, top1-acc=63.23%, top5-acc=89.80%, remaining_time=0:00:46.206372, arrival_time=2021-04-14 21:23:10.780369, cost_time=0:00:15.824117 2021-04-14 21:22:27,693 INFO : TRAIN, epoch=0011, iter=00060/00196, fetch data time cost=1.64ms, fps=821 images/s, loss=1.2772, top1-acc=63.17%, top5-acc=89.96%, remaining_time=0:00:42.939280, arrival_time=2021-04-14 21:23:10.632875, cost_time=0:00:18.943785 2021-04-14 21:22:30,802 INFO : TRAIN, epoch=0011, iter=00070/00196, fetch data time cost=1.37ms, fps=823 images/s, loss=1.2822, top1-acc=62.89%, top5-acc=89.86%, remaining_time=0:00:39.695796, arrival_time=2021-04-14 21:23:10.498738, cost_time=0:00:22.053201 2021-04-14 21:22:33,924 INFO : TRAIN, epoch=0011, iter=00080/00196, fetch data time cost=1.53ms, fps=820 images/s, loss=1.2819, top1-acc=62.83%, top5-acc=89.86%, remaining_time=0:00:36.502880, arrival_time=2021-04-14 21:23:10.427226, cost_time=0:00:25.174415 2021-04-14 21:22:37,042 INFO : TRAIN, epoch=0011, iter=00090/00196, fetch data time cost=2.05ms, fps=821 images/s, loss=1.2818, top1-acc=62.93%, top5-acc=89.79%, remaining_time=0:00:33.322372, arrival_time=2021-04-14 21:23:10.364842, cost_time=0:00:28.292610 2021-04-14 21:22:40,172 INFO : TRAIN, epoch=0011, iter=00100/00196, fetch data time cost=1.37ms, fps=818 images/s, loss=1.2807, top1-acc=62.93%, top5-acc=89.84%, remaining_time=0:00:30.165888, arrival_time=2021-04-14 21:23:10.338483, cost_time=0:00:31.422769 2021-04-14 21:22:43,283 INFO : TRAIN, epoch=0011, iter=00110/00196, fetch data time cost=1.31ms, fps=823 images/s, loss=1.2858, top1-acc=62.83%, top5-acc=89.77%, remaining_time=0:00:26.999012, arrival_time=2021-04-14 21:23:10.282424, cost_time=0:00:34.533601 2021-04-14 21:22:46,406 INFO : TRAIN, epoch=0011, iter=00120/00196, fetch data time cost=1.42ms, fps=820 images/s, loss=1.2896, top1-acc=62.76%, top5-acc=89.75%, remaining_time=0:00:23.849180, arrival_time=2021-04-14 21:23:10.255694, cost_time=0:00:37.656551 2021-04-14 21:22:49,530 INFO : TRAIN, epoch=0011, iter=00130/00196, fetch data time cost=3.21ms, fps=820 images/s, loss=1.2932, top1-acc=62.58%, top5-acc=89.71%, remaining_time=0:00:20.703738, arrival_time=2021-04-14 21:23:10.233731, cost_time=0:00:40.780137 2021-04-14 21:22:52,646 INFO : TRAIN, epoch=0011, iter=00140/00196, fetch data time cost=2.19ms, fps=822 images/s, loss=1.2976, top1-acc=62.50%, top5-acc=89.63%, remaining_time=0:00:17.558632, arrival_time=2021-04-14 21:23:10.205061, cost_time=0:00:43.896583 2021-04-14 21:22:55,773 INFO : TRAIN, epoch=0011, iter=00150/00196, fetch data time cost=2.10ms, fps=819 images/s, loss=1.2992, top1-acc=62.43%, top5-acc=89.61%, remaining_time=0:00:14.420678, arrival_time=2021-04-14 21:23:10.194430, cost_time=0:00:47.023906 2021-04-14 21:22:58,885 INFO : TRAIN, epoch=0011, iter=00160/00196, fetch data time cost=1.49ms, fps=823 images/s, loss=1.3001, top1-acc=62.37%, top5-acc=89.61%, remaining_time=0:00:11.280600, arrival_time=2021-04-14 21:23:10.166430, cost_time=0:00:50.136019 2021-04-14 21:23:02,009 INFO : TRAIN, epoch=0011, iter=00170/00196, fetch data time cost=2.15ms, fps=820 images/s, loss=1.3024, top1-acc=62.31%, top5-acc=89.54%, remaining_time=0:00:08.145540, arrival_time=2021-04-14 21:23:10.154616, cost_time=0:00:53.259233 2021-04-14 21:23:05,130 INFO : TRAIN, epoch=0011, iter=00180/00196, fetch data time cost=2.08ms, fps=820 images/s, loss=1.3057, top1-acc=62.24%, top5-acc=89.52%, remaining_time=0:00:05.011616, arrival_time=2021-04-14 21:23:10.142171, cost_time=0:00:56.380673 2021-04-14 21:23:08,258 INFO : TRAIN, epoch=0011, iter=00190/00196, fetch data time cost=1.98ms, fps=819 images/s, loss=1.3052, top1-acc=62.26%, top5-acc=89.53%, remaining_time=0:00:01.879212, arrival_time=2021-04-14 21:23:10.137445, cost_time=0:00:59.508435 2021-04-14 21:23:09,914 INFO : TRAIN, epoch=0011, iter=00196/00196, fetch data time cost=1.34ms, fps=822 images/s, loss=1.3074, top1-acc=62.22%, top5-acc=89.49%, remaining_time=0:00:00, arrival_time=2021-04-14 21:23:09.913895, cost_time=0:01:01.164007 2021-04-14 21:23:10,997 INFO : EVAL, epoch=0011, iter=00010/00040, fetch data time cost=3.32ms, fps=2370 images/s, loss=1.7160, top1-acc=51.33%, top5-acc=82.89%, remaining_time=0:00:03.240300, arrival_time=2021-04-14 21:23:14.237579, cost_time=0:00:01.080105 2021-04-14 21:23:11,945 INFO : EVAL, epoch=0011, iter=00020/00040, fetch data time cost=2.06ms, fps=2700 images/s, loss=1.7714, top1-acc=50.82%, top5-acc=82.21%, remaining_time=0:00:02.028740, arrival_time=2021-04-14 21:23:13.974594, cost_time=0:00:02.028743 2021-04-14 21:23:12,911 INFO : EVAL, epoch=0011, iter=00030/00040, fetch data time cost=1.82ms, fps=2653 images/s, loss=1.7663, top1-acc=50.92%, top5-acc=82.33%, remaining_time=0:00:00.998050, arrival_time=2021-04-14 21:23:13.909493, cost_time=0:00:02.994157 2021-04-14 21:23:13,776 INFO : EVAL, epoch=0011, iter=00040/00040, fetch data time cost=0.17ms, fps=2685 images/s, loss=1.7815, top1-acc=51.05%, top5-acc=82.38%, remaining_time=0:00:00, arrival_time=2021-04-14 21:23:13.776157, cost_time=0:00:03.859001 2021-04-14 21:23:14,043 INFO : Epoch=0011 complete, best val top1-acc=52.28%, top5-acc=81.12% (epoch=10), remaining_time=3:26:26.716776, arrival_time=2021-04-15 00:49:40.760628, cost_time=0:12:00.920021 2021-04-14 21:23:14,048 INFO : Train start, epoch=0012, lr=0.099255 2021-04-14 21:23:17,334 INFO : TRAIN, epoch=0012, iter=00010/00196, fetch data time cost=2.18ms, fps=779 images/s, loss=1.2725, top1-acc=64.06%, top5-acc=90.31%, remaining_time=0:01:01.105278, arrival_time=2021-04-14 21:24:18.439401, cost_time=0:00:03.285229 2021-04-14 21:23:20,445 INFO : TRAIN, epoch=0012, iter=00020/00196, fetch data time cost=2.04ms, fps=823 images/s, loss=1.2334, top1-acc=65.16%, top5-acc=91.04%, remaining_time=0:00:56.292192, arrival_time=2021-04-14 21:24:16.737910, cost_time=0:00:06.396832 2021-04-14 21:23:23,562 INFO : TRAIN, epoch=0012, iter=00030/00196, fetch data time cost=1.53ms, fps=821 images/s, loss=1.2387, top1-acc=64.34%, top5-acc=90.78%, remaining_time=0:00:52.642418, arrival_time=2021-04-14 21:24:16.205048, cost_time=0:00:09.513689 2021-04-14 21:23:26,678 INFO : TRAIN, epoch=0012, iter=00040/00196, fetch data time cost=1.44ms, fps=822 images/s, loss=1.2250, top1-acc=64.75%, top5-acc=90.86%, remaining_time=0:00:49.255596, arrival_time=2021-04-14 21:24:15.934068, cost_time=0:00:12.629626 2021-04-14 21:23:29,806 INFO : TRAIN, epoch=0012, iter=00050/00196, fetch data time cost=1.85ms, fps=819 images/s, loss=1.2238, top1-acc=64.52%, top5-acc=90.86%, remaining_time=0:00:46.011316, arrival_time=2021-04-14 21:24:15.817491, cost_time=0:00:15.757299 2021-04-14 21:23:32,925 INFO : TRAIN, epoch=0012, iter=00060/00196, fetch data time cost=1.88ms, fps=821 images/s, loss=1.2294, top1-acc=64.41%, top5-acc=90.79%, remaining_time=0:00:42.786280, arrival_time=2021-04-14 21:24:15.711425, cost_time=0:00:18.876300 2021-04-14 21:23:36,032 INFO : TRAIN, epoch=0012, iter=00070/00196, fetch data time cost=1.49ms, fps=824 images/s, loss=1.2293, top1-acc=64.54%, top5-acc=90.81%, remaining_time=0:00:39.571056, arrival_time=2021-04-14 21:24:15.603818, cost_time=0:00:21.983896 2021-04-14 21:23:39,159 INFO : TRAIN, epoch=0012, iter=00080/00196, fetch data time cost=2.44ms, fps=819 images/s, loss=1.2402, top1-acc=64.21%, top5-acc=90.62%, remaining_time=0:00:36.410660, arrival_time=2021-04-14 21:24:15.570408, cost_time=0:00:25.110834 2021-04-14 21:23:42,276 INFO : TRAIN, epoch=0012, iter=00090/00196, fetch data time cost=2.30ms, fps=822 images/s, loss=1.2433, top1-acc=64.28%, top5-acc=90.45%, remaining_time=0:00:33.245628, arrival_time=2021-04-14 21:24:15.521956, cost_time=0:00:28.227432 2021-04-14 21:23:45,391 INFO : TRAIN, epoch=0012, iter=00100/00196, fetch data time cost=1.44ms, fps=822 images/s, loss=1.2503, top1-acc=64.20%, top5-acc=90.25%, remaining_time=0:00:30.088896, arrival_time=2021-04-14 21:24:15.480354, cost_time=0:00:31.342603 2021-04-14 21:23:48,514 INFO : TRAIN, epoch=0012, iter=00110/00196, fetch data time cost=1.52ms, fps=820 images/s, loss=1.2496, top1-acc=64.13%, top5-acc=90.28%, remaining_time=0:00:26.945434, arrival_time=2021-04-14 21:24:15.459449, cost_time=0:00:34.465124 2021-04-14 21:23:51,622 INFO : TRAIN, epoch=0012, iter=00120/00196, fetch data time cost=1.61ms, fps=824 images/s, loss=1.2539, top1-acc=63.96%, top5-acc=90.16%, remaining_time=0:00:23.796588, arrival_time=2021-04-14 21:24:15.418960, cost_time=0:00:37.573510 2021-04-14 21:23:54,731 INFO : TRAIN, epoch=0012, iter=00130/00196, fetch data time cost=1.42ms, fps=823 images/s, loss=1.2571, top1-acc=63.92%, top5-acc=90.06%, remaining_time=0:00:20.654436, arrival_time=2021-04-14 21:24:15.386274, cost_time=0:00:40.682967 2021-04-14 21:23:57,838 INFO : TRAIN, epoch=0012, iter=00140/00196, fetch data time cost=1.46ms, fps=824 images/s, loss=1.2579, top1-acc=63.84%, top5-acc=90.04%, remaining_time=0:00:17.516016, arrival_time=2021-04-14 21:24:15.354803, cost_time=0:00:43.790003 2021-04-14 21:24:00,963 INFO : TRAIN, epoch=0012, iter=00150/00196, fetch data time cost=2.75ms, fps=820 images/s, loss=1.2612, top1-acc=63.68%, top5-acc=90.01%, remaining_time=0:00:14.387006, arrival_time=2021-04-14 21:24:15.350017, cost_time=0:00:46.914126 2021-04-14 21:24:04,081 INFO : TRAIN, epoch=0012, iter=00160/00196, fetch data time cost=3.08ms, fps=821 images/s, loss=1.2646, top1-acc=63.56%, top5-acc=90.00%, remaining_time=0:00:11.257416, arrival_time=2021-04-14 21:24:15.339266, cost_time=0:00:50.033000 2021-04-14 21:24:07,217 INFO : TRAIN, epoch=0012, iter=00170/00196, fetch data time cost=1.95ms, fps=817 images/s, loss=1.2650, top1-acc=63.55%, top5-acc=90.00%, remaining_time=0:00:08.131630, arrival_time=2021-04-14 21:24:15.348846, cost_time=0:00:53.168339 2021-04-14 21:24:10,346 INFO : TRAIN, epoch=0012, iter=00180/00196, fetch data time cost=1.71ms, fps=818 images/s, loss=1.2652, top1-acc=63.56%, top5-acc=90.00%, remaining_time=0:00:05.004208, arrival_time=2021-04-14 21:24:15.350463, cost_time=0:00:56.297351 2021-04-14 21:24:13,467 INFO : TRAIN, epoch=0012, iter=00190/00196, fetch data time cost=1.27ms, fps=820 images/s, loss=1.2650, top1-acc=63.53%, top5-acc=90.04%, remaining_time=0:00:01.876356, arrival_time=2021-04-14 21:24:15.343323, cost_time=0:00:59.418030 2021-04-14 21:24:15,124 INFO : TRAIN, epoch=0012, iter=00196/00196, fetch data time cost=2.04ms, fps=821 images/s, loss=1.2671, top1-acc=63.51%, top5-acc=90.01%, remaining_time=0:00:00, arrival_time=2021-04-14 21:24:15.124737, cost_time=0:01:01.075881 2021-04-14 21:24:16,189 INFO : EVAL, epoch=0012, iter=00010/00040, fetch data time cost=3.47ms, fps=2410 images/s, loss=1.7400, top1-acc=51.87%, top5-acc=82.30%, remaining_time=0:00:03.186960, arrival_time=2021-04-14 21:24:19.376254, cost_time=0:00:01.062319 2021-04-14 21:24:17,135 INFO : EVAL, epoch=0012, iter=00020/00040, fetch data time cost=1.35ms, fps=2707 images/s, loss=1.7043, top1-acc=52.93%, top5-acc=82.29%, remaining_time=0:00:02.008620, arrival_time=2021-04-14 21:24:19.144270, cost_time=0:00:02.008616 2021-04-14 21:24:18,079 INFO : EVAL, epoch=0012, iter=00030/00040, fetch data time cost=1.48ms, fps=2713 images/s, loss=1.7034, top1-acc=52.70%, top5-acc=82.45%, remaining_time=0:00:00.984240, arrival_time=2021-04-14 21:24:19.063884, cost_time=0:00:02.952717 2021-04-14 21:24:18,938 INFO : EVAL, epoch=0012, iter=00040/00040, fetch data time cost=0.08ms, fps=2703 images/s, loss=1.6980, top1-acc=52.70%, top5-acc=82.44%, remaining_time=0:00:00, arrival_time=2021-04-14 21:24:18.938267, cost_time=0:00:03.811376 2021-04-14 21:24:19,514 INFO : Epoch=0012 complete, best val top1-acc=52.70%, top5-acc=82.44% (epoch=12), remaining_time=3:25:20.112820, arrival_time=2021-04-15 00:49:39.626836, cost_time=0:13:06.390185 2021-04-14 21:24:19,515 INFO : Train start, epoch=0013, lr=0.099114 2021-04-14 21:24:22,832 INFO : TRAIN, epoch=0013, iter=00010/00196, fetch data time cost=1.60ms, fps=772 images/s, loss=1.1830, top1-acc=64.30%, top5-acc=91.87%, remaining_time=0:01:01.683738, arrival_time=2021-04-14 21:25:24.516084, cost_time=0:00:03.316334 2021-04-14 21:24:25,947 INFO : TRAIN, epoch=0013, iter=00020/00196, fetch data time cost=1.39ms, fps=822 images/s, loss=1.1802, top1-acc=64.55%, top5-acc=91.58%, remaining_time=0:00:56.596848, arrival_time=2021-04-14 21:25:22.544368, cost_time=0:00:06.431453 2021-04-14 21:24:29,063 INFO : TRAIN, epoch=0013, iter=00030/00196, fetch data time cost=2.30ms, fps=822 images/s, loss=1.1708, top1-acc=65.22%, top5-acc=91.50%, remaining_time=0:00:52.830828, arrival_time=2021-04-14 21:25:21.894590, cost_time=0:00:09.547748 2021-04-14 21:24:32,178 INFO : TRAIN, epoch=0013, iter=00040/00196, fetch data time cost=1.73ms, fps=822 images/s, loss=1.1773, top1-acc=65.01%, top5-acc=91.40%, remaining_time=0:00:49.383360, arrival_time=2021-04-14 21:25:21.561851, cost_time=0:00:12.662407 2021-04-14 21:24:35,301 INFO : TRAIN, epoch=0013, iter=00050/00196, fetch data time cost=1.37ms, fps=820 images/s, loss=1.1800, top1-acc=64.94%, top5-acc=91.34%, remaining_time=0:00:46.091324, arrival_time=2021-04-14 21:25:21.392203, cost_time=0:00:15.784701 2021-04-14 21:24:38,408 INFO : TRAIN, epoch=0013, iter=00060/00196, fetch data time cost=1.62ms, fps=824 images/s, loss=1.1866, top1-acc=64.87%, top5-acc=91.19%, remaining_time=0:00:42.823272, arrival_time=2021-04-14 21:25:21.232050, cost_time=0:00:18.892638 2021-04-14 21:24:41,517 INFO : TRAIN, epoch=0013, iter=00070/00196, fetch data time cost=1.48ms, fps=824 images/s, loss=1.1894, top1-acc=64.97%, top5-acc=91.20%, remaining_time=0:00:39.603060, arrival_time=2021-04-14 21:25:21.120780, cost_time=0:00:22.001720 2021-04-14 21:24:44,629 INFO : TRAIN, epoch=0013, iter=00080/00196, fetch data time cost=1.93ms, fps=823 images/s, loss=1.1930, top1-acc=64.92%, top5-acc=91.14%, remaining_time=0:00:36.414140, arrival_time=2021-04-14 21:25:21.043388, cost_time=0:00:25.113237 2021-04-14 21:24:47,741 INFO : TRAIN, epoch=0013, iter=00090/00196, fetch data time cost=1.42ms, fps=823 images/s, loss=1.1957, top1-acc=65.01%, top5-acc=91.11%, remaining_time=0:00:33.242766, arrival_time=2021-04-14 21:25:20.983732, cost_time=0:00:28.224952 2021-04-14 21:24:50,866 INFO : TRAIN, epoch=0013, iter=00100/00196, fetch data time cost=2.57ms, fps=819 images/s, loss=1.1967, top1-acc=64.95%, top5-acc=91.10%, remaining_time=0:00:30.096000, arrival_time=2021-04-14 21:25:20.962061, cost_time=0:00:31.350046 2021-04-14 21:24:53,974 INFO : TRAIN, epoch=0013, iter=00110/00196, fetch data time cost=1.39ms, fps=824 images/s, loss=1.1997, top1-acc=64.83%, top5-acc=91.12%, remaining_time=0:00:26.940446, arrival_time=2021-04-14 21:25:20.915193, cost_time=0:00:34.458723 2021-04-14 21:24:57,085 INFO : TRAIN, epoch=0013, iter=00120/00196, fetch data time cost=1.90ms, fps=823 images/s, loss=1.2047, top1-acc=64.70%, top5-acc=91.09%, remaining_time=0:00:23.793776, arrival_time=2021-04-14 21:25:20.878847, cost_time=0:00:37.569087 2021-04-14 21:25:00,220 INFO : TRAIN, epoch=0013, iter=00130/00196, fetch data time cost=1.39ms, fps=817 images/s, loss=1.2097, top1-acc=64.65%, top5-acc=91.03%, remaining_time=0:00:20.665326, arrival_time=2021-04-14 21:25:20.885711, cost_time=0:00:40.704371 2021-04-14 21:25:03,334 INFO : TRAIN, epoch=0013, iter=00140/00196, fetch data time cost=1.45ms, fps=822 images/s, loss=1.2137, top1-acc=64.60%, top5-acc=90.94%, remaining_time=0:00:17.527440, arrival_time=2021-04-14 21:25:20.862152, cost_time=0:00:43.818613 2021-04-14 21:25:06,447 INFO : TRAIN, epoch=0013, iter=00150/00196, fetch data time cost=1.41ms, fps=823 images/s, loss=1.2157, top1-acc=64.62%, top5-acc=90.90%, remaining_time=0:00:14.392388, arrival_time=2021-04-14 21:25:20.840033, cost_time=0:00:46.931692 2021-04-14 21:25:09,555 INFO : TRAIN, epoch=0013, iter=00160/00196, fetch data time cost=1.31ms, fps=824 images/s, loss=1.2190, top1-acc=64.57%, top5-acc=90.80%, remaining_time=0:00:11.258820, arrival_time=2021-04-14 21:25:20.813945, cost_time=0:00:50.039182 2021-04-14 21:25:12,672 INFO : TRAIN, epoch=0013, iter=00170/00196, fetch data time cost=1.56ms, fps=821 images/s, loss=1.2188, top1-acc=64.55%, top5-acc=90.79%, remaining_time=0:00:08.129784, arrival_time=2021-04-14 21:25:20.802002, cost_time=0:00:53.156205 2021-04-14 21:25:15,777 INFO : TRAIN, epoch=0013, iter=00180/00196, fetch data time cost=1.51ms, fps=825 images/s, loss=1.2222, top1-acc=64.43%, top5-acc=90.73%, remaining_time=0:00:05.001008, arrival_time=2021-04-14 21:25:20.778239, cost_time=0:00:56.261289 2021-04-14 21:25:18,893 INFO : TRAIN, epoch=0013, iter=00190/00196, fetch data time cost=1.27ms, fps=822 images/s, loss=1.2251, top1-acc=64.37%, top5-acc=90.68%, remaining_time=0:00:01.875072, arrival_time=2021-04-14 21:25:20.768420, cost_time=0:00:59.377288 2021-04-14 21:25:20,551 INFO : TRAIN, epoch=0013, iter=00196/00196, fetch data time cost=1.26ms, fps=821 images/s, loss=1.2244, top1-acc=64.41%, top5-acc=90.66%, remaining_time=0:00:00, arrival_time=2021-04-14 21:25:20.551292, cost_time=0:01:01.035325 2021-04-14 21:25:21,640 INFO : EVAL, epoch=0013, iter=00010/00040, fetch data time cost=0.29ms, fps=2357 images/s, loss=1.5918, top1-acc=55.66%, top5-acc=84.88%, remaining_time=0:00:03.258060, arrival_time=2021-04-14 21:25:24.898189, cost_time=0:00:01.086019 2021-04-14 21:25:22,585 INFO : EVAL, epoch=0013, iter=00020/00040, fetch data time cost=1.50ms, fps=2710 images/s, loss=1.6140, top1-acc=55.18%, top5-acc=84.30%, remaining_time=0:00:02.031120, arrival_time=2021-04-14 21:25:24.616327, cost_time=0:00:02.031117 2021-04-14 21:25:23,528 INFO : EVAL, epoch=0013, iter=00030/00040, fetch data time cost=1.57ms, fps=2716 images/s, loss=1.6179, top1-acc=55.13%, top5-acc=84.54%, remaining_time=0:00:00.991280, arrival_time=2021-04-14 21:25:24.519263, cost_time=0:00:02.973841 2021-04-14 21:25:24,392 INFO : EVAL, epoch=0013, iter=00040/00040, fetch data time cost=0.08ms, fps=2686 images/s, loss=1.6169, top1-acc=55.02%, top5-acc=84.80%, remaining_time=0:00:00, arrival_time=2021-04-14 21:25:24.392019, cost_time=0:00:03.837942 2021-04-14 21:25:24,939 INFO : Epoch=0013 complete, best val top1-acc=55.02%, top5-acc=84.80% (epoch=13), remaining_time=3:24:13.033815, arrival_time=2021-04-15 00:49:37.972814, cost_time=0:14:11.815187 2021-04-14 21:25:24,940 INFO : Train start, epoch=0014, lr=0.098961 2021-04-14 21:25:28,218 INFO : TRAIN, epoch=0014, iter=00010/00196, fetch data time cost=1.45ms, fps=781 images/s, loss=1.1779, top1-acc=66.25%, top5-acc=91.64%, remaining_time=0:01:00.967266, arrival_time=2021-04-14 21:26:29.185622, cost_time=0:00:03.277813 2021-04-14 21:25:31,335 INFO : TRAIN, epoch=0014, iter=00020/00196, fetch data time cost=2.86ms, fps=822 images/s, loss=1.1558, top1-acc=66.80%, top5-acc=91.52%, remaining_time=0:00:56.273360, arrival_time=2021-04-14 21:26:27.608539, cost_time=0:00:06.394706 2021-04-14 21:25:34,459 INFO : TRAIN, epoch=0014, iter=00030/00196, fetch data time cost=1.47ms, fps=819 images/s, loss=1.1625, top1-acc=66.26%, top5-acc=91.56%, remaining_time=0:00:52.673294, arrival_time=2021-04-14 21:26:27.133047, cost_time=0:00:09.519284 2021-04-14 21:25:37,574 INFO : TRAIN, epoch=0014, iter=00040/00196, fetch data time cost=1.54ms, fps=822 images/s, loss=1.1558, top1-acc=66.20%, top5-acc=91.60%, remaining_time=0:00:49.271040, arrival_time=2021-04-14 21:26:26.845107, cost_time=0:00:12.633606 2021-04-14 21:25:40,701 INFO : TRAIN, epoch=0014, iter=00050/00196, fetch data time cost=2.03ms, fps=819 images/s, loss=1.1569, top1-acc=66.23%, top5-acc=91.48%, remaining_time=0:00:46.020660, arrival_time=2021-04-14 21:26:26.721694, cost_time=0:00:15.760481 2021-04-14 21:25:43,825 INFO : TRAIN, epoch=0014, iter=00060/00196, fetch data time cost=2.13ms, fps=820 images/s, loss=1.1601, top1-acc=66.09%, top5-acc=91.43%, remaining_time=0:00:42.805320, arrival_time=2021-04-14 21:26:26.630459, cost_time=0:00:18.884675 2021-04-14 21:25:46,939 INFO : TRAIN, epoch=0014, iter=00070/00196, fetch data time cost=1.95ms, fps=822 images/s, loss=1.1702, top1-acc=65.85%, top5-acc=91.24%, remaining_time=0:00:39.597138, arrival_time=2021-04-14 21:26:26.536102, cost_time=0:00:21.998391 2021-04-14 21:25:50,051 INFO : TRAIN, epoch=0014, iter=00080/00196, fetch data time cost=1.47ms, fps=823 images/s, loss=1.1754, top1-acc=65.73%, top5-acc=91.16%, remaining_time=0:00:36.410892, arrival_time=2021-04-14 21:26:26.462357, cost_time=0:00:25.110952 2021-04-14 21:25:53,179 INFO : TRAIN, epoch=0014, iter=00090/00196, fetch data time cost=1.36ms, fps=819 images/s, loss=1.1748, top1-acc=65.79%, top5-acc=91.14%, remaining_time=0:00:33.259514, arrival_time=2021-04-14 21:26:26.439348, cost_time=0:00:28.239251 2021-04-14 21:25:56,299 INFO : TRAIN, epoch=0014, iter=00100/00196, fetch data time cost=1.47ms, fps=821 images/s, loss=1.1755, top1-acc=65.70%, top5-acc=91.18%, remaining_time=0:00:30.104256, arrival_time=2021-04-14 21:26:26.403320, cost_time=0:00:31.358577 2021-04-14 21:25:59,410 INFO : TRAIN, epoch=0014, iter=00110/00196, fetch data time cost=2.15ms, fps=823 images/s, loss=1.1781, top1-acc=65.69%, top5-acc=91.09%, remaining_time=0:00:26.949046, arrival_time=2021-04-14 21:26:26.359211, cost_time=0:00:34.469697 2021-04-14 21:26:02,525 INFO : TRAIN, epoch=0014, iter=00120/00196, fetch data time cost=2.18ms, fps=822 images/s, loss=1.1811, top1-acc=65.66%, top5-acc=91.03%, remaining_time=0:00:23.803960, arrival_time=2021-04-14 21:26:26.329682, cost_time=0:00:37.585234 2021-04-14 21:26:05,640 INFO : TRAIN, epoch=0014, iter=00130/00196, fetch data time cost=1.43ms, fps=822 images/s, loss=1.1838, top1-acc=65.60%, top5-acc=91.06%, remaining_time=0:00:20.662818, arrival_time=2021-04-14 21:26:26.302854, cost_time=0:00:40.699454 2021-04-14 21:26:08,756 INFO : TRAIN, epoch=0014, iter=00140/00196, fetch data time cost=1.56ms, fps=822 images/s, loss=1.1875, top1-acc=65.44%, top5-acc=91.00%, remaining_time=0:00:17.526264, arrival_time=2021-04-14 21:26:26.282326, cost_time=0:00:43.815592 2021-04-14 21:26:11,871 INFO : TRAIN, epoch=0014, iter=00150/00196, fetch data time cost=1.77ms, fps=822 images/s, loss=1.1925, top1-acc=65.34%, top5-acc=90.95%, remaining_time=0:00:14.391974, arrival_time=2021-04-14 21:26:26.262979, cost_time=0:00:46.930424 2021-04-14 21:26:14,995 INFO : TRAIN, epoch=0014, iter=00160/00196, fetch data time cost=1.57ms, fps=820 images/s, loss=1.1947, top1-acc=65.27%, top5-acc=90.93%, remaining_time=0:00:11.262240, arrival_time=2021-04-14 21:26:26.257297, cost_time=0:00:50.054468 2021-04-14 21:26:18,116 INFO : TRAIN, epoch=0014, iter=00170/00196, fetch data time cost=1.94ms, fps=820 images/s, loss=1.1951, top1-acc=65.28%, top5-acc=90.91%, remaining_time=0:00:08.132722, arrival_time=2021-04-14 21:26:26.248715, cost_time=0:00:53.175453 2021-04-14 21:26:21,236 INFO : TRAIN, epoch=0014, iter=00180/00196, fetch data time cost=1.44ms, fps=821 images/s, loss=1.1981, top1-acc=65.24%, top5-acc=90.82%, remaining_time=0:00:05.004048, arrival_time=2021-04-14 21:26:26.240094, cost_time=0:00:56.295577 2021-04-14 21:26:24,344 INFO : TRAIN, epoch=0014, iter=00190/00196, fetch data time cost=1.35ms, fps=824 images/s, loss=1.2017, top1-acc=65.15%, top5-acc=90.82%, remaining_time=0:00:01.875924, arrival_time=2021-04-14 21:26:26.220812, cost_time=0:00:59.404308 2021-04-14 21:26:26,000 INFO : TRAIN, epoch=0014, iter=00196/00196, fetch data time cost=1.45ms, fps=822 images/s, loss=1.2055, top1-acc=65.04%, top5-acc=90.81%, remaining_time=0:00:00, arrival_time=2021-04-14 21:26:26.000484, cost_time=0:01:01.060075 2021-04-14 21:26:27,069 INFO : EVAL, epoch=0014, iter=00010/00040, fetch data time cost=2.97ms, fps=2401 images/s, loss=1.6167, top1-acc=55.31%, top5-acc=83.87%, remaining_time=0:00:03.198390, arrival_time=2021-04-14 21:26:30.267714, cost_time=0:00:01.066130 2021-04-14 21:26:28,015 INFO : EVAL, epoch=0014, iter=00020/00040, fetch data time cost=1.61ms, fps=2707 images/s, loss=1.6158, top1-acc=55.33%, top5-acc=84.12%, remaining_time=0:00:02.012060, arrival_time=2021-04-14 21:26:30.027391, cost_time=0:00:02.012068 2021-04-14 21:26:28,957 INFO : EVAL, epoch=0014, iter=00030/00040, fetch data time cost=1.58ms, fps=2719 images/s, loss=1.6183, top1-acc=55.20%, top5-acc=84.28%, remaining_time=0:00:00.984750, arrival_time=2021-04-14 21:26:29.942199, cost_time=0:00:02.954258 2021-04-14 21:26:29,824 INFO : EVAL, epoch=0014, iter=00040/00040, fetch data time cost=0.10ms, fps=2678 images/s, loss=1.6123, top1-acc=55.37%, top5-acc=84.22%, remaining_time=0:00:00, arrival_time=2021-04-14 21:26:29.824190, cost_time=0:00:03.820971 2021-04-14 21:26:30,402 INFO : Epoch=0014 complete, best val top1-acc=55.37%, top5-acc=84.22% (epoch=14), remaining_time=3:23:06.699912, arrival_time=2021-04-15 00:49:37.102207, cost_time=0:15:17.278481 2021-04-14 21:26:30,403 INFO : Train start, epoch=0015, lr=0.098796 2021-04-14 21:26:33,704 INFO : TRAIN, epoch=0015, iter=00010/00196, fetch data time cost=1.97ms, fps=776 images/s, loss=1.1914, top1-acc=64.53%, top5-acc=91.21%, remaining_time=0:01:01.394880, arrival_time=2021-04-14 21:27:35.099439, cost_time=0:00:03.300799 2021-04-14 21:26:36,816 INFO : TRAIN, epoch=0015, iter=00020/00196, fetch data time cost=1.57ms, fps=823 images/s, loss=1.1616, top1-acc=65.92%, top5-acc=91.46%, remaining_time=0:00:56.431232, arrival_time=2021-04-14 21:27:33.247740, cost_time=0:00:06.412630 2021-04-14 21:26:39,933 INFO : TRAIN, epoch=0015, iter=00030/00196, fetch data time cost=1.62ms, fps=822 images/s, loss=1.1666, top1-acc=65.68%, top5-acc=91.32%, remaining_time=0:00:52.729402, arrival_time=2021-04-14 21:27:32.662547, cost_time=0:00:09.529396 2021-04-14 21:26:43,039 INFO : TRAIN, epoch=0015, iter=00040/00196, fetch data time cost=1.43ms, fps=824 images/s, loss=1.1684, top1-acc=65.74%, top5-acc=91.06%, remaining_time=0:00:49.279776, arrival_time=2021-04-14 21:27:32.319459, cost_time=0:00:12.635835 2021-04-14 21:26:46,163 INFO : TRAIN, epoch=0015, iter=00050/00196, fetch data time cost=1.70ms, fps=820 images/s, loss=1.1671, top1-acc=65.82%, top5-acc=91.29%, remaining_time=0:00:46.018908, arrival_time=2021-04-14 21:27:32.182651, cost_time=0:00:15.759923 2021-04-14 21:26:49,275 INFO : TRAIN, epoch=0015, iter=00060/00196, fetch data time cost=1.52ms, fps=823 images/s, loss=1.1682, top1-acc=65.86%, top5-acc=91.18%, remaining_time=0:00:42.775944, arrival_time=2021-04-14 21:27:32.051450, cost_time=0:00:18.871755 2021-04-14 21:26:52,389 INFO : TRAIN, epoch=0015, iter=00070/00196, fetch data time cost=1.41ms, fps=822 images/s, loss=1.1608, top1-acc=65.95%, top5-acc=91.45%, remaining_time=0:00:39.573828, arrival_time=2021-04-14 21:27:31.963063, cost_time=0:00:21.985453 2021-04-14 21:26:55,507 INFO : TRAIN, epoch=0015, iter=00080/00196, fetch data time cost=2.97ms, fps=821 images/s, loss=1.1571, top1-acc=66.03%, top5-acc=91.52%, remaining_time=0:00:36.400684, arrival_time=2021-04-14 21:27:31.908389, cost_time=0:00:25.103910 2021-04-14 21:26:58,631 INFO : TRAIN, epoch=0015, iter=00090/00196, fetch data time cost=1.48ms, fps=820 images/s, loss=1.1633, top1-acc=65.92%, top5-acc=91.46%, remaining_time=0:00:33.246264, arrival_time=2021-04-14 21:27:31.878056, cost_time=0:00:28.227934 2021-04-14 21:27:01,750 INFO : TRAIN, epoch=0015, iter=00100/00196, fetch data time cost=1.40ms, fps=821 images/s, loss=1.1626, top1-acc=65.96%, top5-acc=91.52%, remaining_time=0:00:30.092928, arrival_time=2021-04-14 21:27:31.843532, cost_time=0:00:31.346762 2021-04-14 21:27:04,867 INFO : TRAIN, epoch=0015, iter=00110/00196, fetch data time cost=1.56ms, fps=822 images/s, loss=1.1649, top1-acc=65.96%, top5-acc=91.50%, remaining_time=0:00:26.944488, arrival_time=2021-04-14 21:27:31.812071, cost_time=0:00:34.463833 2021-04-14 21:27:07,977 INFO : TRAIN, epoch=0015, iter=00120/00196, fetch data time cost=1.63ms, fps=823 images/s, loss=1.1676, top1-acc=65.90%, top5-acc=91.46%, remaining_time=0:00:23.796816, arrival_time=2021-04-14 21:27:31.774590, cost_time=0:00:37.573956 2021-04-14 21:27:11,092 INFO : TRAIN, epoch=0015, iter=00130/00196, fetch data time cost=1.43ms, fps=822 images/s, loss=1.1681, top1-acc=65.90%, top5-acc=91.43%, remaining_time=0:00:20.657340, arrival_time=2021-04-14 21:27:31.749827, cost_time=0:00:40.688671 2021-04-14 21:27:14,214 INFO : TRAIN, epoch=0015, iter=00140/00196, fetch data time cost=1.79ms, fps=820 images/s, loss=1.1706, top1-acc=65.83%, top5-acc=91.38%, remaining_time=0:00:17.524080, arrival_time=2021-04-14 21:27:31.738253, cost_time=0:00:43.810208 2021-04-14 21:27:17,351 INFO : TRAIN, epoch=0015, iter=00150/00196, fetch data time cost=2.81ms, fps=816 images/s, loss=1.1733, top1-acc=65.77%, top5-acc=91.37%, remaining_time=0:00:14.397356, arrival_time=2021-04-14 21:27:31.749092, cost_time=0:00:46.947920 2021-04-14 21:27:20,469 INFO : TRAIN, epoch=0015, iter=00160/00196, fetch data time cost=1.73ms, fps=821 images/s, loss=1.1801, top1-acc=65.62%, top5-acc=91.27%, remaining_time=0:00:11.264724, arrival_time=2021-04-14 21:27:31.733923, cost_time=0:00:50.065446 2021-04-14 21:27:23,583 INFO : TRAIN, epoch=0015, iter=00170/00196, fetch data time cost=1.41ms, fps=822 images/s, loss=1.1837, top1-acc=65.51%, top5-acc=91.23%, remaining_time=0:00:08.133372, arrival_time=2021-04-14 21:27:31.716889, cost_time=0:00:53.179768 2021-04-14 21:27:26,694 INFO : TRAIN, epoch=0015, iter=00180/00196, fetch data time cost=1.41ms, fps=823 images/s, loss=1.1886, top1-acc=65.37%, top5-acc=91.12%, remaining_time=0:00:05.003568, arrival_time=2021-04-14 21:27:31.697520, cost_time=0:00:56.290202 2021-04-14 21:27:29,809 INFO : TRAIN, epoch=0015, iter=00190/00196, fetch data time cost=1.33ms, fps=822 images/s, loss=1.1876, top1-acc=65.39%, top5-acc=91.13%, remaining_time=0:00:01.875966, arrival_time=2021-04-14 21:27:31.685422, cost_time=0:00:59.405534 2021-04-14 21:27:31,476 INFO : TRAIN, epoch=0015, iter=00196/00196, fetch data time cost=1.54ms, fps=816 images/s, loss=1.1862, top1-acc=65.42%, top5-acc=91.17%, remaining_time=0:00:00, arrival_time=2021-04-14 21:27:31.476402, cost_time=0:01:01.072672 2021-04-14 21:27:32,604 INFO : EVAL, epoch=0015, iter=00010/00040, fetch data time cost=1.38ms, fps=2275 images/s, loss=1.5942, top1-acc=56.02%, top5-acc=84.02%, remaining_time=0:00:03.375300, arrival_time=2021-04-14 21:27:35.979962, cost_time=0:00:01.125095 2021-04-14 21:27:33,549 INFO : EVAL, epoch=0015, iter=00020/00040, fetch data time cost=1.49ms, fps=2711 images/s, loss=1.5850, top1-acc=56.50%, top5-acc=84.28%, remaining_time=0:00:02.069700, arrival_time=2021-04-14 21:27:35.619053, cost_time=0:00:02.069708 2021-04-14 21:27:34,491 INFO : EVAL, epoch=0015, iter=00030/00040, fetch data time cost=1.39ms, fps=2719 images/s, loss=1.5741, top1-acc=57.12%, top5-acc=84.67%, remaining_time=0:00:01.003980, arrival_time=2021-04-14 21:27:35.495498, cost_time=0:00:03.011944 2021-04-14 21:27:35,351 INFO : EVAL, epoch=0015, iter=00040/00040, fetch data time cost=0.08ms, fps=2700 images/s, loss=1.5704, top1-acc=57.19%, top5-acc=84.60%, remaining_time=0:00:00, arrival_time=2021-04-14 21:27:35.351087, cost_time=0:00:03.871551 2021-04-14 21:27:35,844 INFO : Epoch=0015 complete, best val top1-acc=57.19%, top5-acc=84.60% (epoch=15), remaining_time=3:22:00.223015, arrival_time=2021-04-15 00:49:36.067615, cost_time=0:16:22.720787 2021-04-14 21:27:35,846 INFO : Train start, epoch=0016, lr=0.098618 2021-04-14 21:27:39,159 INFO : TRAIN, epoch=0016, iter=00010/00196, fetch data time cost=3.22ms, fps=773 images/s, loss=1.1257, top1-acc=67.70%, top5-acc=92.23%, remaining_time=0:01:01.623474, arrival_time=2021-04-14 21:28:40.782799, cost_time=0:00:03.313086 2021-04-14 21:27:42,283 INFO : TRAIN, epoch=0016, iter=00020/00196, fetch data time cost=1.45ms, fps=820 images/s, loss=1.1217, top1-acc=67.29%, top5-acc=92.17%, remaining_time=0:00:56.649120, arrival_time=2021-04-14 21:28:38.932724, cost_time=0:00:06.437401 2021-04-14 21:27:45,399 INFO : TRAIN, epoch=0016, iter=00030/00196, fetch data time cost=1.85ms, fps=822 images/s, loss=1.1099, top1-acc=67.81%, top5-acc=92.21%, remaining_time=0:00:52.860210, arrival_time=2021-04-14 21:28:38.259469, cost_time=0:00:09.553052 2021-04-14 21:27:48,514 INFO : TRAIN, epoch=0016, iter=00040/00196, fetch data time cost=1.53ms, fps=822 images/s, loss=1.1183, top1-acc=67.48%, top5-acc=92.09%, remaining_time=0:00:49.403484, arrival_time=2021-04-14 21:28:37.917393, cost_time=0:00:12.667574 2021-04-14 21:27:51,627 INFO : TRAIN, epoch=0016, iter=00050/00196, fetch data time cost=2.69ms, fps=822 images/s, loss=1.1316, top1-acc=67.03%, top5-acc=91.87%, remaining_time=0:00:46.082126, arrival_time=2021-04-14 21:28:37.709893, cost_time=0:00:15.781565 2021-04-14 21:27:54,732 INFO : TRAIN, epoch=0016, iter=00060/00196, fetch data time cost=1.53ms, fps=825 images/s, loss=1.1397, top1-acc=66.80%, top5-acc=91.67%, remaining_time=0:00:42.809400, arrival_time=2021-04-14 21:28:37.542183, cost_time=0:00:18.886472 2021-04-14 21:27:57,847 INFO : TRAIN, epoch=0016, iter=00070/00196, fetch data time cost=1.48ms, fps=822 images/s, loss=1.1468, top1-acc=66.53%, top5-acc=91.75%, remaining_time=0:00:39.601800, arrival_time=2021-04-14 21:28:37.448964, cost_time=0:00:22.001016 2021-04-14 21:28:00,971 INFO : TRAIN, epoch=0016, iter=00080/00196, fetch data time cost=1.45ms, fps=819 images/s, loss=1.1483, top1-acc=66.42%, top5-acc=91.76%, remaining_time=0:00:36.432004, arrival_time=2021-04-14 21:28:37.403738, cost_time=0:00:25.125532 2021-04-14 21:28:04,095 INFO : TRAIN, epoch=0016, iter=00090/00196, fetch data time cost=2.95ms, fps=820 images/s, loss=1.1475, top1-acc=66.37%, top5-acc=91.80%, remaining_time=0:00:33.271280, arrival_time=2021-04-14 21:28:37.366704, cost_time=0:00:28.249183 2021-04-14 21:28:07,216 INFO : TRAIN, epoch=0016, iter=00100/00196, fetch data time cost=2.27ms, fps=820 images/s, loss=1.1466, top1-acc=66.45%, top5-acc=91.84%, remaining_time=0:00:30.115392, arrival_time=2021-04-14 21:28:37.331756, cost_time=0:00:31.370163 2021-04-14 21:28:10,330 INFO : TRAIN, epoch=0016, iter=00110/00196, fetch data time cost=2.19ms, fps=822 images/s, loss=1.1457, top1-acc=66.56%, top5-acc=91.86%, remaining_time=0:00:26.960398, arrival_time=2021-04-14 21:28:37.290822, cost_time=0:00:34.484230 2021-04-14 21:28:13,442 INFO : TRAIN, epoch=0016, iter=00120/00196, fetch data time cost=1.43ms, fps=823 images/s, loss=1.1471, top1-acc=66.54%, top5-acc=91.83%, remaining_time=0:00:23.810876, arrival_time=2021-04-14 21:28:37.253269, cost_time=0:00:37.596112 2021-04-14 21:28:16,567 INFO : TRAIN, epoch=0016, iter=00130/00196, fetch data time cost=2.43ms, fps=820 images/s, loss=1.1470, top1-acc=66.48%, top5-acc=91.82%, remaining_time=0:00:20.673576, arrival_time=2021-04-14 21:28:37.240519, cost_time=0:00:40.720733 2021-04-14 21:28:19,699 INFO : TRAIN, epoch=0016, iter=00140/00196, fetch data time cost=2.02ms, fps=817 images/s, loss=1.1520, top1-acc=66.41%, top5-acc=91.75%, remaining_time=0:00:17.541160, arrival_time=2021-04-14 21:28:37.240244, cost_time=0:00:43.852882 2021-04-14 21:28:22,820 INFO : TRAIN, epoch=0016, iter=00150/00196, fetch data time cost=2.38ms, fps=820 images/s, loss=1.1545, top1-acc=66.29%, top5-acc=91.72%, remaining_time=0:00:14.405544, arrival_time=2021-04-14 21:28:37.226380, cost_time=0:00:46.974592 2021-04-14 21:28:25,944 INFO : TRAIN, epoch=0016, iter=00160/00196, fetch data time cost=1.65ms, fps=820 images/s, loss=1.1606, top1-acc=66.10%, top5-acc=91.65%, remaining_time=0:00:11.272176, arrival_time=2021-04-14 21:28:37.217015, cost_time=0:00:50.098567 2021-04-14 21:28:29,068 INFO : TRAIN, epoch=0016, iter=00170/00196, fetch data time cost=1.41ms, fps=820 images/s, loss=1.1642, top1-acc=66.01%, top5-acc=91.55%, remaining_time=0:00:08.139820, arrival_time=2021-04-14 21:28:37.207899, cost_time=0:00:53.221886 2021-04-14 21:28:32,193 INFO : TRAIN, epoch=0016, iter=00180/00196, fetch data time cost=3.57ms, fps=819 images/s, loss=1.1661, top1-acc=65.99%, top5-acc=91.50%, remaining_time=0:00:05.008592, arrival_time=2021-04-14 21:28:37.201601, cost_time=0:00:56.346716 2021-04-14 21:28:35,315 INFO : TRAIN, epoch=0016, iter=00190/00196, fetch data time cost=1.99ms, fps=820 images/s, loss=1.1658, top1-acc=65.98%, top5-acc=91.51%, remaining_time=0:00:01.877976, arrival_time=2021-04-14 21:28:37.193598, cost_time=0:00:59.469305 2021-04-14 21:28:36,972 INFO : TRAIN, epoch=0016, iter=00196/00196, fetch data time cost=1.28ms, fps=821 images/s, loss=1.1672, top1-acc=65.95%, top5-acc=91.49%, remaining_time=0:00:00, arrival_time=2021-04-14 21:28:36.972699, cost_time=0:01:01.126475 2021-04-14 21:28:38,040 INFO : EVAL, epoch=0016, iter=00010/00040, fetch data time cost=1.47ms, fps=2402 images/s, loss=1.7236, top1-acc=53.75%, top5-acc=82.77%, remaining_time=0:00:03.196890, arrival_time=2021-04-14 21:28:41.237524, cost_time=0:00:01.065627 2021-04-14 21:28:38,987 INFO : EVAL, epoch=0016, iter=00020/00040, fetch data time cost=1.43ms, fps=2706 images/s, loss=1.7067, top1-acc=53.34%, top5-acc=82.93%, remaining_time=0:00:02.012600, arrival_time=2021-04-14 21:28:41.000176, cost_time=0:00:02.012603 2021-04-14 21:28:39,932 INFO : EVAL, epoch=0016, iter=00030/00040, fetch data time cost=1.57ms, fps=2711 images/s, loss=1.7158, top1-acc=53.50%, top5-acc=82.57%, remaining_time=0:00:00.985800, arrival_time=2021-04-14 21:28:40.918053, cost_time=0:00:02.957414 2021-04-14 21:28:40,793 INFO : EVAL, epoch=0016, iter=00040/00040, fetch data time cost=0.09ms, fps=2696 images/s, loss=1.7002, top1-acc=53.71%, top5-acc=83.01%, remaining_time=0:00:00, arrival_time=2021-04-14 21:28:40.793102, cost_time=0:00:03.818212 2021-04-14 21:28:41,098 INFO : Epoch=0016 complete, best val top1-acc=57.19%, top5-acc=84.60% (epoch=15), remaining_time=3:20:51.712408, arrival_time=2021-04-15 00:49:32.811244, cost_time=0:17:27.974991 2021-04-14 21:28:41,101 INFO : Train start, epoch=0017, lr=0.098429 2021-04-14 21:28:44,399 INFO : TRAIN, epoch=0017, iter=00010/00196, fetch data time cost=2.12ms, fps=776 images/s, loss=1.1351, top1-acc=66.72%, top5-acc=91.91%, remaining_time=0:01:01.342056, arrival_time=2021-04-14 21:29:45.741466, cost_time=0:00:03.297958 2021-04-14 21:28:47,514 INFO : TRAIN, epoch=0017, iter=00020/00196, fetch data time cost=1.64ms, fps=822 images/s, loss=1.1114, top1-acc=67.79%, top5-acc=92.23%, remaining_time=0:00:56.436512, arrival_time=2021-04-14 21:29:43.951251, cost_time=0:00:06.413249 2021-04-14 21:28:50,630 INFO : TRAIN, epoch=0017, iter=00030/00196, fetch data time cost=1.65ms, fps=822 images/s, loss=1.0822, top1-acc=68.49%, top5-acc=92.54%, remaining_time=0:00:52.729070, arrival_time=2021-04-14 21:29:43.359921, cost_time=0:00:09.529338 2021-04-14 21:28:53,742 INFO : TRAIN, epoch=0017, iter=00040/00196, fetch data time cost=2.24ms, fps=823 images/s, loss=1.0973, top1-acc=67.85%, top5-acc=92.46%, remaining_time=0:00:49.300524, arrival_time=2021-04-14 21:29:43.043131, cost_time=0:00:12.641145 2021-04-14 21:28:56,857 INFO : TRAIN, epoch=0017, iter=00050/00196, fetch data time cost=1.67ms, fps=822 images/s, loss=1.0953, top1-acc=67.85%, top5-acc=92.53%, remaining_time=0:00:46.007082, arrival_time=2021-04-14 21:29:42.864357, cost_time=0:00:15.755847 2021-04-14 21:28:59,977 INFO : TRAIN, epoch=0017, iter=00060/00196, fetch data time cost=1.51ms, fps=821 images/s, loss=1.1039, top1-acc=67.57%, top5-acc=92.42%, remaining_time=0:00:42.785736, arrival_time=2021-04-14 21:29:42.763313, cost_time=0:00:18.876041 2021-04-14 21:29:03,101 INFO : TRAIN, epoch=0017, iter=00070/00196, fetch data time cost=1.77ms, fps=820 images/s, loss=1.1114, top1-acc=67.47%, top5-acc=92.27%, remaining_time=0:00:39.600036, arrival_time=2021-04-14 21:29:42.701459, cost_time=0:00:22.000002 2021-04-14 21:29:06,215 INFO : TRAIN, epoch=0017, iter=00080/00196, fetch data time cost=1.39ms, fps=822 images/s, loss=1.1170, top1-acc=67.22%, top5-acc=92.13%, remaining_time=0:00:36.415764, arrival_time=2021-04-14 21:29:42.631626, cost_time=0:00:25.114347 2021-04-14 21:29:09,333 INFO : TRAIN, epoch=0017, iter=00090/00196, fetch data time cost=1.41ms, fps=821 images/s, loss=1.1203, top1-acc=67.08%, top5-acc=92.11%, remaining_time=0:00:33.250928, arrival_time=2021-04-14 21:29:42.584262, cost_time=0:00:28.231921 2021-04-14 21:29:12,449 INFO : TRAIN, epoch=0017, iter=00100/00196, fetch data time cost=1.84ms, fps=822 images/s, loss=1.1172, top1-acc=67.16%, top5-acc=92.15%, remaining_time=0:00:30.094464, arrival_time=2021-04-14 21:29:42.544299, cost_time=0:00:31.348369 2021-04-14 21:29:15,570 INFO : TRAIN, epoch=0017, iter=00110/00196, fetch data time cost=1.67ms, fps=821 images/s, loss=1.1176, top1-acc=67.14%, top5-acc=92.14%, remaining_time=0:00:26.948358, arrival_time=2021-04-14 21:29:42.518649, cost_time=0:00:34.468879 2021-04-14 21:29:18,684 INFO : TRAIN, epoch=0017, iter=00120/00196, fetch data time cost=1.47ms, fps=822 images/s, loss=1.1217, top1-acc=67.02%, top5-acc=92.09%, remaining_time=0:00:23.802820, arrival_time=2021-04-14 21:29:42.487696, cost_time=0:00:37.583367 2021-04-14 21:29:21,795 INFO : TRAIN, epoch=0017, iter=00130/00196, fetch data time cost=1.56ms, fps=823 images/s, loss=1.1237, top1-acc=66.97%, top5-acc=92.03%, remaining_time=0:00:20.659914, arrival_time=2021-04-14 21:29:42.455098, cost_time=0:00:40.693777 2021-04-14 21:29:24,914 INFO : TRAIN, epoch=0017, iter=00140/00196, fetch data time cost=1.34ms, fps=821 images/s, loss=1.1269, top1-acc=66.86%, top5-acc=91.97%, remaining_time=0:00:17.525256, arrival_time=2021-04-14 21:29:42.439844, cost_time=0:00:43.813092 2021-04-14 21:29:28,035 INFO : TRAIN, epoch=0017, iter=00150/00196, fetch data time cost=2.30ms, fps=820 images/s, loss=1.1315, top1-acc=66.77%, top5-acc=91.86%, remaining_time=0:00:14.393216, arrival_time=2021-04-14 21:29:42.429038, cost_time=0:00:46.934440 2021-04-14 21:29:31,148 INFO : TRAIN, epoch=0017, iter=00160/00196, fetch data time cost=1.41ms, fps=823 images/s, loss=1.1393, top1-acc=66.60%, top5-acc=91.75%, remaining_time=0:00:11.260512, arrival_time=2021-04-14 21:29:42.408802, cost_time=0:00:50.046766 2021-04-14 21:29:34,255 INFO : TRAIN, epoch=0017, iter=00170/00196, fetch data time cost=1.39ms, fps=824 images/s, loss=1.1415, top1-acc=66.49%, top5-acc=91.72%, remaining_time=0:00:08.129472, arrival_time=2021-04-14 21:29:42.385196, cost_time=0:00:53.154209 2021-04-14 21:29:37,376 INFO : TRAIN, epoch=0017, iter=00180/00196, fetch data time cost=1.62ms, fps=821 images/s, loss=1.1444, top1-acc=66.39%, top5-acc=91.66%, remaining_time=0:00:05.002192, arrival_time=2021-04-14 21:29:42.378234, cost_time=0:00:56.274634 2021-04-14 21:29:40,488 INFO : TRAIN, epoch=0017, iter=00190/00196, fetch data time cost=1.38ms, fps=823 images/s, loss=1.1487, top1-acc=66.32%, top5-acc=91.57%, remaining_time=0:00:01.875366, arrival_time=2021-04-14 21:29:42.363305, cost_time=0:00:59.386519 2021-04-14 21:29:42,148 INFO : TRAIN, epoch=0017, iter=00196/00196, fetch data time cost=1.69ms, fps=819 images/s, loss=1.1516, top1-acc=66.24%, top5-acc=91.51%, remaining_time=0:00:00, arrival_time=2021-04-14 21:29:42.148684, cost_time=0:01:01.047205 2021-04-14 21:29:43,285 INFO : EVAL, epoch=0017, iter=00010/00040, fetch data time cost=2.20ms, fps=2259 images/s, loss=1.6877, top1-acc=55.66%, top5-acc=83.24%, remaining_time=0:00:03.399360, arrival_time=2021-04-14 21:29:46.684827, cost_time=0:00:01.133122 2021-04-14 21:29:44,231 INFO : EVAL, epoch=0017, iter=00020/00040, fetch data time cost=1.50ms, fps=2708 images/s, loss=1.6657, top1-acc=55.21%, top5-acc=84.08%, remaining_time=0:00:02.078900, arrival_time=2021-04-14 21:29:46.310123, cost_time=0:00:02.078905 2021-04-14 21:29:45,178 INFO : EVAL, epoch=0017, iter=00030/00040, fetch data time cost=1.69ms, fps=2703 images/s, loss=1.6826, top1-acc=54.87%, top5-acc=83.36%, remaining_time=0:00:01.008830, arrival_time=2021-04-14 21:29:46.187724, cost_time=0:00:03.026480 2021-04-14 21:29:46,038 INFO : EVAL, epoch=0017, iter=00040/00040, fetch data time cost=0.08ms, fps=2701 images/s, loss=1.6810, top1-acc=54.76%, top5-acc=83.35%, remaining_time=0:00:00, arrival_time=2021-04-14 21:29:46.038205, cost_time=0:00:03.885918 2021-04-14 21:29:46,302 INFO : Epoch=0017 complete, best val top1-acc=57.19%, top5-acc=84.60% (epoch=15), remaining_time=3:19:43.040202, arrival_time=2021-04-15 00:49:29.342651, cost_time=0:18:33.178599 2021-04-14 21:29:46,305 INFO : Train start, epoch=0018, lr=0.098228 2021-04-14 21:29:49,571 INFO : TRAIN, epoch=0018, iter=00010/00196, fetch data time cost=1.42ms, fps=784 images/s, loss=1.1287, top1-acc=66.60%, top5-acc=92.23%, remaining_time=0:01:00.747786, arrival_time=2021-04-14 21:30:50.319273, cost_time=0:00:03.266014 2021-04-14 21:29:52,696 INFO : TRAIN, epoch=0018, iter=00020/00196, fetch data time cost=1.48ms, fps=820 images/s, loss=1.1245, top1-acc=66.60%, top5-acc=92.09%, remaining_time=0:00:56.235696, arrival_time=2021-04-14 21:30:48.931650, cost_time=0:00:06.390425 2021-04-14 21:29:55,821 INFO : TRAIN, epoch=0018, iter=00030/00196, fetch data time cost=1.41ms, fps=819 images/s, loss=1.0943, top1-acc=67.24%, top5-acc=92.66%, remaining_time=0:00:52.654868, arrival_time=2021-04-14 21:30:48.476131, cost_time=0:00:09.515945 2021-04-14 21:29:58,948 INFO : TRAIN, epoch=0018, iter=00040/00196, fetch data time cost=1.52ms, fps=819 images/s, loss=1.0921, top1-acc=67.44%, top5-acc=92.55%, remaining_time=0:00:49.306140, arrival_time=2021-04-14 21:30:48.254076, cost_time=0:00:12.642615 2021-04-14 21:30:02,063 INFO : TRAIN, epoch=0018, iter=00050/00196, fetch data time cost=1.54ms, fps=822 images/s, loss=1.0803, top1-acc=67.74%, top5-acc=92.75%, remaining_time=0:00:46.013506, arrival_time=2021-04-14 21:30:48.076985, cost_time=0:00:15.758066 2021-04-14 21:30:05,184 INFO : TRAIN, epoch=0018, iter=00060/00196, fetch data time cost=2.62ms, fps=820 images/s, loss=1.0918, top1-acc=67.41%, top5-acc=92.62%, remaining_time=0:00:42.792944, arrival_time=2021-04-14 21:30:47.977517, cost_time=0:00:18.879242 2021-04-14 21:30:08,299 INFO : TRAIN, epoch=0018, iter=00070/00196, fetch data time cost=2.14ms, fps=822 images/s, loss=1.1013, top1-acc=67.20%, top5-acc=92.48%, remaining_time=0:00:39.589326, arrival_time=2021-04-14 21:30:47.888763, cost_time=0:00:21.994078 2021-04-14 21:30:11,412 INFO : TRAIN, epoch=0018, iter=00080/00196, fetch data time cost=1.46ms, fps=822 images/s, loss=1.1087, top1-acc=67.18%, top5-acc=92.29%, remaining_time=0:00:36.405788, arrival_time=2021-04-14 21:30:47.818560, cost_time=0:00:25.107455 2021-04-14 21:30:14,527 INFO : TRAIN, epoch=0018, iter=00090/00196, fetch data time cost=1.37ms, fps=822 images/s, loss=1.1109, top1-acc=67.19%, top5-acc=92.17%, remaining_time=0:00:33.239374, arrival_time=2021-04-14 21:30:47.766780, cost_time=0:00:28.222085 2021-04-14 21:30:17,639 INFO : TRAIN, epoch=0018, iter=00100/00196, fetch data time cost=1.48ms, fps=823 images/s, loss=1.1147, top1-acc=67.13%, top5-acc=92.13%, remaining_time=0:00:30.080640, arrival_time=2021-04-14 21:30:47.719956, cost_time=0:00:31.333996 2021-04-14 21:30:20,774 INFO : TRAIN, epoch=0018, iter=00110/00196, fetch data time cost=1.47ms, fps=817 images/s, loss=1.1212, top1-acc=66.93%, top5-acc=92.01%, remaining_time=0:00:26.948702, arrival_time=2021-04-14 21:30:47.723272, cost_time=0:00:34.469259 2021-04-14 21:30:23,899 INFO : TRAIN, epoch=0018, iter=00120/00196, fetch data time cost=2.34ms, fps=820 images/s, loss=1.1251, top1-acc=66.79%, top5-acc=91.93%, remaining_time=0:00:23.809280, arrival_time=2021-04-14 21:30:47.708301, cost_time=0:00:37.593656 2021-04-14 21:30:27,019 INFO : TRAIN, epoch=0018, iter=00130/00196, fetch data time cost=1.56ms, fps=820 images/s, loss=1.1249, top1-acc=66.84%, top5-acc=91.91%, remaining_time=0:00:20.670408, arrival_time=2021-04-14 21:30:47.690212, cost_time=0:00:40.714418 2021-04-14 21:30:30,142 INFO : TRAIN, epoch=0018, iter=00140/00196, fetch data time cost=1.54ms, fps=820 images/s, loss=1.1304, top1-acc=66.67%, top5-acc=91.88%, remaining_time=0:00:17.534664, arrival_time=2021-04-14 21:30:47.676634, cost_time=0:00:43.836663 2021-04-14 21:30:33,259 INFO : TRAIN, epoch=0018, iter=00150/00196, fetch data time cost=1.54ms, fps=821 images/s, loss=1.1355, top1-acc=66.54%, top5-acc=91.84%, remaining_time=0:00:14.399380, arrival_time=2021-04-14 21:30:47.659151, cost_time=0:00:46.954457 2021-04-14 21:30:36,372 INFO : TRAIN, epoch=0018, iter=00160/00196, fetch data time cost=1.68ms, fps=823 images/s, loss=1.1363, top1-acc=66.57%, top5-acc=91.80%, remaining_time=0:00:11.265156, arrival_time=2021-04-14 21:30:47.637868, cost_time=0:00:50.067381 2021-04-14 21:30:39,492 INFO : TRAIN, epoch=0018, iter=00170/00196, fetch data time cost=1.55ms, fps=821 images/s, loss=1.1391, top1-acc=66.54%, top5-acc=91.71%, remaining_time=0:00:08.134542, arrival_time=2021-04-14 21:30:47.627328, cost_time=0:00:53.187459 2021-04-14 21:30:42,603 INFO : TRAIN, epoch=0018, iter=00180/00196, fetch data time cost=1.46ms, fps=823 images/s, loss=1.1411, top1-acc=66.48%, top5-acc=91.68%, remaining_time=0:00:05.004288, arrival_time=2021-04-14 21:30:47.607875, cost_time=0:00:56.298198 2021-04-14 21:30:45,727 INFO : TRAIN, epoch=0018, iter=00190/00196, fetch data time cost=1.36ms, fps=820 images/s, loss=1.1441, top1-acc=66.41%, top5-acc=91.62%, remaining_time=0:00:01.876476, arrival_time=2021-04-14 21:30:47.603545, cost_time=0:00:59.421765 2021-04-14 21:30:47,383 INFO : TRAIN, epoch=0018, iter=00196/00196, fetch data time cost=1.22ms, fps=821 images/s, loss=1.1464, top1-acc=66.36%, top5-acc=91.59%, remaining_time=0:00:00, arrival_time=2021-04-14 21:30:47.383859, cost_time=0:01:01.078625 2021-04-14 21:30:48,498 INFO : EVAL, epoch=0018, iter=00010/00040, fetch data time cost=1.55ms, fps=2301 images/s, loss=1.7884, top1-acc=52.70%, top5-acc=81.56%, remaining_time=0:00:03.337560, arrival_time=2021-04-14 21:30:51.835975, cost_time=0:00:01.112515 2021-04-14 21:30:49,442 INFO : EVAL, epoch=0018, iter=00020/00040, fetch data time cost=1.50ms, fps=2712 images/s, loss=1.7742, top1-acc=52.66%, top5-acc=81.89%, remaining_time=0:00:02.056860, arrival_time=2021-04-14 21:30:51.499536, cost_time=0:00:02.056854 2021-04-14 21:30:50,387 INFO : EVAL, epoch=0018, iter=00030/00040, fetch data time cost=1.46ms, fps=2711 images/s, loss=1.7393, top1-acc=53.33%, top5-acc=82.45%, remaining_time=0:00:01.000470, arrival_time=2021-04-14 21:30:51.387677, cost_time=0:00:03.001397 2021-04-14 21:30:51,246 INFO : EVAL, epoch=0018, iter=00040/00040, fetch data time cost=0.08ms, fps=2702 images/s, loss=1.7456, top1-acc=53.08%, top5-acc=82.38%, remaining_time=0:00:00, arrival_time=2021-04-14 21:30:51.246022, cost_time=0:00:03.860235 2021-04-14 21:30:51,523 INFO : Epoch=0018 complete, best val top1-acc=57.19%, top5-acc=84.60% (epoch=15), remaining_time=3:18:34.926842, arrival_time=2021-04-15 00:49:26.450035, cost_time=0:19:38.399359 2021-04-14 21:30:51,525 INFO : Train start, epoch=0019, lr=0.098015 2021-04-14 21:30:54,822 INFO : TRAIN, epoch=0019, iter=00010/00196, fetch data time cost=1.45ms, fps=777 images/s, loss=1.1128, top1-acc=67.30%, top5-acc=93.05%, remaining_time=0:01:01.314156, arrival_time=2021-04-14 21:31:56.136447, cost_time=0:00:03.296455 2021-04-14 21:30:57,944 INFO : TRAIN, epoch=0019, iter=00020/00196, fetch data time cost=1.51ms, fps=820 images/s, loss=1.1125, top1-acc=67.40%, top5-acc=92.27%, remaining_time=0:00:56.481744, arrival_time=2021-04-14 21:31:54.425875, cost_time=0:00:06.418384 2021-04-14 21:31:01,071 INFO : TRAIN, epoch=0019, iter=00030/00196, fetch data time cost=2.24ms, fps=819 images/s, loss=1.0996, top1-acc=67.93%, top5-acc=92.34%, remaining_time=0:00:52.817714, arrival_time=2021-04-14 21:31:53.888895, cost_time=0:00:09.545376 2021-04-14 21:31:04,190 INFO : TRAIN, epoch=0019, iter=00040/00196, fetch data time cost=1.63ms, fps=821 images/s, loss=1.1070, top1-acc=67.82%, top5-acc=92.21%, remaining_time=0:00:49.391316, arrival_time=2021-04-14 21:31:53.581502, cost_time=0:00:12.664434 2021-04-14 21:31:07,308 INFO : TRAIN, epoch=0019, iter=00050/00196, fetch data time cost=1.38ms, fps=821 images/s, loss=1.1054, top1-acc=67.87%, top5-acc=92.28%, remaining_time=0:00:46.084754, arrival_time=2021-04-14 21:31:53.393016, cost_time=0:00:15.782449 2021-04-14 21:31:10,424 INFO : TRAIN, epoch=0019, iter=00060/00196, fetch data time cost=2.06ms, fps=822 images/s, loss=1.1140, top1-acc=67.71%, top5-acc=92.24%, remaining_time=0:00:42.836600, arrival_time=2021-04-14 21:31:53.260802, cost_time=0:00:18.898478 2021-04-14 21:31:13,544 INFO : TRAIN, epoch=0019, iter=00070/00196, fetch data time cost=1.43ms, fps=821 images/s, loss=1.1155, top1-acc=67.70%, top5-acc=92.18%, remaining_time=0:00:39.633678, arrival_time=2021-04-14 21:31:53.178247, cost_time=0:00:22.018694 2021-04-14 21:31:16,665 INFO : TRAIN, epoch=0019, iter=00080/00196, fetch data time cost=1.68ms, fps=820 images/s, loss=1.1217, top1-acc=67.56%, top5-acc=92.03%, remaining_time=0:00:36.453232, arrival_time=2021-04-14 21:31:53.119032, cost_time=0:00:25.140130 2021-04-14 21:31:19,779 INFO : TRAIN, epoch=0019, iter=00090/00196, fetch data time cost=2.03ms, fps=822 images/s, loss=1.1274, top1-acc=67.31%, top5-acc=91.97%, remaining_time=0:00:33.277004, arrival_time=2021-04-14 21:31:53.056837, cost_time=0:00:28.254090 2021-04-14 21:31:22,895 INFO : TRAIN, epoch=0019, iter=00100/00196, fetch data time cost=1.74ms, fps=822 images/s, loss=1.1309, top1-acc=67.12%, top5-acc=91.95%, remaining_time=0:00:30.114528, arrival_time=2021-04-14 21:31:53.009550, cost_time=0:00:31.369275 2021-04-14 21:31:26,022 INFO : TRAIN, epoch=0019, iter=00110/00196, fetch data time cost=1.67ms, fps=819 images/s, loss=1.1309, top1-acc=67.04%, top5-acc=91.95%, remaining_time=0:00:26.969686, arrival_time=2021-04-14 21:31:52.991624, cost_time=0:00:34.496137 2021-04-14 21:31:29,142 INFO : TRAIN, epoch=0019, iter=00120/00196, fetch data time cost=1.52ms, fps=821 images/s, loss=1.1335, top1-acc=67.03%, top5-acc=91.88%, remaining_time=0:00:23.823796, arrival_time=2021-04-14 21:31:52.966136, cost_time=0:00:37.616567 2021-04-14 21:31:32,259 INFO : TRAIN, epoch=0019, iter=00130/00196, fetch data time cost=1.63ms, fps=822 images/s, loss=1.1361, top1-acc=66.92%, top5-acc=91.84%, remaining_time=0:00:20.680044, arrival_time=2021-04-14 21:31:52.939202, cost_time=0:00:40.733412 2021-04-14 21:31:35,375 INFO : TRAIN, epoch=0019, iter=00140/00196, fetch data time cost=1.55ms, fps=822 images/s, loss=1.1384, top1-acc=66.86%, top5-acc=91.84%, remaining_time=0:00:17.539704, arrival_time=2021-04-14 21:31:52.914710, cost_time=0:00:43.849252 2021-04-14 21:31:38,503 INFO : TRAIN, epoch=0019, iter=00150/00196, fetch data time cost=2.09ms, fps=818 images/s, loss=1.1401, top1-acc=66.85%, top5-acc=91.79%, remaining_time=0:00:14.406556, arrival_time=2021-04-14 21:31:52.910261, cost_time=0:00:46.977964 2021-04-14 21:31:41,628 INFO : TRAIN, epoch=0019, iter=00160/00196, fetch data time cost=2.19ms, fps=819 images/s, loss=1.1406, top1-acc=66.85%, top5-acc=91.80%, remaining_time=0:00:11.273040, arrival_time=2021-04-14 21:31:52.901413, cost_time=0:00:50.102457 2021-04-14 21:31:44,749 INFO : TRAIN, epoch=0019, iter=00170/00196, fetch data time cost=1.87ms, fps=820 images/s, loss=1.1409, top1-acc=66.82%, top5-acc=91.78%, remaining_time=0:00:08.140080, arrival_time=2021-04-14 21:31:52.889495, cost_time=0:00:53.223673 2021-04-14 21:31:47,880 INFO : TRAIN, epoch=0019, iter=00180/00196, fetch data time cost=2.18ms, fps=818 images/s, loss=1.1434, top1-acc=66.76%, top5-acc=91.75%, remaining_time=0:00:05.009264, arrival_time=2021-04-14 21:31:52.889224, cost_time=0:00:56.354191 2021-04-14 21:31:51,005 INFO : TRAIN, epoch=0019, iter=00190/00196, fetch data time cost=1.66ms, fps=819 images/s, loss=1.1462, top1-acc=66.64%, top5-acc=91.71%, remaining_time=0:00:01.878294, arrival_time=2021-04-14 21:31:52.883521, cost_time=0:00:59.479359 2021-04-14 21:31:52,666 INFO : TRAIN, epoch=0019, iter=00196/00196, fetch data time cost=1.84ms, fps=819 images/s, loss=1.1457, top1-acc=66.63%, top5-acc=91.74%, remaining_time=0:00:00, arrival_time=2021-04-14 21:31:52.666203, cost_time=0:01:01.140452 2021-04-14 21:31:53,794 INFO : EVAL, epoch=0019, iter=00010/00040, fetch data time cost=2.97ms, fps=2273 images/s, loss=1.5854, top1-acc=56.56%, top5-acc=85.27%, remaining_time=0:00:03.378570, arrival_time=2021-04-14 21:31:57.173051, cost_time=0:00:01.126192 2021-04-14 21:31:54,737 INFO : EVAL, epoch=0019, iter=00020/00040, fetch data time cost=2.13ms, fps=2715 images/s, loss=1.5593, top1-acc=57.36%, top5-acc=85.86%, remaining_time=0:00:02.069380, arrival_time=2021-04-14 21:31:56.807200, cost_time=0:00:02.069376 2021-04-14 21:31:55,682 INFO : EVAL, epoch=0019, iter=00030/00040, fetch data time cost=1.45ms, fps=2713 images/s, loss=1.5876, top1-acc=57.10%, top5-acc=85.49%, remaining_time=0:00:01.004590, arrival_time=2021-04-14 21:31:56.686659, cost_time=0:00:03.013779 2021-04-14 21:31:56,547 INFO : EVAL, epoch=0019, iter=00040/00040, fetch data time cost=0.08ms, fps=2682 images/s, loss=1.5916, top1-acc=56.71%, top5-acc=85.36%, remaining_time=0:00:00, arrival_time=2021-04-14 21:31:56.547534, cost_time=0:00:03.879259 2021-04-14 21:31:56,842 INFO : Epoch=0019 complete, best val top1-acc=57.19%, top5-acc=84.60% (epoch=15), remaining_time=3:17:28.060719, arrival_time=2021-04-15 00:49:24.903614, cost_time=0:20:43.719076 2021-04-14 21:31:56,844 INFO : Train start, epoch=0020, lr=0.097790 2021-04-14 21:32:00,136 INFO : TRAIN, epoch=0020, iter=00010/00196, fetch data time cost=1.42ms, fps=778 images/s, loss=1.1396, top1-acc=66.13%, top5-acc=91.76%, remaining_time=0:01:01.224132, arrival_time=2021-04-14 21:33:01.360331, cost_time=0:00:03.291618 2021-04-14 21:32:03,252 INFO : TRAIN, epoch=0020, iter=00020/00196, fetch data time cost=1.45ms, fps=822 images/s, loss=1.1138, top1-acc=66.97%, top5-acc=92.03%, remaining_time=0:00:56.385120, arrival_time=2021-04-14 21:32:59.637037, cost_time=0:00:06.407397 2021-04-14 21:32:06,380 INFO : TRAIN, epoch=0020, iter=00030/00196, fetch data time cost=1.61ms, fps=818 images/s, loss=1.0826, top1-acc=67.85%, top5-acc=92.62%, remaining_time=0:00:52.766918, arrival_time=2021-04-14 21:32:59.147642, cost_time=0:00:09.536187 2021-04-14 21:32:09,499 INFO : TRAIN, epoch=0020, iter=00040/00196, fetch data time cost=1.63ms, fps=821 images/s, loss=1.0912, top1-acc=67.75%, top5-acc=92.60%, remaining_time=0:00:49.354968, arrival_time=2021-04-14 21:32:58.854554, cost_time=0:00:12.655119 2021-04-14 21:32:12,618 INFO : TRAIN, epoch=0020, iter=00050/00196, fetch data time cost=1.43ms, fps=821 images/s, loss=1.0886, top1-acc=67.80%, top5-acc=92.61%, remaining_time=0:00:46.061248, arrival_time=2021-04-14 21:32:58.680105, cost_time=0:00:15.774388 2021-04-14 21:32:15,733 INFO : TRAIN, epoch=0020, iter=00060/00196, fetch data time cost=1.49ms, fps=822 images/s, loss=1.0877, top1-acc=67.92%, top5-acc=92.51%, remaining_time=0:00:42.814160, arrival_time=2021-04-14 21:32:58.547233, cost_time=0:00:18.888597 2021-04-14 21:32:18,851 INFO : TRAIN, epoch=0020, iter=00070/00196, fetch data time cost=1.51ms, fps=821 images/s, loss=1.0903, top1-acc=67.93%, top5-acc=92.53%, remaining_time=0:00:39.612006, arrival_time=2021-04-14 21:32:58.463239, cost_time=0:00:22.006658 2021-04-14 21:32:21,962 INFO : TRAIN, epoch=0020, iter=00080/00196, fetch data time cost=1.64ms, fps=823 images/s, loss=1.0956, top1-acc=67.86%, top5-acc=92.32%, remaining_time=0:00:36.421448, arrival_time=2021-04-14 21:32:58.384190, cost_time=0:00:25.118267 2021-04-14 21:32:25,080 INFO : TRAIN, epoch=0020, iter=00090/00196, fetch data time cost=1.89ms, fps=821 images/s, loss=1.1026, top1-acc=67.79%, top5-acc=92.19%, remaining_time=0:00:33.255592, arrival_time=2021-04-14 21:32:58.336007, cost_time=0:00:28.235841 2021-04-14 21:32:28,196 INFO : TRAIN, epoch=0020, iter=00100/00196, fetch data time cost=1.63ms, fps=822 images/s, loss=1.1076, top1-acc=67.59%, top5-acc=92.12%, remaining_time=0:00:30.097536, arrival_time=2021-04-14 21:32:58.293618, cost_time=0:00:31.351614 2021-04-14 21:32:31,326 INFO : TRAIN, epoch=0020, iter=00110/00196, fetch data time cost=1.72ms, fps=818 images/s, loss=1.1117, top1-acc=67.45%, top5-acc=92.09%, remaining_time=0:00:26.958678, arrival_time=2021-04-14 21:32:58.285211, cost_time=0:00:34.482064 2021-04-14 21:32:34,450 INFO : TRAIN, epoch=0020, iter=00120/00196, fetch data time cost=1.83ms, fps=820 images/s, loss=1.1168, top1-acc=67.31%, top5-acc=92.06%, remaining_time=0:00:23.817032, arrival_time=2021-04-14 21:32:58.267372, cost_time=0:00:37.605866 2021-04-14 21:32:37,560 INFO : TRAIN, epoch=0020, iter=00130/00196, fetch data time cost=1.87ms, fps=823 images/s, loss=1.1203, top1-acc=67.28%, top5-acc=92.03%, remaining_time=0:00:20.670936, arrival_time=2021-04-14 21:32:58.230889, cost_time=0:00:40.715480 2021-04-14 21:32:40,677 INFO : TRAIN, epoch=0020, iter=00140/00196, fetch data time cost=1.62ms, fps=821 images/s, loss=1.1237, top1-acc=67.17%, top5-acc=91.99%, remaining_time=0:00:17.533096, arrival_time=2021-04-14 21:32:58.210281, cost_time=0:00:43.832721 2021-04-14 21:32:43,796 INFO : TRAIN, epoch=0020, iter=00150/00196, fetch data time cost=1.53ms, fps=821 images/s, loss=1.1249, top1-acc=67.10%, top5-acc=91.97%, remaining_time=0:00:14.398644, arrival_time=2021-04-14 21:32:58.195251, cost_time=0:00:46.952123 2021-04-14 21:32:46,903 INFO : TRAIN, epoch=0020, iter=00160/00196, fetch data time cost=1.39ms, fps=824 images/s, loss=1.1266, top1-acc=67.07%, top5-acc=91.96%, remaining_time=0:00:11.263320, arrival_time=2021-04-14 21:32:58.166933, cost_time=0:00:50.059140 2021-04-14 21:32:50,017 INFO : TRAIN, epoch=0020, iter=00170/00196, fetch data time cost=1.56ms, fps=822 images/s, loss=1.1258, top1-acc=67.10%, top5-acc=91.99%, remaining_time=0:00:08.132332, arrival_time=2021-04-14 21:32:58.149713, cost_time=0:00:53.172913 2021-04-14 21:32:53,127 INFO : TRAIN, epoch=0020, iter=00180/00196, fetch data time cost=1.41ms, fps=823 images/s, loss=1.1281, top1-acc=67.04%, top5-acc=91.95%, remaining_time=0:00:05.002928, arrival_time=2021-04-14 21:32:58.130349, cost_time=0:00:56.282908 2021-04-14 21:32:56,240 INFO : TRAIN, epoch=0020, iter=00190/00196, fetch data time cost=1.39ms, fps=822 images/s, loss=1.1274, top1-acc=67.07%, top5-acc=91.91%, remaining_time=0:00:01.875666, arrival_time=2021-04-14 21:32:58.116191, cost_time=0:00:59.396073 2021-04-14 21:32:57,912 INFO : TRAIN, epoch=0020, iter=00196/00196, fetch data time cost=1.85ms, fps=814 images/s, loss=1.1286, top1-acc=67.05%, top5-acc=91.87%, remaining_time=0:00:00, arrival_time=2021-04-14 21:32:57.912224, cost_time=0:01:01.067759 2021-04-14 21:32:58,992 INFO : EVAL, epoch=0020, iter=00010/00040, fetch data time cost=2.90ms, fps=2375 images/s, loss=1.6015, top1-acc=55.27%, top5-acc=86.05%, remaining_time=0:00:03.234330, arrival_time=2021-04-14 21:33:02.226727, cost_time=0:00:01.078106 2021-04-14 21:32:59,933 INFO : EVAL, epoch=0020, iter=00020/00040, fetch data time cost=1.60ms, fps=2721 images/s, loss=1.5862, top1-acc=56.27%, top5-acc=85.82%, remaining_time=0:00:02.019340, arrival_time=2021-04-14 21:33:01.953009, cost_time=0:00:02.019343 2021-04-14 21:33:00,882 INFO : EVAL, epoch=0020, iter=00030/00040, fetch data time cost=1.99ms, fps=2701 images/s, loss=1.6036, top1-acc=55.69%, top5-acc=85.52%, remaining_time=0:00:00.989260, arrival_time=2021-04-14 21:33:01.871306, cost_time=0:00:02.967774 2021-04-14 21:33:01,741 INFO : EVAL, epoch=0020, iter=00040/00040, fetch data time cost=0.08ms, fps=2700 images/s, loss=1.6343, top1-acc=55.22%, top5-acc=85.26%, remaining_time=0:00:00, arrival_time=2021-04-14 21:33:01.741583, cost_time=0:00:03.827336 2021-04-14 21:33:02,020 INFO : Epoch=0020 complete, best val top1-acc=57.19%, top5-acc=84.60% (epoch=15), remaining_time=3:16:20.065440, arrival_time=2021-04-15 00:49:22.085418, cost_time=0:21:48.896167 2021-04-14 21:33:02,021 INFO : Train start, epoch=0021, lr=0.097553 2021-04-14 21:33:05,326 INFO : TRAIN, epoch=0021, iter=00010/00196, fetch data time cost=1.50ms, fps=774 images/s, loss=1.1135, top1-acc=66.95%, top5-acc=92.15%, remaining_time=0:01:01.479696, arrival_time=2021-04-14 21:34:06.806532, cost_time=0:00:03.305355 2021-04-14 21:33:08,434 INFO : TRAIN, epoch=0021, iter=00020/00196, fetch data time cost=1.48ms, fps=824 images/s, loss=1.0753, top1-acc=67.54%, top5-acc=93.05%, remaining_time=0:00:56.436864, arrival_time=2021-04-14 21:34:04.871551, cost_time=0:00:06.413273 2021-04-14 21:33:11,558 INFO : TRAIN, epoch=0021, iter=00030/00196, fetch data time cost=1.94ms, fps=820 images/s, loss=1.0768, top1-acc=67.71%, top5-acc=92.79%, remaining_time=0:00:52.769076, arrival_time=2021-04-14 21:34:04.327107, cost_time=0:00:09.536593 2021-04-14 21:33:14,688 INFO : TRAIN, epoch=0021, iter=00040/00196, fetch data time cost=2.13ms, fps=818 images/s, loss=1.0747, top1-acc=67.86%, top5-acc=92.77%, remaining_time=0:00:49.400832, arrival_time=2021-04-14 21:34:04.089204, cost_time=0:00:12.666879 2021-04-14 21:33:17,799 INFO : TRAIN, epoch=0021, iter=00050/00196, fetch data time cost=1.43ms, fps=823 images/s, loss=1.0740, top1-acc=67.83%, top5-acc=92.83%, remaining_time=0:00:46.070446, arrival_time=2021-04-14 21:34:03.869419, cost_time=0:00:15.777566 2021-04-14 21:33:20,913 INFO : TRAIN, epoch=0021, iter=00060/00196, fetch data time cost=1.35ms, fps=822 images/s, loss=1.0716, top1-acc=68.10%, top5-acc=92.86%, remaining_time=0:00:42.822320, arrival_time=2021-04-14 21:34:03.736106, cost_time=0:00:18.892224 2021-04-14 21:33:24,036 INFO : TRAIN, epoch=0021, iter=00070/00196, fetch data time cost=3.33ms, fps=820 images/s, loss=1.0774, top1-acc=67.94%, top5-acc=92.87%, remaining_time=0:00:39.627630, arrival_time=2021-04-14 21:34:03.664461, cost_time=0:00:22.015335 2021-04-14 21:33:27,158 INFO : TRAIN, epoch=0021, iter=00080/00196, fetch data time cost=2.24ms, fps=820 images/s, loss=1.0918, top1-acc=67.67%, top5-acc=92.72%, remaining_time=0:00:36.448128, arrival_time=2021-04-14 21:34:03.606331, cost_time=0:00:25.136665 2021-04-14 21:33:30,272 INFO : TRAIN, epoch=0021, iter=00090/00196, fetch data time cost=1.38ms, fps=822 images/s, loss=1.0940, top1-acc=67.61%, top5-acc=92.67%, remaining_time=0:00:33.272658, arrival_time=2021-04-14 21:34:03.544570, cost_time=0:00:28.250326 2021-04-14 21:33:33,394 INFO : TRAIN, epoch=0021, iter=00100/00196, fetch data time cost=1.45ms, fps=820 images/s, loss=1.0986, top1-acc=67.54%, top5-acc=92.62%, remaining_time=0:00:30.117600, arrival_time=2021-04-14 21:34:03.511578, cost_time=0:00:31.372485 2021-04-14 21:33:36,504 INFO : TRAIN, epoch=0021, iter=00110/00196, fetch data time cost=2.14ms, fps=823 images/s, loss=1.1031, top1-acc=67.43%, top5-acc=92.49%, remaining_time=0:00:26.959624, arrival_time=2021-04-14 21:34:03.464404, cost_time=0:00:34.483245 2021-04-14 21:33:39,619 INFO : TRAIN, epoch=0021, iter=00120/00196, fetch data time cost=1.64ms, fps=822 images/s, loss=1.1064, top1-acc=67.30%, top5-acc=92.45%, remaining_time=0:00:23.811712, arrival_time=2021-04-14 21:34:03.430698, cost_time=0:00:37.597480 2021-04-14 21:33:42,732 INFO : TRAIN, epoch=0021, iter=00130/00196, fetch data time cost=1.95ms, fps=822 images/s, loss=1.1096, top1-acc=67.22%, top5-acc=92.41%, remaining_time=0:00:20.668626, arrival_time=2021-04-14 21:34:03.401103, cost_time=0:00:40.710968 2021-04-14 21:33:45,855 INFO : TRAIN, epoch=0021, iter=00140/00196, fetch data time cost=1.77ms, fps=820 images/s, loss=1.1122, top1-acc=67.12%, top5-acc=92.32%, remaining_time=0:00:17.533656, arrival_time=2021-04-14 21:34:03.389346, cost_time=0:00:43.834197 2021-04-14 21:33:48,973 INFO : TRAIN, epoch=0021, iter=00150/00196, fetch data time cost=1.91ms, fps=821 images/s, loss=1.1156, top1-acc=67.05%, top5-acc=92.24%, remaining_time=0:00:14.398644, arrival_time=2021-04-14 21:34:03.372380, cost_time=0:00:46.952164 2021-04-14 21:33:52,116 INFO : TRAIN, epoch=0021, iter=00160/00196, fetch data time cost=2.00ms, fps=815 images/s, loss=1.1176, top1-acc=66.99%, top5-acc=92.19%, remaining_time=0:00:11.271276, arrival_time=2021-04-14 21:34:03.387398, cost_time=0:00:50.094555 2021-04-14 21:33:55,233 INFO : TRAIN, epoch=0021, iter=00170/00196, fetch data time cost=1.63ms, fps=821 images/s, loss=1.1203, top1-acc=66.93%, top5-acc=92.17%, remaining_time=0:00:08.138312, arrival_time=2021-04-14 21:34:03.371916, cost_time=0:00:53.212046 2021-04-14 21:33:58,355 INFO : TRAIN, epoch=0021, iter=00180/00196, fetch data time cost=1.85ms, fps=820 images/s, loss=1.1253, top1-acc=66.81%, top5-acc=92.12%, remaining_time=0:00:05.007472, arrival_time=2021-04-14 21:34:03.363095, cost_time=0:00:56.334147 2021-04-14 21:34:01,469 INFO : TRAIN, epoch=0021, iter=00190/00196, fetch data time cost=1.41ms, fps=822 images/s, loss=1.1299, top1-acc=66.66%, top5-acc=92.02%, remaining_time=0:00:01.877292, arrival_time=2021-04-14 21:34:03.346304, cost_time=0:00:59.447520 2021-04-14 21:34:03,130 INFO : TRAIN, epoch=0021, iter=00196/00196, fetch data time cost=1.33ms, fps=819 images/s, loss=1.1325, top1-acc=66.62%, top5-acc=91.97%, remaining_time=0:00:00, arrival_time=2021-04-14 21:34:03.130027, cost_time=0:01:01.108556 2021-04-14 21:34:04,204 INFO : EVAL, epoch=0021, iter=00010/00040, fetch data time cost=1.42ms, fps=2388 images/s, loss=1.7250, top1-acc=52.81%, top5-acc=83.05%, remaining_time=0:00:03.216720, arrival_time=2021-04-14 21:34:07.421057, cost_time=0:00:01.072235 2021-04-14 21:34:05,147 INFO : EVAL, epoch=0021, iter=00020/00040, fetch data time cost=1.33ms, fps=2715 images/s, loss=1.7371, top1-acc=52.70%, top5-acc=82.58%, remaining_time=0:00:02.015440, arrival_time=2021-04-14 21:34:07.162965, cost_time=0:00:02.015442 2021-04-14 21:34:06,093 INFO : EVAL, epoch=0021, iter=00030/00040, fetch data time cost=1.45ms, fps=2708 images/s, loss=1.7421, top1-acc=52.73%, top5-acc=82.47%, remaining_time=0:00:00.987050, arrival_time=2021-04-14 21:34:07.080269, cost_time=0:00:02.961142 2021-04-14 21:34:06,952 INFO : EVAL, epoch=0021, iter=00040/00040, fetch data time cost=0.08ms, fps=2702 images/s, loss=1.7359, top1-acc=52.44%, top5-acc=82.13%, remaining_time=0:00:00, arrival_time=2021-04-14 21:34:06.952111, cost_time=0:00:03.820058 2021-04-14 21:34:07,250 INFO : Epoch=0021 complete, best val top1-acc=57.19%, top5-acc=84.60% (epoch=15), remaining_time=3:15:12.793400, arrival_time=2021-04-15 00:49:20.043815, cost_time=0:22:54.126596 2021-04-14 21:34:07,251 INFO : Train start, epoch=0022, lr=0.097304 2021-04-14 21:34:10,631 INFO : TRAIN, epoch=0022, iter=00010/00196, fetch data time cost=2.52ms, fps=757 images/s, loss=1.0677, top1-acc=68.40%, top5-acc=92.70%, remaining_time=0:01:02.861304, arrival_time=2021-04-14 21:35:13.492836, cost_time=0:00:03.379636 2021-04-14 21:34:13,748 INFO : TRAIN, epoch=0022, iter=00020/00196, fetch data time cost=2.20ms, fps=821 images/s, loss=1.0857, top1-acc=67.97%, top5-acc=92.58%, remaining_time=0:00:57.170608, arrival_time=2021-04-14 21:35:10.919228, cost_time=0:00:06.496667 2021-04-14 21:34:16,871 INFO : TRAIN, epoch=0022, iter=00030/00196, fetch data time cost=1.58ms, fps=820 images/s, loss=1.0765, top1-acc=68.33%, top5-acc=92.75%, remaining_time=0:00:53.225576, arrival_time=2021-04-14 21:35:10.096598, cost_time=0:00:09.619078 2021-04-14 21:34:19,981 INFO : TRAIN, epoch=0022, iter=00040/00196, fetch data time cost=1.36ms, fps=823 images/s, loss=1.0768, top1-acc=68.20%, top5-acc=92.71%, remaining_time=0:00:49.645284, arrival_time=2021-04-14 21:35:09.626722, cost_time=0:00:12.729552 2021-04-14 21:34:23,096 INFO : TRAIN, epoch=0022, iter=00050/00196, fetch data time cost=1.42ms, fps=822 images/s, loss=1.0765, top1-acc=68.20%, top5-acc=92.63%, remaining_time=0:00:46.265502, arrival_time=2021-04-14 21:35:09.361908, cost_time=0:00:15.844369 2021-04-14 21:34:26,209 INFO : TRAIN, epoch=0022, iter=00060/00196, fetch data time cost=2.11ms, fps=823 images/s, loss=1.0870, top1-acc=68.02%, top5-acc=92.47%, remaining_time=0:00:42.970152, arrival_time=2021-04-14 21:35:09.179515, cost_time=0:00:18.957423 2021-04-14 21:34:29,325 INFO : TRAIN, epoch=0022, iter=00070/00196, fetch data time cost=1.67ms, fps=822 images/s, loss=1.0796, top1-acc=68.29%, top5-acc=92.68%, remaining_time=0:00:39.732714, arrival_time=2021-04-14 21:35:09.058451, cost_time=0:00:22.073726 2021-04-14 21:34:32,449 INFO : TRAIN, epoch=0022, iter=00080/00196, fetch data time cost=1.59ms, fps=820 images/s, loss=1.0907, top1-acc=67.93%, top5-acc=92.53%, remaining_time=0:00:36.535824, arrival_time=2021-04-14 21:35:08.984985, cost_time=0:00:25.197153 2021-04-14 21:34:35,562 INFO : TRAIN, epoch=0022, iter=00090/00196, fetch data time cost=2.13ms, fps=823 images/s, loss=1.0936, top1-acc=67.79%, top5-acc=92.46%, remaining_time=0:00:33.343254, arrival_time=2021-04-14 21:35:08.905438, cost_time=0:00:28.310300 2021-04-14 21:34:38,675 INFO : TRAIN, epoch=0022, iter=00100/00196, fetch data time cost=1.55ms, fps=822 images/s, loss=1.0974, top1-acc=67.71%, top5-acc=92.45%, remaining_time=0:00:30.166560, arrival_time=2021-04-14 21:35:08.842037, cost_time=0:00:31.423513 2021-04-14 21:34:41,792 INFO : TRAIN, epoch=0022, iter=00110/00196, fetch data time cost=1.42ms, fps=822 images/s, loss=1.1061, top1-acc=67.50%, top5-acc=92.36%, remaining_time=0:00:27.004172, arrival_time=2021-04-14 21:35:08.796305, cost_time=0:00:34.540243 2021-04-14 21:34:44,907 INFO : TRAIN, epoch=0022, iter=00120/00196, fetch data time cost=1.60ms, fps=822 images/s, loss=1.1102, top1-acc=67.29%, top5-acc=92.35%, remaining_time=0:00:23.848496, arrival_time=2021-04-14 21:35:08.756112, cost_time=0:00:37.655576 2021-04-14 21:34:48,039 INFO : TRAIN, epoch=0022, iter=00130/00196, fetch data time cost=2.20ms, fps=818 images/s, loss=1.1133, top1-acc=67.23%, top5-acc=92.32%, remaining_time=0:00:20.707434, arrival_time=2021-04-14 21:35:08.746737, cost_time=0:00:40.787366 2021-04-14 21:34:51,150 INFO : TRAIN, epoch=0022, iter=00140/00196, fetch data time cost=1.46ms, fps=823 images/s, loss=1.1173, top1-acc=67.15%, top5-acc=92.24%, remaining_time=0:00:17.559304, arrival_time=2021-04-14 21:35:08.709481, cost_time=0:00:43.898278 2021-04-14 21:34:54,260 INFO : TRAIN, epoch=0022, iter=00150/00196, fetch data time cost=2.07ms, fps=823 images/s, loss=1.1209, top1-acc=67.04%, top5-acc=92.20%, remaining_time=0:00:14.415894, arrival_time=2021-04-14 21:35:08.676232, cost_time=0:00:47.008338 2021-04-14 21:34:57,386 INFO : TRAIN, epoch=0022, iter=00160/00196, fetch data time cost=1.91ms, fps=819 images/s, loss=1.1246, top1-acc=66.92%, top5-acc=92.14%, remaining_time=0:00:11.280312, arrival_time=2021-04-14 21:35:08.666955, cost_time=0:00:50.134764 2021-04-14 21:35:00,503 INFO : TRAIN, epoch=0022, iter=00170/00196, fetch data time cost=1.59ms, fps=821 images/s, loss=1.1278, top1-acc=66.85%, top5-acc=92.06%, remaining_time=0:00:08.144422, arrival_time=2021-04-14 21:35:08.648282, cost_time=0:00:53.251970 2021-04-14 21:35:03,611 INFO : TRAIN, epoch=0022, iter=00180/00196, fetch data time cost=1.58ms, fps=824 images/s, loss=1.1294, top1-acc=66.82%, top5-acc=92.07%, remaining_time=0:00:05.009744, arrival_time=2021-04-14 21:35:08.621560, cost_time=0:00:56.359700 2021-04-14 21:35:06,732 INFO : TRAIN, epoch=0022, iter=00190/00196, fetch data time cost=1.29ms, fps=821 images/s, loss=1.1313, top1-acc=66.85%, top5-acc=92.01%, remaining_time=0:00:01.878342, arrival_time=2021-04-14 21:35:08.611120, cost_time=0:00:59.480817 2021-04-14 21:35:08,390 INFO : TRAIN, epoch=0022, iter=00196/00196, fetch data time cost=1.90ms, fps=821 images/s, loss=1.1344, top1-acc=66.76%, top5-acc=91.98%, remaining_time=0:00:00, arrival_time=2021-04-14 21:35:08.390671, cost_time=0:01:01.138777 2021-04-14 21:35:09,489 INFO : EVAL, epoch=0022, iter=00010/00040, fetch data time cost=1.76ms, fps=2335 images/s, loss=1.6437, top1-acc=55.43%, top5-acc=84.37%, remaining_time=0:00:03.288810, arrival_time=2021-04-14 21:35:12.777916, cost_time=0:00:01.096267 2021-04-14 21:35:10,436 INFO : EVAL, epoch=0022, iter=00020/00040, fetch data time cost=1.46ms, fps=2704 images/s, loss=1.6809, top1-acc=54.55%, top5-acc=83.96%, remaining_time=0:00:02.043480, arrival_time=2021-04-14 21:35:12.479802, cost_time=0:00:02.043481 2021-04-14 21:35:11,388 INFO : EVAL, epoch=0022, iter=00030/00040, fetch data time cost=1.96ms, fps=2691 images/s, loss=1.6767, top1-acc=54.90%, top5-acc=84.05%, remaining_time=0:00:00.998390, arrival_time=2021-04-14 21:35:12.386491, cost_time=0:00:02.995164 2021-04-14 21:35:12,251 INFO : EVAL, epoch=0022, iter=00040/00040, fetch data time cost=0.08ms, fps=2689 images/s, loss=1.6694, top1-acc=54.67%, top5-acc=84.02%, remaining_time=0:00:00, arrival_time=2021-04-14 21:35:12.251481, cost_time=0:00:03.858730 2021-04-14 21:35:12,498 INFO : Epoch=0022 complete, best val top1-acc=57.19%, top5-acc=84.60% (epoch=15), remaining_time=3:14:05.851496, arrival_time=2021-04-15 00:49:18.350205, cost_time=0:23:59.374895 2021-04-14 21:35:12,500 INFO : Train start, epoch=0023, lr=0.097044 2021-04-14 21:35:15,815 INFO : TRAIN, epoch=0023, iter=00010/00196, fetch data time cost=1.69ms, fps=772 images/s, loss=1.0677, top1-acc=68.67%, top5-acc=93.20%, remaining_time=0:01:01.648398, arrival_time=2021-04-14 21:36:17.463709, cost_time=0:00:03.314433 2021-04-14 21:35:18,939 INFO : TRAIN, epoch=0023, iter=00020/00196, fetch data time cost=1.74ms, fps=820 images/s, loss=1.0573, top1-acc=68.48%, top5-acc=93.44%, remaining_time=0:00:56.658448, arrival_time=2021-04-14 21:36:15.597863, cost_time=0:00:06.438464 2021-04-14 21:35:22,051 INFO : TRAIN, epoch=0023, iter=00030/00196, fetch data time cost=1.37ms, fps=823 images/s, loss=1.0694, top1-acc=68.16%, top5-acc=93.05%, remaining_time=0:00:52.848424, arrival_time=2021-04-14 21:36:14.900189, cost_time=0:00:09.550918 2021-04-14 21:35:25,172 INFO : TRAIN, epoch=0023, iter=00040/00196, fetch data time cost=1.54ms, fps=820 images/s, loss=1.0757, top1-acc=67.93%, top5-acc=92.92%, remaining_time=0:00:49.419708, arrival_time=2021-04-14 21:36:14.592308, cost_time=0:00:12.671729 2021-04-14 21:35:28,284 INFO : TRAIN, epoch=0023, iter=00050/00196, fetch data time cost=1.46ms, fps=823 images/s, loss=1.0701, top1-acc=68.35%, top5-acc=92.90%, remaining_time=0:00:46.088842, arrival_time=2021-04-14 21:36:14.373645, cost_time=0:00:15.783854 2021-04-14 21:35:31,402 INFO : TRAIN, epoch=0023, iter=00060/00196, fetch data time cost=1.56ms, fps=821 images/s, loss=1.0765, top1-acc=68.22%, top5-acc=92.83%, remaining_time=0:00:42.843672, arrival_time=2021-04-14 21:36:14.246161, cost_time=0:00:18.901631 2021-04-14 21:35:34,509 INFO : TRAIN, epoch=0023, iter=00070/00196, fetch data time cost=1.99ms, fps=824 images/s, loss=1.0758, top1-acc=68.15%, top5-acc=92.89%, remaining_time=0:00:39.615408, arrival_time=2021-04-14 21:36:14.124781, cost_time=0:00:22.008532 2021-04-14 21:35:37,639 INFO : TRAIN, epoch=0023, iter=00080/00196, fetch data time cost=2.14ms, fps=818 images/s, loss=1.0798, top1-acc=68.01%, top5-acc=92.74%, remaining_time=0:00:36.450680, arrival_time=2021-04-14 21:36:14.089992, cost_time=0:00:25.138427 2021-04-14 21:35:40,757 INFO : TRAIN, epoch=0023, iter=00090/00196, fetch data time cost=1.52ms, fps=821 images/s, loss=1.0843, top1-acc=67.93%, top5-acc=92.66%, remaining_time=0:00:33.279442, arrival_time=2021-04-14 21:36:14.036441, cost_time=0:00:28.256163 2021-04-14 21:35:43,872 INFO : TRAIN, epoch=0023, iter=00100/00196, fetch data time cost=1.64ms, fps=822 images/s, loss=1.0888, top1-acc=67.86%, top5-acc=92.64%, remaining_time=0:00:30.117120, arrival_time=2021-04-14 21:36:13.989959, cost_time=0:00:31.372000 2021-04-14 21:35:46,989 INFO : TRAIN, epoch=0023, iter=00110/00196, fetch data time cost=1.46ms, fps=822 images/s, loss=1.0971, top1-acc=67.58%, top5-acc=92.55%, remaining_time=0:00:26.963494, arrival_time=2021-04-14 21:36:13.952485, cost_time=0:00:34.488159 2021-04-14 21:35:50,096 INFO : TRAIN, epoch=0023, iter=00120/00196, fetch data time cost=1.36ms, fps=824 images/s, loss=1.0962, top1-acc=67.59%, top5-acc=92.57%, remaining_time=0:00:23.810420, arrival_time=2021-04-14 21:36:13.906701, cost_time=0:00:37.595439 2021-04-14 21:35:53,227 INFO : TRAIN, epoch=0023, iter=00130/00196, fetch data time cost=2.56ms, fps=818 images/s, loss=1.0976, top1-acc=67.57%, top5-acc=92.52%, remaining_time=0:00:20.676480, arrival_time=2021-04-14 21:36:13.903717, cost_time=0:00:40.726384 2021-04-14 21:35:56,340 INFO : TRAIN, epoch=0023, iter=00140/00196, fetch data time cost=1.58ms, fps=822 images/s, loss=1.1005, top1-acc=67.48%, top5-acc=92.46%, remaining_time=0:00:17.535840, arrival_time=2021-04-14 21:36:13.876255, cost_time=0:00:43.839576 2021-04-14 21:35:59,460 INFO : TRAIN, epoch=0023, iter=00150/00196, fetch data time cost=1.83ms, fps=821 images/s, loss=1.0983, top1-acc=67.60%, top5-acc=92.48%, remaining_time=0:00:14.401036, arrival_time=2021-04-14 21:36:13.861822, cost_time=0:00:46.959931 2021-04-14 21:36:02,588 INFO : TRAIN, epoch=0023, iter=00160/00196, fetch data time cost=1.48ms, fps=819 images/s, loss=1.0967, top1-acc=67.68%, top5-acc=92.45%, remaining_time=0:00:11.269584, arrival_time=2021-04-14 21:36:13.857627, cost_time=0:00:50.087078 2021-04-14 21:36:05,713 INFO : TRAIN, epoch=0023, iter=00170/00196, fetch data time cost=1.65ms, fps=819 images/s, loss=1.1023, top1-acc=67.46%, top5-acc=92.40%, remaining_time=0:00:08.138390, arrival_time=2021-04-14 21:36:13.851809, cost_time=0:00:53.212574 2021-04-14 21:36:08,825 INFO : TRAIN, epoch=0023, iter=00180/00196, fetch data time cost=2.40ms, fps=823 images/s, loss=1.1051, top1-acc=67.39%, top5-acc=92.35%, remaining_time=0:00:05.006624, arrival_time=2021-04-14 21:36:13.832129, cost_time=0:00:56.324610 2021-04-14 21:36:11,936 INFO : TRAIN, epoch=0023, iter=00190/00196, fetch data time cost=1.67ms, fps=823 images/s, loss=1.1111, top1-acc=67.25%, top5-acc=92.28%, remaining_time=0:00:01.876914, arrival_time=2021-04-14 21:36:13.813350, cost_time=0:00:59.435608 2021-04-14 21:36:13,595 INFO : TRAIN, epoch=0023, iter=00196/00196, fetch data time cost=1.44ms, fps=820 images/s, loss=1.1112, top1-acc=67.28%, top5-acc=92.29%, remaining_time=0:00:00, arrival_time=2021-04-14 21:36:13.595872, cost_time=0:01:01.094906 2021-04-14 21:36:14,709 INFO : EVAL, epoch=0023, iter=00010/00040, fetch data time cost=0.19ms, fps=2305 images/s, loss=1.5909, top1-acc=56.29%, top5-acc=85.74%, remaining_time=0:00:03.331410, arrival_time=2021-04-14 21:36:18.040654, cost_time=0:00:01.110468 2021-04-14 21:36:15,650 INFO : EVAL, epoch=0023, iter=00020/00040, fetch data time cost=1.54ms, fps=2720 images/s, loss=1.6070, top1-acc=55.43%, top5-acc=85.12%, remaining_time=0:00:02.051940, arrival_time=2021-04-14 21:36:17.702646, cost_time=0:00:02.051941 2021-04-14 21:36:16,598 INFO : EVAL, epoch=0023, iter=00030/00040, fetch data time cost=1.81ms, fps=2703 images/s, loss=1.6084, top1-acc=55.57%, top5-acc=84.54%, remaining_time=0:00:00.999760, arrival_time=2021-04-14 21:36:17.597798, cost_time=0:00:02.999273 2021-04-14 21:36:17,458 INFO : EVAL, epoch=0023, iter=00040/00040, fetch data time cost=0.11ms, fps=2697 images/s, loss=1.5901, top1-acc=55.73%, top5-acc=84.70%, remaining_time=0:00:00, arrival_time=2021-04-14 21:36:17.458536, cost_time=0:00:03.859706 2021-04-14 21:36:17,742 INFO : Epoch=0023 complete, best val top1-acc=57.19%, top5-acc=84.60% (epoch=15), remaining_time=3:12:59.023347, arrival_time=2021-04-15 00:49:16.766054, cost_time=0:25:04.618863 2021-04-14 21:36:17,745 INFO : Train start, epoch=0024, lr=0.096772 2021-04-14 21:36:21,065 INFO : TRAIN, epoch=0024, iter=00010/00196, fetch data time cost=2.24ms, fps=771 images/s, loss=1.1238, top1-acc=67.46%, top5-acc=92.30%, remaining_time=0:01:01.757394, arrival_time=2021-04-14 21:37:22.822987, cost_time=0:00:03.320290 2021-04-14 21:36:24,180 INFO : TRAIN, epoch=0024, iter=00020/00196, fetch data time cost=1.35ms, fps=822 images/s, loss=1.1043, top1-acc=67.38%, top5-acc=92.29%, remaining_time=0:00:56.625536, arrival_time=2021-04-14 21:37:20.805645, cost_time=0:00:06.434717 2021-04-14 21:36:27,292 INFO : TRAIN, epoch=0024, iter=00030/00196, fetch data time cost=1.49ms, fps=823 images/s, loss=1.0899, top1-acc=68.20%, top5-acc=92.29%, remaining_time=0:00:52.827010, arrival_time=2021-04-14 21:37:20.119405, cost_time=0:00:09.547057 2021-04-14 21:36:30,431 INFO : TRAIN, epoch=0024, iter=00040/00196, fetch data time cost=1.55ms, fps=816 images/s, loss=1.0871, top1-acc=68.24%, top5-acc=92.43%, remaining_time=0:00:49.475088, arrival_time=2021-04-14 21:37:19.906424, cost_time=0:00:12.685910 2021-04-14 21:36:33,547 INFO : TRAIN, epoch=0024, iter=00050/00196, fetch data time cost=2.16ms, fps=822 images/s, loss=1.0855, top1-acc=68.10%, top5-acc=92.51%, remaining_time=0:00:46.142278, arrival_time=2021-04-14 21:37:19.689738, cost_time=0:00:15.802172 2021-04-14 21:36:36,663 INFO : TRAIN, epoch=0024, iter=00060/00196, fetch data time cost=1.57ms, fps=822 images/s, loss=1.0805, top1-acc=68.22%, top5-acc=92.62%, remaining_time=0:00:42.879848, arrival_time=2021-04-14 21:37:19.542840, cost_time=0:00:18.917605 2021-04-14 21:36:39,791 INFO : TRAIN, epoch=0024, iter=00070/00196, fetch data time cost=1.46ms, fps=819 images/s, loss=1.0792, top1-acc=68.34%, top5-acc=92.63%, remaining_time=0:00:39.682188, arrival_time=2021-04-14 21:37:19.473191, cost_time=0:00:22.045665 2021-04-14 21:36:42,913 INFO : TRAIN, epoch=0024, iter=00080/00196, fetch data time cost=2.30ms, fps=820 images/s, loss=1.0820, top1-acc=68.16%, top5-acc=92.64%, remaining_time=0:00:36.493484, arrival_time=2021-04-14 21:37:19.406765, cost_time=0:00:25.167881 2021-04-14 21:36:46,023 INFO : TRAIN, epoch=0024, iter=00090/00196, fetch data time cost=1.53ms, fps=823 images/s, loss=1.0874, top1-acc=68.00%, top5-acc=92.57%, remaining_time=0:00:33.304988, arrival_time=2021-04-14 21:37:19.328053, cost_time=0:00:28.277799 2021-04-14 21:36:49,134 INFO : TRAIN, epoch=0024, iter=00100/00196, fetch data time cost=1.90ms, fps=823 images/s, loss=1.0883, top1-acc=68.06%, top5-acc=92.57%, remaining_time=0:00:30.133440, arrival_time=2021-04-14 21:37:19.267775, cost_time=0:00:31.389026 2021-04-14 21:36:52,257 INFO : TRAIN, epoch=0024, iter=00110/00196, fetch data time cost=1.66ms, fps=820 images/s, loss=1.0925, top1-acc=67.97%, top5-acc=92.47%, remaining_time=0:00:26.981984, arrival_time=2021-04-14 21:37:19.239110, cost_time=0:00:34.511873 2021-04-14 21:36:55,379 INFO : TRAIN, epoch=0024, iter=00120/00196, fetch data time cost=1.99ms, fps=820 images/s, loss=1.0933, top1-acc=67.96%, top5-acc=92.43%, remaining_time=0:00:23.835044, arrival_time=2021-04-14 21:37:19.214629, cost_time=0:00:37.634318 2021-04-14 21:36:58,501 INFO : TRAIN, epoch=0024, iter=00130/00196, fetch data time cost=1.96ms, fps=820 images/s, loss=1.0929, top1-acc=68.06%, top5-acc=92.42%, remaining_time=0:00:20.691594, arrival_time=2021-04-14 21:37:19.193221, cost_time=0:00:40.756122 2021-04-14 21:37:01,624 INFO : TRAIN, epoch=0024, iter=00140/00196, fetch data time cost=1.44ms, fps=820 images/s, loss=1.0946, top1-acc=68.00%, top5-acc=92.43%, remaining_time=0:00:17.551576, arrival_time=2021-04-14 21:37:19.175782, cost_time=0:00:43.878938 2021-04-14 21:37:04,744 INFO : TRAIN, epoch=0024, iter=00150/00196, fetch data time cost=2.20ms, fps=821 images/s, loss=1.0980, top1-acc=67.89%, top5-acc=92.40%, remaining_time=0:00:14.413134, arrival_time=2021-04-14 21:37:19.157784, cost_time=0:00:46.999341 2021-04-14 21:37:07,849 INFO : TRAIN, epoch=0024, iter=00160/00196, fetch data time cost=1.45ms, fps=825 images/s, loss=1.1041, top1-acc=67.65%, top5-acc=92.33%, remaining_time=0:00:11.273436, arrival_time=2021-04-14 21:37:19.122900, cost_time=0:00:50.104195 2021-04-14 21:37:10,970 INFO : TRAIN, epoch=0024, iter=00170/00196, fetch data time cost=2.07ms, fps=820 images/s, loss=1.1090, top1-acc=67.54%, top5-acc=92.25%, remaining_time=0:00:08.140314, arrival_time=2021-04-14 21:37:19.110908, cost_time=0:00:53.225202 2021-04-14 21:37:14,078 INFO : TRAIN, epoch=0024, iter=00180/00196, fetch data time cost=1.39ms, fps=824 images/s, loss=1.1140, top1-acc=67.40%, top5-acc=92.19%, remaining_time=0:00:05.007424, arrival_time=2021-04-14 21:37:19.086214, cost_time=0:00:56.333523 2021-04-14 21:37:17,188 INFO : TRAIN, epoch=0024, iter=00190/00196, fetch data time cost=1.28ms, fps=823 images/s, loss=1.1171, top1-acc=67.27%, top5-acc=92.13%, remaining_time=0:00:01.877166, arrival_time=2021-04-14 21:37:19.065970, cost_time=0:00:59.443625 2021-04-14 21:37:18,841 INFO : TRAIN, epoch=0024, iter=00196/00196, fetch data time cost=1.43ms, fps=823 images/s, loss=1.1194, top1-acc=67.23%, top5-acc=92.10%, remaining_time=0:00:00, arrival_time=2021-04-14 21:37:18.841756, cost_time=0:01:01.096575 2021-04-14 21:37:19,916 INFO : EVAL, epoch=0024, iter=00010/00040, fetch data time cost=2.32ms, fps=2386 images/s, loss=1.6211, top1-acc=54.18%, top5-acc=85.98%, remaining_time=0:00:03.218010, arrival_time=2021-04-14 21:37:23.134573, cost_time=0:00:01.072668 2021-04-14 21:37:20,860 INFO : EVAL, epoch=0024, iter=00020/00040, fetch data time cost=1.39ms, fps=2714 images/s, loss=1.6572, top1-acc=54.55%, top5-acc=84.34%, remaining_time=0:00:02.016700, arrival_time=2021-04-14 21:37:22.877177, cost_time=0:00:02.016701 2021-04-14 21:37:21,810 INFO : EVAL, epoch=0024, iter=00030/00040, fetch data time cost=1.55ms, fps=2697 images/s, loss=1.6514, top1-acc=54.67%, top5-acc=84.31%, remaining_time=0:00:00.988780, arrival_time=2021-04-14 21:37:22.798834, cost_time=0:00:02.966353 2021-04-14 21:37:22,679 INFO : EVAL, epoch=0024, iter=00040/00040, fetch data time cost=0.10ms, fps=2668 images/s, loss=1.6575, top1-acc=54.57%, top5-acc=84.19%, remaining_time=0:00:00, arrival_time=2021-04-14 21:37:22.679938, cost_time=0:00:03.836221 2021-04-14 21:37:23,020 INFO : Epoch=0024 complete, best val top1-acc=57.19%, top5-acc=84.60% (epoch=15), remaining_time=3:11:52.578176, arrival_time=2021-04-15 00:49:15.599015, cost_time=0:26:09.897024 2021-04-14 21:37:23,022 INFO : Train start, epoch=0025, lr=0.096489 2021-04-14 21:37:26,356 INFO : TRAIN, epoch=0025, iter=00010/00196, fetch data time cost=1.45ms, fps=768 images/s, loss=1.0654, top1-acc=68.91%, top5-acc=92.62%, remaining_time=0:01:02.006262, arrival_time=2021-04-14 21:38:28.362323, cost_time=0:00:03.333666 2021-04-14 21:37:29,472 INFO : TRAIN, epoch=0025, iter=00020/00196, fetch data time cost=1.69ms, fps=822 images/s, loss=1.0365, top1-acc=69.30%, top5-acc=92.97%, remaining_time=0:00:56.761056, arrival_time=2021-04-14 21:38:26.233571, cost_time=0:00:06.450111 2021-04-14 21:37:32,587 INFO : TRAIN, epoch=0025, iter=00030/00196, fetch data time cost=1.37ms, fps=822 images/s, loss=1.0404, top1-acc=69.39%, top5-acc=92.94%, remaining_time=0:00:52.928104, arrival_time=2021-04-14 21:38:25.515871, cost_time=0:00:09.565317 2021-04-14 21:37:35,696 INFO : TRAIN, epoch=0025, iter=00040/00196, fetch data time cost=1.55ms, fps=824 images/s, loss=1.0493, top1-acc=69.13%, top5-acc=92.91%, remaining_time=0:00:49.428600, arrival_time=2021-04-14 21:38:25.124936, cost_time=0:00:12.674016 2021-04-14 21:37:38,809 INFO : TRAIN, epoch=0025, iter=00050/00196, fetch data time cost=2.18ms, fps=822 images/s, loss=1.0574, top1-acc=68.98%, top5-acc=92.84%, remaining_time=0:00:46.098478, arrival_time=2021-04-14 21:38:24.908021, cost_time=0:00:15.787163 2021-04-14 21:37:41,920 INFO : TRAIN, epoch=0025, iter=00060/00196, fetch data time cost=1.89ms, fps=823 images/s, loss=1.0653, top1-acc=68.74%, top5-acc=92.81%, remaining_time=0:00:42.836600, arrival_time=2021-04-14 21:38:24.757431, cost_time=0:00:18.898477 2021-04-14 21:37:45,040 INFO : TRAIN, epoch=0025, iter=00070/00196, fetch data time cost=1.48ms, fps=821 images/s, loss=1.0677, top1-acc=68.58%, top5-acc=92.83%, remaining_time=0:00:39.632166, arrival_time=2021-04-14 21:38:24.672543, cost_time=0:00:22.017872 2021-04-14 21:37:48,165 INFO : TRAIN, epoch=0025, iter=00080/00196, fetch data time cost=2.08ms, fps=819 images/s, loss=1.0688, top1-acc=68.47%, top5-acc=92.75%, remaining_time=0:00:36.457756, arrival_time=2021-04-14 21:38:24.623537, cost_time=0:00:25.143257 2021-04-14 21:37:51,277 INFO : TRAIN, epoch=0025, iter=00090/00196, fetch data time cost=1.47ms, fps=823 images/s, loss=1.0734, top1-acc=68.36%, top5-acc=92.69%, remaining_time=0:00:33.278276, arrival_time=2021-04-14 21:38:24.555837, cost_time=0:00:28.255163 2021-04-14 21:37:54,399 INFO : TRAIN, epoch=0025, iter=00100/00196, fetch data time cost=1.44ms, fps=820 images/s, loss=1.0763, top1-acc=68.33%, top5-acc=92.65%, remaining_time=0:00:30.122304, arrival_time=2021-04-14 21:38:24.522141, cost_time=0:00:31.377421 2021-04-14 21:37:57,509 INFO : TRAIN, epoch=0025, iter=00110/00196, fetch data time cost=1.55ms, fps=823 images/s, loss=1.0779, top1-acc=68.25%, top5-acc=92.62%, remaining_time=0:00:26.962634, arrival_time=2021-04-14 21:38:24.472112, cost_time=0:00:34.487069 2021-04-14 21:38:00,618 INFO : TRAIN, epoch=0025, iter=00120/00196, fetch data time cost=1.46ms, fps=824 images/s, loss=1.0847, top1-acc=68.12%, top5-acc=92.53%, remaining_time=0:00:23.810952, arrival_time=2021-04-14 21:38:24.429615, cost_time=0:00:37.596244 2021-04-14 21:38:03,735 INFO : TRAIN, epoch=0025, iter=00130/00196, fetch data time cost=1.97ms, fps=821 images/s, loss=1.0913, top1-acc=67.91%, top5-acc=92.48%, remaining_time=0:00:20.669748, arrival_time=2021-04-14 21:38:24.405531, cost_time=0:00:40.713197 2021-04-14 21:38:06,850 INFO : TRAIN, epoch=0025, iter=00140/00196, fetch data time cost=1.46ms, fps=822 images/s, loss=1.0955, top1-acc=67.82%, top5-acc=92.43%, remaining_time=0:00:17.531192, arrival_time=2021-04-14 21:38:24.381563, cost_time=0:00:43.827990 2021-04-14 21:38:09,964 INFO : TRAIN, epoch=0025, iter=00150/00196, fetch data time cost=1.53ms, fps=822 images/s, loss=1.0975, top1-acc=67.80%, top5-acc=92.37%, remaining_time=0:00:14.395608, arrival_time=2021-04-14 21:38:24.360234, cost_time=0:00:46.942215 2021-04-14 21:38:13,075 INFO : TRAIN, epoch=0025, iter=00160/00196, fetch data time cost=1.45ms, fps=823 images/s, loss=1.0988, top1-acc=67.75%, top5-acc=92.35%, remaining_time=0:00:11.261988, arrival_time=2021-04-14 21:38:24.337828, cost_time=0:00:50.053277 2021-04-14 21:38:16,188 INFO : TRAIN, epoch=0025, iter=00170/00196, fetch data time cost=3.16ms, fps=823 images/s, loss=1.1035, top1-acc=67.65%, top5-acc=92.26%, remaining_time=0:00:08.131240, arrival_time=2021-04-14 21:38:24.319495, cost_time=0:00:53.165855 2021-04-14 21:38:19,309 INFO : TRAIN, epoch=0025, iter=00180/00196, fetch data time cost=1.52ms, fps=820 images/s, loss=1.1034, top1-acc=67.66%, top5-acc=92.25%, remaining_time=0:00:05.003264, arrival_time=2021-04-14 21:38:24.312634, cost_time=0:00:56.286738 2021-04-14 21:38:22,420 INFO : TRAIN, epoch=0025, iter=00190/00196, fetch data time cost=1.26ms, fps=823 images/s, loss=1.1053, top1-acc=67.60%, top5-acc=92.21%, remaining_time=0:00:01.875744, arrival_time=2021-04-14 21:38:24.296605, cost_time=0:00:59.398538 2021-04-14 21:38:24,089 INFO : TRAIN, epoch=0025, iter=00196/00196, fetch data time cost=1.26ms, fps=815 images/s, loss=1.1069, top1-acc=67.59%, top5-acc=92.19%, remaining_time=0:00:00, arrival_time=2021-04-14 21:38:24.089358, cost_time=0:01:01.066917 2021-04-14 21:38:25,160 INFO : EVAL, epoch=0025, iter=00010/00040, fetch data time cost=1.97ms, fps=2396 images/s, loss=1.8292, top1-acc=51.21%, top5-acc=81.60%, remaining_time=0:00:03.205380, arrival_time=2021-04-14 21:38:28.365503, cost_time=0:00:01.068457 2021-04-14 21:38:26,103 INFO : EVAL, epoch=0025, iter=00020/00040, fetch data time cost=1.32ms, fps=2715 images/s, loss=1.8164, top1-acc=51.99%, top5-acc=81.58%, remaining_time=0:00:02.011760, arrival_time=2021-04-14 21:38:28.115185, cost_time=0:00:02.011765 2021-04-14 21:38:27,049 INFO : EVAL, epoch=0025, iter=00030/00040, fetch data time cost=1.50ms, fps=2708 images/s, loss=1.8223, top1-acc=52.14%, top5-acc=81.54%, remaining_time=0:00:00.985870, arrival_time=2021-04-14 21:38:28.035148, cost_time=0:00:02.957623 2021-04-14 21:38:27,908 INFO : EVAL, epoch=0025, iter=00040/00040, fetch data time cost=0.09ms, fps=2702 images/s, loss=1.8066, top1-acc=52.25%, top5-acc=81.51%, remaining_time=0:00:00, arrival_time=2021-04-14 21:38:27.908321, cost_time=0:00:03.816670 2021-04-14 21:38:28,207 INFO : Epoch=0025 complete, best val top1-acc=57.19%, top5-acc=84.60% (epoch=15), remaining_time=3:10:45.586075, arrival_time=2021-04-15 00:49:13.793641, cost_time=0:27:15.083719 2021-04-14 21:38:28,209 INFO : Train start, epoch=0026, lr=0.096194 2021-04-14 21:38:31,508 INFO : TRAIN, epoch=0026, iter=00010/00196, fetch data time cost=1.47ms, fps=776 images/s, loss=1.0871, top1-acc=68.05%, top5-acc=92.93%, remaining_time=0:01:01.346520, arrival_time=2021-04-14 21:39:32.854804, cost_time=0:00:03.298203 2021-04-14 21:38:34,624 INFO : TRAIN, epoch=0026, iter=00020/00196, fetch data time cost=2.25ms, fps=822 images/s, loss=1.0526, top1-acc=69.04%, top5-acc=93.07%, remaining_time=0:00:56.442848, arrival_time=2021-04-14 21:39:31.066789, cost_time=0:00:06.413960 2021-04-14 21:38:37,730 INFO : TRAIN, epoch=0026, iter=00030/00196, fetch data time cost=1.70ms, fps=824 images/s, loss=1.0364, top1-acc=69.48%, top5-acc=93.12%, remaining_time=0:00:52.680764, arrival_time=2021-04-14 21:39:30.411405, cost_time=0:00:09.520617 2021-04-14 21:38:40,849 INFO : TRAIN, epoch=0026, iter=00040/00196, fetch data time cost=1.91ms, fps=821 images/s, loss=1.0490, top1-acc=68.95%, top5-acc=93.05%, remaining_time=0:00:49.291788, arrival_time=2021-04-14 21:39:30.140750, cost_time=0:00:12.638919 2021-04-14 21:38:43,988 INFO : TRAIN, epoch=0026, iter=00050/00196, fetch data time cost=2.79ms, fps=816 images/s, loss=1.0576, top1-acc=68.66%, top5-acc=92.90%, remaining_time=0:00:46.074242, arrival_time=2021-04-14 21:39:30.063036, cost_time=0:00:15.778858 2021-04-14 21:38:47,113 INFO : TRAIN, epoch=0026, iter=00060/00196, fetch data time cost=2.53ms, fps=819 images/s, loss=1.0613, top1-acc=68.61%, top5-acc=92.87%, remaining_time=0:00:42.848704, arrival_time=2021-04-14 21:39:29.962514, cost_time=0:00:18.903821 2021-04-14 21:38:50,232 INFO : TRAIN, epoch=0026, iter=00070/00196, fetch data time cost=1.50ms, fps=821 images/s, loss=1.0659, top1-acc=68.39%, top5-acc=92.78%, remaining_time=0:00:39.639978, arrival_time=2021-04-14 21:39:29.872114, cost_time=0:00:22.022197 2021-04-14 21:38:53,349 INFO : TRAIN, epoch=0026, iter=00080/00196, fetch data time cost=1.72ms, fps=821 images/s, loss=1.0680, top1-acc=68.50%, top5-acc=92.73%, remaining_time=0:00:36.452072, arrival_time=2021-04-14 21:39:29.801374, cost_time=0:00:25.139359 2021-04-14 21:38:56,458 INFO : TRAIN, epoch=0026, iter=00090/00196, fetch data time cost=1.53ms, fps=823 images/s, loss=1.0774, top1-acc=68.26%, top5-acc=92.57%, remaining_time=0:00:33.270856, arrival_time=2021-04-14 21:39:29.729650, cost_time=0:00:28.248854 2021-04-14 21:38:59,567 INFO : TRAIN, epoch=0026, iter=00100/00196, fetch data time cost=1.41ms, fps=824 images/s, loss=1.0846, top1-acc=68.18%, top5-acc=92.42%, remaining_time=0:00:30.103200, arrival_time=2021-04-14 21:39:29.670703, cost_time=0:00:31.357530 2021-04-14 21:39:02,673 INFO : TRAIN, epoch=0026, iter=00110/00196, fetch data time cost=1.46ms, fps=824 images/s, loss=1.0863, top1-acc=68.13%, top5-acc=92.39%, remaining_time=0:00:26.943972, arrival_time=2021-04-14 21:39:29.617009, cost_time=0:00:34.463193 2021-04-14 21:39:05,784 INFO : TRAIN, epoch=0026, iter=00120/00196, fetch data time cost=2.25ms, fps=823 images/s, loss=1.0854, top1-acc=68.16%, top5-acc=92.38%, remaining_time=0:00:23.797272, arrival_time=2021-04-14 21:39:29.581874, cost_time=0:00:37.574593 2021-04-14 21:39:08,917 INFO : TRAIN, epoch=0026, iter=00130/00196, fetch data time cost=1.62ms, fps=817 images/s, loss=1.0888, top1-acc=68.11%, top5-acc=92.37%, remaining_time=0:00:20.666778, arrival_time=2021-04-14 21:39:29.584011, cost_time=0:00:40.707243 2021-04-14 21:39:12,052 INFO : TRAIN, epoch=0026, iter=00140/00196, fetch data time cost=1.67ms, fps=817 images/s, loss=1.0915, top1-acc=68.05%, top5-acc=92.39%, remaining_time=0:00:17.536904, arrival_time=2021-04-14 21:39:29.589065, cost_time=0:00:43.842244 2021-04-14 21:39:15,167 INFO : TRAIN, epoch=0026, iter=00150/00196, fetch data time cost=1.50ms, fps=822 images/s, loss=1.0957, top1-acc=67.96%, top5-acc=92.34%, remaining_time=0:00:14.400346, arrival_time=2021-04-14 21:39:29.567998, cost_time=0:00:46.957635 2021-04-14 21:39:18,276 INFO : TRAIN, epoch=0026, iter=00160/00196, fetch data time cost=1.54ms, fps=824 images/s, loss=1.0974, top1-acc=67.94%, top5-acc=92.29%, remaining_time=0:00:11.264940, arrival_time=2021-04-14 21:39:29.541233, cost_time=0:00:50.066450 2021-04-14 21:39:21,387 INFO : TRAIN, epoch=0026, iter=00170/00196, fetch data time cost=2.05ms, fps=823 images/s, loss=1.1001, top1-acc=67.87%, top5-acc=92.26%, remaining_time=0:00:08.132982, arrival_time=2021-04-14 21:39:29.520170, cost_time=0:00:53.177192 2021-04-14 21:39:24,502 INFO : TRAIN, epoch=0026, iter=00180/00196, fetch data time cost=1.51ms, fps=822 images/s, loss=1.0990, top1-acc=67.83%, top5-acc=92.27%, remaining_time=0:00:05.003792, arrival_time=2021-04-14 21:39:29.506365, cost_time=0:00:56.292705 2021-04-14 21:39:27,623 INFO : TRAIN, epoch=0026, iter=00190/00196, fetch data time cost=1.32ms, fps=820 images/s, loss=1.1018, top1-acc=67.77%, top5-acc=92.26%, remaining_time=0:00:01.876206, arrival_time=2021-04-14 21:39:29.499517, cost_time=0:00:59.413134 2021-04-14 21:39:29,290 INFO : TRAIN, epoch=0026, iter=00196/00196, fetch data time cost=1.81ms, fps=816 images/s, loss=1.1054, top1-acc=67.68%, top5-acc=92.22%, remaining_time=0:00:00, arrival_time=2021-04-14 21:39:29.290315, cost_time=0:01:01.080386 2021-04-14 21:39:30,349 INFO : EVAL, epoch=0026, iter=00010/00040, fetch data time cost=0.21ms, fps=2422 images/s, loss=1.5546, top1-acc=56.64%, top5-acc=85.82%, remaining_time=0:00:03.170640, arrival_time=2021-04-14 21:39:33.520078, cost_time=0:00:01.056877 2021-04-14 21:39:31,296 INFO : EVAL, epoch=0026, iter=00020/00040, fetch data time cost=1.63ms, fps=2704 images/s, loss=1.5537, top1-acc=56.52%, top5-acc=85.41%, remaining_time=0:00:02.004320, arrival_time=2021-04-14 21:39:33.301028, cost_time=0:00:02.004318 2021-04-14 21:39:32,244 INFO : EVAL, epoch=0026, iter=00030/00040, fetch data time cost=1.59ms, fps=2702 images/s, loss=1.5609, top1-acc=56.63%, top5-acc=85.39%, remaining_time=0:00:00.984030, arrival_time=2021-04-14 21:39:33.228670, cost_time=0:00:02.952098 2021-04-14 21:39:33,105 INFO : EVAL, epoch=0026, iter=00040/00040, fetch data time cost=0.08ms, fps=2697 images/s, loss=1.5900, top1-acc=56.57%, top5-acc=85.19%, remaining_time=0:00:00, arrival_time=2021-04-14 21:39:33.105317, cost_time=0:00:03.812957 2021-04-14 21:39:33,397 INFO : Epoch=0026 complete, best val top1-acc=57.19%, top5-acc=84.60% (epoch=15), remaining_time=3:09:38.752098, arrival_time=2021-04-15 00:49:12.149213, cost_time=0:28:20.273291 2021-04-14 21:39:33,399 INFO : Train start, epoch=0027, lr=0.095888 2021-04-14 21:39:36,676 INFO : TRAIN, epoch=0027, iter=00010/00196, fetch data time cost=1.46ms, fps=781 images/s, loss=1.0104, top1-acc=70.20%, top5-acc=93.24%, remaining_time=0:01:00.946434, arrival_time=2021-04-14 21:40:37.622882, cost_time=0:00:03.276688 2021-04-14 21:39:39,800 INFO : TRAIN, epoch=0027, iter=00020/00196, fetch data time cost=2.14ms, fps=820 images/s, loss=1.0213, top1-acc=69.86%, top5-acc=93.07%, remaining_time=0:00:56.321760, arrival_time=2021-04-14 21:40:36.121768, cost_time=0:00:06.400198 2021-04-14 21:39:42,918 INFO : TRAIN, epoch=0027, iter=00030/00196, fetch data time cost=2.28ms, fps=821 images/s, loss=1.0283, top1-acc=69.65%, top5-acc=93.16%, remaining_time=0:00:52.670970, arrival_time=2021-04-14 21:40:35.589658, cost_time=0:00:09.518864 2021-04-14 21:39:46,031 INFO : TRAIN, epoch=0027, iter=00040/00196, fetch data time cost=1.43ms, fps=823 images/s, loss=1.0288, top1-acc=69.31%, top5-acc=93.13%, remaining_time=0:00:49.264332, arrival_time=2021-04-14 21:40:35.295964, cost_time=0:00:12.631866 2021-04-14 21:39:49,142 INFO : TRAIN, epoch=0027, iter=00050/00196, fetch data time cost=1.44ms, fps=823 images/s, loss=1.0410, top1-acc=69.12%, top5-acc=93.12%, remaining_time=0:00:45.969852, arrival_time=2021-04-14 21:40:35.112733, cost_time=0:00:15.743119 2021-04-14 21:39:52,257 INFO : TRAIN, epoch=0027, iter=00060/00196, fetch data time cost=1.64ms, fps=822 images/s, loss=1.0447, top1-acc=69.11%, top5-acc=92.98%, remaining_time=0:00:42.743712, arrival_time=2021-04-14 21:40:35.000997, cost_time=0:00:18.857524 2021-04-14 21:39:55,368 INFO : TRAIN, epoch=0027, iter=00070/00196, fetch data time cost=1.49ms, fps=823 images/s, loss=1.0448, top1-acc=69.10%, top5-acc=92.98%, remaining_time=0:00:39.542958, arrival_time=2021-04-14 21:40:34.911017, cost_time=0:00:21.968301 2021-04-14 21:39:58,483 INFO : TRAIN, epoch=0027, iter=00080/00196, fetch data time cost=1.55ms, fps=822 images/s, loss=1.0490, top1-acc=68.95%, top5-acc=92.99%, remaining_time=0:00:36.370988, arrival_time=2021-04-14 21:40:34.854210, cost_time=0:00:25.083457 2021-04-14 21:40:01,599 INFO : TRAIN, epoch=0027, iter=00090/00196, fetch data time cost=1.46ms, fps=822 images/s, loss=1.0575, top1-acc=68.68%, top5-acc=92.83%, remaining_time=0:00:33.212662, arrival_time=2021-04-14 21:40:34.811756, cost_time=0:00:28.199421 2021-04-14 21:40:04,723 INFO : TRAIN, epoch=0027, iter=00100/00196, fetch data time cost=2.28ms, fps=820 images/s, loss=1.0585, top1-acc=68.67%, top5-acc=92.80%, remaining_time=0:00:30.070176, arrival_time=2021-04-14 21:40:34.793126, cost_time=0:00:31.323084 2021-04-14 21:40:07,835 INFO : TRAIN, epoch=0027, iter=00110/00196, fetch data time cost=1.36ms, fps=823 images/s, loss=1.0638, top1-acc=68.56%, top5-acc=92.75%, remaining_time=0:00:26.922042, arrival_time=2021-04-14 21:40:34.756995, cost_time=0:00:34.435188 2021-04-14 21:40:10,961 INFO : TRAIN, epoch=0027, iter=00120/00196, fetch data time cost=2.20ms, fps=819 images/s, loss=1.0662, top1-acc=68.52%, top5-acc=92.70%, remaining_time=0:00:23.789292, arrival_time=2021-04-14 21:40:34.751100, cost_time=0:00:37.562048 2021-04-14 21:40:14,072 INFO : TRAIN, epoch=0027, iter=00130/00196, fetch data time cost=1.45ms, fps=823 images/s, loss=1.0704, top1-acc=68.45%, top5-acc=92.61%, remaining_time=0:00:20.648892, arrival_time=2021-04-14 21:40:34.720774, cost_time=0:00:40.672062 2021-04-14 21:40:17,189 INFO : TRAIN, epoch=0027, iter=00140/00196, fetch data time cost=1.65ms, fps=821 images/s, loss=1.0753, top1-acc=68.40%, top5-acc=92.53%, remaining_time=0:00:17.516016, arrival_time=2021-04-14 21:40:34.705798, cost_time=0:00:43.790016 2021-04-14 21:40:20,296 INFO : TRAIN, epoch=0027, iter=00150/00196, fetch data time cost=1.42ms, fps=824 images/s, loss=1.0762, top1-acc=68.45%, top5-acc=92.50%, remaining_time=0:00:14.381670, arrival_time=2021-04-14 21:40:34.678209, cost_time=0:00:46.896762 2021-04-14 21:40:23,407 INFO : TRAIN, epoch=0027, iter=00160/00196, fetch data time cost=1.45ms, fps=823 images/s, loss=1.0797, top1-acc=68.37%, top5-acc=92.48%, remaining_time=0:00:11.251692, arrival_time=2021-04-14 21:40:34.659003, cost_time=0:00:50.007519 2021-04-14 21:40:26,521 INFO : TRAIN, epoch=0027, iter=00170/00196, fetch data time cost=1.36ms, fps=822 images/s, loss=1.0842, top1-acc=68.29%, top5-acc=92.42%, remaining_time=0:00:08.124532, arrival_time=2021-04-14 21:40:34.646145, cost_time=0:00:53.121955 2021-04-14 21:40:29,650 INFO : TRAIN, epoch=0027, iter=00180/00196, fetch data time cost=2.57ms, fps=818 images/s, loss=1.0843, top1-acc=68.24%, top5-acc=92.45%, remaining_time=0:00:05.000016, arrival_time=2021-04-14 21:40:34.650006, cost_time=0:00:56.250159 2021-04-14 21:40:32,764 INFO : TRAIN, epoch=0027, iter=00190/00196, fetch data time cost=1.43ms, fps=822 images/s, loss=1.0882, top1-acc=68.13%, top5-acc=92.39%, remaining_time=0:00:01.874676, arrival_time=2021-04-14 21:40:34.639077, cost_time=0:00:59.364730 2021-04-14 21:40:34,426 INFO : TRAIN, epoch=0027, iter=00196/00196, fetch data time cost=1.89ms, fps=818 images/s, loss=1.0898, top1-acc=68.07%, top5-acc=92.37%, remaining_time=0:00:00, arrival_time=2021-04-14 21:40:34.426730, cost_time=0:01:01.026956 2021-04-14 21:40:35,523 INFO : EVAL, epoch=0027, iter=00010/00040, fetch data time cost=1.41ms, fps=2339 images/s, loss=1.5316, top1-acc=58.75%, top5-acc=85.20%, remaining_time=0:00:03.283200, arrival_time=2021-04-14 21:40:38.806516, cost_time=0:00:01.094403 2021-04-14 21:40:36,470 INFO : EVAL, epoch=0027, iter=00020/00040, fetch data time cost=1.31ms, fps=2704 images/s, loss=1.5441, top1-acc=57.42%, top5-acc=85.68%, remaining_time=0:00:02.041560, arrival_time=2021-04-14 21:40:38.511969, cost_time=0:00:02.041560 2021-04-14 21:40:37,412 INFO : EVAL, epoch=0027, iter=00030/00040, fetch data time cost=1.50ms, fps=2717 images/s, loss=1.5545, top1-acc=57.38%, top5-acc=85.65%, remaining_time=0:00:00.994660, arrival_time=2021-04-14 21:40:38.407521, cost_time=0:00:02.983971 2021-04-14 21:40:38,273 INFO : EVAL, epoch=0027, iter=00040/00040, fetch data time cost=0.08ms, fps=2697 images/s, loss=1.5843, top1-acc=57.13%, top5-acc=85.31%, remaining_time=0:00:00, arrival_time=2021-04-14 21:40:38.273470, cost_time=0:00:03.844645 2021-04-14 21:40:38,597 INFO : Epoch=0027 complete, best val top1-acc=57.19%, top5-acc=84.60% (epoch=15), remaining_time=3:08:32.110160, arrival_time=2021-04-15 00:49:10.707800, cost_time=0:29:25.473831 2021-04-14 21:40:38,598 INFO : Train start, epoch=0028, lr=0.095570 2021-04-14 21:40:41,872 INFO : TRAIN, epoch=0028, iter=00010/00196, fetch data time cost=2.28ms, fps=782 images/s, loss=1.1036, top1-acc=67.62%, top5-acc=93.16%, remaining_time=0:01:00.875196, arrival_time=2021-04-14 21:41:42.747174, cost_time=0:00:03.272855 2021-04-14 21:40:44,993 INFO : TRAIN, epoch=0028, iter=00020/00196, fetch data time cost=2.04ms, fps=820 images/s, loss=1.0801, top1-acc=67.81%, top5-acc=93.18%, remaining_time=0:00:56.273008, arrival_time=2021-04-14 21:41:41.266801, cost_time=0:00:06.394661 2021-04-14 21:40:48,111 INFO : TRAIN, epoch=0028, iter=00030/00196, fetch data time cost=1.49ms, fps=821 images/s, loss=1.0778, top1-acc=67.94%, top5-acc=93.07%, remaining_time=0:00:52.636940, arrival_time=2021-04-14 21:41:40.748759, cost_time=0:00:09.512690 2021-04-14 21:40:51,243 INFO : TRAIN, epoch=0028, iter=00040/00196, fetch data time cost=2.52ms, fps=818 images/s, loss=1.0743, top1-acc=67.93%, top5-acc=93.13%, remaining_time=0:00:49.314408, arrival_time=2021-04-14 21:41:40.558224, cost_time=0:00:12.644724 2021-04-14 21:40:54,355 INFO : TRAIN, epoch=0028, iter=00050/00196, fetch data time cost=1.88ms, fps=823 images/s, loss=1.0720, top1-acc=68.09%, top5-acc=92.97%, remaining_time=0:00:46.007082, arrival_time=2021-04-14 21:41:40.362084, cost_time=0:00:15.755835 2021-04-14 21:40:57,477 INFO : TRAIN, epoch=0028, iter=00060/00196, fetch data time cost=1.41ms, fps=820 images/s, loss=1.0753, top1-acc=68.05%, top5-acc=92.75%, remaining_time=0:00:42.791856, arrival_time=2021-04-14 21:41:40.269729, cost_time=0:00:18.878744 2021-04-14 21:41:00,593 INFO : TRAIN, epoch=0028, iter=00070/00196, fetch data time cost=1.40ms, fps=822 images/s, loss=1.0767, top1-acc=68.02%, top5-acc=92.66%, remaining_time=0:00:39.589956, arrival_time=2021-04-14 21:41:40.183500, cost_time=0:00:21.994450 2021-04-14 21:41:03,703 INFO : TRAIN, epoch=0028, iter=00080/00196, fetch data time cost=1.58ms, fps=823 images/s, loss=1.0835, top1-acc=67.91%, top5-acc=92.51%, remaining_time=0:00:36.400336, arrival_time=2021-04-14 21:41:40.103312, cost_time=0:00:25.103717 2021-04-14 21:41:06,819 INFO : TRAIN, epoch=0028, iter=00090/00196, fetch data time cost=1.96ms, fps=822 images/s, loss=1.0860, top1-acc=67.80%, top5-acc=92.50%, remaining_time=0:00:33.237890, arrival_time=2021-04-14 21:41:40.057746, cost_time=0:00:28.220835 2021-04-14 21:41:09,934 INFO : TRAIN, epoch=0028, iter=00100/00196, fetch data time cost=1.87ms, fps=822 images/s, loss=1.0860, top1-acc=67.80%, top5-acc=92.40%, remaining_time=0:00:30.082368, arrival_time=2021-04-14 21:41:40.017251, cost_time=0:00:31.335802 2021-04-14 21:41:13,049 INFO : TRAIN, epoch=0028, iter=00110/00196, fetch data time cost=1.40ms, fps=822 images/s, loss=1.0836, top1-acc=67.85%, top5-acc=92.40%, remaining_time=0:00:26.933824, arrival_time=2021-04-14 21:41:39.983119, cost_time=0:00:34.450272 2021-04-14 21:41:16,169 INFO : TRAIN, epoch=0028, iter=00120/00196, fetch data time cost=1.56ms, fps=821 images/s, loss=1.0801, top1-acc=67.90%, top5-acc=92.51%, remaining_time=0:00:23.794384, arrival_time=2021-04-14 21:41:39.963425, cost_time=0:00:37.570036 2021-04-14 21:41:19,282 INFO : TRAIN, epoch=0028, iter=00130/00196, fetch data time cost=1.35ms, fps=822 images/s, loss=1.0828, top1-acc=67.78%, top5-acc=92.51%, remaining_time=0:00:20.654766, arrival_time=2021-04-14 21:41:39.937551, cost_time=0:00:40.683686 2021-04-14 21:41:22,395 INFO : TRAIN, epoch=0028, iter=00140/00196, fetch data time cost=1.42ms, fps=823 images/s, loss=1.0865, top1-acc=67.76%, top5-acc=92.44%, remaining_time=0:00:17.518424, arrival_time=2021-04-14 21:41:39.913515, cost_time=0:00:43.796055 2021-04-14 21:41:25,510 INFO : TRAIN, epoch=0028, iter=00150/00196, fetch data time cost=2.16ms, fps=822 images/s, loss=1.0935, top1-acc=67.64%, top5-acc=92.33%, remaining_time=0:00:14.386040, arrival_time=2021-04-14 21:41:39.896135, cost_time=0:00:46.910999 2021-04-14 21:41:28,622 INFO : TRAIN, epoch=0028, iter=00160/00196, fetch data time cost=1.32ms, fps=823 images/s, loss=1.1003, top1-acc=67.41%, top5-acc=92.23%, remaining_time=0:00:11.255328, arrival_time=2021-04-14 21:41:39.878092, cost_time=0:00:50.023737 2021-04-14 21:41:31,736 INFO : TRAIN, epoch=0028, iter=00170/00196, fetch data time cost=1.96ms, fps=822 images/s, loss=1.1011, top1-acc=67.33%, top5-acc=92.26%, remaining_time=0:00:08.126872, arrival_time=2021-04-14 21:41:39.863128, cost_time=0:00:53.137262 2021-04-14 21:41:34,884 INFO : TRAIN, epoch=0028, iter=00180/00196, fetch data time cost=2.49ms, fps=814 images/s, loss=1.1033, top1-acc=67.31%, top5-acc=92.24%, remaining_time=0:00:05.003136, arrival_time=2021-04-14 21:41:39.887525, cost_time=0:00:56.285275 2021-04-14 21:41:38,055 INFO : TRAIN, epoch=0028, iter=00190/00196, fetch data time cost=1.63ms, fps=807 images/s, loss=1.1030, top1-acc=67.31%, top5-acc=92.25%, remaining_time=0:00:01.877568, arrival_time=2021-04-14 21:41:39.932942, cost_time=0:00:59.456281 2021-04-14 21:41:39,712 INFO : TRAIN, epoch=0028, iter=00196/00196, fetch data time cost=1.54ms, fps=821 images/s, loss=1.1043, top1-acc=67.29%, top5-acc=92.22%, remaining_time=0:00:00, arrival_time=2021-04-14 21:41:39.712869, cost_time=0:01:01.113767 2021-04-14 21:41:40,781 INFO : EVAL, epoch=0028, iter=00010/00040, fetch data time cost=1.57ms, fps=2400 images/s, loss=1.7001, top1-acc=54.88%, top5-acc=84.14%, remaining_time=0:00:03.200550, arrival_time=2021-04-14 21:41:43.982381, cost_time=0:00:01.066853 2021-04-14 21:41:41,726 INFO : EVAL, epoch=0028, iter=00020/00040, fetch data time cost=1.94ms, fps=2712 images/s, loss=1.7037, top1-acc=54.18%, top5-acc=84.18%, remaining_time=0:00:02.011180, arrival_time=2021-04-14 21:41:43.737410, cost_time=0:00:02.011171 2021-04-14 21:41:42,669 INFO : EVAL, epoch=0028, iter=00030/00040, fetch data time cost=3.04ms, fps=2714 images/s, loss=1.6841, top1-acc=54.80%, top5-acc=84.36%, remaining_time=0:00:00.984980, arrival_time=2021-04-14 21:41:43.654918, cost_time=0:00:02.954953 2021-04-14 21:41:43,532 INFO : EVAL, epoch=0028, iter=00040/00040, fetch data time cost=0.08ms, fps=2690 images/s, loss=1.6675, top1-acc=54.67%, top5-acc=84.38%, remaining_time=0:00:00, arrival_time=2021-04-14 21:41:43.532641, cost_time=0:00:03.817689 2021-04-14 21:41:44,011 INFO : Epoch=0028 complete, best val top1-acc=57.19%, top5-acc=84.60% (epoch=15), remaining_time=3:07:26.883232, arrival_time=2021-04-15 00:49:10.895017, cost_time=0:30:30.887976 2021-04-14 21:41:44,013 INFO : Train start, epoch=0029, lr=0.095241 2021-04-14 21:41:47,333 INFO : TRAIN, epoch=0029, iter=00010/00196, fetch data time cost=1.46ms, fps=771 images/s, loss=1.0620, top1-acc=68.32%, top5-acc=92.97%, remaining_time=0:01:01.754976, arrival_time=2021-04-14 21:42:49.088612, cost_time=0:00:03.320160 2021-04-14 21:41:50,456 INFO : TRAIN, epoch=0029, iter=00020/00196, fetch data time cost=1.92ms, fps=820 images/s, loss=1.0480, top1-acc=69.00%, top5-acc=92.91%, remaining_time=0:00:56.697344, arrival_time=2021-04-14 21:42:47.153637, cost_time=0:00:06.442875 2021-04-14 21:41:53,578 INFO : TRAIN, epoch=0029, iter=00030/00196, fetch data time cost=1.46ms, fps=820 images/s, loss=1.0491, top1-acc=68.84%, top5-acc=92.88%, remaining_time=0:00:52.925282, arrival_time=2021-04-14 21:42:46.503658, cost_time=0:00:09.564808 2021-04-14 21:41:56,691 INFO : TRAIN, epoch=0029, iter=00040/00196, fetch data time cost=1.44ms, fps=823 images/s, loss=1.0508, top1-acc=68.70%, top5-acc=92.97%, remaining_time=0:00:49.444200, arrival_time=2021-04-14 21:42:46.135544, cost_time=0:00:12.677997 2021-04-14 21:41:59,798 INFO : TRAIN, epoch=0029, iter=00050/00196, fetch data time cost=1.41ms, fps=824 images/s, loss=1.0489, top1-acc=68.76%, top5-acc=92.97%, remaining_time=0:00:46.093368, arrival_time=2021-04-14 21:42:45.892211, cost_time=0:00:15.785408 2021-04-14 21:42:02,907 INFO : TRAIN, epoch=0029, iter=00060/00196, fetch data time cost=1.38ms, fps=824 images/s, loss=1.0459, top1-acc=68.91%, top5-acc=93.01%, remaining_time=0:00:42.827080, arrival_time=2021-04-14 21:42:45.734760, cost_time=0:00:18.894276 2021-04-14 21:42:06,022 INFO : TRAIN, epoch=0029, iter=00070/00196, fetch data time cost=1.50ms, fps=822 images/s, loss=1.0532, top1-acc=68.84%, top5-acc=92.90%, remaining_time=0:00:39.616416, arrival_time=2021-04-14 21:42:45.638958, cost_time=0:00:22.009110 2021-04-14 21:42:09,133 INFO : TRAIN, epoch=0029, iter=00080/00196, fetch data time cost=1.62ms, fps=823 images/s, loss=1.0541, top1-acc=68.87%, top5-acc=92.82%, remaining_time=0:00:36.424580, arrival_time=2021-04-14 21:42:45.558351, cost_time=0:00:25.120430 2021-04-14 21:42:12,242 INFO : TRAIN, epoch=0029, iter=00090/00196, fetch data time cost=1.36ms, fps=824 images/s, loss=1.0647, top1-acc=68.61%, top5-acc=92.69%, remaining_time=0:00:33.247430, arrival_time=2021-04-14 21:42:45.489783, cost_time=0:00:28.228926 2021-04-14 21:42:15,371 INFO : TRAIN, epoch=0029, iter=00100/00196, fetch data time cost=1.44ms, fps=818 images/s, loss=1.0680, top1-acc=68.57%, top5-acc=92.62%, remaining_time=0:00:30.104064, arrival_time=2021-04-14 21:42:45.475852, cost_time=0:00:31.358440 2021-04-14 21:42:18,484 INFO : TRAIN, epoch=0029, iter=00110/00196, fetch data time cost=1.50ms, fps=823 images/s, loss=1.0675, top1-acc=68.63%, top5-acc=92.63%, remaining_time=0:00:26.949562, arrival_time=2021-04-14 21:42:45.433572, cost_time=0:00:34.470386 2021-04-14 21:42:21,603 INFO : TRAIN, epoch=0029, iter=00120/00196, fetch data time cost=1.55ms, fps=821 images/s, loss=1.0729, top1-acc=68.50%, top5-acc=92.57%, remaining_time=0:00:23.806772, arrival_time=2021-04-14 21:42:45.409776, cost_time=0:00:37.589596 2021-04-14 21:42:24,706 INFO : TRAIN, epoch=0029, iter=00130/00196, fetch data time cost=1.61ms, fps=825 images/s, loss=1.0764, top1-acc=68.35%, top5-acc=92.58%, remaining_time=0:00:20.659518, arrival_time=2021-04-14 21:42:45.365892, cost_time=0:00:40.693027 2021-04-14 21:42:27,810 INFO : TRAIN, epoch=0029, iter=00140/00196, fetch data time cost=1.45ms, fps=825 images/s, loss=1.0773, top1-acc=68.36%, top5-acc=92.56%, remaining_time=0:00:17.518704, arrival_time=2021-04-14 21:42:45.328836, cost_time=0:00:43.796792 2021-04-14 21:42:30,920 INFO : TRAIN, epoch=0029, iter=00150/00196, fetch data time cost=1.90ms, fps=823 images/s, loss=1.0820, top1-acc=68.27%, top5-acc=92.51%, remaining_time=0:00:14.384936, arrival_time=2021-04-14 21:42:45.305733, cost_time=0:00:46.907355 2021-04-14 21:42:34,031 INFO : TRAIN, epoch=0029, iter=00160/00196, fetch data time cost=2.13ms, fps=823 images/s, loss=1.0885, top1-acc=68.09%, top5-acc=92.38%, remaining_time=0:00:11.254104, arrival_time=2021-04-14 21:42:45.285663, cost_time=0:00:50.018174 2021-04-14 21:42:37,145 INFO : TRAIN, epoch=0029, iter=00170/00196, fetch data time cost=1.44ms, fps=822 images/s, loss=1.0914, top1-acc=68.06%, top5-acc=92.34%, remaining_time=0:00:08.126118, arrival_time=2021-04-14 21:42:45.271873, cost_time=0:00:53.132390 2021-04-14 21:42:40,248 INFO : TRAIN, epoch=0029, iter=00180/00196, fetch data time cost=1.39ms, fps=825 images/s, loss=1.0951, top1-acc=67.97%, top5-acc=92.32%, remaining_time=0:00:04.998672, arrival_time=2021-04-14 21:42:45.247233, cost_time=0:00:56.234979 2021-04-14 21:42:43,364 INFO : TRAIN, epoch=0029, iter=00190/00196, fetch data time cost=1.42ms, fps=822 images/s, loss=1.0991, top1-acc=67.84%, top5-acc=92.30%, remaining_time=0:00:01.874256, arrival_time=2021-04-14 21:42:45.239041, cost_time=0:00:59.351431 2021-04-14 21:42:45,021 INFO : TRAIN, epoch=0029, iter=00196/00196, fetch data time cost=1.43ms, fps=821 images/s, loss=1.1010, top1-acc=67.77%, top5-acc=92.31%, remaining_time=0:00:00, arrival_time=2021-04-14 21:42:45.021093, cost_time=0:01:01.007750 2021-04-14 21:42:46,129 INFO : EVAL, epoch=0029, iter=00010/00040, fetch data time cost=0.42ms, fps=2315 images/s, loss=1.7123, top1-acc=54.02%, top5-acc=83.48%, remaining_time=0:00:03.317460, arrival_time=2021-04-14 21:42:49.447185, cost_time=0:00:01.105819 2021-04-14 21:42:47,073 INFO : EVAL, epoch=0029, iter=00020/00040, fetch data time cost=1.50ms, fps=2715 images/s, loss=1.7109, top1-acc=54.57%, top5-acc=83.71%, remaining_time=0:00:02.049140, arrival_time=2021-04-14 21:42:49.122229, cost_time=0:00:02.049132 2021-04-14 21:42:48,019 INFO : EVAL, epoch=0029, iter=00030/00040, fetch data time cost=1.37ms, fps=2707 images/s, loss=1.6961, top1-acc=54.86%, top5-acc=83.70%, remaining_time=0:00:00.998430, arrival_time=2021-04-14 21:42:49.017623, cost_time=0:00:02.995286 2021-04-14 21:42:48,880 INFO : EVAL, epoch=0029, iter=00040/00040, fetch data time cost=0.08ms, fps=2693 images/s, loss=1.7140, top1-acc=54.74%, top5-acc=83.74%, remaining_time=0:00:00, arrival_time=2021-04-14 21:42:48.880845, cost_time=0:00:03.856972 2021-04-14 21:42:49,191 INFO : Epoch=0029 complete, best val top1-acc=57.19%, top5-acc=84.60% (epoch=15), remaining_time=3:06:20.261979, arrival_time=2021-04-15 00:49:09.453605, cost_time=0:31:36.067817 2021-04-14 21:42:49,192 INFO : Train start, epoch=0030, lr=0.094901 2021-04-14 21:42:52,490 INFO : TRAIN, epoch=0030, iter=00010/00196, fetch data time cost=1.39ms, fps=776 images/s, loss=1.0900, top1-acc=68.98%, top5-acc=92.54%, remaining_time=0:01:01.336476, arrival_time=2021-04-14 21:43:53.827244, cost_time=0:00:03.297664 2021-04-14 21:42:55,612 INFO : TRAIN, epoch=0030, iter=00020/00196, fetch data time cost=2.13ms, fps=820 images/s, loss=1.0767, top1-acc=68.54%, top5-acc=92.71%, remaining_time=0:00:56.491600, arrival_time=2021-04-14 21:43:52.104219, cost_time=0:00:06.419501 2021-04-14 21:42:58,735 INFO : TRAIN, epoch=0030, iter=00030/00196, fetch data time cost=1.98ms, fps=820 images/s, loss=1.0665, top1-acc=68.67%, top5-acc=92.72%, remaining_time=0:00:52.800118, arrival_time=2021-04-14 21:43:51.535422, cost_time=0:00:09.542199 2021-04-14 21:43:01,847 INFO : TRAIN, epoch=0030, iter=00040/00196, fetch data time cost=1.64ms, fps=823 images/s, loss=1.0538, top1-acc=68.83%, top5-acc=92.90%, remaining_time=0:00:49.353096, arrival_time=2021-04-14 21:43:51.200854, cost_time=0:00:12.654647 2021-04-14 21:43:04,956 INFO : TRAIN, epoch=0030, iter=00050/00196, fetch data time cost=1.38ms, fps=824 images/s, loss=1.0543, top1-acc=68.60%, top5-acc=92.91%, remaining_time=0:00:46.027814, arrival_time=2021-04-14 21:43:50.983858, cost_time=0:00:15.762934 2021-04-14 21:43:08,067 INFO : TRAIN, epoch=0030, iter=00060/00196, fetch data time cost=1.59ms, fps=823 images/s, loss=1.0551, top1-acc=68.58%, top5-acc=92.93%, remaining_time=0:00:42.780976, arrival_time=2021-04-14 21:43:50.848125, cost_time=0:00:18.873979 2021-04-14 21:43:11,194 INFO : TRAIN, epoch=0030, iter=00070/00196, fetch data time cost=1.39ms, fps=819 images/s, loss=1.0532, top1-acc=68.70%, top5-acc=92.87%, remaining_time=0:00:39.602808, arrival_time=2021-04-14 21:43:50.797503, cost_time=0:00:22.001583 2021-04-14 21:43:14,314 INFO : TRAIN, epoch=0030, iter=00080/00196, fetch data time cost=1.46ms, fps=821 images/s, loss=1.0542, top1-acc=68.63%, top5-acc=93.01%, remaining_time=0:00:36.425392, arrival_time=2021-04-14 21:43:50.739498, cost_time=0:00:25.120994 2021-04-14 21:43:17,424 INFO : TRAIN, epoch=0030, iter=00090/00196, fetch data time cost=1.45ms, fps=823 images/s, loss=1.0612, top1-acc=68.59%, top5-acc=92.93%, remaining_time=0:00:33.250080, arrival_time=2021-04-14 21:43:50.674389, cost_time=0:00:28.231186 2021-04-14 21:43:20,535 INFO : TRAIN, epoch=0030, iter=00100/00196, fetch data time cost=1.34ms, fps=823 images/s, loss=1.0619, top1-acc=68.57%, top5-acc=92.88%, remaining_time=0:00:30.088416, arrival_time=2021-04-14 21:43:50.623742, cost_time=0:00:31.342110 2021-04-14 21:43:23,648 INFO : TRAIN, epoch=0030, iter=00110/00196, fetch data time cost=1.75ms, fps=823 images/s, loss=1.0648, top1-acc=68.55%, top5-acc=92.86%, remaining_time=0:00:26.937952, arrival_time=2021-04-14 21:43:50.586484, cost_time=0:00:34.455481 2021-04-14 21:43:26,754 INFO : TRAIN, epoch=0030, iter=00120/00196, fetch data time cost=2.33ms, fps=824 images/s, loss=1.0666, top1-acc=68.47%, top5-acc=92.81%, remaining_time=0:00:23.788608, arrival_time=2021-04-14 21:43:50.542640, cost_time=0:00:37.560929 2021-04-14 21:43:29,870 INFO : TRAIN, epoch=0030, iter=00130/00196, fetch data time cost=1.51ms, fps=821 images/s, loss=1.0719, top1-acc=68.36%, top5-acc=92.69%, remaining_time=0:00:20.651796, arrival_time=2021-04-14 21:43:50.522675, cost_time=0:00:40.677840 2021-04-14 21:43:32,980 INFO : TRAIN, epoch=0030, iter=00140/00196, fetch data time cost=1.91ms, fps=823 images/s, loss=1.0777, top1-acc=68.26%, top5-acc=92.61%, remaining_time=0:00:17.514952, arrival_time=2021-04-14 21:43:50.495457, cost_time=0:00:43.787420 2021-04-14 21:43:36,101 INFO : TRAIN, epoch=0030, iter=00150/00196, fetch data time cost=1.57ms, fps=820 images/s, loss=1.0801, top1-acc=68.17%, top5-acc=92.56%, remaining_time=0:00:14.385350, arrival_time=2021-04-14 21:43:50.487210, cost_time=0:00:46.908696 2021-04-14 21:43:39,225 INFO : TRAIN, epoch=0030, iter=00160/00196, fetch data time cost=1.43ms, fps=820 images/s, loss=1.0809, top1-acc=68.16%, top5-acc=92.56%, remaining_time=0:00:11.257236, arrival_time=2021-04-14 21:43:50.482572, cost_time=0:00:50.032223 2021-04-14 21:43:42,344 INFO : TRAIN, epoch=0030, iter=00170/00196, fetch data time cost=1.43ms, fps=821 images/s, loss=1.0813, top1-acc=68.15%, top5-acc=92.59%, remaining_time=0:00:08.129004, arrival_time=2021-04-14 21:43:50.473348, cost_time=0:00:53.151233 2021-04-14 21:43:45,449 INFO : TRAIN, epoch=0030, iter=00180/00196, fetch data time cost=1.59ms, fps=825 images/s, loss=1.0879, top1-acc=68.01%, top5-acc=92.51%, remaining_time=0:00:05.000528, arrival_time=2021-04-14 21:43:50.449647, cost_time=0:00:56.256009 2021-04-14 21:43:48,563 INFO : TRAIN, epoch=0030, iter=00190/00196, fetch data time cost=1.66ms, fps=822 images/s, loss=1.0918, top1-acc=67.85%, top5-acc=92.48%, remaining_time=0:00:01.874868, arrival_time=2021-04-14 21:43:50.438767, cost_time=0:00:59.370794 2021-04-14 21:43:50,222 INFO : TRAIN, epoch=0030, iter=00196/00196, fetch data time cost=1.30ms, fps=820 images/s, loss=1.0951, top1-acc=67.79%, top5-acc=92.46%, remaining_time=0:00:00, arrival_time=2021-04-14 21:43:50.222375, cost_time=0:01:01.029203 2021-04-14 21:43:51,306 INFO : EVAL, epoch=0030, iter=00010/00040, fetch data time cost=0.32ms, fps=2369 images/s, loss=1.7132, top1-acc=53.91%, top5-acc=82.46%, remaining_time=0:00:03.241830, arrival_time=2021-04-14 21:43:54.548115, cost_time=0:00:01.080606 2021-04-14 21:43:52,251 INFO : EVAL, epoch=0030, iter=00020/00040, fetch data time cost=1.35ms, fps=2710 images/s, loss=1.6943, top1-acc=54.30%, top5-acc=82.60%, remaining_time=0:00:02.025940, arrival_time=2021-04-14 21:43:54.277528, cost_time=0:00:02.025943 2021-04-14 21:43:53,196 INFO : EVAL, epoch=0030, iter=00030/00040, fetch data time cost=1.48ms, fps=2710 images/s, loss=1.6882, top1-acc=54.26%, top5-acc=82.99%, remaining_time=0:00:00.990380, arrival_time=2021-04-14 21:43:54.187191, cost_time=0:00:02.971140 2021-04-14 21:43:54,061 INFO : EVAL, epoch=0030, iter=00040/00040, fetch data time cost=0.08ms, fps=2683 images/s, loss=1.6887, top1-acc=54.00%, top5-acc=82.93%, remaining_time=0:00:00, arrival_time=2021-04-14 21:43:54.061905, cost_time=0:00:03.836218 2021-04-14 21:43:54,336 INFO : Epoch=0030 complete, best val top1-acc=57.19%, top5-acc=84.60% (epoch=15), remaining_time=3:05:13.540390, arrival_time=2021-04-15 00:49:07.877216, cost_time=0:32:41.213005 2021-04-14 21:43:54,338 INFO : Train start, epoch=0031, lr=0.094550 2021-04-14 21:43:57,643 INFO : TRAIN, epoch=0031, iter=00010/00196, fetch data time cost=2.47ms, fps=775 images/s, loss=1.1188, top1-acc=67.81%, top5-acc=91.99%, remaining_time=0:01:01.464072, arrival_time=2021-04-14 21:44:59.107043, cost_time=0:00:03.304523 2021-04-14 21:44:00,766 INFO : TRAIN, epoch=0031, iter=00020/00196, fetch data time cost=2.22ms, fps=820 images/s, loss=1.1020, top1-acc=68.18%, top5-acc=92.36%, remaining_time=0:00:56.562704, arrival_time=2021-04-14 21:44:57.328738, cost_time=0:00:06.427574 2021-04-14 21:44:03,879 INFO : TRAIN, epoch=0031, iter=00030/00196, fetch data time cost=1.88ms, fps=823 images/s, loss=1.0697, top1-acc=69.06%, top5-acc=92.66%, remaining_time=0:00:52.790490, arrival_time=2021-04-14 21:44:56.669403, cost_time=0:00:09.540443 2021-04-14 21:44:06,995 INFO : TRAIN, epoch=0031, iter=00040/00196, fetch data time cost=1.38ms, fps=822 images/s, loss=1.0576, top1-acc=69.19%, top5-acc=92.89%, remaining_time=0:00:49.361832, arrival_time=2021-04-14 21:44:56.357186, cost_time=0:00:12.656860 2021-04-14 21:44:10,104 INFO : TRAIN, epoch=0031, iter=00050/00196, fetch data time cost=1.54ms, fps=824 images/s, loss=1.0464, top1-acc=69.39%, top5-acc=93.01%, remaining_time=0:00:46.036282, arrival_time=2021-04-14 21:44:56.140538, cost_time=0:00:15.765845 2021-04-14 21:44:13,211 INFO : TRAIN, epoch=0031, iter=00060/00196, fetch data time cost=1.46ms, fps=824 images/s, loss=1.0459, top1-acc=69.29%, top5-acc=93.04%, remaining_time=0:00:42.778936, arrival_time=2021-04-14 21:44:55.990386, cost_time=0:00:18.873045 2021-04-14 21:44:16,320 INFO : TRAIN, epoch=0031, iter=00070/00196, fetch data time cost=1.40ms, fps=824 images/s, loss=1.0458, top1-acc=69.32%, top5-acc=92.96%, remaining_time=0:00:39.567780, arrival_time=2021-04-14 21:44:55.888341, cost_time=0:00:21.982135 2021-04-14 21:44:19,430 INFO : TRAIN, epoch=0031, iter=00080/00196, fetch data time cost=1.99ms, fps=823 images/s, loss=1.0517, top1-acc=69.18%, top5-acc=92.87%, remaining_time=0:00:36.384096, arrival_time=2021-04-14 21:44:55.814875, cost_time=0:00:25.092458 2021-04-14 21:44:22,537 INFO : TRAIN, epoch=0031, iter=00090/00196, fetch data time cost=1.34ms, fps=824 images/s, loss=1.0576, top1-acc=68.93%, top5-acc=92.85%, remaining_time=0:00:33.212238, arrival_time=2021-04-14 21:44:55.749792, cost_time=0:00:28.199077 2021-04-14 21:44:25,648 INFO : TRAIN, epoch=0031, iter=00100/00196, fetch data time cost=2.24ms, fps=823 images/s, loss=1.0640, top1-acc=68.68%, top5-acc=92.80%, remaining_time=0:00:30.057696, arrival_time=2021-04-14 21:44:55.706220, cost_time=0:00:31.310119 2021-04-14 21:44:28,759 INFO : TRAIN, epoch=0031, iter=00110/00196, fetch data time cost=1.56ms, fps=823 images/s, loss=1.0674, top1-acc=68.52%, top5-acc=92.75%, remaining_time=0:00:26.911034, arrival_time=2021-04-14 21:44:55.670636, cost_time=0:00:34.421086 2021-04-14 21:44:31,884 INFO : TRAIN, epoch=0031, iter=00120/00196, fetch data time cost=1.45ms, fps=819 images/s, loss=1.0696, top1-acc=68.60%, top5-acc=92.65%, remaining_time=0:00:23.779032, arrival_time=2021-04-14 21:44:55.663295, cost_time=0:00:37.545870 2021-04-14 21:44:35,003 INFO : TRAIN, epoch=0031, iter=00130/00196, fetch data time cost=1.43ms, fps=821 images/s, loss=1.0726, top1-acc=68.52%, top5-acc=92.61%, remaining_time=0:00:20.645460, arrival_time=2021-04-14 21:44:55.649315, cost_time=0:00:40.665352 2021-04-14 21:44:38,129 INFO : TRAIN, epoch=0031, iter=00140/00196, fetch data time cost=1.51ms, fps=819 images/s, loss=1.0780, top1-acc=68.35%, top5-acc=92.53%, remaining_time=0:00:17.516184, arrival_time=2021-04-14 21:44:55.645308, cost_time=0:00:43.790467 2021-04-14 21:44:41,245 INFO : TRAIN, epoch=0031, iter=00150/00196, fetch data time cost=2.37ms, fps=822 images/s, loss=1.0802, top1-acc=68.26%, top5-acc=92.49%, remaining_time=0:00:14.384936, arrival_time=2021-04-14 21:44:55.630693, cost_time=0:00:46.907336 2021-04-14 21:44:44,363 INFO : TRAIN, epoch=0031, iter=00160/00196, fetch data time cost=1.53ms, fps=821 images/s, loss=1.0839, top1-acc=68.18%, top5-acc=92.47%, remaining_time=0:00:11.255544, arrival_time=2021-04-14 21:44:55.618787, cost_time=0:00:50.024631 2021-04-14 21:44:47,481 INFO : TRAIN, epoch=0031, iter=00170/00196, fetch data time cost=2.58ms, fps=821 images/s, loss=1.0858, top1-acc=68.12%, top5-acc=92.49%, remaining_time=0:00:08.127782, arrival_time=2021-04-14 21:44:55.609290, cost_time=0:00:53.143176 2021-04-14 21:44:50,593 INFO : TRAIN, epoch=0031, iter=00180/00196, fetch data time cost=1.36ms, fps=823 images/s, loss=1.0858, top1-acc=68.13%, top5-acc=92.49%, remaining_time=0:00:05.000416, arrival_time=2021-04-14 21:44:55.593449, cost_time=0:00:56.254617 2021-04-14 21:44:53,710 INFO : TRAIN, epoch=0031, iter=00190/00196, fetch data time cost=1.82ms, fps=821 images/s, loss=1.0871, top1-acc=68.12%, top5-acc=92.48%, remaining_time=0:00:01.874898, arrival_time=2021-04-14 21:44:55.585158, cost_time=0:00:59.371846 2021-04-14 21:44:55,365 INFO : TRAIN, epoch=0031, iter=00196/00196, fetch data time cost=1.24ms, fps=822 images/s, loss=1.0870, top1-acc=68.16%, top5-acc=92.49%, remaining_time=0:00:00, arrival_time=2021-04-14 21:44:55.365687, cost_time=0:01:01.027349 2021-04-14 21:44:56,474 INFO : EVAL, epoch=0031, iter=00010/00040, fetch data time cost=0.29ms, fps=2312 images/s, loss=1.6551, top1-acc=54.77%, top5-acc=83.98%, remaining_time=0:00:03.321270, arrival_time=2021-04-14 21:44:59.795987, cost_time=0:00:01.107093 2021-04-14 21:44:57,420 INFO : EVAL, epoch=0031, iter=00020/00040, fetch data time cost=1.74ms, fps=2707 images/s, loss=1.5697, top1-acc=56.93%, top5-acc=85.02%, remaining_time=0:00:02.053200, arrival_time=2021-04-14 21:44:59.474072, cost_time=0:00:02.053206 2021-04-14 21:44:58,374 INFO : EVAL, epoch=0031, iter=00030/00040, fetch data time cost=1.40ms, fps=2686 images/s, loss=1.5962, top1-acc=56.20%, top5-acc=84.91%, remaining_time=0:00:01.002280, arrival_time=2021-04-14 21:44:59.376771, cost_time=0:00:03.006832 2021-04-14 21:44:59,235 INFO : EVAL, epoch=0031, iter=00040/00040, fetch data time cost=0.09ms, fps=2696 images/s, loss=1.6012, top1-acc=56.16%, top5-acc=85.05%, remaining_time=0:00:00, arrival_time=2021-04-14 21:44:59.235419, cost_time=0:00:03.867744 2021-04-14 21:44:59,590 INFO : Epoch=0031 complete, best val top1-acc=57.19%, top5-acc=84.60% (epoch=15), remaining_time=3:04:07.511072, arrival_time=2021-04-15 00:49:07.101466, cost_time=0:33:46.466533 2021-04-14 21:44:59,592 INFO : Train start, epoch=0032, lr=0.094188 2021-04-14 21:45:02,900 INFO : TRAIN, epoch=0032, iter=00010/00196, fetch data time cost=2.13ms, fps=774 images/s, loss=1.1047, top1-acc=67.58%, top5-acc=92.46%, remaining_time=0:01:01.514292, arrival_time=2021-04-14 21:46:04.414484, cost_time=0:00:03.307219 2021-04-14 21:45:06,013 INFO : TRAIN, epoch=0032, iter=00020/00196, fetch data time cost=1.47ms, fps=822 images/s, loss=1.0533, top1-acc=68.83%, top5-acc=93.11%, remaining_time=0:00:56.503392, arrival_time=2021-04-14 21:46:02.517193, cost_time=0:00:06.420847 2021-04-14 21:45:09,131 INFO : TRAIN, epoch=0032, iter=00030/00196, fetch data time cost=1.46ms, fps=821 images/s, loss=1.0499, top1-acc=69.08%, top5-acc=93.10%, remaining_time=0:00:52.775384, arrival_time=2021-04-14 21:46:01.906303, cost_time=0:00:09.537715 2021-04-14 21:45:12,256 INFO : TRAIN, epoch=0032, iter=00040/00196, fetch data time cost=1.62ms, fps=819 images/s, loss=1.0393, top1-acc=69.40%, top5-acc=93.26%, remaining_time=0:00:49.388664, arrival_time=2021-04-14 21:46:01.645398, cost_time=0:00:12.663778 2021-04-14 21:45:15,369 INFO : TRAIN, epoch=0032, iter=00050/00196, fetch data time cost=1.52ms, fps=823 images/s, loss=1.0470, top1-acc=68.95%, top5-acc=93.21%, remaining_time=0:00:46.067672, arrival_time=2021-04-14 21:46:01.437252, cost_time=0:00:15.776625 2021-04-14 21:45:18,487 INFO : TRAIN, epoch=0032, iter=00060/00196, fetch data time cost=1.54ms, fps=821 images/s, loss=1.0471, top1-acc=68.94%, top5-acc=93.19%, remaining_time=0:00:42.828440, arrival_time=2021-04-14 21:46:01.316306, cost_time=0:00:18.894917 2021-04-14 21:45:21,617 INFO : TRAIN, epoch=0032, iter=00070/00196, fetch data time cost=2.07ms, fps=818 images/s, loss=1.0496, top1-acc=69.03%, top5-acc=93.12%, remaining_time=0:00:39.643254, arrival_time=2021-04-14 21:46:01.260247, cost_time=0:00:22.024008 2021-04-14 21:45:24,742 INFO : TRAIN, epoch=0032, iter=00080/00196, fetch data time cost=1.69ms, fps=819 images/s, loss=1.0500, top1-acc=69.01%, top5-acc=93.03%, remaining_time=0:00:36.467384, arrival_time=2021-04-14 21:46:01.210244, cost_time=0:00:25.149924 2021-04-14 21:45:27,862 INFO : TRAIN, epoch=0032, iter=00090/00196, fetch data time cost=2.13ms, fps=821 images/s, loss=1.0508, top1-acc=68.96%, top5-acc=93.03%, remaining_time=0:00:33.295236, arrival_time=2021-04-14 21:46:01.157802, cost_time=0:00:28.269571 2021-04-14 21:45:30,974 INFO : TRAIN, epoch=0032, iter=00100/00196, fetch data time cost=1.49ms, fps=823 images/s, loss=1.0531, top1-acc=68.83%, top5-acc=93.05%, remaining_time=0:00:30.125952, arrival_time=2021-04-14 21:46:01.100108, cost_time=0:00:31.381220 2021-04-14 21:45:34,084 INFO : TRAIN, epoch=0032, iter=00110/00196, fetch data time cost=2.03ms, fps=823 images/s, loss=1.0574, top1-acc=68.74%, top5-acc=92.98%, remaining_time=0:00:26.966160, arrival_time=2021-04-14 21:46:01.050719, cost_time=0:00:34.491560 2021-04-14 21:45:37,200 INFO : TRAIN, epoch=0032, iter=00120/00196, fetch data time cost=1.49ms, fps=822 images/s, loss=1.0648, top1-acc=68.57%, top5-acc=92.87%, remaining_time=0:00:23.817792, arrival_time=2021-04-14 21:46:01.017827, cost_time=0:00:37.607066 2021-04-14 21:45:40,303 INFO : TRAIN, epoch=0032, iter=00130/00196, fetch data time cost=1.41ms, fps=825 images/s, loss=1.0663, top1-acc=68.47%, top5-acc=92.87%, remaining_time=0:00:20.668494, arrival_time=2021-04-14 21:46:00.972164, cost_time=0:00:40.710717 2021-04-14 21:45:43,426 INFO : TRAIN, epoch=0032, iter=00140/00196, fetch data time cost=1.47ms, fps=820 images/s, loss=1.0676, top1-acc=68.42%, top5-acc=92.87%, remaining_time=0:00:17.533544, arrival_time=2021-04-14 21:46:00.960302, cost_time=0:00:43.833811 2021-04-14 21:45:46,552 INFO : TRAIN, epoch=0032, iter=00150/00196, fetch data time cost=2.88ms, fps=819 images/s, loss=1.0691, top1-acc=68.33%, top5-acc=92.87%, remaining_time=0:00:14.400714, arrival_time=2021-04-14 21:46:00.952640, cost_time=0:00:46.958917 2021-04-14 21:45:49,667 INFO : TRAIN, epoch=0032, iter=00160/00196, fetch data time cost=1.73ms, fps=822 images/s, loss=1.0741, top1-acc=68.18%, top5-acc=92.79%, remaining_time=0:00:11.266740, arrival_time=2021-04-14 21:46:00.934109, cost_time=0:00:50.074359 2021-04-14 21:45:52,788 INFO : TRAIN, epoch=0032, iter=00170/00196, fetch data time cost=4.74ms, fps=820 images/s, loss=1.0764, top1-acc=68.11%, top5-acc=92.74%, remaining_time=0:00:08.135842, arrival_time=2021-04-14 21:46:00.924682, cost_time=0:00:53.195851 2021-04-14 21:45:55,907 INFO : TRAIN, epoch=0032, iter=00180/00196, fetch data time cost=1.43ms, fps=821 images/s, loss=1.0788, top1-acc=68.03%, top5-acc=92.71%, remaining_time=0:00:05.005728, arrival_time=2021-04-14 21:46:00.913188, cost_time=0:00:56.314507 2021-04-14 21:45:59,020 INFO : TRAIN, epoch=0032, iter=00190/00196, fetch data time cost=1.29ms, fps=823 images/s, loss=1.0819, top1-acc=67.92%, top5-acc=92.66%, remaining_time=0:00:01.876644, arrival_time=2021-04-14 21:46:00.896635, cost_time=0:00:59.427058 2021-04-14 21:46:00,675 INFO : TRAIN, epoch=0032, iter=00196/00196, fetch data time cost=1.27ms, fps=822 images/s, loss=1.0856, top1-acc=67.84%, top5-acc=92.62%, remaining_time=0:00:00, arrival_time=2021-04-14 21:46:00.675432, cost_time=0:01:01.082434 2021-04-14 21:46:01,768 INFO : EVAL, epoch=0032, iter=00010/00040, fetch data time cost=0.28ms, fps=2350 images/s, loss=1.8616, top1-acc=49.26%, top5-acc=80.23%, remaining_time=0:00:03.267480, arrival_time=2021-04-14 21:46:05.035558, cost_time=0:00:01.089163 2021-04-14 21:46:02,719 INFO : EVAL, epoch=0032, iter=00020/00040, fetch data time cost=1.99ms, fps=2693 images/s, loss=1.8758, top1-acc=49.84%, top5-acc=80.25%, remaining_time=0:00:02.040480, arrival_time=2021-04-14 21:46:04.759715, cost_time=0:00:02.040486 2021-04-14 21:46:03,670 INFO : EVAL, epoch=0032, iter=00030/00040, fetch data time cost=2.24ms, fps=2693 images/s, loss=1.8649, top1-acc=50.60%, top5-acc=80.38%, remaining_time=0:00:00.997110, arrival_time=2021-04-14 21:46:04.667348, cost_time=0:00:02.991331 2021-04-14 21:46:04,531 INFO : EVAL, epoch=0032, iter=00040/00040, fetch data time cost=0.08ms, fps=2697 images/s, loss=1.8456, top1-acc=50.75%, top5-acc=80.72%, remaining_time=0:00:00, arrival_time=2021-04-14 21:46:04.531220, cost_time=0:00:03.852488 2021-04-14 21:46:04,797 INFO : Epoch=0032 complete, best val top1-acc=57.19%, top5-acc=84.60% (epoch=15), remaining_time=3:03:01.284384, arrival_time=2021-04-15 00:49:06.081440, cost_time=0:34:51.673209 2021-04-14 21:46:04,799 INFO : Train start, epoch=0033, lr=0.093815 2021-04-14 21:46:08,107 INFO : TRAIN, epoch=0033, iter=00010/00196, fetch data time cost=2.17ms, fps=774 images/s, loss=1.0915, top1-acc=68.63%, top5-acc=92.23%, remaining_time=0:01:01.514292, arrival_time=2021-04-14 21:47:09.621246, cost_time=0:00:03.307225 2021-04-14 21:46:11,228 INFO : TRAIN, epoch=0033, iter=00020/00196, fetch data time cost=1.64ms, fps=820 images/s, loss=1.0759, top1-acc=68.89%, top5-acc=92.40%, remaining_time=0:00:56.569568, arrival_time=2021-04-14 21:47:07.797677, cost_time=0:00:06.428361 2021-04-14 21:46:14,349 INFO : TRAIN, epoch=0033, iter=00030/00196, fetch data time cost=2.41ms, fps=820 images/s, loss=1.0707, top1-acc=68.76%, top5-acc=92.29%, remaining_time=0:00:52.842614, arrival_time=2021-04-14 21:47:07.192344, cost_time=0:00:09.549882 2021-04-14 21:46:17,477 INFO : TRAIN, epoch=0033, iter=00040/00196, fetch data time cost=1.68ms, fps=819 images/s, loss=1.0778, top1-acc=68.73%, top5-acc=92.12%, remaining_time=0:00:49.442016, arrival_time=2021-04-14 21:47:06.919170, cost_time=0:00:12.677456 2021-04-14 21:46:20,588 INFO : TRAIN, epoch=0033, iter=00050/00196, fetch data time cost=1.56ms, fps=823 images/s, loss=1.0699, top1-acc=68.77%, top5-acc=92.45%, remaining_time=0:00:46.102858, arrival_time=2021-04-14 21:47:06.691185, cost_time=0:00:15.788626 2021-04-14 21:46:23,701 INFO : TRAIN, epoch=0033, iter=00060/00196, fetch data time cost=1.47ms, fps=822 images/s, loss=1.0611, top1-acc=68.95%, top5-acc=92.62%, remaining_time=0:00:42.844624, arrival_time=2021-04-14 21:47:06.546353, cost_time=0:00:18.902015 2021-04-14 21:46:26,820 INFO : TRAIN, epoch=0033, iter=00070/00196, fetch data time cost=1.78ms, fps=821 images/s, loss=1.0623, top1-acc=68.83%, top5-acc=92.67%, remaining_time=0:00:39.637584, arrival_time=2021-04-14 21:47:06.458290, cost_time=0:00:22.020856 2021-04-14 21:46:29,930 INFO : TRAIN, epoch=0033, iter=00080/00196, fetch data time cost=1.66ms, fps=823 images/s, loss=1.0649, top1-acc=68.60%, top5-acc=92.73%, remaining_time=0:00:36.440124, arrival_time=2021-04-14 21:47:06.370913, cost_time=0:00:25.131150 2021-04-14 21:46:33,037 INFO : TRAIN, epoch=0033, iter=00090/00196, fetch data time cost=1.49ms, fps=824 images/s, loss=1.0686, top1-acc=68.45%, top5-acc=92.64%, remaining_time=0:00:33.257606, arrival_time=2021-04-14 21:47:06.294895, cost_time=0:00:28.237581 2021-04-14 21:46:36,150 INFO : TRAIN, epoch=0033, iter=00100/00196, fetch data time cost=1.40ms, fps=822 images/s, loss=1.0700, top1-acc=68.36%, top5-acc=92.67%, remaining_time=0:00:30.096960, arrival_time=2021-04-14 21:47:06.247695, cost_time=0:00:31.350957 2021-04-14 21:46:39,269 INFO : TRAIN, epoch=0033, iter=00110/00196, fetch data time cost=2.16ms, fps=821 images/s, loss=1.0728, top1-acc=68.27%, top5-acc=92.61%, remaining_time=0:00:26.948702, arrival_time=2021-04-14 21:47:06.217956, cost_time=0:00:34.469302 2021-04-14 21:46:42,392 INFO : TRAIN, epoch=0033, iter=00120/00196, fetch data time cost=1.44ms, fps=820 images/s, loss=1.0706, top1-acc=68.27%, top5-acc=92.60%, remaining_time=0:00:23.808444, arrival_time=2021-04-14 21:47:06.200429, cost_time=0:00:37.592276 2021-04-14 21:46:45,520 INFO : TRAIN, epoch=0033, iter=00130/00196, fetch data time cost=4.15ms, fps=819 images/s, loss=1.0721, top1-acc=68.22%, top5-acc=92.61%, remaining_time=0:00:20.673510, arrival_time=2021-04-14 21:47:06.193783, cost_time=0:00:40.720514 2021-04-14 21:46:48,636 INFO : TRAIN, epoch=0033, iter=00140/00196, fetch data time cost=1.44ms, fps=822 images/s, loss=1.0692, top1-acc=68.33%, top5-acc=92.66%, remaining_time=0:00:17.534496, arrival_time=2021-04-14 21:47:06.170523, cost_time=0:00:43.836249 2021-04-14 21:46:51,751 INFO : TRAIN, epoch=0033, iter=00150/00196, fetch data time cost=1.44ms, fps=822 images/s, loss=1.0729, top1-acc=68.26%, top5-acc=92.62%, remaining_time=0:00:14.398552, arrival_time=2021-04-14 21:47:06.149998, cost_time=0:00:46.951731 2021-04-14 21:46:54,861 INFO : TRAIN, epoch=0033, iter=00160/00196, fetch data time cost=1.54ms, fps=823 images/s, loss=1.0777, top1-acc=68.15%, top5-acc=92.56%, remaining_time=0:00:11.263968, arrival_time=2021-04-14 21:47:06.125606, cost_time=0:00:50.062034 2021-04-14 21:46:57,971 INFO : TRAIN, epoch=0033, iter=00170/00196, fetch data time cost=1.47ms, fps=823 images/s, loss=1.0813, top1-acc=68.08%, top5-acc=92.50%, remaining_time=0:00:08.132072, arrival_time=2021-04-14 21:47:06.103023, cost_time=0:00:53.171254 2021-04-14 21:47:01,081 INFO : TRAIN, epoch=0033, iter=00180/00196, fetch data time cost=2.27ms, fps=823 images/s, loss=1.0814, top1-acc=68.11%, top5-acc=92.51%, remaining_time=0:00:05.002848, arrival_time=2021-04-14 21:47:06.084650, cost_time=0:00:56.282041 2021-04-14 21:47:04,199 INFO : TRAIN, epoch=0033, iter=00190/00196, fetch data time cost=1.41ms, fps=821 images/s, loss=1.0845, top1-acc=68.00%, top5-acc=92.44%, remaining_time=0:00:01.875768, arrival_time=2021-04-14 21:47:06.074803, cost_time=0:00:59.399251 2021-04-14 21:47:05,869 INFO : TRAIN, epoch=0033, iter=00196/00196, fetch data time cost=1.80ms, fps=815 images/s, loss=1.0838, top1-acc=68.04%, top5-acc=92.47%, remaining_time=0:00:00, arrival_time=2021-04-14 21:47:05.869078, cost_time=0:01:01.069302 2021-04-14 21:47:07,005 INFO : EVAL, epoch=0033, iter=00010/00040, fetch data time cost=0.23ms, fps=2260 images/s, loss=1.7604, top1-acc=54.34%, top5-acc=83.63%, remaining_time=0:00:03.397620, arrival_time=2021-04-14 21:47:10.402959, cost_time=0:00:01.132536 2021-04-14 21:47:07,956 INFO : EVAL, epoch=0033, iter=00020/00040, fetch data time cost=2.19ms, fps=2694 images/s, loss=1.7940, top1-acc=53.32%, top5-acc=82.48%, remaining_time=0:00:02.083340, arrival_time=2021-04-14 21:47:10.039503, cost_time=0:00:02.083339 2021-04-14 21:47:08,906 INFO : EVAL, epoch=0033, iter=00030/00040, fetch data time cost=1.39ms, fps=2697 images/s, loss=1.7765, top1-acc=53.70%, top5-acc=82.62%, remaining_time=0:00:01.011000, arrival_time=2021-04-14 21:47:09.916876, cost_time=0:00:03.032987 2021-04-14 21:47:09,769 INFO : EVAL, epoch=0033, iter=00040/00040, fetch data time cost=0.23ms, fps=2691 images/s, loss=1.7690, top1-acc=53.48%, top5-acc=82.76%, remaining_time=0:00:00, arrival_time=2021-04-14 21:47:09.768908, cost_time=0:00:03.896061 2021-04-14 21:47:10,053 INFO : Epoch=0033 complete, best val top1-acc=57.19%, top5-acc=84.60% (epoch=15), remaining_time=3:01:55.369832, arrival_time=2021-04-15 00:49:05.423016, cost_time=0:35:56.929371 2021-04-14 21:47:10,054 INFO : Train start, epoch=0034, lr=0.093432 2021-04-14 21:47:13,418 INFO : TRAIN, epoch=0034, iter=00010/00196, fetch data time cost=1.41ms, fps=761 images/s, loss=1.0654, top1-acc=68.52%, top5-acc=92.54%, remaining_time=0:01:02.555520, arrival_time=2021-04-14 21:48:15.973650, cost_time=0:00:03.363202 2021-04-14 21:47:16,531 INFO : TRAIN, epoch=0034, iter=00020/00196, fetch data time cost=1.30ms, fps=823 images/s, loss=1.0351, top1-acc=69.59%, top5-acc=92.97%, remaining_time=0:00:56.993728, arrival_time=2021-04-14 21:48:13.525049, cost_time=0:00:06.476562 2021-04-14 21:47:19,633 INFO : TRAIN, epoch=0034, iter=00030/00196, fetch data time cost=1.64ms, fps=825 images/s, loss=1.0321, top1-acc=69.37%, top5-acc=93.10%, remaining_time=0:00:53.000480, arrival_time=2021-04-14 21:48:12.633614, cost_time=0:00:09.578414 2021-04-14 21:47:22,746 INFO : TRAIN, epoch=0034, iter=00040/00196, fetch data time cost=1.63ms, fps=823 images/s, loss=1.0229, top1-acc=69.61%, top5-acc=93.05%, remaining_time=0:00:49.495212, arrival_time=2021-04-14 21:48:12.241117, cost_time=0:00:12.691092 2021-04-14 21:47:25,849 INFO : TRAIN, epoch=0034, iter=00050/00196, fetch data time cost=1.67ms, fps=825 images/s, loss=1.0323, top1-acc=69.27%, top5-acc=93.00%, remaining_time=0:00:46.119648, arrival_time=2021-04-14 21:48:11.968747, cost_time=0:00:15.794420 2021-04-14 21:47:28,961 INFO : TRAIN, epoch=0034, iter=00060/00196, fetch data time cost=1.33ms, fps=823 images/s, loss=1.0416, top1-acc=69.21%, top5-acc=92.81%, remaining_time=0:00:42.853192, arrival_time=2021-04-14 21:48:11.814800, cost_time=0:00:18.905830 2021-04-14 21:47:32,070 INFO : TRAIN, epoch=0034, iter=00070/00196, fetch data time cost=1.41ms, fps=824 images/s, loss=1.0490, top1-acc=69.04%, top5-acc=92.85%, remaining_time=0:00:39.629016, arrival_time=2021-04-14 21:48:11.699911, cost_time=0:00:22.016123 2021-04-14 21:47:35,179 INFO : TRAIN, epoch=0034, iter=00080/00196, fetch data time cost=1.35ms, fps=824 images/s, loss=1.0569, top1-acc=68.64%, top5-acc=92.79%, remaining_time=0:00:36.430496, arrival_time=2021-04-14 21:48:11.609655, cost_time=0:00:25.124488 2021-04-14 21:47:38,296 INFO : TRAIN, epoch=0034, iter=00090/00196, fetch data time cost=1.75ms, fps=821 images/s, loss=1.0630, top1-acc=68.49%, top5-acc=92.75%, remaining_time=0:00:33.262270, arrival_time=2021-04-14 21:48:11.558513, cost_time=0:00:28.241520 2021-04-14 21:47:41,403 INFO : TRAIN, epoch=0034, iter=00100/00196, fetch data time cost=1.50ms, fps=824 images/s, loss=1.0663, top1-acc=68.39%, top5-acc=92.68%, remaining_time=0:00:30.094944, arrival_time=2021-04-14 21:48:11.498490, cost_time=0:00:31.348916 2021-04-14 21:47:44,517 INFO : TRAIN, epoch=0034, iter=00110/00196, fetch data time cost=1.49ms, fps=822 images/s, loss=1.0734, top1-acc=68.28%, top5-acc=92.59%, remaining_time=0:00:26.943886, arrival_time=2021-04-14 21:48:11.461705, cost_time=0:00:34.463106 2021-04-14 21:47:47,630 INFO : TRAIN, epoch=0034, iter=00120/00196, fetch data time cost=1.38ms, fps=822 images/s, loss=1.0728, top1-acc=68.32%, top5-acc=92.63%, remaining_time=0:00:23.798260, arrival_time=2021-04-14 21:48:11.429125, cost_time=0:00:37.576207 2021-04-14 21:47:50,747 INFO : TRAIN, epoch=0034, iter=00130/00196, fetch data time cost=1.64ms, fps=822 images/s, loss=1.0774, top1-acc=68.21%, top5-acc=92.56%, remaining_time=0:00:20.659188, arrival_time=2021-04-14 21:48:11.406157, cost_time=0:00:40.692338 2021-04-14 21:47:53,853 INFO : TRAIN, epoch=0034, iter=00140/00196, fetch data time cost=1.57ms, fps=824 images/s, loss=1.0783, top1-acc=68.19%, top5-acc=92.51%, remaining_time=0:00:17.519320, arrival_time=2021-04-14 21:48:11.372350, cost_time=0:00:43.798310 2021-04-14 21:47:56,967 INFO : TRAIN, epoch=0034, iter=00150/00196, fetch data time cost=1.94ms, fps=822 images/s, loss=1.0815, top1-acc=68.10%, top5-acc=92.51%, remaining_time=0:00:14.386592, arrival_time=2021-04-14 21:48:11.353965, cost_time=0:00:46.912735 2021-04-14 21:48:00,074 INFO : TRAIN, epoch=0034, iter=00160/00196, fetch data time cost=1.51ms, fps=824 images/s, loss=1.0865, top1-acc=67.93%, top5-acc=92.45%, remaining_time=0:00:11.254464, arrival_time=2021-04-14 21:48:11.328985, cost_time=0:00:50.019892 2021-04-14 21:48:03,177 INFO : TRAIN, epoch=0034, iter=00170/00196, fetch data time cost=1.39ms, fps=825 images/s, loss=1.0895, top1-acc=67.81%, top5-acc=92.44%, remaining_time=0:00:08.124688, arrival_time=2021-04-14 21:48:11.302378, cost_time=0:00:53.122970 2021-04-14 21:48:06,282 INFO : TRAIN, epoch=0034, iter=00180/00196, fetch data time cost=1.87ms, fps=825 images/s, loss=1.0903, top1-acc=67.83%, top5-acc=92.46%, remaining_time=0:00:04.998000, arrival_time=2021-04-14 21:48:11.280109, cost_time=0:00:56.227466 2021-04-14 21:48:09,389 INFO : TRAIN, epoch=0034, iter=00190/00196, fetch data time cost=1.28ms, fps=824 images/s, loss=1.0916, top1-acc=67.80%, top5-acc=92.43%, remaining_time=0:00:01.873734, arrival_time=2021-04-14 21:48:11.263215, cost_time=0:00:59.334861 2021-04-14 21:48:11,043 INFO : TRAIN, epoch=0034, iter=00196/00196, fetch data time cost=1.26ms, fps=823 images/s, loss=1.0932, top1-acc=67.70%, top5-acc=92.43%, remaining_time=0:00:00, arrival_time=2021-04-14 21:48:11.043171, cost_time=0:01:00.988540 2021-04-14 21:48:12,161 INFO : EVAL, epoch=0034, iter=00010/00040, fetch data time cost=0.20ms, fps=2292 images/s, loss=1.5783, top1-acc=56.37%, top5-acc=85.43%, remaining_time=0:00:03.350100, arrival_time=2021-04-14 21:48:15.511960, cost_time=0:00:01.116697 2021-04-14 21:48:13,105 INFO : EVAL, epoch=0034, iter=00020/00040, fetch data time cost=1.44ms, fps=2714 images/s, loss=1.5589, top1-acc=56.41%, top5-acc=85.78%, remaining_time=0:00:02.060200, arrival_time=2021-04-14 21:48:15.165561, cost_time=0:00:02.060201 2021-04-14 21:48:14,049 INFO : EVAL, epoch=0034, iter=00030/00040, fetch data time cost=1.55ms, fps=2713 images/s, loss=1.5724, top1-acc=56.25%, top5-acc=85.56%, remaining_time=0:00:01.001390, arrival_time=2021-04-14 21:48:15.050804, cost_time=0:00:03.004166 2021-04-14 21:48:14,909 INFO : EVAL, epoch=0034, iter=00040/00040, fetch data time cost=0.10ms, fps=2698 images/s, loss=1.5827, top1-acc=56.13%, top5-acc=85.34%, remaining_time=0:00:00, arrival_time=2021-04-14 21:48:14.909921, cost_time=0:00:03.864800 2021-04-14 21:48:15,187 INFO : Epoch=0034 complete, best val top1-acc=57.19%, top5-acc=84.60% (epoch=15), remaining_time=3:00:48.900618, arrival_time=2021-04-15 00:49:04.088439, cost_time=0:37:02.063968 2021-04-14 21:48:15,190 INFO : Train start, epoch=0035, lr=0.093037 2021-04-14 21:48:18,479 INFO : TRAIN, epoch=0035, iter=00010/00196, fetch data time cost=1.98ms, fps=778 images/s, loss=1.0022, top1-acc=70.04%, top5-acc=93.98%, remaining_time=0:01:01.177074, arrival_time=2021-04-14 21:49:19.656941, cost_time=0:00:03.289092 2021-04-14 21:48:21,597 INFO : TRAIN, epoch=0035, iter=00020/00196, fetch data time cost=2.53ms, fps=821 images/s, loss=1.0081, top1-acc=69.45%, top5-acc=93.98%, remaining_time=0:00:56.382480, arrival_time=2021-04-14 21:49:17.980203, cost_time=0:00:06.407100 2021-04-14 21:48:24,708 INFO : TRAIN, epoch=0035, iter=00030/00196, fetch data time cost=1.42ms, fps=823 images/s, loss=1.0045, top1-acc=69.87%, top5-acc=93.98%, remaining_time=0:00:52.664164, arrival_time=2021-04-14 21:49:17.372431, cost_time=0:00:09.517632 2021-04-14 21:48:27,834 INFO : TRAIN, epoch=0035, iter=00040/00196, fetch data time cost=1.46ms, fps=820 images/s, loss=1.0082, top1-acc=69.71%, top5-acc=93.86%, remaining_time=0:00:49.309884, arrival_time=2021-04-14 21:49:17.144068, cost_time=0:00:12.643542 2021-04-14 21:48:30,948 INFO : TRAIN, epoch=0035, iter=00050/00196, fetch data time cost=1.36ms, fps=822 images/s, loss=1.0153, top1-acc=69.53%, top5-acc=93.74%, remaining_time=0:00:46.010586, arrival_time=2021-04-14 21:49:16.958468, cost_time=0:00:15.757040 2021-04-14 21:48:34,057 INFO : TRAIN, epoch=0035, iter=00060/00196, fetch data time cost=2.20ms, fps=824 images/s, loss=1.0160, top1-acc=69.51%, top5-acc=93.57%, remaining_time=0:00:42.764384, arrival_time=2021-04-14 21:49:16.821709, cost_time=0:00:18.866644 2021-04-14 21:48:37,176 INFO : TRAIN, epoch=0035, iter=00070/00196, fetch data time cost=2.68ms, fps=821 images/s, loss=1.0249, top1-acc=69.35%, top5-acc=93.38%, remaining_time=0:00:39.574332, arrival_time=2021-04-14 21:49:16.750728, cost_time=0:00:21.985716 2021-04-14 21:48:40,285 INFO : TRAIN, epoch=0035, iter=00080/00196, fetch data time cost=1.39ms, fps=824 images/s, loss=1.0304, top1-acc=69.37%, top5-acc=93.32%, remaining_time=0:00:36.387112, arrival_time=2021-04-14 21:49:16.672253, cost_time=0:00:25.094581 2021-04-14 21:48:43,397 INFO : TRAIN, epoch=0035, iter=00090/00196, fetch data time cost=1.46ms, fps=823 images/s, loss=1.0350, top1-acc=69.18%, top5-acc=93.21%, remaining_time=0:00:33.221354, arrival_time=2021-04-14 21:49:16.618766, cost_time=0:00:28.206782 2021-04-14 21:48:46,508 INFO : TRAIN, epoch=0035, iter=00100/00196, fetch data time cost=1.49ms, fps=823 images/s, loss=1.0359, top1-acc=69.27%, top5-acc=93.18%, remaining_time=0:00:30.064992, arrival_time=2021-04-14 21:49:16.573355, cost_time=0:00:31.317676 2021-04-14 21:48:49,615 INFO : TRAIN, epoch=0035, iter=00110/00196, fetch data time cost=1.41ms, fps=824 images/s, loss=1.0428, top1-acc=69.14%, top5-acc=93.03%, remaining_time=0:00:26.913958, arrival_time=2021-04-14 21:49:16.529299, cost_time=0:00:34.424796 2021-04-14 21:48:52,728 INFO : TRAIN, epoch=0035, iter=00120/00196, fetch data time cost=2.03ms, fps=822 images/s, loss=1.0487, top1-acc=68.89%, top5-acc=92.97%, remaining_time=0:00:23.774016, arrival_time=2021-04-14 21:49:16.502634, cost_time=0:00:37.537911 2021-04-14 21:48:55,846 INFO : TRAIN, epoch=0035, iter=00130/00196, fetch data time cost=6.25ms, fps=821 images/s, loss=1.0532, top1-acc=68.77%, top5-acc=92.90%, remaining_time=0:00:20.640576, arrival_time=2021-04-14 21:49:16.486771, cost_time=0:00:40.655643 2021-04-14 21:48:58,955 INFO : TRAIN, epoch=0035, iter=00140/00196, fetch data time cost=1.56ms, fps=823 images/s, loss=1.0580, top1-acc=68.64%, top5-acc=92.86%, remaining_time=0:00:17.505992, arrival_time=2021-04-14 21:49:16.461638, cost_time=0:00:43.765013 2021-04-14 21:49:02,068 INFO : TRAIN, epoch=0035, iter=00150/00196, fetch data time cost=1.72ms, fps=823 images/s, loss=1.0602, top1-acc=68.61%, top5-acc=92.84%, remaining_time=0:00:14.375874, arrival_time=2021-04-14 21:49:16.444322, cost_time=0:00:46.877888 2021-04-14 21:49:05,170 INFO : TRAIN, epoch=0035, iter=00160/00196, fetch data time cost=1.47ms, fps=825 images/s, loss=1.0640, top1-acc=68.49%, top5-acc=92.77%, remaining_time=0:00:11.245500, arrival_time=2021-04-14 21:49:16.415980, cost_time=0:00:49.979929 2021-04-14 21:49:08,272 INFO : TRAIN, epoch=0035, iter=00170/00196, fetch data time cost=1.46ms, fps=825 images/s, loss=1.0675, top1-acc=68.38%, top5-acc=92.77%, remaining_time=0:00:08.118448, arrival_time=2021-04-14 21:49:16.391223, cost_time=0:00:53.082086 2021-04-14 21:49:11,385 INFO : TRAIN, epoch=0035, iter=00180/00196, fetch data time cost=1.84ms, fps=823 images/s, loss=1.0720, top1-acc=68.26%, top5-acc=92.70%, remaining_time=0:00:04.995120, arrival_time=2021-04-14 21:49:16.380678, cost_time=0:00:56.195013 2021-04-14 21:49:14,490 INFO : TRAIN, epoch=0035, iter=00190/00196, fetch data time cost=1.42ms, fps=825 images/s, loss=1.0744, top1-acc=68.20%, top5-acc=92.66%, remaining_time=0:00:01.872618, arrival_time=2021-04-14 21:49:16.362800, cost_time=0:00:59.299640 2021-04-14 21:49:16,146 INFO : TRAIN, epoch=0035, iter=00196/00196, fetch data time cost=1.25ms, fps=821 images/s, loss=1.0767, top1-acc=68.17%, top5-acc=92.63%, remaining_time=0:00:00, arrival_time=2021-04-14 21:49:16.146760, cost_time=0:01:00.956125 2021-04-14 21:49:17,210 INFO : EVAL, epoch=0035, iter=00010/00040, fetch data time cost=0.20ms, fps=2413 images/s, loss=1.6484, top1-acc=53.67%, top5-acc=85.04%, remaining_time=0:00:03.182430, arrival_time=2021-04-14 21:49:20.393304, cost_time=0:00:01.060808 2021-04-14 21:49:18,154 INFO : EVAL, epoch=0035, iter=00020/00040, fetch data time cost=1.69ms, fps=2715 images/s, loss=1.6379, top1-acc=54.73%, top5-acc=84.77%, remaining_time=0:00:02.004060, arrival_time=2021-04-14 21:49:20.158187, cost_time=0:00:02.004068 2021-04-14 21:49:19,103 INFO : EVAL, epoch=0035, iter=00030/00040, fetch data time cost=1.54ms, fps=2699 images/s, loss=1.6408, top1-acc=54.87%, top5-acc=84.67%, remaining_time=0:00:00.984280, arrival_time=2021-04-14 21:49:20.087236, cost_time=0:00:02.952845 2021-04-14 21:49:19,973 INFO : EVAL, epoch=0035, iter=00040/00040, fetch data time cost=0.11ms, fps=2667 images/s, loss=1.6597, top1-acc=54.58%, top5-acc=84.65%, remaining_time=0:00:00, arrival_time=2021-04-14 21:49:19.973330, cost_time=0:00:03.823246 2021-04-14 21:49:20,311 INFO : Epoch=0035 complete, best val top1-acc=57.19%, top5-acc=84.60% (epoch=15), remaining_time=2:59:42.457785, arrival_time=2021-04-15 00:49:02.769643, cost_time=0:38:07.188028 2021-04-14 21:49:20,313 INFO : Train start, epoch=0036, lr=0.092632 2021-04-14 21:49:23,600 INFO : TRAIN, epoch=0036, iter=00010/00196, fetch data time cost=1.32ms, fps=779 images/s, loss=1.0389, top1-acc=70.16%, top5-acc=92.89%, remaining_time=0:01:01.133178, arrival_time=2021-04-14 21:50:24.733621, cost_time=0:00:03.286728 2021-04-14 21:49:26,728 INFO : TRAIN, epoch=0036, iter=00020/00196, fetch data time cost=1.57ms, fps=819 images/s, loss=1.0513, top1-acc=69.77%, top5-acc=92.93%, remaining_time=0:00:56.454640, arrival_time=2021-04-14 21:50:23.183401, cost_time=0:00:06.415296 2021-04-14 21:49:29,845 INFO : TRAIN, epoch=0036, iter=00030/00196, fetch data time cost=1.47ms, fps=821 images/s, loss=1.0576, top1-acc=69.23%, top5-acc=92.81%, remaining_time=0:00:52.744674, arrival_time=2021-04-14 21:50:22.590316, cost_time=0:00:09.532181 2021-04-14 21:49:32,963 INFO : TRAIN, epoch=0036, iter=00040/00196, fetch data time cost=1.92ms, fps=821 images/s, loss=1.0517, top1-acc=69.31%, top5-acc=92.91%, remaining_time=0:00:49.333128, arrival_time=2021-04-14 21:50:22.296107, cost_time=0:00:12.649515 2021-04-14 21:49:36,068 INFO : TRAIN, epoch=0036, iter=00050/00196, fetch data time cost=1.76ms, fps=825 images/s, loss=1.0465, top1-acc=69.51%, top5-acc=92.94%, remaining_time=0:00:46.003870, arrival_time=2021-04-14 21:50:22.072122, cost_time=0:00:15.754751 2021-04-14 21:49:39,173 INFO : TRAIN, epoch=0036, iter=00060/00196, fetch data time cost=1.60ms, fps=825 images/s, loss=1.0465, top1-acc=69.62%, top5-acc=92.88%, remaining_time=0:00:42.749968, arrival_time=2021-04-14 21:50:21.923808, cost_time=0:00:18.860280 2021-04-14 21:49:42,300 INFO : TRAIN, epoch=0036, iter=00070/00196, fetch data time cost=1.58ms, fps=819 images/s, loss=1.0500, top1-acc=69.53%, top5-acc=92.85%, remaining_time=0:00:39.576852, arrival_time=2021-04-14 21:50:21.877589, cost_time=0:00:21.987124 2021-04-14 21:49:45,427 INFO : TRAIN, epoch=0036, iter=00080/00196, fetch data time cost=2.70ms, fps=819 images/s, loss=1.0498, top1-acc=69.39%, top5-acc=92.82%, remaining_time=0:00:36.415068, arrival_time=2021-04-14 21:50:21.842552, cost_time=0:00:25.113849 2021-04-14 21:49:48,552 INFO : TRAIN, epoch=0036, iter=00090/00196, fetch data time cost=2.18ms, fps=820 images/s, loss=1.0553, top1-acc=69.14%, top5-acc=92.78%, remaining_time=0:00:33.258666, arrival_time=2021-04-14 21:50:21.810590, cost_time=0:00:28.238451 2021-04-14 21:49:51,668 INFO : TRAIN, epoch=0036, iter=00100/00196, fetch data time cost=1.59ms, fps=822 images/s, loss=1.0554, top1-acc=69.04%, top5-acc=92.72%, remaining_time=0:00:30.100800, arrival_time=2021-04-14 21:50:21.769337, cost_time=0:00:31.355047 2021-04-14 21:49:54,783 INFO : TRAIN, epoch=0036, iter=00110/00196, fetch data time cost=1.63ms, fps=822 images/s, loss=1.0617, top1-acc=68.83%, top5-acc=92.61%, remaining_time=0:00:26.949304, arrival_time=2021-04-14 21:50:21.732833, cost_time=0:00:34.470058 2021-04-14 21:49:57,895 INFO : TRAIN, epoch=0036, iter=00120/00196, fetch data time cost=2.05ms, fps=823 images/s, loss=1.0614, top1-acc=68.76%, top5-acc=92.65%, remaining_time=0:00:23.802060, arrival_time=2021-04-14 21:50:21.697750, cost_time=0:00:37.582219 2021-04-14 21:50:01,026 INFO : TRAIN, epoch=0036, iter=00130/00196, fetch data time cost=1.86ms, fps=818 images/s, loss=1.0619, top1-acc=68.76%, top5-acc=92.68%, remaining_time=0:00:20.669550, arrival_time=2021-04-14 21:50:21.695818, cost_time=0:00:40.712800 2021-04-14 21:50:04,145 INFO : TRAIN, epoch=0036, iter=00140/00196, fetch data time cost=2.10ms, fps=821 images/s, loss=1.0646, top1-acc=68.59%, top5-acc=92.63%, remaining_time=0:00:17.532872, arrival_time=2021-04-14 21:50:21.678637, cost_time=0:00:43.832209 2021-04-14 21:50:07,256 INFO : TRAIN, epoch=0036, iter=00150/00196, fetch data time cost=1.43ms, fps=823 images/s, loss=1.0690, top1-acc=68.43%, top5-acc=92.63%, remaining_time=0:00:14.395838, arrival_time=2021-04-14 21:50:21.652372, cost_time=0:00:46.942997 2021-04-14 21:50:10,368 INFO : TRAIN, epoch=0036, iter=00160/00196, fetch data time cost=2.18ms, fps=823 images/s, loss=1.0734, top1-acc=68.33%, top5-acc=92.60%, remaining_time=0:00:11.262348, arrival_time=2021-04-14 21:50:21.630623, cost_time=0:00:50.054809 2021-04-14 21:50:13,481 INFO : TRAIN, epoch=0036, iter=00170/00196, fetch data time cost=1.44ms, fps=823 images/s, loss=1.0749, top1-acc=68.30%, top5-acc=92.62%, remaining_time=0:00:08.131526, arrival_time=2021-04-14 21:50:21.612778, cost_time=0:00:53.167718 2021-04-14 21:50:16,600 INFO : TRAIN, epoch=0036, iter=00180/00196, fetch data time cost=1.92ms, fps=821 images/s, loss=1.0813, top1-acc=68.21%, top5-acc=92.52%, remaining_time=0:00:05.003232, arrival_time=2021-04-14 21:50:21.603168, cost_time=0:00:56.286344 2021-04-14 21:50:19,714 INFO : TRAIN, epoch=0036, iter=00190/00196, fetch data time cost=1.34ms, fps=822 images/s, loss=1.0803, top1-acc=68.25%, top5-acc=92.51%, remaining_time=0:00:01.875816, arrival_time=2021-04-14 21:50:21.590277, cost_time=0:00:59.400859 2021-04-14 21:50:21,371 INFO : TRAIN, epoch=0036, iter=00196/00196, fetch data time cost=1.25ms, fps=821 images/s, loss=1.0812, top1-acc=68.19%, top5-acc=92.48%, remaining_time=0:00:00, arrival_time=2021-04-14 21:50:21.371642, cost_time=0:01:01.058239 2021-04-14 21:50:22,472 INFO : EVAL, epoch=0036, iter=00010/00040, fetch data time cost=0.22ms, fps=2331 images/s, loss=1.6302, top1-acc=55.51%, top5-acc=85.04%, remaining_time=0:00:03.295230, arrival_time=2021-04-14 21:50:25.767407, cost_time=0:00:01.098407 2021-04-14 21:50:23,419 INFO : EVAL, epoch=0036, iter=00020/00040, fetch data time cost=1.31ms, fps=2703 images/s, loss=1.6021, top1-acc=56.11%, top5-acc=85.43%, remaining_time=0:00:02.046240, arrival_time=2021-04-14 21:50:25.466161, cost_time=0:00:02.046239 2021-04-14 21:50:24,363 INFO : EVAL, epoch=0036, iter=00030/00040, fetch data time cost=1.52ms, fps=2715 images/s, loss=1.6113, top1-acc=55.96%, top5-acc=85.22%, remaining_time=0:00:00.996550, arrival_time=2021-04-14 21:50:25.360000, cost_time=0:00:02.989647 2021-04-14 21:50:25,223 INFO : EVAL, epoch=0036, iter=00040/00040, fetch data time cost=0.09ms, fps=2698 images/s, loss=1.5943, top1-acc=56.00%, top5-acc=85.31%, remaining_time=0:00:00, arrival_time=2021-04-14 21:50:25.223765, cost_time=0:00:03.850105 2021-04-14 21:50:25,510 INFO : Epoch=0036 complete, best val top1-acc=57.19%, top5-acc=84.60% (epoch=15), remaining_time=2:58:36.426988, arrival_time=2021-04-15 00:49:01.937229, cost_time=0:39:12.386421 2021-04-14 21:50:25,511 INFO : Train start, epoch=0037, lr=0.092216 2021-04-14 21:50:28,861 INFO : TRAIN, epoch=0037, iter=00010/00196, fetch data time cost=2.15ms, fps=764 images/s, loss=1.0577, top1-acc=67.23%, top5-acc=93.16%, remaining_time=0:01:02.299398, arrival_time=2021-04-14 21:51:31.160709, cost_time=0:00:03.349434 2021-04-14 21:50:31,973 INFO : TRAIN, epoch=0037, iter=00020/00196, fetch data time cost=2.31ms, fps=823 images/s, loss=1.0684, top1-acc=67.79%, top5-acc=92.85%, remaining_time=0:00:56.864016, arrival_time=2021-04-14 21:51:28.837692, cost_time=0:00:06.461816 2021-04-14 21:50:35,086 INFO : TRAIN, epoch=0037, iter=00030/00196, fetch data time cost=1.46ms, fps=823 images/s, loss=1.0607, top1-acc=68.22%, top5-acc=92.75%, remaining_time=0:00:52.980560, arrival_time=2021-04-14 21:51:28.067154, cost_time=0:00:09.574787 2021-04-14 21:50:38,193 INFO : TRAIN, epoch=0037, iter=00040/00196, fetch data time cost=1.64ms, fps=824 images/s, loss=1.0533, top1-acc=68.57%, top5-acc=92.74%, remaining_time=0:00:49.459488, arrival_time=2021-04-14 21:51:27.653230, cost_time=0:00:12.681929 2021-04-14 21:50:41,306 INFO : TRAIN, epoch=0037, iter=00050/00196, fetch data time cost=1.40ms, fps=822 images/s, loss=1.0516, top1-acc=68.55%, top5-acc=92.79%, remaining_time=0:00:46.121400, arrival_time=2021-04-14 21:51:27.428205, cost_time=0:00:15.794990 2021-04-14 21:50:44,421 INFO : TRAIN, epoch=0037, iter=00060/00196, fetch data time cost=1.50ms, fps=822 images/s, loss=1.0524, top1-acc=68.56%, top5-acc=92.80%, remaining_time=0:00:42.860672, arrival_time=2021-04-14 21:51:27.281677, cost_time=0:00:18.909096 2021-04-14 21:50:47,532 INFO : TRAIN, epoch=0037, iter=00070/00196, fetch data time cost=1.55ms, fps=823 images/s, loss=1.0566, top1-acc=68.50%, top5-acc=92.75%, remaining_time=0:00:39.636828, arrival_time=2021-04-14 21:51:27.169196, cost_time=0:00:22.020495 2021-04-14 21:50:50,645 INFO : TRAIN, epoch=0037, iter=00080/00196, fetch data time cost=1.38ms, fps=822 images/s, loss=1.0558, top1-acc=68.55%, top5-acc=92.83%, remaining_time=0:00:36.444184, arrival_time=2021-04-14 21:51:27.089864, cost_time=0:00:25.133952 2021-04-14 21:50:53,751 INFO : TRAIN, epoch=0037, iter=00090/00196, fetch data time cost=1.51ms, fps=825 images/s, loss=1.0563, top1-acc=68.53%, top5-acc=92.80%, remaining_time=0:00:33.259408, arrival_time=2021-04-14 21:51:27.010444, cost_time=0:00:28.239158 2021-04-14 21:50:56,858 INFO : TRAIN, epoch=0037, iter=00100/00196, fetch data time cost=1.84ms, fps=824 images/s, loss=1.0612, top1-acc=68.41%, top5-acc=92.76%, remaining_time=0:00:30.092928, arrival_time=2021-04-14 21:51:26.951630, cost_time=0:00:31.346822 2021-04-14 21:50:59,961 INFO : TRAIN, epoch=0037, iter=00110/00196, fetch data time cost=1.40ms, fps=825 images/s, loss=1.0655, top1-acc=68.33%, top5-acc=92.68%, remaining_time=0:00:26.933480, arrival_time=2021-04-14 21:51:26.895067, cost_time=0:00:34.449774 2021-04-14 21:51:03,065 INFO : TRAIN, epoch=0037, iter=00120/00196, fetch data time cost=1.33ms, fps=825 images/s, loss=1.0649, top1-acc=68.39%, top5-acc=92.74%, remaining_time=0:00:23.783592, arrival_time=2021-04-14 21:51:26.848504, cost_time=0:00:37.553096 2021-04-14 21:51:06,177 INFO : TRAIN, epoch=0037, iter=00130/00196, fetch data time cost=1.44ms, fps=823 images/s, loss=1.0664, top1-acc=68.32%, top5-acc=92.73%, remaining_time=0:00:20.645460, arrival_time=2021-04-14 21:51:26.822625, cost_time=0:00:40.665365 2021-04-14 21:51:09,285 INFO : TRAIN, epoch=0037, iter=00140/00196, fetch data time cost=1.74ms, fps=824 images/s, loss=1.0707, top1-acc=68.23%, top5-acc=92.70%, remaining_time=0:00:17.509576, arrival_time=2021-04-14 21:51:26.795372, cost_time=0:00:43.773984 2021-04-14 21:51:12,398 INFO : TRAIN, epoch=0037, iter=00150/00196, fetch data time cost=1.36ms, fps=823 images/s, loss=1.0716, top1-acc=68.33%, top5-acc=92.67%, remaining_time=0:00:14.378404, arrival_time=2021-04-14 21:51:26.776457, cost_time=0:00:46.886153 2021-04-14 21:51:15,520 INFO : TRAIN, epoch=0037, iter=00160/00196, fetch data time cost=2.16ms, fps=820 images/s, loss=1.0724, top1-acc=68.30%, top5-acc=92.63%, remaining_time=0:00:11.251944, arrival_time=2021-04-14 21:51:26.772435, cost_time=0:00:50.008592 2021-04-14 21:51:18,637 INFO : TRAIN, epoch=0037, iter=00170/00196, fetch data time cost=1.50ms, fps=822 images/s, loss=1.0735, top1-acc=68.35%, top5-acc=92.59%, remaining_time=0:00:08.125026, arrival_time=2021-04-14 21:51:26.762036, cost_time=0:00:53.125096 2021-04-14 21:51:21,760 INFO : TRAIN, epoch=0037, iter=00180/00196, fetch data time cost=1.96ms, fps=820 images/s, loss=1.0736, top1-acc=68.37%, top5-acc=92.60%, remaining_time=0:00:04.999888, arrival_time=2021-04-14 21:51:26.760537, cost_time=0:00:56.248814 2021-04-14 21:51:24,868 INFO : TRAIN, epoch=0037, iter=00190/00196, fetch data time cost=1.23ms, fps=824 images/s, loss=1.0746, top1-acc=68.31%, top5-acc=92.59%, remaining_time=0:00:01.874418, arrival_time=2021-04-14 21:51:26.742891, cost_time=0:00:59.356599 2021-04-14 21:51:26,522 INFO : TRAIN, epoch=0037, iter=00196/00196, fetch data time cost=1.27ms, fps=823 images/s, loss=1.0765, top1-acc=68.29%, top5-acc=92.58%, remaining_time=0:00:00, arrival_time=2021-04-14 21:51:26.522185, cost_time=0:01:01.010459 2021-04-14 21:51:27,584 INFO : EVAL, epoch=0037, iter=00010/00040, fetch data time cost=1.36ms, fps=2415 images/s, loss=1.5125, top1-acc=58.16%, top5-acc=86.41%, remaining_time=0:00:03.180360, arrival_time=2021-04-14 21:51:30.764850, cost_time=0:00:01.060120 2021-04-14 21:51:28,533 INFO : EVAL, epoch=0037, iter=00020/00040, fetch data time cost=2.47ms, fps=2699 images/s, loss=1.5283, top1-acc=57.73%, top5-acc=86.27%, remaining_time=0:00:02.009500, arrival_time=2021-04-14 21:51:30.543187, cost_time=0:00:02.009506 2021-04-14 21:51:29,481 INFO : EVAL, epoch=0037, iter=00030/00040, fetch data time cost=1.40ms, fps=2703 images/s, loss=1.5048, top1-acc=58.14%, top5-acc=86.68%, remaining_time=0:00:00.985780, arrival_time=2021-04-14 21:51:30.467254, cost_time=0:00:02.957340 2021-04-14 21:51:30,339 INFO : EVAL, epoch=0037, iter=00040/00040, fetch data time cost=0.08ms, fps=2705 images/s, loss=1.5034, top1-acc=58.12%, top5-acc=86.46%, remaining_time=0:00:00, arrival_time=2021-04-14 21:51:30.339385, cost_time=0:00:03.815282 2021-04-14 21:51:30,854 INFO : Epoch=0037 complete, best val top1-acc=58.12%, top5-acc=86.46% (epoch=37), remaining_time=2:57:31.083736, arrival_time=2021-04-15 00:49:01.938255, cost_time=0:40:17.730665 2021-04-14 21:51:30,857 INFO : Train start, epoch=0038, lr=0.091790 2021-04-14 21:51:34,184 INFO : TRAIN, epoch=0038, iter=00010/00196, fetch data time cost=1.50ms, fps=769 images/s, loss=1.0291, top1-acc=68.83%, top5-acc=93.44%, remaining_time=0:01:01.879596, arrival_time=2021-04-14 21:52:36.063807, cost_time=0:00:03.326859 2021-04-14 21:51:37,308 INFO : TRAIN, epoch=0038, iter=00020/00196, fetch data time cost=1.67ms, fps=820 images/s, loss=1.0328, top1-acc=69.10%, top5-acc=93.30%, remaining_time=0:00:56.765632, arrival_time=2021-04-14 21:52:34.073634, cost_time=0:00:06.450637 2021-04-14 21:51:40,419 INFO : TRAIN, epoch=0038, iter=00030/00196, fetch data time cost=2.16ms, fps=823 images/s, loss=1.0158, top1-acc=69.83%, top5-acc=93.50%, remaining_time=0:00:52.911670, arrival_time=2021-04-14 21:52:33.331389, cost_time=0:00:09.562346 2021-04-14 21:51:43,536 INFO : TRAIN, epoch=0038, iter=00040/00196, fetch data time cost=2.24ms, fps=821 images/s, loss=1.0125, top1-acc=70.05%, top5-acc=93.55%, remaining_time=0:00:49.449036, arrival_time=2021-04-14 21:52:32.985651, cost_time=0:00:12.679225 2021-04-14 21:51:46,647 INFO : TRAIN, epoch=0038, iter=00050/00196, fetch data time cost=1.36ms, fps=823 images/s, loss=1.0182, top1-acc=69.89%, top5-acc=93.41%, remaining_time=0:00:46.106508, arrival_time=2021-04-14 21:52:32.753778, cost_time=0:00:15.789908 2021-04-14 21:51:49,761 INFO : TRAIN, epoch=0038, iter=00060/00196, fetch data time cost=1.43ms, fps=822 images/s, loss=1.0201, top1-acc=69.80%, top5-acc=93.33%, remaining_time=0:00:42.848704, arrival_time=2021-04-14 21:52:32.609926, cost_time=0:00:18.903858 2021-04-14 21:51:52,871 INFO : TRAIN, epoch=0038, iter=00070/00196, fetch data time cost=1.44ms, fps=823 images/s, loss=1.0279, top1-acc=69.61%, top5-acc=93.25%, remaining_time=0:00:39.624606, arrival_time=2021-04-14 21:52:32.495642, cost_time=0:00:22.013679 2021-04-14 21:51:55,978 INFO : TRAIN, epoch=0038, iter=00080/00196, fetch data time cost=1.33ms, fps=824 images/s, loss=1.0340, top1-acc=69.36%, top5-acc=93.20%, remaining_time=0:00:36.425740, arrival_time=2021-04-14 21:52:32.404285, cost_time=0:00:25.121182 2021-04-14 21:51:59,095 INFO : TRAIN, epoch=0038, iter=00090/00196, fetch data time cost=2.16ms, fps=821 images/s, loss=1.0488, top1-acc=69.07%, top5-acc=92.98%, remaining_time=0:00:33.258136, arrival_time=2021-04-14 21:52:32.353603, cost_time=0:00:28.238058 2021-04-14 21:52:02,220 INFO : TRAIN, epoch=0038, iter=00100/00196, fetch data time cost=2.01ms, fps=819 images/s, loss=1.0484, top1-acc=69.11%, top5-acc=92.97%, remaining_time=0:00:30.108864, arrival_time=2021-04-14 21:52:32.329685, cost_time=0:00:31.363392 2021-04-14 21:52:05,338 INFO : TRAIN, epoch=0038, iter=00110/00196, fetch data time cost=2.18ms, fps=821 images/s, loss=1.0534, top1-acc=69.08%, top5-acc=92.88%, remaining_time=0:00:26.958076, arrival_time=2021-04-14 21:52:32.296715, cost_time=0:00:34.481219 2021-04-14 21:52:08,452 INFO : TRAIN, epoch=0038, iter=00120/00196, fetch data time cost=1.45ms, fps=822 images/s, loss=1.0563, top1-acc=69.06%, top5-acc=92.78%, remaining_time=0:00:23.810268, arrival_time=2021-04-14 21:52:32.262764, cost_time=0:00:37.595121 2021-04-14 21:52:11,555 INFO : TRAIN, epoch=0038, iter=00130/00196, fetch data time cost=1.50ms, fps=825 images/s, loss=1.0568, top1-acc=69.04%, top5-acc=92.74%, remaining_time=0:00:20.662224, arrival_time=2021-04-14 21:52:32.217937, cost_time=0:00:40.698345 2021-04-14 21:52:14,660 INFO : TRAIN, epoch=0038, iter=00140/00196, fetch data time cost=1.43ms, fps=825 images/s, loss=1.0581, top1-acc=68.97%, top5-acc=92.74%, remaining_time=0:00:17.521000, arrival_time=2021-04-14 21:52:32.180943, cost_time=0:00:43.802530 2021-04-14 21:52:17,768 INFO : TRAIN, epoch=0038, iter=00150/00196, fetch data time cost=1.57ms, fps=824 images/s, loss=1.0637, top1-acc=68.84%, top5-acc=92.65%, remaining_time=0:00:14.385994, arrival_time=2021-04-14 21:52:32.154318, cost_time=0:00:46.910918 2021-04-14 21:52:20,895 INFO : TRAIN, epoch=0038, iter=00160/00196, fetch data time cost=1.41ms, fps=819 images/s, loss=1.0660, top1-acc=68.74%, top5-acc=92.64%, remaining_time=0:00:11.258496, arrival_time=2021-04-14 21:52:32.153646, cost_time=0:00:50.037796 2021-04-14 21:52:24,005 INFO : TRAIN, epoch=0038, iter=00170/00196, fetch data time cost=1.47ms, fps=823 images/s, loss=1.0679, top1-acc=68.67%, top5-acc=92.61%, remaining_time=0:00:08.128536, arrival_time=2021-04-14 21:52:32.133883, cost_time=0:00:53.148060 2021-04-14 21:52:27,129 INFO : TRAIN, epoch=0038, iter=00180/00196, fetch data time cost=1.46ms, fps=820 images/s, loss=1.0705, top1-acc=68.59%, top5-acc=92.61%, remaining_time=0:00:05.001952, arrival_time=2021-04-14 21:52:32.131201, cost_time=0:00:56.271895 2021-04-14 21:52:30,233 INFO : TRAIN, epoch=0038, iter=00190/00196, fetch data time cost=2.05ms, fps=825 images/s, loss=1.0722, top1-acc=68.53%, top5-acc=92.58%, remaining_time=0:00:01.875042, arrival_time=2021-04-14 21:52:32.108909, cost_time=0:00:59.376398 2021-04-14 21:52:31,889 INFO : TRAIN, epoch=0038, iter=00196/00196, fetch data time cost=1.26ms, fps=822 images/s, loss=1.0748, top1-acc=68.46%, top5-acc=92.54%, remaining_time=0:00:00, arrival_time=2021-04-14 21:52:31.889448, cost_time=0:01:01.032155 2021-04-14 21:52:32,987 INFO : EVAL, epoch=0038, iter=00010/00040, fetch data time cost=1.26ms, fps=2336 images/s, loss=1.6095, top1-acc=55.47%, top5-acc=85.00%, remaining_time=0:00:03.287970, arrival_time=2021-04-14 21:52:36.275408, cost_time=0:00:01.095986 2021-04-14 21:52:33,932 INFO : EVAL, epoch=0038, iter=00020/00040, fetch data time cost=1.45ms, fps=2711 images/s, loss=1.5909, top1-acc=56.07%, top5-acc=85.25%, remaining_time=0:00:02.040660, arrival_time=2021-04-14 21:52:35.972809, cost_time=0:00:02.040651 2021-04-14 21:52:34,880 INFO : EVAL, epoch=0038, iter=00030/00040, fetch data time cost=1.51ms, fps=2701 images/s, loss=1.6113, top1-acc=55.66%, top5-acc=84.97%, remaining_time=0:00:00.996360, arrival_time=2021-04-14 21:52:35.876916, cost_time=0:00:02.989094 2021-04-14 21:52:35,740 INFO : EVAL, epoch=0038, iter=00040/00040, fetch data time cost=0.08ms, fps=2699 images/s, loss=1.6104, top1-acc=55.63%, top5-acc=84.77%, remaining_time=0:00:00, arrival_time=2021-04-14 21:52:35.740386, cost_time=0:00:03.848965 2021-04-14 21:52:36,012 INFO : Epoch=0038 complete, best val top1-acc=58.12%, top5-acc=86.46% (epoch=37), remaining_time=2:56:24.944730, arrival_time=2021-04-15 00:49:00.956821, cost_time=0:41:22.888278 2021-04-14 21:52:36,013 INFO : Train start, epoch=0039, lr=0.091354 2021-04-14 21:52:39,326 INFO : TRAIN, epoch=0039, iter=00010/00196, fetch data time cost=1.46ms, fps=773 images/s, loss=1.0891, top1-acc=67.15%, top5-acc=92.66%, remaining_time=0:01:01.620498, arrival_time=2021-04-14 21:53:40.947268, cost_time=0:00:03.312931 2021-04-14 21:52:42,438 INFO : TRAIN, epoch=0039, iter=00020/00196, fetch data time cost=1.50ms, fps=823 images/s, loss=1.0645, top1-acc=67.83%, top5-acc=93.07%, remaining_time=0:00:56.533312, arrival_time=2021-04-14 21:53:38.971253, cost_time=0:00:06.424234 2021-04-14 21:52:45,557 INFO : TRAIN, epoch=0039, iter=00030/00196, fetch data time cost=2.34ms, fps=821 images/s, loss=1.0403, top1-acc=68.76%, top5-acc=93.12%, remaining_time=0:00:52.809912, arrival_time=2021-04-14 21:53:38.367456, cost_time=0:00:09.543961 2021-04-14 21:52:48,665 INFO : TRAIN, epoch=0039, iter=00040/00196, fetch data time cost=1.41ms, fps=824 images/s, loss=1.0344, top1-acc=69.15%, top5-acc=93.09%, remaining_time=0:00:49.340616, arrival_time=2021-04-14 21:53:38.005645, cost_time=0:00:12.651446 2021-04-14 21:52:51,780 INFO : TRAIN, epoch=0039, iter=00050/00196, fetch data time cost=2.00ms, fps=822 images/s, loss=1.0352, top1-acc=68.98%, top5-acc=93.23%, remaining_time=0:00:46.039494, arrival_time=2021-04-14 21:53:37.820020, cost_time=0:00:15.766938 2021-04-14 21:52:54,894 INFO : TRAIN, epoch=0039, iter=00060/00196, fetch data time cost=1.40ms, fps=822 images/s, loss=1.0459, top1-acc=68.84%, top5-acc=93.10%, remaining_time=0:00:42.796344, arrival_time=2021-04-14 21:53:37.690637, cost_time=0:00:18.880732 2021-04-14 21:52:58,007 INFO : TRAIN, epoch=0039, iter=00070/00196, fetch data time cost=1.44ms, fps=823 images/s, loss=1.0430, top1-acc=68.91%, top5-acc=93.23%, remaining_time=0:00:39.588444, arrival_time=2021-04-14 21:53:37.595582, cost_time=0:00:21.993568 2021-04-14 21:53:01,123 INFO : TRAIN, epoch=0039, iter=00080/00196, fetch data time cost=1.37ms, fps=822 images/s, loss=1.0424, top1-acc=69.02%, top5-acc=93.25%, remaining_time=0:00:36.409500, arrival_time=2021-04-14 21:53:37.533043, cost_time=0:00:25.109974 2021-04-14 21:53:04,231 INFO : TRAIN, epoch=0039, iter=00090/00196, fetch data time cost=3.20ms, fps=824 images/s, loss=1.0486, top1-acc=68.81%, top5-acc=93.16%, remaining_time=0:00:33.233862, arrival_time=2021-04-14 21:53:37.464847, cost_time=0:00:28.217398 2021-04-14 21:53:07,346 INFO : TRAIN, epoch=0039, iter=00100/00196, fetch data time cost=2.28ms, fps=822 images/s, loss=1.0502, top1-acc=68.78%, top5-acc=93.07%, remaining_time=0:00:30.079872, arrival_time=2021-04-14 21:53:37.426693, cost_time=0:00:31.333248 2021-04-14 21:53:10,457 INFO : TRAIN, epoch=0039, iter=00110/00196, fetch data time cost=1.45ms, fps=823 images/s, loss=1.0552, top1-acc=68.67%, top5-acc=92.92%, remaining_time=0:00:26.928664, arrival_time=2021-04-14 21:53:37.386016, cost_time=0:00:34.443665 2021-04-14 21:53:13,565 INFO : TRAIN, epoch=0039, iter=00120/00196, fetch data time cost=1.43ms, fps=824 images/s, loss=1.0596, top1-acc=68.61%, top5-acc=92.83%, remaining_time=0:00:23.782680, arrival_time=2021-04-14 21:53:37.347908, cost_time=0:00:37.551589 2021-04-14 21:53:16,672 INFO : TRAIN, epoch=0039, iter=00130/00196, fetch data time cost=2.21ms, fps=824 images/s, loss=1.0610, top1-acc=68.55%, top5-acc=92.86%, remaining_time=0:00:20.642292, arrival_time=2021-04-14 21:53:37.314934, cost_time=0:00:40.659064 2021-04-14 21:53:19,784 INFO : TRAIN, epoch=0039, iter=00140/00196, fetch data time cost=1.44ms, fps=823 images/s, loss=1.0635, top1-acc=68.47%, top5-acc=92.86%, remaining_time=0:00:17.508232, arrival_time=2021-04-14 21:53:37.292404, cost_time=0:00:43.770558 2021-04-14 21:53:22,899 INFO : TRAIN, epoch=0039, iter=00150/00196, fetch data time cost=2.89ms, fps=822 images/s, loss=1.0641, top1-acc=68.45%, top5-acc=92.83%, remaining_time=0:00:14.378174, arrival_time=2021-04-14 21:53:37.277158, cost_time=0:00:46.885412 2021-04-14 21:53:26,010 INFO : TRAIN, epoch=0039, iter=00160/00196, fetch data time cost=1.41ms, fps=823 images/s, loss=1.0695, top1-acc=68.34%, top5-acc=92.77%, remaining_time=0:00:11.249172, arrival_time=2021-04-14 21:53:37.259131, cost_time=0:00:49.996276 2021-04-14 21:53:29,124 INFO : TRAIN, epoch=0039, iter=00170/00196, fetch data time cost=1.90ms, fps=822 images/s, loss=1.0701, top1-acc=68.40%, top5-acc=92.79%, remaining_time=0:00:08.122816, arrival_time=2021-04-14 21:53:37.246972, cost_time=0:00:53.110651 2021-04-14 21:53:32,227 INFO : TRAIN, epoch=0039, iter=00180/00196, fetch data time cost=1.47ms, fps=825 images/s, loss=1.0726, top1-acc=68.31%, top5-acc=92.76%, remaining_time=0:00:04.996800, arrival_time=2021-04-14 21:53:37.224337, cost_time=0:00:56.213960 2021-04-14 21:53:35,330 INFO : TRAIN, epoch=0039, iter=00190/00196, fetch data time cost=1.44ms, fps=825 images/s, loss=1.0723, top1-acc=68.33%, top5-acc=92.76%, remaining_time=0:00:01.873182, arrival_time=2021-04-14 21:53:37.204063, cost_time=0:00:59.317400 2021-04-14 21:53:36,984 INFO : TRAIN, epoch=0039, iter=00196/00196, fetch data time cost=1.58ms, fps=823 images/s, loss=1.0714, top1-acc=68.37%, top5-acc=92.77%, remaining_time=0:00:00, arrival_time=2021-04-14 21:53:36.983961, cost_time=0:01:00.970302 2021-04-14 21:53:38,121 INFO : EVAL, epoch=0039, iter=00010/00040, fetch data time cost=0.20ms, fps=2256 images/s, loss=1.6781, top1-acc=55.39%, top5-acc=82.89%, remaining_time=0:00:03.404790, arrival_time=2021-04-14 21:53:41.526716, cost_time=0:00:01.134934 2021-04-14 21:53:39,068 INFO : EVAL, epoch=0039, iter=00020/00040, fetch data time cost=1.57ms, fps=2706 images/s, loss=1.6911, top1-acc=54.79%, top5-acc=82.73%, remaining_time=0:00:02.081380, arrival_time=2021-04-14 21:53:41.149795, cost_time=0:00:02.081386 2021-04-14 21:53:40,011 INFO : EVAL, epoch=0039, iter=00030/00040, fetch data time cost=1.56ms, fps=2716 images/s, loss=1.6960, top1-acc=54.92%, top5-acc=82.88%, remaining_time=0:00:01.008090, arrival_time=2021-04-14 21:53:41.019373, cost_time=0:00:03.024269 2021-04-14 21:53:40,873 INFO : EVAL, epoch=0039, iter=00040/00040, fetch data time cost=0.09ms, fps=2693 images/s, loss=1.7094, top1-acc=54.31%, top5-acc=82.88%, remaining_time=0:00:00, arrival_time=2021-04-14 21:53:40.873058, cost_time=0:00:03.886076 2021-04-14 21:53:41,205 INFO : Epoch=0039 complete, best val top1-acc=58.12%, top5-acc=86.46% (epoch=37), remaining_time=2:55:19.002298, arrival_time=2021-04-15 00:49:00.207425, cost_time=0:42:28.081310 2021-04-14 21:53:41,206 INFO : Train start, epoch=0040, lr=0.090907 2021-04-14 21:53:44,476 INFO : TRAIN, epoch=0040, iter=00010/00196, fetch data time cost=1.46ms, fps=783 images/s, loss=1.0053, top1-acc=70.51%, top5-acc=93.59%, remaining_time=0:01:00.814188, arrival_time=2021-04-14 21:54:45.290422, cost_time=0:00:03.269575 2021-04-14 21:53:47,589 INFO : TRAIN, epoch=0040, iter=00020/00196, fetch data time cost=1.44ms, fps=822 images/s, loss=1.0066, top1-acc=70.61%, top5-acc=93.57%, remaining_time=0:00:56.170752, arrival_time=2021-04-14 21:54:43.760316, cost_time=0:00:06.383038 2021-04-14 21:53:50,706 INFO : TRAIN, epoch=0040, iter=00030/00196, fetch data time cost=1.64ms, fps=821 images/s, loss=1.0046, top1-acc=70.33%, top5-acc=93.72%, remaining_time=0:00:52.566390, arrival_time=2021-04-14 21:54:43.272845, cost_time=0:00:09.499940 2021-04-14 21:53:53,816 INFO : TRAIN, epoch=0040, iter=00040/00196, fetch data time cost=1.99ms, fps=823 images/s, loss=1.0007, top1-acc=70.37%, top5-acc=93.69%, remaining_time=0:00:49.178064, arrival_time=2021-04-14 21:54:42.994435, cost_time=0:00:12.609774 2021-04-14 21:53:56,924 INFO : TRAIN, epoch=0040, iter=00050/00196, fetch data time cost=1.55ms, fps=824 images/s, loss=1.0106, top1-acc=70.19%, top5-acc=93.60%, remaining_time=0:00:45.896560, arrival_time=2021-04-14 21:54:42.821105, cost_time=0:00:15.718020 2021-04-14 21:54:00,042 INFO : TRAIN, epoch=0040, iter=00060/00196, fetch data time cost=1.35ms, fps=822 images/s, loss=1.0085, top1-acc=70.35%, top5-acc=93.68%, remaining_time=0:00:42.687000, arrival_time=2021-04-14 21:54:42.729327, cost_time=0:00:18.832503 2021-04-14 21:54:03,210 INFO : TRAIN, epoch=0040, iter=00070/00196, fetch data time cost=1.36ms, fps=808 images/s, loss=1.0092, top1-acc=70.26%, top5-acc=93.66%, remaining_time=0:00:39.606336, arrival_time=2021-04-14 21:54:42.816397, cost_time=0:00:22.003534 2021-04-14 21:54:06,321 INFO : TRAIN, epoch=0040, iter=00080/00196, fetch data time cost=1.54ms, fps=823 images/s, loss=1.0124, top1-acc=70.23%, top5-acc=93.56%, remaining_time=0:00:36.417040, arrival_time=2021-04-14 21:54:42.738787, cost_time=0:00:25.115190 2021-04-14 21:54:09,422 INFO : TRAIN, epoch=0040, iter=00090/00196, fetch data time cost=1.65ms, fps=826 images/s, loss=1.0232, top1-acc=70.00%, top5-acc=93.39%, remaining_time=0:00:33.231530, arrival_time=2021-04-14 21:54:42.653519, cost_time=0:00:28.215473 2021-04-14 21:54:12,539 INFO : TRAIN, epoch=0040, iter=00100/00196, fetch data time cost=1.83ms, fps=821 images/s, loss=1.0268, top1-acc=69.90%, top5-acc=93.32%, remaining_time=0:00:30.079104, arrival_time=2021-04-14 21:54:42.618053, cost_time=0:00:31.332352 2021-04-14 21:54:15,650 INFO : TRAIN, epoch=0040, iter=00110/00196, fetch data time cost=1.83ms, fps=823 images/s, loss=1.0338, top1-acc=69.73%, top5-acc=93.23%, remaining_time=0:00:26.929094, arrival_time=2021-04-14 21:54:42.579827, cost_time=0:00:34.444201 2021-04-14 21:54:18,758 INFO : TRAIN, epoch=0040, iter=00120/00196, fetch data time cost=1.57ms, fps=824 images/s, loss=1.0338, top1-acc=69.72%, top5-acc=93.25%, remaining_time=0:00:23.782908, arrival_time=2021-04-14 21:54:42.541436, cost_time=0:00:37.552012 2021-04-14 21:54:21,861 INFO : TRAIN, epoch=0040, iter=00130/00196, fetch data time cost=1.44ms, fps=825 images/s, loss=1.0369, top1-acc=69.59%, top5-acc=93.18%, remaining_time=0:00:20.639982, arrival_time=2021-04-14 21:54:42.501016, cost_time=0:00:40.654519 2021-04-14 21:54:24,973 INFO : TRAIN, epoch=0040, iter=00140/00196, fetch data time cost=1.53ms, fps=823 images/s, loss=1.0405, top1-acc=69.47%, top5-acc=93.12%, remaining_time=0:00:17.506720, arrival_time=2021-04-14 21:54:42.480184, cost_time=0:00:43.766795 2021-04-14 21:54:28,083 INFO : TRAIN, epoch=0040, iter=00150/00196, fetch data time cost=1.55ms, fps=823 images/s, loss=1.0435, top1-acc=69.34%, top5-acc=93.08%, remaining_time=0:00:14.375644, arrival_time=2021-04-14 21:54:42.459219, cost_time=0:00:46.877039 2021-04-14 21:54:31,188 INFO : TRAIN, epoch=0040, iter=00160/00196, fetch data time cost=1.77ms, fps=825 images/s, loss=1.0446, top1-acc=69.31%, top5-acc=93.04%, remaining_time=0:00:11.246004, arrival_time=2021-04-14 21:54:42.434703, cost_time=0:00:49.982183 2021-04-14 21:54:34,294 INFO : TRAIN, epoch=0040, iter=00170/00196, fetch data time cost=1.55ms, fps=824 images/s, loss=1.0470, top1-acc=69.27%, top5-acc=93.02%, remaining_time=0:00:08.119358, arrival_time=2021-04-14 21:54:42.414037, cost_time=0:00:53.088166 2021-04-14 21:54:37,405 INFO : TRAIN, epoch=0040, iter=00180/00196, fetch data time cost=1.93ms, fps=823 images/s, loss=1.0506, top1-acc=69.18%, top5-acc=92.97%, remaining_time=0:00:04.995472, arrival_time=2021-04-14 21:54:42.401102, cost_time=0:00:56.199127 2021-04-14 21:54:40,519 INFO : TRAIN, epoch=0040, iter=00190/00196, fetch data time cost=1.27ms, fps=822 images/s, loss=1.0534, top1-acc=69.09%, top5-acc=92.92%, remaining_time=0:00:01.873038, arrival_time=2021-04-14 21:54:42.392646, cost_time=0:00:59.312934 2021-04-14 21:54:42,187 INFO : TRAIN, epoch=0040, iter=00196/00196, fetch data time cost=1.92ms, fps=816 images/s, loss=1.0547, top1-acc=69.05%, top5-acc=92.92%, remaining_time=0:00:00, arrival_time=2021-04-14 21:54:42.187660, cost_time=0:01:00.981153 2021-04-14 21:54:43,265 INFO : EVAL, epoch=0040, iter=00010/00040, fetch data time cost=1.94ms, fps=2380 images/s, loss=1.5047, top1-acc=57.27%, top5-acc=87.19%, remaining_time=0:00:03.226590, arrival_time=2021-04-14 21:54:46.491734, cost_time=0:00:01.075528 2021-04-14 21:54:44,212 INFO : EVAL, epoch=0040, iter=00020/00040, fetch data time cost=2.04ms, fps=2704 images/s, loss=1.4894, top1-acc=58.57%, top5-acc=86.76%, remaining_time=0:00:02.022880, arrival_time=2021-04-14 21:54:46.235378, cost_time=0:00:02.022887 2021-04-14 21:54:45,157 INFO : EVAL, epoch=0040, iter=00030/00040, fetch data time cost=1.59ms, fps=2710 images/s, loss=1.4916, top1-acc=58.50%, top5-acc=86.45%, remaining_time=0:00:00.989300, arrival_time=2021-04-14 21:54:46.146819, cost_time=0:00:02.967901 2021-04-14 21:54:46,019 INFO : EVAL, epoch=0040, iter=00040/00040, fetch data time cost=0.08ms, fps=2694 images/s, loss=1.4863, top1-acc=58.57%, top5-acc=86.84%, remaining_time=0:00:00, arrival_time=2021-04-14 21:54:46.019096, cost_time=0:00:03.829555 2021-04-14 21:54:46,542 INFO : Epoch=0040 complete, best val top1-acc=58.57%, top5-acc=86.84% (epoch=40), remaining_time=2:54:13.673280, arrival_time=2021-04-15 00:49:00.215452, cost_time=0:43:33.418326 2021-04-14 21:54:46,544 INFO : Train start, epoch=0041, lr=0.090451 2021-04-14 21:54:49,841 INFO : TRAIN, epoch=0041, iter=00010/00196, fetch data time cost=2.78ms, fps=776 images/s, loss=1.0215, top1-acc=69.53%, top5-acc=93.20%, remaining_time=0:01:01.330896, arrival_time=2021-04-14 21:55:51.172752, cost_time=0:00:03.297364 2021-04-14 21:54:52,952 INFO : TRAIN, epoch=0041, iter=00020/00196, fetch data time cost=2.27ms, fps=823 images/s, loss=1.0216, top1-acc=69.59%, top5-acc=93.38%, remaining_time=0:00:56.390400, arrival_time=2021-04-14 21:55:49.342853, cost_time=0:00:06.408006 2021-04-14 21:54:56,063 INFO : TRAIN, epoch=0041, iter=00030/00196, fetch data time cost=1.88ms, fps=823 images/s, loss=1.0263, top1-acc=69.82%, top5-acc=93.40%, remaining_time=0:00:52.670140, arrival_time=2021-04-14 21:55:48.733528, cost_time=0:00:09.518712 2021-04-14 21:54:59,182 INFO : TRAIN, epoch=0041, iter=00040/00196, fetch data time cost=1.57ms, fps=821 images/s, loss=1.0172, top1-acc=69.82%, top5-acc=93.54%, remaining_time=0:00:49.288980, arrival_time=2021-04-14 21:55:48.471761, cost_time=0:00:12.638196 2021-04-14 21:55:02,296 INFO : TRAIN, epoch=0041, iter=00050/00196, fetch data time cost=1.49ms, fps=823 images/s, loss=1.0200, top1-acc=69.86%, top5-acc=93.48%, remaining_time=0:00:45.993942, arrival_time=2021-04-14 21:55:48.289827, cost_time=0:00:15.751326 2021-04-14 21:55:05,437 INFO : TRAIN, epoch=0041, iter=00060/00196, fetch data time cost=2.27ms, fps=815 images/s, loss=1.0153, top1-acc=70.07%, top5-acc=93.46%, remaining_time=0:00:42.823544, arrival_time=2021-04-14 21:55:48.260765, cost_time=0:00:18.892764 2021-04-14 21:55:08,551 INFO : TRAIN, epoch=0041, iter=00070/00196, fetch data time cost=1.63ms, fps=822 images/s, loss=1.0155, top1-acc=70.18%, top5-acc=93.42%, remaining_time=0:00:39.612762, arrival_time=2021-04-14 21:55:48.164324, cost_time=0:00:22.007108 2021-04-14 21:55:11,665 INFO : TRAIN, epoch=0041, iter=00080/00196, fetch data time cost=1.44ms, fps=822 images/s, loss=1.0201, top1-acc=70.08%, top5-acc=93.34%, remaining_time=0:00:36.425044, arrival_time=2021-04-14 21:55:48.090394, cost_time=0:00:25.120705 2021-04-14 21:55:14,780 INFO : TRAIN, epoch=0041, iter=00090/00196, fetch data time cost=2.25ms, fps=822 images/s, loss=1.0245, top1-acc=69.94%, top5-acc=93.32%, remaining_time=0:00:33.255274, arrival_time=2021-04-14 21:55:48.035327, cost_time=0:00:28.235596 2021-04-14 21:55:17,894 INFO : TRAIN, epoch=0041, iter=00100/00196, fetch data time cost=1.52ms, fps=822 images/s, loss=1.0334, top1-acc=69.62%, top5-acc=93.24%, remaining_time=0:00:30.095712, arrival_time=2021-04-14 21:55:47.989886, cost_time=0:00:31.349720 2021-04-14 21:55:21,004 INFO : TRAIN, epoch=0041, iter=00110/00196, fetch data time cost=1.47ms, fps=823 images/s, loss=1.0325, top1-acc=69.61%, top5-acc=93.30%, remaining_time=0:00:26.941478, arrival_time=2021-04-14 21:55:47.946021, cost_time=0:00:34.460081 2021-04-14 21:55:24,112 INFO : TRAIN, epoch=0041, iter=00120/00196, fetch data time cost=1.34ms, fps=824 images/s, loss=1.0364, top1-acc=69.52%, top5-acc=93.22%, remaining_time=0:00:23.793168, arrival_time=2021-04-14 21:55:47.905749, cost_time=0:00:37.568104 2021-04-14 21:55:27,224 INFO : TRAIN, epoch=0041, iter=00130/00196, fetch data time cost=1.91ms, fps=823 images/s, loss=1.0394, top1-acc=69.31%, top5-acc=93.16%, remaining_time=0:00:20.652918, arrival_time=2021-04-14 21:55:47.877665, cost_time=0:00:40.680044 2021-04-14 21:55:30,337 INFO : TRAIN, epoch=0041, iter=00140/00196, fetch data time cost=1.37ms, fps=823 images/s, loss=1.0424, top1-acc=69.26%, top5-acc=93.09%, remaining_time=0:00:17.517192, arrival_time=2021-04-14 21:55:47.854615, cost_time=0:00:43.793036 2021-04-14 21:55:33,447 INFO : TRAIN, epoch=0041, iter=00150/00196, fetch data time cost=1.92ms, fps=823 images/s, loss=1.0440, top1-acc=69.27%, top5-acc=93.05%, remaining_time=0:00:14.383464, arrival_time=2021-04-14 21:55:47.830457, cost_time=0:00:46.902533 2021-04-14 21:55:36,560 INFO : TRAIN, epoch=0041, iter=00160/00196, fetch data time cost=2.01ms, fps=823 images/s, loss=1.0473, top1-acc=69.17%, top5-acc=93.01%, remaining_time=0:00:11.253492, arrival_time=2021-04-14 21:55:47.813484, cost_time=0:00:50.015526 2021-04-14 21:55:39,670 INFO : TRAIN, epoch=0041, iter=00170/00196, fetch data time cost=1.46ms, fps=823 images/s, loss=1.0462, top1-acc=69.20%, top5-acc=93.01%, remaining_time=0:00:08.125104, arrival_time=2021-04-14 21:55:47.795297, cost_time=0:00:53.125662 2021-04-14 21:55:42,782 INFO : TRAIN, epoch=0041, iter=00180/00196, fetch data time cost=1.36ms, fps=823 images/s, loss=1.0446, top1-acc=69.26%, top5-acc=93.00%, remaining_time=0:00:04.998944, arrival_time=2021-04-14 21:55:47.781443, cost_time=0:00:56.238050 2021-04-14 21:55:45,897 INFO : TRAIN, epoch=0041, iter=00190/00196, fetch data time cost=1.52ms, fps=822 images/s, loss=1.0481, top1-acc=69.10%, top5-acc=92.95%, remaining_time=0:00:01.874304, arrival_time=2021-04-14 21:55:47.771746, cost_time=0:00:59.352992 2021-04-14 21:55:47,567 INFO : TRAIN, epoch=0041, iter=00196/00196, fetch data time cost=1.87ms, fps=815 images/s, loss=1.0514, top1-acc=69.00%, top5-acc=92.94%, remaining_time=0:00:00, arrival_time=2021-04-14 21:55:47.567777, cost_time=0:01:01.023304 2021-04-14 21:55:48,666 INFO : EVAL, epoch=0041, iter=00010/00040, fetch data time cost=0.20ms, fps=2335 images/s, loss=1.7255, top1-acc=54.41%, top5-acc=83.44%, remaining_time=0:00:03.288900, arrival_time=2021-04-14 21:55:51.955362, cost_time=0:00:01.096303 2021-04-14 21:55:49,610 INFO : EVAL, epoch=0041, iter=00020/00040, fetch data time cost=1.36ms, fps=2714 images/s, loss=1.7030, top1-acc=54.41%, top5-acc=83.48%, remaining_time=0:00:02.040320, arrival_time=2021-04-14 21:55:51.650593, cost_time=0:00:02.040315 2021-04-14 21:55:50,554 INFO : EVAL, epoch=0041, iter=00030/00040, fetch data time cost=1.99ms, fps=2713 images/s, loss=1.6885, top1-acc=54.67%, top5-acc=83.70%, remaining_time=0:00:00.994770, arrival_time=2021-04-14 21:55:51.549128, cost_time=0:00:02.984319 2021-04-14 21:55:51,413 INFO : EVAL, epoch=0041, iter=00040/00040, fetch data time cost=0.09ms, fps=2702 images/s, loss=1.6727, top1-acc=54.47%, top5-acc=83.61%, remaining_time=0:00:00, arrival_time=2021-04-14 21:55:51.413336, cost_time=0:00:03.843399 2021-04-14 21:55:51,687 INFO : Epoch=0041 complete, best val top1-acc=58.57%, top5-acc=86.84% (epoch=40), remaining_time=2:53:07.601811, arrival_time=2021-04-15 00:48:59.289620, cost_time=0:44:38.563991 2021-04-14 21:55:51,689 INFO : Train start, epoch=0042, lr=0.089984 2021-04-14 21:55:55,024 INFO : TRAIN, epoch=0042, iter=00010/00196, fetch data time cost=2.23ms, fps=768 images/s, loss=1.0222, top1-acc=69.61%, top5-acc=93.67%, remaining_time=0:01:02.034162, arrival_time=2021-04-14 21:56:57.058737, cost_time=0:00:03.335171 2021-04-14 21:55:58,142 INFO : TRAIN, epoch=0042, iter=00020/00196, fetch data time cost=2.86ms, fps=821 images/s, loss=1.0369, top1-acc=68.93%, top5-acc=93.24%, remaining_time=0:00:56.786048, arrival_time=2021-04-14 21:56:54.928393, cost_time=0:00:06.452952 2021-04-14 21:56:01,251 INFO : TRAIN, epoch=0042, iter=00030/00196, fetch data time cost=1.62ms, fps=824 images/s, loss=1.0282, top1-acc=69.28%, top5-acc=93.24%, remaining_time=0:00:52.907686, arrival_time=2021-04-14 21:56:54.158797, cost_time=0:00:09.561639 2021-04-14 21:56:04,370 INFO : TRAIN, epoch=0042, iter=00040/00196, fetch data time cost=1.37ms, fps=821 images/s, loss=1.0185, top1-acc=69.67%, top5-acc=93.39%, remaining_time=0:00:49.457304, arrival_time=2021-04-14 21:56:53.828067, cost_time=0:00:12.681369 2021-04-14 21:56:07,477 INFO : TRAIN, epoch=0042, iter=00050/00196, fetch data time cost=1.60ms, fps=824 images/s, loss=1.0135, top1-acc=69.84%, top5-acc=93.40%, remaining_time=0:00:46.100084, arrival_time=2021-04-14 21:56:53.577250, cost_time=0:00:15.787723 2021-04-14 21:56:10,580 INFO : TRAIN, epoch=0042, iter=00060/00196, fetch data time cost=1.43ms, fps=825 images/s, loss=1.0150, top1-acc=69.75%, top5-acc=93.30%, remaining_time=0:00:42.820688, arrival_time=2021-04-14 21:56:53.401558, cost_time=0:00:18.891469 2021-04-14 21:56:13,695 INFO : TRAIN, epoch=0042, iter=00070/00196, fetch data time cost=1.48ms, fps=822 images/s, loss=1.0116, top1-acc=69.92%, top5-acc=93.38%, remaining_time=0:00:39.610116, arrival_time=2021-04-14 21:56:53.305178, cost_time=0:00:22.005634 2021-04-14 21:56:16,799 INFO : TRAIN, epoch=0042, iter=00080/00196, fetch data time cost=1.47ms, fps=825 images/s, loss=1.0074, top1-acc=70.02%, top5-acc=93.42%, remaining_time=0:00:36.410196, arrival_time=2021-04-14 21:56:53.209939, cost_time=0:00:25.110448 2021-04-14 21:56:19,912 INFO : TRAIN, epoch=0042, iter=00090/00196, fetch data time cost=1.63ms, fps=823 images/s, loss=1.0117, top1-acc=69.99%, top5-acc=93.42%, remaining_time=0:00:33.240010, arrival_time=2021-04-14 21:56:53.152102, cost_time=0:00:28.222692 2021-04-14 21:56:23,017 INFO : TRAIN, epoch=0042, iter=00100/00196, fetch data time cost=2.32ms, fps=824 images/s, loss=1.0128, top1-acc=69.96%, top5-acc=93.43%, remaining_time=0:00:30.075264, arrival_time=2021-04-14 21:56:53.093142, cost_time=0:00:31.328436 2021-04-14 21:56:26,124 INFO : TRAIN, epoch=0042, iter=00110/00196, fetch data time cost=2.52ms, fps=824 images/s, loss=1.0197, top1-acc=69.83%, top5-acc=93.36%, remaining_time=0:00:26.921870, arrival_time=2021-04-14 21:56:53.046111, cost_time=0:00:34.434922 2021-04-14 21:56:29,241 INFO : TRAIN, epoch=0042, iter=00120/00196, fetch data time cost=1.60ms, fps=821 images/s, loss=1.0239, top1-acc=69.75%, top5-acc=93.32%, remaining_time=0:00:23.783060, arrival_time=2021-04-14 21:56:53.024861, cost_time=0:00:37.552256 2021-04-14 21:56:32,358 INFO : TRAIN, epoch=0042, iter=00130/00196, fetch data time cost=2.23ms, fps=822 images/s, loss=1.0287, top1-acc=69.51%, top5-acc=93.28%, remaining_time=0:00:20.647242, arrival_time=2021-04-14 21:56:53.005472, cost_time=0:00:40.668795 2021-04-14 21:56:35,463 INFO : TRAIN, epoch=0042, iter=00140/00196, fetch data time cost=1.50ms, fps=825 images/s, loss=1.0326, top1-acc=69.40%, top5-acc=93.23%, remaining_time=0:00:17.509688, arrival_time=2021-04-14 21:56:52.973353, cost_time=0:00:43.774267 2021-04-14 21:56:38,575 INFO : TRAIN, epoch=0042, iter=00150/00196, fetch data time cost=1.37ms, fps=823 images/s, loss=1.0382, top1-acc=69.27%, top5-acc=93.11%, remaining_time=0:00:14.378266, arrival_time=2021-04-14 21:56:52.953279, cost_time=0:00:46.885612 2021-04-14 21:56:41,679 INFO : TRAIN, epoch=0042, iter=00160/00196, fetch data time cost=1.41ms, fps=825 images/s, loss=1.0427, top1-acc=69.12%, top5-acc=93.05%, remaining_time=0:00:11.247696, arrival_time=2021-04-14 21:56:52.926860, cost_time=0:00:49.989758 2021-04-14 21:56:44,786 INFO : TRAIN, epoch=0042, iter=00170/00196, fetch data time cost=1.90ms, fps=824 images/s, loss=1.0470, top1-acc=68.97%, top5-acc=92.98%, remaining_time=0:00:08.120684, arrival_time=2021-04-14 21:56:52.906898, cost_time=0:00:53.096820 2021-04-14 21:56:47,895 INFO : TRAIN, epoch=0042, iter=00180/00196, fetch data time cost=1.60ms, fps=824 images/s, loss=1.0522, top1-acc=68.82%, top5-acc=92.92%, remaining_time=0:00:04.996080, arrival_time=2021-04-14 21:56:52.891346, cost_time=0:00:56.205867 2021-04-14 21:56:51,014 INFO : TRAIN, epoch=0042, iter=00190/00196, fetch data time cost=1.62ms, fps=821 images/s, loss=1.0546, top1-acc=68.73%, top5-acc=92.88%, remaining_time=0:00:01.873434, arrival_time=2021-04-14 21:56:52.888257, cost_time=0:00:59.325430 2021-04-14 21:56:52,670 INFO : TRAIN, epoch=0042, iter=00196/00196, fetch data time cost=1.42ms, fps=822 images/s, loss=1.0554, top1-acc=68.70%, top5-acc=92.85%, remaining_time=0:00:00, arrival_time=2021-04-14 21:56:52.670871, cost_time=0:01:00.981472 2021-04-14 21:56:53,785 INFO : EVAL, epoch=0042, iter=00010/00040, fetch data time cost=0.20ms, fps=2300 images/s, loss=1.5786, top1-acc=56.56%, top5-acc=85.39%, remaining_time=0:00:03.339000, arrival_time=2021-04-14 21:56:57.124942, cost_time=0:00:01.113002 2021-04-14 21:56:54,733 INFO : EVAL, epoch=0042, iter=00020/00040, fetch data time cost=1.67ms, fps=2703 images/s, loss=1.5801, top1-acc=56.17%, top5-acc=84.98%, remaining_time=0:00:02.060540, arrival_time=2021-04-14 21:56:56.794102, cost_time=0:00:02.060542 2021-04-14 21:56:55,681 INFO : EVAL, epoch=0042, iter=00030/00040, fetch data time cost=1.44ms, fps=2703 images/s, loss=1.5467, top1-acc=56.85%, top5-acc=85.73%, remaining_time=0:00:01.002740, arrival_time=2021-04-14 21:56:56.683910, cost_time=0:00:03.008219 2021-04-14 21:56:56,543 INFO : EVAL, epoch=0042, iter=00040/00040, fetch data time cost=0.08ms, fps=2691 images/s, loss=1.5513, top1-acc=57.26%, top5-acc=85.71%, remaining_time=0:00:00, arrival_time=2021-04-14 21:56:56.543555, cost_time=0:00:03.870638 2021-04-14 21:56:56,876 INFO : Epoch=0042 complete, best val top1-acc=58.57%, top5-acc=86.84% (epoch=40), remaining_time=2:52:01.737732, arrival_time=2021-04-15 00:48:58.614629, cost_time=0:45:43.753055 2021-04-14 21:56:56,879 INFO : Train start, epoch=0043, lr=0.089508 2021-04-14 21:57:00,206 INFO : TRAIN, epoch=0043, iter=00010/00196, fetch data time cost=1.38ms, fps=770 images/s, loss=1.0121, top1-acc=70.59%, top5-acc=93.75%, remaining_time=0:01:01.877178, arrival_time=2021-04-14 21:58:02.083635, cost_time=0:00:03.326732 2021-04-14 21:57:03,318 INFO : TRAIN, epoch=0043, iter=00020/00196, fetch data time cost=1.41ms, fps=823 images/s, loss=1.0068, top1-acc=70.49%, top5-acc=93.75%, remaining_time=0:00:56.662848, arrival_time=2021-04-14 21:57:59.981468, cost_time=0:00:06.438963 2021-04-14 21:57:06,432 INFO : TRAIN, epoch=0043, iter=00030/00196, fetch data time cost=1.46ms, fps=822 images/s, loss=0.9849, top1-acc=71.12%, top5-acc=93.93%, remaining_time=0:00:52.859048, arrival_time=2021-04-14 21:57:59.291561, cost_time=0:00:09.552843 2021-04-14 21:57:09,541 INFO : TRAIN, epoch=0043, iter=00040/00196, fetch data time cost=1.57ms, fps=824 images/s, loss=0.9776, top1-acc=71.30%, top5-acc=94.05%, remaining_time=0:00:49.381176, arrival_time=2021-04-14 21:57:58.922906, cost_time=0:00:12.661849 2021-04-14 21:57:12,684 INFO : TRAIN, epoch=0043, iter=00050/00196, fetch data time cost=1.43ms, fps=815 images/s, loss=0.9854, top1-acc=71.02%, top5-acc=93.90%, remaining_time=0:00:46.148848, arrival_time=2021-04-14 21:57:58.832929, cost_time=0:00:15.804422 2021-04-14 21:57:15,799 INFO : TRAIN, epoch=0043, iter=00060/00196, fetch data time cost=1.33ms, fps=822 images/s, loss=0.9906, top1-acc=70.72%, top5-acc=93.95%, remaining_time=0:00:42.878624, arrival_time=2021-04-14 21:57:58.678392, cost_time=0:00:18.917018 2021-04-14 21:57:18,918 INFO : TRAIN, epoch=0043, iter=00070/00196, fetch data time cost=2.32ms, fps=821 images/s, loss=0.9987, top1-acc=70.54%, top5-acc=93.79%, remaining_time=0:00:39.669084, arrival_time=2021-04-14 21:57:58.587426, cost_time=0:00:22.038415 2021-04-14 21:57:22,028 INFO : TRAIN, epoch=0043, iter=00080/00196, fetch data time cost=1.71ms, fps=823 images/s, loss=0.9997, top1-acc=70.38%, top5-acc=93.71%, remaining_time=0:00:36.465180, arrival_time=2021-04-14 21:57:58.493299, cost_time=0:00:25.148377 2021-04-14 21:57:25,141 INFO : TRAIN, epoch=0043, iter=00090/00196, fetch data time cost=1.46ms, fps=823 images/s, loss=1.0049, top1-acc=70.24%, top5-acc=93.51%, remaining_time=0:00:33.285802, arrival_time=2021-04-14 21:57:58.427022, cost_time=0:00:28.261557 2021-04-14 21:57:28,259 INFO : TRAIN, epoch=0043, iter=00100/00196, fetch data time cost=1.60ms, fps=821 images/s, loss=1.0133, top1-acc=70.12%, top5-acc=93.36%, remaining_time=0:00:30.124032, arrival_time=2021-04-14 21:57:58.382953, cost_time=0:00:31.379162 2021-04-14 21:57:31,370 INFO : TRAIN, epoch=0043, iter=00110/00196, fetch data time cost=2.27ms, fps=823 images/s, loss=1.0181, top1-acc=69.99%, top5-acc=93.38%, remaining_time=0:00:26.965128, arrival_time=2021-04-14 21:57:58.335128, cost_time=0:00:34.490291 2021-04-14 21:57:34,473 INFO : TRAIN, epoch=0043, iter=00120/00196, fetch data time cost=1.40ms, fps=825 images/s, loss=1.0241, top1-acc=69.83%, top5-acc=93.27%, remaining_time=0:00:23.808976, arrival_time=2021-04-14 21:57:58.281926, cost_time=0:00:37.593155 2021-04-14 21:57:37,579 INFO : TRAIN, epoch=0043, iter=00130/00196, fetch data time cost=1.39ms, fps=824 images/s, loss=1.0288, top1-acc=69.75%, top5-acc=93.19%, remaining_time=0:00:20.663214, arrival_time=2021-04-14 21:57:58.243077, cost_time=0:00:40.700273 2021-04-14 21:57:40,696 INFO : TRAIN, epoch=0043, iter=00140/00196, fetch data time cost=1.95ms, fps=822 images/s, loss=1.0327, top1-acc=69.62%, top5-acc=93.11%, remaining_time=0:00:17.526656, arrival_time=2021-04-14 21:57:58.223111, cost_time=0:00:43.816647 2021-04-14 21:57:43,812 INFO : TRAIN, epoch=0043, iter=00150/00196, fetch data time cost=1.65ms, fps=822 images/s, loss=1.0341, top1-acc=69.52%, top5-acc=93.13%, remaining_time=0:00:14.392572, arrival_time=2021-04-14 21:57:58.204543, cost_time=0:00:46.932309 2021-04-14 21:57:46,936 INFO : TRAIN, epoch=0043, iter=00160/00196, fetch data time cost=3.49ms, fps=820 images/s, loss=1.0371, top1-acc=69.48%, top5-acc=93.08%, remaining_time=0:00:11.262672, arrival_time=2021-04-14 21:57:58.198675, cost_time=0:00:50.056291 2021-04-14 21:57:50,060 INFO : TRAIN, epoch=0043, iter=00170/00196, fetch data time cost=2.20ms, fps=819 images/s, loss=1.0404, top1-acc=69.38%, top5-acc=93.02%, remaining_time=0:00:08.133554, arrival_time=2021-04-14 21:57:58.194282, cost_time=0:00:53.181011 2021-04-14 21:57:53,173 INFO : TRAIN, epoch=0043, iter=00180/00196, fetch data time cost=2.28ms, fps=823 images/s, loss=1.0452, top1-acc=69.20%, top5-acc=92.95%, remaining_time=0:00:05.003904, arrival_time=2021-04-14 21:57:58.177578, cost_time=0:00:56.293953 2021-04-14 21:57:56,286 INFO : TRAIN, epoch=0043, iter=00190/00196, fetch data time cost=1.58ms, fps=823 images/s, loss=1.0458, top1-acc=69.17%, top5-acc=92.94%, remaining_time=0:00:01.876014, arrival_time=2021-04-14 21:57:58.162721, cost_time=0:00:59.407041 2021-04-14 21:57:57,948 INFO : TRAIN, epoch=0043, iter=00196/00196, fetch data time cost=1.27ms, fps=819 images/s, loss=1.0459, top1-acc=69.22%, top5-acc=92.93%, remaining_time=0:00:00, arrival_time=2021-04-14 21:57:57.948116, cost_time=0:01:01.068453 2021-04-14 21:57:59,064 INFO : EVAL, epoch=0043, iter=00010/00040, fetch data time cost=0.21ms, fps=2297 images/s, loss=1.5918, top1-acc=56.76%, top5-acc=85.08%, remaining_time=0:00:03.343200, arrival_time=2021-04-14 21:58:02.407821, cost_time=0:00:01.114397 2021-04-14 21:58:00,017 INFO : EVAL, epoch=0043, iter=00020/00040, fetch data time cost=2.56ms, fps=2687 images/s, loss=1.5996, top1-acc=56.19%, top5-acc=84.63%, remaining_time=0:00:02.067400, arrival_time=2021-04-14 21:58:02.085108, cost_time=0:00:02.067407 2021-04-14 21:58:00,960 INFO : EVAL, epoch=0043, iter=00030/00040, fetch data time cost=1.56ms, fps=2718 images/s, loss=1.6004, top1-acc=56.41%, top5-acc=84.87%, remaining_time=0:00:01.003320, arrival_time=2021-04-14 21:58:01.963506, cost_time=0:00:03.009969 2021-04-14 21:58:01,819 INFO : EVAL, epoch=0043, iter=00040/00040, fetch data time cost=0.11ms, fps=2702 images/s, loss=1.6117, top1-acc=56.38%, top5-acc=85.07%, remaining_time=0:00:00, arrival_time=2021-04-14 21:58:01.819149, cost_time=0:00:03.868955 2021-04-14 21:58:02,092 INFO : Epoch=0043 complete, best val top1-acc=58.57%, top5-acc=86.84% (epoch=40), remaining_time=2:50:56.001136, arrival_time=2021-04-15 00:48:58.093435, cost_time=0:46:48.968460 2021-04-14 21:58:02,094 INFO : Train start, epoch=0044, lr=0.089022 2021-04-14 21:58:05,430 INFO : TRAIN, epoch=0044, iter=00010/00196, fetch data time cost=2.43ms, fps=768 images/s, loss=1.0659, top1-acc=68.91%, top5-acc=92.85%, remaining_time=0:01:02.032488, arrival_time=2021-04-14 21:59:07.462414, cost_time=0:00:03.335084 2021-04-14 21:58:08,536 INFO : TRAIN, epoch=0044, iter=00020/00196, fetch data time cost=1.93ms, fps=824 images/s, loss=1.0348, top1-acc=69.59%, top5-acc=93.05%, remaining_time=0:00:56.686960, arrival_time=2021-04-14 21:59:05.223612, cost_time=0:00:06.441706 2021-04-14 21:58:11,649 INFO : TRAIN, epoch=0044, iter=00030/00196, fetch data time cost=1.51ms, fps=823 images/s, loss=1.0321, top1-acc=69.61%, top5-acc=93.10%, remaining_time=0:00:52.868676, arrival_time=2021-04-14 21:59:04.518161, cost_time=0:00:09.554576 2021-04-14 21:58:14,776 INFO : TRAIN, epoch=0044, iter=00040/00196, fetch data time cost=1.59ms, fps=819 images/s, loss=1.0313, top1-acc=69.49%, top5-acc=93.08%, remaining_time=0:00:49.458240, arrival_time=2021-04-14 21:59:04.234716, cost_time=0:00:12.681608 2021-04-14 21:58:17,897 INFO : TRAIN, epoch=0044, iter=00050/00196, fetch data time cost=2.19ms, fps=821 images/s, loss=1.0226, top1-acc=69.72%, top5-acc=93.16%, remaining_time=0:00:46.140964, arrival_time=2021-04-14 21:59:04.038675, cost_time=0:00:15.801703 2021-04-14 21:58:21,009 INFO : TRAIN, epoch=0044, iter=00060/00196, fetch data time cost=1.58ms, fps=823 images/s, loss=1.0134, top1-acc=70.03%, top5-acc=93.29%, remaining_time=0:00:42.871824, arrival_time=2021-04-14 21:59:03.880854, cost_time=0:00:18.914044 2021-04-14 21:58:24,126 INFO : TRAIN, epoch=0044, iter=00070/00196, fetch data time cost=1.80ms, fps=821 images/s, loss=1.0115, top1-acc=70.08%, top5-acc=93.31%, remaining_time=0:00:39.656358, arrival_time=2021-04-14 21:59:03.782491, cost_time=0:00:22.031282 2021-04-14 21:58:27,242 INFO : TRAIN, epoch=0044, iter=00080/00196, fetch data time cost=1.59ms, fps=822 images/s, loss=1.0135, top1-acc=70.05%, top5-acc=93.32%, remaining_time=0:00:36.464484, arrival_time=2021-04-14 21:59:03.707258, cost_time=0:00:25.147931 2021-04-14 21:58:30,346 INFO : TRAIN, epoch=0044, iter=00090/00196, fetch data time cost=1.44ms, fps=825 images/s, loss=1.0195, top1-acc=69.91%, top5-acc=93.29%, remaining_time=0:00:33.273718, arrival_time=2021-04-14 21:59:03.619905, cost_time=0:00:28.251298 2021-04-14 21:58:33,465 INFO : TRAIN, epoch=0044, iter=00100/00196, fetch data time cost=3.66ms, fps=821 images/s, loss=1.0228, top1-acc=69.90%, top5-acc=93.27%, remaining_time=0:00:30.115104, arrival_time=2021-04-14 21:59:03.579990, cost_time=0:00:31.369910 2021-04-14 21:58:36,585 INFO : TRAIN, epoch=0044, iter=00110/00196, fetch data time cost=1.37ms, fps=821 images/s, loss=1.0245, top1-acc=69.85%, top5-acc=93.25%, remaining_time=0:00:26.965214, arrival_time=2021-04-14 21:59:03.550442, cost_time=0:00:34.490377 2021-04-14 21:58:39,702 INFO : TRAIN, epoch=0044, iter=00120/00196, fetch data time cost=3.06ms, fps=821 images/s, loss=1.0243, top1-acc=69.87%, top5-acc=93.24%, remaining_time=0:00:23.818248, arrival_time=2021-04-14 21:59:03.520889, cost_time=0:00:37.607798 2021-04-14 21:58:42,819 INFO : TRAIN, epoch=0044, iter=00130/00196, fetch data time cost=1.62ms, fps=822 images/s, loss=1.0239, top1-acc=69.92%, top5-acc=93.22%, remaining_time=0:00:20.675490, arrival_time=2021-04-14 21:59:03.494796, cost_time=0:00:40.724394 2021-04-14 21:58:45,927 INFO : TRAIN, epoch=0044, iter=00140/00196, fetch data time cost=1.51ms, fps=824 images/s, loss=1.0247, top1-acc=69.84%, top5-acc=93.21%, remaining_time=0:00:17.532872, arrival_time=2021-04-14 21:59:03.459874, cost_time=0:00:43.832148 2021-04-14 21:58:49,037 INFO : TRAIN, epoch=0044, iter=00150/00196, fetch data time cost=1.60ms, fps=823 images/s, loss=1.0260, top1-acc=69.87%, top5-acc=93.16%, remaining_time=0:00:14.395608, arrival_time=2021-04-14 21:59:03.432678, cost_time=0:00:46.942224 2021-04-14 21:58:52,150 INFO : TRAIN, epoch=0044, iter=00160/00196, fetch data time cost=1.64ms, fps=823 images/s, loss=1.0295, top1-acc=69.79%, top5-acc=93.09%, remaining_time=0:00:11.262420, arrival_time=2021-04-14 21:59:03.412455, cost_time=0:00:50.055190 2021-04-14 21:58:55,271 INFO : TRAIN, epoch=0044, iter=00170/00196, fetch data time cost=2.11ms, fps=820 images/s, loss=1.0324, top1-acc=69.70%, top5-acc=93.06%, remaining_time=0:00:08.132826, arrival_time=2021-04-14 21:59:03.404005, cost_time=0:00:53.176234 2021-04-14 21:58:58,382 INFO : TRAIN, epoch=0044, iter=00180/00196, fetch data time cost=1.45ms, fps=823 images/s, loss=1.0352, top1-acc=69.60%, top5-acc=93.04%, remaining_time=0:00:05.003328, arrival_time=2021-04-14 21:59:03.385656, cost_time=0:00:56.287479 2021-04-14 21:59:01,492 INFO : TRAIN, epoch=0044, iter=00190/00196, fetch data time cost=2.51ms, fps=823 images/s, loss=1.0426, top1-acc=69.39%, top5-acc=92.98%, remaining_time=0:00:01.875696, arrival_time=2021-04-14 21:59:03.367664, cost_time=0:00:59.397079 2021-04-14 21:59:03,150 INFO : TRAIN, epoch=0044, iter=00196/00196, fetch data time cost=1.41ms, fps=820 images/s, loss=1.0461, top1-acc=69.36%, top5-acc=92.95%, remaining_time=0:00:00, arrival_time=2021-04-14 21:59:03.150390, cost_time=0:01:01.055629 2021-04-14 21:59:04,289 INFO : EVAL, epoch=0044, iter=00010/00040, fetch data time cost=1.45ms, fps=2251 images/s, loss=1.5407, top1-acc=55.94%, top5-acc=86.52%, remaining_time=0:00:03.411240, arrival_time=2021-04-14 21:59:07.700785, cost_time=0:00:01.137077 2021-04-14 21:59:05,235 INFO : EVAL, epoch=0044, iter=00020/00040, fetch data time cost=1.53ms, fps=2708 images/s, loss=1.5327, top1-acc=56.45%, top5-acc=86.54%, remaining_time=0:00:02.082960, arrival_time=2021-04-14 21:59:07.318332, cost_time=0:00:02.082969 2021-04-14 21:59:06,177 INFO : EVAL, epoch=0044, iter=00030/00040, fetch data time cost=1.55ms, fps=2717 images/s, loss=1.5497, top1-acc=56.20%, top5-acc=86.22%, remaining_time=0:00:01.008470, arrival_time=2021-04-14 21:59:07.186254, cost_time=0:00:03.025398 2021-04-14 21:59:07,035 INFO : EVAL, epoch=0044, iter=00040/00040, fetch data time cost=0.08ms, fps=2706 images/s, loss=1.5470, top1-acc=56.44%, top5-acc=86.09%, remaining_time=0:00:00, arrival_time=2021-04-14 21:59:07.035471, cost_time=0:00:03.883108 2021-04-14 21:59:07,319 INFO : Epoch=0044 complete, best val top1-acc=58.57%, top5-acc=86.84% (epoch=40), remaining_time=2:49:50.327940, arrival_time=2021-04-15 00:48:57.646891, cost_time=0:47:54.195058 2021-04-14 21:59:07,321 INFO : Train start, epoch=0045, lr=0.088526 2021-04-14 21:59:10,691 INFO : TRAIN, epoch=0045, iter=00010/00196, fetch data time cost=1.66ms, fps=760 images/s, loss=1.0376, top1-acc=69.41%, top5-acc=92.97%, remaining_time=0:01:02.672886, arrival_time=2021-04-14 22:00:13.364548, cost_time=0:00:03.369506 2021-04-14 21:59:13,810 INFO : TRAIN, epoch=0045, iter=00020/00196, fetch data time cost=1.34ms, fps=821 images/s, loss=1.0373, top1-acc=69.51%, top5-acc=92.87%, remaining_time=0:00:57.099856, arrival_time=2021-04-14 22:00:10.910620, cost_time=0:00:06.488611 2021-04-14 21:59:16,927 INFO : TRAIN, epoch=0045, iter=00030/00196, fetch data time cost=1.38ms, fps=822 images/s, loss=1.0307, top1-acc=70.07%, top5-acc=93.11%, remaining_time=0:00:53.149714, arrival_time=2021-04-14 22:00:10.077239, cost_time=0:00:09.605370 2021-04-14 21:59:20,040 INFO : TRAIN, epoch=0045, iter=00040/00196, fetch data time cost=1.55ms, fps=823 images/s, loss=1.0253, top1-acc=69.98%, top5-acc=93.27%, remaining_time=0:00:49.601136, arrival_time=2021-04-14 22:00:09.641526, cost_time=0:00:12.718225 2021-04-14 21:59:23,151 INFO : TRAIN, epoch=0045, iter=00050/00196, fetch data time cost=2.05ms, fps=823 images/s, loss=1.0199, top1-acc=70.06%, top5-acc=93.27%, remaining_time=0:00:46.220096, arrival_time=2021-04-14 22:00:09.371105, cost_time=0:00:15.828797 2021-04-14 21:59:26,265 INFO : TRAIN, epoch=0045, iter=00060/00196, fetch data time cost=1.41ms, fps=822 images/s, loss=1.0108, top1-acc=70.18%, top5-acc=93.50%, remaining_time=0:00:42.937784, arrival_time=2021-04-14 22:00:09.203312, cost_time=0:00:18.943139 2021-04-14 21:59:29,382 INFO : TRAIN, epoch=0045, iter=00070/00196, fetch data time cost=1.47ms, fps=822 images/s, loss=1.0115, top1-acc=70.07%, top5-acc=93.47%, remaining_time=0:00:39.708270, arrival_time=2021-04-14 22:00:09.090601, cost_time=0:00:22.060169 2021-04-14 21:59:32,491 INFO : TRAIN, epoch=0045, iter=00080/00196, fetch data time cost=1.37ms, fps=824 images/s, loss=1.0122, top1-acc=70.07%, top5-acc=93.47%, remaining_time=0:00:36.494992, arrival_time=2021-04-14 22:00:08.986285, cost_time=0:00:25.168954 2021-04-14 21:59:35,601 INFO : TRAIN, epoch=0045, iter=00090/00196, fetch data time cost=1.88ms, fps=823 images/s, loss=1.0128, top1-acc=70.01%, top5-acc=93.47%, remaining_time=0:00:33.306896, arrival_time=2021-04-14 22:00:08.908576, cost_time=0:00:28.279478 2021-04-14 21:59:38,724 INFO : TRAIN, epoch=0045, iter=00100/00196, fetch data time cost=1.37ms, fps=820 images/s, loss=1.0144, top1-acc=69.90%, top5-acc=93.43%, remaining_time=0:00:30.145824, arrival_time=2021-04-14 22:00:08.869893, cost_time=0:00:31.401859 2021-04-14 21:59:41,844 INFO : TRAIN, epoch=0045, iter=00110/00196, fetch data time cost=2.05ms, fps=821 images/s, loss=1.0167, top1-acc=69.84%, top5-acc=93.37%, remaining_time=0:00:26.989896, arrival_time=2021-04-14 22:00:08.834058, cost_time=0:00:34.521957 2021-04-14 21:59:44,953 INFO : TRAIN, epoch=0045, iter=00120/00196, fetch data time cost=1.52ms, fps=824 images/s, loss=1.0217, top1-acc=69.72%, top5-acc=93.32%, remaining_time=0:00:23.833144, arrival_time=2021-04-14 22:00:08.786534, cost_time=0:00:37.631227 2021-04-14 21:59:48,072 INFO : TRAIN, epoch=0045, iter=00130/00196, fetch data time cost=1.90ms, fps=821 images/s, loss=1.0256, top1-acc=69.60%, top5-acc=93.30%, remaining_time=0:00:20.688624, arrival_time=2021-04-14 22:00:08.761088, cost_time=0:00:40.750274 2021-04-14 21:59:51,183 INFO : TRAIN, epoch=0045, iter=00140/00196, fetch data time cost=1.96ms, fps=823 images/s, loss=1.0335, top1-acc=69.43%, top5-acc=93.23%, remaining_time=0:00:17.544408, arrival_time=2021-04-14 22:00:08.727522, cost_time=0:00:43.860952 2021-04-14 21:59:54,297 INFO : TRAIN, epoch=0045, iter=00150/00196, fetch data time cost=1.93ms, fps=822 images/s, loss=1.0343, top1-acc=69.37%, top5-acc=93.23%, remaining_time=0:00:14.405728, arrival_time=2021-04-14 22:00:08.703174, cost_time=0:00:46.975166 2021-04-14 21:59:57,428 INFO : TRAIN, epoch=0045, iter=00160/00196, fetch data time cost=1.99ms, fps=818 images/s, loss=1.0353, top1-acc=69.36%, top5-acc=93.23%, remaining_time=0:00:11.273976, arrival_time=2021-04-14 22:00:08.702830, cost_time=0:00:50.106518 2021-04-14 22:00:00,537 INFO : TRAIN, epoch=0045, iter=00170/00196, fetch data time cost=1.55ms, fps=824 images/s, loss=1.0365, top1-acc=69.34%, top5-acc=93.22%, remaining_time=0:00:08.138728, arrival_time=2021-04-14 22:00:08.675693, cost_time=0:00:53.214753 2021-04-14 22:00:03,658 INFO : TRAIN, epoch=0045, iter=00180/00196, fetch data time cost=1.95ms, fps=820 images/s, loss=1.0363, top1-acc=69.34%, top5-acc=93.23%, remaining_time=0:00:05.007696, arrival_time=2021-04-14 22:00:08.666386, cost_time=0:00:56.336504 2021-04-14 22:00:06,781 INFO : TRAIN, epoch=0045, iter=00190/00196, fetch data time cost=1.27ms, fps=820 images/s, loss=1.0375, top1-acc=69.30%, top5-acc=93.22%, remaining_time=0:00:01.877652, arrival_time=2021-04-14 22:00:08.658910, cost_time=0:00:59.458978 2021-04-14 22:00:08,437 INFO : TRAIN, epoch=0045, iter=00196/00196, fetch data time cost=1.37ms, fps=821 images/s, loss=1.0381, top1-acc=69.28%, top5-acc=93.21%, remaining_time=0:00:00, arrival_time=2021-04-14 22:00:08.437672, cost_time=0:01:01.115522 2021-04-14 22:00:09,568 INFO : EVAL, epoch=0045, iter=00010/00040, fetch data time cost=0.32ms, fps=2270 images/s, loss=1.5963, top1-acc=56.76%, top5-acc=84.53%, remaining_time=0:00:03.383010, arrival_time=2021-04-14 22:00:12.951171, cost_time=0:00:01.127666 2021-04-14 22:00:10,511 INFO : EVAL, epoch=0045, iter=00020/00040, fetch data time cost=1.51ms, fps=2715 images/s, loss=1.5812, top1-acc=56.23%, top5-acc=85.45%, remaining_time=0:00:02.071200, arrival_time=2021-04-14 22:00:12.582837, cost_time=0:00:02.071207 2021-04-14 22:00:11,454 INFO : EVAL, epoch=0045, iter=00030/00040, fetch data time cost=1.40ms, fps=2718 images/s, loss=1.5791, top1-acc=56.12%, top5-acc=85.21%, remaining_time=0:00:01.004500, arrival_time=2021-04-14 22:00:12.458503, cost_time=0:00:03.013503 2021-04-14 22:00:12,313 INFO : EVAL, epoch=0045, iter=00040/00040, fetch data time cost=0.08ms, fps=2700 images/s, loss=1.5888, top1-acc=55.92%, top5-acc=85.12%, remaining_time=0:00:00, arrival_time=2021-04-14 22:00:12.313769, cost_time=0:00:03.873390 2021-04-14 22:00:12,541 INFO : Epoch=0045 complete, best val top1-acc=58.57%, top5-acc=86.84% (epoch=40), remaining_time=2:48:44.661690, arrival_time=2021-04-15 00:48:57.203454, cost_time=0:48:59.417930 2021-04-14 22:00:12,544 INFO : Train start, epoch=0046, lr=0.088020 2021-04-14 22:00:15,901 INFO : TRAIN, epoch=0046, iter=00010/00196, fetch data time cost=1.57ms, fps=763 images/s, loss=1.0649, top1-acc=68.09%, top5-acc=92.93%, remaining_time=0:01:02.433504, arrival_time=2021-04-14 22:01:18.334484, cost_time=0:00:03.356635 2021-04-14 22:00:19,017 INFO : TRAIN, epoch=0046, iter=00020/00196, fetch data time cost=1.54ms, fps=822 images/s, loss=1.0424, top1-acc=69.67%, top5-acc=93.12%, remaining_time=0:00:56.964336, arrival_time=2021-04-14 22:01:15.982089, cost_time=0:00:06.473217 2021-04-14 22:00:22,128 INFO : TRAIN, epoch=0046, iter=00030/00196, fetch data time cost=2.17ms, fps=823 images/s, loss=1.0264, top1-acc=70.08%, top5-acc=93.28%, remaining_time=0:00:53.031190, arrival_time=2021-04-14 22:01:15.159403, cost_time=0:00:09.583949 2021-04-14 22:00:25,264 INFO : TRAIN, epoch=0046, iter=00040/00196, fetch data time cost=1.41ms, fps=816 images/s, loss=1.0166, top1-acc=70.17%, top5-acc=93.50%, remaining_time=0:00:49.608468, arrival_time=2021-04-14 22:01:14.872997, cost_time=0:00:12.720103 2021-04-14 22:00:28,377 INFO : TRAIN, epoch=0046, iter=00050/00196, fetch data time cost=1.59ms, fps=823 images/s, loss=1.0129, top1-acc=70.26%, top5-acc=93.49%, remaining_time=0:00:46.232506, arrival_time=2021-04-14 22:01:14.609881, cost_time=0:00:15.833049 2021-04-14 22:00:31,490 INFO : TRAIN, epoch=0046, iter=00060/00196, fetch data time cost=1.92ms, fps=823 images/s, loss=1.0148, top1-acc=70.19%, top5-acc=93.46%, remaining_time=0:00:42.943224, arrival_time=2021-04-14 22:01:14.433141, cost_time=0:00:18.945529 2021-04-14 22:00:34,605 INFO : TRAIN, epoch=0046, iter=00070/00196, fetch data time cost=1.58ms, fps=822 images/s, loss=1.0128, top1-acc=70.22%, top5-acc=93.53%, remaining_time=0:00:39.710916, arrival_time=2021-04-14 22:01:14.316782, cost_time=0:00:22.061588 2021-04-14 22:00:37,713 INFO : TRAIN, epoch=0046, iter=00080/00196, fetch data time cost=1.52ms, fps=824 images/s, loss=1.0107, top1-acc=70.21%, top5-acc=93.52%, remaining_time=0:00:36.495108, arrival_time=2021-04-14 22:01:14.208468, cost_time=0:00:25.169033 2021-04-14 22:00:40,835 INFO : TRAIN, epoch=0046, iter=00090/00196, fetch data time cost=2.06ms, fps=820 images/s, loss=1.0116, top1-acc=70.12%, top5-acc=93.53%, remaining_time=0:00:33.320358, arrival_time=2021-04-14 22:01:14.155500, cost_time=0:00:28.290876 2021-04-14 22:00:43,950 INFO : TRAIN, epoch=0046, iter=00100/00196, fetch data time cost=2.09ms, fps=822 images/s, loss=1.0112, top1-acc=70.14%, top5-acc=93.53%, remaining_time=0:00:30.149280, arrival_time=2021-04-14 22:01:14.099286, cost_time=0:00:31.405534 2021-04-14 22:00:47,072 INFO : TRAIN, epoch=0046, iter=00110/00196, fetch data time cost=3.70ms, fps=820 images/s, loss=1.0142, top1-acc=70.09%, top5-acc=93.46%, remaining_time=0:00:26.994626, arrival_time=2021-04-14 22:01:14.066991, cost_time=0:00:34.528021 2021-04-14 22:00:50,190 INFO : TRAIN, epoch=0046, iter=00120/00196, fetch data time cost=1.86ms, fps=821 images/s, loss=1.0170, top1-acc=70.03%, top5-acc=93.45%, remaining_time=0:00:23.842492, arrival_time=2021-04-14 22:01:14.032975, cost_time=0:00:37.646073 2021-04-14 22:00:53,307 INFO : TRAIN, epoch=0046, iter=00130/00196, fetch data time cost=1.81ms, fps=821 images/s, loss=1.0204, top1-acc=69.91%, top5-acc=93.41%, remaining_time=0:00:20.695158, arrival_time=2021-04-14 22:01:14.002711, cost_time=0:00:40.763211 2021-04-14 22:00:56,415 INFO : TRAIN, epoch=0046, iter=00140/00196, fetch data time cost=1.56ms, fps=824 images/s, loss=1.0245, top1-acc=69.82%, top5-acc=93.33%, remaining_time=0:00:17.548496, arrival_time=2021-04-14 22:01:13.964006, cost_time=0:00:43.871175 2021-04-14 22:00:59,524 INFO : TRAIN, epoch=0046, iter=00150/00196, fetch data time cost=2.07ms, fps=824 images/s, loss=1.0291, top1-acc=69.67%, top5-acc=93.24%, remaining_time=0:00:14.407338, arrival_time=2021-04-14 22:01:13.932092, cost_time=0:00:46.980394 2021-04-14 22:01:02,646 INFO : TRAIN, epoch=0046, iter=00160/00196, fetch data time cost=2.30ms, fps=820 images/s, loss=1.0301, top1-acc=69.61%, top5-acc=93.26%, remaining_time=0:00:11.272932, arrival_time=2021-04-14 22:01:13.919252, cost_time=0:00:50.101921 2021-04-14 22:01:05,766 INFO : TRAIN, epoch=0046, iter=00170/00196, fetch data time cost=1.75ms, fps=821 images/s, loss=1.0333, top1-acc=69.49%, top5-acc=93.23%, remaining_time=0:00:08.139846, arrival_time=2021-04-14 22:01:13.906285, cost_time=0:00:53.222100 2021-04-14 22:01:08,873 INFO : TRAIN, epoch=0046, iter=00180/00196, fetch data time cost=1.41ms, fps=824 images/s, loss=1.0368, top1-acc=69.38%, top5-acc=93.16%, remaining_time=0:00:05.006992, arrival_time=2021-04-14 22:01:13.880042, cost_time=0:00:56.328700 2021-04-14 22:01:11,974 INFO : TRAIN, epoch=0046, iter=00190/00196, fetch data time cost=1.27ms, fps=826 images/s, loss=1.0396, top1-acc=69.32%, top5-acc=93.12%, remaining_time=0:00:01.876746, arrival_time=2021-04-14 22:01:13.851371, cost_time=0:00:59.430288 2021-04-14 22:01:13,629 INFO : TRAIN, epoch=0046, iter=00196/00196, fetch data time cost=1.42ms, fps=822 images/s, loss=1.0421, top1-acc=69.30%, top5-acc=93.10%, remaining_time=0:00:00, arrival_time=2021-04-14 22:01:13.629854, cost_time=0:01:01.085505 2021-04-14 22:01:14,731 INFO : EVAL, epoch=0046, iter=00010/00040, fetch data time cost=0.32ms, fps=2328 images/s, loss=1.5696, top1-acc=56.87%, top5-acc=85.66%, remaining_time=0:00:03.299310, arrival_time=2021-04-14 22:01:18.031018, cost_time=0:00:01.099772 2021-04-14 22:01:15,677 INFO : EVAL, epoch=0046, iter=00020/00040, fetch data time cost=1.57ms, fps=2709 images/s, loss=1.5841, top1-acc=56.66%, top5-acc=85.16%, remaining_time=0:00:02.045280, arrival_time=2021-04-14 22:01:17.722653, cost_time=0:00:02.045285 2021-04-14 22:01:16,628 INFO : EVAL, epoch=0046, iter=00030/00040, fetch data time cost=1.36ms, fps=2693 images/s, loss=1.5785, top1-acc=56.81%, top5-acc=85.49%, remaining_time=0:00:00.998940, arrival_time=2021-04-14 22:01:17.627683, cost_time=0:00:02.996809 2021-04-14 22:01:17,497 INFO : EVAL, epoch=0046, iter=00040/00040, fetch data time cost=0.11ms, fps=2673 images/s, loss=1.6070, top1-acc=56.38%, top5-acc=85.06%, remaining_time=0:00:00, arrival_time=2021-04-14 22:01:17.497048, cost_time=0:00:03.865100 2021-04-14 22:01:17,825 INFO : Epoch=0046 complete, best val top1-acc=58.57%, top5-acc=86.84% (epoch=40), remaining_time=2:47:39.219940, arrival_time=2021-04-15 00:48:57.045834, cost_time=0:50:04.702051 2021-04-14 22:01:17,828 INFO : Train start, epoch=0047, lr=0.087506 2021-04-14 22:01:21,126 INFO : TRAIN, epoch=0047, iter=00010/00196, fetch data time cost=2.90ms, fps=776 images/s, loss=1.0358, top1-acc=69.34%, top5-acc=93.12%, remaining_time=0:01:01.338150, arrival_time=2021-04-14 22:02:22.464459, cost_time=0:00:03.297752 2021-04-14 22:01:24,252 INFO : TRAIN, epoch=0047, iter=00020/00196, fetch data time cost=1.64ms, fps=819 images/s, loss=1.0242, top1-acc=69.67%, top5-acc=93.07%, remaining_time=0:00:56.533312, arrival_time=2021-04-14 22:02:20.785984, cost_time=0:00:06.424245 2021-04-14 22:01:27,364 INFO : TRAIN, epoch=0047, iter=00030/00196, fetch data time cost=1.42ms, fps=823 images/s, loss=1.0105, top1-acc=70.14%, top5-acc=93.26%, remaining_time=0:00:52.765424, arrival_time=2021-04-14 22:02:20.129940, cost_time=0:00:09.535913 2021-04-14 22:01:30,474 INFO : TRAIN, epoch=0047, iter=00040/00196, fetch data time cost=1.34ms, fps=824 images/s, loss=0.9985, top1-acc=70.47%, top5-acc=93.50%, remaining_time=0:00:49.318464, arrival_time=2021-04-14 22:02:19.792750, cost_time=0:00:12.645767 2021-04-14 22:01:33,586 INFO : TRAIN, epoch=0047, iter=00050/00196, fetch data time cost=1.92ms, fps=823 images/s, loss=0.9956, top1-acc=70.46%, top5-acc=93.52%, remaining_time=0:00:46.013652, arrival_time=2021-04-14 22:02:19.600159, cost_time=0:00:15.758088 2021-04-14 22:01:36,697 INFO : TRAIN, epoch=0047, iter=00060/00196, fetch data time cost=1.62ms, fps=823 images/s, loss=1.0022, top1-acc=70.36%, top5-acc=93.44%, remaining_time=0:00:42.769688, arrival_time=2021-04-14 22:02:19.467089, cost_time=0:00:18.868989 2021-04-14 22:01:39,813 INFO : TRAIN, epoch=0047, iter=00070/00196, fetch data time cost=2.24ms, fps=822 images/s, loss=1.0015, top1-acc=70.32%, top5-acc=93.50%, remaining_time=0:00:39.572568, arrival_time=2021-04-14 22:02:19.385800, cost_time=0:00:21.984767 2021-04-14 22:01:42,934 INFO : TRAIN, epoch=0047, iter=00080/00196, fetch data time cost=1.97ms, fps=820 images/s, loss=1.0032, top1-acc=70.32%, top5-acc=93.53%, remaining_time=0:00:36.404280, arrival_time=2021-04-14 22:02:19.339117, cost_time=0:00:25.106423 2021-04-14 22:01:46,049 INFO : TRAIN, epoch=0047, iter=00090/00196, fetch data time cost=1.39ms, fps=822 images/s, loss=1.0021, top1-acc=70.36%, top5-acc=93.49%, remaining_time=0:00:33.237572, arrival_time=2021-04-14 22:02:19.286598, cost_time=0:00:28.220625 2021-04-14 22:01:49,174 INFO : TRAIN, epoch=0047, iter=00100/00196, fetch data time cost=2.17ms, fps=819 images/s, loss=1.0093, top1-acc=70.16%, top5-acc=93.39%, remaining_time=0:00:30.092256, arrival_time=2021-04-14 22:02:19.266720, cost_time=0:00:31.346057 2021-04-14 22:01:52,293 INFO : TRAIN, epoch=0047, iter=00110/00196, fetch data time cost=2.24ms, fps=821 images/s, loss=1.0099, top1-acc=70.18%, top5-acc=93.39%, remaining_time=0:00:26.945606, arrival_time=2021-04-14 22:02:19.239331, cost_time=0:00:34.465284 2021-04-14 22:01:55,406 INFO : TRAIN, epoch=0047, iter=00120/00196, fetch data time cost=2.03ms, fps=823 images/s, loss=1.0114, top1-acc=70.17%, top5-acc=93.37%, remaining_time=0:00:23.799096, arrival_time=2021-04-14 22:02:19.205189, cost_time=0:00:37.577575 2021-04-14 22:01:58,514 INFO : TRAIN, epoch=0047, iter=00130/00196, fetch data time cost=1.55ms, fps=824 images/s, loss=1.0127, top1-acc=70.11%, top5-acc=93.38%, remaining_time=0:00:20.656020, arrival_time=2021-04-14 22:02:19.170481, cost_time=0:00:40.686052 2021-04-14 22:02:01,626 INFO : TRAIN, epoch=0047, iter=00140/00196, fetch data time cost=2.03ms, fps=823 images/s, loss=1.0143, top1-acc=70.02%, top5-acc=93.36%, remaining_time=0:00:17.519096, arrival_time=2021-04-14 22:02:19.145344, cost_time=0:00:43.797809 2021-04-14 22:02:04,750 INFO : TRAIN, epoch=0047, iter=00150/00196, fetch data time cost=2.72ms, fps=820 images/s, loss=1.0215, top1-acc=69.87%, top5-acc=93.27%, remaining_time=0:00:14.389490, arrival_time=2021-04-14 22:02:19.140193, cost_time=0:00:46.922250 2021-04-14 22:02:07,858 INFO : TRAIN, epoch=0047, iter=00160/00196, fetch data time cost=2.05ms, fps=824 images/s, loss=1.0262, top1-acc=69.68%, top5-acc=93.24%, remaining_time=0:00:11.256840, arrival_time=2021-04-14 22:02:19.115644, cost_time=0:00:50.030396 2021-04-14 22:02:10,982 INFO : TRAIN, epoch=0047, iter=00170/00196, fetch data time cost=2.66ms, fps=820 images/s, loss=1.0270, top1-acc=69.65%, top5-acc=93.26%, remaining_time=0:00:08.129498, arrival_time=2021-04-14 22:02:19.112367, cost_time=0:00:53.154440 2021-04-14 22:02:14,100 INFO : TRAIN, epoch=0047, iter=00180/00196, fetch data time cost=1.67ms, fps=821 images/s, loss=1.0294, top1-acc=69.62%, top5-acc=93.24%, remaining_time=0:00:05.001968, arrival_time=2021-04-14 22:02:19.102481, cost_time=0:00:56.272079 2021-04-14 22:02:17,214 INFO : TRAIN, epoch=0047, iter=00190/00196, fetch data time cost=1.41ms, fps=822 images/s, loss=1.0332, top1-acc=69.53%, top5-acc=93.18%, remaining_time=0:00:01.875354, arrival_time=2021-04-14 22:02:19.089951, cost_time=0:00:59.386190 2021-04-14 22:02:18,870 INFO : TRAIN, epoch=0047, iter=00196/00196, fetch data time cost=1.23ms, fps=821 images/s, loss=1.0364, top1-acc=69.51%, top5-acc=93.16%, remaining_time=0:00:00, arrival_time=2021-04-14 22:02:18.870762, cost_time=0:01:01.042346 2021-04-14 22:02:19,942 INFO : EVAL, epoch=0047, iter=00010/00040, fetch data time cost=0.28ms, fps=2393 images/s, loss=1.6663, top1-acc=55.55%, top5-acc=84.18%, remaining_time=0:00:03.209100, arrival_time=2021-04-14 22:02:23.151828, cost_time=0:00:01.069699 2021-04-14 22:02:20,883 INFO : EVAL, epoch=0047, iter=00020/00040, fetch data time cost=1.43ms, fps=2723 images/s, loss=1.6522, top1-acc=55.70%, top5-acc=84.18%, remaining_time=0:00:02.010680, arrival_time=2021-04-14 22:02:22.894252, cost_time=0:00:02.010681 2021-04-14 22:02:21,828 INFO : EVAL, epoch=0047, iter=00030/00040, fetch data time cost=2.19ms, fps=2711 images/s, loss=1.6747, top1-acc=55.16%, top5-acc=83.61%, remaining_time=0:00:00.985120, arrival_time=2021-04-14 22:02:22.813475, cost_time=0:00:02.955373 2021-04-14 22:02:22,689 INFO : EVAL, epoch=0047, iter=00040/00040, fetch data time cost=0.09ms, fps=2695 images/s, loss=1.6893, top1-acc=54.61%, top5-acc=83.41%, remaining_time=0:00:00, arrival_time=2021-04-14 22:02:22.689634, cost_time=0:00:03.816757 2021-04-14 22:02:22,978 INFO : Epoch=0047 complete, best val top1-acc=58.57%, top5-acc=86.84% (epoch=40), remaining_time=2:46:33.356568, arrival_time=2021-04-15 00:48:56.335009, cost_time=0:51:09.854614 2021-04-14 22:02:22,980 INFO : Train start, epoch=0048, lr=0.086982 2021-04-14 22:02:26,291 INFO : TRAIN, epoch=0048, iter=00010/00196, fetch data time cost=2.25ms, fps=773 images/s, loss=1.0314, top1-acc=70.08%, top5-acc=93.24%, remaining_time=0:01:01.577346, arrival_time=2021-04-14 22:03:27.868721, cost_time=0:00:03.310612 2021-04-14 22:02:29,402 INFO : TRAIN, epoch=0048, iter=00020/00196, fetch data time cost=1.37ms, fps=823 images/s, loss=1.0350, top1-acc=69.67%, top5-acc=93.26%, remaining_time=0:00:56.514832, arrival_time=2021-04-14 22:03:25.917704, cost_time=0:00:06.422144 2021-04-14 22:02:32,519 INFO : TRAIN, epoch=0048, iter=00030/00196, fetch data time cost=2.42ms, fps=821 images/s, loss=1.0177, top1-acc=69.95%, top5-acc=93.23%, remaining_time=0:00:52.782356, arrival_time=2021-04-14 22:03:25.302095, cost_time=0:00:09.538983 2021-04-14 22:02:35,643 INFO : TRAIN, epoch=0048, iter=00040/00196, fetch data time cost=2.12ms, fps=820 images/s, loss=1.0139, top1-acc=70.23%, top5-acc=93.24%, remaining_time=0:00:49.383672, arrival_time=2021-04-14 22:03:25.026957, cost_time=0:00:12.662476 2021-04-14 22:02:38,771 INFO : TRAIN, epoch=0048, iter=00050/00196, fetch data time cost=1.35ms, fps=819 images/s, loss=1.0137, top1-acc=70.09%, top5-acc=93.34%, remaining_time=0:00:46.108552, arrival_time=2021-04-14 22:03:24.880028, cost_time=0:00:15.790616 2021-04-14 22:02:41,890 INFO : TRAIN, epoch=0048, iter=00060/00196, fetch data time cost=1.37ms, fps=821 images/s, loss=1.0088, top1-acc=70.25%, top5-acc=93.39%, remaining_time=0:00:42.860808, arrival_time=2021-04-14 22:03:24.750744, cost_time=0:00:18.909198 2021-04-14 22:02:45,003 INFO : TRAIN, epoch=0048, iter=00070/00196, fetch data time cost=3.21ms, fps=822 images/s, loss=1.0058, top1-acc=70.23%, top5-acc=93.45%, remaining_time=0:00:39.641112, arrival_time=2021-04-14 22:03:24.644742, cost_time=0:00:22.022838 2021-04-14 22:02:48,108 INFO : TRAIN, epoch=0048, iter=00080/00196, fetch data time cost=1.53ms, fps=825 images/s, loss=1.0015, top1-acc=70.47%, top5-acc=93.49%, remaining_time=0:00:36.434440, arrival_time=2021-04-14 22:03:24.542536, cost_time=0:00:25.127221 2021-04-14 22:02:51,216 INFO : TRAIN, epoch=0048, iter=00090/00196, fetch data time cost=1.49ms, fps=824 images/s, loss=1.0038, top1-acc=70.40%, top5-acc=93.49%, remaining_time=0:00:33.255698, arrival_time=2021-04-14 22:03:24.472382, cost_time=0:00:28.235963 2021-04-14 22:02:54,330 INFO : TRAIN, epoch=0048, iter=00100/00196, fetch data time cost=2.52ms, fps=822 images/s, loss=1.0081, top1-acc=70.31%, top5-acc=93.45%, remaining_time=0:00:30.095808, arrival_time=2021-04-14 22:03:24.426310, cost_time=0:00:31.349772 2021-04-14 22:02:57,435 INFO : TRAIN, epoch=0048, iter=00110/00196, fetch data time cost=1.61ms, fps=825 images/s, loss=1.0135, top1-acc=70.12%, top5-acc=93.35%, remaining_time=0:00:26.937264, arrival_time=2021-04-14 22:03:24.372694, cost_time=0:00:34.454595 2021-04-14 22:03:00,542 INFO : TRAIN, epoch=0048, iter=00120/00196, fetch data time cost=1.52ms, fps=824 images/s, loss=1.0166, top1-acc=69.99%, top5-acc=93.31%, remaining_time=0:00:23.788836, arrival_time=2021-04-14 22:03:24.330875, cost_time=0:00:37.561309 2021-04-14 22:03:03,647 INFO : TRAIN, epoch=0048, iter=00130/00196, fetch data time cost=1.38ms, fps=824 images/s, loss=1.0191, top1-acc=69.96%, top5-acc=93.24%, remaining_time=0:00:20.646384, arrival_time=2021-04-14 22:03:24.294275, cost_time=0:00:40.667153 2021-04-14 22:03:06,758 INFO : TRAIN, epoch=0048, iter=00140/00196, fetch data time cost=1.93ms, fps=823 images/s, loss=1.0189, top1-acc=69.97%, top5-acc=93.24%, remaining_time=0:00:17.510920, arrival_time=2021-04-14 22:03:24.269081, cost_time=0:00:43.777347 2021-04-14 22:03:09,863 INFO : TRAIN, epoch=0048, iter=00150/00196, fetch data time cost=1.44ms, fps=825 images/s, loss=1.0233, top1-acc=69.79%, top5-acc=93.24%, remaining_time=0:00:14.377392, arrival_time=2021-04-14 22:03:24.240996, cost_time=0:00:46.882780 2021-04-14 22:03:12,978 INFO : TRAIN, epoch=0048, iter=00160/00196, fetch data time cost=2.43ms, fps=822 images/s, loss=1.0270, top1-acc=69.74%, top5-acc=93.19%, remaining_time=0:00:11.249496, arrival_time=2021-04-14 22:03:24.228103, cost_time=0:00:49.997829 2021-04-14 22:03:16,090 INFO : TRAIN, epoch=0048, iter=00170/00196, fetch data time cost=1.38ms, fps=823 images/s, loss=1.0298, top1-acc=69.63%, top5-acc=93.18%, remaining_time=0:00:08.122582, arrival_time=2021-04-14 22:03:24.212491, cost_time=0:00:53.109166 2021-04-14 22:03:19,205 INFO : TRAIN, epoch=0048, iter=00180/00196, fetch data time cost=1.99ms, fps=822 images/s, loss=1.0315, top1-acc=69.63%, top5-acc=93.13%, remaining_time=0:00:04.997696, arrival_time=2021-04-14 22:03:24.202637, cost_time=0:00:56.224164 2021-04-14 22:03:22,320 INFO : TRAIN, epoch=0048, iter=00190/00196, fetch data time cost=1.28ms, fps=822 images/s, loss=1.0332, top1-acc=69.58%, top5-acc=93.09%, remaining_time=0:00:01.873872, arrival_time=2021-04-14 22:03:24.194042, cost_time=0:00:59.339281 2021-04-14 22:03:23,974 INFO : TRAIN, epoch=0048, iter=00196/00196, fetch data time cost=1.23ms, fps=823 images/s, loss=1.0333, top1-acc=69.52%, top5-acc=93.09%, remaining_time=0:00:00, arrival_time=2021-04-14 22:03:23.974039, cost_time=0:01:00.993304 2021-04-14 22:03:25,079 INFO : EVAL, epoch=0048, iter=00010/00040, fetch data time cost=1.51ms, fps=2321 images/s, loss=1.6265, top1-acc=56.52%, top5-acc=85.94%, remaining_time=0:00:03.308310, arrival_time=2021-04-14 22:03:28.387285, cost_time=0:00:01.102768 2021-04-14 22:03:26,033 INFO : EVAL, epoch=0048, iter=00020/00040, fetch data time cost=1.86ms, fps=2682 images/s, loss=1.6024, top1-acc=56.39%, top5-acc=85.82%, remaining_time=0:00:02.057760, arrival_time=2021-04-14 22:03:28.091667, cost_time=0:00:02.057754 2021-04-14 22:03:26,986 INFO : EVAL, epoch=0048, iter=00030/00040, fetch data time cost=2.06ms, fps=2688 images/s, loss=1.5975, top1-acc=56.63%, top5-acc=85.56%, remaining_time=0:00:01.003490, arrival_time=2021-04-14 22:03:27.990251, cost_time=0:00:03.010483 2021-04-14 22:03:27,849 INFO : EVAL, epoch=0048, iter=00040/00040, fetch data time cost=0.11ms, fps=2691 images/s, loss=1.5950, top1-acc=56.50%, top5-acc=85.96%, remaining_time=0:00:00, arrival_time=2021-04-14 22:03:27.849568, cost_time=0:00:03.873401 2021-04-14 22:03:28,124 INFO : Epoch=0048 complete, best val top1-acc=58.57%, top5-acc=86.84% (epoch=40), remaining_time=2:45:27.501976, arrival_time=2021-04-15 00:48:55.626424, cost_time=0:52:15.000628 2021-04-14 22:03:28,125 INFO : Train start, epoch=0049, lr=0.086448 2021-04-14 22:03:31,397 INFO : TRAIN, epoch=0049, iter=00010/00196, fetch data time cost=2.21ms, fps=783 images/s, loss=1.0119, top1-acc=70.55%, top5-acc=93.67%, remaining_time=0:01:00.849528, arrival_time=2021-04-14 22:04:32.247023, cost_time=0:00:03.271483 2021-04-14 22:03:34,521 INFO : TRAIN, epoch=0049, iter=00020/00196, fetch data time cost=3.58ms, fps=820 images/s, loss=0.9972, top1-acc=70.86%, top5-acc=94.00%, remaining_time=0:00:56.282336, arrival_time=2021-04-14 22:04:30.804078, cost_time=0:00:06.395718 2021-04-14 22:03:37,638 INFO : TRAIN, epoch=0049, iter=00030/00196, fetch data time cost=2.09ms, fps=821 images/s, loss=1.0025, top1-acc=70.53%, top5-acc=93.76%, remaining_time=0:00:52.637604, arrival_time=2021-04-14 22:04:30.276480, cost_time=0:00:09.512818 2021-04-14 22:03:40,744 INFO : TRAIN, epoch=0049, iter=00040/00196, fetch data time cost=2.21ms, fps=825 images/s, loss=0.9994, top1-acc=70.55%, top5-acc=93.80%, remaining_time=0:00:49.209888, arrival_time=2021-04-14 22:04:29.953828, cost_time=0:00:12.617900 2021-04-14 22:03:43,859 INFO : TRAIN, epoch=0049, iter=00050/00196, fetch data time cost=1.49ms, fps=822 images/s, loss=1.0051, top1-acc=70.38%, top5-acc=93.66%, remaining_time=0:00:45.941820, arrival_time=2021-04-14 22:04:29.801351, cost_time=0:00:15.733505 2021-04-14 22:03:46,968 INFO : TRAIN, epoch=0049, iter=00060/00196, fetch data time cost=1.48ms, fps=824 images/s, loss=0.9978, top1-acc=70.61%, top5-acc=93.67%, remaining_time=0:00:42.709304, arrival_time=2021-04-14 22:04:29.677749, cost_time=0:00:18.842341 2021-04-14 22:03:50,094 INFO : TRAIN, epoch=0049, iter=00070/00196, fetch data time cost=1.69ms, fps=819 images/s, loss=1.0004, top1-acc=70.55%, top5-acc=93.63%, remaining_time=0:00:39.543714, arrival_time=2021-04-14 22:04:29.638441, cost_time=0:00:21.968718 2021-04-14 22:03:53,211 INFO : TRAIN, epoch=0049, iter=00080/00196, fetch data time cost=2.69ms, fps=822 images/s, loss=1.0030, top1-acc=70.53%, top5-acc=93.54%, remaining_time=0:00:36.373308, arrival_time=2021-04-14 22:04:29.584534, cost_time=0:00:25.085051 2021-04-14 22:03:56,335 INFO : TRAIN, epoch=0049, iter=00090/00196, fetch data time cost=1.98ms, fps=820 images/s, loss=1.0076, top1-acc=70.36%, top5-acc=93.45%, remaining_time=0:00:33.224852, arrival_time=2021-04-14 22:04:29.560684, cost_time=0:00:28.209813 2021-04-14 22:03:59,446 INFO : TRAIN, epoch=0049, iter=00100/00196, fetch data time cost=1.48ms, fps=823 images/s, loss=1.0093, top1-acc=70.22%, top5-acc=93.45%, remaining_time=0:00:30.067968, arrival_time=2021-04-14 22:04:29.514819, cost_time=0:00:31.320764 2021-04-14 22:04:02,560 INFO : TRAIN, epoch=0049, iter=00110/00196, fetch data time cost=1.67ms, fps=822 images/s, loss=1.0110, top1-acc=70.18%, top5-acc=93.39%, remaining_time=0:00:26.921698, arrival_time=2021-04-14 22:04:29.482400, cost_time=0:00:34.434682 2021-04-14 22:04:05,665 INFO : TRAIN, epoch=0049, iter=00120/00196, fetch data time cost=2.24ms, fps=825 images/s, loss=1.0138, top1-acc=70.03%, top5-acc=93.33%, remaining_time=0:00:23.774700, arrival_time=2021-04-14 22:04:29.439689, cost_time=0:00:37.538965 2021-04-14 22:04:08,778 INFO : TRAIN, epoch=0049, iter=00130/00196, fetch data time cost=1.79ms, fps=822 images/s, loss=1.0178, top1-acc=69.94%, top5-acc=93.26%, remaining_time=0:00:20.638794, arrival_time=2021-04-14 22:04:29.417038, cost_time=0:00:40.652126 2021-04-14 22:04:11,895 INFO : TRAIN, epoch=0049, iter=00140/00196, fetch data time cost=2.27ms, fps=822 images/s, loss=1.0185, top1-acc=69.89%, top5-acc=93.31%, remaining_time=0:00:17.507616, arrival_time=2021-04-14 22:04:29.402607, cost_time=0:00:43.768971 2021-04-14 22:04:15,003 INFO : TRAIN, epoch=0049, iter=00150/00196, fetch data time cost=1.44ms, fps=824 images/s, loss=1.0186, top1-acc=69.89%, top5-acc=93.30%, remaining_time=0:00:14.375690, arrival_time=2021-04-14 22:04:29.379126, cost_time=0:00:46.877263 2021-04-14 22:04:18,116 INFO : TRAIN, epoch=0049, iter=00160/00196, fetch data time cost=1.98ms, fps=823 images/s, loss=1.0212, top1-acc=69.81%, top5-acc=93.29%, remaining_time=0:00:11.247840, arrival_time=2021-04-14 22:04:29.364207, cost_time=0:00:49.990342 2021-04-14 22:04:21,233 INFO : TRAIN, epoch=0049, iter=00170/00196, fetch data time cost=2.68ms, fps=821 images/s, loss=1.0226, top1-acc=69.84%, top5-acc=93.23%, remaining_time=0:00:08.122348, arrival_time=2021-04-14 22:04:29.356166, cost_time=0:00:53.107729 2021-04-14 22:04:24,345 INFO : TRAIN, epoch=0049, iter=00180/00196, fetch data time cost=1.59ms, fps=823 images/s, loss=1.0220, top1-acc=69.87%, top5-acc=93.23%, remaining_time=0:00:04.997280, arrival_time=2021-04-14 22:04:29.342753, cost_time=0:00:56.219462 2021-04-14 22:04:27,454 INFO : TRAIN, epoch=0049, iter=00190/00196, fetch data time cost=1.41ms, fps=824 images/s, loss=1.0254, top1-acc=69.77%, top5-acc=93.21%, remaining_time=0:00:01.873524, arrival_time=2021-04-14 22:04:29.327800, cost_time=0:00:59.328257 2021-04-14 22:04:29,114 INFO : TRAIN, epoch=0049, iter=00196/00196, fetch data time cost=1.32ms, fps=819 images/s, loss=1.0258, top1-acc=69.75%, top5-acc=93.22%, remaining_time=0:00:00, arrival_time=2021-04-14 22:04:29.114643, cost_time=0:01:00.988585 2021-04-14 22:04:30,261 INFO : EVAL, epoch=0049, iter=00010/00040, fetch data time cost=0.22ms, fps=2238 images/s, loss=1.5744, top1-acc=57.27%, top5-acc=85.86%, remaining_time=0:00:03.431940, arrival_time=2021-04-14 22:04:33.693628, cost_time=0:00:01.143980 2021-04-14 22:04:31,205 INFO : EVAL, epoch=0049, iter=00020/00040, fetch data time cost=1.68ms, fps=2713 images/s, loss=1.5859, top1-acc=57.17%, top5-acc=85.61%, remaining_time=0:00:02.088080, arrival_time=2021-04-14 22:04:33.293908, cost_time=0:00:02.088084 2021-04-14 22:04:32,151 INFO : EVAL, epoch=0049, iter=00030/00040, fetch data time cost=1.41ms, fps=2709 images/s, loss=1.5877, top1-acc=56.90%, top5-acc=85.48%, remaining_time=0:00:01.011240, arrival_time=2021-04-14 22:04:33.162687, cost_time=0:00:03.033711 2021-04-14 22:04:33,015 INFO : EVAL, epoch=0049, iter=00040/00040, fetch data time cost=0.16ms, fps=2688 images/s, loss=1.5806, top1-acc=57.30%, top5-acc=85.29%, remaining_time=0:00:00, arrival_time=2021-04-14 22:04:33.015053, cost_time=0:00:03.897353 2021-04-14 22:04:33,297 INFO : Epoch=0049 complete, best val top1-acc=58.57%, top5-acc=86.84% (epoch=40), remaining_time=2:44:21.759717, arrival_time=2021-04-15 00:48:55.057215, cost_time=0:53:20.173682 2021-04-14 22:04:33,298 INFO : Train start, epoch=0050, lr=0.085906 2021-04-14 22:04:36,581 INFO : TRAIN, epoch=0050, iter=00010/00196, fetch data time cost=2.14ms, fps=780 images/s, loss=0.9528, top1-acc=72.11%, top5-acc=94.18%, remaining_time=0:01:01.047990, arrival_time=2021-04-14 22:05:37.629206, cost_time=0:00:03.282150 2021-04-14 22:04:39,694 INFO : TRAIN, epoch=0050, iter=00020/00196, fetch data time cost=1.60ms, fps=823 images/s, loss=0.9642, top1-acc=71.68%, top5-acc=94.10%, remaining_time=0:00:56.276176, arrival_time=2021-04-14 22:05:35.970328, cost_time=0:00:06.395016 2021-04-14 22:04:42,815 INFO : TRAIN, epoch=0050, iter=00030/00196, fetch data time cost=2.72ms, fps=820 images/s, loss=0.9593, top1-acc=71.52%, top5-acc=94.15%, remaining_time=0:00:52.656362, arrival_time=2021-04-14 22:05:35.471683, cost_time=0:00:09.516213 2021-04-14 22:04:45,927 INFO : TRAIN, epoch=0050, iter=00040/00196, fetch data time cost=1.45ms, fps=823 images/s, loss=0.9615, top1-acc=71.53%, top5-acc=94.03%, remaining_time=0:00:49.249668, arrival_time=2021-04-14 22:05:35.176971, cost_time=0:00:12.628101 2021-04-14 22:04:49,038 INFO : TRAIN, epoch=0050, iter=00050/00196, fetch data time cost=5.10ms, fps=823 images/s, loss=0.9655, top1-acc=71.36%, top5-acc=93.91%, remaining_time=0:00:45.959048, arrival_time=2021-04-14 22:05:34.997518, cost_time=0:00:15.739378 2021-04-14 22:04:52,157 INFO : TRAIN, epoch=0050, iter=00060/00196, fetch data time cost=1.49ms, fps=821 images/s, loss=0.9666, top1-acc=71.13%, top5-acc=93.97%, remaining_time=0:00:42.746432, arrival_time=2021-04-14 22:05:34.904210, cost_time=0:00:18.858706 2021-04-14 22:04:55,266 INFO : TRAIN, epoch=0050, iter=00070/00196, fetch data time cost=2.34ms, fps=824 images/s, loss=0.9667, top1-acc=71.23%, top5-acc=93.99%, remaining_time=0:00:39.540438, arrival_time=2021-04-14 22:05:34.806484, cost_time=0:00:21.966913 2021-04-14 22:04:58,381 INFO : TRAIN, epoch=0050, iter=00080/00196, fetch data time cost=1.40ms, fps=822 images/s, loss=0.9634, top1-acc=71.40%, top5-acc=94.02%, remaining_time=0:00:36.369016, arrival_time=2021-04-14 22:05:34.750166, cost_time=0:00:25.082084 2021-04-14 22:05:01,494 INFO : TRAIN, epoch=0050, iter=00090/00196, fetch data time cost=2.29ms, fps=822 images/s, loss=0.9683, top1-acc=71.35%, top5-acc=93.93%, remaining_time=0:00:33.207892, arrival_time=2021-04-14 22:05:34.702348, cost_time=0:00:28.195345 2021-04-14 22:05:04,605 INFO : TRAIN, epoch=0050, iter=00100/00196, fetch data time cost=1.73ms, fps=823 images/s, loss=0.9756, top1-acc=71.04%, top5-acc=93.89%, remaining_time=0:00:30.053952, arrival_time=2021-04-14 22:05:34.659259, cost_time=0:00:31.306234 2021-04-14 22:05:07,712 INFO : TRAIN, epoch=0050, iter=00110/00196, fetch data time cost=1.51ms, fps=824 images/s, loss=0.9833, top1-acc=70.81%, top5-acc=93.77%, remaining_time=0:00:26.904498, arrival_time=2021-04-14 22:05:34.616464, cost_time=0:00:34.412782 2021-04-14 22:05:10,837 INFO : TRAIN, epoch=0050, iter=00120/00196, fetch data time cost=1.57ms, fps=819 images/s, loss=0.9866, top1-acc=70.73%, top5-acc=93.71%, remaining_time=0:00:23.774472, arrival_time=2021-04-14 22:05:34.612205, cost_time=0:00:37.538671 2021-04-14 22:05:13,950 INFO : TRAIN, epoch=0050, iter=00130/00196, fetch data time cost=2.46ms, fps=823 images/s, loss=0.9919, top1-acc=70.54%, top5-acc=93.63%, remaining_time=0:00:20.638134, arrival_time=2021-04-14 22:05:34.588131, cost_time=0:00:40.650860 2021-04-14 22:05:17,057 INFO : TRAIN, epoch=0050, iter=00140/00196, fetch data time cost=1.54ms, fps=824 images/s, loss=0.9944, top1-acc=70.47%, top5-acc=93.58%, remaining_time=0:00:17.503192, arrival_time=2021-04-14 22:05:34.560345, cost_time=0:00:43.757973 2021-04-14 22:05:20,172 INFO : TRAIN, epoch=0050, iter=00150/00196, fetch data time cost=2.32ms, fps=822 images/s, loss=0.9982, top1-acc=70.33%, top5-acc=93.54%, remaining_time=0:00:14.374402, arrival_time=2021-04-14 22:05:34.546566, cost_time=0:00:46.873041 2021-04-14 22:05:23,286 INFO : TRAIN, epoch=0050, iter=00160/00196, fetch data time cost=2.21ms, fps=822 images/s, loss=1.0023, top1-acc=70.26%, top5-acc=93.54%, remaining_time=0:00:11.247084, arrival_time=2021-04-14 22:05:34.533187, cost_time=0:00:49.987029 2021-04-14 22:05:26,392 INFO : TRAIN, epoch=0050, iter=00170/00196, fetch data time cost=1.52ms, fps=824 images/s, loss=1.0051, top1-acc=70.17%, top5-acc=93.52%, remaining_time=0:00:08.120164, arrival_time=2021-04-14 22:05:34.512695, cost_time=0:00:53.093451 2021-04-14 22:05:29,503 INFO : TRAIN, epoch=0050, iter=00180/00196, fetch data time cost=2.12ms, fps=823 images/s, loss=1.0077, top1-acc=70.11%, top5-acc=93.50%, remaining_time=0:00:04.995904, arrival_time=2021-04-14 22:05:34.498856, cost_time=0:00:56.203856 2021-04-14 22:05:32,617 INFO : TRAIN, epoch=0050, iter=00190/00196, fetch data time cost=2.00ms, fps=822 images/s, loss=1.0108, top1-acc=70.06%, top5-acc=93.45%, remaining_time=0:00:01.873218, arrival_time=2021-04-14 22:05:34.490916, cost_time=0:00:59.318625 2021-04-14 22:05:34,272 INFO : TRAIN, epoch=0050, iter=00196/00196, fetch data time cost=1.29ms, fps=822 images/s, loss=1.0114, top1-acc=70.08%, top5-acc=93.41%, remaining_time=0:00:00, arrival_time=2021-04-14 22:05:34.272415, cost_time=0:01:00.973206 2021-04-14 22:05:35,378 INFO : EVAL, epoch=0050, iter=00010/00040, fetch data time cost=1.40ms, fps=2320 images/s, loss=1.6004, top1-acc=55.51%, top5-acc=84.96%, remaining_time=0:00:03.310860, arrival_time=2021-04-14 22:05:38.689510, cost_time=0:00:01.103622 2021-04-14 22:05:36,325 INFO : EVAL, epoch=0050, iter=00020/00040, fetch data time cost=1.48ms, fps=2706 images/s, loss=1.5923, top1-acc=56.43%, top5-acc=85.06%, remaining_time=0:00:02.050060, arrival_time=2021-04-14 22:05:38.375224, cost_time=0:00:02.050052 2021-04-14 22:05:37,269 INFO : EVAL, epoch=0050, iter=00030/00040, fetch data time cost=2.37ms, fps=2714 images/s, loss=1.5838, top1-acc=56.68%, top5-acc=84.96%, remaining_time=0:00:00.997950, arrival_time=2021-04-14 22:05:38.267000, cost_time=0:00:02.993850 2021-04-14 22:05:38,134 INFO : EVAL, epoch=0050, iter=00040/00040, fetch data time cost=0.08ms, fps=2683 images/s, loss=1.5677, top1-acc=57.07%, top5-acc=85.30%, remaining_time=0:00:00, arrival_time=2021-04-14 22:05:38.134239, cost_time=0:00:03.859224 2021-04-14 22:05:38,481 INFO : Epoch=0050 complete, best val top1-acc=58.57%, top5-acc=86.84% (epoch=40), remaining_time=2:43:16.072950, arrival_time=2021-04-15 00:48:54.554405, cost_time=0:54:25.357633 2021-04-14 22:05:38,482 INFO : Train start, epoch=0051, lr=0.085355 2021-04-14 22:05:41,821 INFO : TRAIN, epoch=0051, iter=00010/00196, fetch data time cost=2.19ms, fps=767 images/s, loss=1.0103, top1-acc=69.73%, top5-acc=93.59%, remaining_time=0:01:02.086800, arrival_time=2021-04-14 22:06:43.907886, cost_time=0:00:03.338003 2021-04-14 22:05:44,937 INFO : TRAIN, epoch=0051, iter=00020/00196, fetch data time cost=1.73ms, fps=822 images/s, loss=1.0061, top1-acc=70.08%, top5-acc=93.44%, remaining_time=0:00:56.795200, arrival_time=2021-04-14 22:06:41.732249, cost_time=0:00:06.454003 2021-04-14 22:05:48,059 INFO : TRAIN, epoch=0051, iter=00030/00196, fetch data time cost=1.54ms, fps=820 images/s, loss=0.9957, top1-acc=70.35%, top5-acc=93.62%, remaining_time=0:00:52.989358, arrival_time=2021-04-14 22:06:41.048844, cost_time=0:00:09.576394 2021-04-14 22:05:51,176 INFO : TRAIN, epoch=0051, iter=00040/00196, fetch data time cost=1.51ms, fps=822 images/s, loss=0.9859, top1-acc=70.69%, top5-acc=93.67%, remaining_time=0:00:49.503168, arrival_time=2021-04-14 22:06:40.679325, cost_time=0:00:12.693110 2021-04-14 22:05:54,289 INFO : TRAIN, epoch=0051, iter=00050/00196, fetch data time cost=1.41ms, fps=822 images/s, loss=0.9818, top1-acc=70.73%, top5-acc=93.55%, remaining_time=0:00:46.155856, arrival_time=2021-04-14 22:06:40.445673, cost_time=0:00:15.806783 2021-04-14 22:05:57,402 INFO : TRAIN, epoch=0051, iter=00060/00196, fetch data time cost=2.26ms, fps=823 images/s, loss=0.9827, top1-acc=70.70%, top5-acc=93.52%, remaining_time=0:00:42.882976, arrival_time=2021-04-14 22:06:40.284998, cost_time=0:00:18.918981 2021-04-14 22:06:00,510 INFO : TRAIN, epoch=0051, iter=00070/00196, fetch data time cost=1.55ms, fps=824 images/s, loss=0.9786, top1-acc=70.83%, top5-acc=93.53%, remaining_time=0:00:39.649050, arrival_time=2021-04-14 22:06:40.159307, cost_time=0:00:22.027219 2021-04-14 22:06:03,620 INFO : TRAIN, epoch=0051, iter=00080/00196, fetch data time cost=2.06ms, fps=823 images/s, loss=0.9768, top1-acc=70.80%, top5-acc=93.60%, remaining_time=0:00:36.449520, arrival_time=2021-04-14 22:06:40.070249, cost_time=0:00:25.137638 2021-04-14 22:06:06,724 INFO : TRAIN, epoch=0051, iter=00090/00196, fetch data time cost=1.32ms, fps=825 images/s, loss=0.9798, top1-acc=70.69%, top5-acc=93.55%, remaining_time=0:00:33.261528, arrival_time=2021-04-14 22:06:39.985506, cost_time=0:00:28.240938 2021-04-14 22:06:09,839 INFO : TRAIN, epoch=0051, iter=00100/00196, fetch data time cost=1.43ms, fps=822 images/s, loss=0.9827, top1-acc=70.71%, top5-acc=93.57%, remaining_time=0:00:30.101856, arrival_time=2021-04-14 22:06:39.941134, cost_time=0:00:31.356085 2021-04-14 22:06:12,960 INFO : TRAIN, epoch=0051, iter=00110/00196, fetch data time cost=1.75ms, fps=820 images/s, loss=0.9855, top1-acc=70.61%, top5-acc=93.59%, remaining_time=0:00:26.955066, arrival_time=2021-04-14 22:06:39.915524, cost_time=0:00:34.477423 2021-04-14 22:06:16,076 INFO : TRAIN, epoch=0051, iter=00120/00196, fetch data time cost=1.45ms, fps=822 images/s, loss=0.9921, top1-acc=70.43%, top5-acc=93.50%, remaining_time=0:00:23.808824, arrival_time=2021-04-14 22:06:39.884914, cost_time=0:00:37.592899 2021-04-14 22:06:19,190 INFO : TRAIN, epoch=0051, iter=00130/00196, fetch data time cost=2.10ms, fps=822 images/s, loss=0.9926, top1-acc=70.41%, top5-acc=93.47%, remaining_time=0:00:20.666580, arrival_time=2021-04-14 22:06:39.856644, cost_time=0:00:40.706936 2021-04-14 22:06:22,312 INFO : TRAIN, epoch=0051, iter=00140/00196, fetch data time cost=1.47ms, fps=820 images/s, loss=0.9910, top1-acc=70.49%, top5-acc=93.49%, remaining_time=0:00:17.531528, arrival_time=2021-04-14 22:06:39.843448, cost_time=0:00:43.828874 2021-04-14 22:06:25,425 INFO : TRAIN, epoch=0051, iter=00150/00196, fetch data time cost=2.26ms, fps=822 images/s, loss=0.9920, top1-acc=70.49%, top5-acc=93.46%, remaining_time=0:00:14.395516, arrival_time=2021-04-14 22:06:39.820526, cost_time=0:00:46.941932 2021-04-14 22:06:28,530 INFO : TRAIN, epoch=0051, iter=00160/00196, fetch data time cost=1.36ms, fps=825 images/s, loss=0.9950, top1-acc=70.36%, top5-acc=93.44%, remaining_time=0:00:11.260584, arrival_time=2021-04-14 22:06:39.790716, cost_time=0:00:50.046973 2021-04-14 22:06:31,639 INFO : TRAIN, epoch=0051, iter=00170/00196, fetch data time cost=2.18ms, fps=824 images/s, loss=0.9988, top1-acc=70.22%, top5-acc=93.44%, remaining_time=0:00:08.129732, arrival_time=2021-04-14 22:06:39.768819, cost_time=0:00:53.156004 2021-04-14 22:06:34,768 INFO : TRAIN, epoch=0051, iter=00180/00196, fetch data time cost=2.12ms, fps=818 images/s, loss=1.0025, top1-acc=70.13%, top5-acc=93.39%, remaining_time=0:00:05.003168, arrival_time=2021-04-14 22:06:39.771958, cost_time=0:00:56.285704 2021-04-14 22:06:37,887 INFO : TRAIN, epoch=0051, iter=00190/00196, fetch data time cost=1.34ms, fps=821 images/s, loss=1.0061, top1-acc=70.04%, top5-acc=93.36%, remaining_time=0:00:01.875924, arrival_time=2021-04-14 22:06:39.763146, cost_time=0:00:59.404175 2021-04-14 22:06:39,547 INFO : TRAIN, epoch=0051, iter=00196/00196, fetch data time cost=1.33ms, fps=820 images/s, loss=1.0080, top1-acc=69.99%, top5-acc=93.34%, remaining_time=0:00:00, arrival_time=2021-04-14 22:06:39.546957, cost_time=0:01:01.063805 2021-04-14 22:06:40,683 INFO : EVAL, epoch=0051, iter=00010/00040, fetch data time cost=1.47ms, fps=2260 images/s, loss=1.5954, top1-acc=55.12%, top5-acc=85.66%, remaining_time=0:00:03.398040, arrival_time=2021-04-14 22:06:44.081881, cost_time=0:00:01.132684 2021-04-14 22:06:41,626 INFO : EVAL, epoch=0051, iter=00020/00040, fetch data time cost=1.48ms, fps=2718 images/s, loss=1.5822, top1-acc=55.80%, top5-acc=85.62%, remaining_time=0:00:02.075380, arrival_time=2021-04-14 22:06:43.701793, cost_time=0:00:02.075388 2021-04-14 22:06:42,572 INFO : EVAL, epoch=0051, iter=00030/00040, fetch data time cost=1.45ms, fps=2709 images/s, loss=1.5650, top1-acc=56.29%, top5-acc=85.73%, remaining_time=0:00:01.006890, arrival_time=2021-04-14 22:06:43.578756, cost_time=0:00:03.020683 2021-04-14 22:06:43,431 INFO : EVAL, epoch=0051, iter=00040/00040, fetch data time cost=1.24ms, fps=2702 images/s, loss=1.5675, top1-acc=56.75%, top5-acc=85.68%, remaining_time=0:00:00, arrival_time=2021-04-14 22:06:43.431028, cost_time=0:00:03.880043 2021-04-14 22:06:43,706 INFO : Epoch=0051 complete, best val top1-acc=58.57%, top5-acc=86.84% (epoch=40), remaining_time=2:42:10.525609, arrival_time=2021-04-15 00:48:54.232014, cost_time=0:55:30.582592 2021-04-14 22:06:43,707 INFO : Train start, epoch=0052, lr=0.084796 2021-04-14 22:06:47,030 INFO : TRAIN, epoch=0052, iter=00010/00196, fetch data time cost=2.02ms, fps=771 images/s, loss=1.0097, top1-acc=69.88%, top5-acc=93.44%, remaining_time=0:01:01.789572, arrival_time=2021-04-14 22:07:48.819522, cost_time=0:00:03.322015 2021-04-14 22:06:50,137 INFO : TRAIN, epoch=0052, iter=00020/00196, fetch data time cost=2.28ms, fps=824 images/s, loss=0.9731, top1-acc=70.76%, top5-acc=93.87%, remaining_time=0:00:56.578368, arrival_time=2021-04-14 22:07:46.715676, cost_time=0:00:06.429369 2021-04-14 22:06:53,242 INFO : TRAIN, epoch=0052, iter=00030/00196, fetch data time cost=1.45ms, fps=825 images/s, loss=0.9626, top1-acc=71.30%, top5-acc=93.95%, remaining_time=0:00:52.757788, arrival_time=2021-04-14 22:07:46.000406, cost_time=0:00:09.534550 2021-04-14 22:06:56,355 INFO : TRAIN, epoch=0052, iter=00040/00196, fetch data time cost=1.39ms, fps=823 images/s, loss=0.9618, top1-acc=71.57%, top5-acc=93.96%, remaining_time=0:00:49.325172, arrival_time=2021-04-14 22:07:45.680576, cost_time=0:00:12.647461 2021-04-14 22:06:59,480 INFO : TRAIN, epoch=0052, iter=00050/00196, fetch data time cost=2.55ms, fps=819 images/s, loss=0.9629, top1-acc=71.68%, top5-acc=93.89%, remaining_time=0:00:46.054678, arrival_time=2021-04-14 22:07:45.534905, cost_time=0:00:15.772159 2021-04-14 22:07:02,597 INFO : TRAIN, epoch=0052, iter=00060/00196, fetch data time cost=1.61ms, fps=822 images/s, loss=0.9627, top1-acc=71.70%, top5-acc=93.96%, remaining_time=0:00:42.815520, arrival_time=2021-04-14 22:07:45.412793, cost_time=0:00:18.889202 2021-04-14 22:07:05,720 INFO : TRAIN, epoch=0052, iter=00070/00196, fetch data time cost=3.61ms, fps=820 images/s, loss=0.9631, top1-acc=71.66%, top5-acc=93.94%, remaining_time=0:00:39.621582, arrival_time=2021-04-14 22:07:45.341515, cost_time=0:00:22.011993 2021-04-14 22:07:08,835 INFO : TRAIN, epoch=0052, iter=00080/00196, fetch data time cost=1.41ms, fps=822 images/s, loss=0.9590, top1-acc=71.71%, top5-acc=93.97%, remaining_time=0:00:36.434324, arrival_time=2021-04-14 22:07:45.269516, cost_time=0:00:25.127090 2021-04-14 22:07:11,945 INFO : TRAIN, epoch=0052, iter=00090/00196, fetch data time cost=1.33ms, fps=823 images/s, loss=0.9663, top1-acc=71.40%, top5-acc=93.89%, remaining_time=0:00:33.257606, arrival_time=2021-04-14 22:07:45.203172, cost_time=0:00:28.237625 2021-04-14 22:07:15,065 INFO : TRAIN, epoch=0052, iter=00100/00196, fetch data time cost=1.41ms, fps=821 images/s, loss=0.9665, top1-acc=71.40%, top5-acc=93.84%, remaining_time=0:00:30.102816, arrival_time=2021-04-14 22:07:45.167953, cost_time=0:00:31.357070 2021-04-14 22:07:18,177 INFO : TRAIN, epoch=0052, iter=00110/00196, fetch data time cost=1.68ms, fps=823 images/s, loss=0.9735, top1-acc=71.18%, top5-acc=93.80%, remaining_time=0:00:26.948788, arrival_time=2021-04-14 22:07:45.126159, cost_time=0:00:34.469424 2021-04-14 22:07:21,278 INFO : TRAIN, epoch=0052, iter=00120/00196, fetch data time cost=1.29ms, fps=826 images/s, loss=0.9781, top1-acc=71.10%, top5-acc=93.73%, remaining_time=0:00:23.794536, arrival_time=2021-04-14 22:07:45.072882, cost_time=0:00:37.570365 2021-04-14 22:07:24,389 INFO : TRAIN, epoch=0052, iter=00130/00196, fetch data time cost=2.02ms, fps=823 images/s, loss=0.9823, top1-acc=70.95%, top5-acc=93.68%, remaining_time=0:00:20.653842, arrival_time=2021-04-14 22:07:45.043653, cost_time=0:00:40.681819 2021-04-14 22:07:27,500 INFO : TRAIN, epoch=0052, iter=00140/00196, fetch data time cost=1.59ms, fps=823 images/s, loss=0.9871, top1-acc=70.86%, top5-acc=93.58%, remaining_time=0:00:17.517080, arrival_time=2021-04-14 22:07:45.017902, cost_time=0:00:43.792700 2021-04-14 22:07:30,609 INFO : TRAIN, epoch=0052, iter=00150/00196, fetch data time cost=1.46ms, fps=824 images/s, loss=0.9882, top1-acc=70.78%, top5-acc=93.55%, remaining_time=0:00:14.383096, arrival_time=2021-04-14 22:07:44.992485, cost_time=0:00:46.901447 2021-04-14 22:07:33,727 INFO : TRAIN, epoch=0052, iter=00160/00196, fetch data time cost=1.60ms, fps=821 images/s, loss=0.9893, top1-acc=70.77%, top5-acc=93.59%, remaining_time=0:00:11.254356, arrival_time=2021-04-14 22:07:44.981629, cost_time=0:00:50.019337 2021-04-14 22:07:36,837 INFO : TRAIN, epoch=0052, iter=00170/00196, fetch data time cost=2.20ms, fps=823 images/s, loss=0.9937, top1-acc=70.64%, top5-acc=93.54%, remaining_time=0:00:08.125624, arrival_time=2021-04-14 22:07:44.962704, cost_time=0:00:53.129104 2021-04-14 22:07:39,945 INFO : TRAIN, epoch=0052, iter=00180/00196, fetch data time cost=1.47ms, fps=824 images/s, loss=0.9993, top1-acc=70.46%, top5-acc=93.47%, remaining_time=0:00:04.998896, arrival_time=2021-04-14 22:07:44.944438, cost_time=0:00:56.237522 2021-04-14 22:07:43,056 INFO : TRAIN, epoch=0052, iter=00190/00196, fetch data time cost=1.70ms, fps=823 images/s, loss=1.0041, top1-acc=70.37%, top5-acc=93.42%, remaining_time=0:00:01.874166, arrival_time=2021-04-14 22:07:44.930731, cost_time=0:00:59.348569 2021-04-14 22:07:44,708 INFO : TRAIN, epoch=0052, iter=00196/00196, fetch data time cost=1.33ms, fps=824 images/s, loss=1.0084, top1-acc=70.26%, top5-acc=93.40%, remaining_time=0:00:00, arrival_time=2021-04-14 22:07:44.708267, cost_time=0:01:01.000402 2021-04-14 22:07:45,765 INFO : EVAL, epoch=0052, iter=00010/00040, fetch data time cost=1.40ms, fps=2427 images/s, loss=1.4549, top1-acc=60.23%, top5-acc=87.11%, remaining_time=0:00:03.164820, arrival_time=2021-04-14 22:07:48.930184, cost_time=0:00:01.054937 2021-04-14 22:07:46,708 INFO : EVAL, epoch=0052, iter=00020/00040, fetch data time cost=1.53ms, fps=2715 images/s, loss=1.4549, top1-acc=59.90%, top5-acc=86.87%, remaining_time=0:00:01.998400, arrival_time=2021-04-14 22:07:48.707101, cost_time=0:00:01.998402 2021-04-14 22:07:47,651 INFO : EVAL, epoch=0052, iter=00030/00040, fetch data time cost=1.82ms, fps=2716 images/s, loss=1.4716, top1-acc=59.69%, top5-acc=86.69%, remaining_time=0:00:00.980440, arrival_time=2021-04-14 22:07:48.632057, cost_time=0:00:02.941312 2021-04-14 22:07:48,512 INFO : EVAL, epoch=0052, iter=00040/00040, fetch data time cost=0.17ms, fps=2697 images/s, loss=1.4910, top1-acc=59.48%, top5-acc=86.56%, remaining_time=0:00:00, arrival_time=2021-04-14 22:07:48.512181, cost_time=0:00:03.801819 2021-04-14 22:07:49,026 INFO : Epoch=0052 complete, best val top1-acc=59.48%, top5-acc=86.56% (epoch=52), remaining_time=2:41:05.262248, arrival_time=2021-04-15 00:48:54.289015, cost_time=0:56:35.902940 2021-04-14 22:07:49,028 INFO : Train start, epoch=0053, lr=0.084227 2021-04-14 22:07:52,300 INFO : TRAIN, epoch=0053, iter=00010/00196, fetch data time cost=2.22ms, fps=782 images/s, loss=0.9488, top1-acc=71.84%, top5-acc=94.61%, remaining_time=0:01:00.855294, arrival_time=2021-04-14 22:08:53.155483, cost_time=0:00:03.271787 2021-04-14 22:07:55,414 INFO : TRAIN, epoch=0053, iter=00020/00196, fetch data time cost=2.36ms, fps=822 images/s, loss=0.9586, top1-acc=71.82%, top5-acc=94.20%, remaining_time=0:00:56.198736, arrival_time=2021-04-14 22:08:51.613358, cost_time=0:00:06.386214 2021-04-14 22:07:58,528 INFO : TRAIN, epoch=0053, iter=00030/00196, fetch data time cost=1.53ms, fps=822 images/s, loss=0.9517, top1-acc=71.76%, top5-acc=94.39%, remaining_time=0:00:52.565560, arrival_time=2021-04-14 22:08:51.093719, cost_time=0:00:09.499792 2021-04-14 22:08:01,633 INFO : TRAIN, epoch=0053, iter=00040/00196, fetch data time cost=1.58ms, fps=825 images/s, loss=0.9546, top1-acc=71.53%, top5-acc=94.25%, remaining_time=0:00:49.159032, arrival_time=2021-04-14 22:08:50.792270, cost_time=0:00:12.604886 2021-04-14 22:08:04,738 INFO : TRAIN, epoch=0053, iter=00050/00196, fetch data time cost=1.43ms, fps=825 images/s, loss=0.9537, top1-acc=71.56%, top5-acc=94.27%, remaining_time=0:00:45.872762, arrival_time=2021-04-14 22:08:50.610968, cost_time=0:00:15.709843 2021-04-14 22:08:07,841 INFO : TRAIN, epoch=0053, iter=00060/00196, fetch data time cost=1.63ms, fps=825 images/s, loss=0.9562, top1-acc=71.50%, top5-acc=94.32%, remaining_time=0:00:42.643752, arrival_time=2021-04-14 22:08:50.485539, cost_time=0:00:18.813422 2021-04-14 22:08:10,941 INFO : TRAIN, epoch=0053, iter=00070/00196, fetch data time cost=1.56ms, fps=826 images/s, loss=0.9581, top1-acc=71.48%, top5-acc=94.32%, remaining_time=0:00:39.444048, arrival_time=2021-04-14 22:08:50.385783, cost_time=0:00:21.913370 2021-04-14 22:08:14,049 INFO : TRAIN, epoch=0053, iter=00080/00196, fetch data time cost=1.60ms, fps=824 images/s, loss=0.9598, top1-acc=71.41%, top5-acc=94.19%, remaining_time=0:00:36.280972, arrival_time=2021-04-14 22:08:50.330652, cost_time=0:00:25.021354 2021-04-14 22:08:17,165 INFO : TRAIN, epoch=0053, iter=00090/00196, fetch data time cost=2.22ms, fps=822 images/s, loss=0.9636, top1-acc=71.31%, top5-acc=94.10%, remaining_time=0:00:33.139204, arrival_time=2021-04-14 22:08:50.304760, cost_time=0:00:28.137067 2021-04-14 22:08:20,301 INFO : TRAIN, epoch=0053, iter=00100/00196, fetch data time cost=1.90ms, fps=817 images/s, loss=0.9641, top1-acc=71.24%, top5-acc=94.12%, remaining_time=0:00:30.021408, arrival_time=2021-04-14 22:08:50.322330, cost_time=0:00:31.272312 2021-04-14 22:08:23,410 INFO : TRAIN, epoch=0053, iter=00110/00196, fetch data time cost=1.72ms, fps=823 images/s, loss=0.9683, top1-acc=71.18%, top5-acc=94.01%, remaining_time=0:00:26.880762, arrival_time=2021-04-14 22:08:50.291495, cost_time=0:00:34.382369 2021-04-14 22:08:26,529 INFO : TRAIN, epoch=0053, iter=00120/00196, fetch data time cost=1.61ms, fps=821 images/s, loss=0.9776, top1-acc=70.93%, top5-acc=93.89%, remaining_time=0:00:23.750532, arrival_time=2021-04-14 22:08:50.279968, cost_time=0:00:37.500886 2021-04-14 22:08:29,636 INFO : TRAIN, epoch=0053, iter=00130/00196, fetch data time cost=2.01ms, fps=824 images/s, loss=0.9771, top1-acc=70.94%, top5-acc=93.89%, remaining_time=0:00:20.616486, arrival_time=2021-04-14 22:08:50.253200, cost_time=0:00:40.608290 2021-04-14 22:08:32,749 INFO : TRAIN, epoch=0053, iter=00140/00196, fetch data time cost=2.12ms, fps=823 images/s, loss=0.9817, top1-acc=70.82%, top5-acc=93.84%, remaining_time=0:00:17.488240, arrival_time=2021-04-14 22:08:50.237211, cost_time=0:00:43.720541 2021-04-14 22:08:35,860 INFO : TRAIN, epoch=0053, iter=00150/00196, fetch data time cost=1.44ms, fps=823 images/s, loss=0.9903, top1-acc=70.58%, top5-acc=93.75%, remaining_time=0:00:14.361936, arrival_time=2021-04-14 22:08:50.222765, cost_time=0:00:46.832463 2021-04-14 22:08:38,974 INFO : TRAIN, epoch=0053, iter=00160/00196, fetch data time cost=2.02ms, fps=822 images/s, loss=0.9916, top1-acc=70.57%, top5-acc=93.76%, remaining_time=0:00:11.237940, arrival_time=2021-04-14 22:08:50.212813, cost_time=0:00:49.946464 2021-04-14 22:08:42,079 INFO : TRAIN, epoch=0053, iter=00170/00196, fetch data time cost=1.40ms, fps=825 images/s, loss=0.9971, top1-acc=70.41%, top5-acc=93.69%, remaining_time=0:00:08.113690, arrival_time=2021-04-14 22:08:50.193240, cost_time=0:00:53.051058 2021-04-14 22:08:45,187 INFO : TRAIN, epoch=0053, iter=00180/00196, fetch data time cost=1.40ms, fps=824 images/s, loss=0.9998, top1-acc=70.29%, top5-acc=93.65%, remaining_time=0:00:04.991904, arrival_time=2021-04-14 22:08:50.179277, cost_time=0:00:56.158882 2021-04-14 22:08:48,313 INFO : TRAIN, epoch=0053, iter=00190/00196, fetch data time cost=2.44ms, fps=819 images/s, loss=1.0018, top1-acc=70.26%, top5-acc=93.65%, remaining_time=0:00:01.872156, arrival_time=2021-04-14 22:08:50.185411, cost_time=0:00:59.284900 2021-04-14 22:08:49,974 INFO : TRAIN, epoch=0053, iter=00196/00196, fetch data time cost=1.40ms, fps=819 images/s, loss=1.0038, top1-acc=70.21%, top5-acc=93.60%, remaining_time=0:00:00, arrival_time=2021-04-14 22:08:49.973981, cost_time=0:01:00.945698 2021-04-14 22:08:51,045 INFO : EVAL, epoch=0053, iter=00010/00040, fetch data time cost=1.52ms, fps=2394 images/s, loss=1.8984, top1-acc=52.50%, top5-acc=81.41%, remaining_time=0:00:03.208620, arrival_time=2021-04-14 22:08:54.254152, cost_time=0:00:01.069539 2021-04-14 22:08:51,989 INFO : EVAL, epoch=0053, iter=00020/00040, fetch data time cost=1.51ms, fps=2715 images/s, loss=1.9064, top1-acc=52.29%, top5-acc=81.50%, remaining_time=0:00:02.013160, arrival_time=2021-04-14 22:08:54.002264, cost_time=0:00:02.013167 2021-04-14 22:08:52,936 INFO : EVAL, epoch=0053, iter=00030/00040, fetch data time cost=1.48ms, fps=2703 images/s, loss=1.8893, top1-acc=52.11%, top5-acc=81.73%, remaining_time=0:00:00.986840, arrival_time=2021-04-14 22:08:53.923292, cost_time=0:00:02.960535 2021-04-14 22:08:53,797 INFO : EVAL, epoch=0053, iter=00040/00040, fetch data time cost=0.08ms, fps=2695 images/s, loss=1.8714, top1-acc=52.30%, top5-acc=82.02%, remaining_time=0:00:00, arrival_time=2021-04-14 22:08:53.797612, cost_time=0:00:03.821721 2021-04-14 22:08:54,058 INFO : Epoch=0053 complete, best val top1-acc=59.48%, top5-acc=86.56% (epoch=52), remaining_time=2:39:59.195403, arrival_time=2021-04-15 00:48:53.253652, cost_time=0:57:40.934403 2021-04-14 22:08:54,060 INFO : Train start, epoch=0054, lr=0.083651 2021-04-14 22:08:57,360 INFO : TRAIN, epoch=0054, iter=00010/00196, fetch data time cost=2.18ms, fps=776 images/s, loss=1.0061, top1-acc=69.57%, top5-acc=94.41%, remaining_time=0:01:01.367166, arrival_time=2021-04-14 22:09:58.727347, cost_time=0:00:03.299310 2021-04-14 22:09:00,471 INFO : TRAIN, epoch=0054, iter=00020/00196, fetch data time cost=1.53ms, fps=823 images/s, loss=0.9804, top1-acc=70.90%, top5-acc=94.18%, remaining_time=0:00:56.414688, arrival_time=2021-04-14 22:09:56.886377, cost_time=0:00:06.410755 2021-04-14 22:09:03,587 INFO : TRAIN, epoch=0054, iter=00030/00196, fetch data time cost=2.19ms, fps=822 images/s, loss=0.9701, top1-acc=70.92%, top5-acc=94.32%, remaining_time=0:00:52.713300, arrival_time=2021-04-14 22:09:56.300712, cost_time=0:00:09.526491 2021-04-14 22:09:06,693 INFO : TRAIN, epoch=0054, iter=00040/00196, fetch data time cost=1.58ms, fps=824 images/s, loss=0.9531, top1-acc=71.62%, top5-acc=94.29%, remaining_time=0:00:49.265736, arrival_time=2021-04-14 22:09:55.958866, cost_time=0:00:12.632258 2021-04-14 22:09:09,806 INFO : TRAIN, epoch=0054, iter=00050/00196, fetch data time cost=2.57ms, fps=823 images/s, loss=0.9578, top1-acc=71.55%, top5-acc=94.27%, remaining_time=0:00:45.975546, arrival_time=2021-04-14 22:09:55.781510, cost_time=0:00:15.745031 2021-04-14 22:09:12,917 INFO : TRAIN, epoch=0054, iter=00060/00196, fetch data time cost=2.16ms, fps=823 images/s, loss=0.9660, top1-acc=71.28%, top5-acc=94.26%, remaining_time=0:00:42.741128, arrival_time=2021-04-14 22:09:55.658509, cost_time=0:00:18.856368 2021-04-14 22:09:16,040 INFO : TRAIN, epoch=0054, iter=00070/00196, fetch data time cost=2.04ms, fps=820 images/s, loss=0.9692, top1-acc=71.15%, top5-acc=94.13%, remaining_time=0:00:39.562614, arrival_time=2021-04-14 22:09:55.602737, cost_time=0:00:21.979206 2021-04-14 22:09:19,144 INFO : TRAIN, epoch=0054, iter=00080/00196, fetch data time cost=1.47ms, fps=825 images/s, loss=0.9664, top1-acc=71.25%, top5-acc=94.10%, remaining_time=0:00:36.370988, arrival_time=2021-04-14 22:09:55.515286, cost_time=0:00:25.083424 2021-04-14 22:09:22,257 INFO : TRAIN, epoch=0054, iter=00090/00196, fetch data time cost=1.42ms, fps=822 images/s, loss=0.9727, top1-acc=70.99%, top5-acc=94.00%, remaining_time=0:00:33.209800, arrival_time=2021-04-14 22:09:55.467637, cost_time=0:00:28.196977 2021-04-14 22:09:25,368 INFO : TRAIN, epoch=0054, iter=00100/00196, fetch data time cost=1.56ms, fps=823 images/s, loss=0.9829, top1-acc=70.75%, top5-acc=93.91%, remaining_time=0:00:30.055008, arrival_time=2021-04-14 22:09:55.423211, cost_time=0:00:31.307330 2021-04-14 22:09:28,473 INFO : TRAIN, epoch=0054, iter=00110/00196, fetch data time cost=1.59ms, fps=825 images/s, loss=0.9925, top1-acc=70.49%, top5-acc=93.81%, remaining_time=0:00:26.903982, arrival_time=2021-04-14 22:09:55.376968, cost_time=0:00:34.412122 2021-04-14 22:09:31,576 INFO : TRAIN, epoch=0054, iter=00120/00196, fetch data time cost=1.59ms, fps=825 images/s, loss=0.9951, top1-acc=70.43%, top5-acc=93.79%, remaining_time=0:00:23.759576, arrival_time=2021-04-14 22:09:55.335644, cost_time=0:00:37.515133 2021-04-14 22:09:34,690 INFO : TRAIN, epoch=0054, iter=00130/00196, fetch data time cost=1.40ms, fps=822 images/s, loss=0.9959, top1-acc=70.42%, top5-acc=93.75%, remaining_time=0:00:20.627244, arrival_time=2021-04-14 22:09:55.317505, cost_time=0:00:40.629381 2021-04-14 22:09:37,805 INFO : TRAIN, epoch=0054, iter=00140/00196, fetch data time cost=1.57ms, fps=822 images/s, loss=0.9965, top1-acc=70.42%, top5-acc=93.74%, remaining_time=0:00:17.497816, arrival_time=2021-04-14 22:09:55.303229, cost_time=0:00:43.744541 2021-04-14 22:09:40,910 INFO : TRAIN, epoch=0054, iter=00150/00196, fetch data time cost=1.32ms, fps=825 images/s, loss=0.9988, top1-acc=70.33%, top5-acc=93.74%, remaining_time=0:00:14.367042, arrival_time=2021-04-14 22:09:55.277176, cost_time=0:00:46.849055 2021-04-14 22:09:44,027 INFO : TRAIN, epoch=0054, iter=00160/00196, fetch data time cost=1.77ms, fps=822 images/s, loss=1.0012, top1-acc=70.37%, top5-acc=93.64%, remaining_time=0:00:11.242404, arrival_time=2021-04-14 22:09:55.269614, cost_time=0:00:49.966270 2021-04-14 22:09:47,154 INFO : TRAIN, epoch=0054, iter=00170/00196, fetch data time cost=2.25ms, fps=819 images/s, loss=1.0042, top1-acc=70.24%, top5-acc=93.61%, remaining_time=0:00:08.120138, arrival_time=2021-04-14 22:09:55.274199, cost_time=0:00:53.093158 2021-04-14 22:09:50,262 INFO : TRAIN, epoch=0054, iter=00180/00196, fetch data time cost=2.22ms, fps=824 images/s, loss=1.0064, top1-acc=70.25%, top5-acc=93.56%, remaining_time=0:00:04.995696, arrival_time=2021-04-14 22:09:55.258217, cost_time=0:00:56.201614 2021-04-14 22:09:53,373 INFO : TRAIN, epoch=0054, iter=00190/00196, fetch data time cost=1.25ms, fps=823 images/s, loss=1.0087, top1-acc=70.16%, top5-acc=93.55%, remaining_time=0:00:01.873020, arrival_time=2021-04-14 22:09:55.246272, cost_time=0:00:59.312382 2021-04-14 22:09:55,026 INFO : TRAIN, epoch=0054, iter=00196/00196, fetch data time cost=1.28ms, fps=823 images/s, loss=1.0115, top1-acc=70.07%, top5-acc=93.58%, remaining_time=0:00:00, arrival_time=2021-04-14 22:09:55.026561, cost_time=0:01:00.965683 2021-04-14 22:09:56,082 INFO : EVAL, epoch=0054, iter=00010/00040, fetch data time cost=2.21ms, fps=2430 images/s, loss=1.5356, top1-acc=57.77%, top5-acc=85.74%, remaining_time=0:00:03.160020, arrival_time=2021-04-14 22:09:59.242256, cost_time=0:00:01.053338 2021-04-14 22:09:57,027 INFO : EVAL, epoch=0054, iter=00020/00040, fetch data time cost=1.38ms, fps=2711 images/s, loss=1.5142, top1-acc=58.54%, top5-acc=86.02%, remaining_time=0:00:01.998240, arrival_time=2021-04-14 22:09:59.025255, cost_time=0:00:01.998243 2021-04-14 22:09:57,984 INFO : EVAL, epoch=0054, iter=00030/00040, fetch data time cost=1.58ms, fps=2677 images/s, loss=1.5162, top1-acc=58.62%, top5-acc=86.24%, remaining_time=0:00:00.985060, arrival_time=2021-04-14 22:09:58.969110, cost_time=0:00:02.955185 2021-04-14 22:09:58,845 INFO : EVAL, epoch=0054, iter=00040/00040, fetch data time cost=1.42ms, fps=2696 images/s, loss=1.5204, top1-acc=58.78%, top5-acc=86.31%, remaining_time=0:00:00, arrival_time=2021-04-14 22:09:58.845146, cost_time=0:00:03.816381 2021-04-14 22:09:59,116 INFO : Epoch=0054 complete, best val top1-acc=59.48%, top5-acc=86.56% (epoch=52), remaining_time=2:38:53.237900, arrival_time=2021-04-15 00:48:52.353836, cost_time=0:58:45.992083 2021-04-14 22:09:59,118 INFO : Train start, epoch=0055, lr=0.083066 2021-04-14 22:10:02,446 INFO : TRAIN, epoch=0055, iter=00010/00196, fetch data time cost=1.75ms, fps=769 images/s, loss=1.0044, top1-acc=70.31%, top5-acc=93.36%, remaining_time=0:01:01.896336, arrival_time=2021-04-14 22:11:04.342614, cost_time=0:00:03.327758 2021-04-14 22:10:05,560 INFO : TRAIN, epoch=0055, iter=00020/00196, fetch data time cost=1.58ms, fps=822 images/s, loss=0.9692, top1-acc=71.41%, top5-acc=93.87%, remaining_time=0:00:56.686432, arrival_time=2021-04-14 22:11:02.246675, cost_time=0:00:06.441632 2021-04-14 22:10:08,674 INFO : TRAIN, epoch=0055, iter=00030/00196, fetch data time cost=2.14ms, fps=822 images/s, loss=0.9665, top1-acc=71.12%, top5-acc=93.95%, remaining_time=0:00:52.873490, arrival_time=2021-04-14 22:11:01.547578, cost_time=0:00:09.555461 2021-04-14 22:10:11,782 INFO : TRAIN, epoch=0055, iter=00040/00196, fetch data time cost=1.50ms, fps=824 images/s, loss=0.9689, top1-acc=71.06%, top5-acc=94.00%, remaining_time=0:00:49.390380, arrival_time=2021-04-14 22:11:01.173140, cost_time=0:00:12.664213 2021-04-14 22:10:14,905 INFO : TRAIN, epoch=0055, iter=00050/00196, fetch data time cost=2.23ms, fps=820 images/s, loss=0.9620, top1-acc=71.41%, top5-acc=94.14%, remaining_time=0:00:46.098186, arrival_time=2021-04-14 22:11:01.003796, cost_time=0:00:15.787062 2021-04-14 22:10:18,023 INFO : TRAIN, epoch=0055, iter=00060/00196, fetch data time cost=2.22ms, fps=821 images/s, loss=0.9622, top1-acc=71.35%, top5-acc=94.04%, remaining_time=0:00:42.851832, arrival_time=2021-04-14 22:11:00.875573, cost_time=0:00:18.905196 2021-04-14 22:10:21,133 INFO : TRAIN, epoch=0055, iter=00070/00196, fetch data time cost=1.46ms, fps=823 images/s, loss=0.9607, top1-acc=71.34%, top5-acc=94.07%, remaining_time=0:00:39.627630, arrival_time=2021-04-14 22:11:00.761479, cost_time=0:00:22.015349 2021-04-14 22:10:24,246 INFO : TRAIN, epoch=0055, iter=00080/00196, fetch data time cost=2.06ms, fps=823 images/s, loss=0.9649, top1-acc=71.18%, top5-acc=93.97%, remaining_time=0:00:36.435948, arrival_time=2021-04-14 22:11:00.682678, cost_time=0:00:25.128203 2021-04-14 22:10:27,368 INFO : TRAIN, epoch=0055, iter=00090/00196, fetch data time cost=3.24ms, fps=820 images/s, loss=0.9665, top1-acc=71.13%, top5-acc=93.92%, remaining_time=0:00:33.271916, arrival_time=2021-04-14 22:11:00.640228, cost_time=0:00:28.249785 2021-04-14 22:10:30,483 INFO : TRAIN, epoch=0055, iter=00100/00196, fetch data time cost=1.86ms, fps=822 images/s, loss=0.9717, top1-acc=70.99%, top5-acc=93.88%, remaining_time=0:00:30.110016, arrival_time=2021-04-14 22:11:00.593068, cost_time=0:00:31.364559 2021-04-14 22:10:33,606 INFO : TRAIN, epoch=0055, iter=00110/00196, fetch data time cost=2.55ms, fps=820 images/s, loss=0.9767, top1-acc=70.88%, top5-acc=93.85%, remaining_time=0:00:26.963064, arrival_time=2021-04-14 22:11:00.569199, cost_time=0:00:34.487636 2021-04-14 22:10:36,721 INFO : TRAIN, epoch=0055, iter=00120/00196, fetch data time cost=1.99ms, fps=822 images/s, loss=0.9801, top1-acc=70.78%, top5-acc=93.78%, remaining_time=0:00:23.814980, arrival_time=2021-04-14 22:11:00.536076, cost_time=0:00:37.602545 2021-04-14 22:10:39,829 INFO : TRAIN, epoch=0055, iter=00130/00196, fetch data time cost=2.48ms, fps=824 images/s, loss=0.9861, top1-acc=70.64%, top5-acc=93.71%, remaining_time=0:00:20.668428, arrival_time=2021-04-14 22:11:00.497597, cost_time=0:00:40.710557 2021-04-14 22:10:42,934 INFO : TRAIN, epoch=0055, iter=00140/00196, fetch data time cost=1.69ms, fps=825 images/s, loss=0.9881, top1-acc=70.59%, top5-acc=93.66%, remaining_time=0:00:17.526264, arrival_time=2021-04-14 22:11:00.460382, cost_time=0:00:43.815607 2021-04-14 22:10:46,051 INFO : TRAIN, epoch=0055, iter=00150/00196, fetch data time cost=1.40ms, fps=821 images/s, loss=0.9925, top1-acc=70.48%, top5-acc=93.63%, remaining_time=0:00:14.392710, arrival_time=2021-04-14 22:11:00.443934, cost_time=0:00:46.932705 2021-04-14 22:10:49,158 INFO : TRAIN, epoch=0055, iter=00160/00196, fetch data time cost=2.18ms, fps=824 images/s, loss=0.9947, top1-acc=70.46%, top5-acc=93.57%, remaining_time=0:00:11.258892, arrival_time=2021-04-14 22:11:00.416972, cost_time=0:00:50.039590 2021-04-14 22:10:52,276 INFO : TRAIN, epoch=0055, iter=00170/00196, fetch data time cost=2.23ms, fps=821 images/s, loss=0.9948, top1-acc=70.52%, top5-acc=93.52%, remaining_time=0:00:08.130018, arrival_time=2021-04-14 22:11:00.406399, cost_time=0:00:53.157839 2021-04-14 22:10:55,385 INFO : TRAIN, epoch=0055, iter=00180/00196, fetch data time cost=1.92ms, fps=824 images/s, loss=0.9992, top1-acc=70.41%, top5-acc=93.45%, remaining_time=0:00:05.001520, arrival_time=2021-04-14 22:11:00.387230, cost_time=0:00:56.267102 2021-04-14 22:10:58,515 INFO : TRAIN, epoch=0055, iter=00190/00196, fetch data time cost=1.43ms, fps=818 images/s, loss=1.0028, top1-acc=70.28%, top5-acc=93.39%, remaining_time=0:00:01.875702, arrival_time=2021-04-14 22:11:00.391466, cost_time=0:00:59.397264 2021-04-14 22:11:00,170 INFO : TRAIN, epoch=0055, iter=00196/00196, fetch data time cost=1.48ms, fps=822 images/s, loss=1.0045, top1-acc=70.22%, top5-acc=93.38%, remaining_time=0:00:00, arrival_time=2021-04-14 22:11:00.170557, cost_time=0:01:01.051993 2021-04-14 22:11:01,259 INFO : EVAL, epoch=0055, iter=00010/00040, fetch data time cost=0.27ms, fps=2356 images/s, loss=1.7248, top1-acc=52.97%, top5-acc=83.09%, remaining_time=0:00:03.259830, arrival_time=2021-04-14 22:11:04.519311, cost_time=0:00:01.086614 2021-04-14 22:11:02,205 INFO : EVAL, epoch=0055, iter=00020/00040, fetch data time cost=1.61ms, fps=2709 images/s, loss=1.7272, top1-acc=53.69%, top5-acc=83.67%, remaining_time=0:00:02.032560, arrival_time=2021-04-14 22:11:04.237919, cost_time=0:00:02.032552 2021-04-14 22:11:03,154 INFO : EVAL, epoch=0055, iter=00030/00040, fetch data time cost=2.04ms, fps=2698 images/s, loss=1.7041, top1-acc=54.02%, top5-acc=83.89%, remaining_time=0:00:00.993980, arrival_time=2021-04-14 22:11:04.148713, cost_time=0:00:02.981936 2021-04-14 22:11:04,087 INFO : EVAL, epoch=0055, iter=00040/00040, fetch data time cost=0.09ms, fps=2681 images/s, loss=1.7052, top1-acc=54.19%, top5-acc=83.96%, remaining_time=0:00:00, arrival_time=2021-04-14 22:11:04.086980, cost_time=0:00:03.914266 2021-04-14 22:11:04,328 INFO : Epoch=0055 complete, best val top1-acc=59.48%, top5-acc=86.56% (epoch=52), remaining_time=2:37:47.720915, arrival_time=2021-04-15 00:48:52.049232, cost_time=0:59:51.204469 2021-04-14 22:11:04,330 INFO : Train start, epoch=0056, lr=0.082472 2021-04-14 22:11:07,653 INFO : TRAIN, epoch=0056, iter=00010/00196, fetch data time cost=2.02ms, fps=771 images/s, loss=0.9663, top1-acc=72.97%, top5-acc=94.06%, remaining_time=0:01:01.795896, arrival_time=2021-04-14 22:12:09.449496, cost_time=0:00:03.322362 2021-04-14 22:11:10,761 INFO : TRAIN, epoch=0056, iter=00020/00196, fetch data time cost=1.44ms, fps=824 images/s, loss=0.9776, top1-acc=71.33%, top5-acc=94.04%, remaining_time=0:00:56.583472, arrival_time=2021-04-14 22:12:07.344686, cost_time=0:00:06.429942 2021-04-14 22:11:13,863 INFO : TRAIN, epoch=0056, iter=00030/00196, fetch data time cost=1.53ms, fps=825 images/s, loss=0.9631, top1-acc=71.60%, top5-acc=94.36%, remaining_time=0:00:52.744840, arrival_time=2021-04-14 22:12:06.608308, cost_time=0:00:09.532201 2021-04-14 22:11:16,972 INFO : TRAIN, epoch=0056, iter=00040/00196, fetch data time cost=1.60ms, fps=824 images/s, loss=0.9630, top1-acc=71.58%, top5-acc=94.24%, remaining_time=0:00:49.299900, arrival_time=2021-04-14 22:12:06.272045, cost_time=0:00:12.640996 2021-04-14 22:11:20,089 INFO : TRAIN, epoch=0056, iter=00050/00196, fetch data time cost=1.51ms, fps=821 images/s, loss=0.9588, top1-acc=71.72%, top5-acc=94.23%, remaining_time=0:00:46.014674, arrival_time=2021-04-14 22:12:06.104260, cost_time=0:00:15.758439 2021-04-14 22:11:23,197 INFO : TRAIN, epoch=0056, iter=00060/00196, fetch data time cost=1.50ms, fps=824 images/s, loss=0.9595, top1-acc=71.65%, top5-acc=94.17%, remaining_time=0:00:42.763160, arrival_time=2021-04-14 22:12:05.960413, cost_time=0:00:18.866094 2021-04-14 22:11:26,318 INFO : TRAIN, epoch=0056, iter=00070/00196, fetch data time cost=1.62ms, fps=821 images/s, loss=0.9615, top1-acc=71.60%, top5-acc=94.11%, remaining_time=0:00:39.576096, arrival_time=2021-04-14 22:12:05.894047, cost_time=0:00:21.986737 2021-04-14 22:11:29,462 INFO : TRAIN, epoch=0056, iter=00080/00196, fetch data time cost=1.64ms, fps=814 images/s, loss=0.9682, top1-acc=71.37%, top5-acc=94.01%, remaining_time=0:00:36.440008, arrival_time=2021-04-14 22:12:05.902244, cost_time=0:00:25.131009 2021-04-14 22:11:32,572 INFO : TRAIN, epoch=0056, iter=00090/00196, fetch data time cost=1.68ms, fps=823 images/s, loss=0.9686, top1-acc=71.36%, top5-acc=94.03%, remaining_time=0:00:33.261846, arrival_time=2021-04-14 22:12:05.834321, cost_time=0:00:28.241200 2021-04-14 22:11:35,682 INFO : TRAIN, epoch=0056, iter=00100/00196, fetch data time cost=1.41ms, fps=823 images/s, loss=0.9738, top1-acc=71.23%, top5-acc=93.99%, remaining_time=0:00:30.097056, arrival_time=2021-04-14 22:12:05.779346, cost_time=0:00:31.351139 2021-04-14 22:11:38,798 INFO : TRAIN, epoch=0056, iter=00110/00196, fetch data time cost=2.55ms, fps=822 images/s, loss=0.9763, top1-acc=71.10%, top5-acc=93.98%, remaining_time=0:00:26.947240, arrival_time=2021-04-14 22:12:05.745951, cost_time=0:00:34.467455 2021-04-14 22:11:41,919 INFO : TRAIN, epoch=0056, iter=00120/00196, fetch data time cost=2.70ms, fps=820 images/s, loss=0.9754, top1-acc=71.08%, top5-acc=93.96%, remaining_time=0:00:23.805936, arrival_time=2021-04-14 22:12:05.725461, cost_time=0:00:37.588334 2021-04-14 22:11:45,027 INFO : TRAIN, epoch=0056, iter=00130/00196, fetch data time cost=1.87ms, fps=824 images/s, loss=0.9781, top1-acc=71.00%, top5-acc=93.89%, remaining_time=0:00:20.661366, arrival_time=2021-04-14 22:12:05.689179, cost_time=0:00:40.696632 2021-04-14 22:11:48,143 INFO : TRAIN, epoch=0056, iter=00140/00196, fetch data time cost=1.38ms, fps=822 images/s, loss=0.9764, top1-acc=71.11%, top5-acc=93.84%, remaining_time=0:00:17.524976, arrival_time=2021-04-14 22:12:05.668512, cost_time=0:00:43.812383 2021-04-14 22:11:51,246 INFO : TRAIN, epoch=0056, iter=00150/00196, fetch data time cost=1.42ms, fps=825 images/s, loss=0.9759, top1-acc=71.13%, top5-acc=93.85%, remaining_time=0:00:14.387236, arrival_time=2021-04-14 22:12:05.633273, cost_time=0:00:46.914885 2021-04-14 22:11:54,366 INFO : TRAIN, epoch=0056, iter=00160/00196, fetch data time cost=1.93ms, fps=821 images/s, loss=0.9787, top1-acc=71.04%, top5-acc=93.84%, remaining_time=0:00:11.257956, arrival_time=2021-04-14 22:12:05.624514, cost_time=0:00:50.035405 2021-04-14 22:11:57,475 INFO : TRAIN, epoch=0056, iter=00170/00196, fetch data time cost=1.43ms, fps=824 images/s, loss=0.9811, top1-acc=70.97%, top5-acc=93.84%, remaining_time=0:00:08.127990, arrival_time=2021-04-14 22:12:05.603723, cost_time=0:00:53.144539 2021-04-14 22:12:00,583 INFO : TRAIN, epoch=0056, iter=00180/00196, fetch data time cost=1.38ms, fps=824 images/s, loss=0.9821, top1-acc=70.91%, top5-acc=93.84%, remaining_time=0:00:05.000192, arrival_time=2021-04-14 22:12:05.583433, cost_time=0:00:56.252097 2021-04-14 22:12:03,682 INFO : TRAIN, epoch=0056, iter=00190/00196, fetch data time cost=1.39ms, fps=826 images/s, loss=0.9835, top1-acc=70.89%, top5-acc=93.81%, remaining_time=0:00:01.874238, arrival_time=2021-04-14 22:12:05.556223, cost_time=0:00:59.350939 2021-04-14 22:12:05,342 INFO : TRAIN, epoch=0056, iter=00196/00196, fetch data time cost=1.43ms, fps=819 images/s, loss=0.9848, top1-acc=70.90%, top5-acc=93.77%, remaining_time=0:00:00, arrival_time=2021-04-14 22:12:05.342497, cost_time=0:01:01.011339 2021-04-14 22:12:06,400 INFO : EVAL, epoch=0056, iter=00010/00040, fetch data time cost=0.21ms, fps=2424 images/s, loss=1.4363, top1-acc=59.41%, top5-acc=87.77%, remaining_time=0:00:03.168480, arrival_time=2021-04-14 22:12:09.569268, cost_time=0:00:01.056157 2021-04-14 22:12:07,348 INFO : EVAL, epoch=0056, iter=00020/00040, fetch data time cost=1.78ms, fps=2703 images/s, loss=1.5145, top1-acc=57.44%, top5-acc=86.45%, remaining_time=0:00:02.003500, arrival_time=2021-04-14 22:12:09.351626, cost_time=0:00:02.003497 2021-04-14 22:12:08,295 INFO : EVAL, epoch=0056, iter=00030/00040, fetch data time cost=1.47ms, fps=2702 images/s, loss=1.5229, top1-acc=57.53%, top5-acc=86.61%, remaining_time=0:00:00.983720, arrival_time=2021-04-14 22:12:09.279505, cost_time=0:00:02.951164 2021-04-14 22:12:09,154 INFO : EVAL, epoch=0056, iter=00040/00040, fetch data time cost=0.08ms, fps=2703 images/s, loss=1.4952, top1-acc=57.82%, top5-acc=86.79%, remaining_time=0:00:00, arrival_time=2021-04-14 22:12:09.154547, cost_time=0:00:03.809948 2021-04-14 22:12:09,424 INFO : Epoch=0056 complete, best val top1-acc=59.48%, top5-acc=86.56% (epoch=52), remaining_time=2:36:41.916384, arrival_time=2021-04-15 00:48:51.341038, cost_time=1:00:56.300808 2021-04-14 22:12:09,426 INFO : Train start, epoch=0057, lr=0.081871 2021-04-14 22:12:12,725 INFO : TRAIN, epoch=0057, iter=00010/00196, fetch data time cost=1.54ms, fps=776 images/s, loss=0.9919, top1-acc=71.13%, top5-acc=93.98%, remaining_time=0:01:01.357308, arrival_time=2021-04-14 22:13:14.083181, cost_time=0:00:03.298784 2021-04-14 22:12:15,836 INFO : TRAIN, epoch=0057, iter=00020/00196, fetch data time cost=1.54ms, fps=823 images/s, loss=0.9666, top1-acc=71.31%, top5-acc=94.30%, remaining_time=0:00:56.399200, arrival_time=2021-04-14 22:13:12.235281, cost_time=0:00:06.409003 2021-04-14 22:12:18,936 INFO : TRAIN, epoch=0057, iter=00030/00196, fetch data time cost=1.39ms, fps=826 images/s, loss=0.9493, top1-acc=71.95%, top5-acc=94.45%, remaining_time=0:00:52.618514, arrival_time=2021-04-14 22:13:11.554997, cost_time=0:00:09.509371 2021-04-14 22:12:22,046 INFO : TRAIN, epoch=0057, iter=00040/00196, fetch data time cost=1.55ms, fps=823 images/s, loss=0.9379, top1-acc=72.10%, top5-acc=94.46%, remaining_time=0:00:49.215816, arrival_time=2021-04-14 22:13:11.262351, cost_time=0:00:12.619457 2021-04-14 22:12:25,170 INFO : TRAIN, epoch=0057, iter=00050/00196, fetch data time cost=1.48ms, fps=820 images/s, loss=0.9344, top1-acc=72.29%, top5-acc=94.45%, remaining_time=0:00:45.970728, arrival_time=2021-04-14 22:13:11.141192, cost_time=0:00:15.743392 2021-04-14 22:12:28,287 INFO : TRAIN, epoch=0057, iter=00060/00196, fetch data time cost=1.45ms, fps=822 images/s, loss=0.9414, top1-acc=72.03%, top5-acc=94.25%, remaining_time=0:00:42.749016, arrival_time=2021-04-14 22:13:11.035959, cost_time=0:00:18.859857 2021-04-14 22:12:31,392 INFO : TRAIN, epoch=0057, iter=00070/00196, fetch data time cost=1.35ms, fps=824 images/s, loss=0.9442, top1-acc=71.80%, top5-acc=94.25%, remaining_time=0:00:39.538170, arrival_time=2021-04-14 22:13:10.930938, cost_time=0:00:21.965680 2021-04-14 22:12:34,493 INFO : TRAIN, epoch=0057, iter=00080/00196, fetch data time cost=1.56ms, fps=826 images/s, loss=0.9463, top1-acc=71.62%, top5-acc=94.26%, remaining_time=0:00:36.345932, arrival_time=2021-04-14 22:13:10.839158, cost_time=0:00:25.066147 2021-04-14 22:12:37,596 INFO : TRAIN, epoch=0057, iter=00090/00196, fetch data time cost=1.60ms, fps=825 images/s, loss=0.9521, top1-acc=71.40%, top5-acc=94.19%, remaining_time=0:00:33.176834, arrival_time=2021-04-14 22:13:10.772937, cost_time=0:00:28.169019 2021-04-14 22:12:40,704 INFO : TRAIN, epoch=0057, iter=00100/00196, fetch data time cost=1.43ms, fps=824 images/s, loss=0.9620, top1-acc=71.23%, top5-acc=94.07%, remaining_time=0:00:30.025920, arrival_time=2021-04-14 22:13:10.729990, cost_time=0:00:31.276996 2021-04-14 22:12:43,813 INFO : TRAIN, epoch=0057, iter=00110/00196, fetch data time cost=2.10ms, fps=824 images/s, loss=0.9623, top1-acc=71.26%, top5-acc=94.09%, remaining_time=0:00:26.883686, arrival_time=2021-04-14 22:13:10.696907, cost_time=0:00:34.386136 2021-04-14 22:12:46,920 INFO : TRAIN, epoch=0057, iter=00120/00196, fetch data time cost=1.46ms, fps=824 images/s, loss=0.9643, top1-acc=71.21%, top5-acc=94.07%, remaining_time=0:00:23.745668, arrival_time=2021-04-14 22:13:10.666034, cost_time=0:00:37.493161 2021-04-14 22:12:50,037 INFO : TRAIN, epoch=0057, iter=00130/00196, fetch data time cost=3.60ms, fps=822 images/s, loss=0.9699, top1-acc=70.99%, top5-acc=94.02%, remaining_time=0:00:20.617542, arrival_time=2021-04-14 22:13:10.654905, cost_time=0:00:40.610279 2021-04-14 22:12:53,148 INFO : TRAIN, epoch=0057, iter=00140/00196, fetch data time cost=1.59ms, fps=823 images/s, loss=0.9706, top1-acc=70.96%, top5-acc=93.97%, remaining_time=0:00:17.488688, arrival_time=2021-04-14 22:13:10.637538, cost_time=0:00:43.721764 2021-04-14 22:12:56,253 INFO : TRAIN, epoch=0057, iter=00150/00196, fetch data time cost=1.42ms, fps=825 images/s, loss=0.9731, top1-acc=70.93%, top5-acc=93.93%, remaining_time=0:00:14.359912, arrival_time=2021-04-14 22:13:10.612804, cost_time=0:00:46.825767 2021-04-14 22:12:59,363 INFO : TRAIN, epoch=0057, iter=00160/00196, fetch data time cost=1.44ms, fps=823 images/s, loss=0.9754, top1-acc=70.92%, top5-acc=93.93%, remaining_time=0:00:11.235708, arrival_time=2021-04-14 22:13:10.599329, cost_time=0:00:49.936546 2021-04-14 22:13:02,471 INFO : TRAIN, epoch=0057, iter=00170/00196, fetch data time cost=1.39ms, fps=824 images/s, loss=0.9782, top1-acc=70.81%, top5-acc=93.93%, remaining_time=0:00:08.112650, arrival_time=2021-04-14 22:13:10.583985, cost_time=0:00:53.044266 2021-04-14 22:13:05,572 INFO : TRAIN, epoch=0057, iter=00180/00196, fetch data time cost=1.37ms, fps=826 images/s, loss=0.9817, top1-acc=70.77%, top5-acc=93.88%, remaining_time=0:00:04.990656, arrival_time=2021-04-14 22:13:10.562591, cost_time=0:00:56.144861 2021-04-14 22:13:08,673 INFO : TRAIN, epoch=0057, iter=00190/00196, fetch data time cost=1.53ms, fps=826 images/s, loss=0.9843, top1-acc=70.71%, top5-acc=93.83%, remaining_time=0:00:01.870926, arrival_time=2021-04-14 22:13:10.543959, cost_time=0:00:59.245965 2021-04-14 22:13:10,333 INFO : TRAIN, epoch=0057, iter=00196/00196, fetch data time cost=1.97ms, fps=820 images/s, loss=0.9854, top1-acc=70.67%, top5-acc=93.80%, remaining_time=0:00:00, arrival_time=2021-04-14 22:13:10.333059, cost_time=0:01:00.906035 2021-04-14 22:13:11,421 INFO : EVAL, epoch=0057, iter=00010/00040, fetch data time cost=1.58ms, fps=2358 images/s, loss=1.4625, top1-acc=58.95%, top5-acc=87.19%, remaining_time=0:00:03.257100, arrival_time=2021-04-14 22:13:14.678753, cost_time=0:00:01.085697 2021-04-14 22:13:12,374 INFO : EVAL, epoch=0057, iter=00020/00040, fetch data time cost=1.47ms, fps=2688 images/s, loss=1.4218, top1-acc=59.82%, top5-acc=87.36%, remaining_time=0:00:02.038540, arrival_time=2021-04-14 22:13:14.412991, cost_time=0:00:02.038537 2021-04-14 22:13:13,326 INFO : EVAL, epoch=0057, iter=00030/00040, fetch data time cost=2.18ms, fps=2692 images/s, loss=1.3932, top1-acc=60.73%, top5-acc=87.76%, remaining_time=0:00:00.996630, arrival_time=2021-04-14 22:13:14.322572, cost_time=0:00:02.989880 2021-04-14 22:13:14,186 INFO : EVAL, epoch=0057, iter=00040/00040, fetch data time cost=0.08ms, fps=2699 images/s, loss=1.4025, top1-acc=60.68%, top5-acc=87.85%, remaining_time=0:00:00, arrival_time=2021-04-14 22:13:14.186485, cost_time=0:00:03.850578 2021-04-14 22:13:14,907 INFO : Epoch=0057 complete, best val top1-acc=60.68%, top5-acc=87.85% (epoch=57), remaining_time=2:35:37.106922, arrival_time=2021-04-15 00:48:52.014651, cost_time=1:02:01.783857 2021-04-14 22:13:14,910 INFO : Train start, epoch=0058, lr=0.081262 2021-04-14 22:13:18,211 INFO : TRAIN, epoch=0058, iter=00010/00196, fetch data time cost=2.72ms, fps=775 images/s, loss=0.9322, top1-acc=72.58%, top5-acc=94.65%, remaining_time=0:01:01.403436, arrival_time=2021-04-14 22:14:19.615267, cost_time=0:00:03.301265 2021-04-14 22:13:21,325 INFO : TRAIN, epoch=0058, iter=00020/00196, fetch data time cost=1.76ms, fps=822 images/s, loss=0.9191, top1-acc=72.58%, top5-acc=94.69%, remaining_time=0:00:56.446720, arrival_time=2021-04-14 22:14:17.771681, cost_time=0:00:06.414399 2021-04-14 22:13:24,436 INFO : TRAIN, epoch=0058, iter=00030/00196, fetch data time cost=1.72ms, fps=823 images/s, loss=0.9315, top1-acc=72.08%, top5-acc=94.45%, remaining_time=0:00:52.711972, arrival_time=2021-04-14 22:14:17.148789, cost_time=0:00:09.526257 2021-04-14 22:13:27,536 INFO : TRAIN, epoch=0058, iter=00040/00196, fetch data time cost=1.46ms, fps=826 images/s, loss=0.9505, top1-acc=71.65%, top5-acc=94.28%, remaining_time=0:00:49.241712, arrival_time=2021-04-14 22:14:16.778425, cost_time=0:00:12.626080 2021-04-14 22:13:30,654 INFO : TRAIN, epoch=0058, iter=00050/00196, fetch data time cost=1.81ms, fps=821 images/s, loss=0.9540, top1-acc=71.66%, top5-acc=94.16%, remaining_time=0:00:45.972772, arrival_time=2021-04-14 22:14:16.627417, cost_time=0:00:15.744084 2021-04-14 22:13:33,765 INFO : TRAIN, epoch=0058, iter=00060/00196, fetch data time cost=1.68ms, fps=823 images/s, loss=0.9727, top1-acc=71.12%, top5-acc=93.89%, remaining_time=0:00:42.736368, arrival_time=2021-04-14 22:14:16.501342, cost_time=0:00:18.854258 2021-04-14 22:13:36,875 INFO : TRAIN, epoch=0058, iter=00070/00196, fetch data time cost=1.96ms, fps=823 images/s, loss=0.9751, top1-acc=71.13%, top5-acc=93.86%, remaining_time=0:00:39.537414, arrival_time=2021-04-14 22:14:16.413180, cost_time=0:00:21.965216 2021-04-14 22:13:39,995 INFO : TRAIN, epoch=0058, iter=00080/00196, fetch data time cost=2.07ms, fps=821 images/s, loss=0.9749, top1-acc=71.17%, top5-acc=93.85%, remaining_time=0:00:36.373424, arrival_time=2021-04-14 22:14:16.369079, cost_time=0:00:25.085097 2021-04-14 22:13:43,099 INFO : TRAIN, epoch=0058, iter=00090/00196, fetch data time cost=1.75ms, fps=825 images/s, loss=0.9776, top1-acc=71.07%, top5-acc=93.79%, remaining_time=0:00:33.199518, arrival_time=2021-04-14 22:14:16.298396, cost_time=0:00:28.188256 2021-04-14 22:13:46,209 INFO : TRAIN, epoch=0058, iter=00100/00196, fetch data time cost=1.46ms, fps=823 images/s, loss=0.9764, top1-acc=71.11%, top5-acc=93.75%, remaining_time=0:00:30.047136, arrival_time=2021-04-14 22:14:16.256826, cost_time=0:00:31.299071 2021-04-14 22:13:49,323 INFO : TRAIN, epoch=0058, iter=00110/00196, fetch data time cost=1.87ms, fps=822 images/s, loss=0.9791, top1-acc=71.09%, top5-acc=93.75%, remaining_time=0:00:26.904498, arrival_time=2021-04-14 22:14:16.227950, cost_time=0:00:34.412701 2021-04-14 22:13:52,436 INFO : TRAIN, epoch=0058, iter=00120/00196, fetch data time cost=2.24ms, fps=823 images/s, loss=0.9796, top1-acc=71.09%, top5-acc=93.82%, remaining_time=0:00:23.766036, arrival_time=2021-04-14 22:14:16.202018, cost_time=0:00:37.525323 2021-04-14 22:13:55,549 INFO : TRAIN, epoch=0058, iter=00130/00196, fetch data time cost=1.93ms, fps=822 images/s, loss=0.9786, top1-acc=71.14%, top5-acc=93.83%, remaining_time=0:00:20.632194, arrival_time=2021-04-14 22:14:16.181905, cost_time=0:00:40.639114 2021-04-14 22:13:58,667 INFO : TRAIN, epoch=0058, iter=00140/00196, fetch data time cost=1.38ms, fps=821 images/s, loss=0.9802, top1-acc=71.02%, top5-acc=93.81%, remaining_time=0:00:17.502576, arrival_time=2021-04-14 22:14:16.169699, cost_time=0:00:43.756443 2021-04-14 22:14:01,773 INFO : TRAIN, epoch=0058, iter=00150/00196, fetch data time cost=2.32ms, fps=824 images/s, loss=0.9798, top1-acc=71.00%, top5-acc=93.84%, remaining_time=0:00:14.371274, arrival_time=2021-04-14 22:14:16.144635, cost_time=0:00:46.862793 2021-04-14 22:14:04,873 INFO : TRAIN, epoch=0058, iter=00160/00196, fetch data time cost=1.58ms, fps=826 images/s, loss=0.9856, top1-acc=70.82%, top5-acc=93.76%, remaining_time=0:00:11.241540, arrival_time=2021-04-14 22:14:16.114692, cost_time=0:00:49.962459 2021-04-14 22:14:07,991 INFO : TRAIN, epoch=0058, iter=00170/00196, fetch data time cost=1.87ms, fps=821 images/s, loss=0.9892, top1-acc=70.72%, top5-acc=93.68%, remaining_time=0:00:08.118266, arrival_time=2021-04-14 22:14:16.109723, cost_time=0:00:53.080942 2021-04-14 22:14:11,109 INFO : TRAIN, epoch=0058, iter=00180/00196, fetch data time cost=1.72ms, fps=821 images/s, loss=0.9888, top1-acc=70.73%, top5-acc=93.71%, remaining_time=0:00:04.995488, arrival_time=2021-04-14 22:14:16.105316, cost_time=0:00:56.199157 2021-04-14 22:14:14,226 INFO : TRAIN, epoch=0058, iter=00190/00196, fetch data time cost=1.50ms, fps=822 images/s, loss=0.9892, top1-acc=70.76%, top5-acc=93.67%, remaining_time=0:00:01.873140, arrival_time=2021-04-14 22:14:16.099820, cost_time=0:00:59.316129 2021-04-14 22:14:15,880 INFO : TRAIN, epoch=0058, iter=00196/00196, fetch data time cost=1.97ms, fps=823 images/s, loss=0.9912, top1-acc=70.72%, top5-acc=93.65%, remaining_time=0:00:00, arrival_time=2021-04-14 22:14:15.880448, cost_time=0:01:00.969880 2021-04-14 22:14:16,986 INFO : EVAL, epoch=0058, iter=00010/00040, fetch data time cost=0.31ms, fps=2319 images/s, loss=1.7645, top1-acc=53.75%, top5-acc=82.66%, remaining_time=0:00:03.311940, arrival_time=2021-04-14 22:14:20.298622, cost_time=0:00:01.103978 2021-04-14 22:14:17,931 INFO : EVAL, epoch=0058, iter=00020/00040, fetch data time cost=1.56ms, fps=2711 images/s, loss=1.7482, top1-acc=54.02%, top5-acc=82.73%, remaining_time=0:00:02.048940, arrival_time=2021-04-14 22:14:19.980604, cost_time=0:00:02.048937 2021-04-14 22:14:18,877 INFO : EVAL, epoch=0058, iter=00030/00040, fetch data time cost=1.85ms, fps=2708 images/s, loss=1.7293, top1-acc=54.13%, top5-acc=83.02%, remaining_time=0:00:00.998330, arrival_time=2021-04-14 22:14:19.875995, cost_time=0:00:02.994989 2021-04-14 22:14:19,741 INFO : EVAL, epoch=0058, iter=00040/00040, fetch data time cost=0.12ms, fps=2689 images/s, loss=1.7260, top1-acc=54.03%, top5-acc=83.07%, remaining_time=0:00:00, arrival_time=2021-04-14 22:14:19.740953, cost_time=0:00:03.858245 2021-04-14 22:14:20,011 INFO : Epoch=0058 complete, best val top1-acc=60.68%, top5-acc=87.85% (epoch=57), remaining_time=2:34:31.346566, arrival_time=2021-04-15 00:48:51.358433, cost_time=1:03:06.888049 2021-04-14 22:14:20,013 INFO : Train start, epoch=0059, lr=0.080645 2021-04-14 22:14:23,306 INFO : TRAIN, epoch=0059, iter=00010/00196, fetch data time cost=2.68ms, fps=777 images/s, loss=0.9531, top1-acc=71.41%, top5-acc=94.14%, remaining_time=0:01:01.242360, arrival_time=2021-04-14 22:15:24.548640, cost_time=0:00:03.292603 2021-04-14 22:14:26,417 INFO : TRAIN, epoch=0059, iter=00020/00196, fetch data time cost=2.14ms, fps=823 images/s, loss=0.9551, top1-acc=71.93%, top5-acc=94.02%, remaining_time=0:00:56.349216, arrival_time=2021-04-14 22:15:22.766221, cost_time=0:00:06.403320 2021-04-14 22:14:29,520 INFO : TRAIN, epoch=0059, iter=00030/00196, fetch data time cost=2.06ms, fps=825 images/s, loss=0.9469, top1-acc=72.11%, top5-acc=94.01%, remaining_time=0:00:52.604404, arrival_time=2021-04-14 22:15:22.124899, cost_time=0:00:09.506805 2021-04-14 22:14:32,628 INFO : TRAIN, epoch=0059, iter=00040/00196, fetch data time cost=1.48ms, fps=824 images/s, loss=0.9524, top1-acc=72.14%, top5-acc=93.83%, remaining_time=0:00:49.198968, arrival_time=2021-04-14 22:15:21.827712, cost_time=0:00:12.615113 2021-04-14 22:14:35,742 INFO : TRAIN, epoch=0059, iter=00050/00196, fetch data time cost=1.46ms, fps=822 images/s, loss=0.9473, top1-acc=72.16%, top5-acc=94.05%, remaining_time=0:00:45.927512, arrival_time=2021-04-14 22:15:21.669735, cost_time=0:00:15.728575 2021-04-14 22:14:38,853 INFO : TRAIN, epoch=0059, iter=00060/00196, fetch data time cost=1.39ms, fps=823 images/s, loss=0.9495, top1-acc=72.03%, top5-acc=94.06%, remaining_time=0:00:42.702912, arrival_time=2021-04-14 22:15:21.556095, cost_time=0:00:18.839528 2021-04-14 22:14:41,958 INFO : TRAIN, epoch=0059, iter=00070/00196, fetch data time cost=1.40ms, fps=825 images/s, loss=0.9471, top1-acc=71.95%, top5-acc=94.13%, remaining_time=0:00:39.499866, arrival_time=2021-04-14 22:15:21.457855, cost_time=0:00:21.944353 2021-04-14 22:14:45,070 INFO : TRAIN, epoch=0059, iter=00080/00196, fetch data time cost=1.36ms, fps=823 images/s, loss=0.9482, top1-acc=72.04%, top5-acc=94.14%, remaining_time=0:00:36.331896, arrival_time=2021-04-14 22:15:21.401997, cost_time=0:00:25.056458 2021-04-14 22:14:48,178 INFO : TRAIN, epoch=0059, iter=00090/00196, fetch data time cost=1.69ms, fps=824 images/s, loss=0.9507, top1-acc=71.94%, top5-acc=94.14%, remaining_time=0:00:33.171428, arrival_time=2021-04-14 22:15:21.349397, cost_time=0:00:28.164416 2021-04-14 22:14:51,289 INFO : TRAIN, epoch=0059, iter=00100/00196, fetch data time cost=1.67ms, fps=823 images/s, loss=0.9510, top1-acc=71.99%, top5-acc=94.10%, remaining_time=0:00:30.024672, arrival_time=2021-04-14 22:15:21.314061, cost_time=0:00:31.275743 2021-04-14 22:14:54,400 INFO : TRAIN, epoch=0059, iter=00110/00196, fetch data time cost=2.42ms, fps=823 images/s, loss=0.9502, top1-acc=71.97%, top5-acc=94.16%, remaining_time=0:00:26.884030, arrival_time=2021-04-14 22:15:21.284229, cost_time=0:00:34.386563 2021-04-14 22:14:57,500 INFO : TRAIN, epoch=0059, iter=00120/00196, fetch data time cost=1.40ms, fps=826 images/s, loss=0.9537, top1-acc=71.84%, top5-acc=94.11%, remaining_time=0:00:23.741564, arrival_time=2021-04-14 22:15:21.241780, cost_time=0:00:37.486665 2021-04-14 22:15:00,614 INFO : TRAIN, epoch=0059, iter=00130/00196, fetch data time cost=1.60ms, fps=822 images/s, loss=0.9619, top1-acc=71.58%, top5-acc=93.99%, remaining_time=0:00:20.612988, arrival_time=2021-04-14 22:15:21.227900, cost_time=0:00:40.601351 2021-04-14 22:15:03,726 INFO : TRAIN, epoch=0059, iter=00140/00196, fetch data time cost=1.46ms, fps=823 images/s, loss=0.9635, top1-acc=71.48%, top5-acc=93.97%, remaining_time=0:00:17.484992, arrival_time=2021-04-14 22:15:21.211053, cost_time=0:00:43.712418 2021-04-14 22:15:06,827 INFO : TRAIN, epoch=0059, iter=00150/00196, fetch data time cost=1.45ms, fps=826 images/s, loss=0.9685, top1-acc=71.33%, top5-acc=93.94%, remaining_time=0:00:14.356186, arrival_time=2021-04-14 22:15:21.183506, cost_time=0:00:46.813629 2021-04-14 22:15:09,942 INFO : TRAIN, epoch=0059, iter=00160/00196, fetch data time cost=2.18ms, fps=822 images/s, loss=0.9703, top1-acc=71.29%, top5-acc=93.94%, remaining_time=0:00:11.234052, arrival_time=2021-04-14 22:15:21.176794, cost_time=0:00:49.929050 2021-04-14 22:15:13,049 INFO : TRAIN, epoch=0059, iter=00170/00196, fetch data time cost=1.55ms, fps=824 images/s, loss=0.9708, top1-acc=71.29%, top5-acc=93.96%, remaining_time=0:00:08.111376, arrival_time=2021-04-14 22:15:21.160860, cost_time=0:00:53.035855 2021-04-14 22:15:16,164 INFO : TRAIN, epoch=0059, iter=00180/00196, fetch data time cost=1.35ms, fps=822 images/s, loss=0.9739, top1-acc=71.20%, top5-acc=93.93%, remaining_time=0:00:04.991152, arrival_time=2021-04-14 22:15:21.155224, cost_time=0:00:56.150390 2021-04-14 22:15:19,269 INFO : TRAIN, epoch=0059, iter=00190/00196, fetch data time cost=1.59ms, fps=824 images/s, loss=0.9765, top1-acc=71.16%, top5-acc=93.93%, remaining_time=0:00:01.871244, arrival_time=2021-04-14 22:15:21.140891, cost_time=0:00:59.256010 2021-04-14 22:15:20,924 INFO : TRAIN, epoch=0059, iter=00196/00196, fetch data time cost=1.37ms, fps=822 images/s, loss=0.9791, top1-acc=71.09%, top5-acc=93.89%, remaining_time=0:00:00, arrival_time=2021-04-14 22:15:20.924643, cost_time=0:01:00.911079 2021-04-14 22:15:22,010 INFO : EVAL, epoch=0059, iter=00010/00040, fetch data time cost=1.43ms, fps=2362 images/s, loss=1.3970, top1-acc=62.07%, top5-acc=87.81%, remaining_time=0:00:03.251400, arrival_time=2021-04-14 22:15:25.261962, cost_time=0:00:01.083796 2021-04-14 22:15:22,954 INFO : EVAL, epoch=0059, iter=00020/00040, fetch data time cost=1.45ms, fps=2715 images/s, loss=1.4009, top1-acc=60.88%, top5-acc=87.81%, remaining_time=0:00:02.027340, arrival_time=2021-04-14 22:15:24.981297, cost_time=0:00:02.027337 2021-04-14 22:15:23,895 INFO : EVAL, epoch=0059, iter=00030/00040, fetch data time cost=1.45ms, fps=2721 images/s, loss=1.4016, top1-acc=60.65%, top5-acc=87.81%, remaining_time=0:00:00.989500, arrival_time=2021-04-14 22:15:24.884646, cost_time=0:00:02.968508 2021-04-14 22:15:24,753 INFO : EVAL, epoch=0059, iter=00040/00040, fetch data time cost=0.08ms, fps=2703 images/s, loss=1.3895, top1-acc=60.61%, top5-acc=87.88%, remaining_time=0:00:00, arrival_time=2021-04-14 22:15:24.753834, cost_time=0:00:03.827257 2021-04-14 22:15:25,076 INFO : Epoch=0059 complete, best val top1-acc=60.68%, top5-acc=87.85% (epoch=57), remaining_time=2:33:25.512684, arrival_time=2021-04-15 00:48:50.588657, cost_time=1:04:11.952129 2021-04-14 22:15:25,078 INFO : Train start, epoch=0060, lr=0.080021 2021-04-14 22:15:28,425 INFO : TRAIN, epoch=0060, iter=00010/00196, fetch data time cost=6.01ms, fps=765 images/s, loss=0.9852, top1-acc=72.23%, top5-acc=93.05%, remaining_time=0:01:02.247876, arrival_time=2021-04-14 22:16:30.673075, cost_time=0:00:03.346658 2021-04-14 22:15:31,538 INFO : TRAIN, epoch=0060, iter=00020/00196, fetch data time cost=2.32ms, fps=822 images/s, loss=0.9760, top1-acc=71.74%, top5-acc=93.71%, remaining_time=0:00:56.850112, arrival_time=2021-04-14 22:16:28.388895, cost_time=0:00:06.460247 2021-04-14 22:15:34,653 INFO : TRAIN, epoch=0060, iter=00030/00196, fetch data time cost=1.77ms, fps=822 images/s, loss=0.9633, top1-acc=72.01%, top5-acc=93.80%, remaining_time=0:00:52.981722, arrival_time=2021-04-14 22:16:27.635268, cost_time=0:00:09.575007 2021-04-14 22:15:37,755 INFO : TRAIN, epoch=0060, iter=00040/00196, fetch data time cost=1.43ms, fps=826 images/s, loss=0.9536, top1-acc=71.99%, top5-acc=93.93%, remaining_time=0:00:49.438584, arrival_time=2021-04-14 22:16:27.193708, cost_time=0:00:12.676542 2021-04-14 22:15:40,859 INFO : TRAIN, epoch=0060, iter=00050/00196, fetch data time cost=1.45ms, fps=825 images/s, loss=0.9491, top1-acc=72.06%, top5-acc=94.05%, remaining_time=0:00:46.080812, arrival_time=2021-04-14 22:16:26.940594, cost_time=0:00:15.781110 2021-04-14 22:15:43,973 INFO : TRAIN, epoch=0060, iter=00060/00196, fetch data time cost=1.40ms, fps=822 images/s, loss=0.9488, top1-acc=72.04%, top5-acc=94.10%, remaining_time=0:00:42.828576, arrival_time=2021-04-14 22:16:26.802200, cost_time=0:00:18.894981 2021-04-14 22:15:47,075 INFO : TRAIN, epoch=0060, iter=00070/00196, fetch data time cost=1.43ms, fps=825 images/s, loss=0.9448, top1-acc=72.07%, top5-acc=94.15%, remaining_time=0:00:39.594870, arrival_time=2021-04-14 22:16:26.670510, cost_time=0:00:21.997183 2021-04-14 22:15:50,177 INFO : TRAIN, epoch=0060, iter=00080/00196, fetch data time cost=1.67ms, fps=825 images/s, loss=0.9455, top1-acc=72.09%, top5-acc=94.11%, remaining_time=0:00:36.393376, arrival_time=2021-04-14 22:16:26.570785, cost_time=0:00:25.098870 2021-04-14 22:15:53,292 INFO : TRAIN, epoch=0060, iter=00090/00196, fetch data time cost=1.54ms, fps=822 images/s, loss=0.9504, top1-acc=71.91%, top5-acc=94.06%, remaining_time=0:00:33.229834, arrival_time=2021-04-14 22:16:26.522387, cost_time=0:00:28.213994 2021-04-14 22:15:56,393 INFO : TRAIN, epoch=0060, iter=00100/00196, fetch data time cost=1.73ms, fps=826 images/s, loss=0.9565, top1-acc=71.64%, top5-acc=94.00%, remaining_time=0:00:30.061920, arrival_time=2021-04-14 22:16:26.454951, cost_time=0:00:31.314548 2021-04-14 22:15:59,502 INFO : TRAIN, epoch=0060, iter=00110/00196, fetch data time cost=1.52ms, fps=824 images/s, loss=0.9615, top1-acc=71.45%, top5-acc=93.96%, remaining_time=0:00:26.913098, arrival_time=2021-04-14 22:16:26.415321, cost_time=0:00:34.423687 2021-04-14 22:16:02,601 INFO : TRAIN, epoch=0060, iter=00120/00196, fetch data time cost=1.48ms, fps=826 images/s, loss=0.9644, top1-acc=71.37%, top5-acc=93.93%, remaining_time=0:00:23.764364, arrival_time=2021-04-14 22:16:26.365427, cost_time=0:00:37.522622 2021-04-14 22:16:05,710 INFO : TRAIN, epoch=0060, iter=00130/00196, fetch data time cost=1.44ms, fps=823 images/s, loss=0.9646, top1-acc=71.34%, top5-acc=93.90%, remaining_time=0:00:20.628366, arrival_time=2021-04-14 22:16:26.338558, cost_time=0:00:40.631664 2021-04-14 22:16:08,816 INFO : TRAIN, epoch=0060, iter=00140/00196, fetch data time cost=1.53ms, fps=824 images/s, loss=0.9679, top1-acc=71.20%, top5-acc=93.90%, remaining_time=0:00:17.495296, arrival_time=2021-04-14 22:16:26.312044, cost_time=0:00:43.738301 2021-04-14 22:16:11,920 INFO : TRAIN, epoch=0060, iter=00150/00196, fetch data time cost=1.34ms, fps=825 images/s, loss=0.9691, top1-acc=71.20%, top5-acc=93.87%, remaining_time=0:00:14.364834, arrival_time=2021-04-14 22:16:26.285202, cost_time=0:00:46.841847 2021-04-14 22:16:15,028 INFO : TRAIN, epoch=0060, iter=00160/00196, fetch data time cost=1.46ms, fps=824 images/s, loss=0.9721, top1-acc=71.10%, top5-acc=93.83%, remaining_time=0:00:11.238768, arrival_time=2021-04-14 22:16:26.267335, cost_time=0:00:49.950093 2021-04-14 22:16:18,134 INFO : TRAIN, epoch=0060, iter=00170/00196, fetch data time cost=2.46ms, fps=824 images/s, loss=0.9747, top1-acc=71.03%, top5-acc=93.78%, remaining_time=0:00:08.114418, arrival_time=2021-04-14 22:16:26.248925, cost_time=0:00:53.055778 2021-04-14 22:16:21,258 INFO : TRAIN, epoch=0060, iter=00180/00196, fetch data time cost=1.54ms, fps=820 images/s, loss=0.9759, top1-acc=71.00%, top5-acc=93.75%, remaining_time=0:00:04.993712, arrival_time=2021-04-14 22:16:26.251657, cost_time=0:00:56.179289 2021-04-14 22:16:24,373 INFO : TRAIN, epoch=0060, iter=00190/00196, fetch data time cost=1.28ms, fps=822 images/s, loss=0.9784, top1-acc=70.90%, top5-acc=93.75%, remaining_time=0:00:01.872480, arrival_time=2021-04-14 22:16:26.246226, cost_time=0:00:59.295226 2021-04-14 22:16:26,029 INFO : TRAIN, epoch=0060, iter=00196/00196, fetch data time cost=1.77ms, fps=821 images/s, loss=0.9781, top1-acc=70.93%, top5-acc=93.72%, remaining_time=0:00:00, arrival_time=2021-04-14 22:16:26.029901, cost_time=0:01:00.951311 2021-04-14 22:16:27,107 INFO : EVAL, epoch=0060, iter=00010/00040, fetch data time cost=0.21ms, fps=2381 images/s, loss=1.6097, top1-acc=56.87%, top5-acc=84.77%, remaining_time=0:00:03.225390, arrival_time=2021-04-14 22:16:30.333010, cost_time=0:00:01.075130 2021-04-14 22:16:28,053 INFO : EVAL, epoch=0060, iter=00020/00040, fetch data time cost=1.93ms, fps=2708 images/s, loss=1.5778, top1-acc=57.07%, top5-acc=85.53%, remaining_time=0:00:02.020720, arrival_time=2021-04-14 22:16:30.074032, cost_time=0:00:02.020727 2021-04-14 22:16:28,994 INFO : EVAL, epoch=0060, iter=00030/00040, fetch data time cost=1.75ms, fps=2720 images/s, loss=1.5626, top1-acc=57.32%, top5-acc=85.89%, remaining_time=0:00:00.987440, arrival_time=2021-04-14 22:16:29.982244, cost_time=0:00:02.962322 2021-04-14 22:16:29,856 INFO : EVAL, epoch=0060, iter=00040/00040, fetch data time cost=0.12ms, fps=2694 images/s, loss=1.5707, top1-acc=57.13%, top5-acc=85.61%, remaining_time=0:00:00, arrival_time=2021-04-14 22:16:29.856506, cost_time=0:00:03.823886 2021-04-14 22:16:30,113 INFO : Epoch=0060 complete, best val top1-acc=60.68%, top5-acc=87.85% (epoch=57), remaining_time=2:32:19.642960, arrival_time=2021-04-15 00:48:49.756642, cost_time=1:05:16.989862 2021-04-14 22:16:30,115 INFO : Train start, epoch=0061, lr=0.079389 2021-04-14 22:16:33,437 INFO : TRAIN, epoch=0061, iter=00010/00196, fetch data time cost=4.77ms, fps=771 images/s, loss=0.9581, top1-acc=70.94%, top5-acc=94.30%, remaining_time=0:01:01.784364, arrival_time=2021-04-14 22:17:35.221347, cost_time=0:00:03.321739 2021-04-14 22:16:36,548 INFO : TRAIN, epoch=0061, iter=00020/00196, fetch data time cost=2.06ms, fps=823 images/s, loss=0.9449, top1-acc=71.72%, top5-acc=94.39%, remaining_time=0:00:56.613744, arrival_time=2021-04-14 22:17:33.162407, cost_time=0:00:06.433374 2021-04-14 22:16:39,670 INFO : TRAIN, epoch=0061, iter=00030/00196, fetch data time cost=1.66ms, fps=820 images/s, loss=0.9269, top1-acc=72.17%, top5-acc=94.62%, remaining_time=0:00:52.870834, arrival_time=2021-04-14 22:17:32.541020, cost_time=0:00:09.554956 2021-04-14 22:16:42,776 INFO : TRAIN, epoch=0061, iter=00040/00196, fetch data time cost=1.37ms, fps=824 images/s, loss=0.9161, top1-acc=72.28%, top5-acc=94.66%, remaining_time=0:00:49.379928, arrival_time=2021-04-14 22:17:32.156774, cost_time=0:00:12.661515 2021-04-14 22:16:45,891 INFO : TRAIN, epoch=0061, iter=00050/00196, fetch data time cost=2.25ms, fps=822 images/s, loss=0.9173, top1-acc=72.37%, top5-acc=94.58%, remaining_time=0:00:46.066650, arrival_time=2021-04-14 22:17:31.958151, cost_time=0:00:15.776262 2021-04-14 22:16:49,006 INFO : TRAIN, epoch=0061, iter=00060/00196, fetch data time cost=2.36ms, fps=822 images/s, loss=0.9087, top1-acc=72.55%, top5-acc=94.60%, remaining_time=0:00:42.818920, arrival_time=2021-04-14 22:17:31.824973, cost_time=0:00:18.890697 2021-04-14 22:16:52,116 INFO : TRAIN, epoch=0061, iter=00070/00196, fetch data time cost=1.54ms, fps=823 images/s, loss=0.9073, top1-acc=72.66%, top5-acc=94.55%, remaining_time=0:00:39.601548, arrival_time=2021-04-14 22:17:31.717650, cost_time=0:00:22.000857 2021-04-14 22:16:55,220 INFO : TRAIN, epoch=0061, iter=00080/00196, fetch data time cost=1.44ms, fps=825 images/s, loss=0.9115, top1-acc=72.59%, top5-acc=94.56%, remaining_time=0:00:36.402540, arrival_time=2021-04-14 22:17:31.622954, cost_time=0:00:25.105182 2021-04-14 22:16:58,327 INFO : TRAIN, epoch=0061, iter=00090/00196, fetch data time cost=1.90ms, fps=824 images/s, loss=0.9204, top1-acc=72.40%, top5-acc=94.44%, remaining_time=0:00:33.227820, arrival_time=2021-04-14 22:17:31.555494, cost_time=0:00:28.212345 2021-04-14 22:17:01,446 INFO : TRAIN, epoch=0061, iter=00100/00196, fetch data time cost=2.17ms, fps=821 images/s, loss=0.9289, top1-acc=72.23%, top5-acc=94.27%, remaining_time=0:00:30.077472, arrival_time=2021-04-14 22:17:31.523503, cost_time=0:00:31.330747 2021-04-14 22:17:04,554 INFO : TRAIN, epoch=0061, iter=00110/00196, fetch data time cost=1.49ms, fps=824 images/s, loss=0.9337, top1-acc=72.08%, top5-acc=94.22%, remaining_time=0:00:26.925224, arrival_time=2021-04-14 22:17:31.479856, cost_time=0:00:34.439273 2021-04-14 22:17:07,662 INFO : TRAIN, epoch=0061, iter=00120/00196, fetch data time cost=1.38ms, fps=824 images/s, loss=0.9413, top1-acc=71.89%, top5-acc=94.12%, remaining_time=0:00:23.779868, arrival_time=2021-04-14 22:17:31.442185, cost_time=0:00:37.547109 2021-04-14 22:17:10,783 INFO : TRAIN, epoch=0061, iter=00130/00196, fetch data time cost=6.87ms, fps=820 images/s, loss=0.9451, top1-acc=71.76%, top5-acc=94.06%, remaining_time=0:00:20.647110, arrival_time=2021-04-14 22:17:31.430924, cost_time=0:00:40.668591 2021-04-14 22:17:13,908 INFO : TRAIN, epoch=0061, iter=00140/00196, fetch data time cost=2.00ms, fps=819 images/s, loss=0.9480, top1-acc=71.77%, top5-acc=94.02%, remaining_time=0:00:17.517248, arrival_time=2021-04-14 22:17:31.425629, cost_time=0:00:43.793150 2021-04-14 22:17:17,015 INFO : TRAIN, epoch=0061, iter=00150/00196, fetch data time cost=2.13ms, fps=824 images/s, loss=0.9528, top1-acc=71.68%, top5-acc=93.97%, remaining_time=0:00:14.382820, arrival_time=2021-04-14 22:17:31.398623, cost_time=0:00:46.900537 2021-04-14 22:17:20,118 INFO : TRAIN, epoch=0061, iter=00160/00196, fetch data time cost=1.92ms, fps=825 images/s, loss=0.9554, top1-acc=71.60%, top5-acc=93.93%, remaining_time=0:00:11.250720, arrival_time=2021-04-14 22:17:31.369290, cost_time=0:00:50.003210 2021-04-14 22:17:23,223 INFO : TRAIN, epoch=0061, iter=00170/00196, fetch data time cost=1.59ms, fps=825 images/s, loss=0.9607, top1-acc=71.41%, top5-acc=93.89%, remaining_time=0:00:08.122478, arrival_time=2021-04-14 22:17:31.346234, cost_time=0:00:53.108500 2021-04-14 22:17:26,334 INFO : TRAIN, epoch=0061, iter=00180/00196, fetch data time cost=2.17ms, fps=823 images/s, loss=0.9641, top1-acc=71.31%, top5-acc=93.85%, remaining_time=0:00:04.997248, arrival_time=2021-04-14 22:17:31.331490, cost_time=0:00:56.218997 2021-04-14 22:17:29,450 INFO : TRAIN, epoch=0061, iter=00190/00196, fetch data time cost=2.12ms, fps=822 images/s, loss=0.9658, top1-acc=71.27%, top5-acc=93.84%, remaining_time=0:00:01.873728, arrival_time=2021-04-14 22:17:31.323637, cost_time=0:00:59.334663 2021-04-14 22:17:31,109 INFO : TRAIN, epoch=0061, iter=00196/00196, fetch data time cost=1.23ms, fps=820 images/s, loss=0.9662, top1-acc=71.23%, top5-acc=93.85%, remaining_time=0:00:00, arrival_time=2021-04-14 22:17:31.108979, cost_time=0:01:00.993707 2021-04-14 22:17:32,176 INFO : EVAL, epoch=0061, iter=00010/00040, fetch data time cost=1.94ms, fps=2403 images/s, loss=1.5705, top1-acc=57.89%, top5-acc=85.16%, remaining_time=0:00:03.195630, arrival_time=2021-04-14 22:17:35.371968, cost_time=0:00:01.065206 2021-04-14 22:17:33,121 INFO : EVAL, epoch=0061, iter=00020/00040, fetch data time cost=1.46ms, fps=2709 images/s, loss=1.5631, top1-acc=57.42%, top5-acc=85.57%, remaining_time=0:00:02.010620, arrival_time=2021-04-14 22:17:35.132301, cost_time=0:00:02.010620 2021-04-14 22:17:34,065 INFO : EVAL, epoch=0061, iter=00030/00040, fetch data time cost=1.43ms, fps=2713 images/s, loss=1.5454, top1-acc=57.80%, top5-acc=85.65%, remaining_time=0:00:00.984910, arrival_time=2021-04-14 22:17:35.050785, cost_time=0:00:02.954742 2021-04-14 22:17:34,931 INFO : EVAL, epoch=0061, iter=00040/00040, fetch data time cost=0.09ms, fps=2683 images/s, loss=1.5325, top1-acc=57.79%, top5-acc=85.74%, remaining_time=0:00:00, arrival_time=2021-04-14 22:17:34.930957, cost_time=0:00:03.819922 2021-04-14 22:17:35,234 INFO : Epoch=0061 complete, best val top1-acc=60.68%, top5-acc=87.85% (epoch=57), remaining_time=2:31:13.989917, arrival_time=2021-04-15 00:48:49.224429, cost_time=1:06:22.110692 2021-04-14 22:17:35,235 INFO : Train start, epoch=0062, lr=0.078750 2021-04-14 22:17:38,525 INFO : TRAIN, epoch=0062, iter=00010/00196, fetch data time cost=2.83ms, fps=778 images/s, loss=0.9542, top1-acc=70.55%, top5-acc=94.65%, remaining_time=0:01:01.171680, arrival_time=2021-04-14 22:18:39.696627, cost_time=0:00:03.288803 2021-04-14 22:17:41,656 INFO : TRAIN, epoch=0062, iter=00020/00196, fetch data time cost=2.13ms, fps=818 images/s, loss=0.9319, top1-acc=71.60%, top5-acc=94.67%, remaining_time=0:00:56.501280, arrival_time=2021-04-14 22:18:38.158047, cost_time=0:00:06.420609 2021-04-14 22:17:44,775 INFO : TRAIN, epoch=0062, iter=00030/00196, fetch data time cost=1.44ms, fps=821 images/s, loss=0.9315, top1-acc=71.45%, top5-acc=94.84%, remaining_time=0:00:52.785510, arrival_time=2021-04-14 22:18:37.561270, cost_time=0:00:09.539554 2021-04-14 22:17:47,877 INFO : TRAIN, epoch=0062, iter=00040/00196, fetch data time cost=1.65ms, fps=826 images/s, loss=0.9137, top1-acc=71.93%, top5-acc=95.02%, remaining_time=0:00:49.300680, arrival_time=2021-04-14 22:18:37.178097, cost_time=0:00:12.641208 2021-04-14 22:17:50,983 INFO : TRAIN, epoch=0062, iter=00050/00196, fetch data time cost=1.56ms, fps=824 images/s, loss=0.9210, top1-acc=72.02%, top5-acc=94.77%, remaining_time=0:00:45.981532, arrival_time=2021-04-14 22:18:36.964751, cost_time=0:00:15.747124 2021-04-14 22:17:54,107 INFO : TRAIN, epoch=0062, iter=00060/00196, fetch data time cost=1.38ms, fps=820 images/s, loss=0.9287, top1-acc=71.89%, top5-acc=94.56%, remaining_time=0:00:42.773904, arrival_time=2021-04-14 22:18:36.880860, cost_time=0:00:18.870852 2021-04-14 22:17:57,216 INFO : TRAIN, epoch=0062, iter=00070/00196, fetch data time cost=2.59ms, fps=823 images/s, loss=0.9230, top1-acc=72.28%, top5-acc=94.64%, remaining_time=0:00:39.565386, arrival_time=2021-04-14 22:18:36.782245, cost_time=0:00:21.980752 2021-04-14 22:18:00,331 INFO : TRAIN, epoch=0062, iter=00080/00196, fetch data time cost=1.58ms, fps=822 images/s, loss=0.9264, top1-acc=72.22%, top5-acc=94.56%, remaining_time=0:00:36.388272, arrival_time=2021-04-14 22:18:36.719736, cost_time=0:00:25.095358 2021-04-14 22:18:03,441 INFO : TRAIN, epoch=0062, iter=00090/00196, fetch data time cost=1.46ms, fps=823 images/s, loss=0.9322, top1-acc=71.95%, top5-acc=94.53%, remaining_time=0:00:33.218916, arrival_time=2021-04-14 22:18:36.660096, cost_time=0:00:28.204769 2021-04-14 22:18:06,555 INFO : TRAIN, epoch=0062, iter=00100/00196, fetch data time cost=1.50ms, fps=822 images/s, loss=0.9407, top1-acc=71.76%, top5-acc=94.38%, remaining_time=0:00:30.066048, arrival_time=2021-04-14 22:18:36.621093, cost_time=0:00:31.318841 2021-04-14 22:18:09,668 INFO : TRAIN, epoch=0062, iter=00110/00196, fetch data time cost=1.44ms, fps=822 images/s, loss=0.9429, top1-acc=71.66%, top5-acc=94.37%, remaining_time=0:00:26.919806, arrival_time=2021-04-14 22:18:36.588226, cost_time=0:00:34.432321 2021-04-14 22:18:12,774 INFO : TRAIN, epoch=0062, iter=00120/00196, fetch data time cost=1.49ms, fps=824 images/s, loss=0.9493, top1-acc=71.51%, top5-acc=94.23%, remaining_time=0:00:23.774548, arrival_time=2021-04-14 22:18:36.549448, cost_time=0:00:37.538809 2021-04-14 22:18:15,878 INFO : TRAIN, epoch=0062, iter=00130/00196, fetch data time cost=2.13ms, fps=825 images/s, loss=0.9492, top1-acc=71.55%, top5-acc=94.19%, remaining_time=0:00:20.633646, arrival_time=2021-04-14 22:18:36.511756, cost_time=0:00:40.642013 2021-04-14 22:18:18,990 INFO : TRAIN, epoch=0062, iter=00140/00196, fetch data time cost=1.49ms, fps=823 images/s, loss=0.9546, top1-acc=71.40%, top5-acc=94.15%, remaining_time=0:00:17.501848, arrival_time=2021-04-14 22:18:36.492655, cost_time=0:00:43.754634 2021-04-14 22:18:22,105 INFO : TRAIN, epoch=0062, iter=00150/00196, fetch data time cost=1.64ms, fps=822 images/s, loss=0.9525, top1-acc=71.46%, top5-acc=94.22%, remaining_time=0:00:14.373114, arrival_time=2021-04-14 22:18:36.478327, cost_time=0:00:46.868889 2021-04-14 22:18:25,223 INFO : TRAIN, epoch=0062, iter=00160/00196, fetch data time cost=2.73ms, fps=821 images/s, loss=0.9548, top1-acc=71.33%, top5-acc=94.21%, remaining_time=0:00:11.247264, arrival_time=2021-04-14 22:18:36.471123, cost_time=0:00:49.987762 2021-04-14 22:18:28,330 INFO : TRAIN, epoch=0062, iter=00170/00196, fetch data time cost=2.25ms, fps=824 images/s, loss=0.9588, top1-acc=71.17%, top5-acc=94.14%, remaining_time=0:00:08.120320, arrival_time=2021-04-14 22:18:36.450894, cost_time=0:00:53.094425 2021-04-14 22:18:31,446 INFO : TRAIN, epoch=0062, iter=00180/00196, fetch data time cost=1.55ms, fps=822 images/s, loss=0.9594, top1-acc=71.20%, top5-acc=94.08%, remaining_time=0:00:04.996480, arrival_time=2021-04-14 22:18:36.442957, cost_time=0:00:56.210381 2021-04-14 22:18:34,555 INFO : TRAIN, epoch=0062, iter=00190/00196, fetch data time cost=1.28ms, fps=823 images/s, loss=0.9586, top1-acc=71.23%, top5-acc=94.08%, remaining_time=0:00:01.873254, arrival_time=2021-04-14 22:18:36.429113, cost_time=0:00:59.319770 2021-04-14 22:18:36,208 INFO : TRAIN, epoch=0062, iter=00196/00196, fetch data time cost=1.48ms, fps=823 images/s, loss=0.9607, top1-acc=71.21%, top5-acc=94.06%, remaining_time=0:00:00, arrival_time=2021-04-14 22:18:36.208674, cost_time=0:01:00.972660 2021-04-14 22:18:37,314 INFO : EVAL, epoch=0062, iter=00010/00040, fetch data time cost=0.22ms, fps=2319 images/s, loss=1.4011, top1-acc=60.66%, top5-acc=88.44%, remaining_time=0:00:03.311310, arrival_time=2021-04-14 22:18:40.625884, cost_time=0:00:01.103769 2021-04-14 22:18:38,258 INFO : EVAL, epoch=0062, iter=00020/00040, fetch data time cost=1.46ms, fps=2714 images/s, loss=1.4245, top1-acc=60.47%, top5-acc=87.64%, remaining_time=0:00:02.047820, arrival_time=2021-04-14 22:18:40.306259, cost_time=0:00:02.047811 2021-04-14 22:18:39,208 INFO : EVAL, epoch=0062, iter=00030/00040, fetch data time cost=4.78ms, fps=2695 images/s, loss=1.4080, top1-acc=60.65%, top5-acc=87.66%, remaining_time=0:00:00.999420, arrival_time=2021-04-14 22:18:40.208343, cost_time=0:00:02.998253 2021-04-14 22:18:40,068 INFO : EVAL, epoch=0062, iter=00040/00040, fetch data time cost=0.08ms, fps=2701 images/s, loss=1.4117, top1-acc=60.57%, top5-acc=87.85%, remaining_time=0:00:00, arrival_time=2021-04-14 22:18:40.068430, cost_time=0:00:03.857831 2021-04-14 22:18:40,334 INFO : Epoch=0062 complete, best val top1-acc=60.68%, top5-acc=87.85% (epoch=57), remaining_time=2:30:08.307834, arrival_time=2021-04-15 00:48:48.642426, cost_time=1:07:27.210774 2021-04-14 22:18:40,335 INFO : Train start, epoch=0063, lr=0.078104 2021-04-14 22:18:43,655 INFO : TRAIN, epoch=0063, iter=00010/00196, fetch data time cost=1.51ms, fps=771 images/s, loss=0.9742, top1-acc=70.94%, top5-acc=93.40%, remaining_time=0:01:01.742700, arrival_time=2021-04-14 22:19:45.398379, cost_time=0:00:03.319502 2021-04-14 22:18:46,758 INFO : TRAIN, epoch=0063, iter=00020/00196, fetch data time cost=1.38ms, fps=825 images/s, loss=0.9412, top1-acc=71.82%, top5-acc=94.16%, remaining_time=0:00:56.517296, arrival_time=2021-04-14 22:19:43.275850, cost_time=0:00:06.422419 2021-04-14 22:18:49,872 INFO : TRAIN, epoch=0063, iter=00030/00196, fetch data time cost=1.71ms, fps=822 images/s, loss=0.9422, top1-acc=72.07%, top5-acc=94.01%, remaining_time=0:00:52.764262, arrival_time=2021-04-14 22:19:42.636258, cost_time=0:00:09.535709 2021-04-14 22:18:52,980 INFO : TRAIN, epoch=0063, iter=00040/00196, fetch data time cost=1.54ms, fps=824 images/s, loss=0.9590, top1-acc=71.59%, top5-acc=93.90%, remaining_time=0:00:49.310820, arrival_time=2021-04-14 22:19:42.290739, cost_time=0:00:12.643790 2021-04-14 22:18:56,080 INFO : TRAIN, epoch=0063, iter=00050/00196, fetch data time cost=1.58ms, fps=826 images/s, loss=0.9480, top1-acc=72.00%, top5-acc=93.94%, remaining_time=0:00:45.972334, arrival_time=2021-04-14 22:19:42.052532, cost_time=0:00:15.743961 2021-04-14 22:18:59,195 INFO : TRAIN, epoch=0063, iter=00060/00196, fetch data time cost=2.32ms, fps=822 images/s, loss=0.9421, top1-acc=72.10%, top5-acc=94.04%, remaining_time=0:00:42.747248, arrival_time=2021-04-14 22:19:41.942474, cost_time=0:00:18.859089 2021-04-14 22:19:02,314 INFO : TRAIN, epoch=0063, iter=00070/00196, fetch data time cost=1.50ms, fps=821 images/s, loss=0.9390, top1-acc=72.25%, top5-acc=94.09%, remaining_time=0:00:39.560472, arrival_time=2021-04-14 22:19:41.874665, cost_time=0:00:21.978054 2021-04-14 22:19:05,430 INFO : TRAIN, epoch=0063, iter=00080/00196, fetch data time cost=1.77ms, fps=822 images/s, loss=0.9391, top1-acc=72.18%, top5-acc=94.16%, remaining_time=0:00:36.386300, arrival_time=2021-04-14 22:19:41.816408, cost_time=0:00:25.093965 2021-04-14 22:19:08,539 INFO : TRAIN, epoch=0063, iter=00090/00196, fetch data time cost=2.19ms, fps=823 images/s, loss=0.9389, top1-acc=72.29%, top5-acc=94.14%, remaining_time=0:00:33.217644, arrival_time=2021-04-14 22:19:41.757411, cost_time=0:00:28.203631 2021-04-14 22:19:11,639 INFO : TRAIN, epoch=0063, iter=00100/00196, fetch data time cost=1.35ms, fps=826 images/s, loss=0.9408, top1-acc=72.26%, top5-acc=94.10%, remaining_time=0:00:30.051744, arrival_time=2021-04-14 22:19:41.691696, cost_time=0:00:31.303902 2021-04-14 22:19:14,746 INFO : TRAIN, epoch=0063, iter=00110/00196, fetch data time cost=1.44ms, fps=824 images/s, loss=0.9427, top1-acc=72.17%, top5-acc=94.12%, remaining_time=0:00:26.902778, arrival_time=2021-04-14 22:19:41.649446, cost_time=0:00:34.410549 2021-04-14 22:19:17,861 INFO : TRAIN, epoch=0063, iter=00120/00196, fetch data time cost=1.45ms, fps=822 images/s, loss=0.9460, top1-acc=72.10%, top5-acc=94.08%, remaining_time=0:00:23.765884, arrival_time=2021-04-14 22:19:41.627057, cost_time=0:00:37.525039 2021-04-14 22:19:20,966 INFO : TRAIN, epoch=0063, iter=00130/00196, fetch data time cost=1.57ms, fps=825 images/s, loss=0.9496, top1-acc=72.04%, top5-acc=94.07%, remaining_time=0:00:20.627508, arrival_time=2021-04-14 22:19:41.593617, cost_time=0:00:40.629984 2021-04-14 22:19:24,075 INFO : TRAIN, epoch=0063, iter=00140/00196, fetch data time cost=1.55ms, fps=824 images/s, loss=0.9503, top1-acc=71.93%, top5-acc=94.06%, remaining_time=0:00:17.495408, arrival_time=2021-04-14 22:19:41.570313, cost_time=0:00:43.738558 2021-04-14 22:19:27,207 INFO : TRAIN, epoch=0063, iter=00150/00196, fetch data time cost=1.94ms, fps=818 images/s, loss=0.9522, top1-acc=71.81%, top5-acc=94.03%, remaining_time=0:00:14.373712, arrival_time=2021-04-14 22:19:41.580976, cost_time=0:00:46.870875 2021-04-14 22:19:30,325 INFO : TRAIN, epoch=0063, iter=00160/00196, fetch data time cost=1.86ms, fps=821 images/s, loss=0.9559, top1-acc=71.73%, top5-acc=94.00%, remaining_time=0:00:11.247696, arrival_time=2021-04-14 22:19:41.573583, cost_time=0:00:49.989747 2021-04-14 22:19:33,445 INFO : TRAIN, epoch=0063, iter=00170/00196, fetch data time cost=1.65ms, fps=821 images/s, loss=0.9560, top1-acc=71.70%, top5-acc=93.98%, remaining_time=0:00:08.122634, arrival_time=2021-04-14 22:19:41.568261, cost_time=0:00:53.109491 2021-04-14 22:19:36,551 INFO : TRAIN, epoch=0063, iter=00180/00196, fetch data time cost=1.44ms, fps=824 images/s, loss=0.9595, top1-acc=71.60%, top5-acc=93.91%, remaining_time=0:00:04.996896, arrival_time=2021-04-14 22:19:41.548253, cost_time=0:00:56.215096 2021-04-14 22:19:39,656 INFO : TRAIN, epoch=0063, iter=00190/00196, fetch data time cost=1.77ms, fps=825 images/s, loss=0.9624, top1-acc=71.52%, top5-acc=93.90%, remaining_time=0:00:01.873278, arrival_time=2021-04-14 22:19:41.530000, cost_time=0:00:59.320525 2021-04-14 22:19:41,309 INFO : TRAIN, epoch=0063, iter=00196/00196, fetch data time cost=1.27ms, fps=823 images/s, loss=0.9643, top1-acc=71.44%, top5-acc=93.89%, remaining_time=0:00:00, arrival_time=2021-04-14 22:19:41.309725, cost_time=0:01:00.973678 2021-04-14 22:19:42,416 INFO : EVAL, epoch=0063, iter=00010/00040, fetch data time cost=1.28ms, fps=2318 images/s, loss=1.4388, top1-acc=60.00%, top5-acc=87.50%, remaining_time=0:00:03.313020, arrival_time=2021-04-14 22:19:45.729057, cost_time=0:00:01.104337 2021-04-14 22:19:43,358 INFO : EVAL, epoch=0063, iter=00020/00040, fetch data time cost=1.41ms, fps=2718 images/s, loss=1.4094, top1-acc=60.98%, top5-acc=87.85%, remaining_time=0:00:02.046640, arrival_time=2021-04-14 22:19:45.405132, cost_time=0:00:02.046634 2021-04-14 22:19:44,301 INFO : EVAL, epoch=0063, iter=00030/00040, fetch data time cost=1.40ms, fps=2717 images/s, loss=1.4102, top1-acc=61.02%, top5-acc=87.88%, remaining_time=0:00:00.996520, arrival_time=2021-04-14 22:19:45.297781, cost_time=0:00:02.989570 2021-04-14 22:19:45,170 INFO : EVAL, epoch=0063, iter=00040/00040, fetch data time cost=0.11ms, fps=2672 images/s, loss=1.4190, top1-acc=60.78%, top5-acc=87.69%, remaining_time=0:00:00, arrival_time=2021-04-14 22:19:45.169961, cost_time=0:00:03.858231 2021-04-14 22:19:45,709 INFO : Epoch=0063 complete, best val top1-acc=60.78%, top5-acc=87.69% (epoch=63), remaining_time=2:29:03.240810, arrival_time=2021-04-15 00:48:48.949847, cost_time=1:08:32.585219 2021-04-14 22:19:45,710 INFO : Train start, epoch=0064, lr=0.077451 2021-04-14 22:19:48,991 INFO : TRAIN, epoch=0064, iter=00010/00196, fetch data time cost=1.37ms, fps=780 images/s, loss=0.9129, top1-acc=72.46%, top5-acc=94.53%, remaining_time=0:01:01.014138, arrival_time=2021-04-14 22:20:50.005067, cost_time=0:00:03.280327 2021-04-14 22:19:52,111 INFO : TRAIN, epoch=0064, iter=00020/00196, fetch data time cost=2.22ms, fps=821 images/s, loss=0.9396, top1-acc=72.44%, top5-acc=94.18%, remaining_time=0:00:56.325632, arrival_time=2021-04-14 22:20:48.436995, cost_time=0:00:06.400639 2021-04-14 22:19:55,234 INFO : TRAIN, epoch=0064, iter=00030/00196, fetch data time cost=1.93ms, fps=820 images/s, loss=0.9358, top1-acc=72.16%, top5-acc=94.23%, remaining_time=0:00:52.696368, arrival_time=2021-04-14 22:20:47.930642, cost_time=0:00:09.523443 2021-04-14 22:19:58,342 INFO : TRAIN, epoch=0064, iter=00040/00196, fetch data time cost=2.17ms, fps=824 images/s, loss=0.9309, top1-acc=72.24%, top5-acc=94.42%, remaining_time=0:00:49.262616, arrival_time=2021-04-14 22:20:47.604702, cost_time=0:00:12.631460 2021-04-14 22:20:01,456 INFO : TRAIN, epoch=0064, iter=00050/00196, fetch data time cost=2.58ms, fps=822 images/s, loss=0.9329, top1-acc=72.03%, top5-acc=94.41%, remaining_time=0:00:45.978612, arrival_time=2021-04-14 22:20:47.435380, cost_time=0:00:15.746116 2021-04-14 22:20:04,566 INFO : TRAIN, epoch=0064, iter=00060/00196, fetch data time cost=1.55ms, fps=824 images/s, loss=0.9322, top1-acc=72.04%, top5-acc=94.37%, remaining_time=0:00:42.738408, arrival_time=2021-04-14 22:20:47.304309, cost_time=0:00:18.855195 2021-04-14 22:20:07,679 INFO : TRAIN, epoch=0064, iter=00070/00196, fetch data time cost=3.00ms, fps=822 images/s, loss=0.9360, top1-acc=71.96%, top5-acc=94.32%, remaining_time=0:00:39.543714, arrival_time=2021-04-14 22:20:47.223122, cost_time=0:00:21.968762 2021-04-14 22:20:10,789 INFO : TRAIN, epoch=0064, iter=00080/00196, fetch data time cost=1.38ms, fps=823 images/s, loss=0.9387, top1-acc=71.75%, top5-acc=94.26%, remaining_time=0:00:36.364608, arrival_time=2021-04-14 22:20:47.154287, cost_time=0:00:25.079072 2021-04-14 22:20:13,899 INFO : TRAIN, epoch=0064, iter=00090/00196, fetch data time cost=1.50ms, fps=823 images/s, loss=0.9389, top1-acc=71.78%, top5-acc=94.27%, remaining_time=0:00:33.200048, arrival_time=2021-04-14 22:20:47.099394, cost_time=0:00:28.188752 2021-04-14 22:20:17,011 INFO : TRAIN, epoch=0064, iter=00100/00196, fetch data time cost=2.10ms, fps=823 images/s, loss=0.9430, top1-acc=71.77%, top5-acc=94.23%, remaining_time=0:00:30.048768, arrival_time=2021-04-14 22:20:47.060225, cost_time=0:00:31.300763 2021-04-14 22:20:20,129 INFO : TRAIN, epoch=0064, iter=00110/00196, fetch data time cost=2.04ms, fps=821 images/s, loss=0.9400, top1-acc=71.91%, top5-acc=94.23%, remaining_time=0:00:26.909572, arrival_time=2021-04-14 22:20:47.039407, cost_time=0:00:34.419175 2021-04-14 22:20:23,241 INFO : TRAIN, epoch=0064, iter=00120/00196, fetch data time cost=2.37ms, fps=823 images/s, loss=0.9435, top1-acc=71.80%, top5-acc=94.22%, remaining_time=0:00:23.769608, arrival_time=2021-04-14 22:20:47.011206, cost_time=0:00:37.530999 2021-04-14 22:20:26,350 INFO : TRAIN, epoch=0064, iter=00130/00196, fetch data time cost=1.39ms, fps=824 images/s, loss=0.9448, top1-acc=71.74%, top5-acc=94.20%, remaining_time=0:00:20.632458, arrival_time=2021-04-14 22:20:46.982720, cost_time=0:00:40.639724 2021-04-14 22:20:29,455 INFO : TRAIN, epoch=0064, iter=00140/00196, fetch data time cost=1.56ms, fps=824 images/s, loss=0.9458, top1-acc=71.71%, top5-acc=94.19%, remaining_time=0:00:17.498096, arrival_time=2021-04-14 22:20:46.953897, cost_time=0:00:43.745190 2021-04-14 22:20:32,555 INFO : TRAIN, epoch=0064, iter=00150/00196, fetch data time cost=1.41ms, fps=826 images/s, loss=0.9518, top1-acc=71.51%, top5-acc=94.13%, remaining_time=0:00:14.365892, arrival_time=2021-04-14 22:20:46.921778, cost_time=0:00:46.845227 2021-04-14 22:20:35,662 INFO : TRAIN, epoch=0064, iter=00160/00196, fetch data time cost=1.55ms, fps=824 images/s, loss=0.9550, top1-acc=71.46%, top5-acc=94.12%, remaining_time=0:00:11.239200, arrival_time=2021-04-14 22:20:46.901738, cost_time=0:00:49.952022 2021-04-14 22:20:38,770 INFO : TRAIN, epoch=0064, iter=00170/00196, fetch data time cost=1.44ms, fps=824 images/s, loss=0.9603, top1-acc=71.31%, top5-acc=94.05%, remaining_time=0:00:08.115016, arrival_time=2021-04-14 22:20:46.885330, cost_time=0:00:53.059694 2021-04-14 22:20:41,872 INFO : TRAIN, epoch=0064, iter=00180/00196, fetch data time cost=1.40ms, fps=825 images/s, loss=0.9648, top1-acc=71.14%, top5-acc=94.00%, remaining_time=0:00:04.992144, arrival_time=2021-04-14 22:20:46.864194, cost_time=0:00:56.161537 2021-04-14 22:20:44,987 INFO : TRAIN, epoch=0064, iter=00190/00196, fetch data time cost=1.81ms, fps=822 images/s, loss=0.9663, top1-acc=71.08%, top5-acc=93.99%, remaining_time=0:00:01.871886, arrival_time=2021-04-14 22:20:46.858992, cost_time=0:00:59.276400 2021-04-14 22:20:46,643 INFO : TRAIN, epoch=0064, iter=00196/00196, fetch data time cost=1.68ms, fps=821 images/s, loss=0.9666, top1-acc=71.10%, top5-acc=93.98%, remaining_time=0:00:00, arrival_time=2021-04-14 22:20:46.643337, cost_time=0:01:00.932752 2021-04-14 22:20:47,720 INFO : EVAL, epoch=0064, iter=00010/00040, fetch data time cost=2.46ms, fps=2384 images/s, loss=1.4823, top1-acc=59.06%, top5-acc=87.27%, remaining_time=0:00:03.221820, arrival_time=2021-04-14 22:20:50.942301, cost_time=0:00:01.073938 2021-04-14 22:20:48,666 INFO : EVAL, epoch=0064, iter=00020/00040, fetch data time cost=1.63ms, fps=2708 images/s, loss=1.4517, top1-acc=59.86%, top5-acc=87.17%, remaining_time=0:00:02.019960, arrival_time=2021-04-14 22:20:50.686493, cost_time=0:00:02.019966 2021-04-14 22:20:49,609 INFO : EVAL, epoch=0064, iter=00030/00040, fetch data time cost=1.49ms, fps=2716 images/s, loss=1.4461, top1-acc=59.90%, top5-acc=87.30%, remaining_time=0:00:00.987650, arrival_time=2021-04-14 22:20:50.597068, cost_time=0:00:02.962961 2021-04-14 22:20:50,473 INFO : EVAL, epoch=0064, iter=00040/00040, fetch data time cost=0.09ms, fps=2687 images/s, loss=1.4564, top1-acc=59.89%, top5-acc=87.19%, remaining_time=0:00:00, arrival_time=2021-04-14 22:20:50.473332, cost_time=0:00:03.826793 2021-04-14 22:20:50,767 INFO : Epoch=0064 complete, best val top1-acc=60.78%, top5-acc=87.69% (epoch=63), remaining_time=2:27:57.493024, arrival_time=2021-04-15 00:48:48.260628, cost_time=1:09:37.643784 2021-04-14 22:20:50,768 INFO : Train start, epoch=0065, lr=0.076791 2021-04-14 22:20:54,065 INFO : TRAIN, epoch=0065, iter=00010/00196, fetch data time cost=1.96ms, fps=777 images/s, loss=0.9575, top1-acc=72.15%, top5-acc=93.59%, remaining_time=0:01:01.314528, arrival_time=2021-04-14 22:21:55.380208, cost_time=0:00:03.296480 2021-04-14 22:20:57,184 INFO : TRAIN, epoch=0065, iter=00020/00196, fetch data time cost=3.04ms, fps=821 images/s, loss=0.9404, top1-acc=72.52%, top5-acc=94.00%, remaining_time=0:00:56.456576, arrival_time=2021-04-14 22:21:53.641317, cost_time=0:00:06.415524 2021-04-14 22:21:00,300 INFO : TRAIN, epoch=0065, iter=00030/00196, fetch data time cost=1.44ms, fps=822 images/s, loss=0.9221, top1-acc=72.77%, top5-acc=94.28%, remaining_time=0:00:52.739362, arrival_time=2021-04-14 22:21:53.039878, cost_time=0:00:09.531212 2021-04-14 22:21:03,412 INFO : TRAIN, epoch=0065, iter=00040/00196, fetch data time cost=2.43ms, fps=823 images/s, loss=0.9074, top1-acc=73.17%, top5-acc=94.50%, remaining_time=0:00:49.308324, arrival_time=2021-04-14 22:21:52.720719, cost_time=0:00:12.643170 2021-04-14 22:21:06,518 INFO : TRAIN, epoch=0065, iter=00050/00196, fetch data time cost=1.39ms, fps=824 images/s, loss=0.9150, top1-acc=72.76%, top5-acc=94.41%, remaining_time=0:00:45.986496, arrival_time=2021-04-14 22:21:52.504494, cost_time=0:00:15.748816 2021-04-14 22:21:09,628 INFO : TRAIN, epoch=0065, iter=00060/00196, fetch data time cost=2.14ms, fps=823 images/s, loss=0.9095, top1-acc=72.94%, top5-acc=94.53%, remaining_time=0:00:42.746704, arrival_time=2021-04-14 22:21:52.374787, cost_time=0:00:18.858860 2021-04-14 22:21:12,739 INFO : TRAIN, epoch=0065, iter=00070/00196, fetch data time cost=1.39ms, fps=823 images/s, loss=0.9112, top1-acc=72.83%, top5-acc=94.54%, remaining_time=0:00:39.545604, arrival_time=2021-04-14 22:21:52.284697, cost_time=0:00:21.969785 2021-04-14 22:21:15,847 INFO : TRAIN, epoch=0065, iter=00080/00196, fetch data time cost=1.45ms, fps=824 images/s, loss=0.9197, top1-acc=72.63%, top5-acc=94.37%, remaining_time=0:00:36.363912, arrival_time=2021-04-14 22:21:52.211634, cost_time=0:00:25.078548 2021-04-14 22:21:18,955 INFO : TRAIN, epoch=0065, iter=00090/00196, fetch data time cost=1.46ms, fps=824 images/s, loss=0.9221, top1-acc=72.68%, top5-acc=94.31%, remaining_time=0:00:33.196974, arrival_time=2021-04-14 22:21:52.152293, cost_time=0:00:28.186132 2021-04-14 22:21:22,055 INFO : TRAIN, epoch=0065, iter=00100/00196, fetch data time cost=1.58ms, fps=826 images/s, loss=0.9252, top1-acc=72.61%, top5-acc=94.28%, remaining_time=0:00:30.034560, arrival_time=2021-04-14 22:21:52.089714, cost_time=0:00:31.285971 2021-04-14 22:21:25,164 INFO : TRAIN, epoch=0065, iter=00110/00196, fetch data time cost=1.57ms, fps=823 images/s, loss=0.9270, top1-acc=72.50%, top5-acc=94.26%, remaining_time=0:00:26.890996, arrival_time=2021-04-14 22:21:52.055661, cost_time=0:00:34.395456 2021-04-14 22:21:28,266 INFO : TRAIN, epoch=0065, iter=00120/00196, fetch data time cost=1.46ms, fps=826 images/s, loss=0.9317, top1-acc=72.40%, top5-acc=94.20%, remaining_time=0:00:23.747948, arrival_time=2021-04-14 22:21:52.013913, cost_time=0:00:37.496780 2021-04-14 22:21:31,376 INFO : TRAIN, epoch=0065, iter=00130/00196, fetch data time cost=2.13ms, fps=823 images/s, loss=0.9353, top1-acc=72.24%, top5-acc=94.19%, remaining_time=0:00:20.615958, arrival_time=2021-04-14 22:21:51.992347, cost_time=0:00:40.607208 2021-04-14 22:21:34,478 INFO : TRAIN, epoch=0065, iter=00140/00196, fetch data time cost=1.65ms, fps=825 images/s, loss=0.9425, top1-acc=72.06%, top5-acc=94.12%, remaining_time=0:00:17.483872, arrival_time=2021-04-14 22:21:51.962771, cost_time=0:00:43.709719 2021-04-14 22:21:37,595 INFO : TRAIN, epoch=0065, iter=00150/00196, fetch data time cost=3.46ms, fps=822 images/s, loss=0.9487, top1-acc=71.94%, top5-acc=93.99%, remaining_time=0:00:14.360004, arrival_time=2021-04-14 22:21:51.955208, cost_time=0:00:46.826025 2021-04-14 22:21:40,696 INFO : TRAIN, epoch=0065, iter=00160/00196, fetch data time cost=1.61ms, fps=826 images/s, loss=0.9503, top1-acc=71.90%, top5-acc=94.00%, remaining_time=0:00:11.233692, arrival_time=2021-04-14 22:21:51.930516, cost_time=0:00:49.927576 2021-04-14 22:21:43,803 INFO : TRAIN, epoch=0065, iter=00170/00196, fetch data time cost=1.74ms, fps=824 images/s, loss=0.9553, top1-acc=71.78%, top5-acc=93.98%, remaining_time=0:00:08.111064, arrival_time=2021-04-14 22:21:51.914146, cost_time=0:00:53.033858 2021-04-14 22:21:46,908 INFO : TRAIN, epoch=0065, iter=00180/00196, fetch data time cost=1.40ms, fps=825 images/s, loss=0.9549, top1-acc=71.77%, top5-acc=94.01%, remaining_time=0:00:04.990112, arrival_time=2021-04-14 22:21:51.898245, cost_time=0:00:56.138849 2021-04-14 22:21:50,021 INFO : TRAIN, epoch=0065, iter=00190/00196, fetch data time cost=1.33ms, fps=822 images/s, loss=0.9567, top1-acc=71.75%, top5-acc=94.00%, remaining_time=0:00:01.871136, arrival_time=2021-04-14 22:21:51.893019, cost_time=0:00:59.252709 2021-04-14 22:21:51,677 INFO : TRAIN, epoch=0065, iter=00196/00196, fetch data time cost=1.40ms, fps=822 images/s, loss=0.9585, top1-acc=71.73%, top5-acc=93.99%, remaining_time=0:00:00, arrival_time=2021-04-14 22:21:51.677369, cost_time=0:01:00.908186 2021-04-14 22:21:52,748 INFO : EVAL, epoch=0065, iter=00010/00040, fetch data time cost=1.28ms, fps=2395 images/s, loss=1.5132, top1-acc=58.52%, top5-acc=85.59%, remaining_time=0:00:03.206100, arrival_time=2021-04-14 22:21:55.954354, cost_time=0:00:01.068700 2021-04-14 22:21:53,689 INFO : EVAL, epoch=0065, iter=00020/00040, fetch data time cost=1.63ms, fps=2723 images/s, loss=1.5154, top1-acc=58.16%, top5-acc=85.55%, remaining_time=0:00:02.009540, arrival_time=2021-04-14 22:21:55.698584, cost_time=0:00:02.009537 2021-04-14 22:21:54,631 INFO : EVAL, epoch=0065, iter=00030/00040, fetch data time cost=1.48ms, fps=2717 images/s, loss=1.5177, top1-acc=58.59%, top5-acc=85.40%, remaining_time=0:00:00.984060, arrival_time=2021-04-14 22:21:55.615784, cost_time=0:00:02.952172 2021-04-14 22:21:55,490 INFO : EVAL, epoch=0065, iter=00040/00040, fetch data time cost=0.08ms, fps=2704 images/s, loss=1.5338, top1-acc=58.41%, top5-acc=85.49%, remaining_time=0:00:00, arrival_time=2021-04-14 22:21:55.490050, cost_time=0:00:03.810606 2021-04-14 22:21:55,791 INFO : Epoch=0065 complete, best val top1-acc=60.78%, top5-acc=87.69% (epoch=63), remaining_time=2:26:51.693675, arrival_time=2021-04-15 00:48:47.484801, cost_time=1:10:42.667302 2021-04-14 22:21:55,792 INFO : Train start, epoch=0066, lr=0.076125 2021-04-14 22:21:59,113 INFO : TRAIN, epoch=0066, iter=00010/00196, fetch data time cost=2.29ms, fps=771 images/s, loss=0.9246, top1-acc=73.24%, top5-acc=94.80%, remaining_time=0:01:01.770972, arrival_time=2021-04-14 22:23:00.884723, cost_time=0:00:03.321015 2021-04-14 22:22:02,228 INFO : TRAIN, epoch=0066, iter=00020/00196, fetch data time cost=1.82ms, fps=822 images/s, loss=0.9157, top1-acc=73.07%, top5-acc=94.59%, remaining_time=0:00:56.634160, arrival_time=2021-04-14 22:22:58.862609, cost_time=0:00:06.435701 2021-04-14 22:22:05,341 INFO : TRAIN, epoch=0066, iter=00030/00196, fetch data time cost=1.64ms, fps=822 images/s, loss=0.9138, top1-acc=72.89%, top5-acc=94.66%, remaining_time=0:00:52.836804, arrival_time=2021-04-14 22:22:58.178457, cost_time=0:00:09.548811 2021-04-14 22:22:08,455 INFO : TRAIN, epoch=0066, iter=00040/00196, fetch data time cost=1.35ms, fps=822 images/s, loss=0.9161, top1-acc=72.60%, top5-acc=94.69%, remaining_time=0:00:49.382424, arrival_time=2021-04-14 22:22:57.837384, cost_time=0:00:12.662150 2021-04-14 22:22:11,570 INFO : TRAIN, epoch=0066, iter=00050/00196, fetch data time cost=2.17ms, fps=822 images/s, loss=0.9183, top1-acc=72.62%, top5-acc=94.59%, remaining_time=0:00:46.069278, arrival_time=2021-04-14 22:22:57.639225, cost_time=0:00:15.777166 2021-04-14 22:22:14,681 INFO : TRAIN, epoch=0066, iter=00060/00196, fetch data time cost=1.90ms, fps=823 images/s, loss=0.9174, top1-acc=72.48%, top5-acc=94.69%, remaining_time=0:00:42.814160, arrival_time=2021-04-14 22:22:57.495505, cost_time=0:00:18.888591 2021-04-14 22:22:17,794 INFO : TRAIN, epoch=0066, iter=00070/00196, fetch data time cost=2.12ms, fps=823 images/s, loss=0.9210, top1-acc=72.43%, top5-acc=94.59%, remaining_time=0:00:39.602556, arrival_time=2021-04-14 22:22:57.396878, cost_time=0:00:22.001452 2021-04-14 22:22:20,905 INFO : TRAIN, epoch=0066, iter=00080/00196, fetch data time cost=1.63ms, fps=823 images/s, loss=0.9257, top1-acc=72.11%, top5-acc=94.55%, remaining_time=0:00:36.413676, arrival_time=2021-04-14 22:22:57.319326, cost_time=0:00:25.112912 2021-04-14 22:22:24,006 INFO : TRAIN, epoch=0066, iter=00090/00196, fetch data time cost=1.49ms, fps=826 images/s, loss=0.9277, top1-acc=72.12%, top5-acc=94.54%, remaining_time=0:00:33.229728, arrival_time=2021-04-14 22:22:57.236393, cost_time=0:00:28.213929 2021-04-14 22:22:27,111 INFO : TRAIN, epoch=0066, iter=00100/00196, fetch data time cost=1.52ms, fps=825 images/s, loss=0.9305, top1-acc=72.11%, top5-acc=94.48%, remaining_time=0:00:30.065664, arrival_time=2021-04-14 22:22:57.176926, cost_time=0:00:31.318400 2021-04-14 22:22:30,221 INFO : TRAIN, epoch=0066, iter=00110/00196, fetch data time cost=2.13ms, fps=823 images/s, loss=0.9294, top1-acc=72.11%, top5-acc=94.49%, remaining_time=0:00:26.917140, arrival_time=2021-04-14 22:22:57.138901, cost_time=0:00:34.428933 2021-04-14 22:22:33,327 INFO : TRAIN, epoch=0066, iter=00120/00196, fetch data time cost=1.56ms, fps=824 images/s, loss=0.9326, top1-acc=72.06%, top5-acc=94.46%, remaining_time=0:00:23.772116, arrival_time=2021-04-14 22:22:57.099863, cost_time=0:00:37.534903 2021-04-14 22:22:36,435 INFO : TRAIN, epoch=0066, iter=00130/00196, fetch data time cost=1.58ms, fps=824 images/s, loss=0.9366, top1-acc=71.94%, top5-acc=94.39%, remaining_time=0:00:20.633910, arrival_time=2021-04-14 22:22:57.069117, cost_time=0:00:40.642543 2021-04-14 22:22:39,546 INFO : TRAIN, epoch=0066, iter=00140/00196, fetch data time cost=1.65ms, fps=823 images/s, loss=0.9397, top1-acc=71.84%, top5-acc=94.32%, remaining_time=0:00:17.501176, arrival_time=2021-04-14 22:22:57.047091, cost_time=0:00:43.752936 2021-04-14 22:22:42,654 INFO : TRAIN, epoch=0066, iter=00150/00196, fetch data time cost=1.42ms, fps=824 images/s, loss=0.9453, top1-acc=71.68%, top5-acc=94.21%, remaining_time=0:00:14.370814, arrival_time=2021-04-14 22:22:57.024914, cost_time=0:00:46.861378 2021-04-14 22:22:45,754 INFO : TRAIN, epoch=0066, iter=00160/00196, fetch data time cost=2.38ms, fps=826 images/s, loss=0.9467, top1-acc=71.67%, top5-acc=94.19%, remaining_time=0:00:11.241396, arrival_time=2021-04-14 22:22:56.995993, cost_time=0:00:49.961809 2021-04-14 22:22:48,872 INFO : TRAIN, epoch=0066, iter=00170/00196, fetch data time cost=1.62ms, fps=821 images/s, loss=0.9508, top1-acc=71.51%, top5-acc=94.18%, remaining_time=0:00:08.118006, arrival_time=2021-04-14 22:22:56.990037, cost_time=0:00:53.079293 2021-04-14 22:22:51,981 INFO : TRAIN, epoch=0066, iter=00180/00196, fetch data time cost=1.61ms, fps=823 images/s, loss=0.9520, top1-acc=71.49%, top5-acc=94.16%, remaining_time=0:00:04.994560, arrival_time=2021-04-14 22:22:56.976067, cost_time=0:00:56.188762 2021-04-14 22:22:55,088 INFO : TRAIN, epoch=0066, iter=00190/00196, fetch data time cost=1.40ms, fps=824 images/s, loss=0.9541, top1-acc=71.48%, top5-acc=94.12%, remaining_time=0:00:01.872504, arrival_time=2021-04-14 22:22:56.961241, cost_time=0:00:59.295925 2021-04-14 22:22:56,746 INFO : TRAIN, epoch=0066, iter=00196/00196, fetch data time cost=1.56ms, fps=821 images/s, loss=0.9546, top1-acc=71.46%, top5-acc=94.12%, remaining_time=0:00:00, arrival_time=2021-04-14 22:22:56.746293, cost_time=0:01:00.953546 2021-04-14 22:22:57,873 INFO : EVAL, epoch=0066, iter=00010/00040, fetch data time cost=0.23ms, fps=2277 images/s, loss=1.4366, top1-acc=60.00%, top5-acc=87.54%, remaining_time=0:00:03.372450, arrival_time=2021-04-14 22:23:01.246005, cost_time=0:00:01.124153 2021-04-14 22:22:58,815 INFO : EVAL, epoch=0066, iter=00020/00040, fetch data time cost=1.41ms, fps=2720 images/s, loss=1.4770, top1-acc=58.95%, top5-acc=86.87%, remaining_time=0:00:02.065980, arrival_time=2021-04-14 22:23:00.881322, cost_time=0:00:02.065977 2021-04-14 22:22:59,763 INFO : EVAL, epoch=0066, iter=00030/00040, fetch data time cost=1.38ms, fps=2700 images/s, loss=1.4824, top1-acc=58.68%, top5-acc=86.80%, remaining_time=0:00:01.004840, arrival_time=2021-04-14 22:23:00.768701, cost_time=0:00:03.014517 2021-04-14 22:23:00,625 INFO : EVAL, epoch=0066, iter=00040/00040, fetch data time cost=0.08ms, fps=2694 images/s, loss=1.4788, top1-acc=58.91%, top5-acc=86.80%, remaining_time=0:00:00, arrival_time=2021-04-14 22:23:00.625557, cost_time=0:00:03.876164 2021-04-14 22:23:00,907 INFO : Epoch=0066 complete, best val top1-acc=60.78%, top5-acc=87.69% (epoch=63), remaining_time=2:25:46.106836, arrival_time=2021-04-15 00:48:47.014666, cost_time=1:11:47.783979 2021-04-14 22:23:00,909 INFO : Train start, epoch=0067, lr=0.075452 2021-04-14 22:23:04,222 INFO : TRAIN, epoch=0067, iter=00010/00196, fetch data time cost=1.47ms, fps=773 images/s, loss=0.9030, top1-acc=72.73%, top5-acc=95.39%, remaining_time=0:01:01.623288, arrival_time=2021-04-14 22:24:05.846130, cost_time=0:00:03.313075 2021-04-14 22:23:07,339 INFO : TRAIN, epoch=0067, iter=00020/00196, fetch data time cost=1.97ms, fps=822 images/s, loss=0.8794, top1-acc=73.75%, top5-acc=95.06%, remaining_time=0:00:56.581184, arrival_time=2021-04-14 22:24:03.920624, cost_time=0:00:06.429683 2021-04-14 22:23:10,447 INFO : TRAIN, epoch=0067, iter=00030/00196, fetch data time cost=2.16ms, fps=824 images/s, loss=0.8663, top1-acc=74.18%, top5-acc=95.10%, remaining_time=0:00:52.772894, arrival_time=2021-04-14 22:24:03.219973, cost_time=0:00:09.537281 2021-04-14 22:23:13,556 INFO : TRAIN, epoch=0067, iter=00040/00196, fetch data time cost=1.97ms, fps=823 images/s, loss=0.8725, top1-acc=74.01%, top5-acc=95.06%, remaining_time=0:00:49.322520, arrival_time=2021-04-14 22:24:02.879130, cost_time=0:00:12.646801 2021-04-14 22:23:16,662 INFO : TRAIN, epoch=0067, iter=00050/00196, fetch data time cost=1.57ms, fps=825 images/s, loss=0.8801, top1-acc=73.61%, top5-acc=95.10%, remaining_time=0:00:45.996424, arrival_time=2021-04-14 22:24:02.658439, cost_time=0:00:15.752208 2021-04-14 22:23:19,778 INFO : TRAIN, epoch=0067, iter=00060/00196, fetch data time cost=1.49ms, fps=822 images/s, loss=0.8810, top1-acc=73.70%, top5-acc=95.01%, remaining_time=0:00:42.768192, arrival_time=2021-04-14 22:24:02.546250, cost_time=0:00:18.868291 2021-04-14 22:23:22,876 INFO : TRAIN, epoch=0067, iter=00070/00196, fetch data time cost=1.40ms, fps=826 images/s, loss=0.8879, top1-acc=73.43%, top5-acc=94.95%, remaining_time=0:00:39.540438, arrival_time=2021-04-14 22:24:02.417128, cost_time=0:00:21.966881 2021-04-14 22:23:25,983 INFO : TRAIN, epoch=0067, iter=00080/00196, fetch data time cost=1.58ms, fps=824 images/s, loss=0.8918, top1-acc=73.27%, top5-acc=94.91%, remaining_time=0:00:36.357300, arrival_time=2021-04-14 22:24:02.341039, cost_time=0:00:25.073971 2021-04-14 22:23:29,092 INFO : TRAIN, epoch=0067, iter=00090/00196, fetch data time cost=1.40ms, fps=824 images/s, loss=0.8992, top1-acc=73.03%, top5-acc=94.83%, remaining_time=0:00:33.192310, arrival_time=2021-04-14 22:24:02.284237, cost_time=0:00:28.182157 2021-04-14 22:23:32,195 INFO : TRAIN, epoch=0067, iter=00100/00196, fetch data time cost=1.54ms, fps=825 images/s, loss=0.9015, top1-acc=73.00%, top5-acc=94.74%, remaining_time=0:00:30.034656, arrival_time=2021-04-14 22:24:02.230384, cost_time=0:00:31.286053 2021-04-14 22:23:35,296 INFO : TRAIN, epoch=0067, iter=00110/00196, fetch data time cost=1.57ms, fps=826 images/s, loss=0.9101, top1-acc=72.74%, top5-acc=94.56%, remaining_time=0:00:26.884202, arrival_time=2021-04-14 22:24:02.180687, cost_time=0:00:34.386719 2021-04-14 22:23:38,410 INFO : TRAIN, epoch=0067, iter=00120/00196, fetch data time cost=1.43ms, fps=822 images/s, loss=0.9127, top1-acc=72.61%, top5-acc=94.56%, remaining_time=0:00:23.750152, arrival_time=2021-04-14 22:24:02.160129, cost_time=0:00:37.500215 2021-04-14 22:23:41,524 INFO : TRAIN, epoch=0067, iter=00130/00196, fetch data time cost=2.32ms, fps=822 images/s, loss=0.9196, top1-acc=72.38%, top5-acc=94.51%, remaining_time=0:00:20.619522, arrival_time=2021-04-14 22:24:02.143501, cost_time=0:00:40.614169 2021-04-14 22:23:44,635 INFO : TRAIN, epoch=0067, iter=00140/00196, fetch data time cost=1.31ms, fps=823 images/s, loss=0.9257, top1-acc=72.24%, top5-acc=94.44%, remaining_time=0:00:17.490032, arrival_time=2021-04-14 22:24:02.124976, cost_time=0:00:43.725055 2021-04-14 22:23:47,740 INFO : TRAIN, epoch=0067, iter=00150/00196, fetch data time cost=1.65ms, fps=825 images/s, loss=0.9308, top1-acc=72.13%, top5-acc=94.35%, remaining_time=0:00:14.361384, arrival_time=2021-04-14 22:24:02.101841, cost_time=0:00:46.830635 2021-04-14 22:23:50,854 INFO : TRAIN, epoch=0067, iter=00160/00196, fetch data time cost=1.53ms, fps=822 images/s, loss=0.9325, top1-acc=72.09%, top5-acc=94.32%, remaining_time=0:00:11.237616, arrival_time=2021-04-14 22:24:02.092313, cost_time=0:00:49.944938 2021-04-14 22:23:53,957 INFO : TRAIN, epoch=0067, iter=00170/00196, fetch data time cost=1.50ms, fps=825 images/s, loss=0.9355, top1-acc=72.03%, top5-acc=94.25%, remaining_time=0:00:08.113196, arrival_time=2021-04-14 22:24:02.070842, cost_time=0:00:53.047767 2021-04-14 22:23:57,057 INFO : TRAIN, epoch=0067, iter=00180/00196, fetch data time cost=1.36ms, fps=826 images/s, loss=0.9348, top1-acc=72.04%, top5-acc=94.25%, remaining_time=0:00:04.990880, arrival_time=2021-04-14 22:24:02.047877, cost_time=0:00:56.147318 2021-04-14 22:24:00,164 INFO : TRAIN, epoch=0067, iter=00190/00196, fetch data time cost=1.79ms, fps=824 images/s, loss=0.9363, top1-acc=71.97%, top5-acc=94.24%, remaining_time=0:00:01.871202, arrival_time=2021-04-14 22:24:02.035716, cost_time=0:00:59.254729 2021-04-14 22:24:01,828 INFO : TRAIN, epoch=0067, iter=00196/00196, fetch data time cost=1.97ms, fps=818 images/s, loss=0.9361, top1-acc=71.98%, top5-acc=94.24%, remaining_time=0:00:00, arrival_time=2021-04-14 22:24:01.827948, cost_time=0:01:00.918057 2021-04-14 22:24:02,892 INFO : EVAL, epoch=0067, iter=00010/00040, fetch data time cost=1.41ms, fps=2413 images/s, loss=1.5470, top1-acc=58.55%, top5-acc=86.41%, remaining_time=0:00:03.182130, arrival_time=2021-04-14 22:24:06.074533, cost_time=0:00:01.060708 2021-04-14 22:24:03,836 INFO : EVAL, epoch=0067, iter=00020/00040, fetch data time cost=1.38ms, fps=2714 images/s, loss=1.5333, top1-acc=58.03%, top5-acc=86.19%, remaining_time=0:00:02.004380, arrival_time=2021-04-14 22:24:05.840604, cost_time=0:00:02.004387 2021-04-14 22:24:04,781 INFO : EVAL, epoch=0067, iter=00030/00040, fetch data time cost=1.42ms, fps=2711 images/s, loss=1.5003, top1-acc=58.76%, top5-acc=86.50%, remaining_time=0:00:00.983220, arrival_time=2021-04-14 22:24:05.764683, cost_time=0:00:02.949649 2021-04-14 22:24:05,642 INFO : EVAL, epoch=0067, iter=00040/00040, fetch data time cost=0.09ms, fps=2697 images/s, loss=1.5089, top1-acc=58.81%, top5-acc=86.44%, remaining_time=0:00:00, arrival_time=2021-04-14 22:24:05.642340, cost_time=0:00:03.810662 2021-04-14 22:24:05,928 INFO : Epoch=0067 complete, best val top1-acc=60.78%, top5-acc=87.69% (epoch=63), remaining_time=2:24:40.342888, arrival_time=2021-04-15 00:48:46.271026, cost_time=1:12:52.804287 2021-04-14 22:24:05,930 INFO : Train start, epoch=0068, lr=0.074773 2021-04-14 22:24:09,204 INFO : TRAIN, epoch=0068, iter=00010/00196, fetch data time cost=1.45ms, fps=782 images/s, loss=0.8743, top1-acc=72.97%, top5-acc=95.62%, remaining_time=0:01:00.877986, arrival_time=2021-04-14 22:25:10.081981, cost_time=0:00:03.273008 2021-04-14 22:24:12,306 INFO : TRAIN, epoch=0068, iter=00020/00196, fetch data time cost=1.49ms, fps=825 images/s, loss=0.8529, top1-acc=73.93%, top5-acc=95.88%, remaining_time=0:00:56.098240, arrival_time=2021-04-14 22:25:08.404134, cost_time=0:00:06.374799 2021-04-14 22:24:15,418 INFO : TRAIN, epoch=0068, iter=00030/00196, fetch data time cost=1.48ms, fps=823 images/s, loss=0.8578, top1-acc=73.79%, top5-acc=95.64%, remaining_time=0:00:52.495176, arrival_time=2021-04-14 22:25:07.913505, cost_time=0:00:09.487088 2021-04-14 22:24:18,540 INFO : TRAIN, epoch=0068, iter=00040/00196, fetch data time cost=1.64ms, fps=820 images/s, loss=0.8652, top1-acc=73.54%, top5-acc=95.44%, remaining_time=0:00:49.176036, arrival_time=2021-04-14 22:25:07.716209, cost_time=0:00:12.609250 2021-04-14 22:24:21,648 INFO : TRAIN, epoch=0068, iter=00050/00196, fetch data time cost=1.66ms, fps=824 images/s, loss=0.8748, top1-acc=73.48%, top5-acc=95.34%, remaining_time=0:00:45.894808, arrival_time=2021-04-14 22:25:07.543215, cost_time=0:00:15.717416 2021-04-14 22:24:24,748 INFO : TRAIN, epoch=0068, iter=00060/00196, fetch data time cost=1.94ms, fps=826 images/s, loss=0.8858, top1-acc=73.20%, top5-acc=95.16%, remaining_time=0:00:42.652592, arrival_time=2021-04-14 22:25:07.400931, cost_time=0:00:18.817342 2021-04-14 22:24:27,850 INFO : TRAIN, epoch=0068, iter=00070/00196, fetch data time cost=1.47ms, fps=825 images/s, loss=0.8967, top1-acc=73.04%, top5-acc=94.98%, remaining_time=0:00:39.455514, arrival_time=2021-04-14 22:25:07.306146, cost_time=0:00:21.919714 2021-04-14 22:24:30,952 INFO : TRAIN, epoch=0068, iter=00080/00196, fetch data time cost=1.39ms, fps=825 images/s, loss=0.9020, top1-acc=72.94%, top5-acc=94.93%, remaining_time=0:00:36.281088, arrival_time=2021-04-14 22:25:07.233576, cost_time=0:00:25.021440 2021-04-14 22:24:34,056 INFO : TRAIN, epoch=0068, iter=00090/00196, fetch data time cost=1.65ms, fps=825 images/s, loss=0.9097, top1-acc=72.71%, top5-acc=94.82%, remaining_time=0:00:33.125106, arrival_time=2021-04-14 22:25:07.181120, cost_time=0:00:28.125107 2021-04-14 22:24:37,158 INFO : TRAIN, epoch=0068, iter=00100/00196, fetch data time cost=2.75ms, fps=825 images/s, loss=0.9096, top1-acc=72.71%, top5-acc=94.82%, remaining_time=0:00:29.978592, arrival_time=2021-04-14 22:25:07.137259, cost_time=0:00:31.227672 2021-04-14 22:24:40,262 INFO : TRAIN, epoch=0068, iter=00110/00196, fetch data time cost=1.50ms, fps=825 images/s, loss=0.9145, top1-acc=72.53%, top5-acc=94.75%, remaining_time=0:00:26.841116, arrival_time=2021-04-14 22:25:07.103747, cost_time=0:00:34.331705 2021-04-14 22:24:43,379 INFO : TRAIN, epoch=0068, iter=00120/00196, fetch data time cost=2.09ms, fps=821 images/s, loss=0.9184, top1-acc=72.44%, top5-acc=94.71%, remaining_time=0:00:23.717548, arrival_time=2021-04-14 22:25:07.097349, cost_time=0:00:37.448812 2021-04-14 22:24:46,491 INFO : TRAIN, epoch=0068, iter=00130/00196, fetch data time cost=1.76ms, fps=823 images/s, loss=0.9235, top1-acc=72.32%, top5-acc=94.60%, remaining_time=0:00:20.592000, arrival_time=2021-04-14 22:25:07.083114, cost_time=0:00:40.559955 2021-04-14 22:24:49,600 INFO : TRAIN, epoch=0068, iter=00140/00196, fetch data time cost=1.53ms, fps=823 images/s, loss=0.9249, top1-acc=72.27%, top5-acc=94.59%, remaining_time=0:00:17.467912, arrival_time=2021-04-14 22:25:07.068686, cost_time=0:00:43.669785 2021-04-14 22:24:52,704 INFO : TRAIN, epoch=0068, iter=00150/00196, fetch data time cost=1.44ms, fps=825 images/s, loss=0.9295, top1-acc=72.23%, top5-acc=94.56%, remaining_time=0:00:14.343720, arrival_time=2021-04-14 22:25:07.047825, cost_time=0:00:46.773066 2021-04-14 22:24:55,806 INFO : TRAIN, epoch=0068, iter=00160/00196, fetch data time cost=1.76ms, fps=825 images/s, loss=0.9313, top1-acc=72.19%, top5-acc=94.53%, remaining_time=0:00:11.221956, arrival_time=2021-04-14 22:25:07.028335, cost_time=0:00:49.875376 2021-04-14 22:24:58,907 INFO : TRAIN, epoch=0068, iter=00170/00196, fetch data time cost=1.39ms, fps=826 images/s, loss=0.9365, top1-acc=72.10%, top5-acc=94.46%, remaining_time=0:00:08.102328, arrival_time=2021-04-14 22:25:07.010149, cost_time=0:00:52.976784 2021-04-14 22:25:02,011 INFO : TRAIN, epoch=0068, iter=00180/00196, fetch data time cost=1.59ms, fps=825 images/s, loss=0.9381, top1-acc=72.01%, top5-acc=94.43%, remaining_time=0:00:04.984912, arrival_time=2021-04-14 22:25:06.996058, cost_time=0:00:56.080181 2021-04-14 22:25:05,113 INFO : TRAIN, epoch=0068, iter=00190/00196, fetch data time cost=1.51ms, fps=825 images/s, loss=0.9402, top1-acc=71.98%, top5-acc=94.36%, remaining_time=0:00:01.868922, arrival_time=2021-04-14 22:25:06.982447, cost_time=0:00:59.182550 2021-04-14 22:25:06,763 INFO : TRAIN, epoch=0068, iter=00196/00196, fetch data time cost=1.25ms, fps=825 images/s, loss=0.9406, top1-acc=72.00%, top5-acc=94.39%, remaining_time=0:00:00, arrival_time=2021-04-14 22:25:06.763431, cost_time=0:01:00.832538 2021-04-14 22:25:07,841 INFO : EVAL, epoch=0068, iter=00010/00040, fetch data time cost=0.22ms, fps=2380 images/s, loss=1.6363, top1-acc=56.33%, top5-acc=83.98%, remaining_time=0:00:03.226710, arrival_time=2021-04-14 22:25:11.067710, cost_time=0:00:01.075573 2021-04-14 22:25:08,787 INFO : EVAL, epoch=0068, iter=00020/00040, fetch data time cost=1.48ms, fps=2708 images/s, loss=1.6104, top1-acc=56.74%, top5-acc=84.45%, remaining_time=0:00:02.021740, arrival_time=2021-04-14 22:25:10.808800, cost_time=0:00:02.021742 2021-04-14 22:25:09,731 INFO : EVAL, epoch=0068, iter=00030/00040, fetch data time cost=1.34ms, fps=2711 images/s, loss=1.5848, top1-acc=56.86%, top5-acc=85.26%, remaining_time=0:00:00.988850, arrival_time=2021-04-14 22:25:10.720694, cost_time=0:00:02.966553 2021-04-14 22:25:10,589 INFO : EVAL, epoch=0068, iter=00040/00040, fetch data time cost=0.07ms, fps=2707 images/s, loss=1.5857, top1-acc=56.71%, top5-acc=85.27%, remaining_time=0:00:00, arrival_time=2021-04-14 22:25:10.589334, cost_time=0:00:03.824078 2021-04-14 22:25:10,879 INFO : Epoch=0068 complete, best val top1-acc=60.78%, top5-acc=87.69% (epoch=63), remaining_time=2:23:34.466124, arrival_time=2021-04-15 00:48:45.345230, cost_time=1:13:57.755291 2021-04-14 22:25:10,880 INFO : Train start, epoch=0069, lr=0.074088 2021-04-14 22:25:14,214 INFO : TRAIN, epoch=0069, iter=00010/00196, fetch data time cost=2.12ms, fps=768 images/s, loss=0.9398, top1-acc=71.56%, top5-acc=94.02%, remaining_time=0:01:01.999938, arrival_time=2021-04-14 22:26:16.214011, cost_time=0:00:03.333334 2021-04-14 22:25:17,321 INFO : TRAIN, epoch=0069, iter=00020/00196, fetch data time cost=1.53ms, fps=824 images/s, loss=0.9213, top1-acc=72.52%, top5-acc=94.16%, remaining_time=0:00:56.682736, arrival_time=2021-04-14 22:26:14.004595, cost_time=0:00:06.441229 2021-04-14 22:25:20,427 INFO : TRAIN, epoch=0069, iter=00030/00196, fetch data time cost=1.46ms, fps=824 images/s, loss=0.9073, top1-acc=72.93%, top5-acc=94.36%, remaining_time=0:00:52.827176, arrival_time=2021-04-14 22:26:13.254902, cost_time=0:00:09.547083 2021-04-14 22:25:23,541 INFO : TRAIN, epoch=0069, iter=00040/00196, fetch data time cost=2.57ms, fps=822 images/s, loss=0.9067, top1-acc=73.29%, top5-acc=94.41%, remaining_time=0:00:49.378056, arrival_time=2021-04-14 22:26:12.919734, cost_time=0:00:12.661054 2021-04-14 22:25:26,649 INFO : TRAIN, epoch=0069, iter=00050/00196, fetch data time cost=1.34ms, fps=824 images/s, loss=0.9114, top1-acc=73.05%, top5-acc=94.45%, remaining_time=0:00:46.045188, arrival_time=2021-04-14 22:26:12.694872, cost_time=0:00:15.768918 2021-04-14 22:25:29,759 INFO : TRAIN, epoch=0069, iter=00060/00196, fetch data time cost=1.52ms, fps=823 images/s, loss=0.9176, top1-acc=72.74%, top5-acc=94.36%, remaining_time=0:00:42.791992, arrival_time=2021-04-14 22:26:12.551416, cost_time=0:00:18.878804 2021-04-14 22:25:32,867 INFO : TRAIN, epoch=0069, iter=00070/00196, fetch data time cost=1.42ms, fps=824 images/s, loss=0.9189, top1-acc=72.53%, top5-acc=94.39%, remaining_time=0:00:39.576600, arrival_time=2021-04-14 22:26:12.444264, cost_time=0:00:21.987025 2021-04-14 22:25:35,998 INFO : TRAIN, epoch=0069, iter=00080/00196, fetch data time cost=1.48ms, fps=818 images/s, loss=0.9216, top1-acc=72.48%, top5-acc=94.37%, remaining_time=0:00:36.420404, arrival_time=2021-04-14 22:26:12.418582, cost_time=0:00:25.117537 2021-04-14 22:25:39,104 INFO : TRAIN, epoch=0069, iter=00090/00196, fetch data time cost=1.65ms, fps=824 images/s, loss=0.9213, top1-acc=72.43%, top5-acc=94.47%, remaining_time=0:00:33.240858, arrival_time=2021-04-14 22:26:12.344835, cost_time=0:00:28.223341 2021-04-14 22:25:42,211 INFO : TRAIN, epoch=0069, iter=00100/00196, fetch data time cost=1.57ms, fps=824 images/s, loss=0.9248, top1-acc=72.25%, top5-acc=94.50%, remaining_time=0:00:30.077856, arrival_time=2021-04-14 22:26:12.289571, cost_time=0:00:31.331081 2021-04-14 22:25:45,312 INFO : TRAIN, epoch=0069, iter=00110/00196, fetch data time cost=1.57ms, fps=826 images/s, loss=0.9244, top1-acc=72.17%, top5-acc=94.53%, remaining_time=0:00:26.919290, arrival_time=2021-04-14 22:26:12.231590, cost_time=0:00:34.431674 2021-04-14 22:25:48,409 INFO : TRAIN, epoch=0069, iter=00120/00196, fetch data time cost=1.84ms, fps=827 images/s, loss=0.9250, top1-acc=72.16%, top5-acc=94.52%, remaining_time=0:00:23.768088, arrival_time=2021-04-14 22:26:12.177278, cost_time=0:00:37.528509 2021-04-14 22:25:51,520 INFO : TRAIN, epoch=0069, iter=00130/00196, fetch data time cost=1.52ms, fps=823 images/s, loss=0.9289, top1-acc=72.04%, top5-acc=94.47%, remaining_time=0:00:20.632656, arrival_time=2021-04-14 22:26:12.153369, cost_time=0:00:40.640080 2021-04-14 22:25:54,623 INFO : TRAIN, epoch=0069, iter=00140/00196, fetch data time cost=1.43ms, fps=825 images/s, loss=0.9301, top1-acc=72.03%, top5-acc=94.39%, remaining_time=0:00:17.497200, arrival_time=2021-04-14 22:26:12.120836, cost_time=0:00:43.742990 2021-04-14 22:25:57,735 INFO : TRAIN, epoch=0069, iter=00150/00196, fetch data time cost=1.47ms, fps=823 images/s, loss=0.9312, top1-acc=72.05%, top5-acc=94.37%, remaining_time=0:00:14.368698, arrival_time=2021-04-14 22:26:12.103782, cost_time=0:00:46.854439 2021-04-14 22:26:00,853 INFO : TRAIN, epoch=0069, iter=00160/00196, fetch data time cost=1.74ms, fps=821 images/s, loss=0.9340, top1-acc=71.95%, top5-acc=94.33%, remaining_time=0:00:11.243880, arrival_time=2021-04-14 22:26:12.097314, cost_time=0:00:49.972800 2021-04-14 22:26:03,960 INFO : TRAIN, epoch=0069, iter=00170/00196, fetch data time cost=1.54ms, fps=824 images/s, loss=0.9370, top1-acc=71.86%, top5-acc=94.31%, remaining_time=0:00:08.118110, arrival_time=2021-04-14 22:26:12.078771, cost_time=0:00:53.080020 2021-04-14 22:26:07,065 INFO : TRAIN, epoch=0069, iter=00180/00196, fetch data time cost=1.42ms, fps=825 images/s, loss=0.9382, top1-acc=71.86%, top5-acc=94.27%, remaining_time=0:00:04.994240, arrival_time=2021-04-14 22:26:12.060137, cost_time=0:00:56.185264 2021-04-14 22:26:10,174 INFO : TRAIN, epoch=0069, iter=00190/00196, fetch data time cost=1.62ms, fps=824 images/s, loss=0.9390, top1-acc=71.87%, top5-acc=94.25%, remaining_time=0:00:01.872420, arrival_time=2021-04-14 22:26:12.046331, cost_time=0:00:59.293286 2021-04-14 22:26:11,831 INFO : TRAIN, epoch=0069, iter=00196/00196, fetch data time cost=1.41ms, fps=821 images/s, loss=0.9428, top1-acc=71.84%, top5-acc=94.22%, remaining_time=0:00:00, arrival_time=2021-04-14 22:26:11.830975, cost_time=0:01:00.950338 2021-04-14 22:26:12,890 INFO : EVAL, epoch=0069, iter=00010/00040, fetch data time cost=1.34ms, fps=2422 images/s, loss=1.3490, top1-acc=61.87%, top5-acc=89.18%, remaining_time=0:00:03.171510, arrival_time=2021-04-14 22:26:16.061798, cost_time=0:00:01.057174 2021-04-14 22:26:13,831 INFO : EVAL, epoch=0069, iter=00020/00040, fetch data time cost=1.45ms, fps=2721 images/s, loss=1.3485, top1-acc=62.36%, top5-acc=89.00%, remaining_time=0:00:01.998500, arrival_time=2021-04-14 22:26:15.830095, cost_time=0:00:01.998491 2021-04-14 22:26:14,775 INFO : EVAL, epoch=0069, iter=00030/00040, fetch data time cost=1.42ms, fps=2715 images/s, loss=1.3373, top1-acc=62.53%, top5-acc=89.00%, remaining_time=0:00:00.980610, arrival_time=2021-04-14 22:26:15.755614, cost_time=0:00:02.941817 2021-04-14 22:26:15,635 INFO : EVAL, epoch=0069, iter=00040/00040, fetch data time cost=0.08ms, fps=2698 images/s, loss=1.3390, top1-acc=62.80%, top5-acc=89.07%, remaining_time=0:00:00, arrival_time=2021-04-14 22:26:15.635349, cost_time=0:00:03.802257 2021-04-14 22:26:16,162 INFO : Epoch=0069 complete, best val top1-acc=62.80%, top5-acc=89.07% (epoch=69), remaining_time=2:22:29.247854, arrival_time=2021-04-15 00:48:45.410609, cost_time=1:15:03.038930 2021-04-14 22:26:16,164 INFO : Train start, epoch=0070, lr=0.073396 2021-04-14 22:26:19,436 INFO : TRAIN, epoch=0070, iter=00010/00196, fetch data time cost=1.53ms, fps=782 images/s, loss=0.8558, top1-acc=73.98%, top5-acc=96.02%, remaining_time=0:01:00.852876, arrival_time=2021-04-14 22:27:20.288857, cost_time=0:00:03.271660 2021-04-14 22:26:22,543 INFO : TRAIN, epoch=0070, iter=00020/00196, fetch data time cost=1.41ms, fps=824 images/s, loss=0.8890, top1-acc=72.75%, top5-acc=95.06%, remaining_time=0:00:56.134144, arrival_time=2021-04-14 22:27:18.677293, cost_time=0:00:06.378888 2021-04-14 22:26:25,649 INFO : TRAIN, epoch=0070, iter=00030/00196, fetch data time cost=1.54ms, fps=824 images/s, loss=0.8761, top1-acc=73.41%, top5-acc=95.08%, remaining_time=0:00:52.486046, arrival_time=2021-04-14 22:27:18.135796, cost_time=0:00:09.485419 2021-04-14 22:26:28,759 INFO : TRAIN, epoch=0070, iter=00040/00196, fetch data time cost=2.84ms, fps=823 images/s, loss=0.8805, top1-acc=73.39%, top5-acc=94.86%, remaining_time=0:00:49.121748, arrival_time=2021-04-14 22:27:17.881451, cost_time=0:00:12.595335 2021-04-14 22:26:31,868 INFO : TRAIN, epoch=0070, iter=00050/00196, fetch data time cost=1.52ms, fps=824 images/s, loss=0.8727, top1-acc=73.55%, top5-acc=95.07%, remaining_time=0:00:45.855972, arrival_time=2021-04-14 22:27:17.724408, cost_time=0:00:15.704115 2021-04-14 22:26:34,980 INFO : TRAIN, epoch=0070, iter=00060/00196, fetch data time cost=1.40ms, fps=823 images/s, loss=0.8766, top1-acc=73.36%, top5-acc=95.01%, remaining_time=0:00:42.650008, arrival_time=2021-04-14 22:27:17.630506, cost_time=0:00:18.816156 2021-04-14 22:26:38,088 INFO : TRAIN, epoch=0070, iter=00070/00196, fetch data time cost=2.13ms, fps=824 images/s, loss=0.8844, top1-acc=73.24%, top5-acc=94.81%, remaining_time=0:00:39.463200, arrival_time=2021-04-14 22:27:17.551607, cost_time=0:00:21.923997 2021-04-14 22:26:41,190 INFO : TRAIN, epoch=0070, iter=00080/00196, fetch data time cost=1.36ms, fps=826 images/s, loss=0.8918, top1-acc=73.19%, top5-acc=94.75%, remaining_time=0:00:36.287468, arrival_time=2021-04-14 22:27:17.477673, cost_time=0:00:25.025840 2021-04-14 22:26:44,300 INFO : TRAIN, epoch=0070, iter=00090/00196, fetch data time cost=2.59ms, fps=823 images/s, loss=0.8938, top1-acc=73.15%, top5-acc=94.77%, remaining_time=0:00:33.138568, arrival_time=2021-04-14 22:27:17.439424, cost_time=0:00:28.136542 2021-04-14 22:26:47,413 INFO : TRAIN, epoch=0070, iter=00100/00196, fetch data time cost=2.08ms, fps=823 images/s, loss=0.8984, top1-acc=72.98%, top5-acc=94.73%, remaining_time=0:00:29.999328, arrival_time=2021-04-14 22:27:17.413037, cost_time=0:00:31.249330 2021-04-14 22:26:50,517 INFO : TRAIN, epoch=0070, iter=00110/00196, fetch data time cost=1.48ms, fps=825 images/s, loss=0.9024, top1-acc=72.86%, top5-acc=94.69%, remaining_time=0:00:26.857800, arrival_time=2021-04-14 22:27:17.375149, cost_time=0:00:34.353008 2021-04-14 22:26:53,624 INFO : TRAIN, epoch=0070, iter=00120/00196, fetch data time cost=2.05ms, fps=824 images/s, loss=0.9048, top1-acc=72.79%, top5-acc=94.66%, remaining_time=0:00:23.724616, arrival_time=2021-04-14 22:27:17.348927, cost_time=0:00:37.459957 2021-04-14 22:26:56,733 INFO : TRAIN, epoch=0070, iter=00130/00196, fetch data time cost=1.54ms, fps=824 images/s, loss=0.9098, top1-acc=72.63%, top5-acc=94.70%, remaining_time=0:00:20.596422, arrival_time=2021-04-14 22:27:17.329497, cost_time=0:00:40.568754 2021-04-14 22:26:59,832 INFO : TRAIN, epoch=0070, iter=00140/00196, fetch data time cost=1.35ms, fps=826 images/s, loss=0.9118, top1-acc=72.55%, top5-acc=94.69%, remaining_time=0:00:17.467352, arrival_time=2021-04-14 22:27:17.300039, cost_time=0:00:43.668374 2021-04-14 22:27:02,940 INFO : TRAIN, epoch=0070, iter=00150/00196, fetch data time cost=1.90ms, fps=824 images/s, loss=0.9124, top1-acc=72.52%, top5-acc=94.69%, remaining_time=0:00:14.344686, arrival_time=2021-04-14 22:27:17.285186, cost_time=0:00:46.776161 2021-04-14 22:27:06,047 INFO : TRAIN, epoch=0070, iter=00160/00196, fetch data time cost=1.48ms, fps=824 images/s, loss=0.9150, top1-acc=72.44%, top5-acc=94.64%, remaining_time=0:00:11.223792, arrival_time=2021-04-14 22:27:17.271602, cost_time=0:00:49.883488 2021-04-14 22:27:09,160 INFO : TRAIN, epoch=0070, iter=00170/00196, fetch data time cost=1.88ms, fps=823 images/s, loss=0.9151, top1-acc=72.45%, top5-acc=94.63%, remaining_time=0:00:08.105266, arrival_time=2021-04-14 22:27:17.265634, cost_time=0:00:52.996035 2021-04-14 22:27:12,267 INFO : TRAIN, epoch=0070, iter=00180/00196, fetch data time cost=2.03ms, fps=824 images/s, loss=0.9177, top1-acc=72.42%, top5-acc=94.56%, remaining_time=0:00:04.986928, arrival_time=2021-04-14 22:27:17.254293, cost_time=0:00:56.103021 2021-04-14 22:27:15,373 INFO : TRAIN, epoch=0070, iter=00190/00196, fetch data time cost=1.25ms, fps=824 images/s, loss=0.9206, top1-acc=72.36%, top5-acc=94.53%, remaining_time=0:00:01.869756, arrival_time=2021-04-14 22:27:17.243014, cost_time=0:00:59.208927 2021-04-14 22:27:17,026 INFO : TRAIN, epoch=0070, iter=00196/00196, fetch data time cost=1.19ms, fps=823 images/s, loss=0.9246, top1-acc=72.30%, top5-acc=94.48%, remaining_time=0:00:00, arrival_time=2021-04-14 22:27:17.025996, cost_time=0:01:00.861621 2021-04-14 22:27:18,117 INFO : EVAL, epoch=0070, iter=00010/00040, fetch data time cost=0.22ms, fps=2351 images/s, loss=1.5059, top1-acc=58.40%, top5-acc=86.29%, remaining_time=0:00:03.267240, arrival_time=2021-04-14 22:27:21.384717, cost_time=0:00:01.089075 2021-04-14 22:27:19,058 INFO : EVAL, epoch=0070, iter=00020/00040, fetch data time cost=1.42ms, fps=2721 images/s, loss=1.5342, top1-acc=57.34%, top5-acc=85.86%, remaining_time=0:00:02.030180, arrival_time=2021-04-14 22:27:21.088745, cost_time=0:00:02.030171 2021-04-14 22:27:20,013 INFO : EVAL, epoch=0070, iter=00030/00040, fetch data time cost=1.81ms, fps=2682 images/s, loss=1.5214, top1-acc=57.42%, top5-acc=86.07%, remaining_time=0:00:00.995000, arrival_time=2021-04-14 22:27:21.008531, cost_time=0:00:02.985003 2021-04-14 22:27:20,874 INFO : EVAL, epoch=0070, iter=00040/00040, fetch data time cost=0.08ms, fps=2695 images/s, loss=1.5483, top1-acc=57.21%, top5-acc=85.60%, remaining_time=0:00:00, arrival_time=2021-04-14 22:27:20.874757, cost_time=0:00:03.846359 2021-04-14 22:27:21,144 INFO : Epoch=0070 complete, best val top1-acc=62.80%, top5-acc=89.07% (epoch=69), remaining_time=2:21:23.466290, arrival_time=2021-04-15 00:48:44.610430, cost_time=1:16:08.020286 2021-04-14 22:27:21,146 INFO : Train start, epoch=0071, lr=0.072700 2021-04-14 22:27:24,416 INFO : TRAIN, epoch=0071, iter=00010/00196, fetch data time cost=2.11ms, fps=783 images/s, loss=0.9244, top1-acc=73.36%, top5-acc=94.18%, remaining_time=0:01:00.822000, arrival_time=2021-04-14 22:28:25.238869, cost_time=0:00:03.270004 2021-04-14 22:27:27,522 INFO : TRAIN, epoch=0071, iter=00020/00196, fetch data time cost=2.19ms, fps=824 images/s, loss=0.9082, top1-acc=73.54%, top5-acc=94.51%, remaining_time=0:00:56.105808, arrival_time=2021-04-14 22:28:23.628349, cost_time=0:00:06.375652 2021-04-14 22:27:30,629 INFO : TRAIN, epoch=0071, iter=00030/00196, fetch data time cost=1.53ms, fps=824 images/s, loss=0.8981, top1-acc=73.68%, top5-acc=94.70%, remaining_time=0:00:52.468450, arrival_time=2021-04-14 22:28:23.097544, cost_time=0:00:09.482257 2021-04-14 22:27:33,731 INFO : TRAIN, epoch=0071, iter=00040/00196, fetch data time cost=1.41ms, fps=825 images/s, loss=0.8932, top1-acc=73.65%, top5-acc=94.74%, remaining_time=0:00:49.077912, arrival_time=2021-04-14 22:28:22.808836, cost_time=0:00:12.584088 2021-04-14 22:27:36,834 INFO : TRAIN, epoch=0071, iter=00050/00196, fetch data time cost=1.62ms, fps=825 images/s, loss=0.8926, top1-acc=73.41%, top5-acc=94.78%, remaining_time=0:00:45.806478, arrival_time=2021-04-14 22:28:22.640451, cost_time=0:00:15.687132 2021-04-14 22:27:39,941 INFO : TRAIN, epoch=0071, iter=00060/00196, fetch data time cost=1.41ms, fps=824 images/s, loss=0.8939, top1-acc=73.48%, top5-acc=94.72%, remaining_time=0:00:42.601592, arrival_time=2021-04-14 22:28:22.543271, cost_time=0:00:18.794842 2021-04-14 22:27:43,045 INFO : TRAIN, epoch=0071, iter=00070/00196, fetch data time cost=1.70ms, fps=825 images/s, loss=0.8967, top1-acc=73.29%, top5-acc=94.69%, remaining_time=0:00:39.417966, arrival_time=2021-04-14 22:28:22.463661, cost_time=0:00:21.898853 2021-04-14 22:27:46,145 INFO : TRAIN, epoch=0071, iter=00080/00196, fetch data time cost=1.62ms, fps=826 images/s, loss=0.8985, top1-acc=73.10%, top5-acc=94.79%, remaining_time=0:00:36.247564, arrival_time=2021-04-14 22:28:22.392884, cost_time=0:00:24.998359 2021-04-14 22:27:49,249 INFO : TRAIN, epoch=0071, iter=00090/00196, fetch data time cost=1.33ms, fps=825 images/s, loss=0.8958, top1-acc=73.22%, top5-acc=94.80%, remaining_time=0:00:33.098288, arrival_time=2021-04-14 22:28:22.347340, cost_time=0:00:28.102284 2021-04-14 22:27:52,351 INFO : TRAIN, epoch=0071, iter=00100/00196, fetch data time cost=2.00ms, fps=825 images/s, loss=0.8982, top1-acc=73.09%, top5-acc=94.75%, remaining_time=0:00:29.956320, arrival_time=2021-04-14 22:28:22.307612, cost_time=0:00:31.204456 2021-04-14 22:27:55,457 INFO : TRAIN, epoch=0071, iter=00110/00196, fetch data time cost=1.70ms, fps=824 images/s, loss=0.9067, top1-acc=72.84%, top5-acc=94.67%, remaining_time=0:00:26.824776, arrival_time=2021-04-14 22:28:22.282304, cost_time=0:00:34.310754 2021-04-14 22:27:58,555 INFO : TRAIN, epoch=0071, iter=00120/00196, fetch data time cost=1.46ms, fps=826 images/s, loss=0.9105, top1-acc=72.77%, top5-acc=94.64%, remaining_time=0:00:23.692392, arrival_time=2021-04-14 22:28:22.248191, cost_time=0:00:37.409037 2021-04-14 22:28:01,661 INFO : TRAIN, epoch=0071, iter=00130/00196, fetch data time cost=1.64ms, fps=824 images/s, loss=0.9138, top1-acc=72.67%, top5-acc=94.60%, remaining_time=0:00:20.569032, arrival_time=2021-04-14 22:28:22.230632, cost_time=0:00:40.514760 2021-04-14 22:28:04,763 INFO : TRAIN, epoch=0071, iter=00140/00196, fetch data time cost=1.54ms, fps=825 images/s, loss=0.9177, top1-acc=72.53%, top5-acc=94.56%, remaining_time=0:00:17.446856, arrival_time=2021-04-14 22:28:22.210728, cost_time=0:00:43.617121 2021-04-14 22:28:07,872 INFO : TRAIN, epoch=0071, iter=00150/00196, fetch data time cost=1.58ms, fps=824 images/s, loss=0.9186, top1-acc=72.48%, top5-acc=94.55%, remaining_time=0:00:14.329230, arrival_time=2021-04-14 22:28:22.201800, cost_time=0:00:46.725729 2021-04-14 22:28:10,977 INFO : TRAIN, epoch=0071, iter=00160/00196, fetch data time cost=1.81ms, fps=825 images/s, loss=0.9187, top1-acc=72.49%, top5-acc=94.58%, remaining_time=0:00:11.211804, arrival_time=2021-04-14 22:28:22.188874, cost_time=0:00:49.830301 2021-04-14 22:28:14,078 INFO : TRAIN, epoch=0071, iter=00170/00196, fetch data time cost=1.61ms, fps=825 images/s, loss=0.9227, top1-acc=72.37%, top5-acc=94.51%, remaining_time=0:00:08.095464, arrival_time=2021-04-14 22:28:22.174205, cost_time=0:00:52.931920 2021-04-14 22:28:17,206 INFO : TRAIN, epoch=0071, iter=00180/00196, fetch data time cost=2.17ms, fps=819 images/s, loss=0.9291, top1-acc=72.18%, top5-acc=94.44%, remaining_time=0:00:04.983072, arrival_time=2021-04-14 22:28:22.189452, cost_time=0:00:56.059502 2021-04-14 22:28:20,316 INFO : TRAIN, epoch=0071, iter=00190/00196, fetch data time cost=1.90ms, fps=823 images/s, loss=0.9311, top1-acc=72.15%, top5-acc=94.44%, remaining_time=0:00:01.868514, arrival_time=2021-04-14 22:28:22.185077, cost_time=0:00:59.169670 2021-04-14 22:28:21,970 INFO : TRAIN, epoch=0071, iter=00196/00196, fetch data time cost=1.27ms, fps=823 images/s, loss=0.9355, top1-acc=72.06%, top5-acc=94.38%, remaining_time=0:00:00, arrival_time=2021-04-14 22:28:21.970661, cost_time=0:01:00.823820 2021-04-14 22:28:23,035 INFO : EVAL, epoch=0071, iter=00010/00040, fetch data time cost=1.55ms, fps=2410 images/s, loss=1.5096, top1-acc=58.83%, top5-acc=86.64%, remaining_time=0:00:03.187020, arrival_time=2021-04-14 22:28:26.222159, cost_time=0:00:01.062337 2021-04-14 22:28:23,975 INFO : EVAL, epoch=0071, iter=00020/00040, fetch data time cost=1.41ms, fps=2724 images/s, loss=1.5248, top1-acc=58.18%, top5-acc=86.41%, remaining_time=0:00:02.002880, arrival_time=2021-04-14 22:28:25.978476, cost_time=0:00:02.002874 2021-04-14 22:28:24,917 INFO : EVAL, epoch=0071, iter=00030/00040, fetch data time cost=1.41ms, fps=2719 images/s, loss=1.5432, top1-acc=58.11%, top5-acc=86.12%, remaining_time=0:00:00.981640, arrival_time=2021-04-14 22:28:25.899359, cost_time=0:00:02.944912 2021-04-14 22:28:25,776 INFO : EVAL, epoch=0071, iter=00040/00040, fetch data time cost=0.08ms, fps=2704 images/s, loss=1.5356, top1-acc=58.27%, top5-acc=86.23%, remaining_time=0:00:00, arrival_time=2021-04-14 22:28:25.776330, cost_time=0:00:03.803642 2021-04-14 22:28:26,057 INFO : Epoch=0071 complete, best val top1-acc=62.80%, top5-acc=89.07% (epoch=69), remaining_time=2:20:17.583723, arrival_time=2021-04-15 00:48:43.641273, cost_time=1:17:12.933680 2021-04-14 22:28:26,059 INFO : Train start, epoch=0072, lr=0.071997 2021-04-14 22:28:29,409 INFO : TRAIN, epoch=0072, iter=00010/00196, fetch data time cost=1.41ms, fps=764 images/s, loss=0.8968, top1-acc=73.55%, top5-acc=95.04%, remaining_time=0:01:02.293818, arrival_time=2021-04-14 22:29:31.702725, cost_time=0:00:03.349128 2021-04-14 22:28:32,514 INFO : TRAIN, epoch=0072, iter=00020/00196, fetch data time cost=1.42ms, fps=825 images/s, loss=0.9039, top1-acc=72.95%, top5-acc=95.04%, remaining_time=0:00:56.798544, arrival_time=2021-04-14 22:29:29.312695, cost_time=0:00:06.454386 2021-04-14 22:28:35,620 INFO : TRAIN, epoch=0072, iter=00030/00196, fetch data time cost=1.44ms, fps=824 images/s, loss=0.8916, top1-acc=73.36%, top5-acc=95.16%, remaining_time=0:00:52.901544, arrival_time=2021-04-14 22:29:28.521867, cost_time=0:00:09.560529 2021-04-14 22:28:38,727 INFO : TRAIN, epoch=0072, iter=00040/00196, fetch data time cost=1.53ms, fps=824 images/s, loss=0.8914, top1-acc=73.45%, top5-acc=95.14%, remaining_time=0:00:49.402860, arrival_time=2021-04-14 22:29:28.130073, cost_time=0:00:12.667408 2021-04-14 22:28:41,842 INFO : TRAIN, epoch=0072, iter=00050/00196, fetch data time cost=1.95ms, fps=822 images/s, loss=0.8921, top1-acc=73.34%, top5-acc=94.99%, remaining_time=0:00:46.086360, arrival_time=2021-04-14 22:29:27.929002, cost_time=0:00:15.782979 2021-04-14 22:28:44,944 INFO : TRAIN, epoch=0072, iter=00060/00196, fetch data time cost=1.50ms, fps=825 images/s, loss=0.8892, top1-acc=73.49%, top5-acc=94.92%, remaining_time=0:00:42.805864, arrival_time=2021-04-14 22:29:27.750477, cost_time=0:00:18.884932 2021-04-14 22:28:48,052 INFO : TRAIN, epoch=0072, iter=00070/00196, fetch data time cost=1.87ms, fps=824 images/s, loss=0.8887, top1-acc=73.43%, top5-acc=94.94%, remaining_time=0:00:39.587058, arrival_time=2021-04-14 22:29:27.639537, cost_time=0:00:21.992806 2021-04-14 22:28:51,162 INFO : TRAIN, epoch=0072, iter=00080/00196, fetch data time cost=1.56ms, fps=823 images/s, loss=0.8914, top1-acc=73.36%, top5-acc=94.86%, remaining_time=0:00:36.398480, arrival_time=2021-04-14 22:29:27.560541, cost_time=0:00:25.102397 2021-04-14 22:28:54,264 INFO : TRAIN, epoch=0072, iter=00090/00196, fetch data time cost=1.41ms, fps=825 images/s, loss=0.8994, top1-acc=73.21%, top5-acc=94.70%, remaining_time=0:00:33.218598, arrival_time=2021-04-14 22:29:27.482765, cost_time=0:00:28.204501 2021-04-14 22:28:57,366 INFO : TRAIN, epoch=0072, iter=00100/00196, fetch data time cost=1.41ms, fps=825 images/s, loss=0.8985, top1-acc=73.08%, top5-acc=94.71%, remaining_time=0:00:30.054240, arrival_time=2021-04-14 22:29:27.420555, cost_time=0:00:31.306516 2021-04-14 22:29:00,466 INFO : TRAIN, epoch=0072, iter=00110/00196, fetch data time cost=1.39ms, fps=826 images/s, loss=0.9007, top1-acc=73.03%, top5-acc=94.72%, remaining_time=0:00:26.899510, arrival_time=2021-04-14 22:29:27.365548, cost_time=0:00:34.406365 2021-04-14 22:29:03,577 INFO : TRAIN, epoch=0072, iter=00120/00196, fetch data time cost=2.43ms, fps=823 images/s, loss=0.9001, top1-acc=72.98%, top5-acc=94.74%, remaining_time=0:00:23.761248, arrival_time=2021-04-14 22:29:27.338736, cost_time=0:00:37.517784 2021-04-14 22:29:06,688 INFO : TRAIN, epoch=0072, iter=00130/00196, fetch data time cost=2.15ms, fps=823 images/s, loss=0.8998, top1-acc=72.94%, top5-acc=94.74%, remaining_time=0:00:20.626650, arrival_time=2021-04-14 22:29:27.314593, cost_time=0:00:40.628268 2021-04-14 22:29:09,793 INFO : TRAIN, epoch=0072, iter=00140/00196, fetch data time cost=2.15ms, fps=825 images/s, loss=0.9002, top1-acc=72.92%, top5-acc=94.74%, remaining_time=0:00:17.493280, arrival_time=2021-04-14 22:29:27.286182, cost_time=0:00:43.733187 2021-04-14 22:29:12,903 INFO : TRAIN, epoch=0072, iter=00150/00196, fetch data time cost=1.45ms, fps=823 images/s, loss=0.9041, top1-acc=72.88%, top5-acc=94.70%, remaining_time=0:00:14.365294, arrival_time=2021-04-14 22:29:27.268268, cost_time=0:00:46.843308 2021-04-14 22:29:16,013 INFO : TRAIN, epoch=0072, iter=00160/00196, fetch data time cost=1.45ms, fps=823 images/s, loss=0.9088, top1-acc=72.77%, top5-acc=94.63%, remaining_time=0:00:11.239704, arrival_time=2021-04-14 22:29:27.253561, cost_time=0:00:49.954173 2021-04-14 22:29:19,118 INFO : TRAIN, epoch=0072, iter=00170/00196, fetch data time cost=1.59ms, fps=825 images/s, loss=0.9113, top1-acc=72.70%, top5-acc=94.57%, remaining_time=0:00:08.114834, arrival_time=2021-04-14 22:29:27.233042, cost_time=0:00:53.058554 2021-04-14 22:29:22,223 INFO : TRAIN, epoch=0072, iter=00180/00196, fetch data time cost=1.45ms, fps=824 images/s, loss=0.9125, top1-acc=72.63%, top5-acc=94.56%, remaining_time=0:00:04.992368, arrival_time=2021-04-14 22:29:27.216263, cost_time=0:00:56.164205 2021-04-14 22:29:25,323 INFO : TRAIN, epoch=0072, iter=00190/00196, fetch data time cost=1.35ms, fps=826 images/s, loss=0.9159, top1-acc=72.55%, top5-acc=94.54%, remaining_time=0:00:01.871490, arrival_time=2021-04-14 22:29:27.194922, cost_time=0:00:59.263851 2021-04-14 22:29:26,983 INFO : TRAIN, epoch=0072, iter=00196/00196, fetch data time cost=1.29ms, fps=820 images/s, loss=0.9167, top1-acc=72.49%, top5-acc=94.53%, remaining_time=0:00:00, arrival_time=2021-04-14 22:29:26.982996, cost_time=0:01:00.923336 2021-04-14 22:29:28,039 INFO : EVAL, epoch=0072, iter=00010/00040, fetch data time cost=1.35ms, fps=2428 images/s, loss=1.3907, top1-acc=60.66%, top5-acc=87.85%, remaining_time=0:00:03.162540, arrival_time=2021-04-14 22:29:31.201976, cost_time=0:00:01.054179 2021-04-14 22:29:28,980 INFO : EVAL, epoch=0072, iter=00020/00040, fetch data time cost=1.39ms, fps=2720 images/s, loss=1.3810, top1-acc=61.07%, top5-acc=87.95%, remaining_time=0:00:01.995580, arrival_time=2021-04-14 22:29:30.976394, cost_time=0:00:01.995571 2021-04-14 22:29:29,921 INFO : EVAL, epoch=0072, iter=00030/00040, fetch data time cost=1.31ms, fps=2723 images/s, loss=1.3633, top1-acc=61.32%, top5-acc=88.23%, remaining_time=0:00:00.978690, arrival_time=2021-04-14 22:29:30.900028, cost_time=0:00:02.936084 2021-04-14 22:29:30,779 INFO : EVAL, epoch=0072, iter=00040/00040, fetch data time cost=0.07ms, fps=2705 images/s, loss=1.3714, top1-acc=61.09%, top5-acc=88.10%, remaining_time=0:00:00, arrival_time=2021-04-14 22:29:30.779312, cost_time=0:00:03.794015 2021-04-14 22:29:31,063 INFO : Epoch=0072 complete, best val top1-acc=62.80%, top5-acc=89.07% (epoch=69), remaining_time=2:19:11.892608, arrival_time=2021-04-15 00:48:42.956050, cost_time=1:18:17.939584 2021-04-14 22:29:31,065 INFO : Train start, epoch=0073, lr=0.071289 2021-04-14 22:29:34,348 INFO : TRAIN, epoch=0073, iter=00010/00196, fetch data time cost=1.59ms, fps=780 images/s, loss=0.8329, top1-acc=74.92%, top5-acc=95.78%, remaining_time=0:01:01.057290, arrival_time=2021-04-14 22:30:35.405928, cost_time=0:00:03.282649 2021-04-14 22:29:37,456 INFO : TRAIN, epoch=0073, iter=00020/00196, fetch data time cost=1.44ms, fps=824 images/s, loss=0.8542, top1-acc=74.45%, top5-acc=95.10%, remaining_time=0:00:56.233584, arrival_time=2021-04-14 22:30:33.689744, cost_time=0:00:06.390180 2021-04-14 22:29:40,570 INFO : TRAIN, epoch=0073, iter=00030/00196, fetch data time cost=1.46ms, fps=822 images/s, loss=0.8529, top1-acc=74.48%, top5-acc=95.18%, remaining_time=0:00:52.592618, arrival_time=2021-04-14 22:30:33.163400, cost_time=0:00:09.504680 2021-04-14 22:29:43,676 INFO : TRAIN, epoch=0073, iter=00040/00196, fetch data time cost=1.91ms, fps=825 images/s, loss=0.8498, top1-acc=74.65%, top5-acc=95.12%, remaining_time=0:00:49.180872, arrival_time=2021-04-14 22:30:32.857332, cost_time=0:00:12.610471 2021-04-14 22:29:46,779 INFO : TRAIN, epoch=0073, iter=00050/00196, fetch data time cost=1.37ms, fps=825 images/s, loss=0.8496, top1-acc=74.66%, top5-acc=95.09%, remaining_time=0:00:45.882544, arrival_time=2021-04-14 22:30:32.661825, cost_time=0:00:15.713204 2021-04-14 22:29:49,881 INFO : TRAIN, epoch=0073, iter=00060/00196, fetch data time cost=1.42ms, fps=825 images/s, loss=0.8555, top1-acc=74.41%, top5-acc=95.08%, remaining_time=0:00:42.648376, arrival_time=2021-04-14 22:30:32.529806, cost_time=0:00:18.815471 2021-04-14 22:29:52,981 INFO : TRAIN, epoch=0073, iter=00070/00196, fetch data time cost=1.57ms, fps=826 images/s, loss=0.8590, top1-acc=74.30%, top5-acc=95.12%, remaining_time=0:00:39.447324, arrival_time=2021-04-14 22:30:32.428453, cost_time=0:00:21.915150 2021-04-14 22:29:56,085 INFO : TRAIN, epoch=0073, iter=00080/00196, fetch data time cost=1.39ms, fps=825 images/s, loss=0.8605, top1-acc=74.27%, top5-acc=95.14%, remaining_time=0:00:36.277724, arrival_time=2021-04-14 22:30:32.362833, cost_time=0:00:25.019138 2021-04-14 22:29:59,188 INFO : TRAIN, epoch=0073, iter=00090/00196, fetch data time cost=2.32ms, fps=825 images/s, loss=0.8653, top1-acc=74.05%, top5-acc=95.15%, remaining_time=0:00:33.121714, arrival_time=2021-04-14 22:30:32.309939, cost_time=0:00:28.122253 2021-04-14 22:30:02,294 INFO : TRAIN, epoch=0073, iter=00100/00196, fetch data time cost=1.48ms, fps=824 images/s, loss=0.8726, top1-acc=73.85%, top5-acc=95.11%, remaining_time=0:00:29.979648, arrival_time=2021-04-14 22:30:32.274361, cost_time=0:00:31.228767 2021-04-14 22:30:05,407 INFO : TRAIN, epoch=0073, iter=00110/00196, fetch data time cost=1.53ms, fps=823 images/s, loss=0.8746, top1-acc=73.80%, top5-acc=95.12%, remaining_time=0:00:26.848684, arrival_time=2021-04-14 22:30:32.255988, cost_time=0:00:34.341332 2021-04-14 22:30:08,505 INFO : TRAIN, epoch=0073, iter=00120/00196, fetch data time cost=1.36ms, fps=826 images/s, loss=0.8777, top1-acc=73.72%, top5-acc=95.11%, remaining_time=0:00:23.711772, arrival_time=2021-04-14 22:30:32.217346, cost_time=0:00:37.439686 2021-04-14 22:30:11,612 INFO : TRAIN, epoch=0073, iter=00130/00196, fetch data time cost=1.54ms, fps=824 images/s, loss=0.8839, top1-acc=73.51%, top5-acc=95.05%, remaining_time=0:00:20.585268, arrival_time=2021-04-14 22:30:32.197988, cost_time=0:00:40.546758 2021-04-14 22:30:14,721 INFO : TRAIN, epoch=0073, iter=00140/00196, fetch data time cost=1.44ms, fps=824 images/s, loss=0.8871, top1-acc=73.42%, top5-acc=94.97%, remaining_time=0:00:17.462032, arrival_time=2021-04-14 22:30:32.183180, cost_time=0:00:43.655052 2021-04-14 22:30:17,834 INFO : TRAIN, epoch=0073, iter=00150/00196, fetch data time cost=1.38ms, fps=822 images/s, loss=0.8892, top1-acc=73.38%, top5-acc=94.93%, remaining_time=0:00:14.342432, arrival_time=2021-04-14 22:30:32.177280, cost_time=0:00:46.768869 2021-04-14 22:30:20,941 INFO : TRAIN, epoch=0073, iter=00160/00196, fetch data time cost=1.51ms, fps=824 images/s, loss=0.8932, top1-acc=73.30%, top5-acc=94.87%, remaining_time=0:00:11.221956, arrival_time=2021-04-14 22:30:32.163317, cost_time=0:00:49.875385 2021-04-14 22:30:24,048 INFO : TRAIN, epoch=0073, iter=00170/00196, fetch data time cost=1.47ms, fps=824 images/s, loss=0.8980, top1-acc=73.13%, top5-acc=94.82%, remaining_time=0:00:08.103160, arrival_time=2021-04-14 22:30:32.151493, cost_time=0:00:52.982177 2021-04-14 22:30:27,160 INFO : TRAIN, epoch=0073, iter=00180/00196, fetch data time cost=2.18ms, fps=823 images/s, loss=0.9008, top1-acc=73.02%, top5-acc=94.80%, remaining_time=0:00:04.986128, arrival_time=2021-04-14 22:30:32.146080, cost_time=0:00:56.093937 2021-04-14 22:30:30,265 INFO : TRAIN, epoch=0073, iter=00190/00196, fetch data time cost=1.25ms, fps=825 images/s, loss=0.9027, top1-acc=72.97%, top5-acc=94.77%, remaining_time=0:00:01.869444, arrival_time=2021-04-14 22:30:32.134660, cost_time=0:00:59.199129 2021-04-14 22:30:31,921 INFO : TRAIN, epoch=0073, iter=00196/00196, fetch data time cost=1.25ms, fps=821 images/s, loss=0.9058, top1-acc=72.93%, top5-acc=94.74%, remaining_time=0:00:00, arrival_time=2021-04-14 22:30:31.921737, cost_time=0:01:00.855826 2021-04-14 22:30:33,040 INFO : EVAL, epoch=0073, iter=00010/00040, fetch data time cost=0.20ms, fps=2292 images/s, loss=1.5494, top1-acc=57.27%, top5-acc=85.39%, remaining_time=0:00:03.350400, arrival_time=2021-04-14 22:30:36.390983, cost_time=0:00:01.116801 2021-04-14 22:30:33,984 INFO : EVAL, epoch=0073, iter=00020/00040, fetch data time cost=1.44ms, fps=2713 images/s, loss=1.5540, top1-acc=57.77%, top5-acc=85.08%, remaining_time=0:00:02.060900, arrival_time=2021-04-14 22:30:36.045560, cost_time=0:00:02.060895 2021-04-14 22:30:34,931 INFO : EVAL, epoch=0073, iter=00030/00040, fetch data time cost=2.11ms, fps=2706 images/s, loss=1.5386, top1-acc=58.36%, top5-acc=85.44%, remaining_time=0:00:01.002420, arrival_time=2021-04-14 22:30:35.933534, cost_time=0:00:03.007254 2021-04-14 22:30:35,790 INFO : EVAL, epoch=0073, iter=00040/00040, fetch data time cost=0.09ms, fps=2700 images/s, loss=1.5284, top1-acc=58.38%, top5-acc=85.40%, remaining_time=0:00:00, arrival_time=2021-04-14 22:30:35.790882, cost_time=0:00:03.867139 2021-04-14 22:30:36,085 INFO : Epoch=0073 complete, best val top1-acc=62.80%, top5-acc=89.07% (epoch=69), remaining_time=2:18:06.248350, arrival_time=2021-04-15 00:48:42.333798, cost_time=1:19:22.961631 2021-04-14 22:30:36,086 INFO : Train start, epoch=0074, lr=0.070576 2021-04-14 22:30:39,370 INFO : TRAIN, epoch=0074, iter=00010/00196, fetch data time cost=1.52ms, fps=780 images/s, loss=0.8946, top1-acc=73.83%, top5-acc=95.08%, remaining_time=0:01:01.077936, arrival_time=2021-04-14 22:31:40.448700, cost_time=0:00:03.283756 2021-04-14 22:30:42,483 INFO : TRAIN, epoch=0074, iter=00020/00196, fetch data time cost=1.44ms, fps=823 images/s, loss=0.8941, top1-acc=73.20%, top5-acc=94.92%, remaining_time=0:00:56.291312, arrival_time=2021-04-14 22:31:38.775050, cost_time=0:00:06.396736 2021-04-14 22:30:45,592 INFO : TRAIN, epoch=0074, iter=00030/00196, fetch data time cost=1.40ms, fps=824 images/s, loss=0.8917, top1-acc=73.32%, top5-acc=95.07%, remaining_time=0:00:52.596436, arrival_time=2021-04-14 22:31:38.188812, cost_time=0:00:09.505385 2021-04-14 22:30:48,708 INFO : TRAIN, epoch=0074, iter=00040/00196, fetch data time cost=1.67ms, fps=822 images/s, loss=0.8878, top1-acc=73.37%, top5-acc=94.98%, remaining_time=0:00:49.225176, arrival_time=2021-04-14 22:31:37.934013, cost_time=0:00:12.621837 2021-04-14 22:30:51,814 INFO : TRAIN, epoch=0074, iter=00050/00196, fetch data time cost=1.47ms, fps=824 images/s, loss=0.8860, top1-acc=73.30%, top5-acc=94.93%, remaining_time=0:00:45.924446, arrival_time=2021-04-14 22:31:37.738998, cost_time=0:00:15.727563 2021-04-14 22:30:54,931 INFO : TRAIN, epoch=0074, iter=00060/00196, fetch data time cost=1.53ms, fps=821 images/s, loss=0.8780, top1-acc=73.46%, top5-acc=95.05%, remaining_time=0:00:42.714336, arrival_time=2021-04-14 22:31:37.645979, cost_time=0:00:18.844569 2021-04-14 22:30:58,046 INFO : TRAIN, epoch=0074, iter=00070/00196, fetch data time cost=1.75ms, fps=822 images/s, loss=0.8822, top1-acc=73.37%, top5-acc=94.99%, remaining_time=0:00:39.527460, arrival_time=2021-04-14 22:31:37.574194, cost_time=0:00:21.959728 2021-04-14 22:31:01,157 INFO : TRAIN, epoch=0074, iter=00080/00196, fetch data time cost=1.99ms, fps=823 images/s, loss=0.8812, top1-acc=73.39%, top5-acc=95.01%, remaining_time=0:00:36.352312, arrival_time=2021-04-14 22:31:37.509907, cost_time=0:00:25.070526 2021-04-14 22:31:04,265 INFO : TRAIN, epoch=0074, iter=00090/00196, fetch data time cost=1.48ms, fps=824 images/s, loss=0.8826, top1-acc=73.36%, top5-acc=95.01%, remaining_time=0:00:33.187858, arrival_time=2021-04-14 22:31:37.453402, cost_time=0:00:28.178406 2021-04-14 22:31:07,374 INFO : TRAIN, epoch=0074, iter=00100/00196, fetch data time cost=1.60ms, fps=824 images/s, loss=0.8833, top1-acc=73.41%, top5-acc=94.95%, remaining_time=0:00:30.036096, arrival_time=2021-04-14 22:31:37.410815, cost_time=0:00:31.287612 2021-04-14 22:31:10,473 INFO : TRAIN, epoch=0074, iter=00110/00196, fetch data time cost=1.45ms, fps=826 images/s, loss=0.8821, top1-acc=73.47%, top5-acc=94.97%, remaining_time=0:00:26.883514, arrival_time=2021-04-14 22:31:37.356439, cost_time=0:00:34.385920 2021-04-14 22:31:13,576 INFO : TRAIN, epoch=0074, iter=00120/00196, fetch data time cost=1.71ms, fps=825 images/s, loss=0.8890, top1-acc=73.30%, top5-acc=94.90%, remaining_time=0:00:23.743540, arrival_time=2021-04-14 22:31:37.320314, cost_time=0:00:37.489771 2021-04-14 22:31:16,683 INFO : TRAIN, epoch=0074, iter=00130/00196, fetch data time cost=1.43ms, fps=824 images/s, loss=0.8995, top1-acc=73.02%, top5-acc=94.77%, remaining_time=0:00:20.610678, arrival_time=2021-04-14 22:31:37.294505, cost_time=0:00:40.596832 2021-04-14 22:31:19,790 INFO : TRAIN, epoch=0074, iter=00140/00196, fetch data time cost=1.40ms, fps=824 images/s, loss=0.9003, top1-acc=72.94%, top5-acc=94.79%, remaining_time=0:00:17.481464, arrival_time=2021-04-14 22:31:37.272250, cost_time=0:00:43.703650 2021-04-14 22:31:22,908 INFO : TRAIN, epoch=0074, iter=00150/00196, fetch data time cost=2.40ms, fps=821 images/s, loss=0.9049, top1-acc=72.84%, top5-acc=94.74%, remaining_time=0:00:14.358624, arrival_time=2021-04-14 22:31:37.267235, cost_time=0:00:46.821604 2021-04-14 22:31:26,024 INFO : TRAIN, epoch=0074, iter=00160/00196, fetch data time cost=1.36ms, fps=822 images/s, loss=0.9098, top1-acc=72.73%, top5-acc=94.64%, remaining_time=0:00:11.235924, arrival_time=2021-04-14 22:31:37.260438, cost_time=0:00:49.937500 2021-04-14 22:31:29,129 INFO : TRAIN, epoch=0074, iter=00170/00196, fetch data time cost=1.43ms, fps=825 images/s, loss=0.9110, top1-acc=72.66%, top5-acc=94.66%, remaining_time=0:00:08.112390, arrival_time=2021-04-14 22:31:37.241964, cost_time=0:00:53.042564 2021-04-14 22:31:32,238 INFO : TRAIN, epoch=0074, iter=00180/00196, fetch data time cost=1.46ms, fps=824 images/s, loss=0.9115, top1-acc=72.61%, top5-acc=94.67%, remaining_time=0:00:04.991232, arrival_time=2021-04-14 22:31:37.229591, cost_time=0:00:56.151368 2021-04-14 22:31:35,349 INFO : TRAIN, epoch=0074, iter=00190/00196, fetch data time cost=1.27ms, fps=823 images/s, loss=0.9096, top1-acc=72.65%, top5-acc=94.69%, remaining_time=0:00:01.871430, arrival_time=2021-04-14 22:31:37.220628, cost_time=0:00:59.261963 2021-04-14 22:31:37,007 INFO : TRAIN, epoch=0074, iter=00196/00196, fetch data time cost=1.34ms, fps=820 images/s, loss=0.9107, top1-acc=72.65%, top5-acc=94.64%, remaining_time=0:00:00, arrival_time=2021-04-14 22:31:37.007880, cost_time=0:01:00.920867 2021-04-14 22:31:38,123 INFO : EVAL, epoch=0074, iter=00010/00040, fetch data time cost=0.23ms, fps=2301 images/s, loss=1.3599, top1-acc=61.91%, top5-acc=88.75%, remaining_time=0:00:03.338250, arrival_time=2021-04-14 22:31:41.461154, cost_time=0:00:01.112746 2021-04-14 22:31:39,064 INFO : EVAL, epoch=0074, iter=00020/00040, fetch data time cost=1.33ms, fps=2719 images/s, loss=1.4303, top1-acc=60.20%, top5-acc=87.97%, remaining_time=0:00:02.054920, arrival_time=2021-04-14 22:31:41.119862, cost_time=0:00:02.054917 2021-04-14 22:31:40,008 INFO : EVAL, epoch=0074, iter=00030/00040, fetch data time cost=1.72ms, fps=2715 images/s, loss=1.4369, top1-acc=60.46%, top5-acc=87.86%, remaining_time=0:00:00.999420, arrival_time=2021-04-14 22:31:41.007813, cost_time=0:00:02.998273 2021-04-14 22:31:40,867 INFO : EVAL, epoch=0074, iter=00040/00040, fetch data time cost=0.07ms, fps=2701 images/s, loss=1.4368, top1-acc=60.22%, top5-acc=87.58%, remaining_time=0:00:00, arrival_time=2021-04-14 22:31:40.867899, cost_time=0:00:03.857882 2021-04-14 22:31:41,136 INFO : Epoch=0074 complete, best val top1-acc=62.80%, top5-acc=89.07% (epoch=69), remaining_time=2:17:00.669408, arrival_time=2021-04-15 00:48:41.805388, cost_time=1:20:28.012156 2021-04-14 22:31:41,137 INFO : Train start, epoch=0075, lr=0.069857 2021-04-14 22:31:44,431 INFO : TRAIN, epoch=0075, iter=00010/00196, fetch data time cost=3.12ms, fps=777 images/s, loss=0.9085, top1-acc=73.87%, top5-acc=94.06%, remaining_time=0:01:01.258356, arrival_time=2021-04-14 22:32:45.689534, cost_time=0:00:03.293463 2021-04-14 22:31:47,547 INFO : TRAIN, epoch=0075, iter=00020/00196, fetch data time cost=2.31ms, fps=822 images/s, loss=0.8738, top1-acc=74.65%, top5-acc=94.59%, remaining_time=0:00:56.402368, arrival_time=2021-04-14 22:32:43.949466, cost_time=0:00:06.409360 2021-04-14 22:31:50,670 INFO : TRAIN, epoch=0075, iter=00030/00196, fetch data time cost=1.44ms, fps=820 images/s, loss=0.8548, top1-acc=75.01%, top5-acc=94.99%, remaining_time=0:00:52.748990, arrival_time=2021-04-14 22:32:43.419673, cost_time=0:00:09.532962 2021-04-14 22:31:53,776 INFO : TRAIN, epoch=0075, iter=00040/00196, fetch data time cost=1.98ms, fps=825 images/s, loss=0.8547, top1-acc=74.81%, top5-acc=94.93%, remaining_time=0:00:49.289604, arrival_time=2021-04-14 22:32:43.065707, cost_time=0:00:12.638351 2021-04-14 22:31:56,879 INFO : TRAIN, epoch=0075, iter=00050/00196, fetch data time cost=1.44ms, fps=825 images/s, loss=0.8466, top1-acc=74.95%, top5-acc=95.05%, remaining_time=0:00:45.966786, arrival_time=2021-04-14 22:32:42.846531, cost_time=0:00:15.742043 2021-04-14 22:31:59,977 INFO : TRAIN, epoch=0075, iter=00060/00196, fetch data time cost=1.48ms, fps=827 images/s, loss=0.8535, top1-acc=74.71%, top5-acc=95.05%, remaining_time=0:00:42.702504, arrival_time=2021-04-14 22:32:42.679576, cost_time=0:00:18.839362 2021-04-14 22:32:03,083 INFO : TRAIN, epoch=0075, iter=00070/00196, fetch data time cost=2.30ms, fps=824 images/s, loss=0.8587, top1-acc=74.43%, top5-acc=95.12%, remaining_time=0:00:39.502764, arrival_time=2021-04-14 22:32:42.586445, cost_time=0:00:21.945969 2021-04-14 22:32:06,192 INFO : TRAIN, epoch=0075, iter=00080/00196, fetch data time cost=2.11ms, fps=824 images/s, loss=0.8613, top1-acc=74.23%, top5-acc=95.12%, remaining_time=0:00:36.328648, arrival_time=2021-04-14 22:32:42.520598, cost_time=0:00:25.054236 2021-04-14 22:32:09,292 INFO : TRAIN, epoch=0075, iter=00090/00196, fetch data time cost=1.37ms, fps=826 images/s, loss=0.8661, top1-acc=74.04%, top5-acc=95.10%, remaining_time=0:00:33.159662, arrival_time=2021-04-14 22:32:42.451695, cost_time=0:00:28.154399 2021-04-14 22:32:12,393 INFO : TRAIN, epoch=0075, iter=00100/00196, fetch data time cost=1.68ms, fps=826 images/s, loss=0.8733, top1-acc=73.84%, top5-acc=95.02%, remaining_time=0:00:30.004992, arrival_time=2021-04-14 22:32:42.397896, cost_time=0:00:31.255193 2021-04-14 22:32:15,501 INFO : TRAIN, epoch=0075, iter=00110/00196, fetch data time cost=1.43ms, fps=824 images/s, loss=0.8753, top1-acc=73.80%, top5-acc=95.02%, remaining_time=0:00:26.866572, arrival_time=2021-04-14 22:32:42.368377, cost_time=0:00:34.364176 2021-04-14 22:32:18,602 INFO : TRAIN, epoch=0075, iter=00120/00196, fetch data time cost=1.52ms, fps=826 images/s, loss=0.8758, top1-acc=73.76%, top5-acc=95.05%, remaining_time=0:00:23.727276, arrival_time=2021-04-14 22:32:42.329228, cost_time=0:00:37.464175 2021-04-14 22:32:21,709 INFO : TRAIN, epoch=0075, iter=00130/00196, fetch data time cost=1.41ms, fps=824 images/s, loss=0.8758, top1-acc=73.73%, top5-acc=95.08%, remaining_time=0:00:20.597808, arrival_time=2021-04-14 22:32:42.307135, cost_time=0:00:40.571503 2021-04-14 22:32:24,811 INFO : TRAIN, epoch=0075, iter=00140/00196, fetch data time cost=1.35ms, fps=826 images/s, loss=0.8780, top1-acc=73.63%, top5-acc=95.03%, remaining_time=0:00:17.469256, arrival_time=2021-04-14 22:32:42.280332, cost_time=0:00:43.673142 2021-04-14 22:32:27,922 INFO : TRAIN, epoch=0075, iter=00150/00196, fetch data time cost=1.43ms, fps=823 images/s, loss=0.8824, top1-acc=73.44%, top5-acc=94.93%, remaining_time=0:00:14.347308, arrival_time=2021-04-14 22:32:42.269733, cost_time=0:00:46.784714 2021-04-14 22:32:31,025 INFO : TRAIN, epoch=0075, iter=00160/00196, fetch data time cost=1.49ms, fps=825 images/s, loss=0.8845, top1-acc=73.36%, top5-acc=94.88%, remaining_time=0:00:11.224800, arrival_time=2021-04-14 22:32:42.250514, cost_time=0:00:49.888000 2021-04-14 22:32:34,134 INFO : TRAIN, epoch=0075, iter=00170/00196, fetch data time cost=1.50ms, fps=824 images/s, loss=0.8884, top1-acc=73.19%, top5-acc=94.88%, remaining_time=0:00:08.105344, arrival_time=2021-04-14 22:32:42.239595, cost_time=0:00:52.996542 2021-04-14 22:32:37,239 INFO : TRAIN, epoch=0075, iter=00180/00196, fetch data time cost=1.81ms, fps=825 images/s, loss=0.8919, top1-acc=73.12%, top5-acc=94.85%, remaining_time=0:00:04.986784, arrival_time=2021-04-14 22:32:42.225940, cost_time=0:00:56.101378 2021-04-14 22:32:40,350 INFO : TRAIN, epoch=0075, iter=00190/00196, fetch data time cost=1.86ms, fps=823 images/s, loss=0.8934, top1-acc=73.08%, top5-acc=94.86%, remaining_time=0:00:01.869870, arrival_time=2021-04-14 22:32:42.220177, cost_time=0:00:59.212605 2021-04-14 22:32:42,006 INFO : TRAIN, epoch=0075, iter=00196/00196, fetch data time cost=1.42ms, fps=822 images/s, loss=0.8967, top1-acc=72.98%, top5-acc=94.85%, remaining_time=0:00:00, arrival_time=2021-04-14 22:32:42.006331, cost_time=0:01:00.868524 2021-04-14 22:32:43,062 INFO : EVAL, epoch=0075, iter=00010/00040, fetch data time cost=1.62ms, fps=2430 images/s, loss=1.3656, top1-acc=60.59%, top5-acc=88.32%, remaining_time=0:00:03.160020, arrival_time=2021-04-14 22:32:46.222313, cost_time=0:00:01.053342 2021-04-14 22:32:44,006 INFO : EVAL, epoch=0075, iter=00020/00040, fetch data time cost=1.53ms, fps=2713 images/s, loss=1.3667, top1-acc=60.96%, top5-acc=88.42%, remaining_time=0:00:01.997300, arrival_time=2021-04-14 22:32:46.003610, cost_time=0:00:01.997292 2021-04-14 22:32:44,951 INFO : EVAL, epoch=0075, iter=00030/00040, fetch data time cost=1.53ms, fps=2710 images/s, loss=1.3623, top1-acc=61.45%, top5-acc=88.33%, remaining_time=0:00:00.980790, arrival_time=2021-04-14 22:32:45.932193, cost_time=0:00:02.942383 2021-04-14 22:32:45,810 INFO : EVAL, epoch=0075, iter=00040/00040, fetch data time cost=0.08ms, fps=2703 images/s, loss=1.3530, top1-acc=61.82%, top5-acc=88.61%, remaining_time=0:00:00, arrival_time=2021-04-14 22:32:45.810263, cost_time=0:00:03.801364 2021-04-14 22:32:46,095 INFO : Epoch=0075 complete, best val top1-acc=62.80%, top5-acc=89.07% (epoch=69), remaining_time=2:15:54.952125, arrival_time=2021-04-15 00:48:41.047243, cost_time=1:21:32.971297 2021-04-14 22:32:46,097 INFO : Train start, epoch=0076, lr=0.069134 2021-04-14 22:32:49,382 INFO : TRAIN, epoch=0076, iter=00010/00196, fetch data time cost=2.37ms, fps=779 images/s, loss=0.9076, top1-acc=73.16%, top5-acc=94.30%, remaining_time=0:01:01.103418, arrival_time=2021-04-14 22:33:50.485816, cost_time=0:00:03.285134 2021-04-14 22:32:52,495 INFO : TRAIN, epoch=0076, iter=00020/00196, fetch data time cost=1.96ms, fps=823 images/s, loss=0.8746, top1-acc=74.12%, top5-acc=95.00%, remaining_time=0:00:56.300640, arrival_time=2021-04-14 22:33:48.795704, cost_time=0:00:06.397798 2021-04-14 22:32:55,604 INFO : TRAIN, epoch=0076, iter=00030/00196, fetch data time cost=1.40ms, fps=823 images/s, loss=0.8454, top1-acc=74.75%, top5-acc=95.53%, remaining_time=0:00:52.606728, arrival_time=2021-04-14 22:33:48.211356, cost_time=0:00:09.507236 2021-04-14 22:32:58,706 INFO : TRAIN, epoch=0076, iter=00040/00196, fetch data time cost=1.62ms, fps=825 images/s, loss=0.8436, top1-acc=74.68%, top5-acc=95.57%, remaining_time=0:00:49.177128, arrival_time=2021-04-14 22:33:47.883931, cost_time=0:00:12.609538 2021-04-14 22:33:01,812 INFO : TRAIN, epoch=0076, iter=00050/00196, fetch data time cost=1.71ms, fps=824 images/s, loss=0.8431, top1-acc=74.61%, top5-acc=95.62%, remaining_time=0:00:45.889406, arrival_time=2021-04-14 22:33:47.702260, cost_time=0:00:15.715564 2021-04-14 22:33:04,922 INFO : TRAIN, epoch=0076, iter=00060/00196, fetch data time cost=2.74ms, fps=823 images/s, loss=0.8387, top1-acc=74.64%, top5-acc=95.65%, remaining_time=0:00:42.670000, arrival_time=2021-04-14 22:33:47.592248, cost_time=0:00:18.824994 2021-04-14 22:33:08,026 INFO : TRAIN, epoch=0076, iter=00070/00196, fetch data time cost=1.52ms, fps=825 images/s, loss=0.8508, top1-acc=74.20%, top5-acc=95.49%, remaining_time=0:00:39.472902, arrival_time=2021-04-14 22:33:47.499567, cost_time=0:00:21.929396 2021-04-14 22:33:11,143 INFO : TRAIN, epoch=0076, iter=00080/00196, fetch data time cost=1.91ms, fps=821 images/s, loss=0.8511, top1-acc=74.22%, top5-acc=95.42%, remaining_time=0:00:36.317512, arrival_time=2021-04-14 22:33:47.461389, cost_time=0:00:25.046564 2021-04-14 22:33:14,245 INFO : TRAIN, epoch=0076, iter=00090/00196, fetch data time cost=1.56ms, fps=826 images/s, loss=0.8543, top1-acc=74.07%, top5-acc=95.35%, remaining_time=0:00:33.152348, arrival_time=2021-04-14 22:33:47.397819, cost_time=0:00:28.148205 2021-04-14 22:33:17,350 INFO : TRAIN, epoch=0076, iter=00100/00196, fetch data time cost=1.34ms, fps=825 images/s, loss=0.8613, top1-acc=73.87%, top5-acc=95.31%, remaining_time=0:00:30.003072, arrival_time=2021-04-14 22:33:47.353594, cost_time=0:00:31.253232 2021-04-14 22:33:20,453 INFO : TRAIN, epoch=0076, iter=00110/00196, fetch data time cost=1.56ms, fps=825 images/s, loss=0.8658, top1-acc=73.66%, top5-acc=95.30%, remaining_time=0:00:26.860036, arrival_time=2021-04-14 22:33:47.313199, cost_time=0:00:34.355897 2021-04-14 22:33:23,560 INFO : TRAIN, epoch=0076, iter=00120/00196, fetch data time cost=1.37ms, fps=824 images/s, loss=0.8644, top1-acc=73.80%, top5-acc=95.30%, remaining_time=0:00:23.726972, arrival_time=2021-04-14 22:33:47.287827, cost_time=0:00:37.463595 2021-04-14 22:33:26,663 INFO : TRAIN, epoch=0076, iter=00130/00196, fetch data time cost=1.41ms, fps=825 images/s, loss=0.8697, top1-acc=73.67%, top5-acc=95.22%, remaining_time=0:00:20.595300, arrival_time=2021-04-14 22:33:47.259057, cost_time=0:00:40.566487 2021-04-14 22:33:29,773 INFO : TRAIN, epoch=0076, iter=00140/00196, fetch data time cost=2.61ms, fps=823 images/s, loss=0.8728, top1-acc=73.59%, top5-acc=95.16%, remaining_time=0:00:17.470432, arrival_time=2021-04-14 22:33:47.243843, cost_time=0:00:43.676132 2021-04-14 22:33:32,897 INFO : TRAIN, epoch=0076, iter=00150/00196, fetch data time cost=5.23ms, fps=820 images/s, loss=0.8762, top1-acc=73.51%, top5-acc=95.12%, remaining_time=0:00:14.352138, arrival_time=2021-04-14 22:33:47.249890, cost_time=0:00:46.800485 2021-04-14 22:33:36,006 INFO : TRAIN, epoch=0076, iter=00160/00196, fetch data time cost=1.72ms, fps=824 images/s, loss=0.8795, top1-acc=73.51%, top5-acc=95.07%, remaining_time=0:00:11.229516, arrival_time=2021-04-14 22:33:47.235685, cost_time=0:00:49.908901 2021-04-14 22:33:39,118 INFO : TRAIN, epoch=0076, iter=00170/00196, fetch data time cost=1.77ms, fps=823 images/s, loss=0.8803, top1-acc=73.51%, top5-acc=95.03%, remaining_time=0:00:08.109036, arrival_time=2021-04-14 22:33:47.226916, cost_time=0:00:53.020549 2021-04-14 22:33:42,225 INFO : TRAIN, epoch=0076, iter=00180/00196, fetch data time cost=1.37ms, fps=824 images/s, loss=0.8834, top1-acc=73.39%, top5-acc=94.97%, remaining_time=0:00:04.989152, arrival_time=2021-04-14 22:33:47.214385, cost_time=0:00:56.127970 2021-04-14 22:33:45,327 INFO : TRAIN, epoch=0076, iter=00190/00196, fetch data time cost=1.43ms, fps=825 images/s, loss=0.8840, top1-acc=73.41%, top5-acc=94.93%, remaining_time=0:00:01.870422, arrival_time=2021-04-14 22:33:47.197623, cost_time=0:00:59.229949 2021-04-14 22:33:46,980 INFO : TRAIN, epoch=0076, iter=00196/00196, fetch data time cost=1.44ms, fps=823 images/s, loss=0.8867, top1-acc=73.38%, top5-acc=94.90%, remaining_time=0:00:00, arrival_time=2021-04-14 22:33:46.980101, cost_time=0:01:00.882832 2021-04-14 22:33:48,099 INFO : EVAL, epoch=0076, iter=00010/00040, fetch data time cost=1.29ms, fps=2291 images/s, loss=1.4879, top1-acc=59.45%, top5-acc=87.19%, remaining_time=0:00:03.352320, arrival_time=2021-04-14 22:33:51.451928, cost_time=0:00:01.117438 2021-04-14 22:33:49,043 INFO : EVAL, epoch=0076, iter=00020/00040, fetch data time cost=1.90ms, fps=2713 images/s, loss=1.4249, top1-acc=60.98%, top5-acc=88.20%, remaining_time=0:00:02.061260, arrival_time=2021-04-14 22:33:51.104775, cost_time=0:00:02.061262 2021-04-14 22:33:49,984 INFO : EVAL, epoch=0076, iter=00030/00040, fetch data time cost=1.39ms, fps=2721 images/s, loss=1.4185, top1-acc=60.89%, top5-acc=88.24%, remaining_time=0:00:01.000920, arrival_time=2021-04-14 22:33:50.985859, cost_time=0:00:03.002763 2021-04-14 22:33:50,842 INFO : EVAL, epoch=0076, iter=00040/00040, fetch data time cost=0.08ms, fps=2708 images/s, loss=1.4277, top1-acc=61.01%, top5-acc=88.28%, remaining_time=0:00:00, arrival_time=2021-04-14 22:33:50.841972, cost_time=0:00:03.859835 2021-04-14 22:33:51,115 INFO : Epoch=0076 complete, best val top1-acc=62.80%, top5-acc=89.07% (epoch=69), remaining_time=2:14:49.354892, arrival_time=2021-04-15 00:48:40.470456, cost_time=1:22:37.991740 2021-04-14 22:33:51,117 INFO : Train start, epoch=0077, lr=0.068406 2021-04-14 22:33:54,400 INFO : TRAIN, epoch=0077, iter=00010/00196, fetch data time cost=1.64ms, fps=780 images/s, loss=0.8527, top1-acc=73.91%, top5-acc=95.78%, remaining_time=0:01:01.064172, arrival_time=2021-04-14 22:34:55.465051, cost_time=0:00:03.283015 2021-04-14 22:33:57,504 INFO : TRAIN, epoch=0077, iter=00020/00196, fetch data time cost=2.10ms, fps=825 images/s, loss=0.8594, top1-acc=73.46%, top5-acc=95.33%, remaining_time=0:00:56.202432, arrival_time=2021-04-14 22:34:53.706876, cost_time=0:00:06.386650 2021-04-14 22:34:00,608 INFO : TRAIN, epoch=0077, iter=00030/00196, fetch data time cost=1.47ms, fps=825 images/s, loss=0.8364, top1-acc=74.34%, top5-acc=95.49%, remaining_time=0:00:52.512440, arrival_time=2021-04-14 22:34:53.120403, cost_time=0:00:09.490204 2021-04-14 22:34:03,709 INFO : TRAIN, epoch=0077, iter=00040/00196, fetch data time cost=1.52ms, fps=826 images/s, loss=0.8335, top1-acc=74.58%, top5-acc=95.46%, remaining_time=0:00:49.105680, arrival_time=2021-04-14 22:34:52.814620, cost_time=0:00:12.591181 2021-04-14 22:34:06,816 INFO : TRAIN, epoch=0077, iter=00050/00196, fetch data time cost=1.40ms, fps=824 images/s, loss=0.8338, top1-acc=74.41%, top5-acc=95.49%, remaining_time=0:00:45.841080, arrival_time=2021-04-14 22:34:52.657816, cost_time=0:00:15.698983 2021-04-14 22:34:09,916 INFO : TRAIN, epoch=0077, iter=00060/00196, fetch data time cost=1.39ms, fps=826 images/s, loss=0.8370, top1-acc=74.45%, top5-acc=95.48%, remaining_time=0:00:42.610432, arrival_time=2021-04-14 22:34:52.526958, cost_time=0:00:18.798742 2021-04-14 22:34:13,019 INFO : TRAIN, epoch=0077, iter=00070/00196, fetch data time cost=1.55ms, fps=825 images/s, loss=0.8391, top1-acc=74.48%, top5-acc=95.41%, remaining_time=0:00:39.422880, arrival_time=2021-04-14 22:34:52.442229, cost_time=0:00:21.901587 2021-04-14 22:34:16,125 INFO : TRAIN, epoch=0077, iter=00080/00196, fetch data time cost=1.73ms, fps=824 images/s, loss=0.8438, top1-acc=74.32%, top5-acc=95.37%, remaining_time=0:00:36.260556, arrival_time=2021-04-14 22:34:52.385725, cost_time=0:00:25.007289 2021-04-14 22:34:19,237 INFO : TRAIN, epoch=0077, iter=00090/00196, fetch data time cost=1.41ms, fps=823 images/s, loss=0.8458, top1-acc=74.27%, top5-acc=95.34%, remaining_time=0:00:33.119170, arrival_time=2021-04-14 22:34:52.356972, cost_time=0:00:28.120045 2021-04-14 22:34:22,348 INFO : TRAIN, epoch=0077, iter=00100/00196, fetch data time cost=1.47ms, fps=823 images/s, loss=0.8469, top1-acc=74.42%, top5-acc=95.26%, remaining_time=0:00:29.981376, arrival_time=2021-04-14 22:34:52.329864, cost_time=0:00:31.230631 2021-04-14 22:34:25,449 INFO : TRAIN, epoch=0077, iter=00110/00196, fetch data time cost=1.45ms, fps=826 images/s, loss=0.8510, top1-acc=74.33%, top5-acc=95.14%, remaining_time=0:00:26.841202, arrival_time=2021-04-14 22:34:52.290712, cost_time=0:00:34.331759 2021-04-14 22:34:28,555 INFO : TRAIN, epoch=0077, iter=00120/00196, fetch data time cost=1.54ms, fps=825 images/s, loss=0.8556, top1-acc=74.26%, top5-acc=95.09%, remaining_time=0:00:23.710252, arrival_time=2021-04-14 22:34:52.265312, cost_time=0:00:37.437242 2021-04-14 22:34:31,665 INFO : TRAIN, epoch=0077, iter=00130/00196, fetch data time cost=1.45ms, fps=823 images/s, loss=0.8627, top1-acc=74.03%, top5-acc=95.01%, remaining_time=0:00:20.585664, arrival_time=2021-04-14 22:34:52.250878, cost_time=0:00:40.547460 2021-04-14 22:34:34,773 INFO : TRAIN, epoch=0077, iter=00140/00196, fetch data time cost=1.46ms, fps=824 images/s, loss=0.8681, top1-acc=73.84%, top5-acc=94.96%, remaining_time=0:00:17.462088, arrival_time=2021-04-14 22:34:52.235069, cost_time=0:00:43.655215 2021-04-14 22:34:37,876 INFO : TRAIN, epoch=0077, iter=00150/00196, fetch data time cost=2.12ms, fps=825 images/s, loss=0.8693, top1-acc=73.82%, top5-acc=94.96%, remaining_time=0:00:14.339258, arrival_time=2021-04-14 22:34:52.215465, cost_time=0:00:46.758444 2021-04-14 22:34:40,984 INFO : TRAIN, epoch=0077, iter=00160/00196, fetch data time cost=1.65ms, fps=824 images/s, loss=0.8717, top1-acc=73.71%, top5-acc=94.96%, remaining_time=0:00:11.219940, arrival_time=2021-04-14 22:34:52.204222, cost_time=0:00:49.866425 2021-04-14 22:34:44,090 INFO : TRAIN, epoch=0077, iter=00170/00196, fetch data time cost=2.24ms, fps=824 images/s, loss=0.8775, top1-acc=73.58%, top5-acc=94.91%, remaining_time=0:00:08.101678, arrival_time=2021-04-14 22:34:52.192129, cost_time=0:00:52.972549 2021-04-14 22:34:47,191 INFO : TRAIN, epoch=0077, iter=00180/00196, fetch data time cost=1.43ms, fps=826 images/s, loss=0.8801, top1-acc=73.49%, top5-acc=94.90%, remaining_time=0:00:04.984336, arrival_time=2021-04-14 22:34:52.175835, cost_time=0:00:56.073754 2021-04-14 22:34:50,292 INFO : TRAIN, epoch=0077, iter=00190/00196, fetch data time cost=1.33ms, fps=826 images/s, loss=0.8828, top1-acc=73.42%, top5-acc=94.90%, remaining_time=0:00:01.868676, arrival_time=2021-04-14 22:34:52.161123, cost_time=0:00:59.174704 2021-04-14 22:34:51,945 INFO : TRAIN, epoch=0077, iter=00196/00196, fetch data time cost=1.27ms, fps=823 images/s, loss=0.8857, top1-acc=73.31%, top5-acc=94.86%, remaining_time=0:00:00, arrival_time=2021-04-14 22:34:51.944914, cost_time=0:01:00.827154 2021-04-14 22:34:53,078 INFO : EVAL, epoch=0077, iter=00010/00040, fetch data time cost=0.30ms, fps=2264 images/s, loss=1.4534, top1-acc=59.65%, top5-acc=86.95%, remaining_time=0:00:03.392010, arrival_time=2021-04-14 22:34:56.469927, cost_time=0:00:01.130666 2021-04-14 22:34:54,025 INFO : EVAL, epoch=0077, iter=00020/00040, fetch data time cost=1.67ms, fps=2702 images/s, loss=1.4580, top1-acc=59.98%, top5-acc=86.84%, remaining_time=0:00:02.078660, arrival_time=2021-04-14 22:34:56.104523, cost_time=0:00:02.078660 2021-04-14 22:34:54,976 INFO : EVAL, epoch=0077, iter=00030/00040, fetch data time cost=1.47ms, fps=2694 images/s, loss=1.4432, top1-acc=60.61%, top5-acc=86.93%, remaining_time=0:00:01.009870, arrival_time=2021-04-14 22:34:55.986688, cost_time=0:00:03.029618 2021-04-14 22:34:55,835 INFO : EVAL, epoch=0077, iter=00040/00040, fetch data time cost=0.08ms, fps=2705 images/s, loss=1.4398, top1-acc=60.86%, top5-acc=87.15%, remaining_time=0:00:00, arrival_time=2021-04-14 22:34:55.835178, cost_time=0:00:03.888080 2021-04-14 22:34:56,107 INFO : Epoch=0077 complete, best val top1-acc=62.80%, top5-acc=89.07% (epoch=69), remaining_time=2:13:43.726404, arrival_time=2021-04-15 00:48:39.833439, cost_time=1:23:42.983213 2021-04-14 22:34:56,108 INFO : Train start, epoch=0078, lr=0.067674 2021-04-14 22:34:59,415 INFO : TRAIN, epoch=0078, iter=00010/00196, fetch data time cost=1.44ms, fps=774 images/s, loss=0.8663, top1-acc=74.69%, top5-acc=95.16%, remaining_time=0:01:01.513176, arrival_time=2021-04-14 22:36:00.928942, cost_time=0:00:03.307162 2021-04-14 22:35:02,526 INFO : TRAIN, epoch=0078, iter=00020/00196, fetch data time cost=1.54ms, fps=823 images/s, loss=0.8431, top1-acc=74.98%, top5-acc=95.29%, remaining_time=0:00:56.477696, arrival_time=2021-04-14 22:35:59.004218, cost_time=0:00:06.417929 2021-04-14 22:35:05,631 INFO : TRAIN, epoch=0078, iter=00030/00196, fetch data time cost=1.39ms, fps=825 images/s, loss=0.8357, top1-acc=75.12%, top5-acc=95.20%, remaining_time=0:00:52.691720, arrival_time=2021-04-14 22:35:58.322981, cost_time=0:00:09.522602 2021-04-14 22:35:08,740 INFO : TRAIN, epoch=0078, iter=00040/00196, fetch data time cost=1.47ms, fps=824 images/s, loss=0.8442, top1-acc=74.71%, top5-acc=95.13%, remaining_time=0:00:49.263396, arrival_time=2021-04-14 22:35:58.003732, cost_time=0:00:12.631640 2021-04-14 22:35:11,838 INFO : TRAIN, epoch=0078, iter=00050/00196, fetch data time cost=1.43ms, fps=826 images/s, loss=0.8483, top1-acc=74.59%, top5-acc=95.10%, remaining_time=0:00:45.932768, arrival_time=2021-04-14 22:35:57.771707, cost_time=0:00:15.730411 2021-04-14 22:35:14,946 INFO : TRAIN, epoch=0078, iter=00060/00196, fetch data time cost=1.38ms, fps=824 images/s, loss=0.8518, top1-acc=74.62%, top5-acc=95.07%, remaining_time=0:00:42.698016, arrival_time=2021-04-14 22:35:57.643997, cost_time=0:00:18.837373 2021-04-14 22:35:18,062 INFO : TRAIN, epoch=0078, iter=00070/00196, fetch data time cost=1.44ms, fps=822 images/s, loss=0.8518, top1-acc=74.55%, top5-acc=95.06%, remaining_time=0:00:39.517002, arrival_time=2021-04-14 22:35:57.579516, cost_time=0:00:21.953906 2021-04-14 22:35:21,162 INFO : TRAIN, epoch=0078, iter=00080/00196, fetch data time cost=2.03ms, fps=826 images/s, loss=0.8547, top1-acc=74.46%, top5-acc=95.03%, remaining_time=0:00:36.327372, arrival_time=2021-04-14 22:35:57.489350, cost_time=0:00:25.053322 2021-04-14 22:35:24,266 INFO : TRAIN, epoch=0078, iter=00090/00196, fetch data time cost=1.47ms, fps=825 images/s, loss=0.8512, top1-acc=74.52%, top5-acc=95.10%, remaining_time=0:00:33.164220, arrival_time=2021-04-14 22:35:57.431020, cost_time=0:00:28.158268 2021-04-14 22:35:27,367 INFO : TRAIN, epoch=0078, iter=00100/00196, fetch data time cost=1.54ms, fps=826 images/s, loss=0.8523, top1-acc=74.50%, top5-acc=95.08%, remaining_time=0:00:30.008256, arrival_time=2021-04-14 22:35:57.375522, cost_time=0:00:31.258621 2021-04-14 22:35:30,466 INFO : TRAIN, epoch=0078, iter=00110/00196, fetch data time cost=1.39ms, fps=826 images/s, loss=0.8534, top1-acc=74.41%, top5-acc=95.11%, remaining_time=0:00:26.861756, arrival_time=2021-04-14 22:35:57.328289, cost_time=0:00:34.358010 2021-04-14 22:35:33,564 INFO : TRAIN, epoch=0078, iter=00120/00196, fetch data time cost=2.21ms, fps=826 images/s, loss=0.8547, top1-acc=74.32%, top5-acc=95.14%, remaining_time=0:00:23.722260, arrival_time=2021-04-14 22:35:57.287025, cost_time=0:00:37.456167 2021-04-14 22:35:36,669 INFO : TRAIN, epoch=0078, iter=00130/00196, fetch data time cost=1.40ms, fps=825 images/s, loss=0.8587, top1-acc=74.21%, top5-acc=95.11%, remaining_time=0:00:20.592330, arrival_time=2021-04-14 22:35:57.261461, cost_time=0:00:40.560606 2021-04-14 22:35:39,769 INFO : TRAIN, epoch=0078, iter=00140/00196, fetch data time cost=1.54ms, fps=826 images/s, loss=0.8628, top1-acc=74.08%, top5-acc=95.08%, remaining_time=0:00:17.464328, arrival_time=2021-04-14 22:35:57.233744, cost_time=0:00:43.660869 2021-04-14 22:35:42,879 INFO : TRAIN, epoch=0078, iter=00150/00196, fetch data time cost=1.50ms, fps=823 images/s, loss=0.8667, top1-acc=73.90%, top5-acc=95.07%, remaining_time=0:00:14.343168, arrival_time=2021-04-14 22:35:57.222987, cost_time=0:00:46.771125 2021-04-14 22:35:45,984 INFO : TRAIN, epoch=0078, iter=00160/00196, fetch data time cost=1.41ms, fps=825 images/s, loss=0.8702, top1-acc=73.81%, top5-acc=95.04%, remaining_time=0:00:11.222100, arrival_time=2021-04-14 22:35:57.206582, cost_time=0:00:49.875963 2021-04-14 22:35:49,082 INFO : TRAIN, epoch=0078, iter=00170/00196, fetch data time cost=1.47ms, fps=826 images/s, loss=0.8733, top1-acc=73.80%, top5-acc=94.98%, remaining_time=0:00:08.101964, arrival_time=2021-04-14 22:35:57.184899, cost_time=0:00:52.974417 2021-04-14 22:35:52,188 INFO : TRAIN, epoch=0078, iter=00180/00196, fetch data time cost=1.73ms, fps=825 images/s, loss=0.8757, top1-acc=73.80%, top5-acc=94.91%, remaining_time=0:00:04.984848, arrival_time=2021-04-14 22:35:57.173006, cost_time=0:00:56.079565 2021-04-14 22:35:55,289 INFO : TRAIN, epoch=0078, iter=00190/00196, fetch data time cost=1.26ms, fps=826 images/s, loss=0.8775, top1-acc=73.77%, top5-acc=94.85%, remaining_time=0:00:01.868880, arrival_time=2021-04-14 22:35:57.158587, cost_time=0:00:59.181178 2021-04-14 22:35:56,941 INFO : TRAIN, epoch=0078, iter=00196/00196, fetch data time cost=1.36ms, fps=824 images/s, loss=0.8792, top1-acc=73.71%, top5-acc=94.82%, remaining_time=0:00:00, arrival_time=2021-04-14 22:35:56.941057, cost_time=0:01:00.832535 2021-04-14 22:35:58,062 INFO : EVAL, epoch=0078, iter=00010/00040, fetch data time cost=0.20ms, fps=2286 images/s, loss=1.3321, top1-acc=63.05%, top5-acc=87.34%, remaining_time=0:00:03.358830, arrival_time=2021-04-14 22:36:01.421504, cost_time=0:00:01.119608 2021-04-14 22:35:59,006 INFO : EVAL, epoch=0078, iter=00020/00040, fetch data time cost=1.37ms, fps=2712 images/s, loss=1.3526, top1-acc=62.38%, top5-acc=88.03%, remaining_time=0:00:02.063820, arrival_time=2021-04-14 22:36:01.070733, cost_time=0:00:02.063813 2021-04-14 22:35:59,948 INFO : EVAL, epoch=0078, iter=00030/00040, fetch data time cost=1.56ms, fps=2720 images/s, loss=1.3723, top1-acc=61.73%, top5-acc=87.85%, remaining_time=0:00:01.001800, arrival_time=2021-04-14 22:36:00.950277, cost_time=0:00:03.005405 2021-04-14 22:36:00,806 INFO : EVAL, epoch=0078, iter=00040/00040, fetch data time cost=0.08ms, fps=2704 images/s, loss=1.3835, top1-acc=61.78%, top5-acc=88.03%, remaining_time=0:00:00, arrival_time=2021-04-14 22:36:00.806831, cost_time=0:00:03.863794 2021-04-14 22:36:01,074 INFO : Epoch=0078 complete, best val top1-acc=62.80%, top5-acc=89.07% (epoch=69), remaining_time=2:12:38.077446, arrival_time=2021-04-15 00:48:39.152394, cost_time=1:24:47.951130 2021-04-14 22:36:01,076 INFO : Train start, epoch=0079, lr=0.066937 2021-04-14 22:36:04,356 INFO : TRAIN, epoch=0079, iter=00010/00196, fetch data time cost=2.44ms, fps=781 images/s, loss=0.8206, top1-acc=75.20%, top5-acc=95.55%, remaining_time=0:01:00.999072, arrival_time=2021-04-14 22:37:05.355016, cost_time=0:00:03.279520 2021-04-14 22:36:07,462 INFO : TRAIN, epoch=0079, iter=00020/00196, fetch data time cost=1.61ms, fps=824 images/s, loss=0.8046, top1-acc=75.84%, top5-acc=95.82%, remaining_time=0:00:56.196272, arrival_time=2021-04-14 22:37:03.658627, cost_time=0:00:06.385934 2021-04-14 22:36:10,579 INFO : TRAIN, epoch=0079, iter=00030/00196, fetch data time cost=2.26ms, fps=821 images/s, loss=0.8178, top1-acc=75.29%, top5-acc=95.78%, remaining_time=0:00:52.582492, arrival_time=2021-04-14 22:37:03.161790, cost_time=0:00:09.502869 2021-04-14 22:36:13,693 INFO : TRAIN, epoch=0079, iter=00040/00196, fetch data time cost=1.53ms, fps=822 images/s, loss=0.8157, top1-acc=75.33%, top5-acc=95.73%, remaining_time=0:00:49.205208, arrival_time=2021-04-14 22:37:02.898479, cost_time=0:00:12.616721 2021-04-14 22:36:16,803 INFO : TRAIN, epoch=0079, iter=00050/00196, fetch data time cost=1.40ms, fps=823 images/s, loss=0.8216, top1-acc=75.17%, top5-acc=95.65%, remaining_time=0:00:45.923862, arrival_time=2021-04-14 22:37:02.727647, cost_time=0:00:15.727368 2021-04-14 22:36:19,907 INFO : TRAIN, epoch=0079, iter=00060/00196, fetch data time cost=2.55ms, fps=825 images/s, loss=0.8232, top1-acc=75.08%, top5-acc=95.52%, remaining_time=0:00:42.684552, arrival_time=2021-04-14 22:37:02.592451, cost_time=0:00:18.831437 2021-04-14 22:36:23,012 INFO : TRAIN, epoch=0079, iter=00070/00196, fetch data time cost=1.51ms, fps=825 images/s, loss=0.8325, top1-acc=74.75%, top5-acc=95.42%, remaining_time=0:00:39.483864, arrival_time=2021-04-14 22:37:02.495901, cost_time=0:00:21.935510 2021-04-14 22:36:26,127 INFO : TRAIN, epoch=0079, iter=00080/00196, fetch data time cost=2.24ms, fps=822 images/s, loss=0.8351, top1-acc=74.75%, top5-acc=95.37%, remaining_time=0:00:36.323312, arrival_time=2021-04-14 22:37:02.450317, cost_time=0:00:25.050593 2021-04-14 22:36:29,232 INFO : TRAIN, epoch=0079, iter=00090/00196, fetch data time cost=1.41ms, fps=825 images/s, loss=0.8427, top1-acc=74.44%, top5-acc=95.33%, remaining_time=0:00:33.161146, arrival_time=2021-04-14 22:37:02.393163, cost_time=0:00:28.155677 2021-04-14 22:36:32,336 INFO : TRAIN, epoch=0079, iter=00100/00196, fetch data time cost=1.65ms, fps=825 images/s, loss=0.8503, top1-acc=74.22%, top5-acc=95.26%, remaining_time=0:00:30.009600, arrival_time=2021-04-14 22:37:02.346024, cost_time=0:00:31.259990 2021-04-14 22:36:35,446 INFO : TRAIN, epoch=0079, iter=00110/00196, fetch data time cost=2.03ms, fps=823 images/s, loss=0.8501, top1-acc=74.24%, top5-acc=95.21%, remaining_time=0:00:26.870700, arrival_time=2021-04-14 22:37:02.316616, cost_time=0:00:34.369490 2021-04-14 22:36:38,544 INFO : TRAIN, epoch=0079, iter=00120/00196, fetch data time cost=1.49ms, fps=826 images/s, loss=0.8523, top1-acc=74.11%, top5-acc=95.20%, remaining_time=0:00:23.729480, arrival_time=2021-04-14 22:37:02.273471, cost_time=0:00:37.467650 2021-04-14 22:36:41,650 INFO : TRAIN, epoch=0079, iter=00130/00196, fetch data time cost=1.45ms, fps=824 images/s, loss=0.8568, top1-acc=74.00%, top5-acc=95.20%, remaining_time=0:00:20.598864, arrival_time=2021-04-14 22:37:02.248843, cost_time=0:00:40.573551 2021-04-14 22:36:44,749 INFO : TRAIN, epoch=0079, iter=00140/00196, fetch data time cost=1.63ms, fps=826 images/s, loss=0.8610, top1-acc=73.91%, top5-acc=95.17%, remaining_time=0:00:17.469144, arrival_time=2021-04-14 22:37:02.218353, cost_time=0:00:43.672882 2021-04-14 22:36:47,852 INFO : TRAIN, epoch=0079, iter=00150/00196, fetch data time cost=1.41ms, fps=825 images/s, loss=0.8659, top1-acc=73.75%, top5-acc=95.13%, remaining_time=0:00:14.344686, arrival_time=2021-04-14 22:37:02.197253, cost_time=0:00:46.776130 2021-04-14 22:36:50,959 INFO : TRAIN, epoch=0079, iter=00160/00196, fetch data time cost=1.35ms, fps=824 images/s, loss=0.8695, top1-acc=73.65%, top5-acc=95.08%, remaining_time=0:00:11.223612, arrival_time=2021-04-14 22:37:02.182887, cost_time=0:00:49.882714 2021-04-14 22:36:54,076 INFO : TRAIN, epoch=0079, iter=00170/00196, fetch data time cost=1.51ms, fps=821 images/s, loss=0.8716, top1-acc=73.58%, top5-acc=95.06%, remaining_time=0:00:08.105916, arrival_time=2021-04-14 22:37:02.182622, cost_time=0:00:53.000285 2021-04-14 22:36:57,182 INFO : TRAIN, epoch=0079, iter=00180/00196, fetch data time cost=1.47ms, fps=825 images/s, loss=0.8763, top1-acc=73.45%, top5-acc=95.01%, remaining_time=0:00:04.987152, arrival_time=2021-04-14 22:37:02.169076, cost_time=0:00:56.105509 2021-04-14 22:37:00,290 INFO : TRAIN, epoch=0079, iter=00190/00196, fetch data time cost=1.27ms, fps=824 images/s, loss=0.8771, top1-acc=73.45%, top5-acc=95.00%, remaining_time=0:00:01.869924, arrival_time=2021-04-14 22:37:02.160729, cost_time=0:00:59.214325 2021-04-14 22:37:01,945 INFO : TRAIN, epoch=0079, iter=00196/00196, fetch data time cost=1.28ms, fps=822 images/s, loss=0.8784, top1-acc=73.41%, top5-acc=94.99%, remaining_time=0:00:00, arrival_time=2021-04-14 22:37:01.945516, cost_time=0:01:00.869180 2021-04-14 22:37:03,021 INFO : EVAL, epoch=0079, iter=00010/00040, fetch data time cost=1.40ms, fps=2385 images/s, loss=1.4839, top1-acc=58.79%, top5-acc=86.41%, remaining_time=0:00:03.220260, arrival_time=2021-04-14 22:37:06.241229, cost_time=0:00:01.073417 2021-04-14 22:37:03,967 INFO : EVAL, epoch=0079, iter=00020/00040, fetch data time cost=1.54ms, fps=2706 images/s, loss=1.4540, top1-acc=59.43%, top5-acc=86.66%, remaining_time=0:00:02.019880, arrival_time=2021-04-14 22:37:05.987328, cost_time=0:00:02.019883 2021-04-14 22:37:04,913 INFO : EVAL, epoch=0079, iter=00030/00040, fetch data time cost=2.16ms, fps=2708 images/s, loss=1.4712, top1-acc=59.24%, top5-acc=86.74%, remaining_time=0:00:00.988560, arrival_time=2021-04-14 22:37:05.901802, cost_time=0:00:02.965687 2021-04-14 22:37:05,774 INFO : EVAL, epoch=0079, iter=00040/00040, fetch data time cost=0.08ms, fps=2695 images/s, loss=1.4555, top1-acc=59.54%, top5-acc=86.90%, remaining_time=0:00:00, arrival_time=2021-04-14 22:37:05.774716, cost_time=0:00:03.827263 2021-04-14 22:37:06,064 INFO : Epoch=0079 complete, best val top1-acc=62.80%, top5-acc=89.07% (epoch=69), remaining_time=2:11:32.478253, arrival_time=2021-04-15 00:48:38.542469, cost_time=1:25:52.940386 2021-04-14 22:37:06,065 INFO : Train start, epoch=0080, lr=0.066196 2021-04-14 22:37:09,389 INFO : TRAIN, epoch=0080, iter=00010/00196, fetch data time cost=2.00ms, fps=770 images/s, loss=0.8686, top1-acc=74.26%, top5-acc=95.12%, remaining_time=0:01:01.812636, arrival_time=2021-04-14 22:38:11.201849, cost_time=0:00:03.323261 2021-04-14 22:37:12,500 INFO : TRAIN, epoch=0080, iter=00020/00196, fetch data time cost=1.39ms, fps=823 images/s, loss=0.8464, top1-acc=74.41%, top5-acc=95.43%, remaining_time=0:00:56.626064, arrival_time=2021-04-14 22:38:09.126654, cost_time=0:00:06.434784 2021-04-14 22:37:15,615 INFO : TRAIN, epoch=0080, iter=00030/00196, fetch data time cost=1.44ms, fps=822 images/s, loss=0.8471, top1-acc=74.41%, top5-acc=95.42%, remaining_time=0:00:52.840124, arrival_time=2021-04-14 22:38:08.455350, cost_time=0:00:09.549424 2021-04-14 22:37:18,715 INFO : TRAIN, epoch=0080, iter=00040/00196, fetch data time cost=1.35ms, fps=826 images/s, loss=0.8436, top1-acc=74.58%, top5-acc=95.42%, remaining_time=0:00:49.331568, arrival_time=2021-04-14 22:38:08.046584, cost_time=0:00:12.649109 2021-04-14 22:37:21,824 INFO : TRAIN, epoch=0080, iter=00050/00196, fetch data time cost=3.00ms, fps=824 images/s, loss=0.8373, top1-acc=74.68%, top5-acc=95.48%, remaining_time=0:00:46.014528, arrival_time=2021-04-14 22:38:07.838829, cost_time=0:00:15.758411 2021-04-14 22:37:24,943 INFO : TRAIN, epoch=0080, iter=00060/00196, fetch data time cost=1.52ms, fps=821 images/s, loss=0.8415, top1-acc=74.54%, top5-acc=95.49%, remaining_time=0:00:42.789816, arrival_time=2021-04-14 22:38:07.733586, cost_time=0:00:18.877869 2021-04-14 22:37:28,051 INFO : TRAIN, epoch=0080, iter=00070/00196, fetch data time cost=1.41ms, fps=824 images/s, loss=0.8413, top1-acc=74.60%, top5-acc=95.53%, remaining_time=0:00:39.573450, arrival_time=2021-04-14 22:38:07.624619, cost_time=0:00:21.985281 2021-04-14 22:37:31,159 INFO : TRAIN, epoch=0080, iter=00080/00196, fetch data time cost=2.20ms, fps=824 images/s, loss=0.8432, top1-acc=74.60%, top5-acc=95.50%, remaining_time=0:00:36.385952, arrival_time=2021-04-14 22:38:07.545501, cost_time=0:00:25.093738 2021-04-14 22:37:34,273 INFO : TRAIN, epoch=0080, iter=00090/00196, fetch data time cost=1.54ms, fps=822 images/s, loss=0.8445, top1-acc=74.73%, top5-acc=95.49%, remaining_time=0:00:33.221990, arrival_time=2021-04-14 22:38:07.495239, cost_time=0:00:28.207317 2021-04-14 22:37:37,378 INFO : TRAIN, epoch=0080, iter=00100/00196, fetch data time cost=1.59ms, fps=825 images/s, loss=0.8468, top1-acc=74.66%, top5-acc=95.44%, remaining_time=0:00:30.060384, arrival_time=2021-04-14 22:38:07.439061, cost_time=0:00:31.312881 2021-04-14 22:37:40,480 INFO : TRAIN, epoch=0080, iter=00110/00196, fetch data time cost=1.70ms, fps=825 images/s, loss=0.8478, top1-acc=74.65%, top5-acc=95.40%, remaining_time=0:00:26.906132, arrival_time=2021-04-14 22:38:07.386733, cost_time=0:00:34.414788 2021-04-14 22:37:43,585 INFO : TRAIN, epoch=0080, iter=00120/00196, fetch data time cost=1.75ms, fps=825 images/s, loss=0.8519, top1-acc=74.47%, top5-acc=95.35%, remaining_time=0:00:23.762692, arrival_time=2021-04-14 22:38:07.348504, cost_time=0:00:37.520006 2021-04-14 22:37:46,684 INFO : TRAIN, epoch=0080, iter=00130/00196, fetch data time cost=1.37ms, fps=826 images/s, loss=0.8532, top1-acc=74.49%, top5-acc=95.32%, remaining_time=0:00:20.621568, arrival_time=2021-04-14 22:38:07.305751, cost_time=0:00:40.618279 2021-04-14 22:37:49,790 INFO : TRAIN, epoch=0080, iter=00140/00196, fetch data time cost=1.37ms, fps=824 images/s, loss=0.8561, top1-acc=74.43%, top5-acc=95.26%, remaining_time=0:00:17.489752, arrival_time=2021-04-14 22:38:07.280087, cost_time=0:00:43.724374 2021-04-14 22:37:52,906 INFO : TRAIN, epoch=0080, iter=00150/00196, fetch data time cost=2.20ms, fps=822 images/s, loss=0.8581, top1-acc=74.37%, top5-acc=95.18%, remaining_time=0:00:14.364420, arrival_time=2021-04-14 22:38:07.270824, cost_time=0:00:46.840561 2021-04-14 22:37:56,040 INFO : TRAIN, epoch=0080, iter=00160/00196, fetch data time cost=1.67ms, fps=817 images/s, loss=0.8626, top1-acc=74.26%, top5-acc=95.08%, remaining_time=0:00:11.244276, arrival_time=2021-04-14 22:38:07.284806, cost_time=0:00:49.974594 2021-04-14 22:37:59,146 INFO : TRAIN, epoch=0080, iter=00170/00196, fetch data time cost=1.35ms, fps=824 images/s, loss=0.8636, top1-acc=74.22%, top5-acc=95.07%, remaining_time=0:00:08.118240, arrival_time=2021-04-14 22:38:07.264858, cost_time=0:00:53.080816 2021-04-14 22:38:02,259 INFO : TRAIN, epoch=0080, iter=00180/00196, fetch data time cost=1.47ms, fps=823 images/s, loss=0.8686, top1-acc=74.05%, top5-acc=95.02%, remaining_time=0:00:04.994960, arrival_time=2021-04-14 22:38:07.254019, cost_time=0:00:56.193250 2021-04-14 22:38:05,367 INFO : TRAIN, epoch=0080, iter=00190/00196, fetch data time cost=2.03ms, fps=824 images/s, loss=0.8687, top1-acc=74.01%, top5-acc=95.03%, remaining_time=0:00:01.872696, arrival_time=2021-04-14 22:38:07.240584, cost_time=0:00:59.302041 2021-04-14 22:38:07,025 INFO : TRAIN, epoch=0080, iter=00196/00196, fetch data time cost=1.23ms, fps=821 images/s, loss=0.8703, top1-acc=73.98%, top5-acc=95.01%, remaining_time=0:00:00, arrival_time=2021-04-14 22:38:07.025288, cost_time=0:01:00.959486 2021-04-14 22:38:08,090 INFO : EVAL, epoch=0080, iter=00010/00040, fetch data time cost=2.01ms, fps=2408 images/s, loss=1.3803, top1-acc=61.80%, top5-acc=88.16%, remaining_time=0:00:03.189780, arrival_time=2021-04-14 22:38:11.280516, cost_time=0:00:01.063260 2021-04-14 22:38:09,038 INFO : EVAL, epoch=0080, iter=00020/00040, fetch data time cost=1.51ms, fps=2704 images/s, loss=1.4026, top1-acc=61.35%, top5-acc=87.75%, remaining_time=0:00:02.010660, arrival_time=2021-04-14 22:38:11.048750, cost_time=0:00:02.010663 2021-04-14 22:38:09,981 INFO : EVAL, epoch=0080, iter=00030/00040, fetch data time cost=2.04ms, fps=2716 images/s, loss=1.3801, top1-acc=61.80%, top5-acc=88.10%, remaining_time=0:00:00.984480, arrival_time=2021-04-14 22:38:10.965401, cost_time=0:00:02.953438 2021-04-14 22:38:10,841 INFO : EVAL, epoch=0080, iter=00040/00040, fetch data time cost=0.08ms, fps=2697 images/s, loss=1.4075, top1-acc=61.70%, top5-acc=87.98%, remaining_time=0:00:00, arrival_time=2021-04-14 22:38:10.841660, cost_time=0:00:03.814274 2021-04-14 22:38:11,135 INFO : Epoch=0080 complete, best val top1-acc=62.80%, top5-acc=89.07% (epoch=69), remaining_time=2:10:27.016800, arrival_time=2021-04-15 00:48:38.151826, cost_time=1:26:58.011200 2021-04-14 22:38:11,136 INFO : Train start, epoch=0081, lr=0.065451 2021-04-14 22:38:14,426 INFO : TRAIN, epoch=0081, iter=00010/00196, fetch data time cost=2.23ms, fps=778 images/s, loss=0.8133, top1-acc=76.05%, top5-acc=95.62%, remaining_time=0:01:01.184514, arrival_time=2021-04-14 22:39:15.610608, cost_time=0:00:03.289489 2021-04-14 22:38:17,535 INFO : TRAIN, epoch=0081, iter=00020/00196, fetch data time cost=1.61ms, fps=823 images/s, loss=0.8362, top1-acc=74.94%, top5-acc=95.35%, remaining_time=0:00:56.312960, arrival_time=2021-04-14 22:39:13.848768, cost_time=0:00:06.399207 2021-04-14 22:38:20,641 INFO : TRAIN, epoch=0081, iter=00030/00196, fetch data time cost=1.61ms, fps=824 images/s, loss=0.8377, top1-acc=74.44%, top5-acc=95.52%, remaining_time=0:00:52.594278, arrival_time=2021-04-14 22:39:13.235860, cost_time=0:00:09.504979 2021-04-14 22:38:23,748 INFO : TRAIN, epoch=0081, iter=00040/00196, fetch data time cost=1.69ms, fps=824 images/s, loss=0.8362, top1-acc=74.57%, top5-acc=95.58%, remaining_time=0:00:49.186800, arrival_time=2021-04-14 22:39:12.935413, cost_time=0:00:12.612002 2021-04-14 22:38:26,858 INFO : TRAIN, epoch=0081, iter=00050/00196, fetch data time cost=2.69ms, fps=823 images/s, loss=0.8328, top1-acc=74.69%, top5-acc=95.58%, remaining_time=0:00:45.908240, arrival_time=2021-04-14 22:39:12.766872, cost_time=0:00:15.722019 2021-04-14 22:38:29,968 INFO : TRAIN, epoch=0081, iter=00060/00196, fetch data time cost=1.64ms, fps=823 images/s, loss=0.8351, top1-acc=74.78%, top5-acc=95.52%, remaining_time=0:00:42.685504, arrival_time=2021-04-14 22:39:12.653919, cost_time=0:00:18.831811 2021-04-14 22:38:33,073 INFO : TRAIN, epoch=0081, iter=00070/00196, fetch data time cost=2.52ms, fps=825 images/s, loss=0.8275, top1-acc=74.97%, top5-acc=95.65%, remaining_time=0:00:39.485376, arrival_time=2021-04-14 22:39:12.558335, cost_time=0:00:21.936353 2021-04-14 22:38:36,179 INFO : TRAIN, epoch=0081, iter=00080/00196, fetch data time cost=2.26ms, fps=824 images/s, loss=0.8327, top1-acc=74.77%, top5-acc=95.65%, remaining_time=0:00:36.312756, arrival_time=2021-04-14 22:39:12.492644, cost_time=0:00:25.043275 2021-04-14 22:38:39,288 INFO : TRAIN, epoch=0081, iter=00090/00196, fetch data time cost=1.73ms, fps=824 images/s, loss=0.8375, top1-acc=74.72%, top5-acc=95.55%, remaining_time=0:00:33.157012, arrival_time=2021-04-14 22:39:12.445804, cost_time=0:00:28.152188 2021-04-14 22:38:42,394 INFO : TRAIN, epoch=0081, iter=00100/00196, fetch data time cost=1.33ms, fps=824 images/s, loss=0.8409, top1-acc=74.52%, top5-acc=95.49%, remaining_time=0:00:30.007584, arrival_time=2021-04-14 22:39:12.402109, cost_time=0:00:31.257911 2021-04-14 22:38:45,497 INFO : TRAIN, epoch=0081, iter=00110/00196, fetch data time cost=1.46ms, fps=825 images/s, loss=0.8394, top1-acc=74.62%, top5-acc=95.47%, remaining_time=0:00:26.864250, arrival_time=2021-04-14 22:39:12.362138, cost_time=0:00:34.361285 2021-04-14 22:38:48,609 INFO : TRAIN, epoch=0081, iter=00120/00196, fetch data time cost=1.52ms, fps=823 images/s, loss=0.8391, top1-acc=74.67%, top5-acc=95.50%, remaining_time=0:00:23.733052, arrival_time=2021-04-14 22:39:12.342883, cost_time=0:00:37.473225 2021-04-14 22:38:51,720 INFO : TRAIN, epoch=0081, iter=00130/00196, fetch data time cost=1.49ms, fps=823 images/s, loss=0.8443, top1-acc=74.44%, top5-acc=95.44%, remaining_time=0:00:20.604210, arrival_time=2021-04-14 22:39:12.324850, cost_time=0:00:40.584031 2021-04-14 22:38:54,826 INFO : TRAIN, epoch=0081, iter=00140/00196, fetch data time cost=1.45ms, fps=824 images/s, loss=0.8484, top1-acc=74.25%, top5-acc=95.41%, remaining_time=0:00:17.475920, arrival_time=2021-04-14 22:39:12.302374, cost_time=0:00:43.689841 2021-04-14 22:38:57,925 INFO : TRAIN, epoch=0081, iter=00150/00196, fetch data time cost=1.46ms, fps=826 images/s, loss=0.8498, top1-acc=74.17%, top5-acc=95.39%, remaining_time=0:00:14.348596, arrival_time=2021-04-14 22:39:12.274150, cost_time=0:00:46.788850 2021-04-14 22:39:01,028 INFO : TRAIN, epoch=0081, iter=00160/00196, fetch data time cost=1.44ms, fps=825 images/s, loss=0.8542, top1-acc=74.06%, top5-acc=95.31%, remaining_time=0:00:11.225700, arrival_time=2021-04-14 22:39:12.254210, cost_time=0:00:49.891926 2021-04-14 22:39:04,139 INFO : TRAIN, epoch=0081, iter=00170/00196, fetch data time cost=2.03ms, fps=823 images/s, loss=0.8555, top1-acc=74.03%, top5-acc=95.26%, remaining_time=0:00:08.106332, arrival_time=2021-04-14 22:39:12.245932, cost_time=0:00:53.002990 2021-04-14 22:39:07,248 INFO : TRAIN, epoch=0081, iter=00180/00196, fetch data time cost=1.53ms, fps=824 images/s, loss=0.8558, top1-acc=74.04%, top5-acc=95.26%, remaining_time=0:00:04.987696, arrival_time=2021-04-14 22:39:12.235991, cost_time=0:00:56.111546 2021-04-14 22:39:10,351 INFO : TRAIN, epoch=0081, iter=00190/00196, fetch data time cost=1.85ms, fps=825 images/s, loss=0.8593, top1-acc=73.92%, top5-acc=95.22%, remaining_time=0:00:01.869936, arrival_time=2021-04-14 22:39:12.221182, cost_time=0:00:59.214586 2021-04-14 22:39:12,008 INFO : TRAIN, epoch=0081, iter=00196/00196, fetch data time cost=1.84ms, fps=821 images/s, loss=0.8621, top1-acc=73.87%, top5-acc=95.22%, remaining_time=0:00:00, arrival_time=2021-04-14 22:39:12.007923, cost_time=0:01:00.871344 2021-04-14 22:39:13,066 INFO : EVAL, epoch=0081, iter=00010/00040, fetch data time cost=1.51ms, fps=2423 images/s, loss=1.4290, top1-acc=61.25%, top5-acc=87.38%, remaining_time=0:00:03.169560, arrival_time=2021-04-14 22:39:16.236000, cost_time=0:00:01.056521 2021-04-14 22:39:14,010 INFO : EVAL, epoch=0081, iter=00020/00040, fetch data time cost=1.30ms, fps=2713 images/s, loss=1.4175, top1-acc=61.29%, top5-acc=87.42%, remaining_time=0:00:02.000340, arrival_time=2021-04-14 22:39:16.010569, cost_time=0:00:02.000340 2021-04-14 22:39:14,960 INFO : EVAL, epoch=0081, iter=00030/00040, fetch data time cost=1.39ms, fps=2697 images/s, loss=1.4124, top1-acc=61.25%, top5-acc=87.55%, remaining_time=0:00:00.983310, arrival_time=2021-04-14 22:39:15.943221, cost_time=0:00:02.949928 2021-04-14 22:39:15,824 INFO : EVAL, epoch=0081, iter=00040/00040, fetch data time cost=0.11ms, fps=2685 images/s, loss=1.3975, top1-acc=61.67%, top5-acc=87.88%, remaining_time=0:00:00, arrival_time=2021-04-14 22:39:15.824513, cost_time=0:00:03.814596 2021-04-14 22:39:16,139 INFO : Epoch=0081 complete, best val top1-acc=62.80%, top5-acc=89.07% (epoch=69), remaining_time=2:09:21.467266, arrival_time=2021-04-15 00:48:37.606637, cost_time=1:28:03.015516 2021-04-14 22:39:16,141 INFO : Train start, epoch=0082, lr=0.064702 2021-04-14 22:39:19,425 INFO : TRAIN, epoch=0082, iter=00010/00196, fetch data time cost=2.28ms, fps=779 images/s, loss=0.8317, top1-acc=75.27%, top5-acc=95.86%, remaining_time=0:01:01.087050, arrival_time=2021-04-14 22:40:20.512852, cost_time=0:00:03.284251 2021-04-14 22:39:22,532 INFO : TRAIN, epoch=0082, iter=00020/00196, fetch data time cost=1.57ms, fps=824 images/s, loss=0.8316, top1-acc=74.67%, top5-acc=95.61%, remaining_time=0:00:56.239920, arrival_time=2021-04-14 22:40:18.772381, cost_time=0:00:06.390896 2021-04-14 22:39:25,639 INFO : TRAIN, epoch=0082, iter=00030/00196, fetch data time cost=2.32ms, fps=824 images/s, loss=0.8227, top1-acc=74.86%, top5-acc=95.86%, remaining_time=0:00:52.552612, arrival_time=2021-04-14 22:40:18.191671, cost_time=0:00:09.497462 2021-04-14 22:39:28,743 INFO : TRAIN, epoch=0082, iter=00040/00196, fetch data time cost=2.07ms, fps=825 images/s, loss=0.8172, top1-acc=75.04%, top5-acc=95.84%, remaining_time=0:00:49.145460, arrival_time=2021-04-14 22:40:17.888441, cost_time=0:00:12.601413 2021-04-14 22:39:31,848 INFO : TRAIN, epoch=0082, iter=00050/00196, fetch data time cost=1.52ms, fps=824 images/s, loss=0.8181, top1-acc=75.17%, top5-acc=95.83%, remaining_time=0:00:45.864732, arrival_time=2021-04-14 22:40:17.713396, cost_time=0:00:15.707103 2021-04-14 22:39:34,958 INFO : TRAIN, epoch=0082, iter=00060/00196, fetch data time cost=1.39ms, fps=824 images/s, loss=0.8201, top1-acc=75.17%, top5-acc=95.74%, remaining_time=0:00:42.650416, arrival_time=2021-04-14 22:40:17.608422, cost_time=0:00:18.816340 2021-04-14 22:39:38,060 INFO : TRAIN, epoch=0082, iter=00070/00196, fetch data time cost=1.52ms, fps=825 images/s, loss=0.8189, top1-acc=75.17%, top5-acc=95.68%, remaining_time=0:00:39.453246, arrival_time=2021-04-14 22:40:17.513259, cost_time=0:00:21.918456 2021-04-14 22:39:41,183 INFO : TRAIN, epoch=0082, iter=00080/00196, fetch data time cost=1.41ms, fps=820 images/s, loss=0.8219, top1-acc=75.11%, top5-acc=95.68%, remaining_time=0:00:36.310900, arrival_time=2021-04-14 22:40:17.494495, cost_time=0:00:25.041967 2021-04-14 22:39:44,294 INFO : TRAIN, epoch=0082, iter=00090/00196, fetch data time cost=1.40ms, fps=823 images/s, loss=0.8267, top1-acc=74.94%, top5-acc=95.59%, remaining_time=0:00:33.157754, arrival_time=2021-04-14 22:40:17.452154, cost_time=0:00:28.152842 2021-04-14 22:39:47,416 INFO : TRAIN, epoch=0082, iter=00100/00196, fetch data time cost=1.56ms, fps=820 images/s, loss=0.8287, top1-acc=74.89%, top5-acc=95.61%, remaining_time=0:00:30.023904, arrival_time=2021-04-14 22:40:17.440323, cost_time=0:00:31.274868 2021-04-14 22:39:50,519 INFO : TRAIN, epoch=0082, iter=00110/00196, fetch data time cost=1.68ms, fps=825 images/s, loss=0.8310, top1-acc=74.87%, top5-acc=95.56%, remaining_time=0:00:26.877064, arrival_time=2021-04-14 22:40:17.396235, cost_time=0:00:34.377591 2021-04-14 22:39:53,630 INFO : TRAIN, epoch=0082, iter=00120/00196, fetch data time cost=1.38ms, fps=823 images/s, loss=0.8305, top1-acc=74.81%, top5-acc=95.56%, remaining_time=0:00:23.743160, arrival_time=2021-04-14 22:40:17.373866, cost_time=0:00:37.489145 2021-04-14 22:39:56,732 INFO : TRAIN, epoch=0082, iter=00130/00196, fetch data time cost=1.45ms, fps=825 images/s, loss=0.8355, top1-acc=74.69%, top5-acc=95.50%, remaining_time=0:00:20.607774, arrival_time=2021-04-14 22:40:17.340451, cost_time=0:00:40.591134 2021-04-14 22:39:59,831 INFO : TRAIN, epoch=0082, iter=00140/00196, fetch data time cost=1.39ms, fps=826 images/s, loss=0.8389, top1-acc=74.60%, top5-acc=95.46%, remaining_time=0:00:17.476032, arrival_time=2021-04-14 22:40:17.307749, cost_time=0:00:43.690106 2021-04-14 22:40:02,936 INFO : TRAIN, epoch=0082, iter=00150/00196, fetch data time cost=1.53ms, fps=825 images/s, loss=0.8445, top1-acc=74.43%, top5-acc=95.39%, remaining_time=0:00:14.350436, arrival_time=2021-04-14 22:40:17.286815, cost_time=0:00:46.794830 2021-04-14 22:40:06,048 INFO : TRAIN, epoch=0082, iter=00160/00196, fetch data time cost=1.41ms, fps=823 images/s, loss=0.8464, top1-acc=74.38%, top5-acc=95.33%, remaining_time=0:00:11.228940, arrival_time=2021-04-14 22:40:17.277024, cost_time=0:00:49.906406 2021-04-14 22:40:09,156 INFO : TRAIN, epoch=0082, iter=00170/00196, fetch data time cost=1.90ms, fps=824 images/s, loss=0.8514, top1-acc=74.19%, top5-acc=95.32%, remaining_time=0:00:08.108074, arrival_time=2021-04-14 22:40:17.263986, cost_time=0:00:53.014349 2021-04-14 22:40:12,269 INFO : TRAIN, epoch=0082, iter=00180/00196, fetch data time cost=1.64ms, fps=822 images/s, loss=0.8550, top1-acc=74.10%, top5-acc=95.26%, remaining_time=0:00:04.989120, arrival_time=2021-04-14 22:40:17.258535, cost_time=0:00:56.127678 2021-04-14 22:40:15,380 INFO : TRAIN, epoch=0082, iter=00190/00196, fetch data time cost=1.31ms, fps=823 images/s, loss=0.8578, top1-acc=74.06%, top5-acc=95.22%, remaining_time=0:00:01.870710, arrival_time=2021-04-14 22:40:17.251379, cost_time=0:00:59.239094 2021-04-14 22:40:17,034 INFO : TRAIN, epoch=0082, iter=00196/00196, fetch data time cost=1.19ms, fps=823 images/s, loss=0.8610, top1-acc=74.01%, top5-acc=95.20%, remaining_time=0:00:00, arrival_time=2021-04-14 22:40:17.034601, cost_time=0:01:00.892936 2021-04-14 22:40:18,130 INFO : EVAL, epoch=0082, iter=00010/00040, fetch data time cost=1.60ms, fps=2343 images/s, loss=1.3217, top1-acc=63.40%, top5-acc=89.84%, remaining_time=0:00:03.278100, arrival_time=2021-04-14 22:40:21.408316, cost_time=0:00:01.092697 2021-04-14 22:40:19,075 INFO : EVAL, epoch=0082, iter=00020/00040, fetch data time cost=1.33ms, fps=2711 images/s, loss=1.3245, top1-acc=63.65%, top5-acc=89.22%, remaining_time=0:00:02.037480, arrival_time=2021-04-14 22:40:21.112667, cost_time=0:00:02.037486 2021-04-14 22:40:20,016 INFO : EVAL, epoch=0082, iter=00030/00040, fetch data time cost=1.51ms, fps=2720 images/s, loss=1.3337, top1-acc=62.93%, top5-acc=89.19%, remaining_time=0:00:00.993130, arrival_time=2021-04-14 22:40:21.010032, cost_time=0:00:02.979393 2021-04-14 22:40:20,875 INFO : EVAL, epoch=0082, iter=00040/00040, fetch data time cost=0.08ms, fps=2702 images/s, loss=1.3179, top1-acc=63.13%, top5-acc=89.07%, remaining_time=0:00:00, arrival_time=2021-04-14 22:40:20.875874, cost_time=0:00:03.838402 2021-04-14 22:40:21,369 INFO : Epoch=0082 complete, best val top1-acc=63.13%, top5-acc=89.07% (epoch=82), remaining_time=2:08:16.256180, arrival_time=2021-04-15 00:48:37.625861, cost_time=1:29:08.245851 2021-04-14 22:40:21,371 INFO : Train start, epoch=0083, lr=0.063950 2021-04-14 22:40:24,654 INFO : TRAIN, epoch=0083, iter=00010/00196, fetch data time cost=1.54ms, fps=780 images/s, loss=0.8383, top1-acc=74.84%, top5-acc=95.78%, remaining_time=0:01:01.068264, arrival_time=2021-04-14 22:41:25.722768, cost_time=0:00:03.283245 2021-04-14 22:40:27,758 INFO : TRAIN, epoch=0083, iter=00020/00196, fetch data time cost=1.62ms, fps=825 images/s, loss=0.8334, top1-acc=74.98%, top5-acc=95.62%, remaining_time=0:00:56.208944, arrival_time=2021-04-14 22:41:23.967582, cost_time=0:00:06.387375 2021-04-14 22:40:30,857 INFO : TRAIN, epoch=0083, iter=00030/00196, fetch data time cost=1.46ms, fps=826 images/s, loss=0.8323, top1-acc=75.17%, top5-acc=95.52%, remaining_time=0:00:52.490362, arrival_time=2021-04-14 22:41:23.347833, cost_time=0:00:09.486219 2021-04-14 22:40:33,967 INFO : TRAIN, epoch=0083, iter=00040/00196, fetch data time cost=2.01ms, fps=823 images/s, loss=0.8268, top1-acc=75.38%, top5-acc=95.69%, remaining_time=0:00:49.125336, arrival_time=2021-04-14 22:41:23.092938, cost_time=0:00:12.596235 2021-04-14 22:40:37,072 INFO : TRAIN, epoch=0083, iter=00050/00196, fetch data time cost=1.58ms, fps=825 images/s, loss=0.8190, top1-acc=75.37%, top5-acc=95.84%, remaining_time=0:00:45.847504, arrival_time=2021-04-14 22:41:22.919900, cost_time=0:00:15.701224 2021-04-14 22:40:40,174 INFO : TRAIN, epoch=0083, iter=00060/00196, fetch data time cost=1.41ms, fps=825 images/s, loss=0.8219, top1-acc=75.14%, top5-acc=95.85%, remaining_time=0:00:42.620768, arrival_time=2021-04-14 22:41:22.795285, cost_time=0:00:18.803258 2021-04-14 22:40:43,275 INFO : TRAIN, epoch=0083, iter=00070/00196, fetch data time cost=1.43ms, fps=826 images/s, loss=0.8228, top1-acc=75.12%, top5-acc=95.76%, remaining_time=0:00:39.427542, arrival_time=2021-04-14 22:41:22.703018, cost_time=0:00:21.904223 2021-04-14 22:40:46,376 INFO : TRAIN, epoch=0083, iter=00080/00196, fetch data time cost=2.13ms, fps=826 images/s, loss=0.8259, top1-acc=74.98%, top5-acc=95.74%, remaining_time=0:00:36.257656, arrival_time=2021-04-14 22:41:22.634215, cost_time=0:00:25.005250 2021-04-14 22:40:49,479 INFO : TRAIN, epoch=0083, iter=00090/00196, fetch data time cost=1.44ms, fps=825 images/s, loss=0.8292, top1-acc=74.87%, top5-acc=95.69%, remaining_time=0:00:33.104966, arrival_time=2021-04-14 22:41:22.584128, cost_time=0:00:28.107986 2021-04-14 22:40:52,586 INFO : TRAIN, epoch=0083, iter=00100/00196, fetch data time cost=1.69ms, fps=824 images/s, loss=0.8284, top1-acc=74.82%, top5-acc=95.67%, remaining_time=0:00:29.966304, arrival_time=2021-04-14 22:41:22.552437, cost_time=0:00:31.214884 2021-04-14 22:40:55,685 INFO : TRAIN, epoch=0083, iter=00110/00196, fetch data time cost=1.49ms, fps=826 images/s, loss=0.8346, top1-acc=74.67%, top5-acc=95.61%, remaining_time=0:00:26.827442, arrival_time=2021-04-14 22:41:22.512839, cost_time=0:00:34.314216 2021-04-14 22:40:58,785 INFO : TRAIN, epoch=0083, iter=00120/00196, fetch data time cost=1.62ms, fps=826 images/s, loss=0.8351, top1-acc=74.63%, top5-acc=95.59%, remaining_time=0:00:23.695660, arrival_time=2021-04-14 22:41:22.481152, cost_time=0:00:37.414232 2021-04-14 22:41:01,899 INFO : TRAIN, epoch=0083, iter=00130/00196, fetch data time cost=2.10ms, fps=822 images/s, loss=0.8355, top1-acc=74.62%, top5-acc=95.55%, remaining_time=0:00:20.575566, arrival_time=2021-04-14 22:41:22.474490, cost_time=0:00:40.527632 2021-04-14 22:41:05,011 INFO : TRAIN, epoch=0083, iter=00140/00196, fetch data time cost=2.01ms, fps=823 images/s, loss=0.8387, top1-acc=74.57%, top5-acc=95.52%, remaining_time=0:00:17.455928, arrival_time=2021-04-14 22:41:22.467021, cost_time=0:00:43.639834 2021-04-14 22:41:08,119 INFO : TRAIN, epoch=0083, iter=00150/00196, fetch data time cost=1.46ms, fps=824 images/s, loss=0.8415, top1-acc=74.48%, top5-acc=95.48%, remaining_time=0:00:14.335992, arrival_time=2021-04-14 22:41:22.455063, cost_time=0:00:46.747818 2021-04-14 22:41:11,222 INFO : TRAIN, epoch=0083, iter=00160/00196, fetch data time cost=1.42ms, fps=825 images/s, loss=0.8438, top1-acc=74.38%, top5-acc=95.40%, remaining_time=0:00:11.216412, arrival_time=2021-04-14 22:41:22.438370, cost_time=0:00:49.850696 2021-04-14 22:41:14,322 INFO : TRAIN, epoch=0083, iter=00170/00196, fetch data time cost=1.69ms, fps=826 images/s, loss=0.8458, top1-acc=74.35%, top5-acc=95.38%, remaining_time=0:00:08.098402, arrival_time=2021-04-14 22:41:22.420693, cost_time=0:00:52.951031 2021-04-14 22:41:17,434 INFO : TRAIN, epoch=0083, iter=00180/00196, fetch data time cost=1.41ms, fps=823 images/s, loss=0.8501, top1-acc=74.22%, top5-acc=95.34%, remaining_time=0:00:04.983376, arrival_time=2021-04-14 22:41:22.417566, cost_time=0:00:56.062936 2021-04-14 22:41:20,543 INFO : TRAIN, epoch=0083, iter=00190/00196, fetch data time cost=1.91ms, fps=823 images/s, loss=0.8515, top1-acc=74.17%, top5-acc=95.30%, remaining_time=0:00:01.868604, arrival_time=2021-04-14 22:41:22.412294, cost_time=0:00:59.172393 2021-04-14 22:41:22,198 INFO : TRAIN, epoch=0083, iter=00196/00196, fetch data time cost=1.27ms, fps=822 images/s, loss=0.8534, top1-acc=74.14%, top5-acc=95.28%, remaining_time=0:00:00, arrival_time=2021-04-14 22:41:22.198323, cost_time=0:01:00.827066 2021-04-14 22:41:23,282 INFO : EVAL, epoch=0083, iter=00010/00040, fetch data time cost=2.25ms, fps=2366 images/s, loss=1.4597, top1-acc=60.59%, top5-acc=86.25%, remaining_time=0:00:03.246000, arrival_time=2021-04-14 22:41:26.528484, cost_time=0:00:01.081999 2021-04-14 22:41:24,224 INFO : EVAL, epoch=0083, iter=00020/00040, fetch data time cost=1.80ms, fps=2718 images/s, loss=1.4460, top1-acc=60.78%, top5-acc=86.66%, remaining_time=0:00:02.024420, arrival_time=2021-04-14 22:41:26.249318, cost_time=0:00:02.024415 2021-04-14 22:41:25,166 INFO : EVAL, epoch=0083, iter=00030/00040, fetch data time cost=1.48ms, fps=2720 images/s, loss=1.4748, top1-acc=60.21%, top5-acc=86.35%, remaining_time=0:00:00.988750, arrival_time=2021-04-14 22:41:26.155376, cost_time=0:00:02.966238 2021-04-14 22:41:26,025 INFO : EVAL, epoch=0083, iter=00040/00040, fetch data time cost=0.09ms, fps=2702 images/s, loss=1.4990, top1-acc=60.01%, top5-acc=86.40%, remaining_time=0:00:00, arrival_time=2021-04-14 22:41:26.025659, cost_time=0:00:03.825201 2021-04-14 22:41:26,302 INFO : Epoch=0083 complete, best val top1-acc=63.13%, top5-acc=89.07% (epoch=82), remaining_time=2:07:10.625691, arrival_time=2021-04-15 00:48:36.928486, cost_time=1:30:13.178949 2021-04-14 22:41:26,305 INFO : Train start, epoch=0084, lr=0.063194 2021-04-14 22:41:29,595 INFO : TRAIN, epoch=0084, iter=00010/00196, fetch data time cost=1.95ms, fps=778 images/s, loss=0.8016, top1-acc=75.43%, top5-acc=96.13%, remaining_time=0:01:01.199766, arrival_time=2021-04-14 22:42:30.795279, cost_time=0:00:03.290307 2021-04-14 22:41:32,702 INFO : TRAIN, epoch=0084, iter=00020/00196, fetch data time cost=1.58ms, fps=824 images/s, loss=0.7847, top1-acc=76.45%, top5-acc=96.02%, remaining_time=0:00:56.299584, arrival_time=2021-04-14 22:42:29.002446, cost_time=0:00:06.397682 2021-04-14 22:41:35,811 INFO : TRAIN, epoch=0084, iter=00030/00196, fetch data time cost=1.53ms, fps=824 images/s, loss=0.7817, top1-acc=76.58%, top5-acc=96.08%, remaining_time=0:00:52.602910, arrival_time=2021-04-14 22:42:28.414664, cost_time=0:00:09.506563 2021-04-14 22:41:38,912 INFO : TRAIN, epoch=0084, iter=00040/00196, fetch data time cost=1.54ms, fps=826 images/s, loss=0.7859, top1-acc=76.33%, top5-acc=95.98%, remaining_time=0:00:49.169328, arrival_time=2021-04-14 22:42:28.082036, cost_time=0:00:12.607522 2021-04-14 22:41:42,014 INFO : TRAIN, epoch=0084, iter=00050/00196, fetch data time cost=1.59ms, fps=826 images/s, loss=0.7850, top1-acc=76.37%, top5-acc=95.92%, remaining_time=0:00:45.870572, arrival_time=2021-04-14 22:42:27.884886, cost_time=0:00:15.709123 2021-04-14 22:41:45,124 INFO : TRAIN, epoch=0084, iter=00060/00196, fetch data time cost=1.36ms, fps=823 images/s, loss=0.7887, top1-acc=76.28%, top5-acc=95.94%, remaining_time=0:00:42.656264, arrival_time=2021-04-14 22:42:27.780577, cost_time=0:00:18.818964 2021-04-14 22:41:48,243 INFO : TRAIN, epoch=0084, iter=00070/00196, fetch data time cost=1.49ms, fps=821 images/s, loss=0.7953, top1-acc=76.03%, top5-acc=95.84%, remaining_time=0:00:39.489282, arrival_time=2021-04-14 22:42:27.733092, cost_time=0:00:21.938513 2021-04-14 22:41:51,354 INFO : TRAIN, epoch=0084, iter=00080/00196, fetch data time cost=1.63ms, fps=823 images/s, loss=0.8059, top1-acc=75.76%, top5-acc=95.72%, remaining_time=0:00:36.321456, arrival_time=2021-04-14 22:42:27.675999, cost_time=0:00:25.049250 2021-04-14 22:41:54,457 INFO : TRAIN, epoch=0084, iter=00090/00196, fetch data time cost=1.47ms, fps=825 images/s, loss=0.8135, top1-acc=75.52%, top5-acc=95.62%, remaining_time=0:00:33.157436, arrival_time=2021-04-14 22:42:27.615169, cost_time=0:00:28.152554 2021-04-14 22:41:57,566 INFO : TRAIN, epoch=0084, iter=00100/00196, fetch data time cost=1.42ms, fps=824 images/s, loss=0.8182, top1-acc=75.36%, top5-acc=95.54%, remaining_time=0:00:30.010656, arrival_time=2021-04-14 22:42:27.577168, cost_time=0:00:31.261067 2021-04-14 22:42:00,679 INFO : TRAIN, epoch=0084, iter=00110/00196, fetch data time cost=2.16ms, fps=823 images/s, loss=0.8193, top1-acc=75.22%, top5-acc=95.56%, remaining_time=0:00:26.874398, arrival_time=2021-04-14 22:42:27.553907, cost_time=0:00:34.374278 2021-04-14 22:42:03,790 INFO : TRAIN, epoch=0084, iter=00120/00196, fetch data time cost=1.43ms, fps=823 images/s, loss=0.8245, top1-acc=75.12%, top5-acc=95.49%, remaining_time=0:00:23.740424, arrival_time=2021-04-14 22:42:27.530480, cost_time=0:00:37.484861 2021-04-14 22:42:06,898 INFO : TRAIN, epoch=0084, iter=00130/00196, fetch data time cost=2.71ms, fps=824 images/s, loss=0.8220, top1-acc=75.21%, top5-acc=95.54%, remaining_time=0:00:20.608830, arrival_time=2021-04-14 22:42:27.507110, cost_time=0:00:40.593095 2021-04-14 22:42:10,008 INFO : TRAIN, epoch=0084, iter=00140/00196, fetch data time cost=1.35ms, fps=823 images/s, loss=0.8231, top1-acc=75.18%, top5-acc=95.55%, remaining_time=0:00:17.481128, arrival_time=2021-04-14 22:42:27.489122, cost_time=0:00:43.702805 2021-04-14 22:42:13,108 INFO : TRAIN, epoch=0084, iter=00150/00196, fetch data time cost=1.46ms, fps=826 images/s, loss=0.8231, top1-acc=75.08%, top5-acc=95.53%, remaining_time=0:00:14.352874, arrival_time=2021-04-14 22:42:27.460990, cost_time=0:00:46.802918 2021-04-14 22:42:16,208 INFO : TRAIN, epoch=0084, iter=00160/00196, fetch data time cost=1.41ms, fps=826 images/s, loss=0.8244, top1-acc=75.11%, top5-acc=95.56%, remaining_time=0:00:11.228112, arrival_time=2021-04-14 22:42:27.436076, cost_time=0:00:49.902768 2021-04-14 22:42:19,321 INFO : TRAIN, epoch=0084, iter=00170/00196, fetch data time cost=1.50ms, fps=822 images/s, loss=0.8261, top1-acc=75.00%, top5-acc=95.54%, remaining_time=0:00:08.108412, arrival_time=2021-04-14 22:42:27.430261, cost_time=0:00:53.016603 2021-04-14 22:42:22,427 INFO : TRAIN, epoch=0084, iter=00180/00196, fetch data time cost=1.95ms, fps=825 images/s, loss=0.8295, top1-acc=74.90%, top5-acc=95.49%, remaining_time=0:00:04.988608, arrival_time=2021-04-14 22:42:27.415586, cost_time=0:00:56.121762 2021-04-14 22:42:25,533 INFO : TRAIN, epoch=0084, iter=00190/00196, fetch data time cost=1.97ms, fps=824 images/s, loss=0.8323, top1-acc=74.83%, top5-acc=95.46%, remaining_time=0:00:01.870362, arrival_time=2021-04-14 22:42:27.403713, cost_time=0:00:59.228111 2021-04-14 22:42:27,188 INFO : TRAIN, epoch=0084, iter=00196/00196, fetch data time cost=1.40ms, fps=822 images/s, loss=0.8347, top1-acc=74.77%, top5-acc=95.43%, remaining_time=0:00:00, arrival_time=2021-04-14 22:42:27.188289, cost_time=0:01:00.883198 2021-04-14 22:42:28,253 INFO : EVAL, epoch=0084, iter=00010/00040, fetch data time cost=1.35ms, fps=2408 images/s, loss=1.5209, top1-acc=59.02%, top5-acc=86.17%, remaining_time=0:00:03.189360, arrival_time=2021-04-14 22:42:31.442877, cost_time=0:00:01.063124 2021-04-14 22:42:29,194 INFO : EVAL, epoch=0084, iter=00020/00040, fetch data time cost=1.54ms, fps=2723 images/s, loss=1.4819, top1-acc=59.59%, top5-acc=86.93%, remaining_time=0:00:02.003960, arrival_time=2021-04-14 22:42:31.198228, cost_time=0:00:02.003959 2021-04-14 22:42:30,139 INFO : EVAL, epoch=0084, iter=00030/00040, fetch data time cost=1.96ms, fps=2709 images/s, loss=1.4690, top1-acc=59.57%, top5-acc=86.85%, remaining_time=0:00:00.983130, arrival_time=2021-04-14 22:42:31.122923, cost_time=0:00:02.949394 2021-04-14 22:42:30,999 INFO : EVAL, epoch=0084, iter=00040/00040, fetch data time cost=0.09ms, fps=2702 images/s, loss=1.4704, top1-acc=59.66%, top5-acc=86.93%, remaining_time=0:00:00, arrival_time=2021-04-14 22:42:30.998964, cost_time=0:00:03.808664 2021-04-14 22:42:31,274 INFO : Epoch=0084 complete, best val top1-acc=63.13%, top5-acc=89.07% (epoch=82), remaining_time=2:06:05.065048, arrival_time=2021-04-15 00:48:36.339456, cost_time=1:31:18.150588 2021-04-14 22:42:31,275 INFO : Train start, epoch=0085, lr=0.062434 2021-04-14 22:42:34,598 INFO : TRAIN, epoch=0085, iter=00010/00196, fetch data time cost=2.26ms, fps=770 images/s, loss=0.8009, top1-acc=75.94%, top5-acc=95.70%, remaining_time=0:01:01.799616, arrival_time=2021-04-14 22:43:36.398236, cost_time=0:00:03.322557 2021-04-14 22:42:37,714 INFO : TRAIN, epoch=0085, iter=00020/00196, fetch data time cost=2.34ms, fps=822 images/s, loss=0.7914, top1-acc=76.04%, top5-acc=95.90%, remaining_time=0:00:56.656336, arrival_time=2021-04-14 22:43:34.370631, cost_time=0:00:06.438213 2021-04-14 22:42:40,834 INFO : TRAIN, epoch=0085, iter=00030/00196, fetch data time cost=1.59ms, fps=821 images/s, loss=0.7973, top1-acc=75.77%, top5-acc=95.85%, remaining_time=0:00:52.887766, arrival_time=2021-04-14 22:43:33.721942, cost_time=0:00:09.558022 2021-04-14 22:42:43,939 INFO : TRAIN, epoch=0085, iter=00040/00196, fetch data time cost=2.22ms, fps=825 images/s, loss=0.7981, top1-acc=75.62%, top5-acc=95.94%, remaining_time=0:00:49.388196, arrival_time=2021-04-14 22:43:33.327861, cost_time=0:00:12.663637 2021-04-14 22:42:47,048 INFO : TRAIN, epoch=0085, iter=00050/00196, fetch data time cost=2.62ms, fps=824 images/s, loss=0.7986, top1-acc=75.55%, top5-acc=95.84%, remaining_time=0:00:46.056284, arrival_time=2021-04-14 22:43:33.105058, cost_time=0:00:15.772689 2021-04-14 22:42:50,158 INFO : TRAIN, epoch=0085, iter=00060/00196, fetch data time cost=1.97ms, fps=823 images/s, loss=0.8016, top1-acc=75.40%, top5-acc=95.89%, remaining_time=0:00:42.801104, arrival_time=2021-04-14 22:43:32.959971, cost_time=0:00:18.882820 2021-04-14 22:42:53,259 INFO : TRAIN, epoch=0085, iter=00070/00196, fetch data time cost=1.68ms, fps=826 images/s, loss=0.7997, top1-acc=75.54%, top5-acc=95.92%, remaining_time=0:00:39.570300, arrival_time=2021-04-14 22:43:32.829797, cost_time=0:00:21.983472 2021-04-14 22:42:56,357 INFO : TRAIN, epoch=0085, iter=00080/00196, fetch data time cost=1.45ms, fps=827 images/s, loss=0.7979, top1-acc=75.66%, top5-acc=95.94%, remaining_time=0:00:36.367856, arrival_time=2021-04-14 22:43:32.725201, cost_time=0:00:25.081320 2021-04-14 22:42:59,463 INFO : TRAIN, epoch=0085, iter=00090/00196, fetch data time cost=1.62ms, fps=824 images/s, loss=0.8038, top1-acc=75.39%, top5-acc=95.89%, remaining_time=0:00:33.198776, arrival_time=2021-04-14 22:43:32.662452, cost_time=0:00:28.187638 2021-04-14 22:43:02,576 INFO : TRAIN, epoch=0085, iter=00100/00196, fetch data time cost=2.25ms, fps=823 images/s, loss=0.8088, top1-acc=75.26%, top5-acc=95.86%, remaining_time=0:00:30.048480, arrival_time=2021-04-14 22:43:32.625025, cost_time=0:00:31.300465 2021-04-14 22:43:05,693 INFO : TRAIN, epoch=0085, iter=00110/00196, fetch data time cost=1.57ms, fps=822 images/s, loss=0.8148, top1-acc=75.12%, top5-acc=95.75%, remaining_time=0:00:26.907852, arrival_time=2021-04-14 22:43:32.601090, cost_time=0:00:34.417061 2021-04-14 22:43:08,799 INFO : TRAIN, epoch=0085, iter=00120/00196, fetch data time cost=2.10ms, fps=824 images/s, loss=0.8158, top1-acc=75.11%, top5-acc=95.76%, remaining_time=0:00:23.764516, arrival_time=2021-04-14 22:43:32.563542, cost_time=0:00:37.522952 2021-04-14 22:43:11,901 INFO : TRAIN, epoch=0085, iter=00130/00196, fetch data time cost=1.41ms, fps=825 images/s, loss=0.8207, top1-acc=74.98%, top5-acc=95.68%, remaining_time=0:00:20.624934, arrival_time=2021-04-14 22:43:32.525887, cost_time=0:00:40.624931 2021-04-14 22:43:15,010 INFO : TRAIN, epoch=0085, iter=00140/00196, fetch data time cost=1.68ms, fps=823 images/s, loss=0.8237, top1-acc=74.84%, top5-acc=95.67%, remaining_time=0:00:17.493784, arrival_time=2021-04-14 22:43:32.504271, cost_time=0:00:43.734462 2021-04-14 22:43:18,116 INFO : TRAIN, epoch=0085, iter=00150/00196, fetch data time cost=1.42ms, fps=824 images/s, loss=0.8277, top1-acc=74.70%, top5-acc=95.62%, remaining_time=0:00:14.364282, arrival_time=2021-04-14 22:43:32.480367, cost_time=0:00:46.840067 2021-04-14 22:43:21,235 INFO : TRAIN, epoch=0085, iter=00160/00196, fetch data time cost=2.48ms, fps=821 images/s, loss=0.8286, top1-acc=74.70%, top5-acc=95.61%, remaining_time=0:00:11.240856, arrival_time=2021-04-14 22:43:32.476185, cost_time=0:00:49.959305 2021-04-14 22:43:24,342 INFO : TRAIN, epoch=0085, iter=00170/00196, fetch data time cost=2.37ms, fps=824 images/s, loss=0.8332, top1-acc=74.61%, top5-acc=95.55%, remaining_time=0:00:08.116004, arrival_time=2021-04-14 22:43:32.458274, cost_time=0:00:53.066225 2021-04-14 22:43:27,443 INFO : TRAIN, epoch=0085, iter=00180/00196, fetch data time cost=1.57ms, fps=826 images/s, loss=0.8343, top1-acc=74.56%, top5-acc=95.53%, remaining_time=0:00:04.992672, arrival_time=2021-04-14 22:43:32.436307, cost_time=0:00:56.167609 2021-04-14 22:43:30,560 INFO : TRAIN, epoch=0085, iter=00190/00196, fetch data time cost=1.64ms, fps=821 images/s, loss=0.8374, top1-acc=74.49%, top5-acc=95.49%, remaining_time=0:00:01.872144, arrival_time=2021-04-14 22:43:32.432785, cost_time=0:00:59.284599 2021-04-14 22:43:32,212 INFO : TRAIN, epoch=0085, iter=00196/00196, fetch data time cost=1.35ms, fps=824 images/s, loss=0.8380, top1-acc=74.50%, top5-acc=95.49%, remaining_time=0:00:00, arrival_time=2021-04-14 22:43:32.212100, cost_time=0:01:00.935961 2021-04-14 22:43:33,270 INFO : EVAL, epoch=0085, iter=00010/00040, fetch data time cost=1.51ms, fps=2426 images/s, loss=1.3853, top1-acc=61.60%, top5-acc=88.12%, remaining_time=0:00:03.165420, arrival_time=2021-04-14 22:43:36.435557, cost_time=0:00:01.055145 2021-04-14 22:43:34,209 INFO : EVAL, epoch=0085, iter=00020/00040, fetch data time cost=1.50ms, fps=2725 images/s, loss=1.3643, top1-acc=62.40%, top5-acc=88.32%, remaining_time=0:00:01.994800, arrival_time=2021-04-14 22:43:36.204592, cost_time=0:00:01.994807 2021-04-14 22:43:35,151 INFO : EVAL, epoch=0085, iter=00030/00040, fetch data time cost=1.40ms, fps=2721 images/s, loss=1.3661, top1-acc=62.38%, top5-acc=88.36%, remaining_time=0:00:00.978700, arrival_time=2021-04-14 22:43:36.129842, cost_time=0:00:02.936087 2021-04-14 22:43:36,011 INFO : EVAL, epoch=0085, iter=00040/00040, fetch data time cost=0.08ms, fps=2698 images/s, loss=1.3567, top1-acc=62.37%, top5-acc=88.44%, remaining_time=0:00:00, arrival_time=2021-04-14 22:43:36.011574, cost_time=0:00:03.796603 2021-04-14 22:43:36,272 INFO : Epoch=0085 complete, best val top1-acc=63.13%, top5-acc=89.07% (epoch=82), remaining_time=2:04:59.554455, arrival_time=2021-04-15 00:48:35.827181, cost_time=1:32:23.148905 2021-04-14 22:43:36,274 INFO : Train start, epoch=0086, lr=0.061672 2021-04-14 22:43:39,582 INFO : TRAIN, epoch=0086, iter=00010/00196, fetch data time cost=2.15ms, fps=774 images/s, loss=0.8689, top1-acc=73.91%, top5-acc=95.04%, remaining_time=0:01:01.536240, arrival_time=2021-04-14 22:44:41.118962, cost_time=0:00:03.308402 2021-04-14 22:43:42,685 INFO : TRAIN, epoch=0086, iter=00020/00196, fetch data time cost=2.07ms, fps=825 images/s, loss=0.8574, top1-acc=74.37%, top5-acc=94.92%, remaining_time=0:00:56.420320, arrival_time=2021-04-14 22:44:39.106052, cost_time=0:00:06.411405 2021-04-14 22:43:45,794 INFO : TRAIN, epoch=0086, iter=00030/00196, fetch data time cost=2.10ms, fps=824 images/s, loss=0.8343, top1-acc=75.00%, top5-acc=95.29%, remaining_time=0:00:52.679436, arrival_time=2021-04-14 22:44:38.474137, cost_time=0:00:09.520391 2021-04-14 22:43:48,898 INFO : TRAIN, epoch=0086, iter=00040/00196, fetch data time cost=1.39ms, fps=825 images/s, loss=0.8273, top1-acc=75.14%, top5-acc=95.61%, remaining_time=0:00:49.231884, arrival_time=2021-04-14 22:44:38.129799, cost_time=0:00:12.623546 2021-04-14 22:43:52,009 INFO : TRAIN, epoch=0086, iter=00050/00196, fetch data time cost=1.45ms, fps=823 images/s, loss=0.8222, top1-acc=75.27%, top5-acc=95.66%, remaining_time=0:00:45.946200, arrival_time=2021-04-14 22:44:37.955529, cost_time=0:00:15.735020 2021-04-14 22:43:55,112 INFO : TRAIN, epoch=0086, iter=00060/00196, fetch data time cost=1.40ms, fps=825 images/s, loss=0.8161, top1-acc=75.35%, top5-acc=95.73%, remaining_time=0:00:42.700600, arrival_time=2021-04-14 22:44:37.813398, cost_time=0:00:18.838488 2021-04-14 22:43:58,220 INFO : TRAIN, epoch=0086, iter=00070/00196, fetch data time cost=1.76ms, fps=824 images/s, loss=0.8110, top1-acc=75.55%, top5-acc=95.76%, remaining_time=0:00:39.502134, arrival_time=2021-04-14 22:44:37.722039, cost_time=0:00:21.945605 2021-04-14 22:44:01,321 INFO : TRAIN, epoch=0086, iter=00080/00196, fetch data time cost=1.90ms, fps=826 images/s, loss=0.8127, top1-acc=75.46%, top5-acc=95.68%, remaining_time=0:00:36.318556, arrival_time=2021-04-14 22:44:37.640054, cost_time=0:00:25.047244 2021-04-14 22:44:04,432 INFO : TRAIN, epoch=0086, iter=00090/00196, fetch data time cost=1.51ms, fps=823 images/s, loss=0.8119, top1-acc=75.51%, top5-acc=95.73%, remaining_time=0:00:33.163584, arrival_time=2021-04-14 22:44:37.595649, cost_time=0:00:28.157761 2021-04-14 22:44:07,537 INFO : TRAIN, epoch=0086, iter=00100/00196, fetch data time cost=2.11ms, fps=825 images/s, loss=0.8134, top1-acc=75.55%, top5-acc=95.73%, remaining_time=0:00:30.012384, arrival_time=2021-04-14 22:44:37.549580, cost_time=0:00:31.262897 2021-04-14 22:44:10,639 INFO : TRAIN, epoch=0086, iter=00110/00196, fetch data time cost=1.61ms, fps=825 images/s, loss=0.8159, top1-acc=75.39%, top5-acc=95.74%, remaining_time=0:00:26.867002, arrival_time=2021-04-14 22:44:37.505959, cost_time=0:00:34.364730 2021-04-14 22:44:13,738 INFO : TRAIN, epoch=0086, iter=00120/00196, fetch data time cost=1.40ms, fps=826 images/s, loss=0.8207, top1-acc=75.27%, top5-acc=95.68%, remaining_time=0:00:23.726972, arrival_time=2021-04-14 22:44:37.464914, cost_time=0:00:37.463684 2021-04-14 22:44:16,849 INFO : TRAIN, epoch=0086, iter=00130/00196, fetch data time cost=1.43ms, fps=823 images/s, loss=0.8239, top1-acc=75.17%, top5-acc=95.61%, remaining_time=0:00:20.599722, arrival_time=2021-04-14 22:44:37.449291, cost_time=0:00:40.575262 2021-04-14 22:44:19,950 INFO : TRAIN, epoch=0086, iter=00140/00196, fetch data time cost=1.46ms, fps=826 images/s, loss=0.8267, top1-acc=75.10%, top5-acc=95.58%, remaining_time=0:00:17.470656, arrival_time=2021-04-14 22:44:37.421554, cost_time=0:00:43.676677 2021-04-14 22:44:23,056 INFO : TRAIN, epoch=0086, iter=00150/00196, fetch data time cost=1.39ms, fps=824 images/s, loss=0.8284, top1-acc=75.05%, top5-acc=95.55%, remaining_time=0:00:14.346526, arrival_time=2021-04-14 22:44:37.403064, cost_time=0:00:46.782218 2021-04-14 22:44:26,161 INFO : TRAIN, epoch=0086, iter=00160/00196, fetch data time cost=1.46ms, fps=825 images/s, loss=0.8295, top1-acc=74.95%, top5-acc=95.58%, remaining_time=0:00:11.224548, arrival_time=2021-04-14 22:44:37.385758, cost_time=0:00:49.886900 2021-04-14 22:44:29,259 INFO : TRAIN, epoch=0086, iter=00170/00196, fetch data time cost=1.42ms, fps=827 images/s, loss=0.8340, top1-acc=74.84%, top5-acc=95.53%, remaining_time=0:00:08.103550, arrival_time=2021-04-14 22:44:37.362658, cost_time=0:00:52.984803 2021-04-14 22:44:32,359 INFO : TRAIN, epoch=0086, iter=00180/00196, fetch data time cost=1.41ms, fps=826 images/s, loss=0.8342, top1-acc=74.82%, top5-acc=95.53%, remaining_time=0:00:04.985328, arrival_time=2021-04-14 22:44:37.344685, cost_time=0:00:56.084941 2021-04-14 22:44:35,461 INFO : TRAIN, epoch=0086, iter=00190/00196, fetch data time cost=1.26ms, fps=826 images/s, loss=0.8354, top1-acc=74.77%, top5-acc=95.51%, remaining_time=0:00:01.869048, arrival_time=2021-04-14 22:44:37.330013, cost_time=0:00:59.186549 2021-04-14 22:44:37,115 INFO : TRAIN, epoch=0086, iter=00196/00196, fetch data time cost=1.28ms, fps=822 images/s, loss=0.8373, top1-acc=74.69%, top5-acc=95.52%, remaining_time=0:00:00, arrival_time=2021-04-14 22:44:37.115191, cost_time=0:01:00.840920 2021-04-14 22:44:38,214 INFO : EVAL, epoch=0086, iter=00010/00040, fetch data time cost=1.31ms, fps=2334 images/s, loss=1.3618, top1-acc=62.30%, top5-acc=88.48%, remaining_time=0:00:03.289740, arrival_time=2021-04-14 22:44:41.504465, cost_time=0:00:01.096584 2021-04-14 22:44:39,156 INFO : EVAL, epoch=0086, iter=00020/00040, fetch data time cost=1.37ms, fps=2721 images/s, loss=1.3728, top1-acc=62.23%, top5-acc=88.59%, remaining_time=0:00:02.037860, arrival_time=2021-04-14 22:44:41.193868, cost_time=0:00:02.037860 2021-04-14 22:44:40,098 INFO : EVAL, epoch=0086, iter=00030/00040, fetch data time cost=1.54ms, fps=2717 images/s, loss=1.3669, top1-acc=62.08%, top5-acc=88.54%, remaining_time=0:00:00.993500, arrival_time=2021-04-14 22:44:41.092264, cost_time=0:00:02.980486 2021-04-14 22:44:40,955 INFO : EVAL, epoch=0086, iter=00040/00040, fetch data time cost=0.09ms, fps=2710 images/s, loss=1.3489, top1-acc=62.37%, top5-acc=89.08%, remaining_time=0:00:00, arrival_time=2021-04-14 22:44:40.955495, cost_time=0:00:03.837387 2021-04-14 22:44:41,224 INFO : Epoch=0086 complete, best val top1-acc=63.13%, top5-acc=89.07% (epoch=82), remaining_time=2:03:53.993352, arrival_time=2021-04-15 00:48:35.217417, cost_time=1:33:28.100239 2021-04-14 22:44:41,225 INFO : Train start, epoch=0087, lr=0.060907 2021-04-14 22:44:44,502 INFO : TRAIN, epoch=0087, iter=00010/00196, fetch data time cost=2.04ms, fps=781 images/s, loss=0.7982, top1-acc=75.74%, top5-acc=96.48%, remaining_time=0:01:00.951456, arrival_time=2021-04-14 22:45:45.454240, cost_time=0:00:03.276957 2021-04-14 22:44:47,612 INFO : TRAIN, epoch=0087, iter=00020/00196, fetch data time cost=1.52ms, fps=823 images/s, loss=0.8068, top1-acc=75.62%, top5-acc=95.86%, remaining_time=0:00:56.207184, arrival_time=2021-04-14 22:45:43.820038, cost_time=0:00:06.387188 2021-04-14 22:44:50,721 INFO : TRAIN, epoch=0087, iter=00030/00196, fetch data time cost=1.42ms, fps=824 images/s, loss=0.8046, top1-acc=75.60%, top5-acc=95.81%, remaining_time=0:00:52.540826, arrival_time=2021-04-14 22:45:43.261798, cost_time=0:00:09.495316 2021-04-14 22:44:53,823 INFO : TRAIN, epoch=0087, iter=00040/00196, fetch data time cost=1.42ms, fps=825 images/s, loss=0.7934, top1-acc=75.94%, top5-acc=95.94%, remaining_time=0:00:49.130640, arrival_time=2021-04-14 22:45:42.954014, cost_time=0:00:12.597604 2021-04-14 22:44:56,928 INFO : TRAIN, epoch=0087, iter=00050/00196, fetch data time cost=2.00ms, fps=825 images/s, loss=0.7886, top1-acc=75.88%, top5-acc=96.01%, remaining_time=0:00:45.851008, arrival_time=2021-04-14 22:45:42.779040, cost_time=0:00:15.702376 2021-04-14 22:45:00,037 INFO : TRAIN, epoch=0087, iter=00060/00196, fetch data time cost=1.35ms, fps=823 images/s, loss=0.7843, top1-acc=76.06%, top5-acc=96.07%, remaining_time=0:00:42.640624, arrival_time=2021-04-14 22:45:42.678398, cost_time=0:00:18.812010 2021-04-14 22:45:03,138 INFO : TRAIN, epoch=0087, iter=00070/00196, fetch data time cost=1.43ms, fps=826 images/s, loss=0.7875, top1-acc=75.90%, top5-acc=96.08%, remaining_time=0:00:39.443796, arrival_time=2021-04-14 22:45:42.582576, cost_time=0:00:21.913192 2021-04-14 22:45:06,241 INFO : TRAIN, epoch=0087, iter=00080/00196, fetch data time cost=2.15ms, fps=825 images/s, loss=0.7865, top1-acc=75.91%, top5-acc=96.10%, remaining_time=0:00:36.273432, arrival_time=2021-04-14 22:45:42.515278, cost_time=0:00:25.016179 2021-04-14 22:45:09,342 INFO : TRAIN, epoch=0087, iter=00090/00196, fetch data time cost=1.41ms, fps=826 images/s, loss=0.7885, top1-acc=76.00%, top5-acc=96.08%, remaining_time=0:00:33.113234, arrival_time=2021-04-14 22:45:42.455493, cost_time=0:00:28.115003 2021-04-14 22:45:12,443 INFO : TRAIN, epoch=0087, iter=00100/00196, fetch data time cost=1.50ms, fps=826 images/s, loss=0.7937, top1-acc=75.77%, top5-acc=96.00%, remaining_time=0:00:29.969184, arrival_time=2021-04-14 22:45:42.412624, cost_time=0:00:31.217863 2021-04-14 22:45:15,553 INFO : TRAIN, epoch=0087, iter=00110/00196, fetch data time cost=1.66ms, fps=823 images/s, loss=0.7983, top1-acc=75.65%, top5-acc=95.97%, remaining_time=0:00:26.837934, arrival_time=2021-04-14 22:45:42.391195, cost_time=0:00:34.327553 2021-04-14 22:45:18,660 INFO : TRAIN, epoch=0087, iter=00120/00196, fetch data time cost=1.57ms, fps=824 images/s, loss=0.8020, top1-acc=75.59%, top5-acc=95.88%, remaining_time=0:00:23.708580, arrival_time=2021-04-14 22:45:42.368790, cost_time=0:00:37.434637 2021-04-14 22:45:21,760 INFO : TRAIN, epoch=0087, iter=00130/00196, fetch data time cost=1.57ms, fps=826 images/s, loss=0.8039, top1-acc=75.53%, top5-acc=95.87%, remaining_time=0:00:20.579064, arrival_time=2021-04-14 22:45:42.339270, cost_time=0:00:40.534549 2021-04-14 22:45:24,861 INFO : TRAIN, epoch=0087, iter=00140/00196, fetch data time cost=1.42ms, fps=826 images/s, loss=0.8086, top1-acc=75.45%, top5-acc=95.78%, remaining_time=0:00:17.454248, arrival_time=2021-04-14 22:45:42.315460, cost_time=0:00:43.635619 2021-04-14 22:45:27,965 INFO : TRAIN, epoch=0087, iter=00150/00196, fetch data time cost=1.51ms, fps=825 images/s, loss=0.8117, top1-acc=75.37%, top5-acc=95.71%, remaining_time=0:00:14.333600, arrival_time=2021-04-14 22:45:42.299202, cost_time=0:00:46.740033 2021-04-14 22:45:31,069 INFO : TRAIN, epoch=0087, iter=00160/00196, fetch data time cost=1.81ms, fps=825 images/s, loss=0.8146, top1-acc=75.29%, top5-acc=95.68%, remaining_time=0:00:11.214900, arrival_time=2021-04-14 22:45:42.284637, cost_time=0:00:49.844042 2021-04-14 22:45:34,175 INFO : TRAIN, epoch=0087, iter=00170/00196, fetch data time cost=1.57ms, fps=825 images/s, loss=0.8184, top1-acc=75.21%, top5-acc=95.68%, remaining_time=0:00:08.098168, arrival_time=2021-04-14 22:45:42.273301, cost_time=0:00:52.949552 2021-04-14 22:45:37,276 INFO : TRAIN, epoch=0087, iter=00180/00196, fetch data time cost=1.42ms, fps=825 images/s, loss=0.8216, top1-acc=75.10%, top5-acc=95.65%, remaining_time=0:00:04.982336, arrival_time=2021-04-14 22:45:42.259136, cost_time=0:00:56.051194 2021-04-14 22:45:40,379 INFO : TRAIN, epoch=0087, iter=00190/00196, fetch data time cost=1.26ms, fps=825 images/s, loss=0.8245, top1-acc=75.02%, top5-acc=95.62%, remaining_time=0:00:01.868016, arrival_time=2021-04-14 22:45:42.247509, cost_time=0:00:59.153842 2021-04-14 22:45:42,036 INFO : TRAIN, epoch=0087, iter=00196/00196, fetch data time cost=1.34ms, fps=821 images/s, loss=0.8259, top1-acc=74.98%, top5-acc=95.63%, remaining_time=0:00:00, arrival_time=2021-04-14 22:45:42.036826, cost_time=0:01:00.811240 2021-04-14 22:45:43,098 INFO : EVAL, epoch=0087, iter=00010/00040, fetch data time cost=0.21ms, fps=2416 images/s, loss=1.3412, top1-acc=61.60%, top5-acc=89.06%, remaining_time=0:00:03.178860, arrival_time=2021-04-14 22:45:46.277286, cost_time=0:00:01.059615 2021-04-14 22:45:44,039 INFO : EVAL, epoch=0087, iter=00020/00040, fetch data time cost=1.50ms, fps=2722 images/s, loss=1.3101, top1-acc=62.73%, top5-acc=89.49%, remaining_time=0:00:02.000620, arrival_time=2021-04-14 22:45:46.040044, cost_time=0:00:02.000627 2021-04-14 22:45:44,997 INFO : EVAL, epoch=0087, iter=00030/00040, fetch data time cost=16.06ms, fps=2672 images/s, loss=1.3234, top1-acc=63.06%, top5-acc=89.26%, remaining_time=0:00:00.986300, arrival_time=2021-04-14 22:45:45.983995, cost_time=0:00:02.958891 2021-04-14 22:45:45,858 INFO : EVAL, epoch=0087, iter=00040/00040, fetch data time cost=0.09ms, fps=2696 images/s, loss=1.3214, top1-acc=62.87%, top5-acc=89.04%, remaining_time=0:00:00, arrival_time=2021-04-14 22:45:45.858489, cost_time=0:00:03.819711 2021-04-14 22:45:46,128 INFO : Epoch=0087 complete, best val top1-acc=63.13%, top5-acc=89.07% (epoch=82), remaining_time=2:02:48.385689, arrival_time=2021-04-15 00:48:34.514461, cost_time=1:34:33.004928 2021-04-14 22:45:46,130 INFO : Train start, epoch=0088, lr=0.060139 2021-04-14 22:45:49,397 INFO : TRAIN, epoch=0088, iter=00010/00196, fetch data time cost=2.15ms, fps=784 images/s, loss=0.8267, top1-acc=74.73%, top5-acc=95.98%, remaining_time=0:01:00.760434, arrival_time=2021-04-14 22:46:50.158163, cost_time=0:00:03.266693 2021-04-14 22:45:52,508 INFO : TRAIN, epoch=0088, iter=00020/00196, fetch data time cost=1.45ms, fps=823 images/s, loss=0.7949, top1-acc=75.84%, top5-acc=96.07%, remaining_time=0:00:56.119360, arrival_time=2021-04-14 22:46:48.627733, cost_time=0:00:06.377190 2021-04-14 22:45:55,622 INFO : TRAIN, epoch=0088, iter=00030/00196, fetch data time cost=1.45ms, fps=822 images/s, loss=0.7686, top1-acc=76.72%, top5-acc=96.42%, remaining_time=0:00:52.518250, arrival_time=2021-04-14 22:46:48.140550, cost_time=0:00:09.491261 2021-04-14 22:45:58,728 INFO : TRAIN, epoch=0088, iter=00040/00196, fetch data time cost=1.95ms, fps=824 images/s, loss=0.7722, top1-acc=76.81%, top5-acc=96.28%, remaining_time=0:00:49.130328, arrival_time=2021-04-14 22:46:47.858876, cost_time=0:00:12.597513 2021-04-14 22:46:01,830 INFO : TRAIN, epoch=0088, iter=00050/00196, fetch data time cost=2.08ms, fps=826 images/s, loss=0.7750, top1-acc=76.52%, top5-acc=96.27%, remaining_time=0:00:45.841664, arrival_time=2021-04-14 22:46:47.671922, cost_time=0:00:15.699214 2021-04-14 22:46:04,935 INFO : TRAIN, epoch=0088, iter=00060/00196, fetch data time cost=1.96ms, fps=825 images/s, loss=0.7682, top1-acc=76.74%, top5-acc=96.33%, remaining_time=0:00:42.623216, arrival_time=2021-04-14 22:46:47.558661, cost_time=0:00:18.804361 2021-04-14 22:46:08,046 INFO : TRAIN, epoch=0088, iter=00070/00196, fetch data time cost=2.43ms, fps=823 images/s, loss=0.7645, top1-acc=76.79%, top5-acc=96.27%, remaining_time=0:00:39.447828, arrival_time=2021-04-14 22:46:47.494295, cost_time=0:00:21.915427 2021-04-14 22:46:11,150 INFO : TRAIN, epoch=0088, iter=00080/00196, fetch data time cost=1.42ms, fps=825 images/s, loss=0.7689, top1-acc=76.60%, top5-acc=96.28%, remaining_time=0:00:36.278768, arrival_time=2021-04-14 22:46:47.429581, cost_time=0:00:25.019848 2021-04-14 22:46:14,248 INFO : TRAIN, epoch=0088, iter=00090/00196, fetch data time cost=1.39ms, fps=827 images/s, loss=0.7755, top1-acc=76.41%, top5-acc=96.18%, remaining_time=0:00:33.116308, arrival_time=2021-04-14 22:46:47.364947, cost_time=0:00:28.117585 2021-04-14 22:46:17,352 INFO : TRAIN, epoch=0088, iter=00100/00196, fetch data time cost=1.58ms, fps=825 images/s, loss=0.7815, top1-acc=76.25%, top5-acc=96.09%, remaining_time=0:00:29.972448, arrival_time=2021-04-14 22:46:47.324835, cost_time=0:00:31.221299 2021-04-14 22:46:20,457 INFO : TRAIN, epoch=0088, iter=00110/00196, fetch data time cost=1.88ms, fps=825 images/s, loss=0.7870, top1-acc=76.20%, top5-acc=95.99%, remaining_time=0:00:26.836730, arrival_time=2021-04-14 22:46:47.293752, cost_time=0:00:34.326070 2021-04-14 22:46:23,559 INFO : TRAIN, epoch=0088, iter=00120/00196, fetch data time cost=1.64ms, fps=825 images/s, loss=0.7894, top1-acc=76.11%, top5-acc=95.96%, remaining_time=0:00:23.704552, arrival_time=2021-04-14 22:46:47.263881, cost_time=0:00:37.428287 2021-04-14 22:46:26,659 INFO : TRAIN, epoch=0088, iter=00130/00196, fetch data time cost=1.65ms, fps=826 images/s, loss=0.7936, top1-acc=75.98%, top5-acc=95.91%, remaining_time=0:00:20.576094, arrival_time=2021-04-14 22:46:47.235809, cost_time=0:00:40.528712 2021-04-14 22:46:29,767 INFO : TRAIN, epoch=0088, iter=00140/00196, fetch data time cost=1.45ms, fps=824 images/s, loss=0.7987, top1-acc=75.81%, top5-acc=95.86%, remaining_time=0:00:17.454416, arrival_time=2021-04-14 22:46:47.221514, cost_time=0:00:43.636066 2021-04-14 22:46:32,871 INFO : TRAIN, epoch=0088, iter=00150/00196, fetch data time cost=1.45ms, fps=825 images/s, loss=0.8011, top1-acc=75.78%, top5-acc=95.81%, remaining_time=0:00:14.333876, arrival_time=2021-04-14 22:46:47.205750, cost_time=0:00:46.740907 2021-04-14 22:46:35,977 INFO : TRAIN, epoch=0088, iter=00160/00196, fetch data time cost=1.36ms, fps=824 images/s, loss=0.8031, top1-acc=75.71%, top5-acc=95.79%, remaining_time=0:00:11.215512, arrival_time=2021-04-14 22:46:47.193127, cost_time=0:00:49.846661 2021-04-14 22:46:39,081 INFO : TRAIN, epoch=0088, iter=00170/00196, fetch data time cost=1.51ms, fps=825 images/s, loss=0.8068, top1-acc=75.57%, top5-acc=95.77%, remaining_time=0:00:08.098324, arrival_time=2021-04-14 22:46:47.179870, cost_time=0:00:52.950508 2021-04-14 22:46:42,183 INFO : TRAIN, epoch=0088, iter=00180/00196, fetch data time cost=1.40ms, fps=826 images/s, loss=0.8095, top1-acc=75.48%, top5-acc=95.74%, remaining_time=0:00:04.982400, arrival_time=2021-04-14 22:46:47.165434, cost_time=0:00:56.051988 2021-04-14 22:46:45,291 INFO : TRAIN, epoch=0088, iter=00190/00196, fetch data time cost=1.46ms, fps=824 images/s, loss=0.8125, top1-acc=75.41%, top5-acc=95.73%, remaining_time=0:00:01.868232, arrival_time=2021-04-14 22:46:47.160022, cost_time=0:00:59.160755 2021-04-14 22:46:46,946 INFO : TRAIN, epoch=0088, iter=00196/00196, fetch data time cost=1.91ms, fps=822 images/s, loss=0.8157, top1-acc=75.38%, top5-acc=95.68%, remaining_time=0:00:00, arrival_time=2021-04-14 22:46:46.946285, cost_time=0:01:00.815250 2021-04-14 22:46:48,022 INFO : EVAL, epoch=0088, iter=00010/00040, fetch data time cost=0.30ms, fps=2383 images/s, loss=1.3216, top1-acc=61.99%, top5-acc=88.44%, remaining_time=0:00:03.223410, arrival_time=2021-04-14 22:46:51.246240, cost_time=0:00:01.074474 2021-04-14 22:46:48,967 INFO : EVAL, epoch=0088, iter=00020/00040, fetch data time cost=2.06ms, fps=2712 images/s, loss=1.3455, top1-acc=62.01%, top5-acc=88.77%, remaining_time=0:00:02.018840, arrival_time=2021-04-14 22:46:50.986055, cost_time=0:00:02.018841 2021-04-14 22:46:49,911 INFO : EVAL, epoch=0088, iter=00030/00040, fetch data time cost=1.34ms, fps=2714 images/s, loss=1.3317, top1-acc=62.64%, top5-acc=88.79%, remaining_time=0:00:00.987530, arrival_time=2021-04-14 22:46:50.898552, cost_time=0:00:02.962600 2021-04-14 22:46:50,769 INFO : EVAL, epoch=0088, iter=00040/00040, fetch data time cost=0.08ms, fps=2703 images/s, loss=1.3435, top1-acc=62.46%, top5-acc=88.71%, remaining_time=0:00:00, arrival_time=2021-04-14 22:46:50.769638, cost_time=0:00:03.821311 2021-04-14 22:46:51,048 INFO : Epoch=0088 complete, best val top1-acc=63.13%, top5-acc=89.07% (epoch=82), remaining_time=2:01:42.813728, arrival_time=2021-04-15 00:48:33.862664, cost_time=1:35:37.925093 2021-04-14 22:46:51,050 INFO : Train start, epoch=0089, lr=0.059369 2021-04-14 22:46:54,348 INFO : TRAIN, epoch=0089, iter=00010/00196, fetch data time cost=1.40ms, fps=776 images/s, loss=0.7936, top1-acc=76.37%, top5-acc=96.33%, remaining_time=0:01:01.330152, arrival_time=2021-04-14 22:47:55.678059, cost_time=0:00:03.297323 2021-04-14 22:46:57,445 INFO : TRAIN, epoch=0089, iter=00020/00196, fetch data time cost=1.49ms, fps=827 images/s, loss=0.7986, top1-acc=75.92%, top5-acc=95.96%, remaining_time=0:00:56.279344, arrival_time=2021-04-14 22:47:53.725192, cost_time=0:00:06.395383 2021-04-14 22:47:00,556 INFO : TRAIN, epoch=0089, iter=00030/00196, fetch data time cost=1.40ms, fps=823 images/s, loss=0.7919, top1-acc=76.34%, top5-acc=95.87%, remaining_time=0:00:52.597930, arrival_time=2021-04-14 22:47:53.154202, cost_time=0:00:09.505657 2021-04-14 22:47:03,659 INFO : TRAIN, epoch=0089, iter=00040/00196, fetch data time cost=1.70ms, fps=825 images/s, loss=0.7785, top1-acc=76.68%, top5-acc=96.04%, remaining_time=0:00:49.174944, arrival_time=2021-04-14 22:47:52.834459, cost_time=0:00:12.608963 2021-04-14 22:47:06,762 INFO : TRAIN, epoch=0089, iter=00050/00196, fetch data time cost=1.43ms, fps=825 images/s, loss=0.7852, top1-acc=76.39%, top5-acc=95.99%, remaining_time=0:00:45.878164, arrival_time=2021-04-14 22:47:52.640351, cost_time=0:00:15.711720 2021-04-14 22:47:09,867 INFO : TRAIN, epoch=0089, iter=00060/00196, fetch data time cost=1.87ms, fps=825 images/s, loss=0.7863, top1-acc=76.38%, top5-acc=95.94%, remaining_time=0:00:42.651096, arrival_time=2021-04-14 22:47:52.518329, cost_time=0:00:18.816682 2021-04-14 22:47:12,977 INFO : TRAIN, epoch=0089, iter=00070/00196, fetch data time cost=1.62ms, fps=823 images/s, loss=0.7858, top1-acc=76.32%, top5-acc=95.88%, remaining_time=0:00:39.468996, arrival_time=2021-04-14 22:47:52.446695, cost_time=0:00:21.927231 2021-04-14 22:47:16,090 INFO : TRAIN, epoch=0089, iter=00080/00196, fetch data time cost=1.46ms, fps=823 images/s, loss=0.7898, top1-acc=76.10%, top5-acc=95.83%, remaining_time=0:00:36.307188, arrival_time=2021-04-14 22:47:52.397215, cost_time=0:00:25.039422 2021-04-14 22:47:19,193 INFO : TRAIN, epoch=0089, iter=00090/00196, fetch data time cost=1.41ms, fps=825 images/s, loss=0.7934, top1-acc=75.99%, top5-acc=95.81%, remaining_time=0:00:33.145988, arrival_time=2021-04-14 22:47:52.339315, cost_time=0:00:28.142847 2021-04-14 22:47:22,297 INFO : TRAIN, epoch=0089, iter=00100/00196, fetch data time cost=1.42ms, fps=825 images/s, loss=0.7885, top1-acc=76.15%, top5-acc=95.87%, remaining_time=0:00:29.997024, arrival_time=2021-04-14 22:47:52.294414, cost_time=0:00:31.246932 2021-04-14 22:47:25,398 INFO : TRAIN, epoch=0089, iter=00110/00196, fetch data time cost=1.46ms, fps=826 images/s, loss=0.7905, top1-acc=76.11%, top5-acc=95.87%, remaining_time=0:00:26.854016, arrival_time=2021-04-14 22:47:52.252716, cost_time=0:00:34.348150 2021-04-14 22:47:28,498 INFO : TRAIN, epoch=0089, iter=00120/00196, fetch data time cost=1.33ms, fps=826 images/s, loss=0.7916, top1-acc=76.04%, top5-acc=95.85%, remaining_time=0:00:23.717016, arrival_time=2021-04-14 22:47:52.215353, cost_time=0:00:37.447879 2021-04-14 22:47:31,601 INFO : TRAIN, epoch=0089, iter=00130/00196, fetch data time cost=1.67ms, fps=825 images/s, loss=0.7897, top1-acc=76.06%, top5-acc=95.92%, remaining_time=0:00:20.587578, arrival_time=2021-04-14 22:47:52.189324, cost_time=0:00:40.551277 2021-04-14 22:47:34,702 INFO : TRAIN, epoch=0089, iter=00140/00196, fetch data time cost=1.57ms, fps=826 images/s, loss=0.7913, top1-acc=75.97%, top5-acc=95.92%, remaining_time=0:00:17.460912, arrival_time=2021-04-14 22:47:52.163798, cost_time=0:00:43.652295 2021-04-14 22:47:37,811 INFO : TRAIN, epoch=0089, iter=00150/00196, fetch data time cost=1.42ms, fps=824 images/s, loss=0.7935, top1-acc=75.91%, top5-acc=95.91%, remaining_time=0:00:14.339994, arrival_time=2021-04-14 22:47:52.151259, cost_time=0:00:46.760793 2021-04-14 22:47:40,908 INFO : TRAIN, epoch=0089, iter=00160/00196, fetch data time cost=1.65ms, fps=827 images/s, loss=0.7946, top1-acc=75.83%, top5-acc=95.92%, remaining_time=0:00:11.217960, arrival_time=2021-04-14 22:47:52.125990, cost_time=0:00:49.857562 2021-04-14 22:47:44,010 INFO : TRAIN, epoch=0089, iter=00170/00196, fetch data time cost=1.61ms, fps=825 images/s, loss=0.8012, top1-acc=75.66%, top5-acc=95.82%, remaining_time=0:00:08.099780, arrival_time=2021-04-14 22:47:52.110306, cost_time=0:00:52.960057 2021-04-14 22:47:47,116 INFO : TRAIN, epoch=0089, iter=00180/00196, fetch data time cost=1.53ms, fps=824 images/s, loss=0.8040, top1-acc=75.55%, top5-acc=95.78%, remaining_time=0:00:04.983632, arrival_time=2021-04-14 22:47:52.100050, cost_time=0:00:56.065841 2021-04-14 22:47:50,217 INFO : TRAIN, epoch=0089, iter=00190/00196, fetch data time cost=1.51ms, fps=826 images/s, loss=0.8073, top1-acc=75.47%, top5-acc=95.73%, remaining_time=0:00:01.868442, arrival_time=2021-04-14 22:47:52.086245, cost_time=0:00:59.167339 2021-04-14 22:47:51,867 INFO : TRAIN, epoch=0089, iter=00196/00196, fetch data time cost=1.25ms, fps=825 images/s, loss=0.8096, top1-acc=75.41%, top5-acc=95.72%, remaining_time=0:00:00, arrival_time=2021-04-14 22:47:51.867162, cost_time=0:01:00.816712 2021-04-14 22:47:52,958 INFO : EVAL, epoch=0089, iter=00010/00040, fetch data time cost=1.64ms, fps=2350 images/s, loss=1.3476, top1-acc=63.36%, top5-acc=88.36%, remaining_time=0:00:03.268560, arrival_time=2021-04-14 22:47:56.227147, cost_time=0:00:01.089516 2021-04-14 22:47:53,898 INFO : EVAL, epoch=0089, iter=00020/00040, fetch data time cost=1.45ms, fps=2725 images/s, loss=1.3592, top1-acc=62.70%, top5-acc=88.05%, remaining_time=0:00:02.029360, arrival_time=2021-04-14 22:47:55.927817, cost_time=0:00:02.029356 2021-04-14 22:47:54,840 INFO : EVAL, epoch=0089, iter=00030/00040, fetch data time cost=1.51ms, fps=2719 images/s, loss=1.3754, top1-acc=62.03%, top5-acc=87.77%, remaining_time=0:00:00.990460, arrival_time=2021-04-14 22:47:55.830914, cost_time=0:00:02.971371 2021-04-14 22:47:55,699 INFO : EVAL, epoch=0089, iter=00040/00040, fetch data time cost=0.08ms, fps=2703 images/s, loss=1.3573, top1-acc=62.29%, top5-acc=87.97%, remaining_time=0:00:00, arrival_time=2021-04-14 22:47:55.699163, cost_time=0:00:03.830113 2021-04-14 22:47:56,214 INFO : Epoch=0089 complete, best val top1-acc=63.13%, top5-acc=89.07% (epoch=82), remaining_time=2:00:37.562748, arrival_time=2021-04-15 00:48:33.777455, cost_time=1:36:43.090853 2021-04-14 22:47:56,216 INFO : Train start, epoch=0090, lr=0.058596 2021-04-14 22:47:59,573 INFO : TRAIN, epoch=0090, iter=00010/00196, fetch data time cost=1.96ms, fps=763 images/s, loss=0.7584, top1-acc=76.29%, top5-acc=96.80%, remaining_time=0:01:02.425506, arrival_time=2021-04-14 22:49:01.998831, cost_time=0:00:03.356207 2021-04-14 22:48:02,686 INFO : TRAIN, epoch=0090, iter=00020/00196, fetch data time cost=1.46ms, fps=823 images/s, loss=0.7537, top1-acc=76.74%, top5-acc=96.45%, remaining_time=0:00:56.928080, arrival_time=2021-04-14 22:48:59.614273, cost_time=0:00:06.469093 2021-04-14 22:48:05,789 INFO : TRAIN, epoch=0090, iter=00030/00196, fetch data time cost=1.44ms, fps=825 images/s, loss=0.7649, top1-acc=76.38%, top5-acc=96.15%, remaining_time=0:00:52.970102, arrival_time=2021-04-14 22:48:58.759997, cost_time=0:00:09.572899 2021-04-14 22:48:08,900 INFO : TRAIN, epoch=0090, iter=00040/00196, fetch data time cost=1.69ms, fps=823 images/s, loss=0.7660, top1-acc=76.38%, top5-acc=96.13%, remaining_time=0:00:49.464636, arrival_time=2021-04-14 22:48:58.364849, cost_time=0:00:12.683232 2021-04-14 22:48:12,017 INFO : TRAIN, epoch=0090, iter=00050/00196, fetch data time cost=2.28ms, fps=822 images/s, loss=0.7600, top1-acc=76.75%, top5-acc=96.12%, remaining_time=0:00:46.136000, arrival_time=2021-04-14 22:48:58.153144, cost_time=0:00:15.800017 2021-04-14 22:48:15,124 INFO : TRAIN, epoch=0090, iter=00060/00196, fetch data time cost=2.04ms, fps=824 images/s, loss=0.7622, top1-acc=76.60%, top5-acc=96.12%, remaining_time=0:00:42.857272, arrival_time=2021-04-14 22:48:57.981891, cost_time=0:00:18.907594 2021-04-14 22:48:18,225 INFO : TRAIN, epoch=0090, iter=00070/00196, fetch data time cost=1.45ms, fps=826 images/s, loss=0.7645, top1-acc=76.49%, top5-acc=96.18%, remaining_time=0:00:39.615786, arrival_time=2021-04-14 22:48:57.841534, cost_time=0:00:22.008753 2021-04-14 22:48:21,334 INFO : TRAIN, epoch=0090, iter=00080/00196, fetch data time cost=2.15ms, fps=824 images/s, loss=0.7700, top1-acc=76.36%, top5-acc=96.15%, remaining_time=0:00:36.419708, arrival_time=2021-04-14 22:48:57.753882, cost_time=0:00:25.117064 2021-04-14 22:48:24,445 INFO : TRAIN, epoch=0090, iter=00090/00196, fetch data time cost=2.46ms, fps=823 images/s, loss=0.7759, top1-acc=76.15%, top5-acc=96.08%, remaining_time=0:00:33.246688, arrival_time=2021-04-14 22:48:57.692055, cost_time=0:00:28.228332 2021-04-14 22:48:27,555 INFO : TRAIN, epoch=0090, iter=00100/00196, fetch data time cost=1.71ms, fps=823 images/s, loss=0.7722, top1-acc=76.27%, top5-acc=96.11%, remaining_time=0:00:30.085056, arrival_time=2021-04-14 22:48:57.640624, cost_time=0:00:31.338573 2021-04-14 22:48:30,665 INFO : TRAIN, epoch=0090, iter=00110/00196, fetch data time cost=2.37ms, fps=823 images/s, loss=0.7747, top1-acc=76.24%, top5-acc=96.09%, remaining_time=0:00:26.932620, arrival_time=2021-04-14 22:48:57.598319, cost_time=0:00:34.448665 2021-04-14 22:48:33,782 INFO : TRAIN, epoch=0090, iter=00120/00196, fetch data time cost=1.50ms, fps=821 images/s, loss=0.7789, top1-acc=76.15%, top5-acc=96.02%, remaining_time=0:00:23.791572, arrival_time=2021-04-14 22:48:57.574341, cost_time=0:00:37.565621 2021-04-14 22:48:36,884 INFO : TRAIN, epoch=0090, iter=00130/00196, fetch data time cost=1.41ms, fps=826 images/s, loss=0.7831, top1-acc=76.00%, top5-acc=95.98%, remaining_time=0:00:20.646582, arrival_time=2021-04-14 22:48:57.531176, cost_time=0:00:40.667539 2021-04-14 22:48:39,998 INFO : TRAIN, epoch=0090, iter=00140/00196, fetch data time cost=1.69ms, fps=822 images/s, loss=0.7870, top1-acc=75.92%, top5-acc=95.93%, remaining_time=0:00:17.512488, arrival_time=2021-04-14 22:48:57.510749, cost_time=0:00:43.781162 2021-04-14 22:48:43,101 INFO : TRAIN, epoch=0090, iter=00150/00196, fetch data time cost=1.76ms, fps=825 images/s, loss=0.7891, top1-acc=75.86%, top5-acc=95.86%, remaining_time=0:00:14.377990, arrival_time=2021-04-14 22:48:57.479784, cost_time=0:00:46.884791 2021-04-14 22:48:46,213 INFO : TRAIN, epoch=0090, iter=00160/00196, fetch data time cost=1.92ms, fps=823 images/s, loss=0.7931, top1-acc=75.73%, top5-acc=95.82%, remaining_time=0:00:11.249244, arrival_time=2021-04-14 22:48:57.462931, cost_time=0:00:49.996694 2021-04-14 22:48:49,318 INFO : TRAIN, epoch=0090, iter=00170/00196, fetch data time cost=1.66ms, fps=825 images/s, loss=0.7947, top1-acc=75.71%, top5-acc=95.81%, remaining_time=0:00:08.121412, arrival_time=2021-04-14 22:48:57.439868, cost_time=0:00:53.101463 2021-04-14 22:48:52,424 INFO : TRAIN, epoch=0090, iter=00180/00196, fetch data time cost=2.25ms, fps=824 images/s, loss=0.7980, top1-acc=75.63%, top5-acc=95.79%, remaining_time=0:00:04.996224, arrival_time=2021-04-14 22:48:57.420802, cost_time=0:00:56.207464 2021-04-14 22:48:55,530 INFO : TRAIN, epoch=0090, iter=00190/00196, fetch data time cost=1.35ms, fps=824 images/s, loss=0.8015, top1-acc=75.51%, top5-acc=95.76%, remaining_time=0:00:01.873062, arrival_time=2021-04-14 22:48:57.403520, cost_time=0:00:59.313537 2021-04-14 22:48:57,188 INFO : TRAIN, epoch=0090, iter=00196/00196, fetch data time cost=1.26ms, fps=821 images/s, loss=0.8029, top1-acc=75.52%, top5-acc=95.75%, remaining_time=0:00:00, arrival_time=2021-04-14 22:48:57.188064, cost_time=0:01:00.971078 2021-04-14 22:48:58,261 INFO : EVAL, epoch=0090, iter=00010/00040, fetch data time cost=0.20ms, fps=2388 images/s, loss=1.4194, top1-acc=60.43%, top5-acc=88.59%, remaining_time=0:00:03.215400, arrival_time=2021-04-14 22:49:01.477285, cost_time=0:00:01.071805 2021-04-14 22:48:59,203 INFO : EVAL, epoch=0090, iter=00020/00040, fetch data time cost=1.48ms, fps=2721 images/s, loss=1.4179, top1-acc=61.00%, top5-acc=88.28%, remaining_time=0:00:02.013020, arrival_time=2021-04-14 22:49:01.216109, cost_time=0:00:02.013013 2021-04-14 22:49:00,147 INFO : EVAL, epoch=0090, iter=00030/00040, fetch data time cost=1.54ms, fps=2712 images/s, loss=1.4355, top1-acc=60.87%, top5-acc=88.07%, remaining_time=0:00:00.985810, arrival_time=2021-04-14 22:49:01.133396, cost_time=0:00:02.957438 2021-04-14 22:49:01,006 INFO : EVAL, epoch=0090, iter=00040/00040, fetch data time cost=0.08ms, fps=2703 images/s, loss=1.4274, top1-acc=60.69%, top5-acc=88.08%, remaining_time=0:00:00, arrival_time=2021-04-14 22:49:01.006320, cost_time=0:00:03.816266 2021-04-14 22:49:01,285 INFO : Epoch=0090 complete, best val top1-acc=63.13%, top5-acc=89.07% (epoch=82), remaining_time=1:59:32.197120, arrival_time=2021-04-15 00:48:33.482262, cost_time=1:37:48.161322 2021-04-14 22:49:01,286 INFO : Train start, epoch=0091, lr=0.057822 2021-04-14 22:49:04,565 INFO : TRAIN, epoch=0091, iter=00010/00196, fetch data time cost=2.01ms, fps=781 images/s, loss=0.7902, top1-acc=75.47%, top5-acc=96.68%, remaining_time=0:01:00.989028, arrival_time=2021-04-14 22:50:05.554844, cost_time=0:00:03.278985 2021-04-14 22:49:07,667 INFO : TRAIN, epoch=0091, iter=00020/00196, fetch data time cost=1.61ms, fps=826 images/s, loss=0.7661, top1-acc=76.27%, top5-acc=96.74%, remaining_time=0:00:56.147168, arrival_time=2021-04-14 22:50:03.814309, cost_time=0:00:06.380353 2021-04-14 22:49:10,774 INFO : TRAIN, epoch=0091, iter=00030/00196, fetch data time cost=1.40ms, fps=824 images/s, loss=0.7634, top1-acc=76.34%, top5-acc=96.61%, remaining_time=0:00:52.496504, arrival_time=2021-04-14 22:50:03.270549, cost_time=0:00:09.487326 2021-04-14 22:49:13,879 INFO : TRAIN, epoch=0091, iter=00040/00196, fetch data time cost=1.53ms, fps=824 images/s, loss=0.7651, top1-acc=76.60%, top5-acc=96.43%, remaining_time=0:00:49.112076, arrival_time=2021-04-14 22:50:02.991639, cost_time=0:00:12.592852 2021-04-14 22:49:17,003 INFO : TRAIN, epoch=0091, iter=00050/00196, fetch data time cost=1.46ms, fps=820 images/s, loss=0.7741, top1-acc=76.36%, top5-acc=96.34%, remaining_time=0:00:45.893786, arrival_time=2021-04-14 22:50:02.897542, cost_time=0:00:15.717038 2021-04-14 22:49:20,115 INFO : TRAIN, epoch=0091, iter=00060/00196, fetch data time cost=2.30ms, fps=823 images/s, loss=0.7794, top1-acc=76.17%, top5-acc=96.31%, remaining_time=0:00:42.677752, arrival_time=2021-04-14 22:50:02.792905, cost_time=0:00:18.828391 2021-04-14 22:49:23,218 INFO : TRAIN, epoch=0091, iter=00070/00196, fetch data time cost=1.56ms, fps=825 images/s, loss=0.7694, top1-acc=76.53%, top5-acc=96.41%, remaining_time=0:00:39.476430, arrival_time=2021-04-14 22:50:02.694668, cost_time=0:00:21.931380 2021-04-14 22:49:26,323 INFO : TRAIN, epoch=0091, iter=00080/00196, fetch data time cost=1.43ms, fps=825 images/s, loss=0.7686, top1-acc=76.64%, top5-acc=96.46%, remaining_time=0:00:36.302316, arrival_time=2021-04-14 22:50:02.625216, cost_time=0:00:25.036114 2021-04-14 22:49:29,435 INFO : TRAIN, epoch=0091, iter=00090/00196, fetch data time cost=2.49ms, fps=823 images/s, loss=0.7692, top1-acc=76.66%, top5-acc=96.42%, remaining_time=0:00:33.152666, arrival_time=2021-04-14 22:50:02.587934, cost_time=0:00:28.148496 2021-04-14 22:49:32,542 INFO : TRAIN, epoch=0091, iter=00100/00196, fetch data time cost=1.68ms, fps=824 images/s, loss=0.7741, top1-acc=76.56%, top5-acc=96.35%, remaining_time=0:00:30.005664, arrival_time=2021-04-14 22:50:02.548268, cost_time=0:00:31.255904 2021-04-14 22:49:35,651 INFO : TRAIN, epoch=0091, iter=00110/00196, fetch data time cost=1.95ms, fps=824 images/s, loss=0.7749, top1-acc=76.53%, top5-acc=96.33%, remaining_time=0:00:26.866658, arrival_time=2021-04-14 22:50:02.517650, cost_time=0:00:34.364288 2021-04-14 22:49:38,757 INFO : TRAIN, epoch=0091, iter=00120/00196, fetch data time cost=1.42ms, fps=824 images/s, loss=0.7749, top1-acc=76.52%, top5-acc=96.31%, remaining_time=0:00:23.731760, arrival_time=2021-04-14 22:50:02.489587, cost_time=0:00:37.471190 2021-04-14 22:49:41,861 INFO : TRAIN, epoch=0091, iter=00130/00196, fetch data time cost=1.52ms, fps=825 images/s, loss=0.7790, top1-acc=76.52%, top5-acc=96.27%, remaining_time=0:00:20.599260, arrival_time=2021-04-14 22:50:02.460262, cost_time=0:00:40.574281 2021-04-14 22:49:44,965 INFO : TRAIN, epoch=0091, iter=00140/00196, fetch data time cost=2.24ms, fps=825 images/s, loss=0.7841, top1-acc=76.34%, top5-acc=96.17%, remaining_time=0:00:17.471440, arrival_time=2021-04-14 22:50:02.436805, cost_time=0:00:43.678593 2021-04-14 22:49:48,070 INFO : TRAIN, epoch=0091, iter=00150/00196, fetch data time cost=1.44ms, fps=825 images/s, loss=0.7863, top1-acc=76.28%, top5-acc=96.09%, remaining_time=0:00:14.346894, arrival_time=2021-04-14 22:50:02.416996, cost_time=0:00:46.783391 2021-04-14 22:49:51,173 INFO : TRAIN, epoch=0091, iter=00160/00196, fetch data time cost=1.75ms, fps=825 images/s, loss=0.7865, top1-acc=76.23%, top5-acc=96.08%, remaining_time=0:00:11.224440, arrival_time=2021-04-14 22:50:02.397535, cost_time=0:00:49.886379 2021-04-14 22:49:54,277 INFO : TRAIN, epoch=0091, iter=00170/00196, fetch data time cost=1.67ms, fps=825 images/s, loss=0.7881, top1-acc=76.22%, top5-acc=96.05%, remaining_time=0:00:08.104512, arrival_time=2021-04-14 22:50:02.382366, cost_time=0:00:52.991091 2021-04-14 22:49:57,389 INFO : TRAIN, epoch=0091, iter=00180/00196, fetch data time cost=2.88ms, fps=823 images/s, loss=0.7928, top1-acc=76.05%, top5-acc=95.98%, remaining_time=0:00:04.986912, arrival_time=2021-04-14 22:50:02.376415, cost_time=0:00:56.102804 2021-04-14 22:50:00,499 INFO : TRAIN, epoch=0091, iter=00190/00196, fetch data time cost=1.32ms, fps=823 images/s, loss=0.7945, top1-acc=76.01%, top5-acc=95.95%, remaining_time=0:00:01.869876, arrival_time=2021-04-14 22:50:02.369301, cost_time=0:00:59.212713 2021-04-14 22:50:02,151 INFO : TRAIN, epoch=0091, iter=00196/00196, fetch data time cost=1.28ms, fps=824 images/s, loss=0.7966, top1-acc=75.97%, top5-acc=95.94%, remaining_time=0:00:00, arrival_time=2021-04-14 22:50:02.151413, cost_time=0:01:00.864700 2021-04-14 22:50:03,222 INFO : EVAL, epoch=0091, iter=00010/00040, fetch data time cost=0.21ms, fps=2395 images/s, loss=1.3689, top1-acc=62.42%, top5-acc=88.40%, remaining_time=0:00:03.206370, arrival_time=2021-04-14 22:50:06.428710, cost_time=0:00:01.068790 2021-04-14 22:50:04,164 INFO : EVAL, epoch=0091, iter=00020/00040, fetch data time cost=1.55ms, fps=2720 images/s, loss=1.3388, top1-acc=62.62%, top5-acc=88.83%, remaining_time=0:00:02.010620, arrival_time=2021-04-14 22:50:06.174766, cost_time=0:00:02.010614 2021-04-14 22:50:05,109 INFO : EVAL, epoch=0091, iter=00030/00040, fetch data time cost=1.52ms, fps=2711 images/s, loss=1.3687, top1-acc=62.21%, top5-acc=88.50%, remaining_time=0:00:00.985190, arrival_time=2021-04-14 22:50:06.094256, cost_time=0:00:02.955581 2021-04-14 22:50:05,971 INFO : EVAL, epoch=0091, iter=00040/00040, fetch data time cost=0.09ms, fps=2690 images/s, loss=1.3944, top1-acc=62.23%, top5-acc=88.31%, remaining_time=0:00:00, arrival_time=2021-04-14 22:50:05.971865, cost_time=0:00:03.818329 2021-04-14 22:50:06,253 INFO : Epoch=0091 complete, best val top1-acc=63.13%, top5-acc=89.07% (epoch=82), remaining_time=1:58:26.716288, arrival_time=2021-04-15 00:48:32.970225, cost_time=1:38:53.130116 2021-04-14 22:50:06,255 INFO : Train start, epoch=0092, lr=0.057045 2021-04-14 22:50:09,543 INFO : TRAIN, epoch=0092, iter=00010/00196, fetch data time cost=1.58ms, fps=779 images/s, loss=0.8181, top1-acc=74.77%, top5-acc=95.98%, remaining_time=0:01:01.161636, arrival_time=2021-04-14 22:51:10.705378, cost_time=0:00:03.288257 2021-04-14 22:50:12,642 INFO : TRAIN, epoch=0092, iter=00020/00196, fetch data time cost=1.69ms, fps=826 images/s, loss=0.7873, top1-acc=75.49%, top5-acc=96.43%, remaining_time=0:00:56.207360, arrival_time=2021-04-14 22:51:08.850106, cost_time=0:00:06.387201 2021-04-14 22:50:15,748 INFO : TRAIN, epoch=0092, iter=00030/00196, fetch data time cost=1.81ms, fps=824 images/s, loss=0.7701, top1-acc=76.20%, top5-acc=96.38%, remaining_time=0:00:52.530202, arrival_time=2021-04-14 22:51:08.279089, cost_time=0:00:09.493400 2021-04-14 22:50:18,859 INFO : TRAIN, epoch=0092, iter=00040/00196, fetch data time cost=1.47ms, fps=823 images/s, loss=0.7660, top1-acc=76.43%, top5-acc=96.36%, remaining_time=0:00:49.155912, arrival_time=2021-04-14 22:51:08.015480, cost_time=0:00:12.604069 2021-04-14 22:50:21,958 INFO : TRAIN, epoch=0092, iter=00050/00196, fetch data time cost=1.34ms, fps=826 images/s, loss=0.7561, top1-acc=76.77%, top5-acc=96.42%, remaining_time=0:00:45.852906, arrival_time=2021-04-14 22:51:07.811433, cost_time=0:00:15.703039 2021-04-14 22:50:25,063 INFO : TRAIN, epoch=0092, iter=00060/00196, fetch data time cost=1.53ms, fps=825 images/s, loss=0.7452, top1-acc=77.21%, top5-acc=96.53%, remaining_time=0:00:42.632192, arrival_time=2021-04-14 22:51:07.695982, cost_time=0:00:18.808300 2021-04-14 22:50:28,179 INFO : TRAIN, epoch=0092, iter=00070/00196, fetch data time cost=1.60ms, fps=822 images/s, loss=0.7479, top1-acc=77.22%, top5-acc=96.42%, remaining_time=0:00:39.463200, arrival_time=2021-04-14 22:51:07.642853, cost_time=0:00:21.924013 2021-04-14 22:50:31,297 INFO : TRAIN, epoch=0092, iter=00080/00196, fetch data time cost=2.13ms, fps=821 images/s, loss=0.7556, top1-acc=77.01%, top5-acc=96.30%, remaining_time=0:00:36.310784, arrival_time=2021-04-14 22:51:07.608230, cost_time=0:00:25.041900 2021-04-14 22:50:34,400 INFO : TRAIN, epoch=0092, iter=00090/00196, fetch data time cost=1.47ms, fps=825 images/s, loss=0.7585, top1-acc=77.06%, top5-acc=96.22%, remaining_time=0:00:33.148320, arrival_time=2021-04-14 22:51:07.548730, cost_time=0:00:28.144791 2021-04-14 22:50:37,516 INFO : TRAIN, epoch=0092, iter=00100/00196, fetch data time cost=2.13ms, fps=822 images/s, loss=0.7624, top1-acc=76.93%, top5-acc=96.20%, remaining_time=0:00:30.010272, arrival_time=2021-04-14 22:51:07.526551, cost_time=0:00:31.260673 2021-04-14 22:50:40,617 INFO : TRAIN, epoch=0092, iter=00110/00196, fetch data time cost=1.63ms, fps=826 images/s, loss=0.7664, top1-acc=76.79%, top5-acc=96.09%, remaining_time=0:00:26.865110, arrival_time=2021-04-14 22:51:07.482993, cost_time=0:00:34.362392 2021-04-14 22:50:43,721 INFO : TRAIN, epoch=0092, iter=00120/00196, fetch data time cost=1.46ms, fps=825 images/s, loss=0.7687, top1-acc=76.67%, top5-acc=96.09%, remaining_time=0:00:23.728720, arrival_time=2021-04-14 22:51:07.450562, cost_time=0:00:37.466361 2021-04-14 22:50:46,823 INFO : TRAIN, epoch=0092, iter=00130/00196, fetch data time cost=1.47ms, fps=826 images/s, loss=0.7727, top1-acc=76.59%, top5-acc=96.05%, remaining_time=0:00:20.596026, arrival_time=2021-04-14 22:51:07.419447, cost_time=0:00:40.567933 2021-04-14 22:50:49,924 INFO : TRAIN, epoch=0092, iter=00140/00196, fetch data time cost=1.49ms, fps=826 images/s, loss=0.7760, top1-acc=76.48%, top5-acc=96.04%, remaining_time=0:00:17.467352, arrival_time=2021-04-14 22:51:07.391293, cost_time=0:00:43.668440 2021-04-14 22:50:53,037 INFO : TRAIN, epoch=0092, iter=00150/00196, fetch data time cost=1.49ms, fps=822 images/s, loss=0.7802, top1-acc=76.34%, top5-acc=95.98%, remaining_time=0:00:14.346388, arrival_time=2021-04-14 22:51:07.383513, cost_time=0:00:46.781635 2021-04-14 22:50:56,138 INFO : TRAIN, epoch=0092, iter=00160/00196, fetch data time cost=1.31ms, fps=826 images/s, loss=0.7821, top1-acc=76.27%, top5-acc=95.95%, remaining_time=0:00:11.223612, arrival_time=2021-04-14 22:51:07.361822, cost_time=0:00:49.882799 2021-04-14 22:50:59,257 INFO : TRAIN, epoch=0092, iter=00170/00196, fetch data time cost=1.94ms, fps=821 images/s, loss=0.7854, top1-acc=76.14%, top5-acc=95.92%, remaining_time=0:00:08.106176, arrival_time=2021-04-14 22:51:07.363647, cost_time=0:00:53.001981 2021-04-14 22:51:02,357 INFO : TRAIN, epoch=0092, iter=00180/00196, fetch data time cost=1.38ms, fps=826 images/s, loss=0.7866, top1-acc=76.07%, top5-acc=95.91%, remaining_time=0:00:04.986848, arrival_time=2021-04-14 22:51:07.344597, cost_time=0:00:56.102078 2021-04-14 22:51:05,463 INFO : TRAIN, epoch=0092, iter=00190/00196, fetch data time cost=1.58ms, fps=825 images/s, loss=0.7896, top1-acc=75.97%, top5-acc=95.90%, remaining_time=0:00:01.869720, arrival_time=2021-04-14 22:51:07.332877, cost_time=0:00:59.207739 2021-04-14 22:51:07,114 INFO : TRAIN, epoch=0092, iter=00196/00196, fetch data time cost=1.53ms, fps=824 images/s, loss=0.7939, top1-acc=75.89%, top5-acc=95.86%, remaining_time=0:00:00, arrival_time=2021-04-14 22:51:07.114719, cost_time=0:01:00.859295 2021-04-14 22:51:08,168 INFO : EVAL, epoch=0092, iter=00010/00040, fetch data time cost=1.49ms, fps=2435 images/s, loss=1.3006, top1-acc=64.06%, top5-acc=88.75%, remaining_time=0:00:03.154590, arrival_time=2021-04-14 22:51:11.322895, cost_time=0:00:01.051528 2021-04-14 22:51:09,111 INFO : EVAL, epoch=0092, iter=00020/00040, fetch data time cost=2.04ms, fps=2715 images/s, loss=1.2959, top1-acc=64.02%, top5-acc=88.93%, remaining_time=0:00:01.994920, arrival_time=2021-04-14 22:51:11.106650, cost_time=0:00:01.994917 2021-04-14 22:51:10,052 INFO : EVAL, epoch=0092, iter=00030/00040, fetch data time cost=1.41ms, fps=2723 images/s, loss=1.2943, top1-acc=64.41%, top5-acc=89.13%, remaining_time=0:00:00.978590, arrival_time=2021-04-14 22:51:11.031111, cost_time=0:00:02.935776 2021-04-14 22:51:10,910 INFO : EVAL, epoch=0092, iter=00040/00040, fetch data time cost=0.09ms, fps=2704 images/s, loss=1.3101, top1-acc=64.32%, top5-acc=88.95%, remaining_time=0:00:00, arrival_time=2021-04-14 22:51:10.910720, cost_time=0:00:03.793992 2021-04-14 22:51:11,437 INFO : Epoch=0092 complete, best val top1-acc=64.32%, top5-acc=88.95% (epoch=92), remaining_time=1:57:21.498372, arrival_time=2021-04-15 00:48:32.935649, cost_time=1:39:58.313452 2021-04-14 22:51:11,438 INFO : Train start, epoch=0093, lr=0.056267 2021-04-14 22:51:14,751 INFO : TRAIN, epoch=0093, iter=00010/00196, fetch data time cost=1.73ms, fps=773 images/s, loss=0.7788, top1-acc=75.78%, top5-acc=96.37%, remaining_time=0:01:01.617708, arrival_time=2021-04-14 22:52:16.369456, cost_time=0:00:03.312780 2021-04-14 22:51:17,860 INFO : TRAIN, epoch=0093, iter=00020/00196, fetch data time cost=2.69ms, fps=824 images/s, loss=0.7637, top1-acc=76.58%, top5-acc=96.46%, remaining_time=0:00:56.512896, arrival_time=2021-04-14 22:52:14.373690, cost_time=0:00:06.421926 2021-04-14 22:51:20,975 INFO : TRAIN, epoch=0093, iter=00030/00196, fetch data time cost=1.37ms, fps=822 images/s, loss=0.7450, top1-acc=77.55%, top5-acc=96.51%, remaining_time=0:00:52.770404, arrival_time=2021-04-14 22:52:13.746038, cost_time=0:00:09.536815 2021-04-14 22:51:24,093 INFO : TRAIN, epoch=0093, iter=00040/00196, fetch data time cost=2.22ms, fps=821 images/s, loss=0.7391, top1-acc=77.73%, top5-acc=96.55%, remaining_time=0:00:49.352160, arrival_time=2021-04-14 22:52:13.445401, cost_time=0:00:12.654383 2021-04-14 22:51:27,202 INFO : TRAIN, epoch=0093, iter=00050/00196, fetch data time cost=2.38ms, fps=824 images/s, loss=0.7438, top1-acc=77.66%, top5-acc=96.51%, remaining_time=0:00:46.030004, arrival_time=2021-04-14 22:52:13.232549, cost_time=0:00:15.763688 2021-04-14 22:51:30,305 INFO : TRAIN, epoch=0093, iter=00060/00196, fetch data time cost=2.06ms, fps=825 images/s, loss=0.7425, top1-acc=77.65%, top5-acc=96.57%, remaining_time=0:00:42.764928, arrival_time=2021-04-14 22:52:13.070701, cost_time=0:00:18.866869 2021-04-14 22:51:33,415 INFO : TRAIN, epoch=0093, iter=00070/00196, fetch data time cost=1.36ms, fps=823 images/s, loss=0.7468, top1-acc=77.40%, top5-acc=96.58%, remaining_time=0:00:39.557826, arrival_time=2021-04-14 22:52:12.973249, cost_time=0:00:21.976547 2021-04-14 22:51:36,523 INFO : TRAIN, epoch=0093, iter=00080/00196, fetch data time cost=2.25ms, fps=824 images/s, loss=0.7431, top1-acc=77.50%, top5-acc=96.58%, remaining_time=0:00:36.372612, arrival_time=2021-04-14 22:52:12.895996, cost_time=0:00:25.084570 2021-04-14 22:51:39,637 INFO : TRAIN, epoch=0093, iter=00090/00196, fetch data time cost=1.42ms, fps=822 images/s, loss=0.7473, top1-acc=77.29%, top5-acc=96.55%, remaining_time=0:00:33.211920, arrival_time=2021-04-14 22:52:12.849734, cost_time=0:00:28.198811 2021-04-14 22:51:42,742 INFO : TRAIN, epoch=0093, iter=00100/00196, fetch data time cost=1.39ms, fps=825 images/s, loss=0.7490, top1-acc=77.28%, top5-acc=96.53%, remaining_time=0:00:30.051072, arrival_time=2021-04-14 22:52:12.793092, cost_time=0:00:31.303198 2021-04-14 22:51:45,847 INFO : TRAIN, epoch=0093, iter=00110/00196, fetch data time cost=1.41ms, fps=824 images/s, loss=0.7491, top1-acc=77.31%, top5-acc=96.48%, remaining_time=0:00:26.901402, arrival_time=2021-04-14 22:52:12.749019, cost_time=0:00:34.408811 2021-04-14 22:51:48,954 INFO : TRAIN, epoch=0093, iter=00120/00196, fetch data time cost=1.41ms, fps=824 images/s, loss=0.7524, top1-acc=77.21%, top5-acc=96.46%, remaining_time=0:00:23.759576, arrival_time=2021-04-14 22:52:12.713502, cost_time=0:00:37.515106 2021-04-14 22:51:52,073 INFO : TRAIN, epoch=0093, iter=00130/00196, fetch data time cost=1.61ms, fps=821 images/s, loss=0.7583, top1-acc=77.02%, top5-acc=96.36%, remaining_time=0:00:20.629752, arrival_time=2021-04-14 22:52:12.702988, cost_time=0:00:40.634420 2021-04-14 22:51:55,179 INFO : TRAIN, epoch=0093, iter=00140/00196, fetch data time cost=1.48ms, fps=824 images/s, loss=0.7618, top1-acc=76.96%, top5-acc=96.32%, remaining_time=0:00:17.496304, arrival_time=2021-04-14 22:52:12.675899, cost_time=0:00:43.740779 2021-04-14 22:51:58,288 INFO : TRAIN, epoch=0093, iter=00150/00196, fetch data time cost=1.43ms, fps=824 images/s, loss=0.7647, top1-acc=76.89%, top5-acc=96.25%, remaining_time=0:00:14.367272, arrival_time=2021-04-14 22:52:12.655937, cost_time=0:00:46.849829 2021-04-14 22:52:01,399 INFO : TRAIN, epoch=0093, iter=00160/00196, fetch data time cost=1.55ms, fps=823 images/s, loss=0.7649, top1-acc=76.87%, top5-acc=96.23%, remaining_time=0:00:11.241180, arrival_time=2021-04-14 22:52:12.640803, cost_time=0:00:49.960806 2021-04-14 22:52:04,510 INFO : TRAIN, epoch=0093, iter=00170/00196, fetch data time cost=1.62ms, fps=823 images/s, loss=0.7646, top1-acc=76.91%, top5-acc=96.23%, remaining_time=0:00:08.116758, arrival_time=2021-04-14 22:52:12.626750, cost_time=0:00:53.071169 2021-04-14 22:52:07,614 INFO : TRAIN, epoch=0093, iter=00180/00196, fetch data time cost=1.41ms, fps=825 images/s, loss=0.7670, top1-acc=76.86%, top5-acc=96.19%, remaining_time=0:00:04.993360, arrival_time=2021-04-14 22:52:12.607538, cost_time=0:00:56.175367 2021-04-14 22:52:10,721 INFO : TRAIN, epoch=0093, iter=00190/00196, fetch data time cost=1.47ms, fps=824 images/s, loss=0.7694, top1-acc=76.77%, top5-acc=96.16%, remaining_time=0:00:01.872090, arrival_time=2021-04-14 22:52:12.593716, cost_time=0:00:59.282819 2021-04-14 22:52:12,373 INFO : TRAIN, epoch=0093, iter=00196/00196, fetch data time cost=1.29ms, fps=824 images/s, loss=0.7722, top1-acc=76.73%, top5-acc=96.13%, remaining_time=0:00:00, arrival_time=2021-04-14 22:52:12.373058, cost_time=0:01:00.934231 2021-04-14 22:52:13,473 INFO : EVAL, epoch=0093, iter=00010/00040, fetch data time cost=0.21ms, fps=2330 images/s, loss=1.3943, top1-acc=61.99%, top5-acc=88.32%, remaining_time=0:00:03.296310, arrival_time=2021-04-14 22:52:16.770181, cost_time=0:00:01.098773 2021-04-14 22:52:14,417 INFO : EVAL, epoch=0093, iter=00020/00040, fetch data time cost=1.62ms, fps=2714 images/s, loss=1.4290, top1-acc=61.50%, top5-acc=87.60%, remaining_time=0:00:02.042280, arrival_time=2021-04-14 22:52:16.459754, cost_time=0:00:02.042290 2021-04-14 22:52:15,361 INFO : EVAL, epoch=0093, iter=00030/00040, fetch data time cost=1.61ms, fps=2713 images/s, loss=1.4094, top1-acc=61.86%, top5-acc=87.84%, remaining_time=0:00:00.995540, arrival_time=2021-04-14 22:52:16.357285, cost_time=0:00:02.986614 2021-04-14 22:52:16,220 INFO : EVAL, epoch=0093, iter=00040/00040, fetch data time cost=0.08ms, fps=2702 images/s, loss=1.3975, top1-acc=61.89%, top5-acc=87.85%, remaining_time=0:00:00, arrival_time=2021-04-14 22:52:16.220901, cost_time=0:00:03.845841 2021-04-14 22:52:16,496 INFO : Epoch=0093 complete, best val top1-acc=64.32%, top5-acc=88.95% (epoch=92), remaining_time=1:56:16.138599, arrival_time=2021-04-15 00:48:32.635215, cost_time=1:41:03.372784 2021-04-14 22:52:16,498 INFO : Train start, epoch=0094, lr=0.055487 2021-04-14 22:52:19,817 INFO : TRAIN, epoch=0094, iter=00010/00196, fetch data time cost=1.96ms, fps=771 images/s, loss=0.7807, top1-acc=76.76%, top5-acc=95.66%, remaining_time=0:01:01.735818, arrival_time=2021-04-14 22:53:21.553149, cost_time=0:00:03.319126 2021-04-14 22:52:22,921 INFO : TRAIN, epoch=0094, iter=00020/00196, fetch data time cost=1.76ms, fps=825 images/s, loss=0.7536, top1-acc=77.19%, top5-acc=96.13%, remaining_time=0:00:56.520992, arrival_time=2021-04-14 22:53:19.442037, cost_time=0:00:06.422844 2021-04-14 22:52:26,028 INFO : TRAIN, epoch=0094, iter=00030/00196, fetch data time cost=1.88ms, fps=824 images/s, loss=0.7415, top1-acc=77.33%, top5-acc=96.18%, remaining_time=0:00:52.734714, arrival_time=2021-04-14 22:53:18.763498, cost_time=0:00:09.530383 2021-04-14 22:52:29,132 INFO : TRAIN, epoch=0094, iter=00040/00196, fetch data time cost=1.57ms, fps=825 images/s, loss=0.7418, top1-acc=77.42%, top5-acc=96.24%, remaining_time=0:00:49.272132, arrival_time=2021-04-14 22:53:18.404224, cost_time=0:00:12.633886 2021-04-14 22:52:32,244 INFO : TRAIN, epoch=0094, iter=00050/00196, fetch data time cost=1.80ms, fps=823 images/s, loss=0.7371, top1-acc=77.45%, top5-acc=96.29%, remaining_time=0:00:45.978758, arrival_time=2021-04-14 22:53:18.223127, cost_time=0:00:15.746157 2021-04-14 22:52:35,348 INFO : TRAIN, epoch=0094, iter=00060/00196, fetch data time cost=1.43ms, fps=825 images/s, loss=0.7361, top1-acc=77.46%, top5-acc=96.30%, remaining_time=0:00:42.727800, arrival_time=2021-04-14 22:53:18.076618, cost_time=0:00:18.850504 2021-04-14 22:52:38,462 INFO : TRAIN, epoch=0094, iter=00070/00196, fetch data time cost=1.44ms, fps=822 images/s, loss=0.7413, top1-acc=77.31%, top5-acc=96.29%, remaining_time=0:00:39.535902, arrival_time=2021-04-14 22:53:17.998641, cost_time=0:00:21.964406 2021-04-14 22:52:41,575 INFO : TRAIN, epoch=0094, iter=00080/00196, fetch data time cost=2.16ms, fps=823 images/s, loss=0.7393, top1-acc=77.37%, top5-acc=96.31%, remaining_time=0:00:36.361824, arrival_time=2021-04-14 22:53:17.937312, cost_time=0:00:25.077149 2021-04-14 22:52:44,689 INFO : TRAIN, epoch=0094, iter=00090/00196, fetch data time cost=1.64ms, fps=822 images/s, loss=0.7377, top1-acc=77.35%, top5-acc=96.39%, remaining_time=0:00:33.203016, arrival_time=2021-04-14 22:53:17.892624, cost_time=0:00:28.191283 2021-04-14 22:52:47,789 INFO : TRAIN, epoch=0094, iter=00100/00196, fetch data time cost=1.55ms, fps=826 images/s, loss=0.7405, top1-acc=77.17%, top5-acc=96.35%, remaining_time=0:00:30.039552, arrival_time=2021-04-14 22:53:17.829081, cost_time=0:00:31.291225 2021-04-14 22:52:50,889 INFO : TRAIN, epoch=0094, iter=00110/00196, fetch data time cost=1.44ms, fps=826 images/s, loss=0.7420, top1-acc=77.05%, top5-acc=96.37%, remaining_time=0:00:26.887814, arrival_time=2021-04-14 22:53:17.777410, cost_time=0:00:34.391393 2021-04-14 22:52:53,990 INFO : TRAIN, epoch=0094, iter=00120/00196, fetch data time cost=1.39ms, fps=826 images/s, loss=0.7424, top1-acc=77.06%, top5-acc=96.37%, remaining_time=0:00:23.744984, arrival_time=2021-04-14 22:53:17.735223, cost_time=0:00:37.492056 2021-04-14 22:52:57,104 INFO : TRAIN, epoch=0094, iter=00130/00196, fetch data time cost=2.32ms, fps=822 images/s, loss=0.7457, top1-acc=76.97%, top5-acc=96.36%, remaining_time=0:00:20.615694, arrival_time=2021-04-14 22:53:17.720576, cost_time=0:00:40.606641 2021-04-14 22:53:00,206 INFO : TRAIN, epoch=0094, iter=00140/00196, fetch data time cost=2.06ms, fps=826 images/s, loss=0.7504, top1-acc=76.88%, top5-acc=96.31%, remaining_time=0:00:17.483368, arrival_time=2021-04-14 22:53:17.690032, cost_time=0:00:43.708460 2021-04-14 22:53:03,318 INFO : TRAIN, epoch=0094, iter=00150/00196, fetch data time cost=2.86ms, fps=823 images/s, loss=0.7560, top1-acc=76.79%, top5-acc=96.22%, remaining_time=0:00:14.358118, arrival_time=2021-04-14 22:53:17.676297, cost_time=0:00:46.819972 2021-04-14 22:53:06,427 INFO : TRAIN, epoch=0094, iter=00160/00196, fetch data time cost=1.44ms, fps=823 images/s, loss=0.7580, top1-acc=76.73%, top5-acc=96.16%, remaining_time=0:00:11.234160, arrival_time=2021-04-14 22:53:17.661981, cost_time=0:00:49.929621 2021-04-14 22:53:09,538 INFO : TRAIN, epoch=0094, iter=00170/00196, fetch data time cost=1.86ms, fps=823 images/s, loss=0.7611, top1-acc=76.65%, top5-acc=96.10%, remaining_time=0:00:08.112000, arrival_time=2021-04-14 22:53:17.650327, cost_time=0:00:53.039993 2021-04-14 22:53:12,655 INFO : TRAIN, epoch=0094, iter=00180/00196, fetch data time cost=1.41ms, fps=822 images/s, loss=0.7657, top1-acc=76.56%, top5-acc=96.04%, remaining_time=0:00:04.991744, arrival_time=2021-04-14 22:53:17.647189, cost_time=0:00:56.157093 2021-04-14 22:53:15,761 INFO : TRAIN, epoch=0094, iter=00190/00196, fetch data time cost=1.25ms, fps=824 images/s, loss=0.7686, top1-acc=76.49%, top5-acc=96.00%, remaining_time=0:00:01.871484, arrival_time=2021-04-14 22:53:17.633339, cost_time=0:00:59.263657 2021-04-14 22:53:17,414 INFO : TRAIN, epoch=0094, iter=00196/00196, fetch data time cost=1.26ms, fps=823 images/s, loss=0.7705, top1-acc=76.44%, top5-acc=95.98%, remaining_time=0:00:00, arrival_time=2021-04-14 22:53:17.414769, cost_time=0:01:00.916569 2021-04-14 22:53:18,478 INFO : EVAL, epoch=0094, iter=00010/00040, fetch data time cost=1.34ms, fps=2412 images/s, loss=1.3323, top1-acc=62.62%, top5-acc=88.98%, remaining_time=0:00:03.183900, arrival_time=2021-04-14 22:53:21.662091, cost_time=0:00:01.061297 2021-04-14 22:53:19,419 INFO : EVAL, epoch=0094, iter=00020/00040, fetch data time cost=1.42ms, fps=2720 images/s, loss=1.3286, top1-acc=63.40%, top5-acc=88.54%, remaining_time=0:00:02.002880, arrival_time=2021-04-14 22:53:21.422567, cost_time=0:00:02.002870 2021-04-14 22:53:20,362 INFO : EVAL, epoch=0094, iter=00030/00040, fetch data time cost=1.34ms, fps=2716 images/s, loss=1.3084, top1-acc=63.74%, top5-acc=88.93%, remaining_time=0:00:00.981890, arrival_time=2021-04-14 22:53:21.344474, cost_time=0:00:02.945679 2021-04-14 22:53:21,220 INFO : EVAL, epoch=0094, iter=00040/00040, fetch data time cost=0.08ms, fps=2707 images/s, loss=1.2953, top1-acc=63.89%, top5-acc=88.96%, remaining_time=0:00:00, arrival_time=2021-04-14 22:53:21.220241, cost_time=0:00:03.803451 2021-04-14 22:53:21,730 INFO : Epoch=0094 complete, best val top1-acc=64.32%, top5-acc=88.95% (epoch=92), remaining_time=1:55:10.982064, arrival_time=2021-04-15 00:48:32.712671, cost_time=1:42:08.606732 2021-04-14 22:53:21,733 INFO : Train start, epoch=0095, lr=0.054705 2021-04-14 22:53:25,131 INFO : TRAIN, epoch=0095, iter=00010/00196, fetch data time cost=2.03ms, fps=753 images/s, loss=0.6886, top1-acc=80.12%, top5-acc=97.19%, remaining_time=0:01:03.196848, arrival_time=2021-04-14 22:54:28.328500, cost_time=0:00:03.397683 2021-04-14 22:53:28,241 INFO : TRAIN, epoch=0095, iter=00020/00196, fetch data time cost=1.52ms, fps=823 images/s, loss=0.7051, top1-acc=78.87%, top5-acc=96.97%, remaining_time=0:00:57.269696, arrival_time=2021-04-14 22:54:25.511550, cost_time=0:00:06.507921 2021-04-14 22:53:31,355 INFO : TRAIN, epoch=0095, iter=00030/00196, fetch data time cost=2.82ms, fps=822 images/s, loss=0.7113, top1-acc=78.55%, top5-acc=96.81%, remaining_time=0:00:53.240848, arrival_time=2021-04-14 22:54:24.596656, cost_time=0:00:09.621848 2021-04-14 22:53:34,462 INFO : TRAIN, epoch=0095, iter=00040/00196, fetch data time cost=1.65ms, fps=824 images/s, loss=0.7266, top1-acc=77.99%, top5-acc=96.63%, remaining_time=0:00:49.641228, arrival_time=2021-04-14 22:54:24.103678, cost_time=0:00:12.728518 2021-04-14 22:53:37,575 INFO : TRAIN, epoch=0095, iter=00050/00196, fetch data time cost=1.73ms, fps=822 images/s, loss=0.7308, top1-acc=77.80%, top5-acc=96.55%, remaining_time=0:00:46.257472, arrival_time=2021-04-14 22:54:23.833054, cost_time=0:00:15.841602 2021-04-14 22:53:40,682 INFO : TRAIN, epoch=0095, iter=00060/00196, fetch data time cost=1.32ms, fps=824 images/s, loss=0.7351, top1-acc=77.74%, top5-acc=96.47%, remaining_time=0:00:42.949344, arrival_time=2021-04-14 22:54:23.631513, cost_time=0:00:18.948235 2021-04-14 22:53:43,799 INFO : TRAIN, epoch=0095, iter=00070/00196, fetch data time cost=12.77ms, fps=821 images/s, loss=0.7358, top1-acc=77.71%, top5-acc=96.47%, remaining_time=0:00:39.718728, arrival_time=2021-04-14 22:54:23.518615, cost_time=0:00:22.065962 2021-04-14 22:53:46,903 INFO : TRAIN, epoch=0095, iter=00080/00196, fetch data time cost=1.52ms, fps=825 images/s, loss=0.7345, top1-acc=77.73%, top5-acc=96.47%, remaining_time=0:00:36.495224, arrival_time=2021-04-14 22:54:23.398271, cost_time=0:00:25.169117 2021-04-14 22:53:50,008 INFO : TRAIN, epoch=0095, iter=00090/00196, fetch data time cost=1.53ms, fps=824 images/s, loss=0.7355, top1-acc=77.64%, top5-acc=96.47%, remaining_time=0:00:33.301596, arrival_time=2021-04-14 22:54:23.310452, cost_time=0:00:28.274923 2021-04-14 22:53:53,111 INFO : TRAIN, epoch=0095, iter=00100/00196, fetch data time cost=1.73ms, fps=825 images/s, loss=0.7389, top1-acc=77.55%, top5-acc=96.42%, remaining_time=0:00:30.122400, arrival_time=2021-04-14 22:54:23.233878, cost_time=0:00:31.377543 2021-04-14 22:53:56,217 INFO : TRAIN, epoch=0095, iter=00110/00196, fetch data time cost=1.54ms, fps=824 images/s, loss=0.7438, top1-acc=77.30%, top5-acc=96.41%, remaining_time=0:00:26.960054, arrival_time=2021-04-14 22:54:23.177727, cost_time=0:00:34.483746 2021-04-14 22:53:59,320 INFO : TRAIN, epoch=0095, iter=00120/00196, fetch data time cost=1.54ms, fps=825 images/s, loss=0.7443, top1-acc=77.27%, top5-acc=96.44%, remaining_time=0:00:23.804568, arrival_time=2021-04-14 22:54:23.124664, cost_time=0:00:37.586169 2021-04-14 22:54:02,426 INFO : TRAIN, epoch=0095, iter=00130/00196, fetch data time cost=1.47ms, fps=824 images/s, loss=0.7445, top1-acc=77.28%, top5-acc=96.43%, remaining_time=0:00:20.659518, arrival_time=2021-04-14 22:54:23.086403, cost_time=0:00:40.692950 2021-04-14 22:54:05,532 INFO : TRAIN, epoch=0095, iter=00140/00196, fetch data time cost=1.57ms, fps=825 images/s, loss=0.7478, top1-acc=77.13%, top5-acc=96.40%, remaining_time=0:00:17.519208, arrival_time=2021-04-14 22:54:23.051219, cost_time=0:00:43.798076 2021-04-14 22:54:08,639 INFO : TRAIN, epoch=0095, iter=00150/00196, fetch data time cost=1.39ms, fps=824 images/s, loss=0.7512, top1-acc=77.00%, top5-acc=96.38%, remaining_time=0:00:14.384384, arrival_time=2021-04-14 22:54:23.023941, cost_time=0:00:46.905624 2021-04-14 22:54:11,748 INFO : TRAIN, epoch=0095, iter=00160/00196, fetch data time cost=2.00ms, fps=824 images/s, loss=0.7548, top1-acc=76.94%, top5-acc=96.34%, remaining_time=0:00:11.253204, arrival_time=2021-04-14 22:54:23.001311, cost_time=0:00:50.014177 2021-04-14 22:54:14,853 INFO : TRAIN, epoch=0095, iter=00170/00196, fetch data time cost=1.59ms, fps=825 images/s, loss=0.7563, top1-acc=76.90%, top5-acc=96.33%, remaining_time=0:00:08.124090, arrival_time=2021-04-14 22:54:22.977101, cost_time=0:00:53.119051 2021-04-14 22:54:17,953 INFO : TRAIN, epoch=0095, iter=00180/00196, fetch data time cost=1.42ms, fps=826 images/s, loss=0.7593, top1-acc=76.86%, top5-acc=96.30%, remaining_time=0:00:04.997280, arrival_time=2021-04-14 22:54:22.950483, cost_time=0:00:56.219357 2021-04-14 22:54:21,053 INFO : TRAIN, epoch=0095, iter=00190/00196, fetch data time cost=1.29ms, fps=826 images/s, loss=0.7603, top1-acc=76.87%, top5-acc=96.26%, remaining_time=0:00:01.873236, arrival_time=2021-04-14 22:54:22.926256, cost_time=0:00:59.319083 2021-04-14 22:54:22,705 INFO : TRAIN, epoch=0095, iter=00196/00196, fetch data time cost=1.26ms, fps=823 images/s, loss=0.7635, top1-acc=76.84%, top5-acc=96.23%, remaining_time=0:00:00, arrival_time=2021-04-14 22:54:22.705461, cost_time=0:01:00.971620 2021-04-14 22:54:23,765 INFO : EVAL, epoch=0095, iter=00010/00040, fetch data time cost=0.31ms, fps=2419 images/s, loss=1.2750, top1-acc=64.02%, top5-acc=89.26%, remaining_time=0:00:03.175020, arrival_time=2021-04-14 22:54:26.940639, cost_time=0:00:01.058339 2021-04-14 22:54:24,710 INFO : EVAL, epoch=0095, iter=00020/00040, fetch data time cost=1.54ms, fps=2711 images/s, loss=1.2971, top1-acc=63.79%, top5-acc=89.22%, remaining_time=0:00:02.003100, arrival_time=2021-04-14 22:54:26.713618, cost_time=0:00:02.003098 2021-04-14 22:54:25,657 INFO : EVAL, epoch=0095, iter=00030/00040, fetch data time cost=1.41ms, fps=2706 images/s, loss=1.3078, top1-acc=63.36%, top5-acc=89.28%, remaining_time=0:00:00.983250, arrival_time=2021-04-14 22:54:26.640284, cost_time=0:00:02.949745 2021-04-14 22:54:26,515 INFO : EVAL, epoch=0095, iter=00040/00040, fetch data time cost=0.08ms, fps=2704 images/s, loss=1.3126, top1-acc=63.19%, top5-acc=89.26%, remaining_time=0:00:00, arrival_time=2021-04-14 22:54:26.515443, cost_time=0:00:03.808193 2021-04-14 22:54:26,874 INFO : Epoch=0095 complete, best val top1-acc=64.32%, top5-acc=88.95% (epoch=92), remaining_time=1:54:05.724795, arrival_time=2021-04-15 00:48:32.599650, cost_time=1:43:13.751033 2021-04-14 22:54:26,876 INFO : Train start, epoch=0096, lr=0.053923 2021-04-14 22:54:30,182 INFO : TRAIN, epoch=0096, iter=00010/00196, fetch data time cost=2.87ms, fps=774 images/s, loss=0.6927, top1-acc=79.02%, top5-acc=96.76%, remaining_time=0:01:01.490670, arrival_time=2021-04-14 22:55:31.673065, cost_time=0:00:03.305946 2021-04-14 22:54:33,298 INFO : TRAIN, epoch=0096, iter=00020/00196, fetch data time cost=2.24ms, fps=822 images/s, loss=0.7066, top1-acc=78.73%, top5-acc=96.70%, remaining_time=0:00:56.515184, arrival_time=2021-04-14 22:55:29.813779, cost_time=0:00:06.422174 2021-04-14 22:54:36,403 INFO : TRAIN, epoch=0096, iter=00030/00196, fetch data time cost=1.43ms, fps=825 images/s, loss=0.7148, top1-acc=78.40%, top5-acc=96.52%, remaining_time=0:00:52.715790, arrival_time=2021-04-14 22:55:29.119299, cost_time=0:00:09.526947 2021-04-14 22:54:39,508 INFO : TRAIN, epoch=0096, iter=00040/00196, fetch data time cost=1.45ms, fps=825 images/s, loss=0.7221, top1-acc=78.22%, top5-acc=96.54%, remaining_time=0:00:49.263240, arrival_time=2021-04-14 22:55:28.771309, cost_time=0:00:12.631583 2021-04-14 22:54:42,620 INFO : TRAIN, epoch=0096, iter=00050/00196, fetch data time cost=1.43ms, fps=823 images/s, loss=0.7202, top1-acc=78.34%, top5-acc=96.65%, remaining_time=0:00:45.972042, arrival_time=2021-04-14 22:55:28.592282, cost_time=0:00:15.743837 2021-04-14 22:54:45,723 INFO : TRAIN, epoch=0096, iter=00060/00196, fetch data time cost=1.48ms, fps=825 images/s, loss=0.7214, top1-acc=78.18%, top5-acc=96.70%, remaining_time=0:00:42.720184, arrival_time=2021-04-14 22:55:28.443714, cost_time=0:00:18.847121 2021-04-14 22:54:48,832 INFO : TRAIN, epoch=0096, iter=00070/00196, fetch data time cost=1.46ms, fps=824 images/s, loss=0.7235, top1-acc=77.98%, top5-acc=96.70%, remaining_time=0:00:39.520908, arrival_time=2021-04-14 22:55:28.353363, cost_time=0:00:21.956041 2021-04-14 22:54:51,936 INFO : TRAIN, epoch=0096, iter=00080/00196, fetch data time cost=1.48ms, fps=825 images/s, loss=0.7279, top1-acc=77.86%, top5-acc=96.63%, remaining_time=0:00:36.336652, arrival_time=2021-04-14 22:55:28.272920, cost_time=0:00:25.059741 2021-04-14 22:54:55,049 INFO : TRAIN, epoch=0096, iter=00090/00196, fetch data time cost=1.61ms, fps=822 images/s, loss=0.7258, top1-acc=77.95%, top5-acc=96.60%, remaining_time=0:00:33.181816, arrival_time=2021-04-14 22:55:28.231456, cost_time=0:00:28.173222 2021-04-14 22:54:58,160 INFO : TRAIN, epoch=0096, iter=00100/00196, fetch data time cost=1.40ms, fps=823 images/s, loss=0.7256, top1-acc=77.96%, top5-acc=96.58%, remaining_time=0:00:30.032352, arrival_time=2021-04-14 22:55:28.192504, cost_time=0:00:31.283739 2021-04-14 22:55:01,263 INFO : TRAIN, epoch=0096, iter=00110/00196, fetch data time cost=1.41ms, fps=825 images/s, loss=0.7306, top1-acc=77.79%, top5-acc=96.52%, remaining_time=0:00:26.884546, arrival_time=2021-04-14 22:55:28.148188, cost_time=0:00:34.387179 2021-04-14 22:55:04,371 INFO : TRAIN, epoch=0096, iter=00120/00196, fetch data time cost=1.33ms, fps=824 images/s, loss=0.7389, top1-acc=77.60%, top5-acc=96.43%, remaining_time=0:00:23.746884, arrival_time=2021-04-14 22:55:28.118398, cost_time=0:00:37.495116 2021-04-14 22:55:07,483 INFO : TRAIN, epoch=0096, iter=00130/00196, fetch data time cost=1.46ms, fps=823 images/s, loss=0.7442, top1-acc=77.34%, top5-acc=96.39%, remaining_time=0:00:20.615694, arrival_time=2021-04-14 22:55:28.098710, cost_time=0:00:40.606609 2021-04-14 22:55:10,598 INFO : TRAIN, epoch=0096, iter=00140/00196, fetch data time cost=1.75ms, fps=822 images/s, loss=0.7470, top1-acc=77.26%, top5-acc=96.38%, remaining_time=0:00:17.488744, arrival_time=2021-04-14 22:55:28.087198, cost_time=0:00:43.721911 2021-04-14 22:55:13,704 INFO : TRAIN, epoch=0096, iter=00150/00196, fetch data time cost=1.47ms, fps=824 images/s, loss=0.7490, top1-acc=77.22%, top5-acc=96.35%, remaining_time=0:00:14.360648, arrival_time=2021-04-14 22:55:28.065207, cost_time=0:00:46.828134 2021-04-14 22:55:16,810 INFO : TRAIN, epoch=0096, iter=00160/00196, fetch data time cost=1.37ms, fps=824 images/s, loss=0.7521, top1-acc=77.09%, top5-acc=96.35%, remaining_time=0:00:11.235168, arrival_time=2021-04-14 22:55:28.045634, cost_time=0:00:49.934054 2021-04-14 22:55:19,921 INFO : TRAIN, epoch=0096, iter=00170/00196, fetch data time cost=1.34ms, fps=823 images/s, loss=0.7586, top1-acc=76.91%, top5-acc=96.27%, remaining_time=0:00:08.112780, arrival_time=2021-04-14 22:55:28.034421, cost_time=0:00:53.045118 2021-04-14 22:55:23,025 INFO : TRAIN, epoch=0096, iter=00180/00196, fetch data time cost=2.10ms, fps=825 images/s, loss=0.7623, top1-acc=76.80%, top5-acc=96.24%, remaining_time=0:00:04.990976, arrival_time=2021-04-14 22:55:28.016007, cost_time=0:00:56.148508 2021-04-14 22:55:26,143 INFO : TRAIN, epoch=0096, iter=00190/00196, fetch data time cost=1.30ms, fps=821 images/s, loss=0.7629, top1-acc=76.77%, top5-acc=96.25%, remaining_time=0:00:01.871598, arrival_time=2021-04-14 22:55:28.015290, cost_time=0:00:59.267281 2021-04-14 22:55:27,798 INFO : TRAIN, epoch=0096, iter=00196/00196, fetch data time cost=1.67ms, fps=822 images/s, loss=0.7645, top1-acc=76.71%, top5-acc=96.24%, remaining_time=0:00:00, arrival_time=2021-04-14 22:55:27.798721, cost_time=0:01:00.922295 2021-04-14 22:55:28,851 INFO : EVAL, epoch=0096, iter=00010/00040, fetch data time cost=2.21ms, fps=2437 images/s, loss=1.3306, top1-acc=63.98%, top5-acc=89.30%, remaining_time=0:00:03.151020, arrival_time=2021-04-14 22:55:32.002574, cost_time=0:00:01.050337 2021-04-14 22:55:29,801 INFO : EVAL, epoch=0096, iter=00020/00040, fetch data time cost=1.33ms, fps=2698 images/s, loss=1.2809, top1-acc=64.00%, top5-acc=89.90%, remaining_time=0:00:02.000460, arrival_time=2021-04-14 22:55:31.801809, cost_time=0:00:02.000462 2021-04-14 22:55:30,742 INFO : EVAL, epoch=0096, iter=00030/00040, fetch data time cost=1.40ms, fps=2723 images/s, loss=1.2821, top1-acc=63.92%, top5-acc=89.77%, remaining_time=0:00:00.980370, arrival_time=2021-04-14 22:55:31.722339, cost_time=0:00:02.941110 2021-04-14 22:55:31,604 INFO : EVAL, epoch=0096, iter=00040/00040, fetch data time cost=0.08ms, fps=2692 images/s, loss=1.2910, top1-acc=64.36%, top5-acc=89.80%, remaining_time=0:00:00, arrival_time=2021-04-14 22:55:31.604089, cost_time=0:00:03.803089 2021-04-14 22:55:32,112 INFO : Epoch=0096 complete, best val top1-acc=64.36%, top5-acc=89.80% (epoch=96), remaining_time=1:53:00.570992, arrival_time=2021-04-15 00:48:32.683384, cost_time=1:44:18.988560 2021-04-14 22:55:32,113 INFO : Train start, epoch=0097, lr=0.053140 2021-04-14 22:55:35,391 INFO : TRAIN, epoch=0097, iter=00010/00196, fetch data time cost=4.11ms, fps=781 images/s, loss=0.7293, top1-acc=77.93%, top5-acc=96.87%, remaining_time=0:01:00.955176, arrival_time=2021-04-14 22:56:36.346311, cost_time=0:00:03.277161 2021-04-14 22:55:38,497 INFO : TRAIN, epoch=0097, iter=00020/00196, fetch data time cost=1.72ms, fps=824 images/s, loss=0.7084, top1-acc=78.73%, top5-acc=96.78%, remaining_time=0:00:56.178320, arrival_time=2021-04-14 22:56:34.676178, cost_time=0:00:06.383891 2021-04-14 22:55:41,615 INFO : TRAIN, epoch=0097, iter=00030/00196, fetch data time cost=1.48ms, fps=821 images/s, loss=0.7053, top1-acc=78.82%, top5-acc=96.80%, remaining_time=0:00:52.572200, arrival_time=2021-04-14 22:56:34.187316, cost_time=0:00:09.500995 2021-04-14 22:55:44,731 INFO : TRAIN, epoch=0097, iter=00040/00196, fetch data time cost=2.21ms, fps=822 images/s, loss=0.7145, top1-acc=78.65%, top5-acc=96.67%, remaining_time=0:00:49.208172, arrival_time=2021-04-14 22:56:33.939683, cost_time=0:00:12.617492 2021-04-14 22:55:47,832 INFO : TRAIN, epoch=0097, iter=00050/00196, fetch data time cost=1.42ms, fps=826 images/s, loss=0.7124, top1-acc=78.51%, top5-acc=96.66%, remaining_time=0:00:45.897436, arrival_time=2021-04-14 22:56:33.729729, cost_time=0:00:15.718284 2021-04-14 22:55:50,948 INFO : TRAIN, epoch=0097, iter=00060/00196, fetch data time cost=2.26ms, fps=822 images/s, loss=0.7131, top1-acc=78.39%, top5-acc=96.63%, remaining_time=0:00:42.690672, arrival_time=2021-04-14 22:56:33.638759, cost_time=0:00:18.834090 2021-04-14 22:55:54,058 INFO : TRAIN, epoch=0097, iter=00070/00196, fetch data time cost=2.01ms, fps=823 images/s, loss=0.7139, top1-acc=78.47%, top5-acc=96.58%, remaining_time=0:00:39.500370, arrival_time=2021-04-14 22:56:33.558975, cost_time=0:00:21.944637 2021-04-14 22:55:57,176 INFO : TRAIN, epoch=0097, iter=00080/00196, fetch data time cost=1.52ms, fps=821 images/s, loss=0.7151, top1-acc=78.32%, top5-acc=96.59%, remaining_time=0:00:36.339900, arrival_time=2021-04-14 22:56:33.515873, cost_time=0:00:25.062004 2021-04-14 22:56:00,283 INFO : TRAIN, epoch=0097, iter=00090/00196, fetch data time cost=1.56ms, fps=824 images/s, loss=0.7245, top1-acc=77.99%, top5-acc=96.51%, remaining_time=0:00:33.177152, arrival_time=2021-04-14 22:56:33.460475, cost_time=0:00:28.169307 2021-04-14 22:56:03,392 INFO : TRAIN, epoch=0097, iter=00100/00196, fetch data time cost=1.36ms, fps=824 images/s, loss=0.7276, top1-acc=77.83%, top5-acc=96.48%, remaining_time=0:00:30.027360, arrival_time=2021-04-14 22:56:33.419893, cost_time=0:00:31.278471 2021-04-14 22:56:06,496 INFO : TRAIN, epoch=0097, iter=00110/00196, fetch data time cost=1.42ms, fps=825 images/s, loss=0.7318, top1-acc=77.70%, top5-acc=96.43%, remaining_time=0:00:26.880418, arrival_time=2021-04-14 22:56:33.376417, cost_time=0:00:34.381936 2021-04-14 22:56:09,600 INFO : TRAIN, epoch=0097, iter=00120/00196, fetch data time cost=1.37ms, fps=825 images/s, loss=0.7329, top1-acc=77.64%, top5-acc=96.43%, remaining_time=0:00:23.741488, arrival_time=2021-04-14 22:56:33.342174, cost_time=0:00:37.486583 2021-04-14 22:56:12,704 INFO : TRAIN, epoch=0097, iter=00130/00196, fetch data time cost=1.67ms, fps=825 images/s, loss=0.7357, top1-acc=77.50%, top5-acc=96.43%, remaining_time=0:00:20.607642, arrival_time=2021-04-14 22:56:33.312329, cost_time=0:00:40.590795 2021-04-14 22:56:15,807 INFO : TRAIN, epoch=0097, iter=00140/00196, fetch data time cost=1.57ms, fps=825 images/s, loss=0.7377, top1-acc=77.41%, top5-acc=96.42%, remaining_time=0:00:17.477488, arrival_time=2021-04-14 22:56:33.285113, cost_time=0:00:43.693663 2021-04-14 22:56:18,919 INFO : TRAIN, epoch=0097, iter=00150/00196, fetch data time cost=1.49ms, fps=823 images/s, loss=0.7418, top1-acc=77.28%, top5-acc=96.39%, remaining_time=0:00:14.353702, arrival_time=2021-04-14 22:56:33.273352, cost_time=0:00:46.805522 2021-04-14 22:56:22,021 INFO : TRAIN, epoch=0097, iter=00160/00196, fetch data time cost=2.31ms, fps=826 images/s, loss=0.7474, top1-acc=77.16%, top5-acc=96.32%, remaining_time=0:00:11.229120, arrival_time=2021-04-14 22:56:33.250333, cost_time=0:00:49.907214 2021-04-14 22:56:25,128 INFO : TRAIN, epoch=0097, iter=00170/00196, fetch data time cost=1.38ms, fps=824 images/s, loss=0.7513, top1-acc=77.06%, top5-acc=96.29%, remaining_time=0:00:08.108126, arrival_time=2021-04-14 22:56:33.236694, cost_time=0:00:53.014596 2021-04-14 22:56:28,246 INFO : TRAIN, epoch=0097, iter=00180/00196, fetch data time cost=2.73ms, fps=821 images/s, loss=0.7543, top1-acc=76.96%, top5-acc=96.27%, remaining_time=0:00:04.989568, arrival_time=2021-04-14 22:56:33.236227, cost_time=0:00:56.132592 2021-04-14 22:56:31,356 INFO : TRAIN, epoch=0097, iter=00190/00196, fetch data time cost=1.49ms, fps=823 images/s, loss=0.7553, top1-acc=76.94%, top5-acc=96.28%, remaining_time=0:00:01.870818, arrival_time=2021-04-14 22:56:33.227338, cost_time=0:00:59.242552 2021-04-14 22:56:33,012 INFO : TRAIN, epoch=0097, iter=00196/00196, fetch data time cost=1.41ms, fps=822 images/s, loss=0.7564, top1-acc=76.91%, top5-acc=96.27%, remaining_time=0:00:00, arrival_time=2021-04-14 22:56:33.011907, cost_time=0:01:00.897929 2021-04-14 22:56:34,119 INFO : EVAL, epoch=0097, iter=00010/00040, fetch data time cost=0.20ms, fps=2316 images/s, loss=1.2456, top1-acc=65.74%, top5-acc=89.88%, remaining_time=0:00:03.316350, arrival_time=2021-04-14 22:56:37.436106, cost_time=0:00:01.105446 2021-04-14 22:56:35,068 INFO : EVAL, epoch=0097, iter=00020/00040, fetch data time cost=1.83ms, fps=2700 images/s, loss=1.2412, top1-acc=65.51%, top5-acc=90.06%, remaining_time=0:00:02.054280, arrival_time=2021-04-14 22:56:37.122689, cost_time=0:00:02.054284 2021-04-14 22:56:36,010 INFO : EVAL, epoch=0097, iter=00030/00040, fetch data time cost=1.39ms, fps=2717 images/s, loss=1.2260, top1-acc=65.51%, top5-acc=90.27%, remaining_time=0:00:00.998920, arrival_time=2021-04-14 22:56:37.009792, cost_time=0:00:02.996764 2021-04-14 22:56:36,871 INFO : EVAL, epoch=0097, iter=00040/00040, fetch data time cost=0.08ms, fps=2696 images/s, loss=1.2206, top1-acc=65.30%, top5-acc=90.23%, remaining_time=0:00:00, arrival_time=2021-04-14 22:56:36.871723, cost_time=0:00:03.857551 2021-04-14 22:56:37,400 INFO : Epoch=0097 complete, best val top1-acc=65.30%, top5-acc=90.23% (epoch=97), remaining_time=1:51:55.468675, arrival_time=2021-04-15 00:48:32.868871, cost_time=1:45:24.276339 2021-04-14 22:56:37,401 INFO : Train start, epoch=0098, lr=0.052355 2021-04-14 22:56:40,702 INFO : TRAIN, epoch=0098, iter=00010/00196, fetch data time cost=2.68ms, fps=776 images/s, loss=0.7014, top1-acc=77.66%, top5-acc=96.76%, remaining_time=0:01:01.395810, arrival_time=2021-04-14 22:57:42.098546, cost_time=0:00:03.300850 2021-04-14 22:56:43,805 INFO : TRAIN, epoch=0098, iter=00020/00196, fetch data time cost=2.08ms, fps=825 images/s, loss=0.7203, top1-acc=77.87%, top5-acc=96.46%, remaining_time=0:00:56.354320, arrival_time=2021-04-14 22:57:40.160096, cost_time=0:00:06.403893 2021-04-14 22:56:46,908 INFO : TRAIN, epoch=0098, iter=00030/00196, fetch data time cost=1.48ms, fps=825 images/s, loss=0.7038, top1-acc=78.35%, top5-acc=96.76%, remaining_time=0:00:52.603574, arrival_time=2021-04-14 22:57:39.512234, cost_time=0:00:09.506656 2021-04-14 22:56:50,016 INFO : TRAIN, epoch=0098, iter=00040/00196, fetch data time cost=4.03ms, fps=824 images/s, loss=0.7065, top1-acc=78.27%, top5-acc=96.72%, remaining_time=0:00:49.194444, arrival_time=2021-04-14 22:57:39.210321, cost_time=0:00:12.613970 2021-04-14 22:56:53,125 INFO : TRAIN, epoch=0098, iter=00050/00196, fetch data time cost=2.24ms, fps=823 images/s, loss=0.7175, top1-acc=77.94%, top5-acc=96.66%, remaining_time=0:00:45.913496, arrival_time=2021-04-14 22:57:39.039175, cost_time=0:00:15.723787 2021-04-14 22:56:56,236 INFO : TRAIN, epoch=0098, iter=00060/00196, fetch data time cost=2.88ms, fps=823 images/s, loss=0.7212, top1-acc=77.92%, top5-acc=96.58%, remaining_time=0:00:42.692848, arrival_time=2021-04-14 22:57:38.929743, cost_time=0:00:18.835060 2021-04-14 22:56:59,352 INFO : TRAIN, epoch=0098, iter=00070/00196, fetch data time cost=2.09ms, fps=822 images/s, loss=0.7237, top1-acc=77.86%, top5-acc=96.60%, remaining_time=0:00:39.510576, arrival_time=2021-04-14 22:57:38.862741, cost_time=0:00:21.950311 2021-04-14 22:57:02,466 INFO : TRAIN, epoch=0098, iter=00080/00196, fetch data time cost=1.60ms, fps=822 images/s, loss=0.7213, top1-acc=77.88%, top5-acc=96.62%, remaining_time=0:00:36.343264, arrival_time=2021-04-14 22:57:38.809431, cost_time=0:00:25.064320 2021-04-14 22:57:05,574 INFO : TRAIN, epoch=0098, iter=00090/00196, fetch data time cost=1.90ms, fps=824 images/s, loss=0.7211, top1-acc=77.81%, top5-acc=96.68%, remaining_time=0:00:33.181180, arrival_time=2021-04-14 22:57:38.755765, cost_time=0:00:28.172741 2021-04-14 22:57:08,675 INFO : TRAIN, epoch=0098, iter=00100/00196, fetch data time cost=1.41ms, fps=826 images/s, loss=0.7265, top1-acc=77.63%, top5-acc=96.61%, remaining_time=0:00:30.023040, arrival_time=2021-04-14 22:57:38.698925, cost_time=0:00:31.274044 2021-04-14 22:57:11,784 INFO : TRAIN, epoch=0098, iter=00110/00196, fetch data time cost=1.49ms, fps=824 images/s, loss=0.7284, top1-acc=77.59%, top5-acc=96.55%, remaining_time=0:00:26.881192, arrival_time=2021-04-14 22:57:38.665976, cost_time=0:00:34.382952 2021-04-14 22:57:14,888 INFO : TRAIN, epoch=0098, iter=00120/00196, fetch data time cost=1.65ms, fps=825 images/s, loss=0.7294, top1-acc=77.55%, top5-acc=96.53%, remaining_time=0:00:23.741716, arrival_time=2021-04-14 22:57:38.630464, cost_time=0:00:37.486902 2021-04-14 22:57:17,992 INFO : TRAIN, epoch=0098, iter=00130/00196, fetch data time cost=1.42ms, fps=825 images/s, loss=0.7323, top1-acc=77.43%, top5-acc=96.49%, remaining_time=0:00:20.607708, arrival_time=2021-04-14 22:57:38.600457, cost_time=0:00:40.590903 2021-04-14 22:57:21,100 INFO : TRAIN, epoch=0098, iter=00140/00196, fetch data time cost=1.36ms, fps=824 images/s, loss=0.7334, top1-acc=77.41%, top5-acc=96.52%, remaining_time=0:00:17.479448, arrival_time=2021-04-14 22:57:38.579954, cost_time=0:00:43.698659 2021-04-14 22:57:24,218 INFO : TRAIN, epoch=0098, iter=00150/00196, fetch data time cost=1.51ms, fps=821 images/s, loss=0.7337, top1-acc=77.39%, top5-acc=96.54%, remaining_time=0:00:14.356922, arrival_time=2021-04-14 22:57:38.575007, cost_time=0:00:46.816078 2021-04-14 22:57:27,323 INFO : TRAIN, epoch=0098, iter=00160/00196, fetch data time cost=1.68ms, fps=824 images/s, loss=0.7347, top1-acc=77.32%, top5-acc=96.52%, remaining_time=0:00:11.232468, arrival_time=2021-04-14 22:57:38.556364, cost_time=0:00:49.922047 2021-04-14 22:57:30,431 INFO : TRAIN, epoch=0098, iter=00170/00196, fetch data time cost=2.57ms, fps=824 images/s, loss=0.7363, top1-acc=77.23%, top5-acc=96.54%, remaining_time=0:00:08.110336, arrival_time=2021-04-14 22:57:38.541411, cost_time=0:00:53.029190 2021-04-14 22:57:33,545 INFO : TRAIN, epoch=0098, iter=00180/00196, fetch data time cost=1.70ms, fps=822 images/s, loss=0.7389, top1-acc=77.17%, top5-acc=96.49%, remaining_time=0:00:04.990480, arrival_time=2021-04-14 22:57:38.535357, cost_time=0:00:56.142864 2021-04-14 22:57:36,650 INFO : TRAIN, epoch=0098, iter=00190/00196, fetch data time cost=1.91ms, fps=825 images/s, loss=0.7424, top1-acc=77.08%, top5-acc=96.42%, remaining_time=0:00:01.871010, arrival_time=2021-04-14 22:57:38.521440, cost_time=0:00:59.248574 2021-04-14 22:57:38,304 INFO : TRAIN, epoch=0098, iter=00196/00196, fetch data time cost=1.83ms, fps=822 images/s, loss=0.7443, top1-acc=77.07%, top5-acc=96.40%, remaining_time=0:00:00, arrival_time=2021-04-14 22:57:38.304697, cost_time=0:01:00.902831 2021-04-14 22:57:39,396 INFO : EVAL, epoch=0098, iter=00010/00040, fetch data time cost=0.40ms, fps=2349 images/s, loss=1.3857, top1-acc=62.30%, top5-acc=88.79%, remaining_time=0:00:03.269490, arrival_time=2021-04-14 22:57:42.666134, cost_time=0:00:01.089834 2021-04-14 22:57:40,338 INFO : EVAL, epoch=0098, iter=00020/00040, fetch data time cost=1.58ms, fps=2721 images/s, loss=1.4067, top1-acc=61.95%, top5-acc=88.12%, remaining_time=0:00:02.031260, arrival_time=2021-04-14 22:57:42.369252, cost_time=0:00:02.031263 2021-04-14 22:57:41,281 INFO : EVAL, epoch=0098, iter=00030/00040, fetch data time cost=1.77ms, fps=2716 images/s, loss=1.4114, top1-acc=61.90%, top5-acc=87.97%, remaining_time=0:00:00.991410, arrival_time=2021-04-14 22:57:42.272447, cost_time=0:00:02.974224 2021-04-14 22:57:42,139 INFO : EVAL, epoch=0098, iter=00040/00040, fetch data time cost=0.08ms, fps=2703 images/s, loss=1.4260, top1-acc=61.46%, top5-acc=87.92%, remaining_time=0:00:00, arrival_time=2021-04-14 22:57:42.139885, cost_time=0:00:03.833196 2021-04-14 22:57:42,410 INFO : Epoch=0098 complete, best val top1-acc=65.30%, top5-acc=90.23% (epoch=97), remaining_time=1:50:50.074008, arrival_time=2021-04-15 00:48:32.484620, cost_time=1:46:29.286757 2021-04-14 22:57:42,412 INFO : Train start, epoch=0099, lr=0.051571 2021-04-14 22:57:45,736 INFO : TRAIN, epoch=0099, iter=00010/00196, fetch data time cost=1.47ms, fps=770 images/s, loss=0.7430, top1-acc=77.54%, top5-acc=96.48%, remaining_time=0:01:01.828074, arrival_time=2021-04-14 22:58:47.564831, cost_time=0:00:03.324091 2021-04-14 22:57:48,842 INFO : TRAIN, epoch=0099, iter=00020/00196, fetch data time cost=1.55ms, fps=824 images/s, loss=0.7265, top1-acc=78.05%, top5-acc=96.74%, remaining_time=0:00:56.582592, arrival_time=2021-04-14 22:58:45.425288, cost_time=0:00:06.429847 2021-04-14 22:57:51,951 INFO : TRAIN, epoch=0099, iter=00030/00196, fetch data time cost=1.86ms, fps=824 images/s, loss=0.7013, top1-acc=78.85%, top5-acc=96.90%, remaining_time=0:00:52.781858, arrival_time=2021-04-14 22:58:44.733510, cost_time=0:00:09.538884 2021-04-14 22:57:55,061 INFO : TRAIN, epoch=0099, iter=00040/00196, fetch data time cost=2.48ms, fps=823 images/s, loss=0.6983, top1-acc=78.91%, top5-acc=96.79%, remaining_time=0:00:49.331724, arrival_time=2021-04-14 22:58:44.393624, cost_time=0:00:12.649175 2021-04-14 22:57:58,167 INFO : TRAIN, epoch=0099, iter=00050/00196, fetch data time cost=1.80ms, fps=824 images/s, loss=0.6944, top1-acc=78.73%, top5-acc=96.89%, remaining_time=0:00:46.004600, arrival_time=2021-04-14 22:58:44.172418, cost_time=0:00:15.754988 2021-04-14 22:58:01,275 INFO : TRAIN, epoch=0099, iter=00060/00196, fetch data time cost=1.57ms, fps=824 images/s, loss=0.7025, top1-acc=78.40%, top5-acc=96.76%, remaining_time=0:00:42.754728, arrival_time=2021-04-14 22:58:44.029807, cost_time=0:00:18.862357 2021-04-14 22:58:04,377 INFO : TRAIN, epoch=0099, iter=00070/00196, fetch data time cost=1.57ms, fps=825 images/s, loss=0.6972, top1-acc=78.51%, top5-acc=96.86%, remaining_time=0:00:39.536154, arrival_time=2021-04-14 22:58:43.913428, cost_time=0:00:21.964556 2021-04-14 22:58:07,481 INFO : TRAIN, epoch=0099, iter=00080/00196, fetch data time cost=1.45ms, fps=825 images/s, loss=0.7018, top1-acc=78.33%, top5-acc=96.77%, remaining_time=0:00:36.349760, arrival_time=2021-04-14 22:58:43.831286, cost_time=0:00:25.068807 2021-04-14 22:58:10,591 INFO : TRAIN, epoch=0099, iter=00090/00196, fetch data time cost=1.94ms, fps=823 images/s, loss=0.7051, top1-acc=78.23%, top5-acc=96.76%, remaining_time=0:00:33.188070, arrival_time=2021-04-14 22:58:43.779354, cost_time=0:00:28.178579 2021-04-14 22:58:13,698 INFO : TRAIN, epoch=0099, iter=00100/00196, fetch data time cost=1.49ms, fps=824 images/s, loss=0.7051, top1-acc=78.23%, top5-acc=96.79%, remaining_time=0:00:30.033888, arrival_time=2021-04-14 22:58:43.731947, cost_time=0:00:31.285342 2021-04-14 22:58:16,799 INFO : TRAIN, epoch=0099, iter=00110/00196, fetch data time cost=1.50ms, fps=826 images/s, loss=0.7058, top1-acc=78.26%, top5-acc=96.78%, remaining_time=0:00:26.883858, arrival_time=2021-04-14 22:58:43.682879, cost_time=0:00:34.386300 2021-04-14 22:58:19,897 INFO : TRAIN, epoch=0099, iter=00120/00196, fetch data time cost=1.41ms, fps=826 images/s, loss=0.7159, top1-acc=77.96%, top5-acc=96.70%, remaining_time=0:00:23.740044, arrival_time=2021-04-14 22:58:43.637166, cost_time=0:00:37.484313 2021-04-14 22:58:22,999 INFO : TRAIN, epoch=0099, iter=00130/00196, fetch data time cost=1.45ms, fps=825 images/s, loss=0.7235, top1-acc=77.78%, top5-acc=96.63%, remaining_time=0:00:20.605596, arrival_time=2021-04-14 22:58:43.605154, cost_time=0:00:40.586719 2021-04-14 22:58:26,101 INFO : TRAIN, epoch=0099, iter=00140/00196, fetch data time cost=1.50ms, fps=826 images/s, loss=0.7257, top1-acc=77.71%, top5-acc=96.59%, remaining_time=0:00:17.475472, arrival_time=2021-04-14 22:58:43.576910, cost_time=0:00:43.688617 2021-04-14 22:58:29,211 INFO : TRAIN, epoch=0099, iter=00150/00196, fetch data time cost=1.75ms, fps=823 images/s, loss=0.7279, top1-acc=77.67%, top5-acc=96.58%, remaining_time=0:00:14.351586, arrival_time=2021-04-14 22:58:43.563001, cost_time=0:00:46.798689 2021-04-14 22:58:32,326 INFO : TRAIN, epoch=0099, iter=00160/00196, fetch data time cost=2.22ms, fps=822 images/s, loss=0.7306, top1-acc=77.56%, top5-acc=96.56%, remaining_time=0:00:11.230632, arrival_time=2021-04-14 22:58:43.557245, cost_time=0:00:49.913855 2021-04-14 22:58:35,435 INFO : TRAIN, epoch=0099, iter=00170/00196, fetch data time cost=1.62ms, fps=824 images/s, loss=0.7341, top1-acc=77.51%, top5-acc=96.51%, remaining_time=0:00:08.109270, arrival_time=2021-04-14 22:58:43.544203, cost_time=0:00:53.022204 2021-04-14 22:58:38,545 INFO : TRAIN, epoch=0099, iter=00180/00196, fetch data time cost=1.98ms, fps=823 images/s, loss=0.7371, top1-acc=77.43%, top5-acc=96.46%, remaining_time=0:00:04.989520, arrival_time=2021-04-14 22:58:43.534442, cost_time=0:00:56.132157 2021-04-14 22:58:41,651 INFO : TRAIN, epoch=0099, iter=00190/00196, fetch data time cost=1.24ms, fps=824 images/s, loss=0.7399, top1-acc=77.31%, top5-acc=96.44%, remaining_time=0:00:01.870698, arrival_time=2021-04-14 22:58:43.522321, cost_time=0:00:59.238857 2021-04-14 22:58:43,306 INFO : TRAIN, epoch=0099, iter=00196/00196, fetch data time cost=2.10ms, fps=822 images/s, loss=0.7393, top1-acc=77.31%, top5-acc=96.44%, remaining_time=0:00:00, arrival_time=2021-04-14 22:58:43.306597, cost_time=0:01:00.893890 2021-04-14 22:58:44,383 INFO : EVAL, epoch=0099, iter=00010/00040, fetch data time cost=0.21ms, fps=2382 images/s, loss=1.2847, top1-acc=64.73%, top5-acc=89.77%, remaining_time=0:00:03.224490, arrival_time=2021-04-14 22:58:47.608047, cost_time=0:00:01.074833 2021-04-14 22:58:45,324 INFO : EVAL, epoch=0099, iter=00020/00040, fetch data time cost=1.33ms, fps=2720 images/s, loss=1.2842, top1-acc=64.67%, top5-acc=89.32%, remaining_time=0:00:02.016220, arrival_time=2021-04-14 22:58:47.341146, cost_time=0:00:02.016222 2021-04-14 22:58:46,267 INFO : EVAL, epoch=0099, iter=00030/00040, fetch data time cost=1.49ms, fps=2717 images/s, loss=1.2785, top1-acc=64.34%, top5-acc=89.36%, remaining_time=0:00:00.986280, arrival_time=2021-04-14 22:58:47.253825, cost_time=0:00:02.958827 2021-04-14 22:58:47,128 INFO : EVAL, epoch=0099, iter=00040/00040, fetch data time cost=0.08ms, fps=2695 images/s, loss=1.2594, top1-acc=64.46%, top5-acc=89.63%, remaining_time=0:00:00, arrival_time=2021-04-14 22:58:47.128750, cost_time=0:00:03.819967 2021-04-14 22:58:47,412 INFO : Epoch=0099 complete, best val top1-acc=65.30%, top5-acc=90.23% (epoch=97), remaining_time=1:49:44.678638, arrival_time=2021-04-15 00:48:32.091462, cost_time=1:47:34.288965 2021-04-14 22:58:47,415 INFO : Train start, epoch=0100, lr=0.050785 2021-04-14 22:58:50,719 INFO : TRAIN, epoch=0100, iter=00010/00196, fetch data time cost=2.02ms, fps=775 images/s, loss=0.7297, top1-acc=77.73%, top5-acc=96.25%, remaining_time=0:01:01.447332, arrival_time=2021-04-14 22:59:52.166371, cost_time=0:00:03.303622 2021-04-14 22:58:53,831 INFO : TRAIN, epoch=0100, iter=00020/00196, fetch data time cost=2.71ms, fps=823 images/s, loss=0.7200, top1-acc=78.09%, top5-acc=96.39%, remaining_time=0:00:56.456224, arrival_time=2021-04-14 22:59:50.287144, cost_time=0:00:06.415484 2021-04-14 22:58:56,940 INFO : TRAIN, epoch=0100, iter=00030/00196, fetch data time cost=1.56ms, fps=823 images/s, loss=0.7163, top1-acc=78.10%, top5-acc=96.63%, remaining_time=0:00:52.704336, arrival_time=2021-04-14 22:59:49.644620, cost_time=0:00:09.524886 2021-04-14 22:59:00,053 INFO : TRAIN, epoch=0100, iter=00040/00196, fetch data time cost=2.24ms, fps=822 images/s, loss=0.7155, top1-acc=78.07%, top5-acc=96.72%, remaining_time=0:00:49.288200, arrival_time=2021-04-14 22:59:49.341569, cost_time=0:00:12.637986 2021-04-14 22:59:03,153 INFO : TRAIN, epoch=0100, iter=00050/00196, fetch data time cost=1.58ms, fps=826 images/s, loss=0.7049, top1-acc=78.36%, top5-acc=96.86%, remaining_time=0:00:45.955398, arrival_time=2021-04-14 22:59:49.109022, cost_time=0:00:15.738132 2021-04-14 22:59:06,257 INFO : TRAIN, epoch=0100, iter=00060/00196, fetch data time cost=1.59ms, fps=825 images/s, loss=0.7062, top1-acc=78.40%, top5-acc=96.78%, remaining_time=0:00:42.708896, arrival_time=2021-04-14 22:59:48.966424, cost_time=0:00:18.842133 2021-04-14 22:59:09,362 INFO : TRAIN, epoch=0100, iter=00070/00196, fetch data time cost=2.72ms, fps=825 images/s, loss=0.7026, top1-acc=78.46%, top5-acc=96.79%, remaining_time=0:00:39.504150, arrival_time=2021-04-14 22:59:48.866352, cost_time=0:00:21.946747 2021-04-14 22:59:12,484 INFO : TRAIN, epoch=0100, iter=00080/00196, fetch data time cost=3.04ms, fps=820 images/s, loss=0.7079, top1-acc=78.30%, top5-acc=96.75%, remaining_time=0:00:36.350572, arrival_time=2021-04-14 22:59:48.835366, cost_time=0:00:25.069356 2021-04-14 22:59:15,595 INFO : TRAIN, epoch=0100, iter=00090/00196, fetch data time cost=1.39ms, fps=823 images/s, loss=0.7064, top1-acc=78.30%, top5-acc=96.74%, remaining_time=0:00:33.189660, arrival_time=2021-04-14 22:59:48.784933, cost_time=0:00:28.179869 2021-04-14 22:59:18,703 INFO : TRAIN, epoch=0100, iter=00100/00196, fetch data time cost=1.54ms, fps=824 images/s, loss=0.7119, top1-acc=78.17%, top5-acc=96.67%, remaining_time=0:00:30.036576, arrival_time=2021-04-14 22:59:48.740216, cost_time=0:00:31.288121 2021-04-14 22:59:21,808 INFO : TRAIN, epoch=0100, iter=00110/00196, fetch data time cost=1.42ms, fps=825 images/s, loss=0.7139, top1-acc=78.12%, top5-acc=96.68%, remaining_time=0:00:26.889018, arrival_time=2021-04-14 22:59:48.697357, cost_time=0:00:34.392944 2021-04-14 22:59:24,906 INFO : TRAIN, epoch=0100, iter=00120/00196, fetch data time cost=1.43ms, fps=826 images/s, loss=0.7164, top1-acc=77.98%, top5-acc=96.66%, remaining_time=0:00:23.744300, arrival_time=2021-04-14 22:59:48.650740, cost_time=0:00:37.491013 2021-04-14 22:59:28,018 INFO : TRAIN, epoch=0100, iter=00130/00196, fetch data time cost=2.06ms, fps=823 images/s, loss=0.7183, top1-acc=77.95%, top5-acc=96.63%, remaining_time=0:00:20.613714, arrival_time=2021-04-14 22:59:48.631869, cost_time=0:00:40.602760 2021-04-14 22:59:31,123 INFO : TRAIN, epoch=0100, iter=00140/00196, fetch data time cost=1.50ms, fps=824 images/s, loss=0.7208, top1-acc=77.85%, top5-acc=96.62%, remaining_time=0:00:17.483312, arrival_time=2021-04-14 22:59:48.607053, cost_time=0:00:43.708307 2021-04-14 22:59:34,229 INFO : TRAIN, epoch=0100, iter=00150/00196, fetch data time cost=1.79ms, fps=824 images/s, loss=0.7231, top1-acc=77.77%, top5-acc=96.58%, remaining_time=0:00:14.356416, arrival_time=2021-04-14 22:59:48.586108, cost_time=0:00:46.814380 2021-04-14 22:59:37,342 INFO : TRAIN, epoch=0100, iter=00160/00196, fetch data time cost=1.52ms, fps=823 images/s, loss=0.7244, top1-acc=77.79%, top5-acc=96.55%, remaining_time=0:00:11.233476, arrival_time=2021-04-14 22:59:48.575458, cost_time=0:00:49.926605 2021-04-14 22:59:40,455 INFO : TRAIN, epoch=0100, iter=00170/00196, fetch data time cost=2.17ms, fps=822 images/s, loss=0.7261, top1-acc=77.75%, top5-acc=96.51%, remaining_time=0:00:08.112000, arrival_time=2021-04-14 22:59:48.567449, cost_time=0:00:53.040032 2021-04-14 22:59:43,568 INFO : TRAIN, epoch=0100, iter=00180/00196, fetch data time cost=2.26ms, fps=823 images/s, loss=0.7277, top1-acc=77.70%, top5-acc=96.48%, remaining_time=0:00:04.991344, arrival_time=2021-04-14 22:59:48.559458, cost_time=0:00:56.152577 2021-04-14 22:59:46,678 INFO : TRAIN, epoch=0100, iter=00190/00196, fetch data time cost=1.26ms, fps=823 images/s, loss=0.7299, top1-acc=77.65%, top5-acc=96.47%, remaining_time=0:00:01.871478, arrival_time=2021-04-14 22:59:48.550356, cost_time=0:00:59.263483 2021-04-14 22:59:48,332 INFO : TRAIN, epoch=0100, iter=00196/00196, fetch data time cost=1.90ms, fps=823 images/s, loss=0.7310, top1-acc=77.60%, top5-acc=96.47%, remaining_time=0:00:00, arrival_time=2021-04-14 22:59:48.332710, cost_time=0:01:00.917302 2021-04-14 22:59:49,428 INFO : EVAL, epoch=0100, iter=00010/00040, fetch data time cost=0.30ms, fps=2340 images/s, loss=1.2544, top1-acc=64.84%, top5-acc=89.45%, remaining_time=0:00:03.281880, arrival_time=2021-04-14 22:59:52.710651, cost_time=0:00:01.093964 2021-04-14 22:59:50,373 INFO : EVAL, epoch=0100, iter=00020/00040, fetch data time cost=1.58ms, fps=2712 images/s, loss=1.2521, top1-acc=65.21%, top5-acc=89.47%, remaining_time=0:00:02.038140, arrival_time=2021-04-14 22:59:52.411165, cost_time=0:00:02.038144 2021-04-14 22:59:51,314 INFO : EVAL, epoch=0100, iter=00030/00040, fetch data time cost=1.68ms, fps=2720 images/s, loss=1.2543, top1-acc=65.17%, top5-acc=89.48%, remaining_time=0:00:00.993300, arrival_time=2021-04-14 22:59:52.307982, cost_time=0:00:02.979899 2021-04-14 22:59:52,182 INFO : EVAL, epoch=0100, iter=00040/00040, fetch data time cost=1.62ms, fps=2676 images/s, loss=1.2616, top1-acc=64.86%, top5-acc=89.51%, remaining_time=0:00:00, arrival_time=2021-04-14 22:59:52.182152, cost_time=0:00:03.847292 2021-04-14 22:59:52,456 INFO : Epoch=0100 complete, best val top1-acc=65.30%, top5-acc=90.23% (epoch=97), remaining_time=1:48:39.332400, arrival_time=2021-04-15 00:48:31.788596, cost_time=1:48:39.332377 2021-04-14 22:59:52,457 INFO : Train start, epoch=0101, lr=0.050000 2021-04-14 22:59:55,749 INFO : TRAIN, epoch=0101, iter=00010/00196, fetch data time cost=1.54ms, fps=778 images/s, loss=0.6987, top1-acc=78.09%, top5-acc=96.68%, remaining_time=0:01:01.221528, arrival_time=2021-04-14 23:00:56.970935, cost_time=0:00:03.291476 2021-04-14 22:59:58,862 INFO : TRAIN, epoch=0101, iter=00020/00196, fetch data time cost=1.50ms, fps=822 images/s, loss=0.6766, top1-acc=79.04%, top5-acc=97.05%, remaining_time=0:00:56.362944, arrival_time=2021-04-14 23:00:55.225613, cost_time=0:00:06.404879 2021-04-14 23:00:01,974 INFO : TRAIN, epoch=0101, iter=00030/00196, fetch data time cost=1.61ms, fps=823 images/s, loss=0.6850, top1-acc=78.91%, top5-acc=97.11%, remaining_time=0:00:52.656362, arrival_time=2021-04-14 23:00:54.630429, cost_time=0:00:09.516206 2021-04-14 23:00:05,089 INFO : TRAIN, epoch=0101, iter=00040/00196, fetch data time cost=2.07ms, fps=822 images/s, loss=0.6743, top1-acc=79.32%, top5-acc=97.20%, remaining_time=0:00:49.263240, arrival_time=2021-04-14 23:00:54.352666, cost_time=0:00:12.631586 2021-04-14 23:00:08,194 INFO : TRAIN, epoch=0101, iter=00050/00196, fetch data time cost=1.87ms, fps=825 images/s, loss=0.6733, top1-acc=79.40%, top5-acc=97.20%, remaining_time=0:00:45.951310, arrival_time=2021-04-14 23:00:54.145972, cost_time=0:00:15.736763 2021-04-14 23:00:11,296 INFO : TRAIN, epoch=0101, iter=00060/00196, fetch data time cost=1.72ms, fps=826 images/s, loss=0.6733, top1-acc=79.37%, top5-acc=97.14%, remaining_time=0:00:42.700736, arrival_time=2021-04-14 23:00:53.997089, cost_time=0:00:18.838576 2021-04-14 23:00:14,405 INFO : TRAIN, epoch=0101, iter=00070/00196, fetch data time cost=1.67ms, fps=823 images/s, loss=0.6766, top1-acc=79.31%, top5-acc=97.05%, remaining_time=0:00:39.506292, arrival_time=2021-04-14 23:00:53.912107, cost_time=0:00:21.947921 2021-04-14 23:00:17,515 INFO : TRAIN, epoch=0101, iter=00080/00196, fetch data time cost=2.03ms, fps=823 images/s, loss=0.6829, top1-acc=79.17%, top5-acc=96.95%, remaining_time=0:00:36.333404, arrival_time=2021-04-14 23:00:53.848848, cost_time=0:00:25.057537 2021-04-14 23:00:20,628 INFO : TRAIN, epoch=0101, iter=00090/00196, fetch data time cost=1.50ms, fps=822 images/s, loss=0.6846, top1-acc=79.13%, top5-acc=96.87%, remaining_time=0:00:33.178954, arrival_time=2021-04-14 23:00:53.807717, cost_time=0:00:28.170837 2021-04-14 23:00:23,741 INFO : TRAIN, epoch=0101, iter=00100/00196, fetch data time cost=1.50ms, fps=823 images/s, loss=0.6890, top1-acc=79.08%, top5-acc=96.80%, remaining_time=0:00:30.031776, arrival_time=2021-04-14 23:00:53.772761, cost_time=0:00:31.283098 2021-04-14 23:00:26,850 INFO : TRAIN, epoch=0101, iter=00110/00196, fetch data time cost=1.67ms, fps=824 images/s, loss=0.6907, top1-acc=79.06%, top5-acc=96.75%, remaining_time=0:00:26.888416, arrival_time=2021-04-14 23:00:53.738384, cost_time=0:00:34.392184 2021-04-14 23:00:29,957 INFO : TRAIN, epoch=0101, iter=00120/00196, fetch data time cost=1.47ms, fps=824 images/s, loss=0.6946, top1-acc=78.94%, top5-acc=96.72%, remaining_time=0:00:23.749468, arrival_time=2021-04-14 23:00:53.706376, cost_time=0:00:37.499117 2021-04-14 23:00:33,056 INFO : TRAIN, epoch=0101, iter=00130/00196, fetch data time cost=1.43ms, fps=826 images/s, loss=0.6950, top1-acc=78.92%, top5-acc=96.72%, remaining_time=0:00:20.611536, arrival_time=2021-04-14 23:00:53.667818, cost_time=0:00:40.598493 2021-04-14 23:00:36,158 INFO : TRAIN, epoch=0101, iter=00140/00196, fetch data time cost=1.37ms, fps=825 images/s, loss=0.6997, top1-acc=78.64%, top5-acc=96.69%, remaining_time=0:00:17.480176, arrival_time=2021-04-14 23:00:53.638463, cost_time=0:00:43.700491 2021-04-14 23:00:39,270 INFO : TRAIN, epoch=0101, iter=00150/00196, fetch data time cost=1.97ms, fps=823 images/s, loss=0.7027, top1-acc=78.52%, top5-acc=96.66%, remaining_time=0:00:14.355772, arrival_time=2021-04-14 23:00:53.625802, cost_time=0:00:46.812237 2021-04-14 23:00:42,372 INFO : TRAIN, epoch=0101, iter=00160/00196, fetch data time cost=2.30ms, fps=825 images/s, loss=0.7073, top1-acc=78.39%, top5-acc=96.63%, remaining_time=0:00:11.230740, arrival_time=2021-04-14 23:00:53.602977, cost_time=0:00:49.914405 2021-04-14 23:00:45,479 INFO : TRAIN, epoch=0101, iter=00170/00196, fetch data time cost=1.38ms, fps=824 images/s, loss=0.7138, top1-acc=78.27%, top5-acc=96.56%, remaining_time=0:00:08.109140, arrival_time=2021-04-14 23:00:53.588146, cost_time=0:00:53.021219 2021-04-14 23:00:48,590 INFO : TRAIN, epoch=0101, iter=00180/00196, fetch data time cost=1.87ms, fps=823 images/s, loss=0.7189, top1-acc=78.09%, top5-acc=96.48%, remaining_time=0:00:04.989568, arrival_time=2021-04-14 23:00:53.580088, cost_time=0:00:56.132633 2021-04-14 23:00:51,703 INFO : TRAIN, epoch=0101, iter=00190/00196, fetch data time cost=1.58ms, fps=822 images/s, loss=0.7186, top1-acc=78.12%, top5-acc=96.48%, remaining_time=0:00:01.870926, arrival_time=2021-04-14 23:00:53.574705, cost_time=0:00:59.245996 2021-04-14 23:00:53,360 INFO : TRAIN, epoch=0101, iter=00196/00196, fetch data time cost=1.82ms, fps=821 images/s, loss=0.7198, top1-acc=78.06%, top5-acc=96.49%, remaining_time=0:00:00, arrival_time=2021-04-14 23:00:53.360702, cost_time=0:01:00.902926 2021-04-14 23:00:54,483 INFO : EVAL, epoch=0101, iter=00010/00040, fetch data time cost=1.47ms, fps=2285 images/s, loss=1.2186, top1-acc=65.74%, top5-acc=90.08%, remaining_time=0:00:03.361110, arrival_time=2021-04-14 23:00:57.844297, cost_time=0:00:01.120372 2021-04-14 23:00:55,426 INFO : EVAL, epoch=0101, iter=00020/00040, fetch data time cost=1.52ms, fps=2717 images/s, loss=1.2370, top1-acc=64.92%, top5-acc=90.02%, remaining_time=0:00:02.063280, arrival_time=2021-04-14 23:00:57.489246, cost_time=0:00:02.063272 2021-04-14 23:00:56,370 INFO : EVAL, epoch=0101, iter=00030/00040, fetch data time cost=1.49ms, fps=2713 images/s, loss=1.2542, top1-acc=64.57%, top5-acc=89.86%, remaining_time=0:00:01.002450, arrival_time=2021-04-14 23:00:57.372584, cost_time=0:00:03.007357 2021-04-14 23:00:57,232 INFO : EVAL, epoch=0101, iter=00040/00040, fetch data time cost=0.09ms, fps=2693 images/s, loss=1.2479, top1-acc=64.42%, top5-acc=89.96%, remaining_time=0:00:00, arrival_time=2021-04-14 23:00:57.232106, cost_time=0:00:03.869329 2021-04-14 23:00:57,509 INFO : Epoch=0101 complete, best val top1-acc=65.30%, top5-acc=90.23% (epoch=97), remaining_time=1:47:34.002258, arrival_time=2021-04-15 00:48:31.512200, cost_time=1:49:44.386114 2021-04-14 23:00:57,511 INFO : Train start, epoch=0102, lr=0.049215 2021-04-14 23:01:00,800 INFO : TRAIN, epoch=0102, iter=00010/00196, fetch data time cost=1.64ms, fps=778 images/s, loss=0.6808, top1-acc=79.53%, top5-acc=97.11%, remaining_time=0:01:01.175958, arrival_time=2021-04-14 23:02:01.976566, cost_time=0:00:03.289028 2021-04-14 23:01:03,913 INFO : TRAIN, epoch=0102, iter=00020/00196, fetch data time cost=2.13ms, fps=823 images/s, loss=0.6863, top1-acc=79.18%, top5-acc=97.03%, remaining_time=0:00:56.332672, arrival_time=2021-04-14 23:02:00.245719, cost_time=0:00:06.401450 2021-04-14 23:01:07,025 INFO : TRAIN, epoch=0102, iter=00030/00196, fetch data time cost=1.58ms, fps=823 images/s, loss=0.6845, top1-acc=79.40%, top5-acc=97.01%, remaining_time=0:00:52.643746, arrival_time=2021-04-14 23:01:59.669363, cost_time=0:00:09.513918 2021-04-14 23:01:10,131 INFO : TRAIN, epoch=0102, iter=00040/00196, fetch data time cost=1.65ms, fps=825 images/s, loss=0.6889, top1-acc=79.05%, top5-acc=97.02%, remaining_time=0:00:49.216284, arrival_time=2021-04-14 23:01:59.347518, cost_time=0:00:12.619552 2021-04-14 23:01:13,234 INFO : TRAIN, epoch=0102, iter=00050/00196, fetch data time cost=1.67ms, fps=825 images/s, loss=0.6806, top1-acc=79.29%, top5-acc=97.04%, remaining_time=0:00:45.909554, arrival_time=2021-04-14 23:01:59.143590, cost_time=0:00:15.722459 2021-04-14 23:01:16,342 INFO : TRAIN, epoch=0102, iter=00060/00196, fetch data time cost=1.40ms, fps=824 images/s, loss=0.6821, top1-acc=79.20%, top5-acc=97.04%, remaining_time=0:00:42.683600, arrival_time=2021-04-14 23:01:59.026362, cost_time=0:00:18.831020 2021-04-14 23:01:19,448 INFO : TRAIN, epoch=0102, iter=00070/00196, fetch data time cost=1.42ms, fps=825 images/s, loss=0.6912, top1-acc=78.92%, top5-acc=96.94%, remaining_time=0:00:39.486132, arrival_time=2021-04-14 23:01:58.934513, cost_time=0:00:21.936722 2021-04-14 23:01:22,559 INFO : TRAIN, epoch=0102, iter=00080/00196, fetch data time cost=1.58ms, fps=823 images/s, loss=0.6950, top1-acc=78.79%, top5-acc=96.91%, remaining_time=0:00:36.320064, arrival_time=2021-04-14 23:01:58.879957, cost_time=0:00:25.048319 2021-04-14 23:01:25,663 INFO : TRAIN, epoch=0102, iter=00090/00196, fetch data time cost=2.11ms, fps=825 images/s, loss=0.6981, top1-acc=78.65%, top5-acc=96.85%, remaining_time=0:00:33.156058, arrival_time=2021-04-14 23:01:58.818974, cost_time=0:00:28.151347 2021-04-14 23:01:28,767 INFO : TRAIN, epoch=0102, iter=00100/00196, fetch data time cost=1.52ms, fps=825 images/s, loss=0.7014, top1-acc=78.56%, top5-acc=96.77%, remaining_time=0:00:30.005856, arrival_time=2021-04-14 23:01:58.773516, cost_time=0:00:31.256088 2021-04-14 23:01:31,866 INFO : TRAIN, epoch=0102, iter=00110/00196, fetch data time cost=1.38ms, fps=826 images/s, loss=0.7060, top1-acc=78.43%, top5-acc=96.78%, remaining_time=0:00:26.859348, arrival_time=2021-04-14 23:01:58.725939, cost_time=0:00:34.355016 2021-04-14 23:01:34,976 INFO : TRAIN, epoch=0102, iter=00120/00196, fetch data time cost=2.68ms, fps=825 images/s, loss=0.7055, top1-acc=78.51%, top5-acc=96.76%, remaining_time=0:00:23.727504, arrival_time=2021-04-14 23:01:58.703601, cost_time=0:00:37.464467 2021-04-14 23:01:38,077 INFO : TRAIN, epoch=0102, iter=00130/00196, fetch data time cost=1.39ms, fps=826 images/s, loss=0.7060, top1-acc=78.46%, top5-acc=96.78%, remaining_time=0:00:20.594706, arrival_time=2021-04-14 23:01:58.671634, cost_time=0:00:40.565300 2021-04-14 23:01:41,192 INFO : TRAIN, epoch=0102, iter=00140/00196, fetch data time cost=2.14ms, fps=822 images/s, loss=0.7050, top1-acc=78.46%, top5-acc=96.79%, remaining_time=0:00:17.472504, arrival_time=2021-04-14 23:01:58.665387, cost_time=0:00:43.681265 2021-04-14 23:01:44,304 INFO : TRAIN, epoch=0102, iter=00150/00196, fetch data time cost=1.33ms, fps=823 images/s, loss=0.7070, top1-acc=78.39%, top5-acc=96.77%, remaining_time=0:00:14.349838, arrival_time=2021-04-14 23:01:58.654498, cost_time=0:00:46.792969 2021-04-14 23:01:47,413 INFO : TRAIN, epoch=0102, iter=00160/00196, fetch data time cost=1.41ms, fps=824 images/s, loss=0.7098, top1-acc=78.30%, top5-acc=96.73%, remaining_time=0:00:11.227932, arrival_time=2021-04-14 23:01:58.641475, cost_time=0:00:49.901969 2021-04-14 23:01:50,512 INFO : TRAIN, epoch=0102, iter=00170/00196, fetch data time cost=1.46ms, fps=826 images/s, loss=0.7129, top1-acc=78.19%, top5-acc=96.71%, remaining_time=0:00:08.106072, arrival_time=2021-04-14 23:01:58.618961, cost_time=0:00:53.001325 2021-04-14 23:01:53,618 INFO : TRAIN, epoch=0102, iter=00180/00196, fetch data time cost=1.65ms, fps=825 images/s, loss=0.7142, top1-acc=78.18%, top5-acc=96.67%, remaining_time=0:00:04.987264, arrival_time=2021-04-14 23:01:58.605630, cost_time=0:00:56.106785 2021-04-14 23:01:56,730 INFO : TRAIN, epoch=0102, iter=00190/00196, fetch data time cost=1.51ms, fps=823 images/s, loss=0.7158, top1-acc=78.17%, top5-acc=96.65%, remaining_time=0:00:01.870074, arrival_time=2021-04-14 23:01:58.600641, cost_time=0:00:59.219001 2021-04-14 23:01:58,384 INFO : TRAIN, epoch=0102, iter=00196/00196, fetch data time cost=1.53ms, fps=822 images/s, loss=0.7156, top1-acc=78.19%, top5-acc=96.68%, remaining_time=0:00:00, arrival_time=2021-04-14 23:01:58.384655, cost_time=0:01:00.873070 2021-04-14 23:01:59,438 INFO : EVAL, epoch=0102, iter=00010/00040, fetch data time cost=0.33ms, fps=2433 images/s, loss=1.3644, top1-acc=62.93%, top5-acc=88.55%, remaining_time=0:00:03.156030, arrival_time=2021-04-14 23:02:02.594794, cost_time=0:00:01.052014 2021-04-14 23:02:00,386 INFO : EVAL, epoch=0102, iter=00020/00040, fetch data time cost=1.85ms, fps=2701 images/s, loss=1.3331, top1-acc=63.63%, top5-acc=88.91%, remaining_time=0:00:02.000180, arrival_time=2021-04-14 23:02:02.387099, cost_time=0:00:02.000177 2021-04-14 23:02:01,334 INFO : EVAL, epoch=0102, iter=00030/00040, fetch data time cost=1.43ms, fps=2703 images/s, loss=1.3182, top1-acc=64.00%, top5-acc=89.09%, remaining_time=0:00:00.982510, arrival_time=2021-04-14 23:02:02.316957, cost_time=0:00:02.947534 2021-04-14 23:02:02,192 INFO : EVAL, epoch=0102, iter=00040/00040, fetch data time cost=1.37ms, fps=2705 images/s, loss=1.3097, top1-acc=63.99%, top5-acc=89.02%, remaining_time=0:00:00, arrival_time=2021-04-14 23:02:02.192850, cost_time=0:00:03.806125 2021-04-14 23:02:02,667 INFO : Epoch=0102 complete, best val top1-acc=65.30%, top5-acc=90.23% (epoch=97), remaining_time=1:46:28.776996, arrival_time=2021-04-15 00:48:31.444244, cost_time=1:50:49.543435 2021-04-14 23:02:02,668 INFO : Train start, epoch=0103, lr=0.048429 2021-04-14 23:02:05,946 INFO : TRAIN, epoch=0103, iter=00010/00196, fetch data time cost=1.68ms, fps=781 images/s, loss=0.6618, top1-acc=79.92%, top5-acc=97.07%, remaining_time=0:01:00.956478, arrival_time=2021-04-14 23:03:06.902441, cost_time=0:00:03.277231 2021-04-14 23:02:09,058 INFO : TRAIN, epoch=0103, iter=00020/00196, fetch data time cost=1.55ms, fps=823 images/s, loss=0.6754, top1-acc=79.63%, top5-acc=96.87%, remaining_time=0:00:56.226016, arrival_time=2021-04-14 23:03:05.284002, cost_time=0:00:06.389324 2021-04-14 23:02:12,165 INFO : TRAIN, epoch=0103, iter=00030/00196, fetch data time cost=1.57ms, fps=824 images/s, loss=0.6646, top1-acc=79.96%, top5-acc=97.02%, remaining_time=0:00:52.546636, arrival_time=2021-04-14 23:03:04.711727, cost_time=0:00:09.496394 2021-04-14 23:02:15,268 INFO : TRAIN, epoch=0103, iter=00040/00196, fetch data time cost=2.40ms, fps=825 images/s, loss=0.6526, top1-acc=80.22%, top5-acc=97.15%, remaining_time=0:00:49.140000, arrival_time=2021-04-14 23:03:04.408676, cost_time=0:00:12.599997 2021-04-14 23:02:18,373 INFO : TRAIN, epoch=0103, iter=00050/00196, fetch data time cost=1.62ms, fps=825 images/s, loss=0.6612, top1-acc=79.84%, top5-acc=97.11%, remaining_time=0:00:45.859184, arrival_time=2021-04-14 23:03:04.233052, cost_time=0:00:15.705204 2021-04-14 23:02:21,479 INFO : TRAIN, epoch=0103, iter=00060/00196, fetch data time cost=1.76ms, fps=825 images/s, loss=0.6684, top1-acc=79.50%, top5-acc=97.06%, remaining_time=0:00:42.636952, arrival_time=2021-04-14 23:03:04.116160, cost_time=0:00:18.810425 2021-04-14 23:02:24,592 INFO : TRAIN, epoch=0103, iter=00070/00196, fetch data time cost=2.18ms, fps=823 images/s, loss=0.6733, top1-acc=79.36%, top5-acc=96.97%, remaining_time=0:00:39.462444, arrival_time=2021-04-14 23:03:04.054733, cost_time=0:00:21.923545 2021-04-14 23:02:27,698 INFO : TRAIN, epoch=0103, iter=00080/00196, fetch data time cost=1.36ms, fps=824 images/s, loss=0.6766, top1-acc=79.30%, top5-acc=96.95%, remaining_time=0:00:36.292920, arrival_time=2021-04-14 23:03:03.991300, cost_time=0:00:25.029563 2021-04-14 23:02:30,808 INFO : TRAIN, epoch=0103, iter=00090/00196, fetch data time cost=2.20ms, fps=823 images/s, loss=0.6797, top1-acc=79.14%, top5-acc=96.91%, remaining_time=0:00:33.142172, arrival_time=2021-04-14 23:03:03.950535, cost_time=0:00:28.139621 2021-04-14 23:02:33,922 INFO : TRAIN, epoch=0103, iter=00100/00196, fetch data time cost=1.37ms, fps=822 images/s, loss=0.6816, top1-acc=78.99%, top5-acc=96.92%, remaining_time=0:00:30.003648, arrival_time=2021-04-14 23:03:03.926167, cost_time=0:00:31.253826 2021-04-14 23:02:37,036 INFO : TRAIN, epoch=0103, iter=00110/00196, fetch data time cost=1.58ms, fps=822 images/s, loss=0.6879, top1-acc=78.79%, top5-acc=96.87%, remaining_time=0:00:26.868808, arrival_time=2021-04-14 23:03:03.904670, cost_time=0:00:34.367062 2021-04-14 23:02:40,141 INFO : TRAIN, epoch=0103, iter=00120/00196, fetch data time cost=1.98ms, fps=825 images/s, loss=0.6892, top1-acc=78.75%, top5-acc=96.85%, remaining_time=0:00:23.732672, arrival_time=2021-04-14 23:03:03.874034, cost_time=0:00:37.472617 2021-04-14 23:02:43,247 INFO : TRAIN, epoch=0103, iter=00130/00196, fetch data time cost=2.13ms, fps=824 images/s, loss=0.6940, top1-acc=78.71%, top5-acc=96.79%, remaining_time=0:00:20.601504, arrival_time=2021-04-14 23:03:03.848906, cost_time=0:00:40.578726 2021-04-14 23:02:46,348 INFO : TRAIN, epoch=0103, iter=00140/00196, fetch data time cost=1.58ms, fps=826 images/s, loss=0.6976, top1-acc=78.64%, top5-acc=96.76%, remaining_time=0:00:17.471832, arrival_time=2021-04-14 23:03:03.819977, cost_time=0:00:43.679520 2021-04-14 23:02:49,460 INFO : TRAIN, epoch=0103, iter=00150/00196, fetch data time cost=2.04ms, fps=823 images/s, loss=0.6996, top1-acc=78.57%, top5-acc=96.74%, remaining_time=0:00:14.349332, arrival_time=2021-04-14 23:03:03.809335, cost_time=0:00:46.791278 2021-04-14 23:02:52,567 INFO : TRAIN, epoch=0103, iter=00160/00196, fetch data time cost=2.20ms, fps=824 images/s, loss=0.7016, top1-acc=78.48%, top5-acc=96.75%, remaining_time=0:00:11.227284, arrival_time=2021-04-14 23:03:03.795066, cost_time=0:00:49.899038 2021-04-14 23:02:55,671 INFO : TRAIN, epoch=0103, iter=00170/00196, fetch data time cost=1.40ms, fps=825 images/s, loss=0.7065, top1-acc=78.33%, top5-acc=96.70%, remaining_time=0:00:08.106358, arrival_time=2021-04-14 23:03:03.778156, cost_time=0:00:53.003111 2021-04-14 23:02:58,771 INFO : TRAIN, epoch=0103, iter=00180/00196, fetch data time cost=1.38ms, fps=826 images/s, loss=0.7074, top1-acc=78.30%, top5-acc=96.71%, remaining_time=0:00:04.986928, arrival_time=2021-04-14 23:03:03.758628, cost_time=0:00:56.103005 2021-04-14 23:03:01,875 INFO : TRAIN, epoch=0103, iter=00190/00196, fetch data time cost=1.30ms, fps=825 images/s, loss=0.7097, top1-acc=78.23%, top5-acc=96.69%, remaining_time=0:00:01.869696, arrival_time=2021-04-14 23:03:03.745396, cost_time=0:00:59.207007 2021-04-14 23:03:03,533 INFO : TRAIN, epoch=0103, iter=00196/00196, fetch data time cost=1.63ms, fps=821 images/s, loss=0.7113, top1-acc=78.20%, top5-acc=96.68%, remaining_time=0:00:00, arrival_time=2021-04-14 23:03:03.533634, cost_time=0:01:00.864879 2021-04-14 23:03:04,629 INFO : EVAL, epoch=0103, iter=00010/00040, fetch data time cost=1.52ms, fps=2344 images/s, loss=1.2196, top1-acc=66.37%, top5-acc=90.82%, remaining_time=0:00:03.277050, arrival_time=2021-04-14 23:03:07.906305, cost_time=0:00:01.092350 2021-04-14 23:03:05,571 INFO : EVAL, epoch=0103, iter=00020/00040, fetch data time cost=1.97ms, fps=2718 images/s, loss=1.2419, top1-acc=65.31%, top5-acc=90.45%, remaining_time=0:00:02.034600, arrival_time=2021-04-14 23:03:07.606102, cost_time=0:00:02.034600 2021-04-14 23:03:06,511 INFO : EVAL, epoch=0103, iter=00030/00040, fetch data time cost=1.44ms, fps=2725 images/s, loss=1.2676, top1-acc=64.75%, top5-acc=89.56%, remaining_time=0:00:00.991520, arrival_time=2021-04-14 23:03:07.502983, cost_time=0:00:02.974575 2021-04-14 23:03:07,370 INFO : EVAL, epoch=0103, iter=00040/00040, fetch data time cost=0.11ms, fps=2703 images/s, loss=1.2801, top1-acc=64.87%, top5-acc=89.49%, remaining_time=0:00:00, arrival_time=2021-04-14 23:03:07.370335, cost_time=0:00:03.833359 2021-04-14 23:03:07,628 INFO : Epoch=0103 complete, best val top1-acc=65.30%, top5-acc=90.23% (epoch=97), remaining_time=1:45:23.368696, arrival_time=2021-04-15 00:48:30.997382, cost_time=1:51:54.504864 2021-04-14 23:03:07,630 INFO : Train start, epoch=0104, lr=0.047645 2021-04-14 23:03:10,953 INFO : TRAIN, epoch=0104, iter=00010/00196, fetch data time cost=2.67ms, fps=770 images/s, loss=0.6725, top1-acc=79.45%, top5-acc=96.99%, remaining_time=0:01:01.802034, arrival_time=2021-04-14 23:04:12.755085, cost_time=0:00:03.322690 2021-04-14 23:03:14,060 INFO : TRAIN, epoch=0104, iter=00020/00196, fetch data time cost=2.03ms, fps=824 images/s, loss=0.6762, top1-acc=79.49%, top5-acc=97.13%, remaining_time=0:00:56.585232, arrival_time=2021-04-14 23:04:10.645672, cost_time=0:00:06.430143 2021-04-14 23:03:17,168 INFO : TRAIN, epoch=0104, iter=00030/00196, fetch data time cost=2.10ms, fps=824 images/s, loss=0.6639, top1-acc=79.83%, top5-acc=97.21%, remaining_time=0:00:52.775384, arrival_time=2021-04-14 23:04:09.943396, cost_time=0:00:09.537725 2021-04-14 23:03:20,271 INFO : TRAIN, epoch=0104, iter=00040/00196, fetch data time cost=2.18ms, fps=825 images/s, loss=0.6557, top1-acc=79.99%, top5-acc=97.32%, remaining_time=0:00:49.299900, arrival_time=2021-04-14 23:04:09.571179, cost_time=0:00:12.640988 2021-04-14 23:03:23,379 INFO : TRAIN, epoch=0104, iter=00050/00196, fetch data time cost=1.89ms, fps=824 images/s, loss=0.6604, top1-acc=79.63%, top5-acc=97.30%, remaining_time=0:00:45.988102, arrival_time=2021-04-14 23:04:09.367871, cost_time=0:00:15.749374 2021-04-14 23:03:26,492 INFO : TRAIN, epoch=0104, iter=00060/00196, fetch data time cost=1.85ms, fps=823 images/s, loss=0.6546, top1-acc=79.82%, top5-acc=97.34%, remaining_time=0:00:42.755000, arrival_time=2021-04-14 23:04:09.247771, cost_time=0:00:18.862478 2021-04-14 23:03:29,597 INFO : TRAIN, epoch=0104, iter=00070/00196, fetch data time cost=1.93ms, fps=825 images/s, loss=0.6577, top1-acc=79.70%, top5-acc=97.32%, remaining_time=0:00:39.539556, arrival_time=2021-04-14 23:04:09.136470, cost_time=0:00:21.966388 2021-04-14 23:03:32,706 INFO : TRAIN, epoch=0104, iter=00080/00196, fetch data time cost=1.34ms, fps=824 images/s, loss=0.6582, top1-acc=79.67%, top5-acc=97.31%, remaining_time=0:00:36.360200, arrival_time=2021-04-14 23:04:09.066446, cost_time=0:00:25.075963 2021-04-14 23:03:35,817 INFO : TRAIN, epoch=0104, iter=00090/00196, fetch data time cost=2.23ms, fps=823 images/s, loss=0.6617, top1-acc=79.64%, top5-acc=97.26%, remaining_time=0:00:33.197928, arrival_time=2021-04-14 23:04:09.015110, cost_time=0:00:28.186909 2021-04-14 23:03:38,921 INFO : TRAIN, epoch=0104, iter=00100/00196, fetch data time cost=1.47ms, fps=825 images/s, loss=0.6632, top1-acc=79.64%, top5-acc=97.20%, remaining_time=0:00:30.038784, arrival_time=2021-04-14 23:04:08.960582, cost_time=0:00:31.290353 2021-04-14 23:03:42,028 INFO : TRAIN, epoch=0104, iter=00110/00196, fetch data time cost=1.81ms, fps=824 images/s, loss=0.6621, top1-acc=79.64%, top5-acc=97.19%, remaining_time=0:00:26.893146, arrival_time=2021-04-14 23:04:08.921728, cost_time=0:00:34.398164 2021-04-14 23:03:45,143 INFO : TRAIN, epoch=0104, iter=00120/00196, fetch data time cost=2.73ms, fps=822 images/s, loss=0.6676, top1-acc=79.49%, top5-acc=97.12%, remaining_time=0:00:23.757980, arrival_time=2021-04-14 23:04:08.900889, cost_time=0:00:37.512602 2021-04-14 23:03:48,256 INFO : TRAIN, epoch=0104, iter=00130/00196, fetch data time cost=1.43ms, fps=822 images/s, loss=0.6706, top1-acc=79.42%, top5-acc=97.12%, remaining_time=0:00:20.625462, arrival_time=2021-04-14 23:04:08.881684, cost_time=0:00:40.625935 2021-04-14 23:03:51,358 INFO : TRAIN, epoch=0104, iter=00140/00196, fetch data time cost=1.51ms, fps=825 images/s, loss=0.6745, top1-acc=79.28%, top5-acc=97.12%, remaining_time=0:00:17.491376, arrival_time=2021-04-14 23:04:08.850033, cost_time=0:00:43.728373 2021-04-14 23:03:54,465 INFO : TRAIN, epoch=0104, iter=00150/00196, fetch data time cost=1.65ms, fps=824 images/s, loss=0.6779, top1-acc=79.22%, top5-acc=97.08%, remaining_time=0:00:14.362672, arrival_time=2021-04-14 23:04:08.827773, cost_time=0:00:46.834820 2021-04-14 23:03:57,570 INFO : TRAIN, epoch=0104, iter=00160/00196, fetch data time cost=2.20ms, fps=825 images/s, loss=0.6815, top1-acc=79.08%, top5-acc=97.03%, remaining_time=0:00:11.236572, arrival_time=2021-04-14 23:04:08.807156, cost_time=0:00:49.940252 2021-04-14 23:04:00,670 INFO : TRAIN, epoch=0104, iter=00170/00196, fetch data time cost=1.54ms, fps=826 images/s, loss=0.6843, top1-acc=78.95%, top5-acc=97.02%, remaining_time=0:00:08.112052, arrival_time=2021-04-14 23:04:08.782706, cost_time=0:00:53.040375 2021-04-14 23:04:03,785 INFO : TRAIN, epoch=0104, iter=00180/00196, fetch data time cost=2.96ms, fps=822 images/s, loss=0.6881, top1-acc=78.82%, top5-acc=96.94%, remaining_time=0:00:04.991536, arrival_time=2021-04-14 23:04:08.776625, cost_time=0:00:56.154764 2021-04-14 23:04:06,886 INFO : TRAIN, epoch=0104, iter=00190/00196, fetch data time cost=1.61ms, fps=826 images/s, loss=0.6908, top1-acc=78.77%, top5-acc=96.90%, remaining_time=0:00:01.871262, arrival_time=2021-04-14 23:04:08.758097, cost_time=0:00:59.256554 2021-04-14 23:04:08,537 INFO : TRAIN, epoch=0104, iter=00196/00196, fetch data time cost=1.24ms, fps=824 images/s, loss=0.6931, top1-acc=78.71%, top5-acc=96.90%, remaining_time=0:00:00, arrival_time=2021-04-14 23:04:08.537717, cost_time=0:01:00.907539 2021-04-14 23:04:09,596 INFO : EVAL, epoch=0104, iter=00010/00040, fetch data time cost=2.18ms, fps=2422 images/s, loss=1.2170, top1-acc=66.76%, top5-acc=89.88%, remaining_time=0:00:03.171030, arrival_time=2021-04-14 23:04:12.767699, cost_time=0:00:01.057006 2021-04-14 23:04:10,538 INFO : EVAL, epoch=0104, iter=00020/00040, fetch data time cost=1.57ms, fps=2719 images/s, loss=1.2264, top1-acc=66.09%, top5-acc=89.92%, remaining_time=0:00:01.999000, arrival_time=2021-04-14 23:04:12.537594, cost_time=0:00:01.999010 2021-04-14 23:04:11,479 INFO : EVAL, epoch=0104, iter=00030/00040, fetch data time cost=1.54ms, fps=2721 images/s, loss=1.2490, top1-acc=65.30%, top5-acc=89.69%, remaining_time=0:00:00.980040, arrival_time=2021-04-14 23:04:12.459744, cost_time=0:00:02.940117 2021-04-14 23:04:12,342 INFO : EVAL, epoch=0104, iter=00040/00040, fetch data time cost=0.09ms, fps=2690 images/s, loss=1.2512, top1-acc=65.32%, top5-acc=89.61%, remaining_time=0:00:00, arrival_time=2021-04-14 23:04:12.342357, cost_time=0:00:03.802792 2021-04-14 23:04:13,393 INFO : Epoch=0104 complete, best val top1-acc=65.32%, top5-acc=89.61% (epoch=104), remaining_time=1:44:18.710592, arrival_time=2021-04-15 00:48:32.104306, cost_time=1:53:00.269847 2021-04-14 23:04:13,396 INFO : Train start, epoch=0105, lr=0.046860 2021-04-14 23:04:16,703 INFO : TRAIN, epoch=0105, iter=00010/00196, fetch data time cost=1.54ms, fps=774 images/s, loss=0.6553, top1-acc=79.65%, top5-acc=97.34%, remaining_time=0:01:01.513548, arrival_time=2021-04-14 23:05:18.217288, cost_time=0:00:03.307184 2021-04-14 23:04:19,809 INFO : TRAIN, epoch=0105, iter=00020/00196, fetch data time cost=1.56ms, fps=825 images/s, loss=0.6378, top1-acc=80.31%, top5-acc=97.54%, remaining_time=0:00:56.432112, arrival_time=2021-04-14 23:05:16.241337, cost_time=0:00:06.412745 2021-04-14 23:04:22,906 INFO : TRAIN, epoch=0105, iter=00030/00196, fetch data time cost=1.41ms, fps=827 images/s, loss=0.6362, top1-acc=80.44%, top5-acc=97.50%, remaining_time=0:00:52.620008, arrival_time=2021-04-14 23:05:15.526142, cost_time=0:00:09.509653 2021-04-14 23:04:26,020 INFO : TRAIN, epoch=0105, iter=00040/00196, fetch data time cost=2.87ms, fps=822 images/s, loss=0.6331, top1-acc=80.48%, top5-acc=97.60%, remaining_time=0:00:49.233288, arrival_time=2021-04-14 23:05:15.253705, cost_time=0:00:12.623909 2021-04-14 23:04:29,130 INFO : TRAIN, epoch=0105, iter=00050/00196, fetch data time cost=1.55ms, fps=823 images/s, loss=0.6376, top1-acc=80.20%, top5-acc=97.54%, remaining_time=0:00:45.942988, arrival_time=2021-04-14 23:05:15.073372, cost_time=0:00:15.733888 2021-04-14 23:04:32,239 INFO : TRAIN, epoch=0105, iter=00060/00196, fetch data time cost=1.47ms, fps=824 images/s, loss=0.6496, top1-acc=79.82%, top5-acc=97.39%, remaining_time=0:00:42.710120, arrival_time=2021-04-14 23:05:14.949290, cost_time=0:00:18.842691 2021-04-14 23:04:35,347 INFO : TRAIN, epoch=0105, iter=00070/00196, fetch data time cost=2.37ms, fps=824 images/s, loss=0.6536, top1-acc=79.87%, top5-acc=97.28%, remaining_time=0:00:39.511332, arrival_time=2021-04-14 23:05:14.858745, cost_time=0:00:21.950771 2021-04-14 23:04:38,461 INFO : TRAIN, epoch=0105, iter=00080/00196, fetch data time cost=1.38ms, fps=822 images/s, loss=0.6554, top1-acc=79.79%, top5-acc=97.26%, remaining_time=0:00:36.344192, arrival_time=2021-04-14 23:05:14.805656, cost_time=0:00:25.064980 2021-04-14 23:04:41,560 INFO : TRAIN, epoch=0105, iter=00090/00196, fetch data time cost=1.34ms, fps=826 images/s, loss=0.6542, top1-acc=79.83%, top5-acc=97.28%, remaining_time=0:00:33.170898, arrival_time=2021-04-14 23:05:14.731324, cost_time=0:00:28.163933 2021-04-14 23:04:44,669 INFO : TRAIN, epoch=0105, iter=00100/00196, fetch data time cost=1.49ms, fps=824 images/s, loss=0.6575, top1-acc=79.71%, top5-acc=97.27%, remaining_time=0:00:30.022080, arrival_time=2021-04-14 23:05:14.691650, cost_time=0:00:31.272986 2021-04-14 23:04:47,774 INFO : TRAIN, epoch=0105, iter=00110/00196, fetch data time cost=2.10ms, fps=825 images/s, loss=0.6589, top1-acc=79.71%, top5-acc=97.22%, remaining_time=0:00:26.876978, arrival_time=2021-04-14 23:05:14.651082, cost_time=0:00:34.377569 2021-04-14 23:04:50,874 INFO : TRAIN, epoch=0105, iter=00120/00196, fetch data time cost=1.48ms, fps=826 images/s, loss=0.6646, top1-acc=79.51%, top5-acc=97.16%, remaining_time=0:00:23.736016, arrival_time=2021-04-14 23:05:14.610429, cost_time=0:00:37.477874 2021-04-14 23:04:53,976 INFO : TRAIN, epoch=0105, iter=00130/00196, fetch data time cost=1.42ms, fps=826 images/s, loss=0.6702, top1-acc=79.43%, top5-acc=97.09%, remaining_time=0:00:20.601966, arrival_time=2021-04-14 23:05:14.577991, cost_time=0:00:40.579609 2021-04-14 23:04:57,084 INFO : TRAIN, epoch=0105, iter=00140/00196, fetch data time cost=1.37ms, fps=824 images/s, loss=0.6738, top1-acc=79.33%, top5-acc=97.02%, remaining_time=0:00:17.474968, arrival_time=2021-04-14 23:05:14.558968, cost_time=0:00:43.687440 2021-04-14 23:05:00,188 INFO : TRAIN, epoch=0105, iter=00150/00196, fetch data time cost=1.51ms, fps=825 images/s, loss=0.6771, top1-acc=79.25%, top5-acc=96.99%, remaining_time=0:00:14.349562, arrival_time=2021-04-14 23:05:14.538204, cost_time=0:00:46.792095 2021-04-14 23:05:03,289 INFO : TRAIN, epoch=0105, iter=00160/00196, fetch data time cost=1.38ms, fps=826 images/s, loss=0.6809, top1-acc=79.13%, top5-acc=96.98%, remaining_time=0:00:11.225880, arrival_time=2021-04-14 23:05:14.515123, cost_time=0:00:49.892847 2021-04-14 23:05:06,399 INFO : TRAIN, epoch=0105, iter=00170/00196, fetch data time cost=2.34ms, fps=823 images/s, loss=0.6851, top1-acc=79.01%, top5-acc=96.93%, remaining_time=0:00:08.106306, arrival_time=2021-04-14 23:05:14.505487, cost_time=0:00:53.002697 2021-04-14 23:05:09,504 INFO : TRAIN, epoch=0105, iter=00180/00196, fetch data time cost=1.80ms, fps=825 images/s, loss=0.6889, top1-acc=78.89%, top5-acc=96.90%, remaining_time=0:00:04.987344, arrival_time=2021-04-14 23:05:14.491399, cost_time=0:00:56.107610 2021-04-14 23:05:12,611 INFO : TRAIN, epoch=0105, iter=00190/00196, fetch data time cost=1.51ms, fps=824 images/s, loss=0.6916, top1-acc=78.80%, top5-acc=96.86%, remaining_time=0:00:01.869942, arrival_time=2021-04-14 23:05:14.481298, cost_time=0:00:59.214868 2021-04-14 23:05:14,262 INFO : TRAIN, epoch=0105, iter=00196/00196, fetch data time cost=1.29ms, fps=824 images/s, loss=0.6933, top1-acc=78.76%, top5-acc=96.87%, remaining_time=0:00:00, arrival_time=2021-04-14 23:05:14.262081, cost_time=0:01:00.865677 2021-04-14 23:05:15,378 INFO : EVAL, epoch=0105, iter=00010/00040, fetch data time cost=1.36ms, fps=2296 images/s, loss=1.3108, top1-acc=63.24%, top5-acc=89.65%, remaining_time=0:00:03.344700, arrival_time=2021-04-14 23:05:18.723649, cost_time=0:00:01.114900 2021-04-14 23:05:16,319 INFO : EVAL, epoch=0105, iter=00020/00040, fetch data time cost=1.36ms, fps=2722 images/s, loss=1.2789, top1-acc=64.65%, top5-acc=89.86%, remaining_time=0:00:02.055780, arrival_time=2021-04-14 23:05:18.375610, cost_time=0:00:02.055788 2021-04-14 23:05:17,261 INFO : EVAL, epoch=0105, iter=00030/00040, fetch data time cost=1.52ms, fps=2720 images/s, loss=1.2741, top1-acc=64.99%, top5-acc=89.70%, remaining_time=0:00:00.999060, arrival_time=2021-04-14 23:05:18.260298, cost_time=0:00:02.997194 2021-04-14 23:05:18,118 INFO : EVAL, epoch=0105, iter=00040/00040, fetch data time cost=0.08ms, fps=2707 images/s, loss=1.2688, top1-acc=64.85%, top5-acc=89.74%, remaining_time=0:00:00, arrival_time=2021-04-14 23:05:18.118643, cost_time=0:00:03.854622 2021-04-14 23:05:18,391 INFO : Epoch=0105 complete, best val top1-acc=65.32%, top5-acc=89.61% (epoch=104), remaining_time=1:43:13.336995, arrival_time=2021-04-15 00:48:31.728009, cost_time=1:54:05.267194 2021-04-14 23:05:18,392 INFO : Train start, epoch=0106, lr=0.046077 2021-04-14 23:05:21,682 INFO : TRAIN, epoch=0106, iter=00010/00196, fetch data time cost=2.17ms, fps=778 images/s, loss=0.6976, top1-acc=78.20%, top5-acc=97.03%, remaining_time=0:01:01.184328, arrival_time=2021-04-14 23:06:22.866269, cost_time=0:00:03.289479 2021-04-14 23:05:24,787 INFO : TRAIN, epoch=0106, iter=00020/00196, fetch data time cost=1.37ms, fps=824 images/s, loss=0.6759, top1-acc=79.28%, top5-acc=97.15%, remaining_time=0:00:56.279168, arrival_time=2021-04-14 23:06:21.066991, cost_time=0:00:06.395361 2021-04-14 23:05:27,900 INFO : TRAIN, epoch=0106, iter=00030/00196, fetch data time cost=2.15ms, fps=823 images/s, loss=0.6697, top1-acc=79.53%, top5-acc=97.34%, remaining_time=0:00:52.609218, arrival_time=2021-04-14 23:06:20.509426, cost_time=0:00:09.507692 2021-04-14 23:05:31,021 INFO : TRAIN, epoch=0106, iter=00040/00196, fetch data time cost=1.35ms, fps=820 images/s, loss=0.6554, top1-acc=80.06%, top5-acc=97.31%, remaining_time=0:00:49.253880, arrival_time=2021-04-14 23:06:20.275523, cost_time=0:00:12.629184 2021-04-14 23:05:34,125 INFO : TRAIN, epoch=0106, iter=00050/00196, fetch data time cost=1.51ms, fps=825 images/s, loss=0.6516, top1-acc=80.20%, top5-acc=97.21%, remaining_time=0:00:45.939630, arrival_time=2021-04-14 23:06:20.064920, cost_time=0:00:15.732726 2021-04-14 23:05:37,229 INFO : TRAIN, epoch=0106, iter=00060/00196, fetch data time cost=1.34ms, fps=825 images/s, loss=0.6520, top1-acc=80.19%, top5-acc=97.21%, remaining_time=0:00:42.697744, arrival_time=2021-04-14 23:06:19.927445, cost_time=0:00:18.837246 2021-04-14 23:05:40,334 INFO : TRAIN, epoch=0106, iter=00070/00196, fetch data time cost=2.02ms, fps=825 images/s, loss=0.6488, top1-acc=80.27%, top5-acc=97.25%, remaining_time=0:00:39.495582, arrival_time=2021-04-14 23:06:19.830017, cost_time=0:00:21.941972 2021-04-14 23:05:43,453 INFO : TRAIN, epoch=0106, iter=00080/00196, fetch data time cost=1.83ms, fps=821 images/s, loss=0.6504, top1-acc=80.16%, top5-acc=97.26%, remaining_time=0:00:36.338624, arrival_time=2021-04-14 23:06:19.792178, cost_time=0:00:25.061095 2021-04-14 23:05:46,562 INFO : TRAIN, epoch=0106, iter=00090/00196, fetch data time cost=1.59ms, fps=824 images/s, loss=0.6538, top1-acc=80.00%, top5-acc=97.22%, remaining_time=0:00:33.178424, arrival_time=2021-04-14 23:06:19.741251, cost_time=0:00:28.170371 2021-04-14 23:05:49,669 INFO : TRAIN, epoch=0106, iter=00100/00196, fetch data time cost=2.22ms, fps=824 images/s, loss=0.6582, top1-acc=79.80%, top5-acc=97.21%, remaining_time=0:00:30.025632, arrival_time=2021-04-14 23:06:19.694819, cost_time=0:00:31.276738 2021-04-14 23:05:52,777 INFO : TRAIN, epoch=0106, iter=00110/00196, fetch data time cost=1.49ms, fps=824 images/s, loss=0.6596, top1-acc=79.73%, top5-acc=97.19%, remaining_time=0:00:26.882912, arrival_time=2021-04-14 23:06:19.660495, cost_time=0:00:34.385129 2021-04-14 23:05:55,882 INFO : TRAIN, epoch=0106, iter=00120/00196, fetch data time cost=1.39ms, fps=825 images/s, loss=0.6637, top1-acc=79.63%, top5-acc=97.12%, remaining_time=0:00:23.743844, arrival_time=2021-04-14 23:06:19.626699, cost_time=0:00:37.490321 2021-04-14 23:05:58,984 INFO : TRAIN, epoch=0106, iter=00130/00196, fetch data time cost=1.49ms, fps=826 images/s, loss=0.6674, top1-acc=79.49%, top5-acc=97.08%, remaining_time=0:00:20.608170, arrival_time=2021-04-14 23:06:19.592519, cost_time=0:00:40.591899 2021-04-14 23:06:02,085 INFO : TRAIN, epoch=0106, iter=00140/00196, fetch data time cost=1.44ms, fps=826 images/s, loss=0.6709, top1-acc=79.32%, top5-acc=97.04%, remaining_time=0:00:17.477040, arrival_time=2021-04-14 23:06:19.562136, cost_time=0:00:43.692561 2021-04-14 23:06:05,189 INFO : TRAIN, epoch=0106, iter=00150/00196, fetch data time cost=2.21ms, fps=825 images/s, loss=0.6738, top1-acc=79.28%, top5-acc=96.97%, remaining_time=0:00:14.350942, arrival_time=2021-04-14 23:06:19.539994, cost_time=0:00:46.796592 2021-04-14 23:06:08,286 INFO : TRAIN, epoch=0106, iter=00160/00196, fetch data time cost=1.37ms, fps=827 images/s, loss=0.6754, top1-acc=79.21%, top5-acc=96.98%, remaining_time=0:00:11.226132, arrival_time=2021-04-14 23:06:19.512447, cost_time=0:00:49.893942 2021-04-14 23:06:11,388 INFO : TRAIN, epoch=0106, iter=00170/00196, fetch data time cost=1.64ms, fps=825 images/s, loss=0.6792, top1-acc=79.11%, top5-acc=96.93%, remaining_time=0:00:08.105266, arrival_time=2021-04-14 23:06:19.493747, cost_time=0:00:52.996030 2021-04-14 23:06:14,488 INFO : TRAIN, epoch=0106, iter=00180/00196, fetch data time cost=1.47ms, fps=826 images/s, loss=0.6808, top1-acc=79.00%, top5-acc=96.96%, remaining_time=0:00:04.986304, arrival_time=2021-04-14 23:06:19.474714, cost_time=0:00:56.095976 2021-04-14 23:06:17,588 INFO : TRAIN, epoch=0106, iter=00190/00196, fetch data time cost=1.39ms, fps=826 images/s, loss=0.6819, top1-acc=78.98%, top5-acc=96.93%, remaining_time=0:00:01.869360, arrival_time=2021-04-14 23:06:19.458196, cost_time=0:00:59.196312 2021-04-14 23:06:19,242 INFO : TRAIN, epoch=0106, iter=00196/00196, fetch data time cost=1.46ms, fps=823 images/s, loss=0.6835, top1-acc=78.92%, top5-acc=96.94%, remaining_time=0:00:00, arrival_time=2021-04-14 23:06:19.242879, cost_time=0:01:00.850494 2021-04-14 23:06:20,364 INFO : EVAL, epoch=0106, iter=00010/00040, fetch data time cost=1.43ms, fps=2287 images/s, loss=1.2734, top1-acc=65.27%, top5-acc=89.92%, remaining_time=0:00:03.357450, arrival_time=2021-04-14 23:06:23.721483, cost_time=0:00:01.119146 2021-04-14 23:06:21,304 INFO : EVAL, epoch=0106, iter=00020/00040, fetch data time cost=1.64ms, fps=2725 images/s, loss=1.2856, top1-acc=64.63%, top5-acc=89.73%, remaining_time=0:00:02.059100, arrival_time=2021-04-14 23:06:23.363078, cost_time=0:00:02.059095 2021-04-14 23:06:22,244 INFO : EVAL, epoch=0106, iter=00030/00040, fetch data time cost=1.30ms, fps=2722 images/s, loss=1.2717, top1-acc=64.64%, top5-acc=89.87%, remaining_time=0:00:00.999940, arrival_time=2021-04-14 23:06:23.244637, cost_time=0:00:02.999814 2021-04-14 23:06:23,102 INFO : EVAL, epoch=0106, iter=00040/00040, fetch data time cost=0.08ms, fps=2707 images/s, loss=1.2677, top1-acc=64.86%, top5-acc=89.69%, remaining_time=0:00:00, arrival_time=2021-04-14 23:06:23.102161, cost_time=0:00:03.857308 2021-04-14 23:06:23,376 INFO : Epoch=0106 complete, best val top1-acc=65.32%, top5-acc=89.61% (epoch=104), remaining_time=1:42:07.960110, arrival_time=2021-04-15 00:48:31.336824, cost_time=1:55:10.252892 2021-04-14 23:06:23,378 INFO : Train start, epoch=0107, lr=0.045295 2021-04-14 23:06:26,657 INFO : TRAIN, epoch=0107, iter=00010/00196, fetch data time cost=1.45ms, fps=781 images/s, loss=0.6478, top1-acc=79.80%, top5-acc=97.03%, remaining_time=0:01:00.991260, arrival_time=2021-04-14 23:07:27.649049, cost_time=0:00:03.279100 2021-04-14 23:06:29,757 INFO : TRAIN, epoch=0107, iter=00020/00196, fetch data time cost=1.40ms, fps=826 images/s, loss=0.6435, top1-acc=80.16%, top5-acc=97.36%, remaining_time=0:00:56.134320, arrival_time=2021-04-14 23:07:25.892140, cost_time=0:00:06.378908 2021-04-14 23:06:32,864 INFO : TRAIN, epoch=0107, iter=00030/00196, fetch data time cost=1.50ms, fps=824 images/s, loss=0.6502, top1-acc=79.73%, top5-acc=97.25%, remaining_time=0:00:52.488702, arrival_time=2021-04-14 23:07:25.353335, cost_time=0:00:09.485914 2021-04-14 23:06:35,963 INFO : TRAIN, epoch=0107, iter=00040/00196, fetch data time cost=1.62ms, fps=826 images/s, loss=0.6486, top1-acc=80.04%, top5-acc=97.21%, remaining_time=0:00:49.080564, arrival_time=2021-04-14 23:07:25.044021, cost_time=0:00:12.584765 2021-04-14 23:06:39,067 INFO : TRAIN, epoch=0107, iter=00050/00196, fetch data time cost=1.46ms, fps=825 images/s, loss=0.6498, top1-acc=80.25%, top5-acc=97.16%, remaining_time=0:00:45.809836, arrival_time=2021-04-14 23:07:24.876934, cost_time=0:00:15.688324 2021-04-14 23:06:42,170 INFO : TRAIN, epoch=0107, iter=00060/00196, fetch data time cost=1.33ms, fps=825 images/s, loss=0.6493, top1-acc=80.26%, top5-acc=97.25%, remaining_time=0:00:42.595064, arrival_time=2021-04-14 23:07:24.765725, cost_time=0:00:18.791958 2021-04-14 23:06:45,273 INFO : TRAIN, epoch=0107, iter=00070/00196, fetch data time cost=2.24ms, fps=825 images/s, loss=0.6490, top1-acc=80.22%, top5-acc=97.21%, remaining_time=0:00:39.411162, arrival_time=2021-04-14 23:07:24.684911, cost_time=0:00:21.895056 2021-04-14 23:06:48,375 INFO : TRAIN, epoch=0107, iter=00080/00196, fetch data time cost=1.37ms, fps=825 images/s, loss=0.6495, top1-acc=80.15%, top5-acc=97.27%, remaining_time=0:00:36.245128, arrival_time=2021-04-14 23:07:24.620578, cost_time=0:00:24.996674 2021-04-14 23:06:51,481 INFO : TRAIN, epoch=0107, iter=00090/00196, fetch data time cost=1.36ms, fps=824 images/s, loss=0.6455, top1-acc=80.26%, top5-acc=97.32%, remaining_time=0:00:33.098712, arrival_time=2021-04-14 23:07:24.580194, cost_time=0:00:28.102675 2021-04-14 23:06:54,591 INFO : TRAIN, epoch=0107, iter=00100/00196, fetch data time cost=1.36ms, fps=823 images/s, loss=0.6506, top1-acc=80.11%, top5-acc=97.23%, remaining_time=0:00:29.964480, arrival_time=2021-04-14 23:07:24.556225, cost_time=0:00:31.212980 2021-04-14 23:06:57,699 INFO : TRAIN, epoch=0107, iter=00110/00196, fetch data time cost=1.38ms, fps=824 images/s, loss=0.6530, top1-acc=80.07%, top5-acc=97.22%, remaining_time=0:00:26.832086, arrival_time=2021-04-14 23:07:24.531008, cost_time=0:00:34.320142 2021-04-14 23:07:00,799 INFO : TRAIN, epoch=0107, iter=00120/00196, fetch data time cost=1.36ms, fps=826 images/s, loss=0.6550, top1-acc=80.03%, top5-acc=97.20%, remaining_time=0:00:23.699840, arrival_time=2021-04-14 23:07:24.499437, cost_time=0:00:37.420809 2021-04-14 23:07:03,901 INFO : TRAIN, epoch=0107, iter=00130/00196, fetch data time cost=2.14ms, fps=825 images/s, loss=0.6561, top1-acc=80.07%, top5-acc=97.20%, remaining_time=0:00:20.573058, arrival_time=2021-04-14 23:07:24.474542, cost_time=0:00:40.522659 2021-04-14 23:07:07,017 INFO : TRAIN, epoch=0107, iter=00140/00196, fetch data time cost=2.15ms, fps=822 images/s, loss=0.6578, top1-acc=79.96%, top5-acc=97.23%, remaining_time=0:00:17.455368, arrival_time=2021-04-14 23:07:24.472740, cost_time=0:00:43.638459 2021-04-14 23:07:10,118 INFO : TRAIN, epoch=0107, iter=00150/00196, fetch data time cost=1.43ms, fps=826 images/s, loss=0.6607, top1-acc=79.79%, top5-acc=97.20%, remaining_time=0:00:14.333462, arrival_time=2021-04-14 23:07:24.451795, cost_time=0:00:46.739555 2021-04-14 23:07:13,233 INFO : TRAIN, epoch=0107, iter=00160/00196, fetch data time cost=1.52ms, fps=822 images/s, loss=0.6676, top1-acc=79.50%, top5-acc=97.15%, remaining_time=0:00:11.217240, arrival_time=2021-04-14 23:07:24.450515, cost_time=0:00:49.854466 2021-04-14 23:07:16,331 INFO : TRAIN, epoch=0107, iter=00170/00196, fetch data time cost=1.66ms, fps=826 images/s, loss=0.6694, top1-acc=79.45%, top5-acc=97.13%, remaining_time=0:00:08.098688, arrival_time=2021-04-14 23:07:24.430421, cost_time=0:00:52.952969 2021-04-14 23:07:19,434 INFO : TRAIN, epoch=0107, iter=00180/00196, fetch data time cost=1.53ms, fps=825 images/s, loss=0.6706, top1-acc=79.38%, top5-acc=97.12%, remaining_time=0:00:04.982736, arrival_time=2021-04-14 23:07:24.417257, cost_time=0:00:56.055733 2021-04-14 23:07:22,538 INFO : TRAIN, epoch=0107, iter=00190/00196, fetch data time cost=1.26ms, fps=825 images/s, loss=0.6728, top1-acc=79.33%, top5-acc=97.10%, remaining_time=0:00:01.868196, arrival_time=2021-04-14 23:07:24.406452, cost_time=0:00:59.159480 2021-04-14 23:07:24,189 INFO : TRAIN, epoch=0107, iter=00196/00196, fetch data time cost=1.27ms, fps=824 images/s, loss=0.6731, top1-acc=79.35%, top5-acc=97.11%, remaining_time=0:00:00, arrival_time=2021-04-14 23:07:24.189311, cost_time=0:01:00.810627 2021-04-14 23:07:25,259 INFO : EVAL, epoch=0107, iter=00010/00040, fetch data time cost=1.32ms, fps=2396 images/s, loss=1.2855, top1-acc=64.06%, top5-acc=90.35%, remaining_time=0:00:03.205890, arrival_time=2021-04-14 23:07:28.465658, cost_time=0:00:01.068628 2021-04-14 23:07:26,200 INFO : EVAL, epoch=0107, iter=00020/00040, fetch data time cost=1.34ms, fps=2723 images/s, loss=1.3350, top1-acc=62.99%, top5-acc=89.51%, remaining_time=0:00:02.009080, arrival_time=2021-04-14 23:07:28.209366, cost_time=0:00:02.009078 2021-04-14 23:07:27,144 INFO : EVAL, epoch=0107, iter=00030/00040, fetch data time cost=1.84ms, fps=2713 images/s, loss=1.3252, top1-acc=63.37%, top5-acc=89.35%, remaining_time=0:00:00.984420, arrival_time=2021-04-14 23:07:28.128909, cost_time=0:00:02.953269 2021-04-14 23:07:28,006 INFO : EVAL, epoch=0107, iter=00040/00040, fetch data time cost=0.08ms, fps=2692 images/s, loss=1.3215, top1-acc=63.55%, top5-acc=89.32%, remaining_time=0:00:00, arrival_time=2021-04-14 23:07:28.006905, cost_time=0:00:03.815797 2021-04-14 23:07:28,268 INFO : Epoch=0107 complete, best val top1-acc=65.32%, top5-acc=89.61% (epoch=104), remaining_time=1:41:02.509203, arrival_time=2021-04-15 00:48:30.778013, cost_time=1:56:15.144988 2021-04-14 23:07:28,270 INFO : Train start, epoch=0108, lr=0.044513 2021-04-14 23:07:31,554 INFO : TRAIN, epoch=0108, iter=00010/00196, fetch data time cost=1.47ms, fps=780 images/s, loss=0.6398, top1-acc=80.55%, top5-acc=96.87%, remaining_time=0:01:01.076820, arrival_time=2021-04-14 23:08:32.630924, cost_time=0:00:03.283697 2021-04-14 23:07:34,666 INFO : TRAIN, epoch=0108, iter=00020/00196, fetch data time cost=1.52ms, fps=823 images/s, loss=0.6505, top1-acc=80.08%, top5-acc=97.07%, remaining_time=0:00:56.287088, arrival_time=2021-04-14 23:08:30.953740, cost_time=0:00:06.396263 2021-04-14 23:07:37,770 INFO : TRAIN, epoch=0108, iter=00030/00196, fetch data time cost=2.17ms, fps=825 images/s, loss=0.6342, top1-acc=80.68%, top5-acc=97.34%, remaining_time=0:00:52.566058, arrival_time=2021-04-14 23:08:30.336369, cost_time=0:00:09.499883 2021-04-14 23:07:40,872 INFO : TRAIN, epoch=0108, iter=00040/00196, fetch data time cost=1.56ms, fps=825 images/s, loss=0.6380, top1-acc=80.55%, top5-acc=97.33%, remaining_time=0:00:49.147800, arrival_time=2021-04-14 23:08:30.020292, cost_time=0:00:12.601985 2021-04-14 23:07:43,977 INFO : TRAIN, epoch=0108, iter=00050/00196, fetch data time cost=2.20ms, fps=825 images/s, loss=0.6415, top1-acc=80.44%, top5-acc=97.36%, remaining_time=0:00:45.865024, arrival_time=2021-04-14 23:08:29.842620, cost_time=0:00:15.707213 2021-04-14 23:07:47,087 INFO : TRAIN, epoch=0108, iter=00060/00196, fetch data time cost=1.36ms, fps=823 images/s, loss=0.6413, top1-acc=80.43%, top5-acc=97.36%, remaining_time=0:00:42.651640, arrival_time=2021-04-14 23:08:29.738947, cost_time=0:00:18.816921 2021-04-14 23:07:50,194 INFO : TRAIN, epoch=0108, iter=00070/00196, fetch data time cost=1.57ms, fps=824 images/s, loss=0.6441, top1-acc=80.27%, top5-acc=97.32%, remaining_time=0:00:39.462192, arrival_time=2021-04-14 23:08:29.656140, cost_time=0:00:21.923463 2021-04-14 23:07:53,296 INFO : TRAIN, epoch=0108, iter=00080/00196, fetch data time cost=1.40ms, fps=825 images/s, loss=0.6454, top1-acc=80.15%, top5-acc=97.31%, remaining_time=0:00:36.287584, arrival_time=2021-04-14 23:08:29.584039, cost_time=0:00:25.025947 2021-04-14 23:07:56,404 INFO : TRAIN, epoch=0108, iter=00090/00196, fetch data time cost=1.39ms, fps=824 images/s, loss=0.6424, top1-acc=80.21%, top5-acc=97.30%, remaining_time=0:00:33.135282, arrival_time=2021-04-14 23:08:29.539300, cost_time=0:00:28.133699 2021-04-14 23:07:59,506 INFO : TRAIN, epoch=0108, iter=00100/00196, fetch data time cost=1.42ms, fps=825 images/s, loss=0.6433, top1-acc=80.21%, top5-acc=97.30%, remaining_time=0:00:29.986848, arrival_time=2021-04-14 23:08:29.493498, cost_time=0:00:31.236267 2021-04-14 23:08:02,606 INFO : TRAIN, epoch=0108, iter=00110/00196, fetch data time cost=1.41ms, fps=826 images/s, loss=0.6463, top1-acc=80.06%, top5-acc=97.29%, remaining_time=0:00:26.844728, arrival_time=2021-04-14 23:08:29.451356, cost_time=0:00:34.336323 2021-04-14 23:08:05,709 INFO : TRAIN, epoch=0108, iter=00120/00196, fetch data time cost=1.35ms, fps=825 images/s, loss=0.6497, top1-acc=79.96%, top5-acc=97.23%, remaining_time=0:00:23.711544, arrival_time=2021-04-14 23:08:29.421171, cost_time=0:00:37.439259 2021-04-14 23:08:08,813 INFO : TRAIN, epoch=0108, iter=00130/00196, fetch data time cost=1.40ms, fps=825 images/s, loss=0.6538, top1-acc=79.86%, top5-acc=97.22%, remaining_time=0:00:20.583222, arrival_time=2021-04-14 23:08:29.396267, cost_time=0:00:40.542741 2021-04-14 23:08:11,908 INFO : TRAIN, epoch=0108, iter=00140/00196, fetch data time cost=1.70ms, fps=827 images/s, loss=0.6535, top1-acc=79.89%, top5-acc=97.24%, remaining_time=0:00:17.455256, arrival_time=2021-04-14 23:08:29.363808, cost_time=0:00:43.638124 2021-04-14 23:08:15,011 INFO : TRAIN, epoch=0108, iter=00150/00196, fetch data time cost=2.29ms, fps=825 images/s, loss=0.6587, top1-acc=79.75%, top5-acc=97.19%, remaining_time=0:00:14.334014, arrival_time=2021-04-14 23:08:29.345737, cost_time=0:00:46.741419 2021-04-14 23:08:18,109 INFO : TRAIN, epoch=0108, iter=00160/00196, fetch data time cost=1.48ms, fps=827 images/s, loss=0.6587, top1-acc=79.78%, top5-acc=97.18%, remaining_time=0:00:11.213712, arrival_time=2021-04-14 23:08:29.322809, cost_time=0:00:49.838794 2021-04-14 23:08:21,207 INFO : TRAIN, epoch=0108, iter=00170/00196, fetch data time cost=1.39ms, fps=826 images/s, loss=0.6594, top1-acc=79.73%, top5-acc=97.18%, remaining_time=0:00:08.096322, arrival_time=2021-04-14 23:08:29.304192, cost_time=0:00:52.937483 2021-04-14 23:08:24,304 INFO : TRAIN, epoch=0108, iter=00180/00196, fetch data time cost=1.46ms, fps=827 images/s, loss=0.6601, top1-acc=79.69%, top5-acc=97.17%, remaining_time=0:00:04.980832, arrival_time=2021-04-14 23:08:29.285505, cost_time=0:00:56.034365 2021-04-14 23:08:27,411 INFO : TRAIN, epoch=0108, iter=00190/00196, fetch data time cost=1.22ms, fps=824 images/s, loss=0.6616, top1-acc=79.64%, top5-acc=97.17%, remaining_time=0:00:01.867632, arrival_time=2021-04-14 23:08:29.279540, cost_time=0:00:59.141598 2021-04-14 23:08:29,067 INFO : TRAIN, epoch=0108, iter=00196/00196, fetch data time cost=1.42ms, fps=822 images/s, loss=0.6630, top1-acc=79.59%, top5-acc=97.16%, remaining_time=0:00:00, arrival_time=2021-04-14 23:08:29.067207, cost_time=0:01:00.796820 2021-04-14 23:08:30,152 INFO : EVAL, epoch=0108, iter=00010/00040, fetch data time cost=2.38ms, fps=2367 images/s, loss=1.3778, top1-acc=63.52%, top5-acc=88.40%, remaining_time=0:00:03.244710, arrival_time=2021-04-14 23:08:33.396842, cost_time=0:00:01.081574 2021-04-14 23:08:31,096 INFO : EVAL, epoch=0108, iter=00020/00040, fetch data time cost=1.83ms, fps=2714 images/s, loss=1.3943, top1-acc=63.18%, top5-acc=87.99%, remaining_time=0:00:02.025360, arrival_time=2021-04-14 23:08:33.121329, cost_time=0:00:02.025361 2021-04-14 23:08:32,036 INFO : EVAL, epoch=0108, iter=00030/00040, fetch data time cost=1.34ms, fps=2722 images/s, loss=1.3502, top1-acc=63.87%, top5-acc=88.67%, remaining_time=0:00:00.988740, arrival_time=2021-04-14 23:08:33.025509, cost_time=0:00:02.966216 2021-04-14 23:08:32,894 INFO : EVAL, epoch=0108, iter=00040/00040, fetch data time cost=1.27ms, fps=2705 images/s, loss=1.3475, top1-acc=63.61%, top5-acc=88.60%, remaining_time=0:00:00, arrival_time=2021-04-14 23:08:32.894858, cost_time=0:00:03.824335 2021-04-14 23:08:33,217 INFO : Epoch=0108 complete, best val top1-acc=65.32%, top5-acc=89.61% (epoch=104), remaining_time=1:39:57.116600, arrival_time=2021-04-15 00:48:30.333862, cost_time=1:57:20.093439 2021-04-14 23:08:33,218 INFO : Train start, epoch=0109, lr=0.043733 2021-04-14 23:08:36,495 INFO : TRAIN, epoch=0109, iter=00010/00196, fetch data time cost=2.59ms, fps=781 images/s, loss=0.6250, top1-acc=81.13%, top5-acc=97.73%, remaining_time=0:01:00.948108, arrival_time=2021-04-14 23:09:37.443768, cost_time=0:00:03.276777 2021-04-14 23:08:39,601 INFO : TRAIN, epoch=0109, iter=00020/00196, fetch data time cost=1.88ms, fps=825 images/s, loss=0.6556, top1-acc=80.12%, top5-acc=97.32%, remaining_time=0:00:56.163008, arrival_time=2021-04-14 23:09:35.764144, cost_time=0:00:06.382166 2021-04-14 23:08:42,705 INFO : TRAIN, epoch=0109, iter=00030/00196, fetch data time cost=1.46ms, fps=825 images/s, loss=0.6382, top1-acc=80.65%, top5-acc=97.27%, remaining_time=0:00:52.490362, arrival_time=2021-04-14 23:09:35.195408, cost_time=0:00:09.486202 2021-04-14 23:08:45,812 INFO : TRAIN, epoch=0109, iter=00040/00196, fetch data time cost=2.11ms, fps=824 images/s, loss=0.6212, top1-acc=81.09%, top5-acc=97.46%, remaining_time=0:00:49.115352, arrival_time=2021-04-14 23:09:34.927884, cost_time=0:00:12.593671 2021-04-14 23:08:48,917 INFO : TRAIN, epoch=0109, iter=00050/00196, fetch data time cost=1.48ms, fps=825 images/s, loss=0.6187, top1-acc=81.02%, top5-acc=97.43%, remaining_time=0:00:45.838744, arrival_time=2021-04-14 23:09:34.755809, cost_time=0:00:15.698214 2021-04-14 23:08:52,031 INFO : TRAIN, epoch=0109, iter=00060/00196, fetch data time cost=2.13ms, fps=822 images/s, loss=0.6220, top1-acc=81.04%, top5-acc=97.45%, remaining_time=0:00:42.642800, arrival_time=2021-04-14 23:09:34.674655, cost_time=0:00:18.813003 2021-04-14 23:08:55,142 INFO : TRAIN, epoch=0109, iter=00070/00196, fetch data time cost=2.33ms, fps=823 images/s, loss=0.6229, top1-acc=81.02%, top5-acc=97.42%, remaining_time=0:00:39.462696, arrival_time=2021-04-14 23:09:34.605267, cost_time=0:00:21.923731 2021-04-14 23:08:58,249 INFO : TRAIN, epoch=0109, iter=00080/00196, fetch data time cost=1.36ms, fps=824 images/s, loss=0.6205, top1-acc=81.09%, top5-acc=97.45%, remaining_time=0:00:36.294776, arrival_time=2021-04-14 23:09:34.544515, cost_time=0:00:25.030882 2021-04-14 23:09:01,357 INFO : TRAIN, epoch=0109, iter=00090/00196, fetch data time cost=1.47ms, fps=824 images/s, loss=0.6224, top1-acc=80.94%, top5-acc=97.45%, remaining_time=0:00:33.141218, arrival_time=2021-04-14 23:09:34.498858, cost_time=0:00:28.138757 2021-04-14 23:09:04,461 INFO : TRAIN, epoch=0109, iter=00100/00196, fetch data time cost=1.50ms, fps=825 images/s, loss=0.6278, top1-acc=80.82%, top5-acc=97.42%, remaining_time=0:00:29.992992, arrival_time=2021-04-14 23:09:34.454524, cost_time=0:00:31.242685 2021-04-14 23:09:07,562 INFO : TRAIN, epoch=0109, iter=00110/00196, fetch data time cost=1.42ms, fps=826 images/s, loss=0.6314, top1-acc=80.70%, top5-acc=97.39%, remaining_time=0:00:26.849974, arrival_time=2021-04-14 23:09:34.411914, cost_time=0:00:34.343001 2021-04-14 23:09:10,667 INFO : TRAIN, epoch=0109, iter=00120/00196, fetch data time cost=1.46ms, fps=825 images/s, loss=0.6393, top1-acc=80.47%, top5-acc=97.34%, remaining_time=0:00:23.717244, arrival_time=2021-04-14 23:09:34.384337, cost_time=0:00:37.448314 2021-04-14 23:09:13,764 INFO : TRAIN, epoch=0109, iter=00130/00196, fetch data time cost=1.66ms, fps=827 images/s, loss=0.6428, top1-acc=80.32%, top5-acc=97.27%, remaining_time=0:00:20.584476, arrival_time=2021-04-14 23:09:34.348493, cost_time=0:00:40.545170 2021-04-14 23:09:16,885 INFO : TRAIN, epoch=0109, iter=00140/00196, fetch data time cost=4.36ms, fps=820 images/s, loss=0.6459, top1-acc=80.26%, top5-acc=97.25%, remaining_time=0:00:17.466456, arrival_time=2021-04-14 23:09:34.351586, cost_time=0:00:43.666175 2021-04-14 23:09:19,992 INFO : TRAIN, epoch=0109, iter=00150/00196, fetch data time cost=2.17ms, fps=824 images/s, loss=0.6455, top1-acc=80.24%, top5-acc=97.29%, remaining_time=0:00:14.344042, arrival_time=2021-04-14 23:09:34.336931, cost_time=0:00:46.773999 2021-04-14 23:09:23,106 INFO : TRAIN, epoch=0109, iter=00160/00196, fetch data time cost=2.14ms, fps=822 images/s, loss=0.6471, top1-acc=80.19%, top5-acc=97.29%, remaining_time=0:00:11.224728, arrival_time=2021-04-14 23:09:34.331299, cost_time=0:00:49.887680 2021-04-14 23:09:26,219 INFO : TRAIN, epoch=0109, iter=00170/00196, fetch data time cost=1.81ms, fps=823 images/s, loss=0.6491, top1-acc=80.11%, top5-acc=97.27%, remaining_time=0:00:08.105916, arrival_time=2021-04-14 23:09:34.324962, cost_time=0:00:53.000203 2021-04-14 23:09:29,322 INFO : TRAIN, epoch=0109, iter=00180/00196, fetch data time cost=1.42ms, fps=825 images/s, loss=0.6500, top1-acc=80.05%, top5-acc=97.24%, remaining_time=0:00:04.986992, arrival_time=2021-04-14 23:09:34.309539, cost_time=0:00:56.103708 2021-04-14 23:09:32,428 INFO : TRAIN, epoch=0109, iter=00190/00196, fetch data time cost=1.44ms, fps=824 images/s, loss=0.6535, top1-acc=79.92%, top5-acc=97.23%, remaining_time=0:00:01.869768, arrival_time=2021-04-14 23:09:34.297971, cost_time=0:00:59.209361 2021-04-14 23:09:34,083 INFO : TRAIN, epoch=0109, iter=00196/00196, fetch data time cost=1.34ms, fps=822 images/s, loss=0.6541, top1-acc=79.89%, top5-acc=97.22%, remaining_time=0:00:00, arrival_time=2021-04-14 23:09:34.083896, cost_time=0:01:00.865059 2021-04-14 23:09:35,141 INFO : EVAL, epoch=0109, iter=00010/00040, fetch data time cost=2.48ms, fps=2425 images/s, loss=1.3166, top1-acc=64.92%, top5-acc=87.93%, remaining_time=0:00:03.166920, arrival_time=2021-04-14 23:09:38.308520, cost_time=0:00:01.055636 2021-04-14 23:09:36,090 INFO : EVAL, epoch=0109, iter=00020/00040, fetch data time cost=2.02ms, fps=2701 images/s, loss=1.2961, top1-acc=64.98%, top5-acc=88.79%, remaining_time=0:00:02.003680, arrival_time=2021-04-14 23:09:38.093557, cost_time=0:00:02.003690 2021-04-14 23:09:37,040 INFO : EVAL, epoch=0109, iter=00030/00040, fetch data time cost=1.75ms, fps=2696 images/s, loss=1.2856, top1-acc=65.14%, top5-acc=89.21%, remaining_time=0:00:00.984700, arrival_time=2021-04-14 23:09:38.024774, cost_time=0:00:02.954112 2021-04-14 23:09:37,899 INFO : EVAL, epoch=0109, iter=00040/00040, fetch data time cost=0.07ms, fps=2700 images/s, loss=1.2816, top1-acc=64.71%, top5-acc=89.35%, remaining_time=0:00:00, arrival_time=2021-04-14 23:09:37.899809, cost_time=0:00:03.813882 2021-04-14 23:09:38,173 INFO : Epoch=0109 complete, best val top1-acc=65.32%, top5-acc=89.61% (epoch=104), remaining_time=1:38:51.738631, arrival_time=2021-04-15 00:48:29.912065, cost_time=1:58:25.049564 2021-04-14 23:09:38,175 INFO : Train start, epoch=0110, lr=0.042955 2021-04-14 23:09:41,445 INFO : TRAIN, epoch=0110, iter=00010/00196, fetch data time cost=2.15ms, fps=783 images/s, loss=0.6397, top1-acc=80.35%, top5-acc=97.15%, remaining_time=0:01:00.802470, arrival_time=2021-04-14 23:10:42.247437, cost_time=0:00:03.268954 2021-04-14 23:09:44,546 INFO : TRAIN, epoch=0110, iter=00020/00196, fetch data time cost=1.57ms, fps=826 images/s, loss=0.6326, top1-acc=80.62%, top5-acc=97.42%, remaining_time=0:00:56.060576, arrival_time=2021-04-14 23:10:40.607111, cost_time=0:00:06.370517 2021-04-14 23:09:47,654 INFO : TRAIN, epoch=0110, iter=00030/00196, fetch data time cost=1.99ms, fps=824 images/s, loss=0.6157, top1-acc=81.08%, top5-acc=97.67%, remaining_time=0:00:52.449028, arrival_time=2021-04-14 23:10:40.103828, cost_time=0:00:09.478733 2021-04-14 23:09:50,755 INFO : TRAIN, epoch=0110, iter=00040/00196, fetch data time cost=2.14ms, fps=826 images/s, loss=0.6182, top1-acc=81.01%, top5-acc=97.70%, remaining_time=0:00:49.061220, arrival_time=2021-04-14 23:10:39.817061, cost_time=0:00:12.579819 2021-04-14 23:09:53,854 INFO : TRAIN, epoch=0110, iter=00050/00196, fetch data time cost=1.60ms, fps=826 images/s, loss=0.6114, top1-acc=81.13%, top5-acc=97.80%, remaining_time=0:00:45.782388, arrival_time=2021-04-14 23:10:39.637290, cost_time=0:00:15.678894 2021-04-14 23:09:56,960 INFO : TRAIN, epoch=0110, iter=00060/00196, fetch data time cost=2.24ms, fps=825 images/s, loss=0.6112, top1-acc=81.18%, top5-acc=97.71%, remaining_time=0:00:42.576840, arrival_time=2021-04-14 23:10:39.536981, cost_time=0:00:18.783881 2021-04-14 23:10:00,072 INFO : TRAIN, epoch=0110, iter=00070/00196, fetch data time cost=2.10ms, fps=823 images/s, loss=0.6071, top1-acc=81.28%, top5-acc=97.73%, remaining_time=0:00:39.414312, arrival_time=2021-04-14 23:10:39.487183, cost_time=0:00:21.896852 2021-04-14 23:10:03,175 INFO : TRAIN, epoch=0110, iter=00080/00196, fetch data time cost=1.55ms, fps=825 images/s, loss=0.6077, top1-acc=81.30%, top5-acc=97.68%, remaining_time=0:00:36.249536, arrival_time=2021-04-14 23:10:39.425203, cost_time=0:00:24.999645 2021-04-14 23:10:06,277 INFO : TRAIN, epoch=0110, iter=00090/00196, fetch data time cost=1.45ms, fps=825 images/s, loss=0.6109, top1-acc=81.21%, top5-acc=97.63%, remaining_time=0:00:33.097652, arrival_time=2021-04-14 23:10:39.375411, cost_time=0:00:28.101741 2021-04-14 23:10:09,384 INFO : TRAIN, epoch=0110, iter=00100/00196, fetch data time cost=1.53ms, fps=824 images/s, loss=0.6114, top1-acc=81.19%, top5-acc=97.56%, remaining_time=0:00:29.960448, arrival_time=2021-04-14 23:10:39.345277, cost_time=0:00:31.208806 2021-04-14 23:10:12,494 INFO : TRAIN, epoch=0110, iter=00110/00196, fetch data time cost=2.03ms, fps=823 images/s, loss=0.6140, top1-acc=81.05%, top5-acc=97.52%, remaining_time=0:00:26.830882, arrival_time=2021-04-14 23:10:39.325427, cost_time=0:00:34.318520 2021-04-14 23:10:15,597 INFO : TRAIN, epoch=0110, iter=00120/00196, fetch data time cost=1.71ms, fps=825 images/s, loss=0.6167, top1-acc=80.99%, top5-acc=97.50%, remaining_time=0:00:23.700448, arrival_time=2021-04-14 23:10:39.298191, cost_time=0:00:37.421724 2021-04-14 23:10:18,711 INFO : TRAIN, epoch=0110, iter=00130/00196, fetch data time cost=1.67ms, fps=822 images/s, loss=0.6196, top1-acc=80.89%, top5-acc=97.48%, remaining_time=0:00:20.579262, arrival_time=2021-04-14 23:10:39.290220, cost_time=0:00:40.534926 2021-04-14 23:10:21,815 INFO : TRAIN, epoch=0110, iter=00140/00196, fetch data time cost=1.43ms, fps=825 images/s, loss=0.6217, top1-acc=80.76%, top5-acc=97.46%, remaining_time=0:00:17.455760, arrival_time=2021-04-14 23:10:39.271382, cost_time=0:00:43.639341 2021-04-14 23:10:24,926 INFO : TRAIN, epoch=0110, iter=00150/00196, fetch data time cost=2.41ms, fps=823 images/s, loss=0.6272, top1-acc=80.57%, top5-acc=97.43%, remaining_time=0:00:14.336866, arrival_time=2021-04-14 23:10:39.263577, cost_time=0:00:46.750648 2021-04-14 23:10:28,033 INFO : TRAIN, epoch=0110, iter=00160/00196, fetch data time cost=1.51ms, fps=824 images/s, loss=0.6288, top1-acc=80.56%, top5-acc=97.42%, remaining_time=0:00:11.217996, arrival_time=2021-04-14 23:10:39.251813, cost_time=0:00:49.857815 2021-04-14 23:10:31,145 INFO : TRAIN, epoch=0110, iter=00170/00196, fetch data time cost=1.45ms, fps=823 images/s, loss=0.6325, top1-acc=80.49%, top5-acc=97.38%, remaining_time=0:00:08.101210, arrival_time=2021-04-14 23:10:39.246691, cost_time=0:00:52.969459 2021-04-14 23:10:34,252 INFO : TRAIN, epoch=0110, iter=00180/00196, fetch data time cost=1.48ms, fps=824 images/s, loss=0.6344, top1-acc=80.43%, top5-acc=97.36%, remaining_time=0:00:04.984592, arrival_time=2021-04-14 23:10:39.237298, cost_time=0:00:56.076674 2021-04-14 23:10:37,352 INFO : TRAIN, epoch=0110, iter=00190/00196, fetch data time cost=1.22ms, fps=826 images/s, loss=0.6390, top1-acc=80.31%, top5-acc=97.31%, remaining_time=0:00:01.868742, arrival_time=2021-04-14 23:10:39.221527, cost_time=0:00:59.176765 2021-04-14 23:10:39,003 INFO : TRAIN, epoch=0110, iter=00196/00196, fetch data time cost=1.66ms, fps=824 images/s, loss=0.6432, top1-acc=80.23%, top5-acc=97.29%, remaining_time=0:00:00, arrival_time=2021-04-14 23:10:39.003629, cost_time=0:01:00.827601 2021-04-14 23:10:40,084 INFO : EVAL, epoch=0110, iter=00010/00040, fetch data time cost=1.48ms, fps=2374 images/s, loss=1.3111, top1-acc=64.61%, top5-acc=88.87%, remaining_time=0:00:03.235050, arrival_time=2021-04-14 23:10:43.319175, cost_time=0:00:01.078349 2021-04-14 23:10:41,024 INFO : EVAL, epoch=0110, iter=00020/00040, fetch data time cost=1.49ms, fps=2724 images/s, loss=1.2558, top1-acc=65.76%, top5-acc=89.73%, remaining_time=0:00:02.018380, arrival_time=2021-04-14 23:10:43.042536, cost_time=0:00:02.018386 2021-04-14 23:10:41,967 INFO : EVAL, epoch=0110, iter=00030/00040, fetch data time cost=1.48ms, fps=2715 images/s, loss=1.2765, top1-acc=64.61%, top5-acc=89.56%, remaining_time=0:00:00.987180, arrival_time=2021-04-14 23:10:42.954574, cost_time=0:00:02.961539 2021-04-14 23:10:42,826 INFO : EVAL, epoch=0110, iter=00040/00040, fetch data time cost=0.08ms, fps=2701 images/s, loss=1.2827, top1-acc=64.44%, top5-acc=89.45%, remaining_time=0:00:00, arrival_time=2021-04-14 23:10:42.826874, cost_time=0:00:03.821126 2021-04-14 23:10:43,097 INFO : Epoch=0110 complete, best val top1-acc=65.32%, top5-acc=89.61% (epoch=104), remaining_time=1:37:46.342290, arrival_time=2021-04-15 00:48:29.440058, cost_time=1:59:29.973939 2021-04-14 23:10:43,099 INFO : Train start, epoch=0111, lr=0.042178 2021-04-14 23:10:46,401 INFO : TRAIN, epoch=0111, iter=00010/00196, fetch data time cost=2.49ms, fps=775 images/s, loss=0.6420, top1-acc=79.53%, top5-acc=97.42%, remaining_time=0:01:01.423524, arrival_time=2021-04-14 23:11:47.825219, cost_time=0:00:03.302343 2021-04-14 23:10:49,508 INFO : TRAIN, epoch=0111, iter=00020/00196, fetch data time cost=1.35ms, fps=824 images/s, loss=0.6140, top1-acc=81.02%, top5-acc=97.56%, remaining_time=0:00:56.400960, arrival_time=2021-04-14 23:11:45.909739, cost_time=0:00:06.409210 2021-04-14 23:10:52,620 INFO : TRAIN, epoch=0111, iter=00030/00196, fetch data time cost=1.54ms, fps=823 images/s, loss=0.6026, top1-acc=81.52%, top5-acc=97.68%, remaining_time=0:00:52.684582, arrival_time=2021-04-14 23:11:45.305319, cost_time=0:00:09.521297 2021-04-14 23:10:55,725 INFO : TRAIN, epoch=0111, iter=00040/00196, fetch data time cost=1.64ms, fps=825 images/s, loss=0.5940, top1-acc=81.79%, top5-acc=97.76%, remaining_time=0:00:49.239840, arrival_time=2021-04-14 23:11:44.964807, cost_time=0:00:12.625595 2021-04-14 23:10:58,826 INFO : TRAIN, epoch=0111, iter=00050/00196, fetch data time cost=1.44ms, fps=826 images/s, loss=0.5978, top1-acc=81.58%, top5-acc=97.73%, remaining_time=0:00:45.923570, arrival_time=2021-04-14 23:11:44.750253, cost_time=0:00:15.727242 2021-04-14 23:11:01,959 INFO : TRAIN, epoch=0111, iter=00060/00196, fetch data time cost=2.25ms, fps=817 images/s, loss=0.5976, top1-acc=81.37%, top5-acc=97.81%, remaining_time=0:00:42.749832, arrival_time=2021-04-14 23:11:44.709403, cost_time=0:00:18.860204 2021-04-14 23:11:05,064 INFO : TRAIN, epoch=0111, iter=00070/00196, fetch data time cost=1.89ms, fps=825 images/s, loss=0.6031, top1-acc=81.22%, top5-acc=97.68%, remaining_time=0:00:39.535902, arrival_time=2021-04-14 23:11:44.599806, cost_time=0:00:21.964400 2021-04-14 23:11:08,168 INFO : TRAIN, epoch=0111, iter=00080/00196, fetch data time cost=1.60ms, fps=825 images/s, loss=0.6027, top1-acc=81.19%, top5-acc=97.71%, remaining_time=0:00:36.350572, arrival_time=2021-04-14 23:11:44.519302, cost_time=0:00:25.069366 2021-04-14 23:11:11,270 INFO : TRAIN, epoch=0111, iter=00090/00196, fetch data time cost=1.44ms, fps=825 images/s, loss=0.6083, top1-acc=81.05%, top5-acc=97.66%, remaining_time=0:00:33.179802, arrival_time=2021-04-14 23:11:44.450668, cost_time=0:00:28.171504 2021-04-14 23:11:14,372 INFO : TRAIN, epoch=0111, iter=00100/00196, fetch data time cost=1.44ms, fps=825 images/s, loss=0.6119, top1-acc=80.98%, top5-acc=97.64%, remaining_time=0:00:30.022368, arrival_time=2021-04-14 23:11:44.395117, cost_time=0:00:31.273267 2021-04-14 23:11:17,481 INFO : TRAIN, epoch=0111, iter=00110/00196, fetch data time cost=1.48ms, fps=824 images/s, loss=0.6151, top1-acc=80.87%, top5-acc=97.60%, remaining_time=0:00:26.880504, arrival_time=2021-04-14 23:11:44.361926, cost_time=0:00:34.382059 2021-04-14 23:11:20,582 INFO : TRAIN, epoch=0111, iter=00120/00196, fetch data time cost=2.30ms, fps=826 images/s, loss=0.6155, top1-acc=80.84%, top5-acc=97.59%, remaining_time=0:00:23.738980, arrival_time=2021-04-14 23:11:44.321043, cost_time=0:00:37.482573 2021-04-14 23:11:23,687 INFO : TRAIN, epoch=0111, iter=00130/00196, fetch data time cost=1.40ms, fps=825 images/s, loss=0.6165, top1-acc=80.86%, top5-acc=97.60%, remaining_time=0:00:20.606058, arrival_time=2021-04-14 23:11:44.293175, cost_time=0:00:40.587647 2021-04-14 23:11:26,798 INFO : TRAIN, epoch=0111, iter=00140/00196, fetch data time cost=1.76ms, fps=823 images/s, loss=0.6161, top1-acc=80.83%, top5-acc=97.61%, remaining_time=0:00:17.479560, arrival_time=2021-04-14 23:11:44.277881, cost_time=0:00:43.698880 2021-04-14 23:11:29,911 INFO : TRAIN, epoch=0111, iter=00150/00196, fetch data time cost=1.42ms, fps=822 images/s, loss=0.6182, top1-acc=80.75%, top5-acc=97.59%, remaining_time=0:00:14.355818, arrival_time=2021-04-14 23:11:44.267572, cost_time=0:00:46.812404 2021-04-14 23:11:33,023 INFO : TRAIN, epoch=0111, iter=00160/00196, fetch data time cost=1.35ms, fps=823 images/s, loss=0.6209, top1-acc=80.66%, top5-acc=97.58%, remaining_time=0:00:11.232900, arrival_time=2021-04-14 23:11:44.256457, cost_time=0:00:49.924069 2021-04-14 23:11:36,132 INFO : TRAIN, epoch=0111, iter=00170/00196, fetch data time cost=2.27ms, fps=824 images/s, loss=0.6224, top1-acc=80.62%, top5-acc=97.56%, remaining_time=0:00:08.110934, arrival_time=2021-04-14 23:11:44.243327, cost_time=0:00:53.033019 2021-04-14 23:11:39,247 INFO : TRAIN, epoch=0111, iter=00180/00196, fetch data time cost=2.86ms, fps=822 images/s, loss=0.6253, top1-acc=80.58%, top5-acc=97.52%, remaining_time=0:00:04.990928, arrival_time=2021-04-14 23:11:44.238357, cost_time=0:00:56.148020 2021-04-14 23:11:42,367 INFO : TRAIN, epoch=0111, iter=00190/00196, fetch data time cost=1.51ms, fps=821 images/s, loss=0.6283, top1-acc=80.51%, top5-acc=97.49%, remaining_time=0:00:01.871616, arrival_time=2021-04-14 23:11:44.238814, cost_time=0:00:59.267841 2021-04-14 23:11:44,019 INFO : TRAIN, epoch=0111, iter=00196/00196, fetch data time cost=1.27ms, fps=823 images/s, loss=0.6316, top1-acc=80.44%, top5-acc=97.48%, remaining_time=0:00:00, arrival_time=2021-04-14 23:11:44.019570, cost_time=0:01:00.920200 2021-04-14 23:11:45,124 INFO : EVAL, epoch=0111, iter=00010/00040, fetch data time cost=1.44ms, fps=2322 images/s, loss=1.3795, top1-acc=62.54%, top5-acc=87.89%, remaining_time=0:00:03.308160, arrival_time=2021-04-14 23:11:48.432661, cost_time=0:00:01.102718 2021-04-14 23:11:46,067 INFO : EVAL, epoch=0111, iter=00020/00040, fetch data time cost=1.59ms, fps=2718 images/s, loss=1.3446, top1-acc=63.11%, top5-acc=88.32%, remaining_time=0:00:02.045120, arrival_time=2021-04-14 23:11:48.112107, cost_time=0:00:02.045115 2021-04-14 23:11:47,009 INFO : EVAL, epoch=0111, iter=00030/00040, fetch data time cost=1.35ms, fps=2719 images/s, loss=1.3343, top1-acc=63.48%, top5-acc=88.57%, remaining_time=0:00:00.995800, arrival_time=2021-04-14 23:11:48.004915, cost_time=0:00:02.987409 2021-04-14 23:11:47,866 INFO : EVAL, epoch=0111, iter=00040/00040, fetch data time cost=1.20ms, fps=2706 images/s, loss=1.3209, top1-acc=63.39%, top5-acc=88.83%, remaining_time=0:00:00, arrival_time=2021-04-14 23:11:47.866740, cost_time=0:00:03.845074 2021-04-14 23:11:48,141 INFO : Epoch=0111 complete, best val top1-acc=65.32%, top5-acc=89.61% (epoch=104), remaining_time=1:36:41.050438, arrival_time=2021-04-15 00:48:29.192255, cost_time=2:00:35.017985 2021-04-14 23:11:48,143 INFO : Train start, epoch=0112, lr=0.041404 2021-04-14 23:11:51,454 INFO : TRAIN, epoch=0112, iter=00010/00196, fetch data time cost=1.42ms, fps=773 images/s, loss=0.5663, top1-acc=83.20%, top5-acc=97.62%, remaining_time=0:01:01.585344, arrival_time=2021-04-14 23:12:53.039788, cost_time=0:00:03.311036 2021-04-14 23:11:54,566 INFO : TRAIN, epoch=0112, iter=00020/00196, fetch data time cost=1.38ms, fps=823 images/s, loss=0.5754, top1-acc=82.60%, top5-acc=97.83%, remaining_time=0:00:56.518352, arrival_time=2021-04-14 23:12:51.084372, cost_time=0:00:06.422535 2021-04-14 23:11:57,687 INFO : TRAIN, epoch=0112, iter=00030/00196, fetch data time cost=1.58ms, fps=820 images/s, loss=0.5872, top1-acc=82.19%, top5-acc=97.64%, remaining_time=0:00:52.808584, arrival_time=2021-04-14 23:12:50.495710, cost_time=0:00:09.543717 2021-04-14 23:12:00,786 INFO : TRAIN, epoch=0112, iter=00040/00196, fetch data time cost=1.59ms, fps=826 images/s, loss=0.5792, top1-acc=82.36%, top5-acc=97.73%, remaining_time=0:00:49.308792, arrival_time=2021-04-14 23:12:50.095621, cost_time=0:00:12.643280 2021-04-14 23:12:03,902 INFO : TRAIN, epoch=0112, iter=00050/00196, fetch data time cost=2.26ms, fps=822 images/s, loss=0.5818, top1-acc=82.09%, top5-acc=97.74%, remaining_time=0:00:46.015988, arrival_time=2021-04-14 23:12:49.918327, cost_time=0:00:15.758922 2021-04-14 23:12:07,013 INFO : TRAIN, epoch=0112, iter=00060/00196, fetch data time cost=2.08ms, fps=823 images/s, loss=0.5825, top1-acc=82.07%, top5-acc=97.75%, remaining_time=0:00:42.771184, arrival_time=2021-04-14 23:12:49.784272, cost_time=0:00:18.869628 2021-04-14 23:12:10,110 INFO : TRAIN, epoch=0112, iter=00070/00196, fetch data time cost=1.45ms, fps=827 images/s, loss=0.5881, top1-acc=81.88%, top5-acc=97.73%, remaining_time=0:00:39.540438, arrival_time=2021-04-14 23:12:49.650737, cost_time=0:00:21.966887 2021-04-14 23:12:13,218 INFO : TRAIN, epoch=0112, iter=00080/00196, fetch data time cost=1.50ms, fps=824 images/s, loss=0.5908, top1-acc=81.80%, top5-acc=97.73%, remaining_time=0:00:36.359272, arrival_time=2021-04-14 23:12:49.578060, cost_time=0:00:25.075360 2021-04-14 23:12:16,319 INFO : TRAIN, epoch=0112, iter=00090/00196, fetch data time cost=1.63ms, fps=826 images/s, loss=0.5969, top1-acc=81.65%, top5-acc=97.67%, remaining_time=0:00:33.184572, arrival_time=2021-04-14 23:12:49.503555, cost_time=0:00:28.175571 2021-04-14 23:12:19,415 INFO : TRAIN, epoch=0112, iter=00100/00196, fetch data time cost=1.43ms, fps=827 images/s, loss=0.6024, top1-acc=81.43%, top5-acc=97.64%, remaining_time=0:00:30.020928, arrival_time=2021-04-14 23:12:49.436180, cost_time=0:00:31.271798 2021-04-14 23:12:22,518 INFO : TRAIN, epoch=0112, iter=00110/00196, fetch data time cost=1.61ms, fps=825 images/s, loss=0.6051, top1-acc=81.30%, top5-acc=97.56%, remaining_time=0:00:26.874828, arrival_time=2021-04-14 23:12:49.393019, cost_time=0:00:34.374823 2021-04-14 23:12:25,632 INFO : TRAIN, epoch=0112, iter=00120/00196, fetch data time cost=1.41ms, fps=822 images/s, loss=0.6074, top1-acc=81.21%, top5-acc=97.54%, remaining_time=0:00:23.743008, arrival_time=2021-04-14 23:12:49.375517, cost_time=0:00:37.488976 2021-04-14 23:12:28,736 INFO : TRAIN, epoch=0112, iter=00130/00196, fetch data time cost=1.60ms, fps=825 images/s, loss=0.6114, top1-acc=81.10%, top5-acc=97.53%, remaining_time=0:00:20.608566, arrival_time=2021-04-14 23:12:49.344597, cost_time=0:00:40.592628 2021-04-14 23:12:31,839 INFO : TRAIN, epoch=0112, iter=00140/00196, fetch data time cost=1.54ms, fps=825 images/s, loss=0.6165, top1-acc=80.95%, top5-acc=97.48%, remaining_time=0:00:17.478216, arrival_time=2021-04-14 23:12:49.317407, cost_time=0:00:43.695574 2021-04-14 23:12:34,944 INFO : TRAIN, epoch=0112, iter=00150/00196, fetch data time cost=1.62ms, fps=825 images/s, loss=0.6155, top1-acc=80.95%, top5-acc=97.47%, remaining_time=0:00:14.352184, arrival_time=2021-04-14 23:12:49.296270, cost_time=0:00:46.800668 2021-04-14 23:12:38,045 INFO : TRAIN, epoch=0112, iter=00160/00196, fetch data time cost=1.34ms, fps=826 images/s, loss=0.6170, top1-acc=80.88%, top5-acc=97.47%, remaining_time=0:00:11.227932, arrival_time=2021-04-14 23:12:49.273314, cost_time=0:00:49.901960 2021-04-14 23:12:41,152 INFO : TRAIN, epoch=0112, iter=00170/00196, fetch data time cost=1.65ms, fps=824 images/s, loss=0.6186, top1-acc=80.86%, top5-acc=97.44%, remaining_time=0:00:08.107320, arrival_time=2021-04-14 23:12:49.260129, cost_time=0:00:53.009385 2021-04-14 23:12:44,262 INFO : TRAIN, epoch=0112, iter=00180/00196, fetch data time cost=2.25ms, fps=823 images/s, loss=0.6219, top1-acc=80.73%, top5-acc=97.42%, remaining_time=0:00:04.988336, arrival_time=2021-04-14 23:12:49.250771, cost_time=0:00:56.118777 2021-04-14 23:12:47,374 INFO : TRAIN, epoch=0112, iter=00190/00196, fetch data time cost=1.24ms, fps=823 images/s, loss=0.6270, top1-acc=80.60%, top5-acc=97.39%, remaining_time=0:00:01.870452, arrival_time=2021-04-14 23:12:49.244880, cost_time=0:00:59.231020 2021-04-14 23:12:49,029 INFO : TRAIN, epoch=0112, iter=00196/00196, fetch data time cost=2.08ms, fps=822 images/s, loss=0.6284, top1-acc=80.55%, top5-acc=97.38%, remaining_time=0:00:00, arrival_time=2021-04-14 23:12:49.029374, cost_time=0:01:00.885963 2021-04-14 23:12:50,086 INFO : EVAL, epoch=0112, iter=00010/00040, fetch data time cost=0.20ms, fps=2428 images/s, loss=1.2058, top1-acc=66.48%, top5-acc=89.96%, remaining_time=0:00:03.163350, arrival_time=2021-04-14 23:12:53.249287, cost_time=0:00:01.054451 2021-04-14 23:12:51,029 INFO : EVAL, epoch=0112, iter=00020/00040, fetch data time cost=1.36ms, fps=2716 images/s, loss=1.2195, top1-acc=65.78%, top5-acc=90.18%, remaining_time=0:00:01.997540, arrival_time=2021-04-14 23:12:53.026595, cost_time=0:00:01.997532 2021-04-14 23:12:51,971 INFO : EVAL, epoch=0112, iter=00030/00040, fetch data time cost=1.38ms, fps=2719 images/s, loss=1.2230, top1-acc=65.62%, top5-acc=90.29%, remaining_time=0:00:00.979900, arrival_time=2021-04-14 23:12:52.951035, cost_time=0:00:02.939699 2021-04-14 23:12:52,834 INFO : EVAL, epoch=0112, iter=00040/00040, fetch data time cost=0.08ms, fps=2689 images/s, loss=1.2399, top1-acc=65.26%, top5-acc=90.20%, remaining_time=0:00:00, arrival_time=2021-04-14 23:12:52.834438, cost_time=0:00:03.802949 2021-04-14 23:12:53,104 INFO : Epoch=0112 complete, best val top1-acc=65.32%, top5-acc=89.61% (epoch=104), remaining_time=1:35:35.699376, arrival_time=2021-04-15 00:48:28.804276, cost_time=2:01:39.981077 2021-04-14 23:12:53,106 INFO : Train start, epoch=0113, lr=0.040631 2021-04-14 23:12:56,429 INFO : TRAIN, epoch=0113, iter=00010/00196, fetch data time cost=1.73ms, fps=770 images/s, loss=0.6032, top1-acc=80.94%, top5-acc=97.85%, remaining_time=0:01:01.807614, arrival_time=2021-04-14 23:13:58.237045, cost_time=0:00:03.322987 2021-04-14 23:12:59,534 INFO : TRAIN, epoch=0113, iter=00020/00196, fetch data time cost=1.53ms, fps=825 images/s, loss=0.5947, top1-acc=81.33%, top5-acc=97.91%, remaining_time=0:00:56.565344, arrival_time=2021-04-14 23:13:56.099683, cost_time=0:00:06.427879 2021-04-14 23:13:02,642 INFO : TRAIN, epoch=0113, iter=00030/00196, fetch data time cost=2.04ms, fps=824 images/s, loss=0.5861, top1-acc=81.78%, top5-acc=97.92%, remaining_time=0:00:52.762934, arrival_time=2021-04-14 23:13:55.404894, cost_time=0:00:09.535463 2021-04-14 23:13:05,747 INFO : TRAIN, epoch=0113, iter=00040/00196, fetch data time cost=2.16ms, fps=824 images/s, loss=0.5783, top1-acc=82.15%, top5-acc=97.88%, remaining_time=0:00:49.300056, arrival_time=2021-04-14 23:13:55.047582, cost_time=0:00:12.641049 2021-04-14 23:13:08,857 INFO : TRAIN, epoch=0113, iter=00050/00196, fetch data time cost=1.51ms, fps=823 images/s, loss=0.5774, top1-acc=82.09%, top5-acc=97.88%, remaining_time=0:00:45.992482, arrival_time=2021-04-14 23:13:54.849766, cost_time=0:00:15.750832 2021-04-14 23:13:11,966 INFO : TRAIN, epoch=0113, iter=00060/00196, fetch data time cost=2.37ms, fps=824 images/s, loss=0.5764, top1-acc=82.10%, top5-acc=97.86%, remaining_time=0:00:42.749560, arrival_time=2021-04-14 23:13:54.716145, cost_time=0:00:18.860085 2021-04-14 23:13:15,076 INFO : TRAIN, epoch=0113, iter=00070/00196, fetch data time cost=1.48ms, fps=823 images/s, loss=0.5732, top1-acc=82.18%, top5-acc=97.88%, remaining_time=0:00:39.545226, arrival_time=2021-04-14 23:13:54.621244, cost_time=0:00:21.969566 2021-04-14 23:13:18,183 INFO : TRAIN, epoch=0113, iter=00080/00196, fetch data time cost=1.71ms, fps=824 images/s, loss=0.5771, top1-acc=82.07%, top5-acc=97.82%, remaining_time=0:00:36.361128, arrival_time=2021-04-14 23:13:54.544226, cost_time=0:00:25.076634 2021-04-14 23:13:21,282 INFO : TRAIN, epoch=0113, iter=00090/00196, fetch data time cost=1.43ms, fps=826 images/s, loss=0.5830, top1-acc=81.94%, top5-acc=97.74%, remaining_time=0:00:33.184784, arrival_time=2021-04-14 23:13:54.467001, cost_time=0:00:28.175760 2021-04-14 23:13:24,382 INFO : TRAIN, epoch=0113, iter=00100/00196, fetch data time cost=1.51ms, fps=826 images/s, loss=0.5865, top1-acc=81.85%, top5-acc=97.73%, remaining_time=0:00:30.025248, arrival_time=2021-04-14 23:13:54.408078, cost_time=0:00:31.276305 2021-04-14 23:13:27,497 INFO : TRAIN, epoch=0113, iter=00110/00196, fetch data time cost=1.58ms, fps=822 images/s, loss=0.5897, top1-acc=81.70%, top5-acc=97.74%, remaining_time=0:00:26.887470, arrival_time=2021-04-14 23:13:54.384919, cost_time=0:00:34.390992 2021-04-14 23:13:30,599 INFO : TRAIN, epoch=0113, iter=00120/00196, fetch data time cost=1.39ms, fps=825 images/s, loss=0.5960, top1-acc=81.50%, top5-acc=97.69%, remaining_time=0:00:23.745820, arrival_time=2021-04-14 23:13:54.345715, cost_time=0:00:37.493437 2021-04-14 23:13:33,697 INFO : TRAIN, epoch=0113, iter=00130/00196, fetch data time cost=1.57ms, fps=827 images/s, loss=0.6009, top1-acc=81.34%, top5-acc=97.64%, remaining_time=0:00:20.607510, arrival_time=2021-04-14 23:13:54.304560, cost_time=0:00:40.590578 2021-04-14 23:13:36,801 INFO : TRAIN, epoch=0113, iter=00140/00196, fetch data time cost=1.46ms, fps=825 images/s, loss=0.6022, top1-acc=81.34%, top5-acc=97.63%, remaining_time=0:00:17.478160, arrival_time=2021-04-14 23:13:54.280042, cost_time=0:00:43.695378 2021-04-14 23:13:39,918 INFO : TRAIN, epoch=0113, iter=00150/00196, fetch data time cost=1.82ms, fps=822 images/s, loss=0.6057, top1-acc=81.20%, top5-acc=97.61%, remaining_time=0:00:14.355726, arrival_time=2021-04-14 23:13:54.274481, cost_time=0:00:46.812167 2021-04-14 23:13:43,034 INFO : TRAIN, epoch=0113, iter=00160/00196, fetch data time cost=2.06ms, fps=822 images/s, loss=0.6072, top1-acc=81.18%, top5-acc=97.58%, remaining_time=0:00:11.233800, arrival_time=2021-04-14 23:13:54.268223, cost_time=0:00:49.927921 2021-04-14 23:13:46,141 INFO : TRAIN, epoch=0113, iter=00170/00196, fetch data time cost=1.49ms, fps=824 images/s, loss=0.6104, top1-acc=81.14%, top5-acc=97.56%, remaining_time=0:00:08.111246, arrival_time=2021-04-14 23:13:54.252977, cost_time=0:00:53.035092 2021-04-14 23:13:49,257 INFO : TRAIN, epoch=0113, iter=00180/00196, fetch data time cost=2.17ms, fps=822 images/s, loss=0.6112, top1-acc=81.08%, top5-acc=97.58%, remaining_time=0:00:04.991216, arrival_time=2021-04-14 23:13:54.248894, cost_time=0:00:56.151184 2021-04-14 23:13:52,367 INFO : TRAIN, epoch=0113, iter=00190/00196, fetch data time cost=1.41ms, fps=824 images/s, loss=0.6141, top1-acc=81.02%, top5-acc=97.53%, remaining_time=0:00:01.871382, arrival_time=2021-04-14 23:13:54.238371, cost_time=0:00:59.260424 2021-04-14 23:13:54,024 INFO : TRAIN, epoch=0113, iter=00196/00196, fetch data time cost=2.04ms, fps=821 images/s, loss=0.6147, top1-acc=81.00%, top5-acc=97.52%, remaining_time=0:00:00, arrival_time=2021-04-14 23:13:54.024454, cost_time=0:01:00.918010 2021-04-14 23:13:55,086 INFO : EVAL, epoch=0113, iter=00010/00040, fetch data time cost=1.50ms, fps=2416 images/s, loss=1.2551, top1-acc=66.25%, top5-acc=90.16%, remaining_time=0:00:03.178710, arrival_time=2021-04-14 23:13:58.264800, cost_time=0:00:01.059566 2021-04-14 23:13:56,033 INFO : EVAL, epoch=0113, iter=00020/00040, fetch data time cost=2.71ms, fps=2705 images/s, loss=1.2252, top1-acc=66.29%, top5-acc=90.47%, remaining_time=0:00:02.006400, arrival_time=2021-04-14 23:13:58.039405, cost_time=0:00:02.006407 2021-04-14 23:13:56,976 INFO : EVAL, epoch=0113, iter=00030/00040, fetch data time cost=1.41ms, fps=2715 images/s, loss=1.2228, top1-acc=66.58%, top5-acc=90.49%, remaining_time=0:00:00.983320, arrival_time=2021-04-14 23:13:57.959808, cost_time=0:00:02.949949 2021-04-14 23:13:57,834 INFO : EVAL, epoch=0113, iter=00040/00040, fetch data time cost=0.08ms, fps=2704 images/s, loss=1.2049, top1-acc=66.67%, top5-acc=90.58%, remaining_time=0:00:00, arrival_time=2021-04-14 23:13:57.834836, cost_time=0:00:03.808358 2021-04-14 23:13:58,418 INFO : Epoch=0113 complete, best val top1-acc=66.67%, top5-acc=90.58% (epoch=113), remaining_time=1:34:30.625200, arrival_time=2021-04-15 00:48:29.043837, cost_time=2:02:45.294804 2021-04-14 23:13:58,420 INFO : Train start, epoch=0114, lr=0.039861 2021-04-14 23:14:01,739 INFO : TRAIN, epoch=0114, iter=00010/00196, fetch data time cost=1.51ms, fps=771 images/s, loss=0.5378, top1-acc=83.79%, top5-acc=98.01%, remaining_time=0:01:01.733400, arrival_time=2021-04-14 23:15:03.472861, cost_time=0:00:03.319003 2021-04-14 23:14:04,847 INFO : TRAIN, epoch=0114, iter=00020/00196, fetch data time cost=1.40ms, fps=824 images/s, loss=0.5629, top1-acc=82.68%, top5-acc=97.75%, remaining_time=0:00:56.561648, arrival_time=2021-04-14 23:15:01.409438, cost_time=0:00:06.427468 2021-04-14 23:14:07,959 INFO : TRAIN, epoch=0114, iter=00030/00196, fetch data time cost=1.54ms, fps=823 images/s, loss=0.5608, top1-acc=82.72%, top5-acc=97.88%, remaining_time=0:00:52.784348, arrival_time=2021-04-14 23:15:00.743896, cost_time=0:00:09.539333 2021-04-14 23:14:11,065 INFO : TRAIN, epoch=0114, iter=00040/00196, fetch data time cost=1.54ms, fps=825 images/s, loss=0.5562, top1-acc=82.82%, top5-acc=97.92%, remaining_time=0:00:49.314720, arrival_time=2021-04-14 23:15:00.379752, cost_time=0:00:12.644819 2021-04-14 23:14:14,172 INFO : TRAIN, epoch=0114, iter=00050/00196, fetch data time cost=1.46ms, fps=824 images/s, loss=0.5532, top1-acc=82.83%, top5-acc=97.99%, remaining_time=0:00:45.995402, arrival_time=2021-04-14 23:15:00.167530, cost_time=0:00:15.751854 2021-04-14 23:14:17,276 INFO : TRAIN, epoch=0114, iter=00060/00196, fetch data time cost=1.59ms, fps=825 images/s, loss=0.5551, top1-acc=82.84%, top5-acc=98.00%, remaining_time=0:00:42.740584, arrival_time=2021-04-14 23:15:00.016946, cost_time=0:00:18.856145 2021-04-14 23:14:20,378 INFO : TRAIN, epoch=0114, iter=00070/00196, fetch data time cost=2.28ms, fps=825 images/s, loss=0.5537, top1-acc=82.87%, top5-acc=98.02%, remaining_time=0:00:39.525318, arrival_time=2021-04-14 23:14:59.904064, cost_time=0:00:21.958529 2021-04-14 23:14:23,475 INFO : TRAIN, epoch=0114, iter=00080/00196, fetch data time cost=1.43ms, fps=827 images/s, loss=0.5618, top1-acc=82.69%, top5-acc=97.95%, remaining_time=0:00:36.329808, arrival_time=2021-04-14 23:14:59.804982, cost_time=0:00:25.055042 2021-04-14 23:14:26,582 INFO : TRAIN, epoch=0114, iter=00090/00196, fetch data time cost=3.52ms, fps=824 images/s, loss=0.5674, top1-acc=82.49%, top5-acc=97.90%, remaining_time=0:00:33.168990, arrival_time=2021-04-14 23:14:59.751599, cost_time=0:00:28.162388 2021-04-14 23:14:29,699 INFO : TRAIN, epoch=0114, iter=00100/00196, fetch data time cost=1.33ms, fps=822 images/s, loss=0.5742, top1-acc=82.20%, top5-acc=97.89%, remaining_time=0:00:30.027744, arrival_time=2021-04-14 23:14:59.726983, cost_time=0:00:31.278900 2021-04-14 23:14:32,802 INFO : TRAIN, epoch=0114, iter=00110/00196, fetch data time cost=1.56ms, fps=825 images/s, loss=0.5762, top1-acc=82.18%, top5-acc=97.87%, remaining_time=0:00:26.880762, arrival_time=2021-04-14 23:14:59.683312, cost_time=0:00:34.382337 2021-04-14 23:14:35,907 INFO : TRAIN, epoch=0114, iter=00120/00196, fetch data time cost=2.18ms, fps=825 images/s, loss=0.5807, top1-acc=82.01%, top5-acc=97.83%, remaining_time=0:00:23.741792, arrival_time=2021-04-14 23:14:59.649158, cost_time=0:00:37.487097 2021-04-14 23:14:39,002 INFO : TRAIN, epoch=0114, iter=00130/00196, fetch data time cost=1.55ms, fps=827 images/s, loss=0.5812, top1-acc=81.97%, top5-acc=97.86%, remaining_time=0:00:20.603352, arrival_time=2021-04-14 23:14:59.605966, cost_time=0:00:40.582370 2021-04-14 23:14:42,111 INFO : TRAIN, epoch=0114, iter=00140/00196, fetch data time cost=2.13ms, fps=824 images/s, loss=0.5835, top1-acc=81.90%, top5-acc=97.85%, remaining_time=0:00:17.476648, arrival_time=2021-04-14 23:14:59.588469, cost_time=0:00:43.691603 2021-04-14 23:14:45,217 INFO : TRAIN, epoch=0114, iter=00150/00196, fetch data time cost=1.37ms, fps=824 images/s, loss=0.5864, top1-acc=81.80%, top5-acc=97.81%, remaining_time=0:00:14.351264, arrival_time=2021-04-14 23:14:59.568955, cost_time=0:00:46.797547 2021-04-14 23:14:48,333 INFO : TRAIN, epoch=0114, iter=00160/00196, fetch data time cost=1.98ms, fps=822 images/s, loss=0.5895, top1-acc=81.70%, top5-acc=97.76%, remaining_time=0:00:11.230344, arrival_time=2021-04-14 23:14:59.563377, cost_time=0:00:49.912698 2021-04-14 23:14:51,440 INFO : TRAIN, epoch=0114, iter=00170/00196, fetch data time cost=1.59ms, fps=824 images/s, loss=0.5928, top1-acc=81.62%, top5-acc=97.71%, remaining_time=0:00:08.109036, arrival_time=2021-04-14 23:14:59.549884, cost_time=0:00:53.020630 2021-04-14 23:14:54,552 INFO : TRAIN, epoch=0114, iter=00180/00196, fetch data time cost=2.16ms, fps=823 images/s, loss=0.5946, top1-acc=81.53%, top5-acc=97.68%, remaining_time=0:00:04.989504, arrival_time=2021-04-14 23:14:59.541672, cost_time=0:00:56.131912 2021-04-14 23:14:57,651 INFO : TRAIN, epoch=0114, iter=00190/00196, fetch data time cost=1.42ms, fps=826 images/s, loss=0.5989, top1-acc=81.42%, top5-acc=97.64%, remaining_time=0:00:01.870446, arrival_time=2021-04-14 23:14:59.521390, cost_time=0:00:59.230724 2021-04-14 23:14:59,305 INFO : TRAIN, epoch=0114, iter=00196/00196, fetch data time cost=1.96ms, fps=822 images/s, loss=0.6000, top1-acc=81.40%, top5-acc=97.64%, remaining_time=0:00:00, arrival_time=2021-04-14 23:14:59.305649, cost_time=0:01:00.885443 2021-04-14 23:15:00,429 INFO : EVAL, epoch=0114, iter=00010/00040, fetch data time cost=0.21ms, fps=2283 images/s, loss=1.3457, top1-acc=63.36%, top5-acc=88.98%, remaining_time=0:00:03.364380, arrival_time=2021-04-14 23:15:03.793649, cost_time=0:00:01.121465 2021-04-14 23:15:01,377 INFO : EVAL, epoch=0114, iter=00020/00040, fetch data time cost=1.58ms, fps=2701 images/s, loss=1.3280, top1-acc=63.93%, top5-acc=89.67%, remaining_time=0:00:02.069960, arrival_time=2021-04-14 23:15:03.447685, cost_time=0:00:02.069953 2021-04-14 23:15:02,321 INFO : EVAL, epoch=0114, iter=00030/00040, fetch data time cost=1.45ms, fps=2714 images/s, loss=1.3410, top1-acc=63.66%, top5-acc=89.43%, remaining_time=0:00:01.004510, arrival_time=2021-04-14 23:15:03.325760, cost_time=0:00:03.013521 2021-04-14 23:15:03,184 INFO : EVAL, epoch=0114, iter=00040/00040, fetch data time cost=0.10ms, fps=2690 images/s, loss=1.3438, top1-acc=63.85%, top5-acc=89.60%, remaining_time=0:00:00, arrival_time=2021-04-14 23:15:03.184112, cost_time=0:00:03.876311 2021-04-14 23:15:03,452 INFO : Epoch=0114 complete, best val top1-acc=66.67%, top5-acc=90.58% (epoch=113), remaining_time=1:33:25.335348, arrival_time=2021-04-15 00:48:28.787422, cost_time=2:03:50.328214 2021-04-14 23:15:03,454 INFO : Train start, epoch=0115, lr=0.039093 2021-04-14 23:15:06,776 INFO : TRAIN, epoch=0115, iter=00010/00196, fetch data time cost=1.95ms, fps=771 images/s, loss=0.5516, top1-acc=83.24%, top5-acc=97.93%, remaining_time=0:01:01.777668, arrival_time=2021-04-14 23:16:08.554171, cost_time=0:00:03.321378 2021-04-14 23:15:09,887 INFO : TRAIN, epoch=0115, iter=00020/00196, fetch data time cost=1.52ms, fps=823 images/s, loss=0.5545, top1-acc=82.99%, top5-acc=98.12%, remaining_time=0:00:56.601600, arrival_time=2021-04-14 23:16:06.488788, cost_time=0:00:06.432010 2021-04-14 23:15:12,990 INFO : TRAIN, epoch=0115, iter=00030/00196, fetch data time cost=2.12ms, fps=825 images/s, loss=0.5528, top1-acc=83.02%, top5-acc=98.14%, remaining_time=0:00:52.763432, arrival_time=2021-04-14 23:16:05.754197, cost_time=0:00:09.535560 2021-04-14 23:15:16,097 INFO : TRAIN, epoch=0115, iter=00040/00196, fetch data time cost=1.87ms, fps=824 images/s, loss=0.5537, top1-acc=82.93%, top5-acc=98.13%, remaining_time=0:00:49.306296, arrival_time=2021-04-14 23:16:05.404141, cost_time=0:00:12.642625 2021-04-14 23:15:19,198 INFO : TRAIN, epoch=0115, iter=00050/00196, fetch data time cost=1.89ms, fps=826 images/s, loss=0.5603, top1-acc=82.82%, top5-acc=98.04%, remaining_time=0:00:45.970436, arrival_time=2021-04-14 23:16:05.168898, cost_time=0:00:15.743294 2021-04-14 23:15:22,312 INFO : TRAIN, epoch=0115, iter=00060/00196, fetch data time cost=1.97ms, fps=822 images/s, loss=0.5655, top1-acc=82.73%, top5-acc=98.03%, remaining_time=0:00:42.742760, arrival_time=2021-04-14 23:16:05.055010, cost_time=0:00:18.857078 2021-04-14 23:15:25,423 INFO : TRAIN, epoch=0115, iter=00070/00196, fetch data time cost=1.75ms, fps=823 images/s, loss=0.5685, top1-acc=82.56%, top5-acc=97.99%, remaining_time=0:00:39.542202, arrival_time=2021-04-14 23:16:04.965233, cost_time=0:00:21.967864 2021-04-14 23:15:28,551 INFO : TRAIN, epoch=0115, iter=00080/00196, fetch data time cost=1.69ms, fps=819 images/s, loss=0.5717, top1-acc=82.41%, top5-acc=97.96%, remaining_time=0:00:36.389200, arrival_time=2021-04-14 23:16:04.940393, cost_time=0:00:25.096015 2021-04-14 23:15:31,662 INFO : TRAIN, epoch=0115, iter=00090/00196, fetch data time cost=1.50ms, fps=823 images/s, loss=0.5750, top1-acc=82.28%, top5-acc=97.93%, remaining_time=0:00:33.222308, arrival_time=2021-04-14 23:16:04.885125, cost_time=0:00:28.207655 2021-04-14 23:15:34,773 INFO : TRAIN, epoch=0115, iter=00100/00196, fetch data time cost=1.54ms, fps=823 images/s, loss=0.5771, top1-acc=82.21%, top5-acc=97.91%, remaining_time=0:00:30.065664, arrival_time=2021-04-14 23:16:04.839313, cost_time=0:00:31.318359 2021-04-14 23:15:37,881 INFO : TRAIN, epoch=0115, iter=00110/00196, fetch data time cost=1.60ms, fps=824 images/s, loss=0.5768, top1-acc=82.21%, top5-acc=97.90%, remaining_time=0:00:26.915076, arrival_time=2021-04-14 23:16:04.796610, cost_time=0:00:34.426232 2021-04-14 23:15:40,990 INFO : TRAIN, epoch=0115, iter=00120/00196, fetch data time cost=1.57ms, fps=824 images/s, loss=0.5775, top1-acc=82.16%, top5-acc=97.91%, remaining_time=0:00:23.772344, arrival_time=2021-04-14 23:16:04.762771, cost_time=0:00:37.535261 2021-04-14 23:15:44,096 INFO : TRAIN, epoch=0115, iter=00130/00196, fetch data time cost=1.60ms, fps=824 images/s, loss=0.5794, top1-acc=82.06%, top5-acc=97.89%, remaining_time=0:00:20.633052, arrival_time=2021-04-14 23:16:04.729142, cost_time=0:00:40.640916 2021-04-14 23:15:47,201 INFO : TRAIN, epoch=0115, iter=00140/00196, fetch data time cost=1.42ms, fps=825 images/s, loss=0.5793, top1-acc=82.03%, top5-acc=97.89%, remaining_time=0:00:17.498488, arrival_time=2021-04-14 23:16:04.700119, cost_time=0:00:43.746203 2021-04-14 23:15:50,309 INFO : TRAIN, epoch=0115, iter=00150/00196, fetch data time cost=1.48ms, fps=824 images/s, loss=0.5825, top1-acc=81.90%, top5-acc=97.87%, remaining_time=0:00:14.368514, arrival_time=2021-04-14 23:16:04.677564, cost_time=0:00:46.853882 2021-04-14 23:15:53,410 INFO : TRAIN, epoch=0115, iter=00160/00196, fetch data time cost=1.52ms, fps=826 images/s, loss=0.5862, top1-acc=81.78%, top5-acc=97.84%, remaining_time=0:00:11.239992, arrival_time=2021-04-14 23:16:04.650652, cost_time=0:00:49.955482 2021-04-14 23:15:56,509 INFO : TRAIN, epoch=0115, iter=00170/00196, fetch data time cost=1.62ms, fps=826 images/s, loss=0.5884, top1-acc=81.73%, top5-acc=97.82%, remaining_time=0:00:08.114184, arrival_time=2021-04-14 23:16:04.623747, cost_time=0:00:53.054286 2021-04-14 23:15:59,615 INFO : TRAIN, epoch=0115, iter=00180/00196, fetch data time cost=2.25ms, fps=824 images/s, loss=0.5917, top1-acc=81.58%, top5-acc=97.81%, remaining_time=0:00:04.992032, arrival_time=2021-04-14 23:16:04.607506, cost_time=0:00:56.160307 2021-04-14 23:16:02,718 INFO : TRAIN, epoch=0115, iter=00190/00196, fetch data time cost=1.25ms, fps=825 images/s, loss=0.5939, top1-acc=81.55%, top5-acc=97.77%, remaining_time=0:00:01.871478, arrival_time=2021-04-14 23:16:04.590135, cost_time=0:00:59.263435 2021-04-14 23:16:04,377 INFO : TRAIN, epoch=0115, iter=00196/00196, fetch data time cost=1.36ms, fps=820 images/s, loss=0.5958, top1-acc=81.53%, top5-acc=97.76%, remaining_time=0:00:00, arrival_time=2021-04-14 23:16:04.377847, cost_time=0:01:00.922672 2021-04-14 23:16:05,480 INFO : EVAL, epoch=0115, iter=00010/00040, fetch data time cost=1.35ms, fps=2326 images/s, loss=1.2298, top1-acc=65.98%, top5-acc=90.39%, remaining_time=0:00:03.301410, arrival_time=2021-04-14 23:16:08.781901, cost_time=0:00:01.100466 2021-04-14 23:16:06,421 INFO : EVAL, epoch=0115, iter=00020/00040, fetch data time cost=1.59ms, fps=2721 images/s, loss=1.2361, top1-acc=65.57%, top5-acc=90.43%, remaining_time=0:00:02.041920, arrival_time=2021-04-14 23:16:08.463820, cost_time=0:00:02.041925 2021-04-14 23:16:07,363 INFO : EVAL, epoch=0115, iter=00030/00040, fetch data time cost=1.34ms, fps=2720 images/s, loss=1.2632, top1-acc=65.33%, top5-acc=90.17%, remaining_time=0:00:00.994540, arrival_time=2021-04-14 23:16:08.358102, cost_time=0:00:02.983612 2021-04-14 23:16:08,222 INFO : EVAL, epoch=0115, iter=00040/00040, fetch data time cost=0.08ms, fps=2702 images/s, loss=1.2347, top1-acc=65.47%, top5-acc=90.29%, remaining_time=0:00:00, arrival_time=2021-04-14 23:16:08.222474, cost_time=0:00:03.842453 2021-04-14 23:16:08,479 INFO : Epoch=0115 complete, best val top1-acc=66.67%, top5-acc=90.58% (epoch=113), remaining_time=1:32:20.045170, arrival_time=2021-04-15 00:48:28.524292, cost_time=2:04:55.355275 2021-04-14 23:16:08,480 INFO : Train start, epoch=0116, lr=0.038328 2021-04-14 23:16:11,799 INFO : TRAIN, epoch=0116, iter=00010/00196, fetch data time cost=2.48ms, fps=771 images/s, loss=0.5351, top1-acc=83.09%, top5-acc=98.12%, remaining_time=0:01:01.719078, arrival_time=2021-04-14 23:17:13.518027, cost_time=0:00:03.318226 2021-04-14 23:16:14,908 INFO : TRAIN, epoch=0116, iter=00020/00196, fetch data time cost=1.74ms, fps=824 images/s, loss=0.5504, top1-acc=83.18%, top5-acc=97.97%, remaining_time=0:00:56.560416, arrival_time=2021-04-14 23:17:11.468451, cost_time=0:00:06.427320 2021-04-14 23:16:18,011 INFO : TRAIN, epoch=0116, iter=00030/00196, fetch data time cost=1.35ms, fps=825 images/s, loss=0.5480, top1-acc=83.37%, top5-acc=98.07%, remaining_time=0:00:52.736042, arrival_time=2021-04-14 23:17:10.747371, cost_time=0:00:09.530615 2021-04-14 23:16:21,114 INFO : TRAIN, epoch=0116, iter=00040/00196, fetch data time cost=1.42ms, fps=825 images/s, loss=0.5468, top1-acc=83.44%, top5-acc=98.09%, remaining_time=0:00:49.271976, arrival_time=2021-04-14 23:17:10.386512, cost_time=0:00:12.633823 2021-04-14 23:16:24,216 INFO : TRAIN, epoch=0116, iter=00050/00196, fetch data time cost=1.81ms, fps=825 images/s, loss=0.5503, top1-acc=83.13%, top5-acc=98.09%, remaining_time=0:00:45.949120, arrival_time=2021-04-14 23:17:10.165825, cost_time=0:00:15.735991 2021-04-14 23:16:27,314 INFO : TRAIN, epoch=0116, iter=00060/00196, fetch data time cost=1.36ms, fps=826 images/s, loss=0.5508, top1-acc=83.09%, top5-acc=98.07%, remaining_time=0:00:42.690536, arrival_time=2021-04-14 23:17:10.005317, cost_time=0:00:18.834065 2021-04-14 23:16:30,417 INFO : TRAIN, epoch=0116, iter=00070/00196, fetch data time cost=1.44ms, fps=825 images/s, loss=0.5511, top1-acc=83.01%, top5-acc=98.11%, remaining_time=0:00:39.485502, arrival_time=2021-04-14 23:17:09.902593, cost_time=0:00:21.936373 2021-04-14 23:16:33,549 INFO : TRAIN, epoch=0116, iter=00080/00196, fetch data time cost=1.56ms, fps=823 images/s, loss=0.5532, top1-acc=82.84%, top5-acc=98.10%, remaining_time=0:00:36.348832, arrival_time=2021-04-14 23:17:09.897833, cost_time=0:00:25.068189 2021-04-14 23:16:36,648 INFO : TRAIN, epoch=0116, iter=00090/00196, fetch data time cost=1.58ms, fps=826 images/s, loss=0.5544, top1-acc=82.86%, top5-acc=98.07%, remaining_time=0:00:33.174820, arrival_time=2021-04-14 23:17:09.822776, cost_time=0:00:28.167306 2021-04-14 23:16:39,751 INFO : TRAIN, epoch=0116, iter=00100/00196, fetch data time cost=1.53ms, fps=825 images/s, loss=0.5540, top1-acc=82.88%, top5-acc=98.07%, remaining_time=0:00:30.019968, arrival_time=2021-04-14 23:17:09.771501, cost_time=0:00:31.270819 2021-04-14 23:16:42,851 INFO : TRAIN, epoch=0116, iter=00110/00196, fetch data time cost=1.92ms, fps=826 images/s, loss=0.5563, top1-acc=82.73%, top5-acc=98.04%, remaining_time=0:00:26.871646, arrival_time=2021-04-14 23:17:09.722958, cost_time=0:00:34.370680 2021-04-14 23:16:45,958 INFO : TRAIN, epoch=0116, iter=00120/00196, fetch data time cost=2.10ms, fps=824 images/s, loss=0.5612, top1-acc=82.55%, top5-acc=98.02%, remaining_time=0:00:23.736092, arrival_time=2021-04-14 23:17:09.694926, cost_time=0:00:37.478078 2021-04-14 23:16:49,061 INFO : TRAIN, epoch=0116, iter=00130/00196, fetch data time cost=2.17ms, fps=825 images/s, loss=0.5630, top1-acc=82.47%, top5-acc=98.03%, remaining_time=0:00:20.602560, arrival_time=2021-04-14 23:17:09.664096, cost_time=0:00:40.580766 2021-04-14 23:16:52,162 INFO : TRAIN, epoch=0116, iter=00140/00196, fetch data time cost=1.44ms, fps=826 images/s, loss=0.5627, top1-acc=82.43%, top5-acc=98.04%, remaining_time=0:00:17.472784, arrival_time=2021-04-14 23:17:09.635408, cost_time=0:00:43.681907 2021-04-14 23:16:55,266 INFO : TRAIN, epoch=0116, iter=00150/00196, fetch data time cost=1.58ms, fps=825 images/s, loss=0.5681, top1-acc=82.29%, top5-acc=97.99%, remaining_time=0:00:14.347630, arrival_time=2021-04-14 23:17:09.614109, cost_time=0:00:46.785766 2021-04-14 23:16:58,374 INFO : TRAIN, epoch=0116, iter=00160/00196, fetch data time cost=1.57ms, fps=824 images/s, loss=0.5712, top1-acc=82.17%, top5-acc=97.99%, remaining_time=0:00:11.226060, arrival_time=2021-04-14 23:17:09.600442, cost_time=0:00:49.893592 2021-04-14 23:17:01,492 INFO : TRAIN, epoch=0116, iter=00170/00196, fetch data time cost=1.76ms, fps=821 images/s, loss=0.5752, top1-acc=82.07%, top5-acc=97.95%, remaining_time=0:00:08.107658, arrival_time=2021-04-14 23:17:09.600033, cost_time=0:00:53.011654 2021-04-14 23:17:04,604 INFO : TRAIN, epoch=0116, iter=00180/00196, fetch data time cost=1.71ms, fps=823 images/s, loss=0.5775, top1-acc=82.02%, top5-acc=97.92%, remaining_time=0:00:04.988752, arrival_time=2021-04-14 23:17:09.592940, cost_time=0:00:56.123465 2021-04-14 23:17:07,708 INFO : TRAIN, epoch=0116, iter=00190/00196, fetch data time cost=1.28ms, fps=825 images/s, loss=0.5826, top1-acc=81.88%, top5-acc=97.89%, remaining_time=0:00:01.870344, arrival_time=2021-04-14 23:17:09.578654, cost_time=0:00:59.227595 2021-04-14 23:17:09,362 INFO : TRAIN, epoch=0116, iter=00196/00196, fetch data time cost=1.40ms, fps=823 images/s, loss=0.5841, top1-acc=81.82%, top5-acc=97.89%, remaining_time=0:00:00, arrival_time=2021-04-14 23:17:09.362354, cost_time=0:01:00.881632 2021-04-14 23:17:10,480 INFO : EVAL, epoch=0116, iter=00010/00040, fetch data time cost=0.21ms, fps=2293 images/s, loss=1.2386, top1-acc=66.52%, top5-acc=88.91%, remaining_time=0:00:03.348870, arrival_time=2021-04-14 23:17:13.829654, cost_time=0:00:01.116293 2021-04-14 23:17:11,422 INFO : EVAL, epoch=0116, iter=00020/00040, fetch data time cost=1.34ms, fps=2721 images/s, loss=1.2419, top1-acc=66.35%, top5-acc=89.30%, remaining_time=0:00:02.057540, arrival_time=2021-04-14 23:17:13.479503, cost_time=0:00:02.057535 2021-04-14 23:17:12,363 INFO : EVAL, epoch=0116, iter=00030/00040, fetch data time cost=1.58ms, fps=2720 images/s, loss=1.2417, top1-acc=66.05%, top5-acc=89.53%, remaining_time=0:00:00.999690, arrival_time=2021-04-14 23:17:13.363178, cost_time=0:00:02.999066 2021-04-14 23:17:13,224 INFO : EVAL, epoch=0116, iter=00040/00040, fetch data time cost=0.09ms, fps=2695 images/s, loss=1.2095, top1-acc=66.33%, top5-acc=89.83%, remaining_time=0:00:00, arrival_time=2021-04-14 23:17:13.224680, cost_time=0:00:03.860205 2021-04-14 23:17:13,504 INFO : Epoch=0116 complete, best val top1-acc=66.67%, top5-acc=90.58% (epoch=113), remaining_time=1:31:14.758380, arrival_time=2021-04-15 00:48:28.262901, cost_time=2:06:00.380638 2021-04-14 23:17:13,509 INFO : Train start, epoch=0117, lr=0.037566 2021-04-14 23:17:16,813 INFO : TRAIN, epoch=0117, iter=00010/00196, fetch data time cost=2.20ms, fps=775 images/s, loss=0.5601, top1-acc=81.99%, top5-acc=98.48%, remaining_time=0:01:01.492716, arrival_time=2021-04-14 23:18:18.306122, cost_time=0:00:03.306059 2021-04-14 23:17:19,917 INFO : TRAIN, epoch=0117, iter=00020/00196, fetch data time cost=1.64ms, fps=825 images/s, loss=0.5569, top1-acc=82.52%, top5-acc=98.22%, remaining_time=0:00:56.411344, arrival_time=2021-04-14 23:18:16.329068, cost_time=0:00:06.410375 2021-04-14 23:17:23,018 INFO : TRAIN, epoch=0117, iter=00030/00196, fetch data time cost=1.37ms, fps=826 images/s, loss=0.5436, top1-acc=82.96%, top5-acc=98.29%, remaining_time=0:00:52.627976, arrival_time=2021-04-14 23:18:15.646426, cost_time=0:00:09.511087 2021-04-14 23:17:26,126 INFO : TRAIN, epoch=0117, iter=00040/00196, fetch data time cost=1.40ms, fps=824 images/s, loss=0.5418, top1-acc=83.24%, top5-acc=98.30%, remaining_time=0:00:49.212384, arrival_time=2021-04-14 23:18:15.338323, cost_time=0:00:12.618579 2021-04-14 23:17:29,229 INFO : TRAIN, epoch=0117, iter=00050/00196, fetch data time cost=1.56ms, fps=825 images/s, loss=0.5349, top1-acc=83.48%, top5-acc=98.31%, remaining_time=0:00:45.907802, arrival_time=2021-04-14 23:18:15.137083, cost_time=0:00:15.721861 2021-04-14 23:17:32,336 INFO : TRAIN, epoch=0117, iter=00060/00196, fetch data time cost=1.57ms, fps=824 images/s, loss=0.5375, top1-acc=83.46%, top5-acc=98.24%, remaining_time=0:00:42.679520, arrival_time=2021-04-14 23:18:15.016059, cost_time=0:00:18.829183 2021-04-14 23:17:35,444 INFO : TRAIN, epoch=0117, iter=00070/00196, fetch data time cost=1.63ms, fps=824 images/s, loss=0.5396, top1-acc=83.35%, top5-acc=98.25%, remaining_time=0:00:39.486762, arrival_time=2021-04-14 23:18:14.931215, cost_time=0:00:21.937105 2021-04-14 23:17:38,551 INFO : TRAIN, epoch=0117, iter=00080/00196, fetch data time cost=1.48ms, fps=824 images/s, loss=0.5423, top1-acc=83.26%, top5-acc=98.18%, remaining_time=0:00:36.313220, arrival_time=2021-04-14 23:18:14.864297, cost_time=0:00:25.043606 2021-04-14 23:17:41,661 INFO : TRAIN, epoch=0117, iter=00090/00196, fetch data time cost=1.39ms, fps=823 images/s, loss=0.5474, top1-acc=83.11%, top5-acc=98.11%, remaining_time=0:00:33.159450, arrival_time=2021-04-14 23:18:14.821000, cost_time=0:00:28.154267 2021-04-14 23:17:44,760 INFO : TRAIN, epoch=0117, iter=00100/00196, fetch data time cost=1.43ms, fps=826 images/s, loss=0.5465, top1-acc=83.18%, top5-acc=98.12%, remaining_time=0:00:30.002976, arrival_time=2021-04-14 23:18:14.763438, cost_time=0:00:31.253114 2021-04-14 23:17:47,865 INFO : TRAIN, epoch=0117, iter=00110/00196, fetch data time cost=1.49ms, fps=825 images/s, loss=0.5488, top1-acc=83.16%, top5-acc=98.09%, remaining_time=0:00:26.861756, arrival_time=2021-04-14 23:18:14.727136, cost_time=0:00:34.358076 2021-04-14 23:17:50,983 INFO : TRAIN, epoch=0117, iter=00120/00196, fetch data time cost=2.07ms, fps=821 images/s, loss=0.5519, top1-acc=83.06%, top5-acc=98.09%, remaining_time=0:00:23.734952, arrival_time=2021-04-14 23:18:14.718566, cost_time=0:00:37.476230 2021-04-14 23:17:54,089 INFO : TRAIN, epoch=0117, iter=00130/00196, fetch data time cost=2.21ms, fps=825 images/s, loss=0.5561, top1-acc=82.91%, top5-acc=98.05%, remaining_time=0:00:20.602890, arrival_time=2021-04-14 23:18:14.691792, cost_time=0:00:40.581410 2021-04-14 23:17:57,194 INFO : TRAIN, epoch=0117, iter=00140/00196, fetch data time cost=1.44ms, fps=824 images/s, loss=0.5588, top1-acc=82.79%, top5-acc=98.03%, remaining_time=0:00:17.475024, arrival_time=2021-04-14 23:18:14.669877, cost_time=0:00:43.687500 2021-04-14 23:18:00,297 INFO : TRAIN, epoch=0117, iter=00150/00196, fetch data time cost=1.34ms, fps=825 images/s, loss=0.5597, top1-acc=82.75%, top5-acc=98.02%, remaining_time=0:00:14.348964, arrival_time=2021-04-14 23:18:14.646485, cost_time=0:00:46.790169 2021-04-14 23:18:03,405 INFO : TRAIN, epoch=0117, iter=00160/00196, fetch data time cost=1.54ms, fps=824 images/s, loss=0.5627, top1-acc=82.66%, top5-acc=97.98%, remaining_time=0:00:11.227104, arrival_time=2021-04-14 23:18:14.632630, cost_time=0:00:49.898183 2021-04-14 23:18:06,507 INFO : TRAIN, epoch=0117, iter=00170/00196, fetch data time cost=1.37ms, fps=826 images/s, loss=0.5671, top1-acc=82.54%, top5-acc=97.93%, remaining_time=0:00:08.105812, arrival_time=2021-04-14 23:18:14.612751, cost_time=0:00:52.999580 2021-04-14 23:18:09,606 INFO : TRAIN, epoch=0117, iter=00180/00196, fetch data time cost=1.43ms, fps=826 images/s, loss=0.5706, top1-acc=82.44%, top5-acc=97.92%, remaining_time=0:00:04.986544, arrival_time=2021-04-14 23:18:14.592468, cost_time=0:00:56.098568 2021-04-14 23:18:12,705 INFO : TRAIN, epoch=0117, iter=00190/00196, fetch data time cost=1.30ms, fps=826 images/s, loss=0.5730, top1-acc=82.32%, top5-acc=97.91%, remaining_time=0:00:01.869426, arrival_time=2021-04-14 23:18:14.575217, cost_time=0:00:59.198522 2021-04-14 23:18:14,364 INFO : TRAIN, epoch=0117, iter=00196/00196, fetch data time cost=1.59ms, fps=820 images/s, loss=0.5754, top1-acc=82.30%, top5-acc=97.90%, remaining_time=0:00:00, arrival_time=2021-04-14 23:18:14.364132, cost_time=0:01:00.856679 2021-04-14 23:18:15,485 INFO : EVAL, epoch=0117, iter=00010/00040, fetch data time cost=2.20ms, fps=2289 images/s, loss=1.3850, top1-acc=61.99%, top5-acc=88.12%, remaining_time=0:00:03.354450, arrival_time=2021-04-14 23:18:18.840121, cost_time=0:00:01.118148 2021-04-14 23:18:16,439 INFO : EVAL, epoch=0117, iter=00020/00040, fetch data time cost=1.86ms, fps=2685 images/s, loss=1.3977, top1-acc=62.85%, top5-acc=88.03%, remaining_time=0:00:02.072100, arrival_time=2021-04-14 23:18:18.511708, cost_time=0:00:02.072091 2021-04-14 23:18:17,386 INFO : EVAL, epoch=0117, iter=00030/00040, fetch data time cost=1.58ms, fps=2706 images/s, loss=1.4120, top1-acc=62.64%, top5-acc=87.88%, remaining_time=0:00:01.006190, arrival_time=2021-04-14 23:18:18.392359, cost_time=0:00:03.018566 2021-04-14 23:18:18,248 INFO : EVAL, epoch=0117, iter=00040/00040, fetch data time cost=0.09ms, fps=2693 images/s, loss=1.4129, top1-acc=62.68%, top5-acc=87.86%, remaining_time=0:00:00, arrival_time=2021-04-14 23:18:18.248144, cost_time=0:00:03.880547 2021-04-14 23:18:18,588 INFO : Epoch=0117 complete, best val top1-acc=66.67%, top5-acc=90.58% (epoch=113), remaining_time=1:30:09.517447, arrival_time=2021-04-15 00:48:28.105709, cost_time=2:07:05.464399 2021-04-14 23:18:18,590 INFO : Train start, epoch=0118, lr=0.036806 2021-04-14 23:18:21,903 INFO : TRAIN, epoch=0118, iter=00010/00196, fetch data time cost=1.59ms, fps=773 images/s, loss=0.5865, top1-acc=81.09%, top5-acc=98.20%, remaining_time=0:01:01.614174, arrival_time=2021-04-14 23:19:23.517548, cost_time=0:00:03.312594 2021-04-14 23:18:25,015 INFO : TRAIN, epoch=0118, iter=00020/00196, fetch data time cost=2.40ms, fps=823 images/s, loss=0.5709, top1-acc=82.27%, top5-acc=98.22%, remaining_time=0:00:56.537008, arrival_time=2021-04-14 23:19:21.552308, cost_time=0:00:06.424669 2021-04-14 23:18:28,118 INFO : TRAIN, epoch=0118, iter=00030/00196, fetch data time cost=1.44ms, fps=825 images/s, loss=0.5615, top1-acc=82.57%, top5-acc=98.23%, remaining_time=0:00:52.717118, arrival_time=2021-04-14 23:19:20.835054, cost_time=0:00:09.527198 2021-04-14 23:18:31,226 INFO : TRAIN, epoch=0118, iter=00040/00196, fetch data time cost=1.34ms, fps=824 images/s, loss=0.5558, top1-acc=82.87%, top5-acc=98.14%, remaining_time=0:00:49.280556, arrival_time=2021-04-14 23:19:20.507239, cost_time=0:00:12.636052 2021-04-14 23:18:34,331 INFO : TRAIN, epoch=0118, iter=00050/00196, fetch data time cost=2.22ms, fps=825 images/s, loss=0.5482, top1-acc=83.16%, top5-acc=98.19%, remaining_time=0:00:45.964012, arrival_time=2021-04-14 23:19:20.295756, cost_time=0:00:15.741121 2021-04-14 23:18:37,440 INFO : TRAIN, epoch=0118, iter=00060/00196, fetch data time cost=1.38ms, fps=824 images/s, loss=0.5471, top1-acc=83.17%, top5-acc=98.20%, remaining_time=0:00:42.725488, arrival_time=2021-04-14 23:19:20.165616, cost_time=0:00:18.849460 2021-04-14 23:18:40,539 INFO : TRAIN, epoch=0118, iter=00070/00196, fetch data time cost=2.16ms, fps=826 images/s, loss=0.5488, top1-acc=83.07%, top5-acc=98.13%, remaining_time=0:00:39.507552, arrival_time=2021-04-14 23:19:20.046846, cost_time=0:00:21.948673 2021-04-14 23:18:43,635 INFO : TRAIN, epoch=0118, iter=00080/00196, fetch data time cost=1.37ms, fps=827 images/s, loss=0.5496, top1-acc=83.06%, top5-acc=98.10%, remaining_time=0:00:36.314960, arrival_time=2021-04-14 23:19:19.950288, cost_time=0:00:25.044773 2021-04-14 23:18:46,737 INFO : TRAIN, epoch=0118, iter=00090/00196, fetch data time cost=1.59ms, fps=825 images/s, loss=0.5538, top1-acc=83.03%, top5-acc=98.04%, remaining_time=0:00:33.151182, arrival_time=2021-04-14 23:19:19.889038, cost_time=0:00:28.147229 2021-04-14 23:18:49,841 INFO : TRAIN, epoch=0118, iter=00100/00196, fetch data time cost=1.41ms, fps=825 images/s, loss=0.5544, top1-acc=83.08%, top5-acc=98.02%, remaining_time=0:00:30.001056, arrival_time=2021-04-14 23:19:19.842805, cost_time=0:00:31.251070 2021-04-14 23:18:52,945 INFO : TRAIN, epoch=0118, iter=00110/00196, fetch data time cost=2.28ms, fps=825 images/s, loss=0.5525, top1-acc=83.09%, top5-acc=98.08%, remaining_time=0:00:26.859434, arrival_time=2021-04-14 23:19:19.805082, cost_time=0:00:34.355114 2021-04-14 23:18:56,046 INFO : TRAIN, epoch=0118, iter=00120/00196, fetch data time cost=1.67ms, fps=826 images/s, loss=0.5555, top1-acc=82.91%, top5-acc=98.07%, remaining_time=0:00:23.722184, arrival_time=2021-04-14 23:19:19.768921, cost_time=0:00:37.456101 2021-04-14 23:18:59,153 INFO : TRAIN, epoch=0118, iter=00130/00196, fetch data time cost=1.38ms, fps=824 images/s, loss=0.5573, top1-acc=82.79%, top5-acc=98.06%, remaining_time=0:00:20.593452, arrival_time=2021-04-14 23:19:19.746873, cost_time=0:00:40.562880 2021-04-14 23:19:02,259 INFO : TRAIN, epoch=0118, iter=00140/00196, fetch data time cost=1.35ms, fps=824 images/s, loss=0.5618, top1-acc=82.70%, top5-acc=98.00%, remaining_time=0:00:17.467576, arrival_time=2021-04-14 23:19:19.727087, cost_time=0:00:43.668885 2021-04-14 23:19:05,357 INFO : TRAIN, epoch=0118, iter=00150/00196, fetch data time cost=1.51ms, fps=827 images/s, loss=0.5637, top1-acc=82.59%, top5-acc=97.98%, remaining_time=0:00:14.341742, arrival_time=2021-04-14 23:19:19.698857, cost_time=0:00:46.766550 2021-04-14 23:19:08,451 INFO : TRAIN, epoch=0118, iter=00160/00196, fetch data time cost=1.40ms, fps=827 images/s, loss=0.5650, top1-acc=82.53%, top5-acc=97.96%, remaining_time=0:00:11.218716, arrival_time=2021-04-14 23:19:19.670238, cost_time=0:00:49.860984 2021-04-14 23:19:11,548 INFO : TRAIN, epoch=0118, iter=00170/00196, fetch data time cost=1.71ms, fps=827 images/s, loss=0.5651, top1-acc=82.55%, top5-acc=97.94%, remaining_time=0:00:08.099416, arrival_time=2021-04-14 23:19:19.647832, cost_time=0:00:52.957784 2021-04-14 23:19:14,649 INFO : TRAIN, epoch=0118, iter=00180/00196, fetch data time cost=1.43ms, fps=826 images/s, loss=0.5674, top1-acc=82.44%, top5-acc=97.91%, remaining_time=0:00:04.983024, arrival_time=2021-04-14 23:19:19.632508, cost_time=0:00:56.058941 2021-04-14 23:19:17,747 INFO : TRAIN, epoch=0118, iter=00190/00196, fetch data time cost=1.38ms, fps=826 images/s, loss=0.5701, top1-acc=82.34%, top5-acc=97.91%, remaining_time=0:00:01.868118, arrival_time=2021-04-14 23:19:19.615777, cost_time=0:00:59.157120 2021-04-14 23:19:19,403 INFO : TRAIN, epoch=0118, iter=00196/00196, fetch data time cost=1.27ms, fps=822 images/s, loss=0.5711, top1-acc=82.32%, top5-acc=97.91%, remaining_time=0:00:00, arrival_time=2021-04-14 23:19:19.403270, cost_time=0:01:00.812727 2021-04-14 23:19:20,462 INFO : EVAL, epoch=0118, iter=00010/00040, fetch data time cost=1.40ms, fps=2421 images/s, loss=1.1660, top1-acc=67.58%, top5-acc=90.47%, remaining_time=0:00:03.172380, arrival_time=2021-04-14 23:19:23.635242, cost_time=0:00:01.057462 2021-04-14 23:19:21,404 INFO : EVAL, epoch=0118, iter=00020/00040, fetch data time cost=1.35ms, fps=2721 images/s, loss=1.1775, top1-acc=67.93%, top5-acc=90.16%, remaining_time=0:00:01.999000, arrival_time=2021-04-14 23:19:23.403223, cost_time=0:00:01.999001 2021-04-14 23:19:22,350 INFO : EVAL, epoch=0118, iter=00030/00040, fetch data time cost=1.43ms, fps=2707 images/s, loss=1.1824, top1-acc=67.54%, top5-acc=90.44%, remaining_time=0:00:00.981670, arrival_time=2021-04-14 23:19:23.331977, cost_time=0:00:02.945000 2021-04-14 23:19:23,209 INFO : EVAL, epoch=0118, iter=00040/00040, fetch data time cost=0.08ms, fps=2701 images/s, loss=1.1929, top1-acc=67.46%, top5-acc=90.54%, remaining_time=0:00:00, arrival_time=2021-04-14 23:19:23.209864, cost_time=0:00:03.804599 2021-04-14 23:19:23,773 INFO : Epoch=0118 complete, best val top1-acc=67.46%, top5-acc=90.54% (epoch=118), remaining_time=1:29:04.349754, arrival_time=2021-04-15 00:48:28.123220, cost_time=2:08:10.649628 2021-04-14 23:19:23,774 INFO : Train start, epoch=0119, lr=0.036050 2021-04-14 23:19:27,056 INFO : TRAIN, epoch=0119, iter=00010/00196, fetch data time cost=1.42ms, fps=780 images/s, loss=0.5293, top1-acc=83.20%, top5-acc=98.36%, remaining_time=0:01:01.028832, arrival_time=2021-04-14 23:20:28.085226, cost_time=0:00:03.281121 2021-04-14 23:19:30,169 INFO : TRAIN, epoch=0119, iter=00020/00196, fetch data time cost=1.43ms, fps=822 images/s, loss=0.5479, top1-acc=82.54%, top5-acc=98.24%, remaining_time=0:00:56.273888, arrival_time=2021-04-14 23:20:26.443768, cost_time=0:00:06.394764 2021-04-14 23:19:33,275 INFO : TRAIN, epoch=0119, iter=00030/00196, fetch data time cost=1.60ms, fps=824 images/s, loss=0.5405, top1-acc=82.98%, top5-acc=98.24%, remaining_time=0:00:52.570042, arrival_time=2021-04-14 23:20:25.845901, cost_time=0:00:09.500617 2021-04-14 23:19:36,378 INFO : TRAIN, epoch=0119, iter=00040/00196, fetch data time cost=1.41ms, fps=825 images/s, loss=0.5392, top1-acc=83.07%, top5-acc=98.15%, remaining_time=0:00:49.150764, arrival_time=2021-04-14 23:20:25.528729, cost_time=0:00:12.602742 2021-04-14 23:19:39,495 INFO : TRAIN, epoch=0119, iter=00050/00196, fetch data time cost=2.07ms, fps=821 images/s, loss=0.5426, top1-acc=83.00%, top5-acc=98.18%, remaining_time=0:00:45.903276, arrival_time=2021-04-14 23:20:25.398709, cost_time=0:00:15.720295 2021-04-14 23:19:42,593 INFO : TRAIN, epoch=0119, iter=00060/00196, fetch data time cost=1.38ms, fps=827 images/s, loss=0.5472, top1-acc=82.85%, top5-acc=98.12%, remaining_time=0:00:42.654496, arrival_time=2021-04-14 23:20:25.247872, cost_time=0:00:18.818135 2021-04-14 23:19:45,695 INFO : TRAIN, epoch=0119, iter=00070/00196, fetch data time cost=1.61ms, fps=825 images/s, loss=0.5441, top1-acc=83.02%, top5-acc=98.11%, remaining_time=0:00:39.456648, arrival_time=2021-04-14 23:20:25.152126, cost_time=0:00:21.920349 2021-04-14 23:19:48,805 INFO : TRAIN, epoch=0119, iter=00080/00196, fetch data time cost=1.85ms, fps=823 images/s, loss=0.5469, top1-acc=83.02%, top5-acc=98.05%, remaining_time=0:00:36.294196, arrival_time=2021-04-14 23:20:25.099785, cost_time=0:00:25.030457 2021-04-14 23:19:51,909 INFO : TRAIN, epoch=0119, iter=00090/00196, fetch data time cost=1.85ms, fps=825 images/s, loss=0.5449, top1-acc=83.08%, top5-acc=98.05%, remaining_time=0:00:33.136236, arrival_time=2021-04-14 23:20:25.045924, cost_time=0:00:28.134569 2021-04-14 23:19:55,020 INFO : TRAIN, epoch=0119, iter=00100/00196, fetch data time cost=1.69ms, fps=823 images/s, loss=0.5507, top1-acc=82.91%, top5-acc=97.99%, remaining_time=0:00:29.995104, arrival_time=2021-04-14 23:20:25.015164, cost_time=0:00:31.244927 2021-04-14 23:19:58,124 INFO : TRAIN, epoch=0119, iter=00110/00196, fetch data time cost=2.18ms, fps=825 images/s, loss=0.5506, top1-acc=82.86%, top5-acc=98.01%, remaining_time=0:00:26.855220, arrival_time=2021-04-14 23:20:24.980086, cost_time=0:00:34.349733 2021-04-14 23:20:01,232 INFO : TRAIN, epoch=0119, iter=00120/00196, fetch data time cost=1.38ms, fps=824 images/s, loss=0.5521, top1-acc=82.78%, top5-acc=98.00%, remaining_time=0:00:23.722868, arrival_time=2021-04-14 23:20:24.955160, cost_time=0:00:37.457162 2021-04-14 23:20:04,335 INFO : TRAIN, epoch=0119, iter=00130/00196, fetch data time cost=1.58ms, fps=825 images/s, loss=0.5510, top1-acc=82.80%, top5-acc=98.01%, remaining_time=0:00:20.592264, arrival_time=2021-04-14 23:20:24.928005, cost_time=0:00:40.560527 2021-04-14 23:20:07,446 INFO : TRAIN, epoch=0119, iter=00140/00196, fetch data time cost=1.47ms, fps=823 images/s, loss=0.5520, top1-acc=82.78%, top5-acc=98.02%, remaining_time=0:00:17.468584, arrival_time=2021-04-14 23:20:24.915175, cost_time=0:00:43.671401 2021-04-14 23:20:10,550 INFO : TRAIN, epoch=0119, iter=00150/00196, fetch data time cost=1.43ms, fps=825 images/s, loss=0.5533, top1-acc=82.79%, top5-acc=97.97%, remaining_time=0:00:14.344456, arrival_time=2021-04-14 23:20:24.895056, cost_time=0:00:46.775468 2021-04-14 23:20:13,660 INFO : TRAIN, epoch=0119, iter=00160/00196, fetch data time cost=2.05ms, fps=823 images/s, loss=0.5542, top1-acc=82.77%, top5-acc=97.97%, remaining_time=0:00:11.224188, arrival_time=2021-04-14 23:20:24.884772, cost_time=0:00:49.885317 2021-04-14 23:20:16,765 INFO : TRAIN, epoch=0119, iter=00170/00196, fetch data time cost=1.74ms, fps=825 images/s, loss=0.5546, top1-acc=82.80%, top5-acc=97.98%, remaining_time=0:00:08.104356, arrival_time=2021-04-14 23:20:24.869554, cost_time=0:00:52.990067 2021-04-14 23:20:19,873 INFO : TRAIN, epoch=0119, iter=00180/00196, fetch data time cost=3.19ms, fps=824 images/s, loss=0.5565, top1-acc=82.75%, top5-acc=97.96%, remaining_time=0:00:04.986544, arrival_time=2021-04-14 23:20:24.860324, cost_time=0:00:56.098635 2021-04-14 23:20:22,984 INFO : TRAIN, epoch=0119, iter=00190/00196, fetch data time cost=1.95ms, fps=823 images/s, loss=0.5576, top1-acc=82.72%, top5-acc=97.96%, remaining_time=0:00:01.869750, arrival_time=2021-04-14 23:20:24.853701, cost_time=0:00:59.208790 2021-04-14 23:20:24,635 INFO : TRAIN, epoch=0119, iter=00196/00196, fetch data time cost=1.35ms, fps=824 images/s, loss=0.5592, top1-acc=82.65%, top5-acc=97.96%, remaining_time=0:00:00, arrival_time=2021-04-14 23:20:24.635790, cost_time=0:01:00.860666 2021-04-14 23:20:25,706 INFO : EVAL, epoch=0119, iter=00010/00040, fetch data time cost=2.61ms, fps=2396 images/s, loss=1.1806, top1-acc=67.77%, top5-acc=90.98%, remaining_time=0:00:03.205440, arrival_time=2021-04-14 23:20:28.911966, cost_time=0:00:01.068480 2021-04-14 23:20:26,649 INFO : EVAL, epoch=0119, iter=00020/00040, fetch data time cost=1.35ms, fps=2716 images/s, loss=1.1856, top1-acc=67.19%, top5-acc=90.78%, remaining_time=0:00:02.011740, arrival_time=2021-04-14 23:20:28.661416, cost_time=0:00:02.011745 2021-04-14 23:20:27,591 INFO : EVAL, epoch=0119, iter=00030/00040, fetch data time cost=1.32ms, fps=2721 images/s, loss=1.1830, top1-acc=67.21%, top5-acc=90.70%, remaining_time=0:00:00.984310, arrival_time=2021-04-14 23:20:28.575281, cost_time=0:00:02.952944 2021-04-14 23:20:28,452 INFO : EVAL, epoch=0119, iter=00040/00040, fetch data time cost=0.08ms, fps=2694 images/s, loss=1.2207, top1-acc=66.91%, top5-acc=90.61%, remaining_time=0:00:00, arrival_time=2021-04-14 23:20:28.452734, cost_time=0:00:03.814824 2021-04-14 23:20:28,731 INFO : Epoch=0119 complete, best val top1-acc=67.46%, top5-acc=90.54% (epoch=118), remaining_time=1:27:59.026932, arrival_time=2021-04-15 00:48:27.758191, cost_time=2:09:15.607431 2021-04-14 23:20:28,732 INFO : Train start, epoch=0120, lr=0.035298 2021-04-14 23:20:31,984 INFO : TRAIN, epoch=0120, iter=00010/00196, fetch data time cost=2.66ms, fps=787 images/s, loss=0.5397, top1-acc=83.75%, top5-acc=98.48%, remaining_time=0:01:00.484224, arrival_time=2021-04-14 23:21:32.468915, cost_time=0:00:03.251838 2021-04-14 23:20:35,094 INFO : TRAIN, epoch=0120, iter=00020/00196, fetch data time cost=1.69ms, fps=823 images/s, loss=0.5284, top1-acc=84.18%, top5-acc=98.26%, remaining_time=0:00:55.979264, arrival_time=2021-04-14 23:21:31.073381, cost_time=0:00:06.361282 2021-04-14 23:20:38,198 INFO : TRAIN, epoch=0120, iter=00030/00196, fetch data time cost=2.16ms, fps=825 images/s, loss=0.5260, top1-acc=84.04%, top5-acc=98.32%, remaining_time=0:00:52.374660, arrival_time=2021-04-14 23:21:30.572921, cost_time=0:00:09.465299 2021-04-14 23:20:41,309 INFO : TRAIN, epoch=0120, iter=00040/00196, fetch data time cost=2.33ms, fps=823 images/s, loss=0.5171, top1-acc=84.07%, top5-acc=98.40%, remaining_time=0:00:49.047648, arrival_time=2021-04-14 23:21:30.356934, cost_time=0:00:12.576318 2021-04-14 23:20:44,412 INFO : TRAIN, epoch=0120, iter=00050/00196, fetch data time cost=1.46ms, fps=825 images/s, loss=0.5168, top1-acc=83.95%, top5-acc=98.38%, remaining_time=0:00:45.784870, arrival_time=2021-04-14 23:21:30.197466, cost_time=0:00:15.679753 2021-04-14 23:20:47,524 INFO : TRAIN, epoch=0120, iter=00060/00196, fetch data time cost=1.39ms, fps=823 images/s, loss=0.5211, top1-acc=83.72%, top5-acc=98.31%, remaining_time=0:00:42.592752, arrival_time=2021-04-14 23:21:30.116742, cost_time=0:00:18.790949 2021-04-14 23:20:50,632 INFO : TRAIN, epoch=0120, iter=00070/00196, fetch data time cost=1.83ms, fps=824 images/s, loss=0.5241, top1-acc=83.64%, top5-acc=98.29%, remaining_time=0:00:39.419604, arrival_time=2021-04-14 23:21:30.052300, cost_time=0:00:21.899776 2021-04-14 23:20:53,743 INFO : TRAIN, epoch=0120, iter=00080/00196, fetch data time cost=1.42ms, fps=823 images/s, loss=0.5241, top1-acc=83.62%, top5-acc=98.32%, remaining_time=0:00:36.264732, arrival_time=2021-04-14 23:21:30.007843, cost_time=0:00:25.010135 2021-04-14 23:20:56,855 INFO : TRAIN, epoch=0120, iter=00090/00196, fetch data time cost=1.72ms, fps=823 images/s, loss=0.5244, top1-acc=83.62%, top5-acc=98.28%, remaining_time=0:00:33.121608, arrival_time=2021-04-14 23:21:29.976612, cost_time=0:00:28.122165 2021-04-14 23:20:59,961 INFO : TRAIN, epoch=0120, iter=00100/00196, fetch data time cost=1.55ms, fps=824 images/s, loss=0.5231, top1-acc=83.72%, top5-acc=98.26%, remaining_time=0:00:29.979168, arrival_time=2021-04-14 23:21:29.940340, cost_time=0:00:31.228337 2021-04-14 23:21:03,068 INFO : TRAIN, epoch=0120, iter=00110/00196, fetch data time cost=1.44ms, fps=824 images/s, loss=0.5241, top1-acc=83.72%, top5-acc=98.26%, remaining_time=0:00:26.843782, arrival_time=2021-04-14 23:21:29.911794, cost_time=0:00:34.335058 2021-04-14 23:21:06,174 INFO : TRAIN, epoch=0120, iter=00120/00196, fetch data time cost=2.18ms, fps=824 images/s, loss=0.5261, top1-acc=83.63%, top5-acc=98.25%, remaining_time=0:00:23.713140, arrival_time=2021-04-14 23:21:29.887752, cost_time=0:00:37.441770 2021-04-14 23:21:09,280 INFO : TRAIN, epoch=0120, iter=00130/00196, fetch data time cost=1.59ms, fps=825 images/s, loss=0.5280, top1-acc=83.54%, top5-acc=98.25%, remaining_time=0:00:20.585466, arrival_time=2021-04-14 23:21:29.865516, cost_time=0:00:40.547099 2021-04-14 23:21:12,388 INFO : TRAIN, epoch=0120, iter=00140/00196, fetch data time cost=1.58ms, fps=824 images/s, loss=0.5315, top1-acc=83.45%, top5-acc=98.23%, remaining_time=0:00:17.462256, arrival_time=2021-04-14 23:21:29.850616, cost_time=0:00:43.655598 2021-04-14 23:21:15,500 INFO : TRAIN, epoch=0120, iter=00150/00196, fetch data time cost=1.45ms, fps=823 images/s, loss=0.5331, top1-acc=83.35%, top5-acc=98.24%, remaining_time=0:00:14.341880, arrival_time=2021-04-14 23:21:29.841908, cost_time=0:00:46.767037 2021-04-14 23:21:18,603 INFO : TRAIN, epoch=0120, iter=00160/00196, fetch data time cost=2.18ms, fps=825 images/s, loss=0.5362, top1-acc=83.22%, top5-acc=98.23%, remaining_time=0:00:11.220840, arrival_time=2021-04-14 23:21:29.824073, cost_time=0:00:49.870346 2021-04-14 23:21:21,708 INFO : TRAIN, epoch=0120, iter=00170/00196, fetch data time cost=1.63ms, fps=825 images/s, loss=0.5399, top1-acc=83.08%, top5-acc=98.19%, remaining_time=0:00:08.102094, arrival_time=2021-04-14 23:21:29.810218, cost_time=0:00:52.975287 2021-04-14 23:21:24,822 INFO : TRAIN, epoch=0120, iter=00180/00196, fetch data time cost=2.15ms, fps=822 images/s, loss=0.5422, top1-acc=83.02%, top5-acc=98.18%, remaining_time=0:00:04.985728, arrival_time=2021-04-14 23:21:29.807983, cost_time=0:00:56.089380 2021-04-14 23:21:27,925 INFO : TRAIN, epoch=0120, iter=00190/00196, fetch data time cost=1.26ms, fps=825 images/s, loss=0.5439, top1-acc=83.00%, top5-acc=98.14%, remaining_time=0:00:01.869234, arrival_time=2021-04-14 23:21:29.794533, cost_time=0:00:59.192459 2021-04-14 23:21:29,580 INFO : TRAIN, epoch=0120, iter=00196/00196, fetch data time cost=1.24ms, fps=822 images/s, loss=0.5460, top1-acc=82.94%, top5-acc=98.12%, remaining_time=0:00:00, arrival_time=2021-04-14 23:21:29.580218, cost_time=0:01:00.847384 2021-04-14 23:21:30,671 INFO : EVAL, epoch=0120, iter=00010/00040, fetch data time cost=0.27ms, fps=2350 images/s, loss=1.2202, top1-acc=67.38%, top5-acc=90.16%, remaining_time=0:00:03.267690, arrival_time=2021-04-14 23:21:33.939352, cost_time=0:00:01.089226 2021-04-14 23:21:31,616 INFO : EVAL, epoch=0120, iter=00020/00040, fetch data time cost=1.39ms, fps=2711 images/s, loss=1.2075, top1-acc=67.36%, top5-acc=90.37%, remaining_time=0:00:02.033940, arrival_time=2021-04-14 23:21:33.650210, cost_time=0:00:02.033937 2021-04-14 23:21:32,560 INFO : EVAL, epoch=0120, iter=00030/00040, fetch data time cost=1.36ms, fps=2712 images/s, loss=1.1944, top1-acc=67.11%, top5-acc=90.78%, remaining_time=0:00:00.992730, arrival_time=2021-04-14 23:21:33.553387, cost_time=0:00:02.978202 2021-04-14 23:21:33,419 INFO : EVAL, epoch=0120, iter=00040/00040, fetch data time cost=0.08ms, fps=2703 images/s, loss=1.1950, top1-acc=66.95%, top5-acc=90.79%, remaining_time=0:00:00, arrival_time=2021-04-14 23:21:33.419583, cost_time=0:00:03.837268 2021-04-14 23:21:33,696 INFO : Epoch=0120 complete, best val top1-acc=67.46%, top5-acc=90.54% (epoch=118), remaining_time=1:26:53.715360, arrival_time=2021-04-15 00:48:27.412191, cost_time=2:10:20.573008 2021-04-14 23:21:33,698 INFO : Train start, epoch=0121, lr=0.034549 2021-04-14 23:21:36,982 INFO : TRAIN, epoch=0121, iter=00010/00196, fetch data time cost=1.59ms, fps=779 images/s, loss=0.5550, top1-acc=83.71%, top5-acc=98.05%, remaining_time=0:01:01.088352, arrival_time=2021-04-14 23:22:38.071068, cost_time=0:00:03.284324 2021-04-14 23:21:40,089 INFO : TRAIN, epoch=0121, iter=00020/00196, fetch data time cost=1.45ms, fps=824 images/s, loss=0.5231, top1-acc=83.96%, top5-acc=98.40%, remaining_time=0:00:56.238688, arrival_time=2021-04-14 23:22:36.328001, cost_time=0:00:06.390761 2021-04-14 23:21:43,195 INFO : TRAIN, epoch=0121, iter=00030/00196, fetch data time cost=1.42ms, fps=824 images/s, loss=0.5141, top1-acc=84.09%, top5-acc=98.49%, remaining_time=0:00:52.548628, arrival_time=2021-04-14 23:22:35.743888, cost_time=0:00:09.496755 2021-04-14 23:21:46,301 INFO : TRAIN, epoch=0121, iter=00040/00196, fetch data time cost=1.45ms, fps=824 images/s, loss=0.5155, top1-acc=84.04%, top5-acc=98.42%, remaining_time=0:00:49.151856, arrival_time=2021-04-14 23:22:35.453394, cost_time=0:00:12.603033 2021-04-14 23:21:49,420 INFO : TRAIN, epoch=0121, iter=00050/00196, fetch data time cost=1.46ms, fps=821 images/s, loss=0.5176, top1-acc=83.95%, top5-acc=98.38%, remaining_time=0:00:45.907948, arrival_time=2021-04-14 23:22:35.328265, cost_time=0:00:15.721908 2021-04-14 23:21:52,527 INFO : TRAIN, epoch=0121, iter=00060/00196, fetch data time cost=2.14ms, fps=824 images/s, loss=0.5171, top1-acc=83.83%, top5-acc=98.39%, remaining_time=0:00:42.678840, arrival_time=2021-04-14 23:22:35.206206, cost_time=0:00:18.828911 2021-04-14 23:21:55,636 INFO : TRAIN, epoch=0121, iter=00070/00196, fetch data time cost=1.39ms, fps=824 images/s, loss=0.5157, top1-acc=83.95%, top5-acc=98.40%, remaining_time=0:00:39.487896, arrival_time=2021-04-14 23:22:35.124134, cost_time=0:00:21.937698 2021-04-14 23:21:58,747 INFO : TRAIN, epoch=0121, iter=00080/00196, fetch data time cost=1.86ms, fps=823 images/s, loss=0.5155, top1-acc=83.94%, top5-acc=98.43%, remaining_time=0:00:36.321340, arrival_time=2021-04-14 23:22:35.068976, cost_time=0:00:25.049237 2021-04-14 23:22:01,858 INFO : TRAIN, epoch=0121, iter=00090/00196, fetch data time cost=1.92ms, fps=823 images/s, loss=0.5145, top1-acc=84.01%, top5-acc=98.40%, remaining_time=0:00:33.166764, arrival_time=2021-04-14 23:22:35.025634, cost_time=0:00:28.160465 2021-04-14 23:22:04,975 INFO : TRAIN, epoch=0121, iter=00100/00196, fetch data time cost=1.77ms, fps=822 images/s, loss=0.5159, top1-acc=84.02%, top5-acc=98.38%, remaining_time=0:00:30.026016, arrival_time=2021-04-14 23:22:35.001478, cost_time=0:00:31.277058 2021-04-14 23:22:08,084 INFO : TRAIN, epoch=0121, iter=00110/00196, fetch data time cost=1.45ms, fps=824 images/s, loss=0.5207, top1-acc=83.83%, top5-acc=98.35%, remaining_time=0:00:26.883514, arrival_time=2021-04-14 23:22:34.967814, cost_time=0:00:34.385896 2021-04-14 23:22:11,186 INFO : TRAIN, epoch=0121, iter=00120/00196, fetch data time cost=1.38ms, fps=826 images/s, loss=0.5245, top1-acc=83.69%, top5-acc=98.33%, remaining_time=0:00:23.742096, arrival_time=2021-04-14 23:22:34.928067, cost_time=0:00:37.487560 2021-04-14 23:22:14,289 INFO : TRAIN, epoch=0121, iter=00130/00196, fetch data time cost=1.48ms, fps=825 images/s, loss=0.5274, top1-acc=83.63%, top5-acc=98.31%, remaining_time=0:00:20.607708, arrival_time=2021-04-14 23:22:34.897093, cost_time=0:00:40.590986 2021-04-14 23:22:17,395 INFO : TRAIN, epoch=0121, iter=00140/00196, fetch data time cost=1.46ms, fps=824 images/s, loss=0.5293, top1-acc=83.60%, top5-acc=98.31%, remaining_time=0:00:17.478720, arrival_time=2021-04-14 23:22:34.874018, cost_time=0:00:43.696830 2021-04-14 23:22:20,511 INFO : TRAIN, epoch=0121, iter=00150/00196, fetch data time cost=2.30ms, fps=822 images/s, loss=0.5321, top1-acc=83.53%, top5-acc=98.26%, remaining_time=0:00:14.355956, arrival_time=2021-04-14 23:22:34.867256, cost_time=0:00:46.812890 2021-04-14 23:22:23,623 INFO : TRAIN, epoch=0121, iter=00160/00196, fetch data time cost=1.87ms, fps=823 images/s, loss=0.5344, top1-acc=83.46%, top5-acc=98.24%, remaining_time=0:00:11.233080, arrival_time=2021-04-14 23:22:34.856283, cost_time=0:00:49.924792 2021-04-14 23:22:26,740 INFO : TRAIN, epoch=0121, iter=00170/00196, fetch data time cost=1.62ms, fps=821 images/s, loss=0.5358, top1-acc=83.43%, top5-acc=98.24%, remaining_time=0:00:08.112286, arrival_time=2021-04-14 23:22:34.852523, cost_time=0:00:53.041829 2021-04-14 23:22:29,850 INFO : TRAIN, epoch=0121, iter=00180/00196, fetch data time cost=1.68ms, fps=823 images/s, loss=0.5364, top1-acc=83.41%, top5-acc=98.24%, remaining_time=0:00:04.991264, arrival_time=2021-04-14 23:22:34.841334, cost_time=0:00:56.151676 2021-04-14 23:22:32,964 INFO : TRAIN, epoch=0121, iter=00190/00196, fetch data time cost=1.23ms, fps=822 images/s, loss=0.5381, top1-acc=83.35%, top5-acc=98.24%, remaining_time=0:00:01.871550, arrival_time=2021-04-14 23:22:34.835632, cost_time=0:00:59.265685 2021-04-14 23:22:34,617 INFO : TRAIN, epoch=0121, iter=00196/00196, fetch data time cost=1.25ms, fps=823 images/s, loss=0.5387, top1-acc=83.32%, top5-acc=98.22%, remaining_time=0:00:00, arrival_time=2021-04-14 23:22:34.617847, cost_time=0:01:00.919437 2021-04-14 23:22:35,738 INFO : EVAL, epoch=0121, iter=00010/00040, fetch data time cost=0.28ms, fps=2290 images/s, loss=1.2683, top1-acc=65.27%, top5-acc=90.43%, remaining_time=0:00:03.353760, arrival_time=2021-04-14 23:22:39.091724, cost_time=0:00:01.117922 2021-04-14 23:22:36,680 INFO : EVAL, epoch=0121, iter=00020/00040, fetch data time cost=1.43ms, fps=2718 images/s, loss=1.2790, top1-acc=65.39%, top5-acc=89.75%, remaining_time=0:00:02.060540, arrival_time=2021-04-14 23:22:38.741081, cost_time=0:00:02.060548 2021-04-14 23:22:37,624 INFO : EVAL, epoch=0121, iter=00030/00040, fetch data time cost=1.92ms, fps=2713 images/s, loss=1.2744, top1-acc=65.10%, top5-acc=89.88%, remaining_time=0:00:01.001470, arrival_time=2021-04-14 23:22:38.625916, cost_time=0:00:03.004413 2021-04-14 23:22:38,484 INFO : EVAL, epoch=0121, iter=00040/00040, fetch data time cost=0.08ms, fps=2699 images/s, loss=1.2859, top1-acc=64.93%, top5-acc=89.71%, remaining_time=0:00:00, arrival_time=2021-04-14 23:22:38.484417, cost_time=0:00:03.864468 2021-04-14 23:22:38,745 INFO : Epoch=0121 complete, best val top1-acc=67.46%, top5-acc=90.54% (epoch=118), remaining_time=1:25:48.463970, arrival_time=2021-04-15 00:48:27.209822, cost_time=2:11:25.622020 2021-04-14 23:22:38,747 INFO : Train start, epoch=0122, lr=0.033804 2021-04-14 23:22:42,084 INFO : TRAIN, epoch=0122, iter=00010/00196, fetch data time cost=5.31ms, fps=767 images/s, loss=0.4943, top1-acc=84.49%, top5-acc=98.67%, remaining_time=0:01:02.062992, arrival_time=2021-04-14 23:23:44.147287, cost_time=0:00:03.336718 2021-04-14 23:22:45,205 INFO : TRAIN, epoch=0122, iter=00020/00196, fetch data time cost=2.76ms, fps=820 images/s, loss=0.5039, top1-acc=84.32%, top5-acc=98.48%, remaining_time=0:00:56.827584, arrival_time=2021-04-14 23:23:42.032825, cost_time=0:00:06.457679 2021-04-14 23:22:48,319 INFO : TRAIN, epoch=0122, iter=00030/00196, fetch data time cost=1.85ms, fps=822 images/s, loss=0.4937, top1-acc=84.56%, top5-acc=98.50%, remaining_time=0:00:52.963628, arrival_time=2021-04-14 23:23:41.283040, cost_time=0:00:09.571738 2021-04-14 23:22:51,428 INFO : TRAIN, epoch=0122, iter=00040/00196, fetch data time cost=1.48ms, fps=824 images/s, loss=0.4891, top1-acc=84.78%, top5-acc=98.49%, remaining_time=0:00:49.455588, arrival_time=2021-04-14 23:23:40.884096, cost_time=0:00:12.680923 2021-04-14 23:22:54,532 INFO : TRAIN, epoch=0122, iter=00050/00196, fetch data time cost=1.48ms, fps=825 images/s, loss=0.4831, top1-acc=85.02%, top5-acc=98.59%, remaining_time=0:00:46.092784, arrival_time=2021-04-14 23:23:40.625652, cost_time=0:00:15.785205 2021-04-14 23:22:57,641 INFO : TRAIN, epoch=0122, iter=00060/00196, fetch data time cost=2.17ms, fps=824 images/s, loss=0.4832, top1-acc=84.96%, top5-acc=98.61%, remaining_time=0:00:42.824768, arrival_time=2021-04-14 23:23:40.465675, cost_time=0:00:18.893296 2021-04-14 23:23:00,744 INFO : TRAIN, epoch=0122, iter=00070/00196, fetch data time cost=1.50ms, fps=825 images/s, loss=0.4820, top1-acc=85.01%, top5-acc=98.63%, remaining_time=0:00:39.594114, arrival_time=2021-04-14 23:23:40.338484, cost_time=0:00:21.996743 2021-04-14 23:23:03,855 INFO : TRAIN, epoch=0122, iter=00080/00196, fetch data time cost=2.77ms, fps=823 images/s, loss=0.4840, top1-acc=84.96%, top5-acc=98.62%, remaining_time=0:00:36.406716, arrival_time=2021-04-14 23:23:40.262398, cost_time=0:00:25.108091 2021-04-14 23:23:06,960 INFO : TRAIN, epoch=0122, iter=00090/00196, fetch data time cost=1.51ms, fps=825 images/s, loss=0.4857, top1-acc=84.89%, top5-acc=98.58%, remaining_time=0:00:33.228880, arrival_time=2021-04-14 23:23:40.189695, cost_time=0:00:28.213240 2021-04-14 23:23:10,063 INFO : TRAIN, epoch=0122, iter=00100/00196, fetch data time cost=2.04ms, fps=825 images/s, loss=0.4876, top1-acc=84.87%, top5-acc=98.53%, remaining_time=0:00:30.063264, arrival_time=2021-04-14 23:23:40.126743, cost_time=0:00:31.315878 2021-04-14 23:23:13,168 INFO : TRAIN, epoch=0122, iter=00110/00196, fetch data time cost=1.42ms, fps=825 images/s, loss=0.4921, top1-acc=84.73%, top5-acc=98.47%, remaining_time=0:00:26.911034, arrival_time=2021-04-14 23:23:40.079643, cost_time=0:00:34.421037 2021-04-14 23:23:16,273 INFO : TRAIN, epoch=0122, iter=00120/00196, fetch data time cost=1.49ms, fps=825 images/s, loss=0.4941, top1-acc=84.65%, top5-acc=98.48%, remaining_time=0:00:23.766340, arrival_time=2021-04-14 23:23:40.039650, cost_time=0:00:37.525742 2021-04-14 23:23:19,383 INFO : TRAIN, epoch=0122, iter=00130/00196, fetch data time cost=2.79ms, fps=823 images/s, loss=0.4994, top1-acc=84.44%, top5-acc=98.47%, remaining_time=0:00:20.630346, arrival_time=2021-04-14 23:23:40.013444, cost_time=0:00:40.635488 2021-04-14 23:23:22,494 INFO : TRAIN, epoch=0122, iter=00140/00196, fetch data time cost=2.20ms, fps=823 images/s, loss=0.5008, top1-acc=84.44%, top5-acc=98.44%, remaining_time=0:00:17.498712, arrival_time=2021-04-14 23:23:39.993097, cost_time=0:00:43.746801 2021-04-14 23:23:25,595 INFO : TRAIN, epoch=0122, iter=00150/00196, fetch data time cost=1.62ms, fps=826 images/s, loss=0.5071, top1-acc=84.21%, top5-acc=98.40%, remaining_time=0:00:14.366628, arrival_time=2021-04-14 23:23:39.961856, cost_time=0:00:46.847657 2021-04-14 23:23:28,702 INFO : TRAIN, epoch=0122, iter=00160/00196, fetch data time cost=2.32ms, fps=824 images/s, loss=0.5095, top1-acc=84.16%, top5-acc=98.40%, remaining_time=0:00:11.239920, arrival_time=2021-04-14 23:23:39.942691, cost_time=0:00:49.955201 2021-04-14 23:23:31,805 INFO : TRAIN, epoch=0122, iter=00170/00196, fetch data time cost=1.45ms, fps=825 images/s, loss=0.5121, top1-acc=84.07%, top5-acc=98.38%, remaining_time=0:00:08.114626, arrival_time=2021-04-14 23:23:39.919513, cost_time=0:00:53.057205 2021-04-14 23:23:34,906 INFO : TRAIN, epoch=0122, iter=00180/00196, fetch data time cost=1.45ms, fps=826 images/s, loss=0.5142, top1-acc=83.98%, top5-acc=98.35%, remaining_time=0:00:04.991904, arrival_time=2021-04-14 23:23:39.898321, cost_time=0:00:56.158855 2021-04-14 23:23:38,015 INFO : TRAIN, epoch=0122, iter=00190/00196, fetch data time cost=2.14ms, fps=824 images/s, loss=0.5168, top1-acc=83.86%, top5-acc=98.35%, remaining_time=0:00:01.871604, arrival_time=2021-04-14 23:23:39.886756, cost_time=0:00:59.267540 2021-04-14 23:23:39,666 INFO : TRAIN, epoch=0122, iter=00196/00196, fetch data time cost=1.26ms, fps=824 images/s, loss=0.5193, top1-acc=83.77%, top5-acc=98.33%, remaining_time=0:00:00, arrival_time=2021-04-14 23:23:39.666495, cost_time=0:01:00.919009 2021-04-14 23:23:40,733 INFO : EVAL, epoch=0122, iter=00010/00040, fetch data time cost=1.34ms, fps=2403 images/s, loss=1.2103, top1-acc=67.46%, top5-acc=90.43%, remaining_time=0:00:03.195900, arrival_time=2021-04-14 23:23:43.929748, cost_time=0:00:01.065305 2021-04-14 23:23:41,680 INFO : EVAL, epoch=0122, iter=00020/00040, fetch data time cost=1.65ms, fps=2713 images/s, loss=1.2119, top1-acc=67.73%, top5-acc=90.43%, remaining_time=0:00:02.012120, arrival_time=2021-04-14 23:23:43.692731, cost_time=0:00:02.012114 2021-04-14 23:23:42,629 INFO : EVAL, epoch=0122, iter=00030/00040, fetch data time cost=1.52ms, fps=2698 images/s, loss=1.2237, top1-acc=67.37%, top5-acc=90.25%, remaining_time=0:00:00.987110, arrival_time=2021-04-14 23:23:43.616891, cost_time=0:00:02.961317 2021-04-14 23:23:43,491 INFO : EVAL, epoch=0122, iter=00040/00040, fetch data time cost=0.08ms, fps=2694 images/s, loss=1.2257, top1-acc=67.24%, top5-acc=90.45%, remaining_time=0:00:00, arrival_time=2021-04-14 23:23:43.491203, cost_time=0:00:03.822765 2021-04-14 23:23:43,781 INFO : Epoch=0122 complete, best val top1-acc=67.46%, top5-acc=90.54% (epoch=118), remaining_time=1:24:43.207428, arrival_time=2021-04-15 00:48:26.989015, cost_time=2:12:30.657727 2021-04-14 23:23:43,783 INFO : Train start, epoch=0123, lr=0.033063 2021-04-14 23:23:47,124 INFO : TRAIN, epoch=0123, iter=00010/00196, fetch data time cost=1.71ms, fps=766 images/s, loss=0.4534, top1-acc=85.35%, top5-acc=98.83%, remaining_time=0:01:02.126418, arrival_time=2021-04-14 23:24:49.250409, cost_time=0:00:03.340129 2021-04-14 23:23:50,228 INFO : TRAIN, epoch=0123, iter=00020/00196, fetch data time cost=1.48ms, fps=825 images/s, loss=0.4605, top1-acc=85.27%, top5-acc=98.79%, remaining_time=0:00:56.708256, arrival_time=2021-04-14 23:24:46.936230, cost_time=0:00:06.444126 2021-04-14 23:23:53,330 INFO : TRAIN, epoch=0123, iter=00030/00196, fetch data time cost=1.56ms, fps=825 images/s, loss=0.4657, top1-acc=85.12%, top5-acc=98.78%, remaining_time=0:00:52.824354, arrival_time=2021-04-14 23:24:46.154669, cost_time=0:00:09.546575 2021-04-14 23:23:56,434 INFO : TRAIN, epoch=0123, iter=00040/00196, fetch data time cost=1.51ms, fps=825 images/s, loss=0.4658, top1-acc=85.25%, top5-acc=98.69%, remaining_time=0:00:49.336872, arrival_time=2021-04-14 23:24:45.771155, cost_time=0:00:12.650471 2021-04-14 23:23:59,534 INFO : TRAIN, epoch=0123, iter=00050/00196, fetch data time cost=1.59ms, fps=826 images/s, loss=0.4696, top1-acc=85.16%, top5-acc=98.65%, remaining_time=0:00:45.991314, arrival_time=2021-04-14 23:24:45.525496, cost_time=0:00:15.750436 2021-04-14 23:24:02,633 INFO : TRAIN, epoch=0123, iter=00060/00196, fetch data time cost=1.60ms, fps=826 images/s, loss=0.4740, top1-acc=85.06%, top5-acc=98.61%, remaining_time=0:00:42.726712, arrival_time=2021-04-14 23:24:45.360490, cost_time=0:00:18.850025 2021-04-14 23:24:05,742 INFO : TRAIN, epoch=0123, iter=00070/00196, fetch data time cost=2.08ms, fps=824 images/s, loss=0.4782, top1-acc=84.96%, top5-acc=98.59%, remaining_time=0:00:39.525444, arrival_time=2021-04-14 23:24:45.267749, cost_time=0:00:21.958564 2021-04-14 23:24:08,845 INFO : TRAIN, epoch=0123, iter=00080/00196, fetch data time cost=1.63ms, fps=825 images/s, loss=0.4791, top1-acc=84.96%, top5-acc=98.59%, remaining_time=0:00:36.338972, arrival_time=2021-04-14 23:24:45.183957, cost_time=0:00:25.061329 2021-04-14 23:24:11,950 INFO : TRAIN, epoch=0123, iter=00090/00196, fetch data time cost=2.19ms, fps=824 images/s, loss=0.4821, top1-acc=84.79%, top5-acc=98.59%, remaining_time=0:00:33.174396, arrival_time=2021-04-14 23:24:45.125091, cost_time=0:00:28.166958 2021-04-14 23:24:15,060 INFO : TRAIN, epoch=0123, iter=00100/00196, fetch data time cost=1.51ms, fps=823 images/s, loss=0.4852, top1-acc=84.77%, top5-acc=98.58%, remaining_time=0:00:30.025440, arrival_time=2021-04-14 23:24:45.085663, cost_time=0:00:31.276482 2021-04-14 23:24:18,169 INFO : TRAIN, epoch=0123, iter=00110/00196, fetch data time cost=1.65ms, fps=824 images/s, loss=0.4873, top1-acc=84.70%, top5-acc=98.58%, remaining_time=0:00:26.883084, arrival_time=2021-04-14 23:24:45.052226, cost_time=0:00:34.385342 2021-04-14 23:24:21,268 INFO : TRAIN, epoch=0123, iter=00120/00196, fetch data time cost=1.42ms, fps=826 images/s, loss=0.4907, top1-acc=84.63%, top5-acc=98.54%, remaining_time=0:00:23.740348, arrival_time=2021-04-14 23:24:45.008862, cost_time=0:00:37.484777 2021-04-14 23:24:24,369 INFO : TRAIN, epoch=0123, iter=00130/00196, fetch data time cost=1.42ms, fps=826 images/s, loss=0.4925, top1-acc=84.53%, top5-acc=98.50%, remaining_time=0:00:20.604738, arrival_time=2021-04-14 23:24:44.973625, cost_time=0:00:40.585053 2021-04-14 23:24:27,473 INFO : TRAIN, epoch=0123, iter=00140/00196, fetch data time cost=1.46ms, fps=825 images/s, loss=0.4952, top1-acc=84.41%, top5-acc=98.48%, remaining_time=0:00:17.475696, arrival_time=2021-04-14 23:24:44.948745, cost_time=0:00:43.689198 2021-04-14 23:24:30,583 INFO : TRAIN, epoch=0123, iter=00150/00196, fetch data time cost=1.62ms, fps=823 images/s, loss=0.4985, top1-acc=84.33%, top5-acc=98.46%, remaining_time=0:00:14.352000, arrival_time=2021-04-14 23:24:44.935601, cost_time=0:00:46.799936 2021-04-14 23:24:33,689 INFO : TRAIN, epoch=0123, iter=00160/00196, fetch data time cost=2.23ms, fps=824 images/s, loss=0.5031, top1-acc=84.21%, top5-acc=98.44%, remaining_time=0:00:11.228868, arrival_time=2021-04-14 23:24:44.918752, cost_time=0:00:49.906094 2021-04-14 23:24:36,807 INFO : TRAIN, epoch=0123, iter=00170/00196, fetch data time cost=1.39ms, fps=821 images/s, loss=0.5051, top1-acc=84.16%, top5-acc=98.43%, remaining_time=0:00:08.109478, arrival_time=2021-04-14 23:24:44.916787, cost_time=0:00:53.023563 2021-04-14 23:24:39,909 INFO : TRAIN, epoch=0123, iter=00180/00196, fetch data time cost=1.41ms, fps=825 images/s, loss=0.5077, top1-acc=84.07%, top5-acc=98.40%, remaining_time=0:00:04.988960, arrival_time=2021-04-14 23:24:44.898466, cost_time=0:00:56.125759 2021-04-14 23:24:43,033 INFO : TRAIN, epoch=0123, iter=00190/00196, fetch data time cost=1.38ms, fps=820 images/s, loss=0.5105, top1-acc=83.98%, top5-acc=98.37%, remaining_time=0:00:01.871028, arrival_time=2021-04-14 23:24:44.904110, cost_time=0:00:59.249209 2021-04-14 23:24:44,687 INFO : TRAIN, epoch=0123, iter=00196/00196, fetch data time cost=1.24ms, fps=822 images/s, loss=0.5113, top1-acc=83.94%, top5-acc=98.37%, remaining_time=0:00:00, arrival_time=2021-04-14 23:24:44.687914, cost_time=0:01:00.904242 2021-04-14 23:24:45,746 INFO : EVAL, epoch=0123, iter=00010/00040, fetch data time cost=1.54ms, fps=2422 images/s, loss=1.3532, top1-acc=64.18%, top5-acc=89.10%, remaining_time=0:00:03.170580, arrival_time=2021-04-14 23:24:48.917451, cost_time=0:00:01.056861 2021-04-14 23:24:46,690 INFO : EVAL, epoch=0123, iter=00020/00040, fetch data time cost=1.49ms, fps=2715 images/s, loss=1.3090, top1-acc=65.20%, top5-acc=89.43%, remaining_time=0:00:02.000140, arrival_time=2021-04-14 23:24:48.690377, cost_time=0:00:02.000135 2021-04-14 23:24:47,632 INFO : EVAL, epoch=0123, iter=00030/00040, fetch data time cost=1.29ms, fps=2718 images/s, loss=1.2885, top1-acc=65.68%, top5-acc=90.08%, remaining_time=0:00:00.980810, arrival_time=2021-04-14 23:24:48.613253, cost_time=0:00:02.942444 2021-04-14 23:24:48,493 INFO : EVAL, epoch=0123, iter=00040/00040, fetch data time cost=0.09ms, fps=2695 images/s, loss=1.2952, top1-acc=65.74%, top5-acc=90.10%, remaining_time=0:00:00, arrival_time=2021-04-14 23:24:48.493604, cost_time=0:00:03.803622 2021-04-14 23:24:48,763 INFO : Epoch=0123 complete, best val top1-acc=67.46%, top5-acc=90.54% (epoch=118), remaining_time=1:23:37.920985, arrival_time=2021-04-15 00:48:26.684892, cost_time=2:13:35.640052 2021-04-14 23:24:48,766 INFO : Train start, epoch=0124, lr=0.032326 2021-04-14 23:24:52,071 INFO : TRAIN, epoch=0124, iter=00010/00196, fetch data time cost=2.12ms, fps=775 images/s, loss=0.4686, top1-acc=85.43%, top5-acc=98.36%, remaining_time=0:01:01.471884, arrival_time=2021-04-14 23:25:53.543276, cost_time=0:00:03.304936 2021-04-14 23:24:55,180 INFO : TRAIN, epoch=0124, iter=00020/00196, fetch data time cost=1.59ms, fps=823 images/s, loss=0.4804, top1-acc=84.80%, top5-acc=98.54%, remaining_time=0:00:56.446016, arrival_time=2021-04-14 23:25:51.626804, cost_time=0:00:06.414320 2021-04-14 23:24:58,280 INFO : TRAIN, epoch=0124, iter=00030/00196, fetch data time cost=1.54ms, fps=826 images/s, loss=0.4762, top1-acc=85.21%, top5-acc=98.59%, remaining_time=0:00:52.644576, arrival_time=2021-04-14 23:25:50.925328, cost_time=0:00:09.514076 2021-04-14 23:25:01,387 INFO : TRAIN, epoch=0124, iter=00040/00196, fetch data time cost=1.58ms, fps=824 images/s, loss=0.4692, top1-acc=85.44%, top5-acc=98.72%, remaining_time=0:00:49.220184, arrival_time=2021-04-14 23:25:50.607219, cost_time=0:00:12.620574 2021-04-14 23:25:04,503 INFO : TRAIN, epoch=0124, iter=00050/00196, fetch data time cost=1.38ms, fps=822 images/s, loss=0.4717, top1-acc=85.27%, top5-acc=98.70%, remaining_time=0:00:45.951164, arrival_time=2021-04-14 23:25:50.454362, cost_time=0:00:15.736682 2021-04-14 23:25:07,613 INFO : TRAIN, epoch=0124, iter=00060/00196, fetch data time cost=1.60ms, fps=823 images/s, loss=0.4710, top1-acc=85.29%, top5-acc=98.68%, remaining_time=0:00:42.720592, arrival_time=2021-04-14 23:25:50.334389, cost_time=0:00:18.847331 2021-04-14 23:25:10,720 INFO : TRAIN, epoch=0124, iter=00070/00196, fetch data time cost=1.59ms, fps=824 images/s, loss=0.4736, top1-acc=85.26%, top5-acc=98.64%, remaining_time=0:00:39.516750, arrival_time=2021-04-14 23:25:50.237089, cost_time=0:00:21.953764 2021-04-14 23:25:13,826 INFO : TRAIN, epoch=0124, iter=00080/00196, fetch data time cost=1.54ms, fps=824 images/s, loss=0.4766, top1-acc=85.28%, top5-acc=98.54%, remaining_time=0:00:36.336536, arrival_time=2021-04-14 23:25:50.162817, cost_time=0:00:25.059654 2021-04-14 23:25:16,933 INFO : TRAIN, epoch=0124, iter=00090/00196, fetch data time cost=2.33ms, fps=824 images/s, loss=0.4775, top1-acc=85.20%, top5-acc=98.56%, remaining_time=0:00:33.174290, arrival_time=2021-04-14 23:25:50.107682, cost_time=0:00:28.166879 2021-04-14 23:25:20,044 INFO : TRAIN, epoch=0124, iter=00100/00196, fetch data time cost=1.35ms, fps=823 images/s, loss=0.4797, top1-acc=85.05%, top5-acc=98.57%, remaining_time=0:00:30.026400, arrival_time=2021-04-14 23:25:50.070377, cost_time=0:00:31.277510 2021-04-14 23:25:23,145 INFO : TRAIN, epoch=0124, iter=00110/00196, fetch data time cost=2.09ms, fps=826 images/s, loss=0.4780, top1-acc=85.16%, top5-acc=98.58%, remaining_time=0:00:26.877752, arrival_time=2021-04-14 23:25:50.022757, cost_time=0:00:34.378493 2021-04-14 23:25:26,243 INFO : TRAIN, epoch=0124, iter=00120/00196, fetch data time cost=1.40ms, fps=826 images/s, loss=0.4787, top1-acc=85.14%, top5-acc=98.55%, remaining_time=0:00:23.735712, arrival_time=2021-04-14 23:25:49.979583, cost_time=0:00:37.477399 2021-04-14 23:25:29,360 INFO : TRAIN, epoch=0124, iter=00130/00196, fetch data time cost=1.46ms, fps=822 images/s, loss=0.4833, top1-acc=85.01%, top5-acc=98.56%, remaining_time=0:00:20.609226, arrival_time=2021-04-14 23:25:49.969637, cost_time=0:00:40.593939 2021-04-14 23:25:32,479 INFO : TRAIN, epoch=0124, iter=00140/00196, fetch data time cost=4.45ms, fps=821 images/s, loss=0.4841, top1-acc=84.97%, top5-acc=98.58%, remaining_time=0:00:17.485216, arrival_time=2021-04-14 23:25:49.964724, cost_time=0:00:43.713018 2021-04-14 23:25:35,581 INFO : TRAIN, epoch=0124, iter=00150/00196, fetch data time cost=1.41ms, fps=826 images/s, loss=0.4876, top1-acc=84.86%, top5-acc=98.57%, remaining_time=0:00:14.356462, arrival_time=2021-04-14 23:25:49.937588, cost_time=0:00:46.814535 2021-04-14 23:25:38,688 INFO : TRAIN, epoch=0124, iter=00160/00196, fetch data time cost=1.45ms, fps=824 images/s, loss=0.4913, top1-acc=84.77%, top5-acc=98.53%, remaining_time=0:00:11.232360, arrival_time=2021-04-14 23:25:49.920469, cost_time=0:00:49.921649 2021-04-14 23:25:41,796 INFO : TRAIN, epoch=0124, iter=00170/00196, fetch data time cost=2.34ms, fps=824 images/s, loss=0.4950, top1-acc=84.63%, top5-acc=98.49%, remaining_time=0:00:08.110414, arrival_time=2021-04-14 23:25:49.906499, cost_time=0:00:53.029604 2021-04-14 23:25:44,893 INFO : TRAIN, epoch=0124, iter=00180/00196, fetch data time cost=1.48ms, fps=827 images/s, loss=0.4996, top1-acc=84.49%, top5-acc=98.45%, remaining_time=0:00:04.989040, arrival_time=2021-04-14 23:25:49.882383, cost_time=0:00:56.126733 2021-04-14 23:25:47,998 INFO : TRAIN, epoch=0124, iter=00190/00196, fetch data time cost=1.88ms, fps=825 images/s, loss=0.5028, top1-acc=84.36%, top5-acc=98.42%, remaining_time=0:00:01.870476, arrival_time=2021-04-14 23:25:49.868677, cost_time=0:00:59.231728 2021-04-14 23:25:49,649 INFO : TRAIN, epoch=0124, iter=00196/00196, fetch data time cost=1.27ms, fps=824 images/s, loss=0.5045, top1-acc=84.29%, top5-acc=98.42%, remaining_time=0:00:00, arrival_time=2021-04-14 23:25:49.649816, cost_time=0:01:00.883438 2021-04-14 23:25:50,710 INFO : EVAL, epoch=0124, iter=00010/00040, fetch data time cost=2.33ms, fps=2418 images/s, loss=1.2007, top1-acc=67.50%, top5-acc=90.59%, remaining_time=0:00:03.176460, arrival_time=2021-04-14 23:25:53.886883, cost_time=0:00:01.058815 2021-04-14 23:25:51,659 INFO : EVAL, epoch=0124, iter=00020/00040, fetch data time cost=1.34ms, fps=2700 images/s, loss=1.2458, top1-acc=66.48%, top5-acc=90.02%, remaining_time=0:00:02.007520, arrival_time=2021-04-14 23:25:53.666807, cost_time=0:00:02.007514 2021-04-14 23:25:52,605 INFO : EVAL, epoch=0124, iter=00030/00040, fetch data time cost=1.53ms, fps=2709 images/s, loss=1.2516, top1-acc=66.26%, top5-acc=90.09%, remaining_time=0:00:00.984460, arrival_time=2021-04-14 23:25:53.589406, cost_time=0:00:02.953366 2021-04-14 23:25:53,463 INFO : EVAL, epoch=0124, iter=00040/00040, fetch data time cost=0.09ms, fps=2704 images/s, loss=1.2581, top1-acc=66.08%, top5-acc=89.91%, remaining_time=0:00:00, arrival_time=2021-04-14 23:25:53.463205, cost_time=0:00:03.811657 2021-04-14 23:25:53,765 INFO : Epoch=0124 complete, best val top1-acc=67.46%, top5-acc=90.54% (epoch=118), remaining_time=1:22:32.651492, arrival_time=2021-04-15 00:48:26.417237, cost_time=2:14:40.641916 2021-04-14 23:25:53,767 INFO : Train start, epoch=0125, lr=0.031594 2021-04-14 23:25:57,056 INFO : TRAIN, epoch=0125, iter=00010/00196, fetch data time cost=2.25ms, fps=778 images/s, loss=0.4841, top1-acc=85.47%, top5-acc=98.20%, remaining_time=0:01:01.175028, arrival_time=2021-04-14 23:26:58.231230, cost_time=0:00:03.288982 2021-04-14 23:26:00,164 INFO : TRAIN, epoch=0125, iter=00020/00196, fetch data time cost=1.50ms, fps=824 images/s, loss=0.4755, top1-acc=85.49%, top5-acc=98.36%, remaining_time=0:00:56.296592, arrival_time=2021-04-14 23:26:56.461253, cost_time=0:00:06.397343 2021-04-14 23:26:03,269 INFO : TRAIN, epoch=0125, iter=00030/00196, fetch data time cost=1.80ms, fps=825 images/s, loss=0.4681, top1-acc=85.98%, top5-acc=98.53%, remaining_time=0:00:52.579504, arrival_time=2021-04-14 23:26:55.849132, cost_time=0:00:09.502314 2021-04-14 23:26:06,377 INFO : TRAIN, epoch=0125, iter=00040/00196, fetch data time cost=1.72ms, fps=824 images/s, loss=0.4662, top1-acc=85.95%, top5-acc=98.61%, remaining_time=0:00:49.180560, arrival_time=2021-04-14 23:26:55.558355, cost_time=0:00:12.610412 2021-04-14 23:26:09,488 INFO : TRAIN, epoch=0125, iter=00050/00196, fetch data time cost=3.77ms, fps=823 images/s, loss=0.4675, top1-acc=85.84%, top5-acc=98.62%, remaining_time=0:00:45.905758, arrival_time=2021-04-14 23:26:55.394212, cost_time=0:00:15.721126 2021-04-14 23:26:12,600 INFO : TRAIN, epoch=0125, iter=00060/00196, fetch data time cost=2.16ms, fps=823 images/s, loss=0.4646, top1-acc=85.70%, top5-acc=98.73%, remaining_time=0:00:42.689040, arrival_time=2021-04-14 23:26:55.289757, cost_time=0:00:18.833402 2021-04-14 23:26:15,703 INFO : TRAIN, epoch=0125, iter=00070/00196, fetch data time cost=2.20ms, fps=825 images/s, loss=0.4670, top1-acc=85.61%, top5-acc=98.74%, remaining_time=0:00:39.484998, arrival_time=2021-04-14 23:26:55.188443, cost_time=0:00:21.936128 2021-04-14 23:26:18,805 INFO : TRAIN, epoch=0125, iter=00080/00196, fetch data time cost=1.61ms, fps=825 images/s, loss=0.4686, top1-acc=85.61%, top5-acc=98.70%, remaining_time=0:00:36.305100, arrival_time=2021-04-14 23:26:55.110509, cost_time=0:00:25.037985 2021-04-14 23:26:21,908 INFO : TRAIN, epoch=0125, iter=00090/00196, fetch data time cost=1.47ms, fps=825 images/s, loss=0.4693, top1-acc=85.51%, top5-acc=98.67%, remaining_time=0:00:33.144610, arrival_time=2021-04-14 23:26:55.053463, cost_time=0:00:28.141617 2021-04-14 23:26:25,019 INFO : TRAIN, epoch=0125, iter=00100/00196, fetch data time cost=1.57ms, fps=823 images/s, loss=0.4685, top1-acc=85.52%, top5-acc=98.68%, remaining_time=0:00:30.002016, arrival_time=2021-04-14 23:26:55.021478, cost_time=0:00:31.252148 2021-04-14 23:26:28,123 INFO : TRAIN, epoch=0125, iter=00110/00196, fetch data time cost=1.34ms, fps=825 images/s, loss=0.4721, top1-acc=85.40%, top5-acc=98.67%, remaining_time=0:00:26.860294, arrival_time=2021-04-14 23:26:54.983815, cost_time=0:00:34.356194 2021-04-14 23:26:31,225 INFO : TRAIN, epoch=0125, iter=00120/00196, fetch data time cost=2.21ms, fps=825 images/s, loss=0.4735, top1-acc=85.35%, top5-acc=98.63%, remaining_time=0:00:23.723628, arrival_time=2021-04-14 23:26:54.949280, cost_time=0:00:37.458346 2021-04-14 23:26:34,336 INFO : TRAIN, epoch=0125, iter=00130/00196, fetch data time cost=1.40ms, fps=823 images/s, loss=0.4731, top1-acc=85.36%, top5-acc=98.66%, remaining_time=0:00:20.596752, arrival_time=2021-04-14 23:26:54.933295, cost_time=0:00:40.569296 2021-04-14 23:26:37,444 INFO : TRAIN, epoch=0125, iter=00140/00196, fetch data time cost=1.44ms, fps=824 images/s, loss=0.4749, top1-acc=85.32%, top5-acc=98.63%, remaining_time=0:00:17.470656, arrival_time=2021-04-14 23:26:54.914643, cost_time=0:00:43.676588 2021-04-14 23:26:40,555 INFO : TRAIN, epoch=0125, iter=00150/00196, fetch data time cost=1.70ms, fps=823 images/s, loss=0.4751, top1-acc=85.29%, top5-acc=98.66%, remaining_time=0:00:14.348274, arrival_time=2021-04-14 23:26:54.903415, cost_time=0:00:46.787818 2021-04-14 23:26:43,662 INFO : TRAIN, epoch=0125, iter=00160/00196, fetch data time cost=1.73ms, fps=824 images/s, loss=0.4767, top1-acc=85.24%, top5-acc=98.65%, remaining_time=0:00:11.226312, arrival_time=2021-04-14 23:26:54.888352, cost_time=0:00:49.894730 2021-04-14 23:26:46,774 INFO : TRAIN, epoch=0125, iter=00170/00196, fetch data time cost=1.59ms, fps=823 images/s, loss=0.4798, top1-acc=85.11%, top5-acc=98.64%, remaining_time=0:00:08.106930, arrival_time=2021-04-14 23:26:54.881068, cost_time=0:00:53.006827 2021-04-14 23:26:49,879 INFO : TRAIN, epoch=0125, iter=00180/00196, fetch data time cost=1.49ms, fps=825 images/s, loss=0.4830, top1-acc=84.97%, top5-acc=98.64%, remaining_time=0:00:04.987712, arrival_time=2021-04-14 23:26:54.866824, cost_time=0:00:56.111805 2021-04-14 23:26:52,984 INFO : TRAIN, epoch=0125, iter=00190/00196, fetch data time cost=1.31ms, fps=825 images/s, loss=0.4854, top1-acc=84.87%, top5-acc=98.62%, remaining_time=0:00:01.870002, arrival_time=2021-04-14 23:26:54.854089, cost_time=0:00:59.216726 2021-04-14 23:26:54,641 INFO : TRAIN, epoch=0125, iter=00196/00196, fetch data time cost=1.53ms, fps=821 images/s, loss=0.4872, top1-acc=84.85%, top5-acc=98.60%, remaining_time=0:00:00, arrival_time=2021-04-14 23:26:54.641537, cost_time=0:01:00.874006 2021-04-14 23:26:55,743 INFO : EVAL, epoch=0125, iter=00010/00040, fetch data time cost=0.21ms, fps=2332 images/s, loss=1.1795, top1-acc=68.55%, top5-acc=90.62%, remaining_time=0:00:03.293940, arrival_time=2021-04-14 23:26:59.037672, cost_time=0:00:01.097985 2021-04-14 23:26:56,689 INFO : EVAL, epoch=0125, iter=00020/00040, fetch data time cost=1.50ms, fps=2709 images/s, loss=1.2068, top1-acc=66.99%, top5-acc=90.16%, remaining_time=0:00:02.043180, arrival_time=2021-04-14 23:26:58.732191, cost_time=0:00:02.043189 2021-04-14 23:26:57,632 INFO : EVAL, epoch=0125, iter=00030/00040, fetch data time cost=1.55ms, fps=2715 images/s, loss=1.1885, top1-acc=67.73%, top5-acc=90.47%, remaining_time=0:00:00.995510, arrival_time=2021-04-14 23:26:58.627870, cost_time=0:00:02.986529 2021-04-14 23:26:58,493 INFO : EVAL, epoch=0125, iter=00040/00040, fetch data time cost=0.08ms, fps=2697 images/s, loss=1.1954, top1-acc=67.47%, top5-acc=90.77%, remaining_time=0:00:00, arrival_time=2021-04-14 23:26:58.492993, cost_time=0:00:03.847294 2021-04-14 23:26:59,029 INFO : Epoch=0125 complete, best val top1-acc=67.47%, top5-acc=90.77% (epoch=125), remaining_time=1:21:27.543300, arrival_time=2021-04-15 00:48:26.572633, cost_time=2:15:45.905495 2021-04-14 23:26:59,031 INFO : Train start, epoch=0126, lr=0.030866 2021-04-14 23:27:02,309 INFO : TRAIN, epoch=0126, iter=00010/00196, fetch data time cost=1.78ms, fps=781 images/s, loss=0.4602, top1-acc=86.09%, top5-acc=99.02%, remaining_time=0:01:00.970428, arrival_time=2021-04-14 23:28:03.280228, cost_time=0:00:03.277985 2021-04-14 23:27:05,423 INFO : TRAIN, epoch=0126, iter=00020/00196, fetch data time cost=1.57ms, fps=823 images/s, loss=0.4598, top1-acc=85.84%, top5-acc=99.04%, remaining_time=0:00:56.245376, arrival_time=2021-04-14 23:28:01.668480, cost_time=0:00:06.391528 2021-04-14 23:27:08,530 INFO : TRAIN, epoch=0126, iter=00030/00196, fetch data time cost=1.77ms, fps=824 images/s, loss=0.4519, top1-acc=86.15%, top5-acc=99.10%, remaining_time=0:00:52.562738, arrival_time=2021-04-14 23:28:01.093625, cost_time=0:00:09.499294 2021-04-14 23:27:11,634 INFO : TRAIN, epoch=0126, iter=00040/00196, fetch data time cost=2.13ms, fps=825 images/s, loss=0.4486, top1-acc=86.09%, top5-acc=99.08%, remaining_time=0:00:49.152324, arrival_time=2021-04-14 23:28:00.787113, cost_time=0:00:12.603157 2021-04-14 23:27:14,738 INFO : TRAIN, epoch=0126, iter=00050/00196, fetch data time cost=1.71ms, fps=825 images/s, loss=0.4451, top1-acc=86.16%, top5-acc=99.04%, remaining_time=0:00:45.863710, arrival_time=2021-04-14 23:28:00.602022, cost_time=0:00:15.706728 2021-04-14 23:27:17,847 INFO : TRAIN, epoch=0126, iter=00060/00196, fetch data time cost=1.61ms, fps=824 images/s, loss=0.4459, top1-acc=86.00%, top5-acc=99.00%, remaining_time=0:00:42.649328, arrival_time=2021-04-14 23:28:00.496777, cost_time=0:00:18.815858 2021-04-14 23:27:20,957 INFO : TRAIN, epoch=0126, iter=00070/00196, fetch data time cost=1.86ms, fps=823 images/s, loss=0.4496, top1-acc=85.94%, top5-acc=98.96%, remaining_time=0:00:39.466350, arrival_time=2021-04-14 23:28:00.423805, cost_time=0:00:21.925764 2021-04-14 23:27:24,059 INFO : TRAIN, epoch=0126, iter=00080/00196, fetch data time cost=1.34ms, fps=826 images/s, loss=0.4531, top1-acc=85.77%, top5-acc=98.96%, remaining_time=0:00:36.289904, arrival_time=2021-04-14 23:28:00.349042, cost_time=0:00:25.027548 2021-04-14 23:27:27,158 INFO : TRAIN, epoch=0126, iter=00090/00196, fetch data time cost=1.41ms, fps=826 images/s, loss=0.4532, top1-acc=85.69%, top5-acc=98.96%, remaining_time=0:00:33.126696, arrival_time=2021-04-14 23:28:00.284757, cost_time=0:00:28.126470 2021-04-14 23:27:30,264 INFO : TRAIN, epoch=0126, iter=00100/00196, fetch data time cost=1.45ms, fps=824 images/s, loss=0.4530, top1-acc=85.74%, top5-acc=98.94%, remaining_time=0:00:29.983584, arrival_time=2021-04-14 23:28:00.248101, cost_time=0:00:31.232874 2021-04-14 23:27:33,368 INFO : TRAIN, epoch=0126, iter=00110/00196, fetch data time cost=2.03ms, fps=825 images/s, loss=0.4560, top1-acc=85.67%, top5-acc=98.90%, remaining_time=0:00:26.844986, arrival_time=2021-04-14 23:28:00.213177, cost_time=0:00:34.336610 2021-04-14 23:27:36,476 INFO : TRAIN, epoch=0126, iter=00120/00196, fetch data time cost=1.55ms, fps=824 images/s, loss=0.4576, top1-acc=85.62%, top5-acc=98.87%, remaining_time=0:00:23.714736, arrival_time=2021-04-14 23:28:00.190785, cost_time=0:00:37.444332 2021-04-14 23:27:39,586 INFO : TRAIN, epoch=0126, iter=00130/00196, fetch data time cost=1.47ms, fps=823 images/s, loss=0.4573, top1-acc=85.65%, top5-acc=98.86%, remaining_time=0:00:20.589096, arrival_time=2021-04-14 23:28:00.175075, cost_time=0:00:40.554272 2021-04-14 23:27:42,691 INFO : TRAIN, epoch=0126, iter=00140/00196, fetch data time cost=1.62ms, fps=825 images/s, loss=0.4596, top1-acc=85.59%, top5-acc=98.82%, remaining_time=0:00:17.463992, arrival_time=2021-04-14 23:28:00.155598, cost_time=0:00:43.660040 2021-04-14 23:27:45,797 INFO : TRAIN, epoch=0126, iter=00150/00196, fetch data time cost=1.49ms, fps=824 images/s, loss=0.4629, top1-acc=85.46%, top5-acc=98.80%, remaining_time=0:00:14.341466, arrival_time=2021-04-14 23:28:00.138765, cost_time=0:00:46.765616 2021-04-14 23:27:48,899 INFO : TRAIN, epoch=0126, iter=00160/00196, fetch data time cost=1.54ms, fps=825 images/s, loss=0.4648, top1-acc=85.38%, top5-acc=98.77%, remaining_time=0:00:11.220336, arrival_time=2021-04-14 23:28:00.120160, cost_time=0:00:49.868107 2021-04-14 23:27:52,002 INFO : TRAIN, epoch=0126, iter=00170/00196, fetch data time cost=1.47ms, fps=825 images/s, loss=0.4675, top1-acc=85.28%, top5-acc=98.75%, remaining_time=0:00:08.101418, arrival_time=2021-04-14 23:28:00.103853, cost_time=0:00:52.970856 2021-04-14 23:27:55,102 INFO : TRAIN, epoch=0126, iter=00180/00196, fetch data time cost=1.38ms, fps=826 images/s, loss=0.4716, top1-acc=85.18%, top5-acc=98.73%, remaining_time=0:00:04.984032, arrival_time=2021-04-14 23:28:00.085957, cost_time=0:00:56.070327 2021-04-14 23:27:58,208 INFO : TRAIN, epoch=0126, iter=00190/00196, fetch data time cost=1.72ms, fps=824 images/s, loss=0.4750, top1-acc=85.06%, top5-acc=98.69%, remaining_time=0:00:01.868736, arrival_time=2021-04-14 23:28:00.077049, cost_time=0:00:59.176731 2021-04-14 23:27:59,862 INFO : TRAIN, epoch=0126, iter=00196/00196, fetch data time cost=1.27ms, fps=823 images/s, loss=0.4776, top1-acc=85.01%, top5-acc=98.69%, remaining_time=0:00:00, arrival_time=2021-04-14 23:27:59.862299, cost_time=0:01:00.830712 2021-04-14 23:28:00,957 INFO : EVAL, epoch=0126, iter=00010/00040, fetch data time cost=1.39ms, fps=2343 images/s, loss=1.1827, top1-acc=68.36%, top5-acc=90.70%, remaining_time=0:00:03.277740, arrival_time=2021-04-14 23:28:04.234762, cost_time=0:00:01.092583 2021-04-14 23:28:01,900 INFO : EVAL, epoch=0126, iter=00020/00040, fetch data time cost=1.43ms, fps=2716 images/s, loss=1.1814, top1-acc=68.93%, top5-acc=90.64%, remaining_time=0:00:02.035680, arrival_time=2021-04-14 23:28:03.935823, cost_time=0:00:02.035672 2021-04-14 23:28:02,840 INFO : EVAL, epoch=0126, iter=00030/00040, fetch data time cost=1.39ms, fps=2724 images/s, loss=1.2054, top1-acc=67.94%, top5-acc=90.46%, remaining_time=0:00:00.991970, arrival_time=2021-04-14 23:28:03.832275, cost_time=0:00:02.975918 2021-04-14 23:28:03,697 INFO : EVAL, epoch=0126, iter=00040/00040, fetch data time cost=0.08ms, fps=2707 images/s, loss=1.1921, top1-acc=68.11%, top5-acc=90.60%, remaining_time=0:00:00, arrival_time=2021-04-14 23:28:03.697677, cost_time=0:00:03.833317 2021-04-14 23:28:04,241 INFO : Epoch=0126 complete, best val top1-acc=68.11%, top5-acc=90.60% (epoch=126), remaining_time=1:20:22.402474, arrival_time=2021-04-15 00:48:26.644095, cost_time=2:16:51.117787 2021-04-14 23:28:04,243 INFO : Train start, epoch=0127, lr=0.030143 2021-04-14 23:28:07,511 INFO : TRAIN, epoch=0127, iter=00010/00196, fetch data time cost=1.59ms, fps=783 images/s, loss=0.4692, top1-acc=85.27%, top5-acc=99.26%, remaining_time=0:01:00.790194, arrival_time=2021-04-14 23:29:08.301691, cost_time=0:00:03.268293 2021-04-14 23:28:10,617 INFO : TRAIN, epoch=0127, iter=00020/00196, fetch data time cost=1.80ms, fps=824 images/s, loss=0.4623, top1-acc=85.55%, top5-acc=99.10%, remaining_time=0:00:56.095072, arrival_time=2021-04-14 23:29:06.712761, cost_time=0:00:06.374442 2021-04-14 23:28:13,721 INFO : TRAIN, epoch=0127, iter=00030/00196, fetch data time cost=1.54ms, fps=825 images/s, loss=0.4596, top1-acc=85.57%, top5-acc=98.96%, remaining_time=0:00:52.443384, arrival_time=2021-04-14 23:29:06.164318, cost_time=0:00:09.477729 2021-04-14 23:28:16,817 INFO : TRAIN, epoch=0127, iter=00040/00196, fetch data time cost=1.39ms, fps=827 images/s, loss=0.4514, top1-acc=85.98%, top5-acc=99.00%, remaining_time=0:00:49.039224, arrival_time=2021-04-14 23:29:05.856564, cost_time=0:00:12.574141 2021-04-14 23:28:19,923 INFO : TRAIN, epoch=0127, iter=00050/00196, fetch data time cost=1.54ms, fps=824 images/s, loss=0.4496, top1-acc=86.02%, top5-acc=99.02%, remaining_time=0:00:45.787352, arrival_time=2021-04-14 23:29:05.711178, cost_time=0:00:15.680625 2021-04-14 23:28:23,023 INFO : TRAIN, epoch=0127, iter=00060/00196, fetch data time cost=1.39ms, fps=826 images/s, loss=0.4523, top1-acc=85.85%, top5-acc=98.95%, remaining_time=0:00:42.568136, arrival_time=2021-04-14 23:29:05.591483, cost_time=0:00:18.780054 2021-04-14 23:28:26,134 INFO : TRAIN, epoch=0127, iter=00070/00196, fetch data time cost=1.61ms, fps=823 images/s, loss=0.4487, top1-acc=85.90%, top5-acc=98.97%, remaining_time=0:00:39.404988, arrival_time=2021-04-14 23:29:05.539884, cost_time=0:00:21.891685 2021-04-14 23:28:29,232 INFO : TRAIN, epoch=0127, iter=00080/00196, fetch data time cost=1.42ms, fps=827 images/s, loss=0.4499, top1-acc=85.94%, top5-acc=98.92%, remaining_time=0:00:36.234108, arrival_time=2021-04-14 23:29:05.466456, cost_time=0:00:24.989030 2021-04-14 23:28:32,336 INFO : TRAIN, epoch=0127, iter=00090/00196, fetch data time cost=1.47ms, fps=825 images/s, loss=0.4488, top1-acc=85.96%, top5-acc=98.92%, remaining_time=0:00:33.087688, arrival_time=2021-04-14 23:29:05.424120, cost_time=0:00:28.093290 2021-04-14 23:28:35,442 INFO : TRAIN, epoch=0127, iter=00100/00196, fetch data time cost=2.21ms, fps=824 images/s, loss=0.4455, top1-acc=86.05%, top5-acc=98.93%, remaining_time=0:00:29.951232, arrival_time=2021-04-14 23:29:05.393688, cost_time=0:00:31.199247 2021-04-14 23:28:38,550 INFO : TRAIN, epoch=0127, iter=00110/00196, fetch data time cost=1.54ms, fps=824 images/s, loss=0.4464, top1-acc=86.03%, top5-acc=98.93%, remaining_time=0:00:26.821766, arrival_time=2021-04-14 23:29:05.372041, cost_time=0:00:34.306955 2021-04-14 23:28:41,653 INFO : TRAIN, epoch=0127, iter=00120/00196, fetch data time cost=1.45ms, fps=825 images/s, loss=0.4503, top1-acc=85.87%, top5-acc=98.89%, remaining_time=0:00:23.693000, arrival_time=2021-04-14 23:29:05.346216, cost_time=0:00:37.410013 2021-04-14 23:28:44,757 INFO : TRAIN, epoch=0127, iter=00130/00196, fetch data time cost=1.97ms, fps=825 images/s, loss=0.4548, top1-acc=85.70%, top5-acc=98.84%, remaining_time=0:00:20.568636, arrival_time=2021-04-14 23:29:05.325834, cost_time=0:00:40.513942 2021-04-14 23:28:47,859 INFO : TRAIN, epoch=0127, iter=00140/00196, fetch data time cost=1.53ms, fps=825 images/s, loss=0.4568, top1-acc=85.63%, top5-acc=98.84%, remaining_time=0:00:17.446464, arrival_time=2021-04-14 23:29:05.305838, cost_time=0:00:43.616171 2021-04-14 23:28:50,964 INFO : TRAIN, epoch=0127, iter=00150/00196, fetch data time cost=2.57ms, fps=825 images/s, loss=0.4593, top1-acc=85.55%, top5-acc=98.82%, remaining_time=0:00:14.327850, arrival_time=2021-04-14 23:29:05.292423, cost_time=0:00:46.721308 2021-04-14 23:28:54,068 INFO : TRAIN, epoch=0127, iter=00160/00196, fetch data time cost=2.25ms, fps=825 images/s, loss=0.4616, top1-acc=85.50%, top5-acc=98.79%, remaining_time=0:00:11.210688, arrival_time=2021-04-14 23:29:05.279079, cost_time=0:00:49.825273 2021-04-14 23:28:57,178 INFO : TRAIN, epoch=0127, iter=00170/00196, fetch data time cost=1.60ms, fps=823 images/s, loss=0.4658, top1-acc=85.40%, top5-acc=98.73%, remaining_time=0:00:08.096010, arrival_time=2021-04-14 23:29:05.274706, cost_time=0:00:52.935489 2021-04-14 23:29:00,294 INFO : TRAIN, epoch=0127, iter=00180/00196, fetch data time cost=1.40ms, fps=822 images/s, loss=0.4689, top1-acc=85.30%, top5-acc=98.69%, remaining_time=0:00:04.982304, arrival_time=2021-04-14 23:29:05.276487, cost_time=0:00:56.050983 2021-04-14 23:29:03,403 INFO : TRAIN, epoch=0127, iter=00190/00196, fetch data time cost=1.47ms, fps=823 images/s, loss=0.4724, top1-acc=85.24%, top5-acc=98.66%, remaining_time=0:00:01.868220, arrival_time=2021-04-14 23:29:05.271722, cost_time=0:00:59.160315 2021-04-14 23:29:05,058 INFO : TRAIN, epoch=0127, iter=00196/00196, fetch data time cost=2.06ms, fps=822 images/s, loss=0.4757, top1-acc=85.18%, top5-acc=98.65%, remaining_time=0:00:00, arrival_time=2021-04-14 23:29:05.058340, cost_time=0:01:00.815131 2021-04-14 23:29:06,139 INFO : EVAL, epoch=0127, iter=00010/00040, fetch data time cost=0.22ms, fps=2372 images/s, loss=1.2665, top1-acc=65.90%, top5-acc=90.70%, remaining_time=0:00:03.237390, arrival_time=2021-04-14 23:29:09.377279, cost_time=0:00:01.079133 2021-04-14 23:29:07,083 INFO : EVAL, epoch=0127, iter=00020/00040, fetch data time cost=1.57ms, fps=2713 images/s, loss=1.2450, top1-acc=66.56%, top5-acc=90.59%, remaining_time=0:00:02.023080, arrival_time=2021-04-14 23:29:09.106910, cost_time=0:00:02.023087 2021-04-14 23:29:08,027 INFO : EVAL, epoch=0127, iter=00030/00040, fetch data time cost=1.50ms, fps=2715 images/s, loss=1.2480, top1-acc=66.45%, top5-acc=90.72%, remaining_time=0:00:00.988780, arrival_time=2021-04-14 23:29:09.015980, cost_time=0:00:02.966340 2021-04-14 23:29:08,889 INFO : EVAL, epoch=0127, iter=00040/00040, fetch data time cost=0.09ms, fps=2692 images/s, loss=1.2547, top1-acc=66.57%, top5-acc=90.51%, remaining_time=0:00:00, arrival_time=2021-04-14 23:29:08.889462, cost_time=0:00:03.828740 2021-04-14 23:29:09,177 INFO : Epoch=0127 complete, best val top1-acc=68.11%, top5-acc=90.60% (epoch=126), remaining_time=1:19:17.101867, arrival_time=2021-04-15 00:48:26.279650, cost_time=2:17:56.053955 2021-04-14 23:29:09,179 INFO : Train start, epoch=0128, lr=0.029424 2021-04-14 23:29:12,455 INFO : TRAIN, epoch=0128, iter=00010/00196, fetch data time cost=1.63ms, fps=781 images/s, loss=0.4469, top1-acc=85.62%, top5-acc=99.02%, remaining_time=0:01:00.937134, arrival_time=2021-04-14 23:30:13.392684, cost_time=0:00:03.276191 2021-04-14 23:29:15,552 INFO : TRAIN, epoch=0128, iter=00020/00196, fetch data time cost=1.37ms, fps=827 images/s, loss=0.4458, top1-acc=85.72%, top5-acc=98.89%, remaining_time=0:00:56.088032, arrival_time=2021-04-14 23:30:11.640959, cost_time=0:00:06.373632 2021-04-14 23:29:18,659 INFO : TRAIN, epoch=0128, iter=00030/00196, fetch data time cost=1.63ms, fps=824 images/s, loss=0.4370, top1-acc=86.20%, top5-acc=98.91%, remaining_time=0:00:52.455004, arrival_time=2021-04-14 23:30:11.114187, cost_time=0:00:09.479806 2021-04-14 23:29:21,767 INFO : TRAIN, epoch=0128, iter=00040/00196, fetch data time cost=1.51ms, fps=824 images/s, loss=0.4237, top1-acc=86.80%, top5-acc=98.96%, remaining_time=0:00:49.092108, arrival_time=2021-04-14 23:30:10.859184, cost_time=0:00:12.587723 2021-04-14 23:29:24,865 INFO : TRAIN, epoch=0128, iter=00050/00196, fetch data time cost=1.53ms, fps=826 images/s, loss=0.4229, top1-acc=86.67%, top5-acc=99.02%, remaining_time=0:00:45.803558, arrival_time=2021-04-14 23:30:10.669028, cost_time=0:00:15.686168 2021-04-14 23:29:27,963 INFO : TRAIN, epoch=0128, iter=00060/00196, fetch data time cost=1.45ms, fps=826 images/s, loss=0.4259, top1-acc=86.61%, top5-acc=98.98%, remaining_time=0:00:42.577248, arrival_time=2021-04-14 23:30:10.540713, cost_time=0:00:18.784064 2021-04-14 23:29:31,061 INFO : TRAIN, epoch=0128, iter=00070/00196, fetch data time cost=1.92ms, fps=826 images/s, loss=0.4292, top1-acc=86.48%, top5-acc=98.94%, remaining_time=0:00:39.388482, arrival_time=2021-04-14 23:30:10.450222, cost_time=0:00:21.882465 2021-04-14 23:29:34,164 INFO : TRAIN, epoch=0128, iter=00080/00196, fetch data time cost=1.38ms, fps=825 images/s, loss=0.4312, top1-acc=86.42%, top5-acc=98.92%, remaining_time=0:00:36.228076, arrival_time=2021-04-14 23:30:10.392371, cost_time=0:00:24.984916 2021-04-14 23:29:37,264 INFO : TRAIN, epoch=0128, iter=00090/00196, fetch data time cost=1.57ms, fps=826 images/s, loss=0.4308, top1-acc=86.46%, top5-acc=98.91%, remaining_time=0:00:33.077618, arrival_time=2021-04-14 23:30:10.341730, cost_time=0:00:28.084806 2021-04-14 23:29:40,376 INFO : TRAIN, epoch=0128, iter=00100/00196, fetch data time cost=2.27ms, fps=823 images/s, loss=0.4326, top1-acc=86.38%, top5-acc=98.93%, remaining_time=0:00:29.948832, arrival_time=2021-04-14 23:30:10.324822, cost_time=0:00:31.196706 2021-04-14 23:29:43,489 INFO : TRAIN, epoch=0128, iter=00110/00196, fetch data time cost=1.43ms, fps=823 images/s, loss=0.4356, top1-acc=86.32%, top5-acc=98.90%, remaining_time=0:00:26.823830, arrival_time=2021-04-14 23:30:10.312743, cost_time=0:00:34.309524 2021-04-14 23:29:46,585 INFO : TRAIN, epoch=0128, iter=00120/00196, fetch data time cost=1.45ms, fps=827 images/s, loss=0.4361, top1-acc=86.30%, top5-acc=98.88%, remaining_time=0:00:23.690720, arrival_time=2021-04-14 23:30:10.276449, cost_time=0:00:37.406410 2021-04-14 23:29:49,685 INFO : TRAIN, epoch=0128, iter=00130/00196, fetch data time cost=1.66ms, fps=826 images/s, loss=0.4387, top1-acc=86.23%, top5-acc=98.86%, remaining_time=0:00:20.564676, arrival_time=2021-04-14 23:30:10.250119, cost_time=0:00:40.506155 2021-04-14 23:29:52,791 INFO : TRAIN, epoch=0128, iter=00140/00196, fetch data time cost=1.84ms, fps=824 images/s, loss=0.4398, top1-acc=86.25%, top5-acc=98.86%, remaining_time=0:00:17.444672, arrival_time=2021-04-14 23:30:10.235739, cost_time=0:00:43.611724 2021-04-14 23:29:55,896 INFO : TRAIN, epoch=0128, iter=00150/00196, fetch data time cost=1.54ms, fps=825 images/s, loss=0.4396, top1-acc=86.25%, top5-acc=98.87%, remaining_time=0:00:14.326516, arrival_time=2021-04-14 23:30:10.222724, cost_time=0:00:46.716915 2021-04-14 23:29:58,999 INFO : TRAIN, epoch=0128, iter=00160/00196, fetch data time cost=1.37ms, fps=825 images/s, loss=0.4409, top1-acc=86.22%, top5-acc=98.87%, remaining_time=0:00:11.209500, arrival_time=2021-04-14 23:30:10.208736, cost_time=0:00:49.819951 2021-04-14 23:30:02,105 INFO : TRAIN, epoch=0128, iter=00170/00196, fetch data time cost=1.48ms, fps=824 images/s, loss=0.4450, top1-acc=86.08%, top5-acc=98.84%, remaining_time=0:00:08.094658, arrival_time=2021-04-14 23:30:10.200503, cost_time=0:00:52.926564 2021-04-14 23:30:05,208 INFO : TRAIN, epoch=0128, iter=00180/00196, fetch data time cost=1.43ms, fps=825 images/s, loss=0.4491, top1-acc=85.92%, top5-acc=98.81%, remaining_time=0:00:04.980384, arrival_time=2021-04-14 23:30:10.189136, cost_time=0:00:56.029380 2021-04-14 23:30:08,325 INFO : TRAIN, epoch=0128, iter=00190/00196, fetch data time cost=1.54ms, fps=821 images/s, loss=0.4523, top1-acc=85.87%, top5-acc=98.77%, remaining_time=0:00:01.867782, arrival_time=2021-04-14 23:30:10.193536, cost_time=0:00:59.146390 2021-04-14 23:30:09,986 INFO : TRAIN, epoch=0128, iter=00196/00196, fetch data time cost=1.31ms, fps=819 images/s, loss=0.4550, top1-acc=85.77%, top5-acc=98.76%, remaining_time=0:00:00, arrival_time=2021-04-14 23:30:09.986511, cost_time=0:01:00.807144 2021-04-14 23:30:11,048 INFO : EVAL, epoch=0128, iter=00010/00040, fetch data time cost=1.32ms, fps=2415 images/s, loss=1.2321, top1-acc=66.64%, top5-acc=90.82%, remaining_time=0:00:03.180210, arrival_time=2021-04-14 23:30:14.229005, cost_time=0:00:01.060071 2021-04-14 23:30:11,992 INFO : EVAL, epoch=0128, iter=00020/00040, fetch data time cost=1.57ms, fps=2715 images/s, loss=1.2669, top1-acc=65.82%, top5-acc=90.74%, remaining_time=0:00:02.003680, arrival_time=2021-04-14 23:30:13.996078, cost_time=0:00:02.003681 2021-04-14 23:30:12,935 INFO : EVAL, epoch=0128, iter=00030/00040, fetch data time cost=1.28ms, fps=2716 images/s, loss=1.2922, top1-acc=65.60%, top5-acc=90.40%, remaining_time=0:00:00.982220, arrival_time=2021-04-14 23:30:13.917616, cost_time=0:00:02.946672 2021-04-14 23:30:13,813 INFO : EVAL, epoch=0128, iter=00040/00040, fetch data time cost=0.11ms, fps=2643 images/s, loss=1.2771, top1-acc=66.02%, top5-acc=90.51%, remaining_time=0:00:00, arrival_time=2021-04-14 23:30:13.813729, cost_time=0:00:03.825013 2021-04-14 23:30:14,091 INFO : Epoch=0128 complete, best val top1-acc=68.11%, top5-acc=90.60% (epoch=126), remaining_time=1:18:11.794248, arrival_time=2021-04-15 00:48:25.885678, cost_time=2:19:00.967590 2021-04-14 23:30:14,092 INFO : Train start, epoch=0129, lr=0.028711 2021-04-14 23:30:17,361 INFO : TRAIN, epoch=0129, iter=00010/00196, fetch data time cost=2.16ms, fps=783 images/s, loss=0.4499, top1-acc=86.41%, top5-acc=98.75%, remaining_time=0:01:00.791124, arrival_time=2021-04-14 23:31:18.152557, cost_time=0:00:03.268341 2021-04-14 23:30:20,460 INFO : TRAIN, epoch=0129, iter=00020/00196, fetch data time cost=2.02ms, fps=826 images/s, loss=0.4529, top1-acc=85.76%, top5-acc=98.75%, remaining_time=0:00:56.028720, arrival_time=2021-04-14 23:31:16.488721, cost_time=0:00:06.366906 2021-04-14 23:30:23,568 INFO : TRAIN, epoch=0129, iter=00030/00196, fetch data time cost=1.46ms, fps=824 images/s, loss=0.4523, top1-acc=85.83%, top5-acc=98.79%, remaining_time=0:00:52.428776, arrival_time=2021-04-14 23:31:15.996910, cost_time=0:00:09.475089 2021-04-14 23:30:26,667 INFO : TRAIN, epoch=0129, iter=00040/00196, fetch data time cost=1.38ms, fps=826 images/s, loss=0.4488, top1-acc=85.94%, top5-acc=98.88%, remaining_time=0:00:49.040316, arrival_time=2021-04-14 23:31:15.707876, cost_time=0:00:12.574448 2021-04-14 23:30:29,785 INFO : TRAIN, epoch=0129, iter=00050/00196, fetch data time cost=1.50ms, fps=821 images/s, loss=0.4428, top1-acc=86.12%, top5-acc=98.87%, remaining_time=0:00:45.820786, arrival_time=2021-04-14 23:31:15.605901, cost_time=0:00:15.692064 2021-04-14 23:30:32,894 INFO : TRAIN, epoch=0129, iter=00060/00196, fetch data time cost=2.17ms, fps=824 images/s, loss=0.4344, top1-acc=86.43%, top5-acc=98.93%, remaining_time=0:00:42.615464, arrival_time=2021-04-14 23:31:15.509494, cost_time=0:00:18.800944 2021-04-14 23:30:35,994 INFO : TRAIN, epoch=0129, iter=00070/00196, fetch data time cost=1.77ms, fps=826 images/s, loss=0.4355, top1-acc=86.47%, top5-acc=98.93%, remaining_time=0:00:39.421998, arrival_time=2021-04-14 23:31:15.416315, cost_time=0:00:21.901136 2021-04-14 23:30:39,095 INFO : TRAIN, epoch=0129, iter=00080/00196, fetch data time cost=1.65ms, fps=826 images/s, loss=0.4363, top1-acc=86.42%, top5-acc=98.96%, remaining_time=0:00:36.253944, arrival_time=2021-04-14 23:31:15.349738, cost_time=0:00:25.002740 2021-04-14 23:30:42,203 INFO : TRAIN, epoch=0129, iter=00090/00196, fetch data time cost=1.65ms, fps=824 images/s, loss=0.4372, top1-acc=86.39%, top5-acc=98.92%, remaining_time=0:00:33.107934, arrival_time=2021-04-14 23:31:15.311506, cost_time=0:00:28.110523 2021-04-14 23:30:45,320 INFO : TRAIN, epoch=0129, iter=00100/00196, fetch data time cost=1.58ms, fps=822 images/s, loss=0.4363, top1-acc=86.41%, top5-acc=98.92%, remaining_time=0:00:29.978112, arrival_time=2021-04-14 23:31:15.298348, cost_time=0:00:31.227185 2021-04-14 23:30:48,419 INFO : TRAIN, epoch=0129, iter=00110/00196, fetch data time cost=1.38ms, fps=826 images/s, loss=0.4368, top1-acc=86.35%, top5-acc=98.90%, remaining_time=0:00:26.836730, arrival_time=2021-04-14 23:31:15.255981, cost_time=0:00:34.326076 2021-04-14 23:30:51,524 INFO : TRAIN, epoch=0129, iter=00120/00196, fetch data time cost=1.62ms, fps=825 images/s, loss=0.4377, top1-acc=86.30%, top5-acc=98.90%, remaining_time=0:00:23.706680, arrival_time=2021-04-14 23:31:15.231324, cost_time=0:00:37.431657 2021-04-14 23:30:54,639 INFO : TRAIN, epoch=0129, iter=00130/00196, fetch data time cost=1.49ms, fps=822 images/s, loss=0.4378, top1-acc=86.33%, top5-acc=98.87%, remaining_time=0:00:20.585070, arrival_time=2021-04-14 23:31:15.224428, cost_time=0:00:40.546300 2021-04-14 23:30:57,743 INFO : TRAIN, epoch=0129, iter=00140/00196, fetch data time cost=1.33ms, fps=825 images/s, loss=0.4391, top1-acc=86.28%, top5-acc=98.87%, remaining_time=0:00:17.460184, arrival_time=2021-04-14 23:31:15.203656, cost_time=0:00:43.650508 2021-04-14 23:31:00,841 INFO : TRAIN, epoch=0129, iter=00150/00196, fetch data time cost=1.72ms, fps=827 images/s, loss=0.4415, top1-acc=86.20%, top5-acc=98.86%, remaining_time=0:00:14.336130, arrival_time=2021-04-14 23:31:15.177446, cost_time=0:00:46.748271 2021-04-14 23:31:03,941 INFO : TRAIN, epoch=0129, iter=00160/00196, fetch data time cost=1.43ms, fps=826 images/s, loss=0.4437, top1-acc=86.15%, top5-acc=98.83%, remaining_time=0:00:11.215836, arrival_time=2021-04-14 23:31:15.156901, cost_time=0:00:49.848095 2021-04-14 23:31:07,043 INFO : TRAIN, epoch=0129, iter=00170/00196, fetch data time cost=1.55ms, fps=825 images/s, loss=0.4442, top1-acc=86.15%, top5-acc=98.83%, remaining_time=0:00:08.098272, arrival_time=2021-04-14 23:31:15.141631, cost_time=0:00:52.950259 2021-04-14 23:31:10,152 INFO : TRAIN, epoch=0129, iter=00180/00196, fetch data time cost=2.87ms, fps=824 images/s, loss=0.4456, top1-acc=86.12%, top5-acc=98.82%, remaining_time=0:00:04.983072, arrival_time=2021-04-14 23:31:15.135622, cost_time=0:00:56.059477 2021-04-14 23:31:13,260 INFO : TRAIN, epoch=0129, iter=00190/00196, fetch data time cost=1.47ms, fps=824 images/s, loss=0.4468, top1-acc=86.08%, top5-acc=98.82%, remaining_time=0:00:01.868454, arrival_time=2021-04-14 23:31:15.129220, cost_time=0:00:59.167718 2021-04-14 23:31:14,920 INFO : TRAIN, epoch=0129, iter=00196/00196, fetch data time cost=1.39ms, fps=820 images/s, loss=0.4480, top1-acc=86.04%, top5-acc=98.82%, remaining_time=0:00:00, arrival_time=2021-04-14 23:31:14.920811, cost_time=0:01:00.827759 2021-04-14 23:31:15,978 INFO : EVAL, epoch=0129, iter=00010/00040, fetch data time cost=0.22ms, fps=2425 images/s, loss=1.2607, top1-acc=66.72%, top5-acc=91.45%, remaining_time=0:00:03.166680, arrival_time=2021-04-14 23:31:19.145210, cost_time=0:00:01.055563 2021-04-14 23:31:16,921 INFO : EVAL, epoch=0129, iter=00020/00040, fetch data time cost=1.45ms, fps=2718 images/s, loss=1.2392, top1-acc=66.82%, top5-acc=90.94%, remaining_time=0:00:01.998040, arrival_time=2021-04-14 23:31:18.918995, cost_time=0:00:01.998041 2021-04-14 23:31:17,868 INFO : EVAL, epoch=0129, iter=00030/00040, fetch data time cost=1.63ms, fps=2704 images/s, loss=1.2022, top1-acc=67.36%, top5-acc=91.12%, remaining_time=0:00:00.981750, arrival_time=2021-04-14 23:31:18.850071, cost_time=0:00:02.945242 2021-04-14 23:31:18,732 INFO : EVAL, epoch=0129, iter=00040/00040, fetch data time cost=0.08ms, fps=2688 images/s, loss=1.1807, top1-acc=67.87%, top5-acc=91.17%, remaining_time=0:00:00, arrival_time=2021-04-14 23:31:18.732070, cost_time=0:00:03.809198 2021-04-14 23:31:19,008 INFO : Epoch=0129 complete, best val top1-acc=68.11%, top5-acc=90.60% (epoch=126), remaining_time=1:17:06.494829, arrival_time=2021-04-15 00:48:25.503645, cost_time=2:20:05.884956 2021-04-14 23:31:19,011 INFO : Train start, epoch=0130, lr=0.028003 2021-04-14 23:31:22,323 INFO : TRAIN, epoch=0130, iter=00010/00196, fetch data time cost=2.35ms, fps=773 images/s, loss=0.4097, top1-acc=87.50%, top5-acc=98.91%, remaining_time=0:01:01.602456, arrival_time=2021-04-14 23:32:23.925824, cost_time=0:00:03.311955 2021-04-14 23:31:25,433 INFO : TRAIN, epoch=0130, iter=00020/00196, fetch data time cost=2.91ms, fps=823 images/s, loss=0.4026, top1-acc=87.91%, top5-acc=99.22%, remaining_time=0:00:56.516064, arrival_time=2021-04-14 23:32:21.949767, cost_time=0:00:06.422279 2021-04-14 23:31:28,540 INFO : TRAIN, epoch=0130, iter=00030/00196, fetch data time cost=1.42ms, fps=824 images/s, loss=0.4106, top1-acc=87.57%, top5-acc=99.15%, remaining_time=0:00:52.728074, arrival_time=2021-04-14 23:32:21.268631, cost_time=0:00:09.529159 2021-04-14 23:31:31,645 INFO : TRAIN, epoch=0130, iter=00040/00196, fetch data time cost=1.38ms, fps=825 images/s, loss=0.4064, top1-acc=87.47%, top5-acc=99.14%, remaining_time=0:00:49.272288, arrival_time=2021-04-14 23:32:20.917592, cost_time=0:00:12.633915 2021-04-14 23:31:34,744 INFO : TRAIN, epoch=0130, iter=00050/00196, fetch data time cost=1.45ms, fps=826 images/s, loss=0.4024, top1-acc=87.50%, top5-acc=99.20%, remaining_time=0:00:45.941674, arrival_time=2021-04-14 23:32:20.686530, cost_time=0:00:15.733469 2021-04-14 23:31:37,844 INFO : TRAIN, epoch=0130, iter=00060/00196, fetch data time cost=1.45ms, fps=826 images/s, loss=0.4072, top1-acc=87.38%, top5-acc=99.14%, remaining_time=0:00:42.688088, arrival_time=2021-04-14 23:32:20.532498, cost_time=0:00:18.832973 2021-04-14 23:31:40,947 INFO : TRAIN, epoch=0130, iter=00070/00196, fetch data time cost=1.65ms, fps=825 images/s, loss=0.4097, top1-acc=87.26%, top5-acc=99.14%, remaining_time=0:00:39.485502, arrival_time=2021-04-14 23:32:20.433295, cost_time=0:00:21.936404 2021-04-14 23:31:44,049 INFO : TRAIN, epoch=0130, iter=00080/00196, fetch data time cost=1.54ms, fps=826 images/s, loss=0.4108, top1-acc=87.14%, top5-acc=99.12%, remaining_time=0:00:36.305216, arrival_time=2021-04-14 23:32:20.354611, cost_time=0:00:25.038093 2021-04-14 23:31:47,154 INFO : TRAIN, epoch=0130, iter=00090/00196, fetch data time cost=1.55ms, fps=825 images/s, loss=0.4105, top1-acc=87.11%, top5-acc=99.11%, remaining_time=0:00:33.146306, arrival_time=2021-04-14 23:32:20.300747, cost_time=0:00:28.143051 2021-04-14 23:31:50,250 INFO : TRAIN, epoch=0130, iter=00100/00196, fetch data time cost=1.60ms, fps=827 images/s, loss=0.4128, top1-acc=87.03%, top5-acc=99.04%, remaining_time=0:00:29.989056, arrival_time=2021-04-14 23:32:20.239188, cost_time=0:00:31.238565 2021-04-14 23:31:53,349 INFO : TRAIN, epoch=0130, iter=00110/00196, fetch data time cost=1.44ms, fps=826 images/s, loss=0.4138, top1-acc=87.01%, top5-acc=99.03%, remaining_time=0:00:26.846362, arrival_time=2021-04-14 23:32:20.196036, cost_time=0:00:34.338357 2021-04-14 23:31:56,452 INFO : TRAIN, epoch=0130, iter=00120/00196, fetch data time cost=1.61ms, fps=825 images/s, loss=0.4138, top1-acc=87.00%, top5-acc=99.03%, remaining_time=0:00:23.712456, arrival_time=2021-04-14 23:32:20.164510, cost_time=0:00:37.440752 2021-04-14 23:31:59,555 INFO : TRAIN, epoch=0130, iter=00130/00196, fetch data time cost=1.55ms, fps=825 images/s, loss=0.4167, top1-acc=86.93%, top5-acc=98.99%, remaining_time=0:00:20.583882, arrival_time=2021-04-14 23:32:20.139251, cost_time=0:00:40.543988 2021-04-14 23:32:02,652 INFO : TRAIN, epoch=0130, iter=00140/00196, fetch data time cost=1.46ms, fps=827 images/s, loss=0.4172, top1-acc=86.96%, top5-acc=98.98%, remaining_time=0:00:17.456544, arrival_time=2021-04-14 23:32:20.109163, cost_time=0:00:43.641320 2021-04-14 23:32:05,756 INFO : TRAIN, epoch=0130, iter=00150/00196, fetch data time cost=2.07ms, fps=825 images/s, loss=0.4188, top1-acc=86.93%, top5-acc=98.97%, remaining_time=0:00:14.335164, arrival_time=2021-04-14 23:32:20.091734, cost_time=0:00:46.745166 2021-04-14 23:32:08,858 INFO : TRAIN, epoch=0130, iter=00160/00196, fetch data time cost=1.43ms, fps=826 images/s, loss=0.4207, top1-acc=86.85%, top5-acc=98.96%, remaining_time=0:00:11.215512, arrival_time=2021-04-14 23:32:20.073555, cost_time=0:00:49.846729 2021-04-14 23:32:11,958 INFO : TRAIN, epoch=0130, iter=00170/00196, fetch data time cost=1.62ms, fps=826 images/s, loss=0.4247, top1-acc=86.74%, top5-acc=98.93%, remaining_time=0:00:08.097778, arrival_time=2021-04-14 23:32:20.056043, cost_time=0:00:52.946944 2021-04-14 23:32:15,058 INFO : TRAIN, epoch=0130, iter=00180/00196, fetch data time cost=1.41ms, fps=826 images/s, loss=0.4262, top1-acc=86.70%, top5-acc=98.93%, remaining_time=0:00:04.981984, arrival_time=2021-04-14 23:32:20.040657, cost_time=0:00:56.047380 2021-04-14 23:32:18,160 INFO : TRAIN, epoch=0130, iter=00190/00196, fetch data time cost=1.25ms, fps=826 images/s, loss=0.4283, top1-acc=86.62%, top5-acc=98.93%, remaining_time=0:00:01.867854, arrival_time=2021-04-14 23:32:20.028014, cost_time=0:00:59.148784 2021-04-14 23:32:19,811 INFO : TRAIN, epoch=0130, iter=00196/00196, fetch data time cost=1.45ms, fps=824 images/s, loss=0.4308, top1-acc=86.57%, top5-acc=98.92%, remaining_time=0:00:00, arrival_time=2021-04-14 23:32:19.811378, cost_time=0:01:00.800075 2021-04-14 23:32:20,898 INFO : EVAL, epoch=0130, iter=00010/00040, fetch data time cost=0.20ms, fps=2360 images/s, loss=1.1945, top1-acc=67.38%, top5-acc=90.47%, remaining_time=0:00:03.254550, arrival_time=2021-04-14 23:32:24.153262, cost_time=0:00:01.084849 2021-04-14 23:32:21,842 INFO : EVAL, epoch=0130, iter=00020/00040, fetch data time cost=1.63ms, fps=2714 images/s, loss=1.1659, top1-acc=68.03%, top5-acc=91.11%, remaining_time=0:00:02.028340, arrival_time=2021-04-14 23:32:23.870542, cost_time=0:00:02.028338 2021-04-14 23:32:22,790 INFO : EVAL, epoch=0130, iter=00030/00040, fetch data time cost=1.48ms, fps=2702 images/s, loss=1.1680, top1-acc=68.01%, top5-acc=91.37%, remaining_time=0:00:00.992080, arrival_time=2021-04-14 23:32:23.782231, cost_time=0:00:02.976239 2021-04-14 23:32:23,649 INFO : EVAL, epoch=0130, iter=00040/00040, fetch data time cost=0.08ms, fps=2700 images/s, loss=1.1890, top1-acc=67.93%, top5-acc=91.20%, remaining_time=0:00:00, arrival_time=2021-04-14 23:32:23.649853, cost_time=0:00:03.836021 2021-04-14 23:32:23,921 INFO : Epoch=0130 complete, best val top1-acc=68.11%, top5-acc=90.60% (epoch=126), remaining_time=1:16:01.198460, arrival_time=2021-04-15 00:48:25.119448, cost_time=2:21:10.797167 2021-04-14 23:32:23,922 INFO : Train start, epoch=0131, lr=0.027300 2021-04-14 23:32:27,207 INFO : TRAIN, epoch=0131, iter=00010/00196, fetch data time cost=1.43ms, fps=779 images/s, loss=0.3915, top1-acc=87.97%, top5-acc=99.41%, remaining_time=0:01:01.107510, arrival_time=2021-04-14 23:33:28.315311, cost_time=0:00:03.285349 2021-04-14 23:32:30,314 INFO : TRAIN, epoch=0131, iter=00020/00196, fetch data time cost=1.58ms, fps=824 images/s, loss=0.3922, top1-acc=88.11%, top5-acc=99.28%, remaining_time=0:00:56.244848, arrival_time=2021-04-14 23:33:26.558780, cost_time=0:00:06.391466 2021-04-14 23:32:33,415 INFO : TRAIN, epoch=0131, iter=00030/00196, fetch data time cost=1.52ms, fps=826 images/s, loss=0.3784, top1-acc=88.48%, top5-acc=99.34%, remaining_time=0:00:52.528708, arrival_time=2021-04-14 23:33:25.944367, cost_time=0:00:09.493131 2021-04-14 23:32:36,523 INFO : TRAIN, epoch=0131, iter=00040/00196, fetch data time cost=1.78ms, fps=824 images/s, loss=0.3853, top1-acc=88.24%, top5-acc=99.25%, remaining_time=0:00:49.143120, arrival_time=2021-04-14 23:33:25.666396, cost_time=0:00:12.600806 2021-04-14 23:32:39,621 INFO : TRAIN, epoch=0131, iter=00050/00196, fetch data time cost=2.09ms, fps=827 images/s, loss=0.3825, top1-acc=88.34%, top5-acc=99.23%, remaining_time=0:00:45.839766, arrival_time=2021-04-14 23:33:25.460768, cost_time=0:00:15.698542 2021-04-14 23:32:42,733 INFO : TRAIN, epoch=0131, iter=00060/00196, fetch data time cost=1.76ms, fps=823 images/s, loss=0.3837, top1-acc=88.19%, top5-acc=99.19%, remaining_time=0:00:42.638176, arrival_time=2021-04-14 23:33:25.371609, cost_time=0:00:18.810971 2021-04-14 23:32:45,846 INFO : TRAIN, epoch=0131, iter=00070/00196, fetch data time cost=2.28ms, fps=823 images/s, loss=0.3844, top1-acc=88.08%, top5-acc=99.18%, remaining_time=0:00:39.463200, arrival_time=2021-04-14 23:33:25.309727, cost_time=0:00:21.923995 2021-04-14 23:32:48,977 INFO : TRAIN, epoch=0131, iter=00080/00196, fetch data time cost=1.63ms, fps=818 images/s, loss=0.3875, top1-acc=87.98%, top5-acc=99.16%, remaining_time=0:00:36.328996, arrival_time=2021-04-14 23:33:25.305946, cost_time=0:00:25.054498 2021-04-14 23:32:52,080 INFO : TRAIN, epoch=0131, iter=00090/00196, fetch data time cost=1.67ms, fps=825 images/s, loss=0.3885, top1-acc=87.93%, top5-acc=99.12%, remaining_time=0:00:33.163478, arrival_time=2021-04-14 23:33:25.243605, cost_time=0:00:28.157670 2021-04-14 23:32:55,181 INFO : TRAIN, epoch=0131, iter=00100/00196, fetch data time cost=1.39ms, fps=826 images/s, loss=0.3921, top1-acc=87.81%, top5-acc=99.11%, remaining_time=0:00:30.008544, arrival_time=2021-04-14 23:33:25.189903, cost_time=0:00:31.258899 2021-04-14 23:32:58,285 INFO : TRAIN, epoch=0131, iter=00110/00196, fetch data time cost=1.29ms, fps=825 images/s, loss=0.3954, top1-acc=87.72%, top5-acc=99.06%, remaining_time=0:00:26.865540, arrival_time=2021-04-14 23:33:25.150891, cost_time=0:00:34.362895 2021-04-14 23:33:01,385 INFO : TRAIN, epoch=0131, iter=00120/00196, fetch data time cost=1.48ms, fps=826 images/s, loss=0.3978, top1-acc=87.66%, top5-acc=99.03%, remaining_time=0:00:23.726288, arrival_time=2021-04-14 23:33:25.111274, cost_time=0:00:37.462530 2021-04-14 23:33:04,493 INFO : TRAIN, epoch=0131, iter=00130/00196, fetch data time cost=1.63ms, fps=824 images/s, loss=0.3979, top1-acc=87.68%, top5-acc=99.00%, remaining_time=0:00:20.597742, arrival_time=2021-04-14 23:33:25.091555, cost_time=0:00:40.571357 2021-04-14 23:33:07,609 INFO : TRAIN, epoch=0131, iter=00140/00196, fetch data time cost=1.80ms, fps=822 images/s, loss=0.4017, top1-acc=87.53%, top5-acc=98.99%, remaining_time=0:00:17.474912, arrival_time=2021-04-14 23:33:25.084746, cost_time=0:00:43.687319 2021-04-14 23:33:10,715 INFO : TRAIN, epoch=0131, iter=00150/00196, fetch data time cost=1.41ms, fps=824 images/s, loss=0.4017, top1-acc=87.50%, top5-acc=99.00%, remaining_time=0:00:14.349884, arrival_time=2021-04-14 23:33:25.065448, cost_time=0:00:46.793095 2021-04-14 23:33:13,820 INFO : TRAIN, epoch=0131, iter=00160/00196, fetch data time cost=1.99ms, fps=825 images/s, loss=0.4034, top1-acc=87.48%, top5-acc=98.99%, remaining_time=0:00:11.227104, arrival_time=2021-04-14 23:33:25.047825, cost_time=0:00:49.898262 2021-04-14 23:33:16,928 INFO : TRAIN, epoch=0131, iter=00170/00196, fetch data time cost=2.46ms, fps=824 images/s, loss=0.4063, top1-acc=87.38%, top5-acc=98.98%, remaining_time=0:00:08.106800, arrival_time=2021-04-14 23:33:25.035321, cost_time=0:00:53.006000 2021-04-14 23:33:20,035 INFO : TRAIN, epoch=0131, iter=00180/00196, fetch data time cost=1.43ms, fps=824 images/s, loss=0.4076, top1-acc=87.30%, top5-acc=98.98%, remaining_time=0:00:04.987808, arrival_time=2021-04-14 23:33:25.023162, cost_time=0:00:56.112891 2021-04-14 23:33:23,136 INFO : TRAIN, epoch=0131, iter=00190/00196, fetch data time cost=1.31ms, fps=826 images/s, loss=0.4110, top1-acc=87.20%, top5-acc=98.95%, remaining_time=0:00:01.869912, arrival_time=2021-04-14 23:33:25.006347, cost_time=0:00:59.213948 2021-04-14 23:33:24,790 INFO : TRAIN, epoch=0131, iter=00196/00196, fetch data time cost=1.28ms, fps=823 images/s, loss=0.4131, top1-acc=87.16%, top5-acc=98.95%, remaining_time=0:00:00, arrival_time=2021-04-14 23:33:24.790274, cost_time=0:01:00.867908 2021-04-14 23:33:25,848 INFO : EVAL, epoch=0131, iter=00010/00040, fetch data time cost=1.49ms, fps=2424 images/s, loss=1.1496, top1-acc=70.08%, top5-acc=90.51%, remaining_time=0:00:03.168810, arrival_time=2021-04-14 23:33:29.017388, cost_time=0:00:01.056266 2021-04-14 23:33:26,789 INFO : EVAL, epoch=0131, iter=00020/00040, fetch data time cost=1.39ms, fps=2723 images/s, loss=1.1680, top1-acc=69.02%, top5-acc=90.47%, remaining_time=0:00:01.997040, arrival_time=2021-04-14 23:33:28.786290, cost_time=0:00:01.997032 2021-04-14 23:33:27,744 INFO : EVAL, epoch=0131, iter=00030/00040, fetch data time cost=6.90ms, fps=2681 images/s, loss=1.1715, top1-acc=68.95%, top5-acc=90.77%, remaining_time=0:00:00.984080, arrival_time=2021-04-14 23:33:28.728650, cost_time=0:00:02.952237 2021-04-14 23:33:28,610 INFO : EVAL, epoch=0131, iter=00040/00040, fetch data time cost=0.12ms, fps=2680 images/s, loss=1.1590, top1-acc=68.97%, top5-acc=90.96%, remaining_time=0:00:00, arrival_time=2021-04-14 23:33:28.610664, cost_time=0:00:03.818447 2021-04-14 23:33:29,176 INFO : Epoch=0131 complete, best val top1-acc=68.97%, top5-acc=90.96% (epoch=131), remaining_time=1:14:56.088990, arrival_time=2021-04-15 00:48:25.265797, cost_time=2:22:16.052974 2021-04-14 23:33:29,178 INFO : Train start, epoch=0132, lr=0.026604 2021-04-14 23:33:32,447 INFO : TRAIN, epoch=0132, iter=00010/00196, fetch data time cost=2.06ms, fps=783 images/s, loss=0.3829, top1-acc=88.32%, top5-acc=99.18%, remaining_time=0:01:00.810654, arrival_time=2021-04-14 23:34:33.258434, cost_time=0:00:03.269393 2021-04-14 23:33:35,563 INFO : TRAIN, epoch=0132, iter=00020/00196, fetch data time cost=1.56ms, fps=822 images/s, loss=0.3851, top1-acc=87.97%, top5-acc=99.08%, remaining_time=0:00:56.192400, arrival_time=2021-04-14 23:34:31.756293, cost_time=0:00:06.385504 2021-04-14 23:33:38,675 INFO : TRAIN, epoch=0132, iter=00030/00196, fetch data time cost=1.92ms, fps=823 images/s, loss=0.3809, top1-acc=88.22%, top5-acc=99.17%, remaining_time=0:00:52.551782, arrival_time=2021-04-14 23:34:31.227560, cost_time=0:00:09.497311 2021-04-14 23:33:41,783 INFO : TRAIN, epoch=0132, iter=00040/00196, fetch data time cost=1.56ms, fps=824 images/s, loss=0.3794, top1-acc=88.24%, top5-acc=99.13%, remaining_time=0:00:49.161372, arrival_time=2021-04-14 23:34:30.945247, cost_time=0:00:12.605480 2021-04-14 23:33:44,902 INFO : TRAIN, epoch=0132, iter=00050/00196, fetch data time cost=2.36ms, fps=821 images/s, loss=0.3755, top1-acc=88.26%, top5-acc=99.20%, remaining_time=0:00:45.913204, arrival_time=2021-04-14 23:34:30.815473, cost_time=0:00:15.723696 2021-04-14 23:33:48,009 INFO : TRAIN, epoch=0132, iter=00060/00196, fetch data time cost=1.59ms, fps=824 images/s, loss=0.3772, top1-acc=88.07%, top5-acc=99.21%, remaining_time=0:00:42.684416, arrival_time=2021-04-14 23:34:30.694157, cost_time=0:00:18.831339 2021-04-14 23:33:51,114 INFO : TRAIN, epoch=0132, iter=00070/00196, fetch data time cost=2.16ms, fps=825 images/s, loss=0.3769, top1-acc=88.20%, top5-acc=99.21%, remaining_time=0:00:39.485502, arrival_time=2021-04-14 23:34:30.600292, cost_time=0:00:21.936388 2021-04-14 23:33:54,217 INFO : TRAIN, epoch=0132, iter=00080/00196, fetch data time cost=1.46ms, fps=825 images/s, loss=0.3809, top1-acc=87.99%, top5-acc=99.17%, remaining_time=0:00:36.306260, arrival_time=2021-04-14 23:34:30.523451, cost_time=0:00:25.038795 2021-04-14 23:33:57,326 INFO : TRAIN, epoch=0132, iter=00090/00196, fetch data time cost=1.40ms, fps=824 images/s, loss=0.3856, top1-acc=87.88%, top5-acc=99.16%, remaining_time=0:00:33.152136, arrival_time=2021-04-14 23:34:30.478527, cost_time=0:00:28.147999 2021-04-14 23:34:00,431 INFO : TRAIN, epoch=0132, iter=00100/00196, fetch data time cost=1.46ms, fps=825 images/s, loss=0.3860, top1-acc=87.94%, top5-acc=99.15%, remaining_time=0:00:30.002496, arrival_time=2021-04-14 23:34:30.433472, cost_time=0:00:31.252583 2021-04-14 23:34:03,535 INFO : TRAIN, epoch=0132, iter=00110/00196, fetch data time cost=1.55ms, fps=825 images/s, loss=0.3869, top1-acc=87.88%, top5-acc=99.16%, remaining_time=0:00:26.860552, arrival_time=2021-04-14 23:34:30.395610, cost_time=0:00:34.356537 2021-04-14 23:34:06,638 INFO : TRAIN, epoch=0132, iter=00120/00196, fetch data time cost=1.43ms, fps=825 images/s, loss=0.3868, top1-acc=87.86%, top5-acc=99.17%, remaining_time=0:00:23.724692, arrival_time=2021-04-14 23:34:30.363074, cost_time=0:00:37.460061 2021-04-14 23:34:09,743 INFO : TRAIN, epoch=0132, iter=00130/00196, fetch data time cost=1.49ms, fps=825 images/s, loss=0.3910, top1-acc=87.70%, top5-acc=99.15%, remaining_time=0:00:20.594376, arrival_time=2021-04-14 23:34:30.337505, cost_time=0:00:40.564722 2021-04-14 23:34:12,846 INFO : TRAIN, epoch=0132, iter=00140/00196, fetch data time cost=1.37ms, fps=825 images/s, loss=0.3932, top1-acc=87.60%, top5-acc=99.13%, remaining_time=0:00:17.467296, arrival_time=2021-04-14 23:34:30.313927, cost_time=0:00:43.668183 2021-04-14 23:34:15,960 INFO : TRAIN, epoch=0132, iter=00150/00196, fetch data time cost=1.45ms, fps=822 images/s, loss=0.3970, top1-acc=87.47%, top5-acc=99.09%, remaining_time=0:00:14.346434, arrival_time=2021-04-14 23:34:30.306688, cost_time=0:00:46.781852 2021-04-14 23:34:19,070 INFO : TRAIN, epoch=0132, iter=00160/00196, fetch data time cost=2.35ms, fps=823 images/s, loss=0.3995, top1-acc=87.39%, top5-acc=99.07%, remaining_time=0:00:11.225700, arrival_time=2021-04-14 23:34:30.296111, cost_time=0:00:49.892019 2021-04-14 23:34:22,179 INFO : TRAIN, epoch=0132, iter=00170/00196, fetch data time cost=4.96ms, fps=824 images/s, loss=0.4014, top1-acc=87.33%, top5-acc=99.06%, remaining_time=0:00:08.105968, arrival_time=2021-04-14 23:34:30.285116, cost_time=0:00:53.000507 2021-04-14 23:34:25,285 INFO : TRAIN, epoch=0132, iter=00180/00196, fetch data time cost=1.45ms, fps=824 images/s, loss=0.4036, top1-acc=87.27%, top5-acc=99.06%, remaining_time=0:00:04.987328, arrival_time=2021-04-14 23:34:30.273224, cost_time=0:00:56.107506 2021-04-14 23:34:28,395 INFO : TRAIN, epoch=0132, iter=00190/00196, fetch data time cost=1.27ms, fps=823 images/s, loss=0.4055, top1-acc=87.22%, top5-acc=99.06%, remaining_time=0:00:01.870014, arrival_time=2021-04-14 23:34:30.265461, cost_time=0:00:59.217054 2021-04-14 23:34:30,049 INFO : TRAIN, epoch=0132, iter=00196/00196, fetch data time cost=1.41ms, fps=823 images/s, loss=0.4075, top1-acc=87.18%, top5-acc=99.03%, remaining_time=0:00:00, arrival_time=2021-04-14 23:34:30.049412, cost_time=0:01:00.871010 2021-04-14 23:34:31,164 INFO : EVAL, epoch=0132, iter=00010/00040, fetch data time cost=0.21ms, fps=2302 images/s, loss=1.2646, top1-acc=67.11%, top5-acc=90.23%, remaining_time=0:00:03.336360, arrival_time=2021-04-14 23:34:34.500579, cost_time=0:00:01.112123 2021-04-14 23:34:32,108 INFO : EVAL, epoch=0132, iter=00020/00040, fetch data time cost=1.32ms, fps=2712 images/s, loss=1.2192, top1-acc=67.91%, top5-acc=90.70%, remaining_time=0:00:02.056380, arrival_time=2021-04-14 23:34:34.164959, cost_time=0:00:02.056384 2021-04-14 23:34:33,050 INFO : EVAL, epoch=0132, iter=00030/00040, fetch data time cost=1.37ms, fps=2721 images/s, loss=1.1956, top1-acc=68.28%, top5-acc=90.90%, remaining_time=0:00:00.999310, arrival_time=2021-04-14 23:34:34.049315, cost_time=0:00:02.997917 2021-04-14 23:34:33,909 INFO : EVAL, epoch=0132, iter=00040/00040, fetch data time cost=0.08ms, fps=2701 images/s, loss=1.2176, top1-acc=67.98%, top5-acc=90.78%, remaining_time=0:00:00, arrival_time=2021-04-14 23:34:33.909267, cost_time=0:00:03.857214 2021-04-14 23:34:34,183 INFO : Epoch=0132 complete, best val top1-acc=68.97%, top5-acc=90.96% (epoch=131), remaining_time=1:13:50.848856, arrival_time=2021-04-15 00:48:25.032201, cost_time=2:23:21.059515 2021-04-14 23:34:34,184 INFO : Train start, epoch=0133, lr=0.025912 2021-04-14 23:34:37,538 INFO : TRAIN, epoch=0133, iter=00010/00196, fetch data time cost=2.33ms, fps=763 images/s, loss=0.3794, top1-acc=88.83%, top5-acc=99.14%, remaining_time=0:01:02.374914, arrival_time=2021-04-14 23:35:39.913340, cost_time=0:00:03.353491 2021-04-14 23:34:40,646 INFO : TRAIN, epoch=0133, iter=00020/00196, fetch data time cost=2.49ms, fps=824 images/s, loss=0.3726, top1-acc=88.75%, top5-acc=99.32%, remaining_time=0:00:56.857856, arrival_time=2021-04-14 23:35:37.503930, cost_time=0:00:06.461129 2021-04-14 23:34:43,751 INFO : TRAIN, epoch=0133, iter=00030/00196, fetch data time cost=1.61ms, fps=825 images/s, loss=0.3676, top1-acc=89.14%, top5-acc=99.30%, remaining_time=0:00:52.932088, arrival_time=2021-04-14 23:35:36.683239, cost_time=0:00:09.566048 2021-04-14 23:34:46,855 INFO : TRAIN, epoch=0133, iter=00040/00196, fetch data time cost=1.55ms, fps=825 images/s, loss=0.3740, top1-acc=88.76%, top5-acc=99.24%, remaining_time=0:00:49.413936, arrival_time=2021-04-14 23:35:36.269136, cost_time=0:00:12.670257 2021-04-14 23:34:49,959 INFO : TRAIN, epoch=0133, iter=00050/00196, fetch data time cost=2.36ms, fps=825 images/s, loss=0.3755, top1-acc=88.64%, top5-acc=99.23%, remaining_time=0:00:46.061832, arrival_time=2021-04-14 23:35:36.021396, cost_time=0:00:15.774575 2021-04-14 23:34:53,064 INFO : TRAIN, epoch=0133, iter=00060/00196, fetch data time cost=1.76ms, fps=825 images/s, loss=0.3772, top1-acc=88.57%, top5-acc=99.16%, remaining_time=0:00:42.792944, arrival_time=2021-04-14 23:35:35.857144, cost_time=0:00:18.879263 2021-04-14 23:34:56,171 INFO : TRAIN, epoch=0133, iter=00070/00196, fetch data time cost=2.15ms, fps=824 images/s, loss=0.3748, top1-acc=88.70%, top5-acc=99.19%, remaining_time=0:00:39.576096, arrival_time=2021-04-14 23:35:35.747841, cost_time=0:00:21.986744 2021-04-14 23:34:59,279 INFO : TRAIN, epoch=0133, iter=00080/00196, fetch data time cost=1.76ms, fps=824 images/s, loss=0.3756, top1-acc=88.67%, top5-acc=99.18%, remaining_time=0:00:36.386648, arrival_time=2021-04-14 23:35:35.665796, cost_time=0:00:25.094201 2021-04-14 23:35:02,383 INFO : TRAIN, epoch=0133, iter=00090/00196, fetch data time cost=1.38ms, fps=825 images/s, loss=0.3797, top1-acc=88.55%, top5-acc=99.15%, remaining_time=0:00:33.211284, arrival_time=2021-04-14 23:35:35.594486, cost_time=0:00:28.198254 2021-04-14 23:35:05,487 INFO : TRAIN, epoch=0133, iter=00100/00196, fetch data time cost=1.59ms, fps=825 images/s, loss=0.3821, top1-acc=88.40%, top5-acc=99.15%, remaining_time=0:00:30.050592, arrival_time=2021-04-14 23:35:35.538272, cost_time=0:00:31.302741 2021-04-14 23:35:08,590 INFO : TRAIN, epoch=0133, iter=00110/00196, fetch data time cost=1.45ms, fps=825 images/s, loss=0.3853, top1-acc=88.27%, top5-acc=99.14%, remaining_time=0:00:26.898392, arrival_time=2021-04-14 23:35:35.488328, cost_time=0:00:34.404884 2021-04-14 23:35:11,690 INFO : TRAIN, epoch=0133, iter=00120/00196, fetch data time cost=1.42ms, fps=826 images/s, loss=0.3861, top1-acc=88.17%, top5-acc=99.14%, remaining_time=0:00:23.753800, arrival_time=2021-04-14 23:35:35.444641, cost_time=0:00:37.505978 2021-04-14 23:35:14,799 INFO : TRAIN, epoch=0133, iter=00130/00196, fetch data time cost=1.45ms, fps=824 images/s, loss=0.3890, top1-acc=88.10%, top5-acc=99.11%, remaining_time=0:00:20.619588, arrival_time=2021-04-14 23:35:35.418831, cost_time=0:00:40.614292 2021-04-14 23:35:17,907 INFO : TRAIN, epoch=0133, iter=00140/00196, fetch data time cost=1.45ms, fps=824 images/s, loss=0.3914, top1-acc=87.97%, top5-acc=99.10%, remaining_time=0:00:17.488968, arrival_time=2021-04-14 23:35:35.396366, cost_time=0:00:43.722453 2021-04-14 23:35:21,008 INFO : TRAIN, epoch=0133, iter=00150/00196, fetch data time cost=1.41ms, fps=826 images/s, loss=0.3932, top1-acc=87.87%, top5-acc=99.10%, remaining_time=0:00:14.359176, arrival_time=2021-04-14 23:35:35.367564, cost_time=0:00:46.823336 2021-04-14 23:35:24,113 INFO : TRAIN, epoch=0133, iter=00160/00196, fetch data time cost=1.47ms, fps=825 images/s, loss=0.3965, top1-acc=87.73%, top5-acc=99.10%, remaining_time=0:00:11.233800, arrival_time=2021-04-14 23:35:35.346740, cost_time=0:00:49.927976 2021-04-14 23:35:27,218 INFO : TRAIN, epoch=0133, iter=00170/00196, fetch data time cost=2.19ms, fps=824 images/s, loss=0.3974, top1-acc=87.69%, top5-acc=99.08%, remaining_time=0:00:08.111064, arrival_time=2021-04-14 23:35:35.329858, cost_time=0:00:53.033866 2021-04-14 23:35:30,323 INFO : TRAIN, epoch=0133, iter=00180/00196, fetch data time cost=1.51ms, fps=825 images/s, loss=0.3986, top1-acc=87.66%, top5-acc=99.06%, remaining_time=0:00:04.990112, arrival_time=2021-04-14 23:35:35.313902, cost_time=0:00:56.138787 2021-04-14 23:35:33,439 INFO : TRAIN, epoch=0133, iter=00190/00196, fetch data time cost=1.46ms, fps=822 images/s, loss=0.3998, top1-acc=87.63%, top5-acc=99.05%, remaining_time=0:00:01.871196, arrival_time=2021-04-14 23:35:35.310632, cost_time=0:00:59.254479 2021-04-14 23:35:35,093 INFO : TRAIN, epoch=0133, iter=00196/00196, fetch data time cost=1.44ms, fps=823 images/s, loss=0.4005, top1-acc=87.64%, top5-acc=99.05%, remaining_time=0:00:00, arrival_time=2021-04-14 23:35:35.092919, cost_time=0:01:00.907978 2021-04-14 23:35:36,156 INFO : EVAL, epoch=0133, iter=00010/00040, fetch data time cost=1.40ms, fps=2412 images/s, loss=1.1508, top1-acc=69.26%, top5-acc=91.48%, remaining_time=0:00:03.183810, arrival_time=2021-04-14 23:35:39.340015, cost_time=0:00:01.061266 2021-04-14 23:35:37,100 INFO : EVAL, epoch=0133, iter=00020/00040, fetch data time cost=1.45ms, fps=2712 images/s, loss=1.1494, top1-acc=69.34%, top5-acc=91.62%, remaining_time=0:00:02.005740, arrival_time=2021-04-14 23:35:39.106493, cost_time=0:00:02.005742 2021-04-14 23:35:38,041 INFO : EVAL, epoch=0133, iter=00030/00040, fetch data time cost=1.59ms, fps=2723 images/s, loss=1.1762, top1-acc=68.02%, top5-acc=91.41%, remaining_time=0:00:00.982160, arrival_time=2021-04-14 23:35:39.023599, cost_time=0:00:02.946493 2021-04-14 23:35:38,901 INFO : EVAL, epoch=0133, iter=00040/00040, fetch data time cost=0.08ms, fps=2700 images/s, loss=1.1727, top1-acc=67.76%, top5-acc=91.50%, remaining_time=0:00:00, arrival_time=2021-04-14 23:35:38.901108, cost_time=0:00:03.806202 2021-04-14 23:35:39,192 INFO : Epoch=0133 complete, best val top1-acc=68.97%, top5-acc=90.96% (epoch=131), remaining_time=1:12:45.613470, arrival_time=2021-04-15 00:48:24.805815, cost_time=2:24:26.068525 2021-04-14 23:35:39,193 INFO : Train start, epoch=0134, lr=0.025227 2021-04-14 23:35:42,466 INFO : TRAIN, epoch=0134, iter=00010/00196, fetch data time cost=1.65ms, fps=782 images/s, loss=0.3697, top1-acc=89.10%, top5-acc=99.26%, remaining_time=0:01:00.859572, arrival_time=2021-04-14 23:36:43.325496, cost_time=0:00:03.272016 2021-04-14 23:35:45,576 INFO : TRAIN, epoch=0134, iter=00020/00196, fetch data time cost=1.61ms, fps=823 images/s, loss=0.3500, top1-acc=89.39%, top5-acc=99.36%, remaining_time=0:00:56.169344, arrival_time=2021-04-14 23:36:41.746126, cost_time=0:00:06.382880 2021-04-14 23:35:48,683 INFO : TRAIN, epoch=0134, iter=00030/00196, fetch data time cost=1.37ms, fps=824 images/s, loss=0.3499, top1-acc=89.40%, top5-acc=99.32%, remaining_time=0:00:52.508788, arrival_time=2021-04-14 23:36:41.192225, cost_time=0:00:09.489540 2021-04-14 23:35:51,797 INFO : TRAIN, epoch=0134, iter=00040/00196, fetch data time cost=1.63ms, fps=822 images/s, loss=0.3544, top1-acc=89.41%, top5-acc=99.26%, remaining_time=0:00:49.152480, arrival_time=2021-04-14 23:36:40.949594, cost_time=0:00:12.603217 2021-04-14 23:35:54,901 INFO : TRAIN, epoch=0134, iter=00050/00196, fetch data time cost=1.57ms, fps=825 images/s, loss=0.3545, top1-acc=89.36%, top5-acc=99.20%, remaining_time=0:00:45.864586, arrival_time=2021-04-14 23:36:40.765528, cost_time=0:00:15.707038 2021-04-14 23:35:58,011 INFO : TRAIN, epoch=0134, iter=00060/00196, fetch data time cost=2.24ms, fps=823 images/s, loss=0.3534, top1-acc=89.32%, top5-acc=99.21%, remaining_time=0:00:42.653000, arrival_time=2021-04-14 23:36:40.664471, cost_time=0:00:18.817472 2021-04-14 23:36:01,127 INFO : TRAIN, epoch=0134, iter=00070/00196, fetch data time cost=3.03ms, fps=822 images/s, loss=0.3583, top1-acc=89.21%, top5-acc=99.18%, remaining_time=0:00:39.480084, arrival_time=2021-04-14 23:36:40.607409, cost_time=0:00:21.933378 2021-04-14 23:36:04,230 INFO : TRAIN, epoch=0134, iter=00080/00196, fetch data time cost=2.11ms, fps=825 images/s, loss=0.3591, top1-acc=89.17%, top5-acc=99.18%, remaining_time=0:00:36.302896, arrival_time=2021-04-14 23:36:40.533313, cost_time=0:00:25.036482 2021-04-14 23:36:07,335 INFO : TRAIN, epoch=0134, iter=00090/00196, fetch data time cost=1.50ms, fps=825 images/s, loss=0.3591, top1-acc=89.15%, top5-acc=99.17%, remaining_time=0:00:33.144186, arrival_time=2021-04-14 23:36:40.479398, cost_time=0:00:28.141306 2021-04-14 23:36:10,444 INFO : TRAIN, epoch=0134, iter=00100/00196, fetch data time cost=1.98ms, fps=824 images/s, loss=0.3619, top1-acc=89.01%, top5-acc=99.18%, remaining_time=0:00:30.000480, arrival_time=2021-04-14 23:36:40.444936, cost_time=0:00:31.250508 2021-04-14 23:36:13,554 INFO : TRAIN, epoch=0134, iter=00110/00196, fetch data time cost=2.30ms, fps=823 images/s, loss=0.3652, top1-acc=88.85%, top5-acc=99.17%, remaining_time=0:00:26.863906, arrival_time=2021-04-14 23:36:40.418734, cost_time=0:00:34.360847 2021-04-14 23:36:16,673 INFO : TRAIN, epoch=0134, iter=00120/00196, fetch data time cost=2.08ms, fps=821 images/s, loss=0.3692, top1-acc=88.73%, top5-acc=99.16%, remaining_time=0:00:23.736928, arrival_time=2021-04-14 23:36:40.410198, cost_time=0:00:37.479321 2021-04-14 23:36:19,780 INFO : TRAIN, epoch=0134, iter=00130/00196, fetch data time cost=1.65ms, fps=824 images/s, loss=0.3713, top1-acc=88.64%, top5-acc=99.16%, remaining_time=0:00:20.605662, arrival_time=2021-04-14 23:36:40.386423, cost_time=0:00:40.586852 2021-04-14 23:36:22,884 INFO : TRAIN, epoch=0134, iter=00140/00196, fetch data time cost=1.36ms, fps=825 images/s, loss=0.3732, top1-acc=88.56%, top5-acc=99.17%, remaining_time=0:00:17.476368, arrival_time=2021-04-14 23:36:40.361237, cost_time=0:00:43.690922 2021-04-14 23:36:25,991 INFO : TRAIN, epoch=0134, iter=00150/00196, fetch data time cost=1.88ms, fps=824 images/s, loss=0.3745, top1-acc=88.50%, top5-acc=99.16%, remaining_time=0:00:14.351356, arrival_time=2021-04-14 23:36:40.343203, cost_time=0:00:46.797936 2021-04-14 23:36:29,094 INFO : TRAIN, epoch=0134, iter=00160/00196, fetch data time cost=1.51ms, fps=825 images/s, loss=0.3738, top1-acc=88.51%, top5-acc=99.18%, remaining_time=0:00:11.227572, arrival_time=2021-04-14 23:36:40.321866, cost_time=0:00:49.900379 2021-04-14 23:36:32,195 INFO : TRAIN, epoch=0134, iter=00170/00196, fetch data time cost=2.33ms, fps=826 images/s, loss=0.3778, top1-acc=88.35%, top5-acc=99.17%, remaining_time=0:00:08.106072, arrival_time=2021-04-14 23:36:40.301189, cost_time=0:00:53.001220 2021-04-14 23:36:35,313 INFO : TRAIN, epoch=0134, iter=00180/00196, fetch data time cost=2.24ms, fps=821 images/s, loss=0.3779, top1-acc=88.35%, top5-acc=99.17%, remaining_time=0:00:04.988352, arrival_time=2021-04-14 23:36:40.301281, cost_time=0:00:56.119031 2021-04-14 23:36:38,425 INFO : TRAIN, epoch=0134, iter=00190/00196, fetch data time cost=2.64ms, fps=823 images/s, loss=0.3802, top1-acc=88.24%, top5-acc=99.16%, remaining_time=0:00:01.870470, arrival_time=2021-04-14 23:36:40.296025, cost_time=0:00:59.231644 2021-04-14 23:36:40,080 INFO : TRAIN, epoch=0134, iter=00196/00196, fetch data time cost=1.40ms, fps=822 images/s, loss=0.3820, top1-acc=88.21%, top5-acc=99.16%, remaining_time=0:00:00, arrival_time=2021-04-14 23:36:40.080260, cost_time=0:01:00.886367 2021-04-14 23:36:41,165 INFO : EVAL, epoch=0134, iter=00010/00040, fetch data time cost=0.22ms, fps=2363 images/s, loss=1.2378, top1-acc=66.45%, top5-acc=90.66%, remaining_time=0:00:03.249720, arrival_time=2021-04-14 23:36:44.415337, cost_time=0:00:01.083240 2021-04-14 23:36:42,108 INFO : EVAL, epoch=0134, iter=00020/00040, fetch data time cost=1.52ms, fps=2716 images/s, loss=1.2371, top1-acc=66.82%, top5-acc=90.29%, remaining_time=0:00:02.026340, arrival_time=2021-04-14 23:36:44.135108, cost_time=0:00:02.026338 2021-04-14 23:36:43,053 INFO : EVAL, epoch=0134, iter=00030/00040, fetch data time cost=1.35ms, fps=2711 images/s, loss=1.2452, top1-acc=66.86%, top5-acc=90.56%, remaining_time=0:00:00.990350, arrival_time=2021-04-14 23:36:44.043752, cost_time=0:00:02.971062 2021-04-14 23:36:43,912 INFO : EVAL, epoch=0134, iter=00040/00040, fetch data time cost=0.09ms, fps=2701 images/s, loss=1.2260, top1-acc=67.25%, top5-acc=90.75%, remaining_time=0:00:00, arrival_time=2021-04-14 23:36:43.912862, cost_time=0:00:03.830469 2021-04-14 23:36:44,185 INFO : Epoch=0134 complete, best val top1-acc=68.97%, top5-acc=90.96% (epoch=131), remaining_time=1:11:40.373550, arrival_time=2021-04-15 00:48:24.558772, cost_time=2:25:31.061401 2021-04-14 23:36:44,186 INFO : Train start, epoch=0135, lr=0.024548 2021-04-14 23:36:47,505 INFO : TRAIN, epoch=0135, iter=00010/00196, fetch data time cost=2.17ms, fps=771 images/s, loss=0.3482, top1-acc=89.61%, top5-acc=99.57%, remaining_time=0:01:01.719636, arrival_time=2021-04-14 23:37:49.224715, cost_time=0:00:03.318261 2021-04-14 23:36:50,617 INFO : TRAIN, epoch=0135, iter=00020/00196, fetch data time cost=3.74ms, fps=823 images/s, loss=0.3563, top1-acc=89.18%, top5-acc=99.45%, remaining_time=0:00:56.585760, arrival_time=2021-04-14 23:37:47.202795, cost_time=0:00:06.430209 2021-04-14 23:36:53,729 INFO : TRAIN, epoch=0135, iter=00030/00196, fetch data time cost=1.45ms, fps=823 images/s, loss=0.3490, top1-acc=89.28%, top5-acc=99.51%, remaining_time=0:00:52.802110, arrival_time=2021-04-14 23:37:46.531438, cost_time=0:00:09.542546 2021-04-14 23:36:56,839 INFO : TRAIN, epoch=0135, iter=00040/00196, fetch data time cost=2.71ms, fps=823 images/s, loss=0.3469, top1-acc=89.27%, top5-acc=99.47%, remaining_time=0:00:49.345296, arrival_time=2021-04-14 23:37:46.184716, cost_time=0:00:12.652624 2021-04-14 23:36:59,942 INFO : TRAIN, epoch=0135, iter=00050/00196, fetch data time cost=1.64ms, fps=825 images/s, loss=0.3475, top1-acc=89.27%, top5-acc=99.48%, remaining_time=0:00:46.005914, arrival_time=2021-04-14 23:37:45.948288, cost_time=0:00:15.755466 2021-04-14 23:37:03,053 INFO : TRAIN, epoch=0135, iter=00060/00196, fetch data time cost=1.88ms, fps=823 images/s, loss=0.3472, top1-acc=89.31%, top5-acc=99.46%, remaining_time=0:00:42.764792, arrival_time=2021-04-14 23:37:45.818412, cost_time=0:00:18.866844 2021-04-14 23:37:06,158 INFO : TRAIN, epoch=0135, iter=00070/00196, fetch data time cost=1.44ms, fps=825 images/s, loss=0.3500, top1-acc=89.17%, top5-acc=99.49%, remaining_time=0:00:39.549510, arrival_time=2021-04-14 23:37:45.708256, cost_time=0:00:21.971968 2021-04-14 23:37:09,273 INFO : TRAIN, epoch=0135, iter=00080/00196, fetch data time cost=2.36ms, fps=822 images/s, loss=0.3508, top1-acc=89.11%, top5-acc=99.47%, remaining_time=0:00:36.374932, arrival_time=2021-04-14 23:37:45.647927, cost_time=0:00:25.086177 2021-04-14 23:37:12,380 INFO : TRAIN, epoch=0135, iter=00090/00196, fetch data time cost=1.48ms, fps=824 images/s, loss=0.3515, top1-acc=89.11%, top5-acc=99.46%, remaining_time=0:00:33.205136, arrival_time=2021-04-14 23:37:45.585060, cost_time=0:00:28.193028 2021-04-14 23:37:15,488 INFO : TRAIN, epoch=0135, iter=00100/00196, fetch data time cost=1.55ms, fps=824 images/s, loss=0.3523, top1-acc=89.12%, top5-acc=99.43%, remaining_time=0:00:30.049152, arrival_time=2021-04-14 23:37:45.537097, cost_time=0:00:31.301162 2021-04-14 23:37:18,591 INFO : TRAIN, epoch=0135, iter=00110/00196, fetch data time cost=1.66ms, fps=825 images/s, loss=0.3544, top1-acc=89.06%, top5-acc=99.40%, remaining_time=0:00:26.898392, arrival_time=2021-04-14 23:37:45.490247, cost_time=0:00:34.404975 2021-04-14 23:37:21,695 INFO : TRAIN, epoch=0135, iter=00120/00196, fetch data time cost=1.56ms, fps=825 images/s, loss=0.3570, top1-acc=88.93%, top5-acc=99.37%, remaining_time=0:00:23.755320, arrival_time=2021-04-14 23:37:45.450475, cost_time=0:00:37.508340 2021-04-14 23:37:24,796 INFO : TRAIN, epoch=0135, iter=00130/00196, fetch data time cost=2.16ms, fps=826 images/s, loss=0.3607, top1-acc=88.80%, top5-acc=99.35%, remaining_time=0:00:20.617146, arrival_time=2021-04-14 23:37:45.413497, cost_time=0:00:40.609505 2021-04-14 23:37:27,901 INFO : TRAIN, epoch=0135, iter=00140/00196, fetch data time cost=1.44ms, fps=825 images/s, loss=0.3620, top1-acc=88.72%, top5-acc=99.35%, remaining_time=0:00:17.485832, arrival_time=2021-04-14 23:37:45.387176, cost_time=0:00:43.714630 2021-04-14 23:37:31,003 INFO : TRAIN, epoch=0135, iter=00150/00196, fetch data time cost=2.72ms, fps=825 images/s, loss=0.3650, top1-acc=88.61%, top5-acc=99.33%, remaining_time=0:00:14.357198, arrival_time=2021-04-14 23:37:45.360951, cost_time=0:00:46.816984 2021-04-14 23:37:34,119 INFO : TRAIN, epoch=0135, iter=00160/00196, fetch data time cost=2.07ms, fps=822 images/s, loss=0.3691, top1-acc=88.48%, top5-acc=99.31%, remaining_time=0:00:11.234736, arrival_time=2021-04-14 23:37:45.353737, cost_time=0:00:49.932184 2021-04-14 23:37:37,221 INFO : TRAIN, epoch=0135, iter=00170/00196, fetch data time cost=1.67ms, fps=825 images/s, loss=0.3715, top1-acc=88.43%, top5-acc=99.30%, remaining_time=0:00:08.111116, arrival_time=2021-04-14 23:37:45.332163, cost_time=0:00:53.034261 2021-04-14 23:37:40,324 INFO : TRAIN, epoch=0135, iter=00180/00196, fetch data time cost=2.34ms, fps=825 images/s, loss=0.3736, top1-acc=88.35%, top5-acc=99.29%, remaining_time=0:00:04.990016, arrival_time=2021-04-14 23:37:45.314585, cost_time=0:00:56.137728 2021-04-14 23:37:43,436 INFO : TRAIN, epoch=0135, iter=00190/00196, fetch data time cost=1.63ms, fps=823 images/s, loss=0.3746, top1-acc=88.28%, top5-acc=99.28%, remaining_time=0:00:01.871034, arrival_time=2021-04-14 23:37:45.307392, cost_time=0:00:59.249453 2021-04-14 23:37:45,091 INFO : TRAIN, epoch=0135, iter=00196/00196, fetch data time cost=1.58ms, fps=822 images/s, loss=0.3750, top1-acc=88.27%, top5-acc=99.27%, remaining_time=0:00:00, arrival_time=2021-04-14 23:37:45.091661, cost_time=0:01:00.904881 2021-04-14 23:37:46,190 INFO : EVAL, epoch=0135, iter=00010/00040, fetch data time cost=0.34ms, fps=2337 images/s, loss=1.1147, top1-acc=69.84%, top5-acc=91.60%, remaining_time=0:00:03.286620, arrival_time=2021-04-14 23:37:49.476766, cost_time=0:00:01.095544 2021-04-14 23:37:47,136 INFO : EVAL, epoch=0135, iter=00020/00040, fetch data time cost=1.54ms, fps=2708 images/s, loss=1.1075, top1-acc=69.80%, top5-acc=91.64%, remaining_time=0:00:02.041240, arrival_time=2021-04-14 23:37:49.177177, cost_time=0:00:02.041241 2021-04-14 23:37:48,078 INFO : EVAL, epoch=0135, iter=00030/00040, fetch data time cost=1.73ms, fps=2716 images/s, loss=1.1305, top1-acc=69.77%, top5-acc=91.21%, remaining_time=0:00:00.994740, arrival_time=2021-04-14 23:37:49.073617, cost_time=0:00:02.984230 2021-04-14 23:37:48,938 INFO : EVAL, epoch=0135, iter=00040/00040, fetch data time cost=0.08ms, fps=2699 images/s, loss=1.1490, top1-acc=69.29%, top5-acc=91.21%, remaining_time=0:00:00, arrival_time=2021-04-14 23:37:48.938897, cost_time=0:00:03.844237 2021-04-14 23:37:49,468 INFO : Epoch=0135 complete, best val top1-acc=69.29%, top5-acc=91.21% (epoch=135), remaining_time=1:10:35.276955, arrival_time=2021-04-15 00:48:24.745288, cost_time=2:26:36.344470 2021-04-14 23:37:49,470 INFO : Train start, epoch=0136, lr=0.023875 2021-04-14 23:37:52,751 INFO : TRAIN, epoch=0136, iter=00010/00196, fetch data time cost=1.73ms, fps=780 images/s, loss=0.3441, top1-acc=89.61%, top5-acc=99.34%, remaining_time=0:01:01.033110, arrival_time=2021-04-14 23:38:53.784835, cost_time=0:00:03.281354 2021-04-14 23:37:55,864 INFO : TRAIN, epoch=0136, iter=00020/00196, fetch data time cost=2.15ms, fps=822 images/s, loss=0.3419, top1-acc=89.49%, top5-acc=99.32%, remaining_time=0:00:56.271248, arrival_time=2021-04-14 23:38:52.136073, cost_time=0:00:06.394459 2021-04-14 23:37:58,973 INFO : TRAIN, epoch=0136, iter=00030/00196, fetch data time cost=1.53ms, fps=824 images/s, loss=0.3422, top1-acc=89.48%, top5-acc=99.32%, remaining_time=0:00:52.584484, arrival_time=2021-04-14 23:38:51.558216, cost_time=0:00:09.503212 2021-04-14 23:38:02,076 INFO : TRAIN, epoch=0136, iter=00040/00196, fetch data time cost=1.48ms, fps=825 images/s, loss=0.3377, top1-acc=89.48%, top5-acc=99.34%, remaining_time=0:00:49.162464, arrival_time=2021-04-14 23:38:51.238575, cost_time=0:00:12.605750 2021-04-14 23:38:05,180 INFO : TRAIN, epoch=0136, iter=00050/00196, fetch data time cost=2.89ms, fps=825 images/s, loss=0.3359, top1-acc=89.51%, top5-acc=99.32%, remaining_time=0:00:45.873784, arrival_time=2021-04-14 23:38:51.054391, cost_time=0:00:15.710178 2021-04-14 23:38:08,285 INFO : TRAIN, epoch=0136, iter=00060/00196, fetch data time cost=1.65ms, fps=825 images/s, loss=0.3430, top1-acc=89.32%, top5-acc=99.28%, remaining_time=0:00:42.647424, arrival_time=2021-04-14 23:38:50.932820, cost_time=0:00:18.815028 2021-04-14 23:38:11,412 INFO : TRAIN, epoch=0136, iter=00070/00196, fetch data time cost=2.16ms, fps=819 images/s, loss=0.3462, top1-acc=89.22%, top5-acc=99.30%, remaining_time=0:00:39.495078, arrival_time=2021-04-14 23:38:50.907209, cost_time=0:00:21.941732 2021-04-14 23:38:14,519 INFO : TRAIN, epoch=0136, iter=00080/00196, fetch data time cost=2.08ms, fps=824 images/s, loss=0.3482, top1-acc=89.14%, top5-acc=99.29%, remaining_time=0:00:36.320992, arrival_time=2021-04-14 23:38:50.840362, cost_time=0:00:25.048969 2021-04-14 23:38:17,636 INFO : TRAIN, epoch=0136, iter=00090/00196, fetch data time cost=1.59ms, fps=821 images/s, loss=0.3523, top1-acc=89.01%, top5-acc=99.28%, remaining_time=0:00:33.173124, arrival_time=2021-04-14 23:38:50.809491, cost_time=0:00:28.165887 2021-04-14 23:38:20,739 INFO : TRAIN, epoch=0136, iter=00100/00196, fetch data time cost=1.54ms, fps=825 images/s, loss=0.3534, top1-acc=88.97%, top5-acc=99.27%, remaining_time=0:00:30.017760, arrival_time=2021-04-14 23:38:50.756712, cost_time=0:00:31.268511 2021-04-14 23:38:23,852 INFO : TRAIN, epoch=0136, iter=00110/00196, fetch data time cost=2.10ms, fps=823 images/s, loss=0.3561, top1-acc=88.84%, top5-acc=99.25%, remaining_time=0:00:26.880332, arrival_time=2021-04-14 23:38:50.732517, cost_time=0:00:34.381822 2021-04-14 23:38:26,954 INFO : TRAIN, epoch=0136, iter=00120/00196, fetch data time cost=1.62ms, fps=826 images/s, loss=0.3557, top1-acc=88.85%, top5-acc=99.27%, remaining_time=0:00:23.739968, arrival_time=2021-04-14 23:38:50.694590, cost_time=0:00:37.484213 2021-04-14 23:38:30,055 INFO : TRAIN, epoch=0136, iter=00130/00196, fetch data time cost=2.07ms, fps=826 images/s, loss=0.3567, top1-acc=88.79%, top5-acc=99.27%, remaining_time=0:00:20.604606, arrival_time=2021-04-14 23:38:50.659797, cost_time=0:00:40.584819 2021-04-14 23:38:33,155 INFO : TRAIN, epoch=0136, iter=00140/00196, fetch data time cost=1.40ms, fps=826 images/s, loss=0.3575, top1-acc=88.76%, top5-acc=99.27%, remaining_time=0:00:17.474072, arrival_time=2021-04-14 23:38:50.629575, cost_time=0:00:43.685226 2021-04-14 23:38:36,269 INFO : TRAIN, epoch=0136, iter=00150/00196, fetch data time cost=7.14ms, fps=822 images/s, loss=0.3599, top1-acc=88.71%, top5-acc=99.27%, remaining_time=0:00:14.351540, arrival_time=2021-04-14 23:38:50.620462, cost_time=0:00:46.798553 2021-04-14 23:38:39,379 INFO : TRAIN, epoch=0136, iter=00160/00196, fetch data time cost=1.54ms, fps=823 images/s, loss=0.3629, top1-acc=88.56%, top5-acc=99.25%, remaining_time=0:00:11.229516, arrival_time=2021-04-14 23:38:50.608957, cost_time=0:00:49.909003 2021-04-14 23:38:42,485 INFO : TRAIN, epoch=0136, iter=00170/00196, fetch data time cost=1.57ms, fps=824 images/s, loss=0.3665, top1-acc=88.45%, top5-acc=99.22%, remaining_time=0:00:08.108152, arrival_time=2021-04-14 23:38:50.593277, cost_time=0:00:53.014771 2021-04-14 23:38:45,587 INFO : TRAIN, epoch=0136, iter=00180/00196, fetch data time cost=1.46ms, fps=825 images/s, loss=0.3680, top1-acc=88.40%, top5-acc=99.20%, remaining_time=0:00:04.988160, arrival_time=2021-04-14 23:38:50.575265, cost_time=0:00:56.116745 2021-04-14 23:38:48,694 INFO : TRAIN, epoch=0136, iter=00190/00196, fetch data time cost=1.39ms, fps=824 images/s, loss=0.3688, top1-acc=88.38%, top5-acc=99.20%, remaining_time=0:00:01.870236, arrival_time=2021-04-14 23:38:50.564655, cost_time=0:00:59.224062 2021-04-14 23:38:50,348 INFO : TRAIN, epoch=0136, iter=00196/00196, fetch data time cost=2.67ms, fps=823 images/s, loss=0.3703, top1-acc=88.36%, top5-acc=99.20%, remaining_time=0:00:00, arrival_time=2021-04-14 23:38:50.347978, cost_time=0:01:00.877618 2021-04-14 23:38:51,404 INFO : EVAL, epoch=0136, iter=00010/00040, fetch data time cost=1.31ms, fps=2427 images/s, loss=1.1622, top1-acc=68.55%, top5-acc=91.68%, remaining_time=0:00:03.163950, arrival_time=2021-04-14 23:38:54.568682, cost_time=0:00:01.054651 2021-04-14 23:38:52,352 INFO : EVAL, epoch=0136, iter=00020/00040, fetch data time cost=2.24ms, fps=2702 images/s, loss=1.1200, top1-acc=69.55%, top5-acc=91.78%, remaining_time=0:00:02.002320, arrival_time=2021-04-14 23:38:54.354881, cost_time=0:00:02.002324 2021-04-14 23:38:53,294 INFO : EVAL, epoch=0136, iter=00030/00040, fetch data time cost=1.30ms, fps=2721 images/s, loss=1.1380, top1-acc=69.01%, top5-acc=91.85%, remaining_time=0:00:00.981330, arrival_time=2021-04-14 23:38:54.275363, cost_time=0:00:02.943980 2021-04-14 23:38:54,156 INFO : EVAL, epoch=0136, iter=00040/00040, fetch data time cost=0.09ms, fps=2692 images/s, loss=1.1513, top1-acc=68.99%, top5-acc=91.67%, remaining_time=0:00:00, arrival_time=2021-04-14 23:38:54.156456, cost_time=0:00:03.806274 2021-04-14 23:38:54,436 INFO : Epoch=0136 complete, best val top1-acc=69.29%, top5-acc=91.21% (epoch=135), remaining_time=1:09:30.029312, arrival_time=2021-04-15 00:48:24.465408, cost_time=2:27:41.312245 2021-04-14 23:38:54,437 INFO : Train start, epoch=0137, lr=0.023209 2021-04-14 23:38:57,760 INFO : TRAIN, epoch=0137, iter=00010/00196, fetch data time cost=1.56ms, fps=770 images/s, loss=0.3653, top1-acc=88.91%, top5-acc=99.41%, remaining_time=0:01:01.804824, arrival_time=2021-04-14 23:39:59.565640, cost_time=0:00:03.322838 2021-04-14 23:39:00,867 INFO : TRAIN, epoch=0137, iter=00020/00196, fetch data time cost=1.56ms, fps=824 images/s, loss=0.3556, top1-acc=88.79%, top5-acc=99.39%, remaining_time=0:00:56.579952, arrival_time=2021-04-14 23:39:57.447510, cost_time=0:00:06.429545 2021-04-14 23:39:03,988 INFO : TRAIN, epoch=0137, iter=00030/00196, fetch data time cost=1.62ms, fps=820 images/s, loss=0.3489, top1-acc=89.13%, top5-acc=99.51%, remaining_time=0:00:52.847760, arrival_time=2021-04-14 23:39:56.836583, cost_time=0:00:09.550810 2021-04-14 23:39:07,092 INFO : TRAIN, epoch=0137, iter=00040/00196, fetch data time cost=1.52ms, fps=825 images/s, loss=0.3414, top1-acc=89.29%, top5-acc=99.51%, remaining_time=0:00:49.350444, arrival_time=2021-04-14 23:39:56.442418, cost_time=0:00:12.653962 2021-04-14 23:39:10,192 INFO : TRAIN, epoch=0137, iter=00050/00196, fetch data time cost=1.36ms, fps=826 images/s, loss=0.3387, top1-acc=89.34%, top5-acc=99.52%, remaining_time=0:00:46.004162, arrival_time=2021-04-14 23:39:56.197026, cost_time=0:00:15.754861 2021-04-14 23:39:13,294 INFO : TRAIN, epoch=0137, iter=00060/00196, fetch data time cost=1.34ms, fps=825 images/s, loss=0.3389, top1-acc=89.30%, top5-acc=99.51%, remaining_time=0:00:42.741808, arrival_time=2021-04-14 23:39:56.036642, cost_time=0:00:18.856694 2021-04-14 23:39:16,400 INFO : TRAIN, epoch=0137, iter=00070/00196, fetch data time cost=1.92ms, fps=824 images/s, loss=0.3370, top1-acc=89.37%, top5-acc=99.50%, remaining_time=0:00:39.532626, arrival_time=2021-04-14 23:39:55.933142, cost_time=0:00:21.962580 2021-04-14 23:39:19,507 INFO : TRAIN, epoch=0137, iter=00080/00196, fetch data time cost=1.45ms, fps=824 images/s, loss=0.3397, top1-acc=89.34%, top5-acc=99.46%, remaining_time=0:00:36.350804, arrival_time=2021-04-14 23:39:55.858422, cost_time=0:00:25.069556 2021-04-14 23:39:22,620 INFO : TRAIN, epoch=0137, iter=00090/00196, fetch data time cost=1.57ms, fps=823 images/s, loss=0.3390, top1-acc=89.32%, top5-acc=99.47%, remaining_time=0:00:33.192098, arrival_time=2021-04-14 23:39:55.812141, cost_time=0:00:28.181934 2021-04-14 23:39:25,726 INFO : TRAIN, epoch=0137, iter=00100/00196, fetch data time cost=2.14ms, fps=824 images/s, loss=0.3399, top1-acc=89.23%, top5-acc=99.46%, remaining_time=0:00:30.037056, arrival_time=2021-04-14 23:39:55.763633, cost_time=0:00:31.288579 2021-04-14 23:39:28,826 INFO : TRAIN, epoch=0137, iter=00110/00196, fetch data time cost=1.61ms, fps=826 images/s, loss=0.3428, top1-acc=89.18%, top5-acc=99.45%, remaining_time=0:00:26.885320, arrival_time=2021-04-14 23:39:55.711483, cost_time=0:00:34.388230 2021-04-14 23:39:31,927 INFO : TRAIN, epoch=0137, iter=00120/00196, fetch data time cost=1.43ms, fps=826 images/s, loss=0.3420, top1-acc=89.25%, top5-acc=99.46%, remaining_time=0:00:23.743312, arrival_time=2021-04-14 23:39:55.670700, cost_time=0:00:37.489389 2021-04-14 23:39:35,025 INFO : TRAIN, epoch=0137, iter=00130/00196, fetch data time cost=2.01ms, fps=826 images/s, loss=0.3435, top1-acc=89.19%, top5-acc=99.45%, remaining_time=0:00:20.606124, arrival_time=2021-04-14 23:39:55.631986, cost_time=0:00:40.587851 2021-04-14 23:39:38,132 INFO : TRAIN, epoch=0137, iter=00140/00196, fetch data time cost=2.24ms, fps=824 images/s, loss=0.3444, top1-acc=89.16%, top5-acc=99.44%, remaining_time=0:00:17.477656, arrival_time=2021-04-14 23:39:55.609811, cost_time=0:00:43.694095 2021-04-14 23:39:41,236 INFO : TRAIN, epoch=0137, iter=00150/00196, fetch data time cost=1.46ms, fps=825 images/s, loss=0.3451, top1-acc=89.16%, top5-acc=99.43%, remaining_time=0:00:14.351402, arrival_time=2021-04-14 23:39:55.587419, cost_time=0:00:46.798032 2021-04-14 23:39:44,357 INFO : TRAIN, epoch=0137, iter=00160/00196, fetch data time cost=1.45ms, fps=820 images/s, loss=0.3457, top1-acc=89.14%, top5-acc=99.41%, remaining_time=0:00:11.231748, arrival_time=2021-04-14 23:39:55.588665, cost_time=0:00:49.918827 2021-04-14 23:39:47,467 INFO : TRAIN, epoch=0137, iter=00170/00196, fetch data time cost=1.45ms, fps=823 images/s, loss=0.3469, top1-acc=89.08%, top5-acc=99.39%, remaining_time=0:00:08.110414, arrival_time=2021-04-14 23:39:55.578039, cost_time=0:00:53.029620 2021-04-14 23:39:50,578 INFO : TRAIN, epoch=0137, iter=00180/00196, fetch data time cost=1.54ms, fps=823 images/s, loss=0.3493, top1-acc=89.01%, top5-acc=99.36%, remaining_time=0:00:04.990272, arrival_time=2021-04-14 23:39:55.569004, cost_time=0:00:56.140601 2021-04-14 23:39:53,685 INFO : TRAIN, epoch=0137, iter=00190/00196, fetch data time cost=1.33ms, fps=824 images/s, loss=0.3496, top1-acc=89.03%, top5-acc=99.36%, remaining_time=0:00:01.870968, arrival_time=2021-04-14 23:39:55.556370, cost_time=0:00:59.247402 2021-04-14 23:39:55,343 INFO : TRAIN, epoch=0137, iter=00196/00196, fetch data time cost=1.94ms, fps=820 images/s, loss=0.3513, top1-acc=89.00%, top5-acc=99.35%, remaining_time=0:00:00, arrival_time=2021-04-14 23:39:55.343694, cost_time=0:01:00.905685 2021-04-14 23:39:56,463 INFO : EVAL, epoch=0137, iter=00010/00040, fetch data time cost=0.22ms, fps=2293 images/s, loss=1.1411, top1-acc=69.45%, top5-acc=91.25%, remaining_time=0:00:03.349830, arrival_time=2021-04-14 23:39:59.813187, cost_time=0:00:01.116614 2021-04-14 23:39:57,405 INFO : EVAL, epoch=0137, iter=00020/00040, fetch data time cost=1.48ms, fps=2718 images/s, loss=1.1268, top1-acc=69.55%, top5-acc=91.72%, remaining_time=0:00:02.058820, arrival_time=2021-04-14 23:39:59.464379, cost_time=0:00:02.058829 2021-04-14 23:39:58,350 INFO : EVAL, epoch=0137, iter=00030/00040, fetch data time cost=1.40ms, fps=2711 images/s, loss=1.1402, top1-acc=68.93%, top5-acc=91.65%, remaining_time=0:00:01.001110, arrival_time=2021-04-14 23:39:59.351276, cost_time=0:00:03.003344 2021-04-14 23:39:59,209 INFO : EVAL, epoch=0137, iter=00040/00040, fetch data time cost=0.08ms, fps=2701 images/s, loss=1.1394, top1-acc=68.89%, top5-acc=91.73%, remaining_time=0:00:00, arrival_time=2021-04-14 23:39:59.209463, cost_time=0:00:03.862764 2021-04-14 23:39:59,486 INFO : Epoch=0137 complete, best val top1-acc=69.29%, top5-acc=91.21% (epoch=135), remaining_time=1:08:24.823905, arrival_time=2021-04-15 00:48:24.310793, cost_time=2:28:46.363067 2021-04-14 23:39:59,488 INFO : Train start, epoch=0138, lr=0.022549 2021-04-14 23:40:02,788 INFO : TRAIN, epoch=0138, iter=00010/00196, fetch data time cost=3.19ms, fps=776 images/s, loss=0.2928, top1-acc=90.94%, top5-acc=99.61%, remaining_time=0:01:01.379442, arrival_time=2021-04-14 23:41:04.167990, cost_time=0:00:03.299972 2021-04-14 23:40:05,901 INFO : TRAIN, epoch=0138, iter=00020/00196, fetch data time cost=1.51ms, fps=822 images/s, loss=0.3002, top1-acc=90.68%, top5-acc=99.61%, remaining_time=0:00:56.435632, arrival_time=2021-04-14 23:41:02.337302, cost_time=0:00:06.413137 2021-04-14 23:40:09,001 INFO : TRAIN, epoch=0138, iter=00030/00196, fetch data time cost=1.44ms, fps=826 images/s, loss=0.3040, top1-acc=90.72%, top5-acc=99.58%, remaining_time=0:00:52.637770, arrival_time=2021-04-14 23:41:01.639154, cost_time=0:00:09.512862 2021-04-14 23:40:12,099 INFO : TRAIN, epoch=0138, iter=00040/00196, fetch data time cost=1.56ms, fps=826 images/s, loss=0.3061, top1-acc=90.65%, top5-acc=99.56%, remaining_time=0:00:49.183524, arrival_time=2021-04-14 23:41:01.283227, cost_time=0:00:12.611174 2021-04-14 23:40:15,201 INFO : TRAIN, epoch=0138, iter=00050/00196, fetch data time cost=1.37ms, fps=826 images/s, loss=0.3051, top1-acc=90.65%, top5-acc=99.59%, remaining_time=0:00:45.881084, arrival_time=2021-04-14 23:41:01.082319, cost_time=0:00:15.712691 2021-04-14 23:40:18,314 INFO : TRAIN, epoch=0138, iter=00060/00196, fetch data time cost=1.44ms, fps=823 images/s, loss=0.3077, top1-acc=90.48%, top5-acc=99.58%, remaining_time=0:00:42.670680, arrival_time=2021-04-14 23:41:00.984577, cost_time=0:00:18.825288 2021-04-14 23:40:21,419 INFO : TRAIN, epoch=0138, iter=00070/00196, fetch data time cost=2.01ms, fps=825 images/s, loss=0.3081, top1-acc=90.46%, top5-acc=99.60%, remaining_time=0:00:39.475170, arrival_time=2021-04-14 23:41:00.894460, cost_time=0:00:21.930640 2021-04-14 23:40:24,532 INFO : TRAIN, epoch=0138, iter=00080/00196, fetch data time cost=1.47ms, fps=822 images/s, loss=0.3081, top1-acc=90.56%, top5-acc=99.59%, remaining_time=0:00:36.314264, arrival_time=2021-04-14 23:41:00.847116, cost_time=0:00:25.044314 2021-04-14 23:40:27,642 INFO : TRAIN, epoch=0138, iter=00090/00196, fetch data time cost=2.34ms, fps=823 images/s, loss=0.3092, top1-acc=90.55%, top5-acc=99.58%, remaining_time=0:00:33.159556, arrival_time=2021-04-14 23:41:00.802425, cost_time=0:00:28.154332 2021-04-14 23:40:30,758 INFO : TRAIN, epoch=0138, iter=00100/00196, fetch data time cost=1.54ms, fps=822 images/s, loss=0.3085, top1-acc=90.52%, top5-acc=99.57%, remaining_time=0:00:30.018624, arrival_time=2021-04-14 23:41:00.776579, cost_time=0:00:31.269414 2021-04-14 23:40:33,867 INFO : TRAIN, epoch=0138, iter=00110/00196, fetch data time cost=2.22ms, fps=824 images/s, loss=0.3107, top1-acc=90.44%, top5-acc=99.53%, remaining_time=0:00:26.877580, arrival_time=2021-04-14 23:41:00.744481, cost_time=0:00:34.378300 2021-04-14 23:40:36,971 INFO : TRAIN, epoch=0138, iter=00120/00196, fetch data time cost=1.42ms, fps=825 images/s, loss=0.3132, top1-acc=90.30%, top5-acc=99.50%, remaining_time=0:00:23.739056, arrival_time=2021-04-14 23:41:00.710368, cost_time=0:00:37.482754 2021-04-14 23:40:40,087 INFO : TRAIN, epoch=0138, iter=00130/00196, fetch data time cost=1.59ms, fps=822 images/s, loss=0.3152, top1-acc=90.18%, top5-acc=99.49%, remaining_time=0:00:20.611932, arrival_time=2021-04-14 23:41:00.699745, cost_time=0:00:40.599205 2021-04-14 23:40:43,194 INFO : TRAIN, epoch=0138, iter=00140/00196, fetch data time cost=1.61ms, fps=824 images/s, loss=0.3181, top1-acc=90.12%, top5-acc=99.48%, remaining_time=0:00:17.482136, arrival_time=2021-04-14 23:41:00.676080, cost_time=0:00:43.705303 2021-04-14 23:40:46,304 INFO : TRAIN, epoch=0138, iter=00150/00196, fetch data time cost=1.46ms, fps=823 images/s, loss=0.3195, top1-acc=90.06%, top5-acc=99.47%, remaining_time=0:00:14.356830, arrival_time=2021-04-14 23:41:00.661101, cost_time=0:00:46.815734 2021-04-14 23:40:49,406 INFO : TRAIN, epoch=0138, iter=00160/00196, fetch data time cost=1.82ms, fps=826 images/s, loss=0.3223, top1-acc=90.01%, top5-acc=99.45%, remaining_time=0:00:11.231424, arrival_time=2021-04-14 23:41:00.637452, cost_time=0:00:49.917484 2021-04-14 23:40:52,518 INFO : TRAIN, epoch=0138, iter=00170/00196, fetch data time cost=2.10ms, fps=823 images/s, loss=0.3241, top1-acc=89.95%, top5-acc=99.45%, remaining_time=0:00:08.110466, arrival_time=2021-04-14 23:41:00.629043, cost_time=0:00:53.029918 2021-04-14 23:40:55,621 INFO : TRAIN, epoch=0138, iter=00180/00196, fetch data time cost=1.35ms, fps=825 images/s, loss=0.3256, top1-acc=89.90%, top5-acc=99.44%, remaining_time=0:00:04.989616, arrival_time=2021-04-14 23:41:00.611411, cost_time=0:00:56.133254 2021-04-14 23:40:58,722 INFO : TRAIN, epoch=0138, iter=00190/00196, fetch data time cost=1.37ms, fps=826 images/s, loss=0.3276, top1-acc=89.79%, top5-acc=99.43%, remaining_time=0:00:01.870530, arrival_time=2021-04-14 23:41:00.592587, cost_time=0:00:59.233526 2021-04-14 23:41:00,373 INFO : TRAIN, epoch=0138, iter=00196/00196, fetch data time cost=1.24ms, fps=824 images/s, loss=0.3289, top1-acc=89.76%, top5-acc=99.43%, remaining_time=0:00:00, arrival_time=2021-04-14 23:41:00.373601, cost_time=0:01:00.885070 2021-04-14 23:41:01,473 INFO : EVAL, epoch=0138, iter=00010/00040, fetch data time cost=0.31ms, fps=2331 images/s, loss=1.1641, top1-acc=68.87%, top5-acc=91.87%, remaining_time=0:00:03.294360, arrival_time=2021-04-14 23:41:04.768126, cost_time=0:00:01.098118 2021-04-14 23:41:02,416 INFO : EVAL, epoch=0138, iter=00020/00040, fetch data time cost=1.52ms, fps=2716 images/s, loss=1.1613, top1-acc=69.24%, top5-acc=91.50%, remaining_time=0:00:02.040920, arrival_time=2021-04-14 23:41:04.457580, cost_time=0:00:02.040919 2021-04-14 23:41:03,362 INFO : EVAL, epoch=0138, iter=00030/00040, fetch data time cost=2.11ms, fps=2707 images/s, loss=1.1647, top1-acc=69.27%, top5-acc=91.45%, remaining_time=0:00:00.995690, arrival_time=2021-04-14 23:41:04.358408, cost_time=0:00:02.987071 2021-04-14 23:41:04,220 INFO : EVAL, epoch=0138, iter=00040/00040, fetch data time cost=0.07ms, fps=2704 images/s, loss=1.1584, top1-acc=69.61%, top5-acc=91.49%, remaining_time=0:00:00, arrival_time=2021-04-14 23:41:04.220938, cost_time=0:00:03.845334 2021-04-14 23:41:04,770 INFO : Epoch=0138 complete, best val top1-acc=69.61%, top5-acc=91.49% (epoch=138), remaining_time=1:07:19.725382, arrival_time=2021-04-15 00:48:24.496023, cost_time=2:29:51.646769 2021-04-14 23:41:04,772 INFO : Train start, epoch=0139, lr=0.021896 2021-04-14 23:41:08,082 INFO : TRAIN, epoch=0139, iter=00010/00196, fetch data time cost=2.20ms, fps=774 images/s, loss=0.2926, top1-acc=91.41%, top5-acc=99.45%, remaining_time=0:01:01.555956, arrival_time=2021-04-14 23:42:09.638303, cost_time=0:00:03.309458 2021-04-14 23:41:11,196 INFO : TRAIN, epoch=0139, iter=00020/00196, fetch data time cost=2.05ms, fps=822 images/s, loss=0.2998, top1-acc=91.13%, top5-acc=99.47%, remaining_time=0:00:56.527504, arrival_time=2021-04-14 23:42:07.724106, cost_time=0:00:06.423574 2021-04-14 23:41:14,310 INFO : TRAIN, epoch=0139, iter=00030/00196, fetch data time cost=1.55ms, fps=822 images/s, loss=0.2942, top1-acc=91.20%, top5-acc=99.48%, remaining_time=0:00:52.775716, arrival_time=2021-04-14 23:42:07.086369, cost_time=0:00:09.537795 2021-04-14 23:41:17,414 INFO : TRAIN, epoch=0139, iter=00040/00196, fetch data time cost=1.36ms, fps=825 images/s, loss=0.2954, top1-acc=91.11%, top5-acc=99.52%, remaining_time=0:00:49.301772, arrival_time=2021-04-14 23:42:06.716180, cost_time=0:00:12.641495 2021-04-14 23:41:20,520 INFO : TRAIN, epoch=0139, iter=00050/00196, fetch data time cost=1.92ms, fps=824 images/s, loss=0.2956, top1-acc=91.09%, top5-acc=99.53%, remaining_time=0:00:45.983576, arrival_time=2021-04-14 23:42:06.504338, cost_time=0:00:15.747787 2021-04-14 23:41:23,623 INFO : TRAIN, epoch=0139, iter=00060/00196, fetch data time cost=1.53ms, fps=825 images/s, loss=0.2918, top1-acc=91.20%, top5-acc=99.56%, remaining_time=0:00:42.727528, arrival_time=2021-04-14 23:42:06.350808, cost_time=0:00:18.850372 2021-04-14 23:41:26,733 INFO : TRAIN, epoch=0139, iter=00070/00196, fetch data time cost=2.08ms, fps=823 images/s, loss=0.2932, top1-acc=91.13%, top5-acc=99.55%, remaining_time=0:00:39.529224, arrival_time=2021-04-14 23:42:06.262781, cost_time=0:00:21.960657 2021-04-14 23:41:29,835 INFO : TRAIN, epoch=0139, iter=00080/00196, fetch data time cost=1.41ms, fps=826 images/s, loss=0.2936, top1-acc=91.09%, top5-acc=99.55%, remaining_time=0:00:36.340016, arrival_time=2021-04-14 23:42:06.174963, cost_time=0:00:25.062076 2021-04-14 23:41:32,936 INFO : TRAIN, epoch=0139, iter=00090/00196, fetch data time cost=1.87ms, fps=826 images/s, loss=0.2976, top1-acc=90.88%, top5-acc=99.54%, remaining_time=0:00:33.170156, arrival_time=2021-04-14 23:42:06.106499, cost_time=0:00:28.163356 2021-04-14 23:41:36,037 INFO : TRAIN, epoch=0139, iter=00100/00196, fetch data time cost=1.78ms, fps=826 images/s, loss=0.2980, top1-acc=90.83%, top5-acc=99.51%, remaining_time=0:00:30.014112, arrival_time=2021-04-14 23:42:06.051720, cost_time=0:00:31.264740 2021-04-14 23:41:39,142 INFO : TRAIN, epoch=0139, iter=00110/00196, fetch data time cost=1.65ms, fps=825 images/s, loss=0.2991, top1-acc=90.79%, top5-acc=99.51%, remaining_time=0:00:26.870872, arrival_time=2021-04-14 23:42:06.013552, cost_time=0:00:34.369703 2021-04-14 23:41:42,244 INFO : TRAIN, epoch=0139, iter=00120/00196, fetch data time cost=1.46ms, fps=825 images/s, loss=0.3020, top1-acc=90.71%, top5-acc=99.51%, remaining_time=0:00:23.732216, arrival_time=2021-04-14 23:42:05.976951, cost_time=0:00:37.471877 2021-04-14 23:41:45,356 INFO : TRAIN, epoch=0139, iter=00130/00196, fetch data time cost=2.90ms, fps=823 images/s, loss=0.3053, top1-acc=90.58%, top5-acc=99.49%, remaining_time=0:00:20.604012, arrival_time=2021-04-14 23:42:05.960700, cost_time=0:00:40.583697 2021-04-14 23:41:48,468 INFO : TRAIN, epoch=0139, iter=00140/00196, fetch data time cost=1.59ms, fps=823 images/s, loss=0.3093, top1-acc=90.47%, top5-acc=99.49%, remaining_time=0:00:17.478104, arrival_time=2021-04-14 23:42:05.946360, cost_time=0:00:43.695296 2021-04-14 23:41:51,573 INFO : TRAIN, epoch=0139, iter=00150/00196, fetch data time cost=1.54ms, fps=825 images/s, loss=0.3117, top1-acc=90.34%, top5-acc=99.48%, remaining_time=0:00:14.352000, arrival_time=2021-04-14 23:42:05.924906, cost_time=0:00:46.800045 2021-04-14 23:41:54,683 INFO : TRAIN, epoch=0139, iter=00160/00196, fetch data time cost=2.06ms, fps=823 images/s, loss=0.3147, top1-acc=90.23%, top5-acc=99.48%, remaining_time=0:00:11.229804, arrival_time=2021-04-14 23:42:05.912964, cost_time=0:00:49.910262 2021-04-14 23:41:57,781 INFO : TRAIN, epoch=0139, iter=00170/00196, fetch data time cost=1.53ms, fps=826 images/s, loss=0.3170, top1-acc=90.17%, top5-acc=99.48%, remaining_time=0:00:08.107164, arrival_time=2021-04-14 23:42:05.888445, cost_time=0:00:53.008415 2021-04-14 23:42:00,886 INFO : TRAIN, epoch=0139, iter=00180/00196, fetch data time cost=1.66ms, fps=825 images/s, loss=0.3192, top1-acc=90.08%, top5-acc=99.46%, remaining_time=0:00:04.987824, arrival_time=2021-04-14 23:42:05.873760, cost_time=0:00:56.113066 2021-04-14 23:42:03,996 INFO : TRAIN, epoch=0139, iter=00190/00196, fetch data time cost=1.59ms, fps=823 images/s, loss=0.3223, top1-acc=89.98%, top5-acc=99.45%, remaining_time=0:00:01.870230, arrival_time=2021-04-14 23:42:05.867045, cost_time=0:00:59.223965 2021-04-14 23:42:05,651 INFO : TRAIN, epoch=0139, iter=00196/00196, fetch data time cost=1.48ms, fps=822 images/s, loss=0.3250, top1-acc=89.94%, top5-acc=99.43%, remaining_time=0:00:00, arrival_time=2021-04-14 23:42:05.651687, cost_time=0:01:00.878912 2021-04-14 23:42:06,723 INFO : EVAL, epoch=0139, iter=00010/00040, fetch data time cost=0.22ms, fps=2393 images/s, loss=1.1873, top1-acc=68.67%, top5-acc=91.56%, remaining_time=0:00:03.209700, arrival_time=2021-04-14 23:42:09.933384, cost_time=0:00:01.069901 2021-04-14 23:42:07,669 INFO : EVAL, epoch=0139, iter=00020/00040, fetch data time cost=1.43ms, fps=2707 images/s, loss=1.1594, top1-acc=69.16%, top5-acc=91.68%, remaining_time=0:00:02.016120, arrival_time=2021-04-14 23:42:09.685959, cost_time=0:00:02.016112 2021-04-14 23:42:08,610 INFO : EVAL, epoch=0139, iter=00030/00040, fetch data time cost=1.56ms, fps=2722 images/s, loss=1.1593, top1-acc=69.22%, top5-acc=91.82%, remaining_time=0:00:00.985650, arrival_time=2021-04-14 23:42:09.596320, cost_time=0:00:02.956958 2021-04-14 23:42:09,469 INFO : EVAL, epoch=0139, iter=00040/00040, fetch data time cost=0.08ms, fps=2703 images/s, loss=1.1605, top1-acc=69.10%, top5-acc=91.64%, remaining_time=0:00:00, arrival_time=2021-04-14 23:42:09.469402, cost_time=0:00:03.815710 2021-04-14 23:42:09,741 INFO : Epoch=0139 complete, best val top1-acc=69.61%, top5-acc=91.49% (epoch=138), remaining_time=1:06:14.486720, arrival_time=2021-04-15 00:48:24.227871, cost_time=2:30:56.617325 2021-04-14 23:42:09,742 INFO : Train start, epoch=0140, lr=0.021250 2021-04-14 23:42:13,026 INFO : TRAIN, epoch=0140, iter=00010/00196, fetch data time cost=1.56ms, fps=780 images/s, loss=0.3053, top1-acc=90.70%, top5-acc=99.65%, remaining_time=0:01:01.066962, arrival_time=2021-04-14 23:43:14.093172, cost_time=0:00:03.283168 2021-04-14 23:42:16,141 INFO : TRAIN, epoch=0140, iter=00020/00196, fetch data time cost=1.71ms, fps=822 images/s, loss=0.3120, top1-acc=90.59%, top5-acc=99.65%, remaining_time=0:00:56.301696, arrival_time=2021-04-14 23:43:12.442659, cost_time=0:00:06.397915 2021-04-14 23:42:19,243 INFO : TRAIN, epoch=0140, iter=00030/00196, fetch data time cost=2.28ms, fps=825 images/s, loss=0.3067, top1-acc=90.85%, top5-acc=99.58%, remaining_time=0:00:52.566390, arrival_time=2021-04-14 23:43:11.809416, cost_time=0:00:09.499938 2021-04-14 23:42:22,343 INFO : TRAIN, epoch=0140, iter=00040/00196, fetch data time cost=1.53ms, fps=826 images/s, loss=0.3041, top1-acc=90.88%, top5-acc=99.60%, remaining_time=0:00:49.141560, arrival_time=2021-04-14 23:43:11.485010, cost_time=0:00:12.600403 2021-04-14 23:42:25,455 INFO : TRAIN, epoch=0140, iter=00050/00196, fetch data time cost=6.83ms, fps=823 images/s, loss=0.3021, top1-acc=90.79%, top5-acc=99.56%, remaining_time=0:00:45.880938, arrival_time=2021-04-14 23:43:11.336618, cost_time=0:00:15.712628 2021-04-14 23:42:28,564 INFO : TRAIN, epoch=0140, iter=00060/00196, fetch data time cost=1.63ms, fps=824 images/s, loss=0.2990, top1-acc=90.90%, top5-acc=99.57%, remaining_time=0:00:42.662656, arrival_time=2021-04-14 23:43:11.227457, cost_time=0:00:18.821760 2021-04-14 23:42:31,669 INFO : TRAIN, epoch=0140, iter=00070/00196, fetch data time cost=1.83ms, fps=825 images/s, loss=0.3009, top1-acc=90.84%, top5-acc=99.58%, remaining_time=0:00:39.467358, arrival_time=2021-04-14 23:43:11.136842, cost_time=0:00:21.926331 2021-04-14 23:42:34,771 INFO : TRAIN, epoch=0140, iter=00080/00196, fetch data time cost=1.54ms, fps=825 images/s, loss=0.3022, top1-acc=90.72%, top5-acc=99.58%, remaining_time=0:00:36.291296, arrival_time=2021-04-14 23:43:11.062854, cost_time=0:00:25.028515 2021-04-14 23:42:37,871 INFO : TRAIN, epoch=0140, iter=00090/00196, fetch data time cost=2.02ms, fps=826 images/s, loss=0.3027, top1-acc=90.76%, top5-acc=99.58%, remaining_time=0:00:33.128922, arrival_time=2021-04-14 23:43:11.000325, cost_time=0:00:28.128302 2021-04-14 23:42:40,973 INFO : TRAIN, epoch=0140, iter=00100/00196, fetch data time cost=1.63ms, fps=825 images/s, loss=0.3049, top1-acc=90.73%, top5-acc=99.57%, remaining_time=0:00:29.981280, arrival_time=2021-04-14 23:43:10.954838, cost_time=0:00:31.230518 2021-04-14 23:42:44,081 INFO : TRAIN, epoch=0140, iter=00110/00196, fetch data time cost=1.54ms, fps=824 images/s, loss=0.3067, top1-acc=90.64%, top5-acc=99.57%, remaining_time=0:00:26.846534, arrival_time=2021-04-14 23:43:10.928199, cost_time=0:00:34.338619 2021-04-14 23:42:47,187 INFO : TRAIN, epoch=0140, iter=00120/00196, fetch data time cost=1.42ms, fps=825 images/s, loss=0.3091, top1-acc=90.54%, top5-acc=99.55%, remaining_time=0:00:23.714584, arrival_time=2021-04-14 23:43:10.901638, cost_time=0:00:37.444082 2021-04-14 23:42:50,291 INFO : TRAIN, epoch=0140, iter=00130/00196, fetch data time cost=1.34ms, fps=825 images/s, loss=0.3089, top1-acc=90.55%, top5-acc=99.55%, remaining_time=0:00:20.586258, arrival_time=2021-04-14 23:43:10.877962, cost_time=0:00:40.548662 2021-04-14 23:42:53,395 INFO : TRAIN, epoch=0140, iter=00140/00196, fetch data time cost=1.55ms, fps=825 images/s, loss=0.3095, top1-acc=90.50%, top5-acc=99.53%, remaining_time=0:00:17.460912, arrival_time=2021-04-14 23:43:10.856344, cost_time=0:00:43.652247 2021-04-14 23:42:56,502 INFO : TRAIN, epoch=0140, iter=00150/00196, fetch data time cost=1.59ms, fps=824 images/s, loss=0.3099, top1-acc=90.48%, top5-acc=99.52%, remaining_time=0:00:14.339534, arrival_time=2021-04-14 23:43:10.842001, cost_time=0:00:46.759289 2021-04-14 23:42:59,609 INFO : TRAIN, epoch=0140, iter=00160/00196, fetch data time cost=1.65ms, fps=824 images/s, loss=0.3115, top1-acc=90.40%, top5-acc=99.53%, remaining_time=0:00:11.219904, arrival_time=2021-04-14 23:43:10.829221, cost_time=0:00:49.866270 2021-04-14 23:43:02,711 INFO : TRAIN, epoch=0140, iter=00170/00196, fetch data time cost=1.56ms, fps=825 images/s, loss=0.3135, top1-acc=90.32%, top5-acc=99.51%, remaining_time=0:00:08.101080, arrival_time=2021-04-14 23:43:10.812791, cost_time=0:00:52.968660 2021-04-14 23:43:05,821 INFO : TRAIN, epoch=0140, iter=00180/00196, fetch data time cost=1.85ms, fps=823 images/s, loss=0.3157, top1-acc=90.25%, top5-acc=99.50%, remaining_time=0:00:04.984752, arrival_time=2021-04-14 23:43:10.806313, cost_time=0:00:56.078520 2021-04-14 23:43:08,928 INFO : TRAIN, epoch=0140, iter=00190/00196, fetch data time cost=1.23ms, fps=824 images/s, loss=0.3175, top1-acc=90.15%, top5-acc=99.49%, remaining_time=0:00:01.869018, arrival_time=2021-04-14 23:43:10.797692, cost_time=0:00:59.185611 2021-04-14 23:43:10,590 INFO : TRAIN, epoch=0140, iter=00196/00196, fetch data time cost=1.74ms, fps=823 images/s, loss=0.3187, top1-acc=90.13%, top5-acc=99.47%, remaining_time=0:00:00, arrival_time=2021-04-14 23:43:10.590291, cost_time=0:01:00.847252 2021-04-14 23:43:11,674 INFO : EVAL, epoch=0140, iter=00010/00040, fetch data time cost=1.98ms, fps=2366 images/s, loss=1.1292, top1-acc=69.61%, top5-acc=91.68%, remaining_time=0:00:03.245640, arrival_time=2021-04-14 23:43:14.919912, cost_time=0:00:01.081875 2021-04-14 23:43:12,616 INFO : EVAL, epoch=0140, iter=00020/00040, fetch data time cost=1.42ms, fps=2719 images/s, loss=1.1486, top1-acc=69.49%, top5-acc=91.45%, remaining_time=0:00:02.024080, arrival_time=2021-04-14 23:43:14.640488, cost_time=0:00:02.024074 2021-04-14 23:43:13,559 INFO : EVAL, epoch=0140, iter=00030/00040, fetch data time cost=1.37ms, fps=2717 images/s, loss=1.1464, top1-acc=69.57%, top5-acc=91.28%, remaining_time=0:00:00.988880, arrival_time=2021-04-14 23:43:14.548041, cost_time=0:00:02.966628 2021-04-14 23:43:14,419 INFO : EVAL, epoch=0140, iter=00040/00040, fetch data time cost=0.08ms, fps=2698 images/s, loss=1.1463, top1-acc=69.58%, top5-acc=91.33%, remaining_time=0:00:00, arrival_time=2021-04-14 23:43:14.419713, cost_time=0:00:03.827401 2021-04-14 23:43:14,678 INFO : Epoch=0140 complete, best val top1-acc=69.61%, top5-acc=91.49% (epoch=138), remaining_time=1:05:09.237840, arrival_time=2021-04-15 00:48:23.916571, cost_time=2:32:01.554894 2021-04-14 23:43:14,680 INFO : Train start, epoch=0141, lr=0.020611 2021-04-14 23:43:17,965 INFO : TRAIN, epoch=0141, iter=00010/00196, fetch data time cost=1.37ms, fps=779 images/s, loss=0.3032, top1-acc=90.51%, top5-acc=99.41%, remaining_time=0:01:01.095234, arrival_time=2021-04-14 23:44:19.060304, cost_time=0:00:03.284686 2021-04-14 23:43:21,071 INFO : TRAIN, epoch=0141, iter=00020/00196, fetch data time cost=2.25ms, fps=824 images/s, loss=0.2965, top1-acc=90.68%, top5-acc=99.57%, remaining_time=0:00:56.244320, arrival_time=2021-04-14 23:44:17.316068, cost_time=0:00:06.391410 2021-04-14 23:43:24,172 INFO : TRAIN, epoch=0141, iter=00030/00196, fetch data time cost=1.50ms, fps=826 images/s, loss=0.2929, top1-acc=90.98%, top5-acc=99.57%, remaining_time=0:00:52.522732, arrival_time=2021-04-14 23:44:16.695274, cost_time=0:00:09.492061 2021-04-14 23:43:27,287 INFO : TRAIN, epoch=0141, iter=00040/00196, fetch data time cost=2.11ms, fps=822 images/s, loss=0.2917, top1-acc=91.03%, top5-acc=99.56%, remaining_time=0:00:49.168548, arrival_time=2021-04-14 23:44:16.456166, cost_time=0:00:12.607312 2021-04-14 23:43:30,394 INFO : TRAIN, epoch=0141, iter=00050/00196, fetch data time cost=2.40ms, fps=824 images/s, loss=0.2901, top1-acc=91.15%, top5-acc=99.55%, remaining_time=0:00:45.884588, arrival_time=2021-04-14 23:44:16.278817, cost_time=0:00:15.713920 2021-04-14 23:43:33,502 INFO : TRAIN, epoch=0141, iter=00060/00196, fetch data time cost=1.91ms, fps=824 images/s, loss=0.2872, top1-acc=91.28%, top5-acc=99.55%, remaining_time=0:00:42.662928, arrival_time=2021-04-14 23:44:16.165135, cost_time=0:00:18.821851 2021-04-14 23:43:36,612 INFO : TRAIN, epoch=0141, iter=00070/00196, fetch data time cost=2.23ms, fps=823 images/s, loss=0.2847, top1-acc=91.35%, top5-acc=99.55%, remaining_time=0:00:39.478446, arrival_time=2021-04-14 23:44:16.091271, cost_time=0:00:21.932446 2021-04-14 23:43:39,720 INFO : TRAIN, epoch=0141, iter=00080/00196, fetch data time cost=1.34ms, fps=824 images/s, loss=0.2837, top1-acc=91.48%, top5-acc=99.56%, remaining_time=0:00:36.308348, arrival_time=2021-04-14 23:44:16.028779, cost_time=0:00:25.040206 2021-04-14 23:43:42,824 INFO : TRAIN, epoch=0141, iter=00090/00196, fetch data time cost=1.95ms, fps=825 images/s, loss=0.2829, top1-acc=91.48%, top5-acc=99.55%, remaining_time=0:00:33.147472, arrival_time=2021-04-14 23:44:15.971834, cost_time=0:00:28.144057 2021-04-14 23:43:45,923 INFO : TRAIN, epoch=0141, iter=00100/00196, fetch data time cost=1.55ms, fps=826 images/s, loss=0.2824, top1-acc=91.42%, top5-acc=99.56%, remaining_time=0:00:29.993280, arrival_time=2021-04-14 23:44:15.916652, cost_time=0:00:31.243027 2021-04-14 23:43:49,021 INFO : TRAIN, epoch=0141, iter=00110/00196, fetch data time cost=1.42ms, fps=826 images/s, loss=0.2835, top1-acc=91.27%, top5-acc=99.56%, remaining_time=0:00:26.848770, arrival_time=2021-04-14 23:44:15.870533, cost_time=0:00:34.341493 2021-04-14 23:43:52,124 INFO : TRAIN, epoch=0141, iter=00120/00196, fetch data time cost=1.74ms, fps=825 images/s, loss=0.2855, top1-acc=91.25%, top5-acc=99.55%, remaining_time=0:00:23.714584, arrival_time=2021-04-14 23:44:15.838999, cost_time=0:00:37.444112 2021-04-14 23:43:55,230 INFO : TRAIN, epoch=0141, iter=00130/00196, fetch data time cost=1.50ms, fps=824 images/s, loss=0.2864, top1-acc=91.20%, top5-acc=99.54%, remaining_time=0:00:20.586918, arrival_time=2021-04-14 23:44:15.817229, cost_time=0:00:40.550042 2021-04-14 23:43:58,339 INFO : TRAIN, epoch=0141, iter=00140/00196, fetch data time cost=1.90ms, fps=824 images/s, loss=0.2881, top1-acc=91.16%, top5-acc=99.54%, remaining_time=0:00:17.463488, arrival_time=2021-04-14 23:44:15.802442, cost_time=0:00:43.658666 2021-04-14 23:44:01,443 INFO : TRAIN, epoch=0141, iter=00150/00196, fetch data time cost=1.37ms, fps=825 images/s, loss=0.2899, top1-acc=91.10%, top5-acc=99.54%, remaining_time=0:00:14.340776, arrival_time=2021-04-14 23:44:15.784488, cost_time=0:00:46.763473 2021-04-14 23:44:04,540 INFO : TRAIN, epoch=0141, iter=00160/00196, fetch data time cost=1.55ms, fps=827 images/s, loss=0.2915, top1-acc=91.08%, top5-acc=99.53%, remaining_time=0:00:11.218536, arrival_time=2021-04-14 23:44:15.758932, cost_time=0:00:49.860180 2021-04-14 23:44:07,637 INFO : TRAIN, epoch=0141, iter=00170/00196, fetch data time cost=1.82ms, fps=827 images/s, loss=0.2930, top1-acc=90.96%, top5-acc=99.54%, remaining_time=0:00:08.099260, arrival_time=2021-04-14 23:44:15.736187, cost_time=0:00:52.956633 2021-04-14 23:44:10,736 INFO : TRAIN, epoch=0141, iter=00180/00196, fetch data time cost=1.47ms, fps=826 images/s, loss=0.2941, top1-acc=90.94%, top5-acc=99.53%, remaining_time=0:00:04.982768, arrival_time=2021-04-14 23:44:15.719165, cost_time=0:00:56.056127 2021-04-14 23:44:13,843 INFO : TRAIN, epoch=0141, iter=00190/00196, fetch data time cost=1.32ms, fps=824 images/s, loss=0.2962, top1-acc=90.85%, top5-acc=99.52%, remaining_time=0:00:01.868292, arrival_time=2021-04-14 23:44:15.711208, cost_time=0:00:59.162608 2021-04-14 23:44:15,496 INFO : TRAIN, epoch=0141, iter=00196/00196, fetch data time cost=1.86ms, fps=823 images/s, loss=0.2958, top1-acc=90.86%, top5-acc=99.52%, remaining_time=0:00:00, arrival_time=2021-04-14 23:44:15.496510, cost_time=0:01:00.816140 2021-04-14 23:44:16,558 INFO : EVAL, epoch=0141, iter=00010/00040, fetch data time cost=1.45ms, fps=2416 images/s, loss=1.1560, top1-acc=70.20%, top5-acc=91.68%, remaining_time=0:00:03.178620, arrival_time=2021-04-14 23:44:19.737114, cost_time=0:00:01.059541 2021-04-14 23:44:17,501 INFO : EVAL, epoch=0141, iter=00020/00040, fetch data time cost=1.34ms, fps=2717 images/s, loss=1.1269, top1-acc=70.37%, top5-acc=91.93%, remaining_time=0:00:02.002180, arrival_time=2021-04-14 23:44:19.503399, cost_time=0:00:02.002177 2021-04-14 23:44:18,442 INFO : EVAL, epoch=0141, iter=00030/00040, fetch data time cost=1.48ms, fps=2722 images/s, loss=1.1289, top1-acc=70.38%, top5-acc=91.94%, remaining_time=0:00:00.981090, arrival_time=2021-04-14 23:44:19.423303, cost_time=0:00:02.943265 2021-04-14 23:44:19,304 INFO : EVAL, epoch=0141, iter=00040/00040, fetch data time cost=0.09ms, fps=2692 images/s, loss=1.1311, top1-acc=70.07%, top5-acc=91.88%, remaining_time=0:00:00, arrival_time=2021-04-14 23:44:19.304499, cost_time=0:00:03.805469 2021-04-14 23:44:19,828 INFO : Epoch=0141 complete, best val top1-acc=70.07%, top5-acc=91.88% (epoch=141), remaining_time=1:04:04.082224, arrival_time=2021-04-15 00:48:23.911104, cost_time=2:33:06.705041 2021-04-14 23:44:19,830 INFO : Train start, epoch=0142, lr=0.019979 2021-04-14 23:44:23,190 INFO : TRAIN, epoch=0142, iter=00010/00196, fetch data time cost=2.06ms, fps=762 images/s, loss=0.2469, top1-acc=92.66%, top5-acc=99.77%, remaining_time=0:01:02.500278, arrival_time=2021-04-14 23:45:25.690943, cost_time=0:00:03.360226 2021-04-14 23:44:26,302 INFO : TRAIN, epoch=0142, iter=00020/00196, fetch data time cost=2.17ms, fps=823 images/s, loss=0.2534, top1-acc=92.29%, top5-acc=99.80%, remaining_time=0:00:56.952016, arrival_time=2021-04-14 23:45:23.254280, cost_time=0:00:06.471826 2021-04-14 23:44:29,412 INFO : TRAIN, epoch=0142, iter=00030/00196, fetch data time cost=2.37ms, fps=823 images/s, loss=0.2577, top1-acc=92.32%, top5-acc=99.70%, remaining_time=0:00:53.022558, arrival_time=2021-04-14 23:45:22.435426, cost_time=0:00:09.582378 2021-04-14 23:44:32,521 INFO : TRAIN, epoch=0142, iter=00040/00196, fetch data time cost=5.65ms, fps=824 images/s, loss=0.2543, top1-acc=92.35%, top5-acc=99.75%, remaining_time=0:00:49.496616, arrival_time=2021-04-14 23:45:22.018508, cost_time=0:00:12.691460 2021-04-14 23:44:35,628 INFO : TRAIN, epoch=0142, iter=00050/00196, fetch data time cost=1.67ms, fps=824 images/s, loss=0.2570, top1-acc=92.23%, top5-acc=99.70%, remaining_time=0:00:46.129138, arrival_time=2021-04-14 23:45:21.757238, cost_time=0:00:15.797667 2021-04-14 23:44:38,728 INFO : TRAIN, epoch=0142, iter=00060/00196, fetch data time cost=1.56ms, fps=826 images/s, loss=0.2576, top1-acc=92.20%, top5-acc=99.69%, remaining_time=0:00:42.835104, arrival_time=2021-04-14 23:45:21.563374, cost_time=0:00:18.897832 2021-04-14 23:44:41,829 INFO : TRAIN, epoch=0142, iter=00070/00196, fetch data time cost=1.42ms, fps=826 images/s, loss=0.2569, top1-acc=92.23%, top5-acc=99.72%, remaining_time=0:00:39.598146, arrival_time=2021-04-14 23:45:21.427585, cost_time=0:00:21.998954 2021-04-14 23:44:44,936 INFO : TRAIN, epoch=0142, iter=00080/00196, fetch data time cost=1.35ms, fps=824 images/s, loss=0.2573, top1-acc=92.20%, top5-acc=99.74%, remaining_time=0:00:36.403236, arrival_time=2021-04-14 23:45:21.339234, cost_time=0:00:25.105642 2021-04-14 23:44:48,040 INFO : TRAIN, epoch=0142, iter=00090/00196, fetch data time cost=1.47ms, fps=825 images/s, loss=0.2592, top1-acc=92.16%, top5-acc=99.73%, remaining_time=0:00:33.225170, arrival_time=2021-04-14 23:45:21.265752, cost_time=0:00:28.210058 2021-04-14 23:44:51,145 INFO : TRAIN, epoch=0142, iter=00100/00196, fetch data time cost=1.47ms, fps=825 images/s, loss=0.2625, top1-acc=92.02%, top5-acc=99.71%, remaining_time=0:00:30.062016, arrival_time=2021-04-14 23:45:21.207053, cost_time=0:00:31.314604 2021-04-14 23:44:54,251 INFO : TRAIN, epoch=0142, iter=00110/00196, fetch data time cost=1.43ms, fps=824 images/s, loss=0.2634, top1-acc=91.96%, top5-acc=99.72%, remaining_time=0:00:26.910862, arrival_time=2021-04-14 23:45:21.162158, cost_time=0:00:34.420906 2021-04-14 23:44:57,360 INFO : TRAIN, epoch=0142, iter=00120/00196, fetch data time cost=1.60ms, fps=824 images/s, loss=0.2649, top1-acc=91.90%, top5-acc=99.72%, remaining_time=0:00:23.768696, arrival_time=2021-04-14 23:45:21.128647, cost_time=0:00:37.529516 2021-04-14 23:45:00,455 INFO : TRAIN, epoch=0142, iter=00130/00196, fetch data time cost=1.43ms, fps=827 images/s, loss=0.2683, top1-acc=91.77%, top5-acc=99.69%, remaining_time=0:00:20.624934, arrival_time=2021-04-14 23:45:21.080224, cost_time=0:00:40.624931 2021-04-14 23:45:03,557 INFO : TRAIN, epoch=0142, iter=00140/00196, fetch data time cost=1.56ms, fps=825 images/s, loss=0.2721, top1-acc=91.64%, top5-acc=99.68%, remaining_time=0:00:17.490648, arrival_time=2021-04-14 23:45:21.047698, cost_time=0:00:43.726563 2021-04-14 23:45:06,665 INFO : TRAIN, epoch=0142, iter=00150/00196, fetch data time cost=2.68ms, fps=824 images/s, loss=0.2723, top1-acc=91.63%, top5-acc=99.69%, remaining_time=0:00:14.362672, arrival_time=2021-04-14 23:45:21.027755, cost_time=0:00:46.834728 2021-04-14 23:45:09,777 INFO : TRAIN, epoch=0142, iter=00160/00196, fetch data time cost=2.64ms, fps=823 images/s, loss=0.2750, top1-acc=91.56%, top5-acc=99.67%, remaining_time=0:00:11.237868, arrival_time=2021-04-14 23:45:21.015583, cost_time=0:00:49.946046 2021-04-14 23:45:12,885 INFO : TRAIN, epoch=0142, iter=00170/00196, fetch data time cost=2.34ms, fps=824 images/s, loss=0.2772, top1-acc=91.48%, top5-acc=99.66%, remaining_time=0:00:08.114236, arrival_time=2021-04-14 23:45:20.999258, cost_time=0:00:53.054545 2021-04-14 23:45:15,985 INFO : TRAIN, epoch=0142, iter=00180/00196, fetch data time cost=1.67ms, fps=826 images/s, loss=0.2806, top1-acc=91.37%, top5-acc=99.64%, remaining_time=0:00:04.991568, arrival_time=2021-04-14 23:45:20.977126, cost_time=0:00:56.155109 2021-04-14 23:45:19,089 INFO : TRAIN, epoch=0142, iter=00190/00196, fetch data time cost=1.49ms, fps=825 images/s, loss=0.2824, top1-acc=91.30%, top5-acc=99.63%, remaining_time=0:00:01.871328, arrival_time=2021-04-14 23:45:20.960519, cost_time=0:00:59.258761 2021-04-14 23:45:20,740 INFO : TRAIN, epoch=0142, iter=00196/00196, fetch data time cost=1.41ms, fps=824 images/s, loss=0.2847, top1-acc=91.26%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-14 23:45:20.740172, cost_time=0:01:00.909674 2021-04-14 23:45:21,817 INFO : EVAL, epoch=0142, iter=00010/00040, fetch data time cost=1.34ms, fps=2382 images/s, loss=1.1415, top1-acc=70.27%, top5-acc=91.56%, remaining_time=0:00:03.223650, arrival_time=2021-04-14 23:45:25.040882, cost_time=0:00:01.074551 2021-04-14 23:45:22,759 INFO : EVAL, epoch=0142, iter=00020/00040, fetch data time cost=1.56ms, fps=2719 images/s, loss=1.1816, top1-acc=68.91%, top5-acc=91.17%, remaining_time=0:00:02.016360, arrival_time=2021-04-14 23:45:24.775394, cost_time=0:00:02.016358 2021-04-14 23:45:23,703 INFO : EVAL, epoch=0142, iter=00030/00040, fetch data time cost=1.46ms, fps=2713 images/s, loss=1.1754, top1-acc=68.92%, top5-acc=91.17%, remaining_time=0:00:00.986740, arrival_time=2021-04-14 23:45:24.689744, cost_time=0:00:02.960231 2021-04-14 23:45:24,559 INFO : EVAL, epoch=0142, iter=00040/00040, fetch data time cost=0.08ms, fps=2709 images/s, loss=1.1884, top1-acc=69.03%, top5-acc=91.22%, remaining_time=0:00:00, arrival_time=2021-04-14 23:45:24.559913, cost_time=0:00:03.817262 2021-04-14 23:45:24,851 INFO : Epoch=0142 complete, best val top1-acc=70.07%, top5-acc=91.88% (epoch=141), remaining_time=1:02:58.874754, arrival_time=2021-04-15 00:48:23.726364, cost_time=2:34:11.727784 2021-04-14 23:45:24,853 INFO : Train start, epoch=0143, lr=0.019355 2021-04-14 23:45:28,113 INFO : TRAIN, epoch=0143, iter=00010/00196, fetch data time cost=2.18ms, fps=785 images/s, loss=0.2637, top1-acc=91.87%, top5-acc=99.73%, remaining_time=0:01:00.636186, arrival_time=2021-04-14 23:46:28.749465, cost_time=0:00:03.260013 2021-04-14 23:45:31,222 INFO : TRAIN, epoch=0143, iter=00020/00196, fetch data time cost=2.88ms, fps=824 images/s, loss=0.2704, top1-acc=91.56%, top5-acc=99.71%, remaining_time=0:00:56.050192, arrival_time=2021-04-14 23:46:27.272755, cost_time=0:00:06.369348 2021-04-14 23:45:34,324 INFO : TRAIN, epoch=0143, iter=00030/00196, fetch data time cost=1.46ms, fps=826 images/s, loss=0.2712, top1-acc=91.74%, top5-acc=99.70%, remaining_time=0:00:52.404208, arrival_time=2021-04-14 23:46:26.728113, cost_time=0:00:09.470652 2021-04-14 23:45:37,431 INFO : TRAIN, epoch=0143, iter=00040/00196, fetch data time cost=1.56ms, fps=824 images/s, loss=0.2709, top1-acc=91.88%, top5-acc=99.73%, remaining_time=0:00:49.054668, arrival_time=2021-04-14 23:46:26.485979, cost_time=0:00:12.578111 2021-04-14 23:45:40,533 INFO : TRAIN, epoch=0143, iter=00050/00196, fetch data time cost=1.57ms, fps=826 images/s, loss=0.2672, top1-acc=91.98%, top5-acc=99.73%, remaining_time=0:00:45.784724, arrival_time=2021-04-14 23:46:26.317658, cost_time=0:00:15.679719 2021-04-14 23:45:43,635 INFO : TRAIN, epoch=0143, iter=00060/00196, fetch data time cost=1.35ms, fps=825 images/s, loss=0.2647, top1-acc=91.97%, top5-acc=99.73%, remaining_time=0:00:42.573032, arrival_time=2021-04-14 23:46:26.208488, cost_time=0:00:18.782240 2021-04-14 23:45:46,736 INFO : TRAIN, epoch=0143, iter=00070/00196, fetch data time cost=1.51ms, fps=826 images/s, loss=0.2624, top1-acc=92.01%, top5-acc=99.73%, remaining_time=0:00:39.389112, arrival_time=2021-04-14 23:46:26.125133, cost_time=0:00:21.882808 2021-04-14 23:45:49,839 INFO : TRAIN, epoch=0143, iter=00080/00196, fetch data time cost=1.64ms, fps=825 images/s, loss=0.2620, top1-acc=92.06%, top5-acc=99.75%, remaining_time=0:00:36.229932, arrival_time=2021-04-14 23:46:26.069238, cost_time=0:00:24.986177 2021-04-14 23:45:52,941 INFO : TRAIN, epoch=0143, iter=00090/00196, fetch data time cost=1.42ms, fps=825 images/s, loss=0.2625, top1-acc=91.95%, top5-acc=99.76%, remaining_time=0:00:33.081646, arrival_time=2021-04-14 23:46:26.023083, cost_time=0:00:28.088232 2021-04-14 23:45:56,045 INFO : TRAIN, epoch=0143, iter=00100/00196, fetch data time cost=1.46ms, fps=825 images/s, loss=0.2632, top1-acc=91.95%, top5-acc=99.75%, remaining_time=0:00:29.943936, arrival_time=2021-04-14 23:46:25.988877, cost_time=0:00:31.191596 2021-04-14 23:45:59,149 INFO : TRAIN, epoch=0143, iter=00110/00196, fetch data time cost=1.45ms, fps=825 images/s, loss=0.2620, top1-acc=91.98%, top5-acc=99.74%, remaining_time=0:00:26.813166, arrival_time=2021-04-14 23:46:25.962206, cost_time=0:00:34.295856 2021-04-14 23:46:02,252 INFO : TRAIN, epoch=0143, iter=00120/00196, fetch data time cost=1.45ms, fps=825 images/s, loss=0.2613, top1-acc=92.02%, top5-acc=99.74%, remaining_time=0:00:23.685932, arrival_time=2021-04-14 23:46:25.937904, cost_time=0:00:37.398848 2021-04-14 23:46:05,352 INFO : TRAIN, epoch=0143, iter=00130/00196, fetch data time cost=1.63ms, fps=826 images/s, loss=0.2629, top1-acc=91.96%, top5-acc=99.73%, remaining_time=0:00:20.561112, arrival_time=2021-04-14 23:46:25.913509, cost_time=0:00:40.499140 2021-04-14 23:46:08,463 INFO : TRAIN, epoch=0143, iter=00140/00196, fetch data time cost=2.05ms, fps=823 images/s, loss=0.2635, top1-acc=91.92%, top5-acc=99.72%, remaining_time=0:00:17.444224, arrival_time=2021-04-14 23:46:25.908039, cost_time=0:00:43.610544 2021-04-14 23:46:11,568 INFO : TRAIN, epoch=0143, iter=00150/00196, fetch data time cost=1.44ms, fps=825 images/s, loss=0.2652, top1-acc=91.82%, top5-acc=99.74%, remaining_time=0:00:14.325918, arrival_time=2021-04-14 23:46:25.894080, cost_time=0:00:46.714949 2021-04-14 23:46:14,675 INFO : TRAIN, epoch=0143, iter=00160/00196, fetch data time cost=2.06ms, fps=824 images/s, loss=0.2678, top1-acc=91.75%, top5-acc=99.71%, remaining_time=0:00:11.209932, arrival_time=2021-04-14 23:46:25.885017, cost_time=0:00:49.821852 2021-04-14 23:46:17,785 INFO : TRAIN, epoch=0143, iter=00170/00196, fetch data time cost=1.70ms, fps=823 images/s, loss=0.2690, top1-acc=91.67%, top5-acc=99.72%, remaining_time=0:00:08.095490, arrival_time=2021-04-14 23:46:25.880735, cost_time=0:00:52.932031 2021-04-14 23:46:20,887 INFO : TRAIN, epoch=0143, iter=00180/00196, fetch data time cost=1.34ms, fps=825 images/s, loss=0.2724, top1-acc=91.54%, top5-acc=99.71%, remaining_time=0:00:04.980848, arrival_time=2021-04-14 23:46:25.868718, cost_time=0:00:56.034604 2021-04-14 23:46:23,994 INFO : TRAIN, epoch=0143, iter=00190/00196, fetch data time cost=1.25ms, fps=824 images/s, loss=0.2731, top1-acc=91.55%, top5-acc=99.70%, remaining_time=0:00:01.867620, arrival_time=2021-04-14 23:46:25.862119, cost_time=0:00:59.141330 2021-04-14 23:46:25,648 INFO : TRAIN, epoch=0143, iter=00196/00196, fetch data time cost=1.24ms, fps=823 images/s, loss=0.2739, top1-acc=91.56%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-14 23:46:25.648239, cost_time=0:01:00.795020 2021-04-14 23:46:26,765 INFO : EVAL, epoch=0143, iter=00010/00040, fetch data time cost=0.21ms, fps=2296 images/s, loss=1.1189, top1-acc=70.23%, top5-acc=92.42%, remaining_time=0:00:03.344820, arrival_time=2021-04-14 23:46:30.110109, cost_time=0:00:01.114936 2021-04-14 23:46:27,709 INFO : EVAL, epoch=0143, iter=00020/00040, fetch data time cost=1.50ms, fps=2712 images/s, loss=1.1701, top1-acc=69.26%, top5-acc=91.76%, remaining_time=0:00:02.059340, arrival_time=2021-04-14 23:46:29.769020, cost_time=0:00:02.059333 2021-04-14 23:46:28,652 INFO : EVAL, epoch=0143, iter=00030/00040, fetch data time cost=1.54ms, fps=2715 images/s, loss=1.1888, top1-acc=69.32%, top5-acc=91.56%, remaining_time=0:00:01.000830, arrival_time=2021-04-14 23:46:29.653683, cost_time=0:00:03.002504 2021-04-14 23:46:29,514 INFO : EVAL, epoch=0143, iter=00040/00040, fetch data time cost=0.08ms, fps=2695 images/s, loss=1.1642, top1-acc=69.64%, top5-acc=91.71%, remaining_time=0:00:00, arrival_time=2021-04-14 23:46:29.513992, cost_time=0:00:03.863589 2021-04-14 23:46:29,790 INFO : Epoch=0143 complete, best val top1-acc=70.07%, top5-acc=91.88% (epoch=141), remaining_time=1:01:53.636412, arrival_time=2021-04-15 00:48:23.427032, cost_time=2:35:16.666801 2021-04-14 23:46:29,792 INFO : Train start, epoch=0144, lr=0.018738 2021-04-14 23:46:33,123 INFO : TRAIN, epoch=0144, iter=00010/00196, fetch data time cost=2.62ms, fps=769 images/s, loss=0.2725, top1-acc=91.99%, top5-acc=99.61%, remaining_time=0:01:01.950648, arrival_time=2021-04-14 23:47:35.073664, cost_time=0:00:03.330680 2021-04-14 23:46:36,238 INFO : TRAIN, epoch=0144, iter=00020/00196, fetch data time cost=1.63ms, fps=822 images/s, loss=0.2660, top1-acc=91.78%, top5-acc=99.71%, remaining_time=0:00:56.727088, arrival_time=2021-04-14 23:47:32.965585, cost_time=0:00:06.446254 2021-04-14 23:46:39,351 INFO : TRAIN, epoch=0144, iter=00030/00196, fetch data time cost=2.18ms, fps=822 images/s, loss=0.2566, top1-acc=91.97%, top5-acc=99.75%, remaining_time=0:00:52.896232, arrival_time=2021-04-14 23:47:32.248019, cost_time=0:00:09.559549 2021-04-14 23:46:42,454 INFO : TRAIN, epoch=0144, iter=00040/00196, fetch data time cost=1.70ms, fps=825 images/s, loss=0.2538, top1-acc=92.04%, top5-acc=99.73%, remaining_time=0:00:49.384140, arrival_time=2021-04-14 23:47:31.838977, cost_time=0:00:12.662598 2021-04-14 23:46:45,568 INFO : TRAIN, epoch=0144, iter=00050/00196, fetch data time cost=2.86ms, fps=822 images/s, loss=0.2510, top1-acc=92.27%, top5-acc=99.75%, remaining_time=0:00:46.066650, arrival_time=2021-04-14 23:47:31.635286, cost_time=0:00:15.776273 2021-04-14 23:46:48,684 INFO : TRAIN, epoch=0144, iter=00060/00196, fetch data time cost=1.59ms, fps=822 images/s, loss=0.2482, top1-acc=92.40%, top5-acc=99.77%, remaining_time=0:00:42.822320, arrival_time=2021-04-14 23:47:31.506754, cost_time=0:00:18.892190 2021-04-14 23:46:51,796 INFO : TRAIN, epoch=0144, iter=00070/00196, fetch data time cost=2.03ms, fps=823 images/s, loss=0.2481, top1-acc=92.40%, top5-acc=99.79%, remaining_time=0:00:39.606588, arrival_time=2021-04-14 23:47:31.402508, cost_time=0:00:22.003635 2021-04-14 23:46:54,901 INFO : TRAIN, epoch=0144, iter=00080/00196, fetch data time cost=1.37ms, fps=824 images/s, loss=0.2491, top1-acc=92.39%, top5-acc=99.80%, remaining_time=0:00:36.408456, arrival_time=2021-04-14 23:47:31.310021, cost_time=0:00:25.109313 2021-04-14 23:46:58,017 INFO : TRAIN, epoch=0144, iter=00090/00196, fetch data time cost=2.18ms, fps=822 images/s, loss=0.2512, top1-acc=92.36%, top5-acc=99.80%, remaining_time=0:00:33.242342, arrival_time=2021-04-14 23:47:31.259249, cost_time=0:00:28.224663 2021-04-14 23:47:01,126 INFO : TRAIN, epoch=0144, iter=00100/00196, fetch data time cost=1.64ms, fps=823 images/s, loss=0.2507, top1-acc=92.41%, top5-acc=99.79%, remaining_time=0:00:30.080736, arrival_time=2021-04-14 23:47:31.207128, cost_time=0:00:31.334052 2021-04-14 23:47:04,243 INFO : TRAIN, epoch=0144, iter=00110/00196, fetch data time cost=1.44ms, fps=821 images/s, loss=0.2510, top1-acc=92.36%, top5-acc=99.78%, remaining_time=0:00:26.934770, arrival_time=2021-04-14 23:47:31.178421, cost_time=0:00:34.451418 2021-04-14 23:47:07,349 INFO : TRAIN, epoch=0144, iter=00120/00196, fetch data time cost=2.00ms, fps=825 images/s, loss=0.2520, top1-acc=92.37%, top5-acc=99.77%, remaining_time=0:00:23.785872, arrival_time=2021-04-14 23:47:31.134813, cost_time=0:00:37.556697 2021-04-14 23:47:10,463 INFO : TRAIN, epoch=0144, iter=00130/00196, fetch data time cost=1.42ms, fps=822 images/s, loss=0.2533, top1-acc=92.32%, top5-acc=99.77%, remaining_time=0:00:20.648562, arrival_time=2021-04-14 23:47:31.112233, cost_time=0:00:40.671425 2021-04-14 23:47:13,577 INFO : TRAIN, epoch=0144, iter=00140/00196, fetch data time cost=1.42ms, fps=822 images/s, loss=0.2564, top1-acc=92.20%, top5-acc=99.77%, remaining_time=0:00:17.513888, arrival_time=2021-04-14 23:47:31.090896, cost_time=0:00:43.784765 2021-04-14 23:47:16,678 INFO : TRAIN, epoch=0144, iter=00150/00196, fetch data time cost=1.45ms, fps=826 images/s, loss=0.2581, top1-acc=92.14%, top5-acc=99.76%, remaining_time=0:00:14.378312, arrival_time=2021-04-14 23:47:31.056360, cost_time=0:00:46.885805 2021-04-14 23:47:19,791 INFO : TRAIN, epoch=0144, iter=00160/00196, fetch data time cost=1.48ms, fps=822 images/s, loss=0.2603, top1-acc=92.04%, top5-acc=99.74%, remaining_time=0:00:11.249820, arrival_time=2021-04-14 23:47:31.041299, cost_time=0:00:49.999239 2021-04-14 23:47:22,900 INFO : TRAIN, epoch=0144, iter=00170/00196, fetch data time cost=1.37ms, fps=824 images/s, loss=0.2640, top1-acc=91.89%, top5-acc=99.72%, remaining_time=0:00:08.122452, arrival_time=2021-04-14 23:47:31.022997, cost_time=0:00:53.108290 2021-04-14 23:47:26,015 INFO : TRAIN, epoch=0144, iter=00180/00196, fetch data time cost=2.75ms, fps=822 images/s, loss=0.2651, top1-acc=91.88%, top5-acc=99.70%, remaining_time=0:00:04.997648, arrival_time=2021-04-14 23:47:31.013513, cost_time=0:00:56.223594 2021-04-14 23:47:29,124 INFO : TRAIN, epoch=0144, iter=00190/00196, fetch data time cost=1.26ms, fps=824 images/s, loss=0.2671, top1-acc=91.80%, top5-acc=99.69%, remaining_time=0:00:01.873632, arrival_time=2021-04-14 23:47:30.997563, cost_time=0:00:59.331699 2021-04-14 23:47:30,779 INFO : TRAIN, epoch=0144, iter=00196/00196, fetch data time cost=1.40ms, fps=822 images/s, loss=0.2676, top1-acc=91.81%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-14 23:47:30.779698, cost_time=0:01:00.987450 2021-04-14 23:47:31,853 INFO : EVAL, epoch=0144, iter=00010/00040, fetch data time cost=1.98ms, fps=2389 images/s, loss=1.1748, top1-acc=68.98%, top5-acc=91.60%, remaining_time=0:00:03.214560, arrival_time=2021-04-14 23:47:35.067965, cost_time=0:00:01.071515 2021-04-14 23:47:32,795 INFO : EVAL, epoch=0144, iter=00020/00040, fetch data time cost=1.29ms, fps=2718 images/s, loss=1.1907, top1-acc=69.20%, top5-acc=91.72%, remaining_time=0:00:02.013880, arrival_time=2021-04-14 23:47:34.809556, cost_time=0:00:02.013870 2021-04-14 23:47:33,739 INFO : EVAL, epoch=0144, iter=00030/00040, fetch data time cost=1.31ms, fps=2713 images/s, loss=1.1734, top1-acc=69.57%, top5-acc=91.84%, remaining_time=0:00:00.985950, arrival_time=2021-04-14 23:47:34.725605, cost_time=0:00:02.957862 2021-04-14 23:47:34,599 INFO : EVAL, epoch=0144, iter=00040/00040, fetch data time cost=0.08ms, fps=2700 images/s, loss=1.1333, top1-acc=69.91%, top5-acc=91.98%, remaining_time=0:00:00, arrival_time=2021-04-14 23:47:34.599267, cost_time=0:00:03.817415 2021-04-14 23:47:34,860 INFO : Epoch=0144 complete, best val top1-acc=70.07%, top5-acc=91.88% (epoch=141), remaining_time=1:00:48.453200, arrival_time=2021-04-15 00:48:23.313780, cost_time=2:36:21.736746 2021-04-14 23:47:34,861 INFO : Train start, epoch=0145, lr=0.018129 2021-04-14 23:47:38,155 INFO : TRAIN, epoch=0145, iter=00010/00196, fetch data time cost=1.49ms, fps=777 images/s, loss=0.2362, top1-acc=92.58%, top5-acc=99.88%, remaining_time=0:01:01.257426, arrival_time=2021-04-14 23:48:39.413100, cost_time=0:00:03.293406 2021-04-14 23:47:41,265 INFO : TRAIN, epoch=0145, iter=00020/00196, fetch data time cost=1.53ms, fps=823 images/s, loss=0.2388, top1-acc=92.89%, top5-acc=99.77%, remaining_time=0:00:56.350272, arrival_time=2021-04-14 23:48:37.615853, cost_time=0:00:06.403450 2021-04-14 23:47:44,378 INFO : TRAIN, epoch=0145, iter=00030/00196, fetch data time cost=2.07ms, fps=823 images/s, loss=0.2282, top1-acc=93.27%, top5-acc=99.80%, remaining_time=0:00:52.654702, arrival_time=2021-04-14 23:48:37.032780, cost_time=0:00:09.515914 2021-04-14 23:47:47,490 INFO : TRAIN, epoch=0145, iter=00040/00196, fetch data time cost=1.70ms, fps=823 images/s, loss=0.2323, top1-acc=93.22%, top5-acc=99.77%, remaining_time=0:00:49.251696, arrival_time=2021-04-14 23:48:36.742481, cost_time=0:00:12.628643 2021-04-14 23:47:50,602 INFO : TRAIN, epoch=0145, iter=00050/00196, fetch data time cost=2.78ms, fps=823 images/s, loss=0.2297, top1-acc=93.22%, top5-acc=99.77%, remaining_time=0:00:45.961092, arrival_time=2021-04-14 23:48:36.563383, cost_time=0:00:15.740101 2021-04-14 23:47:53,707 INFO : TRAIN, epoch=0145, iter=00060/00196, fetch data time cost=1.32ms, fps=825 images/s, loss=0.2311, top1-acc=93.26%, top5-acc=99.79%, remaining_time=0:00:42.715424, arrival_time=2021-04-14 23:48:36.422735, cost_time=0:00:18.845013 2021-04-14 23:47:56,818 INFO : TRAIN, epoch=0145, iter=00070/00196, fetch data time cost=1.48ms, fps=823 images/s, loss=0.2266, top1-acc=93.40%, top5-acc=99.80%, remaining_time=0:00:39.520530, arrival_time=2021-04-14 23:48:36.338499, cost_time=0:00:21.955826 2021-04-14 23:47:59,926 INFO : TRAIN, epoch=0145, iter=00080/00196, fetch data time cost=1.84ms, fps=824 images/s, loss=0.2273, top1-acc=93.37%, top5-acc=99.79%, remaining_time=0:00:36.342336, arrival_time=2021-04-14 23:48:36.268241, cost_time=0:00:25.063659 2021-04-14 23:48:03,031 INFO : TRAIN, epoch=0145, iter=00090/00196, fetch data time cost=1.55ms, fps=825 images/s, loss=0.2273, top1-acc=93.34%, top5-acc=99.80%, remaining_time=0:00:33.177364, arrival_time=2021-04-14 23:48:36.208981, cost_time=0:00:28.169422 2021-04-14 23:48:06,139 INFO : TRAIN, epoch=0145, iter=00100/00196, fetch data time cost=1.34ms, fps=824 images/s, loss=0.2291, top1-acc=93.28%, top5-acc=99.79%, remaining_time=0:00:30.026592, arrival_time=2021-04-14 23:48:36.166430, cost_time=0:00:31.277690 2021-04-14 23:48:09,237 INFO : TRAIN, epoch=0145, iter=00110/00196, fetch data time cost=1.45ms, fps=827 images/s, loss=0.2300, top1-acc=93.20%, top5-acc=99.79%, remaining_time=0:00:26.874828, arrival_time=2021-04-14 23:48:36.111904, cost_time=0:00:34.374808 2021-04-14 23:48:12,343 INFO : TRAIN, epoch=0145, iter=00120/00196, fetch data time cost=2.17ms, fps=824 images/s, loss=0.2327, top1-acc=93.05%, top5-acc=99.77%, remaining_time=0:00:23.738068, arrival_time=2021-04-14 23:48:36.081335, cost_time=0:00:37.481126 2021-04-14 23:48:15,453 INFO : TRAIN, epoch=0145, iter=00130/00196, fetch data time cost=1.59ms, fps=823 images/s, loss=0.2355, top1-acc=92.96%, top5-acc=99.77%, remaining_time=0:00:20.607972, arrival_time=2021-04-14 23:48:36.061702, cost_time=0:00:40.591487 2021-04-14 23:48:18,567 INFO : TRAIN, epoch=0145, iter=00140/00196, fetch data time cost=1.53ms, fps=822 images/s, loss=0.2370, top1-acc=92.94%, top5-acc=99.77%, remaining_time=0:00:17.482304, arrival_time=2021-04-14 23:48:36.050193, cost_time=0:00:43.705827 2021-04-14 23:48:21,680 INFO : TRAIN, epoch=0145, iter=00150/00196, fetch data time cost=2.12ms, fps=823 images/s, loss=0.2399, top1-acc=92.76%, top5-acc=99.76%, remaining_time=0:00:14.357612, arrival_time=2021-04-14 23:48:36.038158, cost_time=0:00:46.818293 2021-04-14 23:48:24,788 INFO : TRAIN, epoch=0145, iter=00160/00196, fetch data time cost=1.32ms, fps=824 images/s, loss=0.2419, top1-acc=92.68%, top5-acc=99.76%, remaining_time=0:00:11.233440, arrival_time=2021-04-14 23:48:36.022167, cost_time=0:00:49.926469 2021-04-14 23:48:27,895 INFO : TRAIN, epoch=0145, iter=00170/00196, fetch data time cost=1.47ms, fps=824 images/s, loss=0.2445, top1-acc=92.55%, top5-acc=99.76%, remaining_time=0:00:08.110934, arrival_time=2021-04-14 23:48:36.006028, cost_time=0:00:53.032954 2021-04-14 23:48:31,002 INFO : TRAIN, epoch=0145, iter=00180/00196, fetch data time cost=2.13ms, fps=824 images/s, loss=0.2463, top1-acc=92.49%, top5-acc=99.75%, remaining_time=0:00:04.990208, arrival_time=2021-04-14 23:48:35.992262, cost_time=0:00:56.139896 2021-04-14 23:48:34,111 INFO : TRAIN, epoch=0145, iter=00190/00196, fetch data time cost=1.27ms, fps=823 images/s, loss=0.2473, top1-acc=92.46%, top5-acc=99.76%, remaining_time=0:00:01.871028, arrival_time=2021-04-14 23:48:35.982477, cost_time=0:00:59.249200 2021-04-14 23:48:35,766 INFO : TRAIN, epoch=0145, iter=00196/00196, fetch data time cost=1.90ms, fps=822 images/s, loss=0.2493, top1-acc=92.43%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-14 23:48:35.766659, cost_time=0:01:00.904494 2021-04-14 23:48:36,882 INFO : EVAL, epoch=0145, iter=00010/00040, fetch data time cost=0.33ms, fps=2299 images/s, loss=1.1761, top1-acc=69.06%, top5-acc=91.68%, remaining_time=0:00:03.340650, arrival_time=2021-04-14 23:48:40.223042, cost_time=0:00:01.113548 2021-04-14 23:48:37,824 INFO : EVAL, epoch=0145, iter=00020/00040, fetch data time cost=1.42ms, fps=2720 images/s, loss=1.1512, top1-acc=69.06%, top5-acc=92.01%, remaining_time=0:00:02.055100, arrival_time=2021-04-14 23:48:39.879125, cost_time=0:00:02.055101 2021-04-14 23:48:38,769 INFO : EVAL, epoch=0145, iter=00030/00040, fetch data time cost=1.54ms, fps=2710 images/s, loss=1.1715, top1-acc=69.41%, top5-acc=91.56%, remaining_time=0:00:01.000100, arrival_time=2021-04-14 23:48:39.769230, cost_time=0:00:03.000299 2021-04-14 23:48:39,630 INFO : EVAL, epoch=0145, iter=00040/00040, fetch data time cost=0.08ms, fps=2695 images/s, loss=1.2009, top1-acc=69.34%, top5-acc=91.41%, remaining_time=0:00:00, arrival_time=2021-04-14 23:48:39.630422, cost_time=0:00:03.861518 2021-04-14 23:48:39,879 INFO : Epoch=0145 complete, best val top1-acc=70.07%, top5-acc=91.88% (epoch=141), remaining_time=0:59:43.252145, arrival_time=2021-04-15 00:48:23.131655, cost_time=2:37:26.755652 2021-04-14 23:48:39,881 INFO : Train start, epoch=0146, lr=0.017528 2021-04-14 23:48:43,182 INFO : TRAIN, epoch=0146, iter=00010/00196, fetch data time cost=1.62ms, fps=776 images/s, loss=0.2271, top1-acc=93.24%, top5-acc=99.80%, remaining_time=0:01:01.395066, arrival_time=2021-04-14 23:49:44.577121, cost_time=0:00:03.300810 2021-04-14 23:48:46,297 INFO : TRAIN, epoch=0146, iter=00020/00196, fetch data time cost=1.98ms, fps=822 images/s, loss=0.2250, top1-acc=93.16%, top5-acc=99.79%, remaining_time=0:00:56.463088, arrival_time=2021-04-14 23:49:42.760646, cost_time=0:00:06.416262 2021-04-14 23:48:49,407 INFO : TRAIN, epoch=0146, iter=00030/00196, fetch data time cost=1.46ms, fps=823 images/s, loss=0.2323, top1-acc=92.89%, top5-acc=99.77%, remaining_time=0:00:52.710644, arrival_time=2021-04-14 23:49:42.117916, cost_time=0:00:09.526021 2021-04-14 23:48:52,515 INFO : TRAIN, epoch=0146, iter=00040/00196, fetch data time cost=1.62ms, fps=824 images/s, loss=0.2287, top1-acc=93.13%, top5-acc=99.79%, remaining_time=0:00:49.272288, arrival_time=2021-04-14 23:49:41.787476, cost_time=0:00:12.633935 2021-04-14 23:48:55,615 INFO : TRAIN, epoch=0146, iter=00050/00196, fetch data time cost=1.47ms, fps=826 images/s, loss=0.2278, top1-acc=93.25%, top5-acc=99.77%, remaining_time=0:00:45.944886, arrival_time=2021-04-14 23:49:41.560687, cost_time=0:00:15.734539 2021-04-14 23:48:58,721 INFO : TRAIN, epoch=0146, iter=00060/00196, fetch data time cost=1.69ms, fps=824 images/s, loss=0.2281, top1-acc=93.24%, top5-acc=99.77%, remaining_time=0:00:42.705360, arrival_time=2021-04-14 23:49:41.427198, cost_time=0:00:18.840574 2021-04-14 23:49:01,828 INFO : TRAIN, epoch=0146, iter=00070/00196, fetch data time cost=1.88ms, fps=824 images/s, loss=0.2270, top1-acc=93.31%, top5-acc=99.79%, remaining_time=0:00:39.504906, arrival_time=2021-04-14 23:49:41.333481, cost_time=0:00:21.947154 2021-04-14 23:49:04,936 INFO : TRAIN, epoch=0146, iter=00080/00196, fetch data time cost=1.51ms, fps=824 images/s, loss=0.2263, top1-acc=93.36%, top5-acc=99.78%, remaining_time=0:00:36.329576, arrival_time=2021-04-14 23:49:41.265641, cost_time=0:00:25.054895 2021-04-14 23:49:08,048 INFO : TRAIN, epoch=0146, iter=00090/00196, fetch data time cost=2.22ms, fps=823 images/s, loss=0.2263, top1-acc=93.37%, top5-acc=99.78%, remaining_time=0:00:33.174926, arrival_time=2021-04-14 23:49:41.223636, cost_time=0:00:28.167368 2021-04-14 23:49:11,150 INFO : TRAIN, epoch=0146, iter=00100/00196, fetch data time cost=1.74ms, fps=825 images/s, loss=0.2259, top1-acc=93.38%, top5-acc=99.79%, remaining_time=0:00:30.018816, arrival_time=2021-04-14 23:49:41.169632, cost_time=0:00:31.269633 2021-04-14 23:49:14,255 INFO : TRAIN, epoch=0146, iter=00110/00196, fetch data time cost=1.49ms, fps=825 images/s, loss=0.2268, top1-acc=93.33%, top5-acc=99.78%, remaining_time=0:00:26.874484, arrival_time=2021-04-14 23:49:41.130157, cost_time=0:00:34.374366 2021-04-14 23:49:17,362 INFO : TRAIN, epoch=0146, iter=00120/00196, fetch data time cost=1.46ms, fps=824 images/s, loss=0.2286, top1-acc=93.26%, top5-acc=99.78%, remaining_time=0:00:23.737992, arrival_time=2021-04-14 23:49:41.100216, cost_time=0:00:37.480980 2021-04-14 23:49:20,464 INFO : TRAIN, epoch=0146, iter=00130/00196, fetch data time cost=1.97ms, fps=825 images/s, loss=0.2298, top1-acc=93.19%, top5-acc=99.78%, remaining_time=0:00:20.603946, arrival_time=2021-04-14 23:49:41.068823, cost_time=0:00:40.583579 2021-04-14 23:49:23,570 INFO : TRAIN, epoch=0146, iter=00140/00196, fetch data time cost=1.41ms, fps=824 images/s, loss=0.2300, top1-acc=93.18%, top5-acc=99.78%, remaining_time=0:00:17.475752, arrival_time=2021-04-14 23:49:41.046535, cost_time=0:00:43.689399 2021-04-14 23:49:26,667 INFO : TRAIN, epoch=0146, iter=00150/00196, fetch data time cost=1.69ms, fps=827 images/s, loss=0.2319, top1-acc=93.09%, top5-acc=99.77%, remaining_time=0:00:14.347860, arrival_time=2021-04-14 23:49:41.015641, cost_time=0:00:46.786519 2021-04-14 23:49:29,777 INFO : TRAIN, epoch=0146, iter=00160/00196, fetch data time cost=1.45ms, fps=823 images/s, loss=0.2337, top1-acc=93.02%, top5-acc=99.77%, remaining_time=0:00:11.226672, arrival_time=2021-04-14 23:49:41.004252, cost_time=0:00:49.896308 2021-04-14 23:49:32,880 INFO : TRAIN, epoch=0146, iter=00170/00196, fetch data time cost=2.08ms, fps=825 images/s, loss=0.2346, top1-acc=93.01%, top5-acc=99.76%, remaining_time=0:00:08.105760, arrival_time=2021-04-14 23:49:40.986165, cost_time=0:00:52.999142 2021-04-14 23:49:35,994 INFO : TRAIN, epoch=0146, iter=00180/00196, fetch data time cost=1.58ms, fps=822 images/s, loss=0.2362, top1-acc=92.96%, top5-acc=99.75%, remaining_time=0:00:04.987840, arrival_time=2021-04-14 23:49:40.982424, cost_time=0:00:56.113208 2021-04-14 23:49:39,101 INFO : TRAIN, epoch=0146, iter=00190/00196, fetch data time cost=1.40ms, fps=824 images/s, loss=0.2371, top1-acc=92.92%, top5-acc=99.75%, remaining_time=0:00:01.870098, arrival_time=2021-04-14 23:49:40.971134, cost_time=0:00:59.219779 2021-04-14 23:49:40,757 INFO : TRAIN, epoch=0146, iter=00196/00196, fetch data time cost=1.93ms, fps=822 images/s, loss=0.2384, top1-acc=92.89%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-14 23:49:40.757112, cost_time=0:01:00.875864 2021-04-14 23:49:41,850 INFO : EVAL, epoch=0146, iter=00010/00040, fetch data time cost=1.54ms, fps=2346 images/s, loss=1.2004, top1-acc=69.57%, top5-acc=91.37%, remaining_time=0:00:03.273030, arrival_time=2021-04-14 23:49:45.123215, cost_time=0:00:01.091006 2021-04-14 23:49:42,794 INFO : EVAL, epoch=0146, iter=00020/00040, fetch data time cost=1.61ms, fps=2713 images/s, loss=1.1768, top1-acc=69.73%, top5-acc=91.62%, remaining_time=0:00:02.035120, arrival_time=2021-04-14 23:49:44.829476, cost_time=0:00:02.035113 2021-04-14 23:49:43,738 INFO : EVAL, epoch=0146, iter=00030/00040, fetch data time cost=1.67ms, fps=2714 images/s, loss=1.1724, top1-acc=69.83%, top5-acc=91.77%, remaining_time=0:00:00.992970, arrival_time=2021-04-14 23:49:44.731158, cost_time=0:00:02.978911 2021-04-14 23:49:44,598 INFO : EVAL, epoch=0146, iter=00040/00040, fetch data time cost=0.08ms, fps=2699 images/s, loss=1.1736, top1-acc=69.76%, top5-acc=91.77%, remaining_time=0:00:00, arrival_time=2021-04-14 23:49:44.598147, cost_time=0:00:03.839046 2021-04-14 23:49:44,869 INFO : Epoch=0146 complete, best val top1-acc=70.07%, top5-acc=91.88% (epoch=141), remaining_time=0:58:38.043030, arrival_time=2021-04-15 00:48:22.912875, cost_time=2:38:31.746013 2021-04-14 23:49:44,871 INFO : Train start, epoch=0147, lr=0.016934 2021-04-14 23:49:48,172 INFO : TRAIN, epoch=0147, iter=00010/00196, fetch data time cost=2.08ms, fps=776 images/s, loss=0.2144, top1-acc=94.34%, top5-acc=99.92%, remaining_time=0:01:01.392648, arrival_time=2021-04-14 23:50:49.564829, cost_time=0:00:03.300682 2021-04-14 23:49:51,277 INFO : TRAIN, epoch=0147, iter=00020/00196, fetch data time cost=1.72ms, fps=825 images/s, loss=0.2232, top1-acc=93.54%, top5-acc=99.88%, remaining_time=0:00:56.372096, arrival_time=2021-04-14 23:50:47.649407, cost_time=0:00:06.405914 2021-04-14 23:49:54,379 INFO : TRAIN, epoch=0147, iter=00030/00196, fetch data time cost=1.41ms, fps=825 images/s, loss=0.2156, top1-acc=93.80%, top5-acc=99.86%, remaining_time=0:00:52.612870, arrival_time=2021-04-14 23:50:46.992668, cost_time=0:00:09.508345 2021-04-14 23:49:57,485 INFO : TRAIN, epoch=0147, iter=00040/00196, fetch data time cost=1.34ms, fps=824 images/s, loss=0.2127, top1-acc=93.92%, top5-acc=99.85%, remaining_time=0:00:49.195536, arrival_time=2021-04-14 23:50:46.681167, cost_time=0:00:12.614239 2021-04-14 23:50:00,597 INFO : TRAIN, epoch=0147, iter=00050/00196, fetch data time cost=2.25ms, fps=823 images/s, loss=0.2143, top1-acc=93.86%, top5-acc=99.83%, remaining_time=0:00:45.919336, arrival_time=2021-04-14 23:50:46.516536, cost_time=0:00:15.725800 2021-04-14 23:50:03,703 INFO : TRAIN, epoch=0147, iter=00060/00196, fetch data time cost=1.63ms, fps=824 images/s, loss=0.2131, top1-acc=93.80%, top5-acc=99.85%, remaining_time=0:00:42.685096, arrival_time=2021-04-14 23:50:46.388168, cost_time=0:00:18.831665 2021-04-14 23:50:06,807 INFO : TRAIN, epoch=0147, iter=00070/00196, fetch data time cost=1.75ms, fps=825 images/s, loss=0.2136, top1-acc=93.77%, top5-acc=99.83%, remaining_time=0:00:39.484494, arrival_time=2021-04-14 23:50:46.291741, cost_time=0:00:21.935840 2021-04-14 23:50:09,912 INFO : TRAIN, epoch=0147, iter=00080/00196, fetch data time cost=1.39ms, fps=825 images/s, loss=0.2143, top1-acc=93.71%, top5-acc=99.82%, remaining_time=0:00:36.309508, arrival_time=2021-04-14 23:50:46.221915, cost_time=0:00:25.041012 2021-04-14 23:50:13,021 INFO : TRAIN, epoch=0147, iter=00090/00196, fetch data time cost=2.09ms, fps=824 images/s, loss=0.2155, top1-acc=93.62%, top5-acc=99.80%, remaining_time=0:00:33.154256, arrival_time=2021-04-14 23:50:46.175572, cost_time=0:00:28.149885 2021-04-14 23:50:16,132 INFO : TRAIN, epoch=0147, iter=00100/00196, fetch data time cost=1.54ms, fps=823 images/s, loss=0.2166, top1-acc=93.54%, top5-acc=99.80%, remaining_time=0:00:30.011040, arrival_time=2021-04-14 23:50:46.143920, cost_time=0:00:31.261474 2021-04-14 23:50:19,240 INFO : TRAIN, epoch=0147, iter=00110/00196, fetch data time cost=1.51ms, fps=824 images/s, loss=0.2163, top1-acc=93.55%, top5-acc=99.81%, remaining_time=0:00:26.870356, arrival_time=2021-04-14 23:50:46.110988, cost_time=0:00:34.369089 2021-04-14 23:50:22,345 INFO : TRAIN, epoch=0147, iter=00120/00196, fetch data time cost=1.54ms, fps=825 images/s, loss=0.2161, top1-acc=93.55%, top5-acc=99.81%, remaining_time=0:00:23.733356, arrival_time=2021-04-14 23:50:46.078551, cost_time=0:00:37.473692 2021-04-14 23:50:25,450 INFO : TRAIN, epoch=0147, iter=00130/00196, fetch data time cost=1.42ms, fps=825 images/s, loss=0.2178, top1-acc=93.47%, top5-acc=99.82%, remaining_time=0:00:20.601438, arrival_time=2021-04-14 23:50:46.051376, cost_time=0:00:40.578534 2021-04-14 23:50:28,554 INFO : TRAIN, epoch=0147, iter=00140/00196, fetch data time cost=1.49ms, fps=825 images/s, loss=0.2184, top1-acc=93.46%, top5-acc=99.82%, remaining_time=0:00:17.473232, arrival_time=2021-04-14 23:50:46.027735, cost_time=0:00:43.683049 2021-04-14 23:50:31,657 INFO : TRAIN, epoch=0147, iter=00150/00196, fetch data time cost=1.43ms, fps=825 images/s, loss=0.2200, top1-acc=93.42%, top5-acc=99.80%, remaining_time=0:00:14.347584, arrival_time=2021-04-14 23:50:46.004584, cost_time=0:00:46.785604 2021-04-14 23:50:34,766 INFO : TRAIN, epoch=0147, iter=00160/00196, fetch data time cost=1.48ms, fps=823 images/s, loss=0.2215, top1-acc=93.35%, top5-acc=99.80%, remaining_time=0:00:11.226384, arrival_time=2021-04-14 23:50:45.992829, cost_time=0:00:49.895037 2021-04-14 23:50:37,872 INFO : TRAIN, epoch=0147, iter=00170/00196, fetch data time cost=1.59ms, fps=825 images/s, loss=0.2233, top1-acc=93.30%, top5-acc=99.79%, remaining_time=0:00:08.105968, arrival_time=2021-04-14 23:50:45.977938, cost_time=0:00:53.000498 2021-04-14 23:50:40,989 INFO : TRAIN, epoch=0147, iter=00180/00196, fetch data time cost=2.12ms, fps=822 images/s, loss=0.2241, top1-acc=93.27%, top5-acc=99.79%, remaining_time=0:00:04.988224, arrival_time=2021-04-14 23:50:45.977155, cost_time=0:00:56.117532 2021-04-14 23:50:44,093 INFO : TRAIN, epoch=0147, iter=00190/00196, fetch data time cost=1.32ms, fps=825 images/s, loss=0.2235, top1-acc=93.27%, top5-acc=99.79%, remaining_time=0:00:01.870170, arrival_time=2021-04-14 23:50:45.963748, cost_time=0:00:59.222026 2021-04-14 23:50:45,744 INFO : TRAIN, epoch=0147, iter=00196/00196, fetch data time cost=1.99ms, fps=824 images/s, loss=0.2265, top1-acc=93.22%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-14 23:50:45.744652, cost_time=0:01:00.873263 2021-04-14 23:50:46,857 INFO : EVAL, epoch=0147, iter=00010/00040, fetch data time cost=2.89ms, fps=2304 images/s, loss=1.1327, top1-acc=71.09%, top5-acc=91.76%, remaining_time=0:00:03.332910, arrival_time=2021-04-14 23:50:50.190459, cost_time=0:00:01.110973 2021-04-14 23:50:47,802 INFO : EVAL, epoch=0147, iter=00020/00040, fetch data time cost=1.30ms, fps=2710 images/s, loss=1.1178, top1-acc=71.43%, top5-acc=91.91%, remaining_time=0:00:02.056160, arrival_time=2021-04-14 23:50:49.859022, cost_time=0:00:02.056168 2021-04-14 23:50:48,747 INFO : EVAL, epoch=0147, iter=00030/00040, fetch data time cost=1.50ms, fps=2712 images/s, loss=1.1042, top1-acc=71.73%, top5-acc=92.03%, remaining_time=0:00:01.000240, arrival_time=2021-04-14 23:50:49.747579, cost_time=0:00:03.000735 2021-04-14 23:50:49,614 INFO : EVAL, epoch=0147, iter=00040/00040, fetch data time cost=0.08ms, fps=2677 images/s, loss=1.0861, top1-acc=71.73%, top5-acc=92.16%, remaining_time=0:00:00, arrival_time=2021-04-14 23:50:49.614509, cost_time=0:00:03.867984 2021-04-14 23:50:50,171 INFO : Epoch=0147 complete, best val top1-acc=71.73%, top5-acc=92.16% (epoch=147), remaining_time=0:57:32.949099, arrival_time=2021-04-15 00:48:23.120506, cost_time=2:39:37.047544 2021-04-14 23:50:50,173 INFO : Train start, epoch=0148, lr=0.016349 2021-04-14 23:50:53,475 INFO : TRAIN, epoch=0148, iter=00010/00196, fetch data time cost=2.17ms, fps=775 images/s, loss=0.2174, top1-acc=93.44%, top5-acc=99.80%, remaining_time=0:01:01.413294, arrival_time=2021-04-14 23:51:54.888691, cost_time=0:00:03.301794 2021-04-14 23:50:56,581 INFO : TRAIN, epoch=0148, iter=00020/00196, fetch data time cost=2.42ms, fps=824 images/s, loss=0.2134, top1-acc=93.73%, top5-acc=99.86%, remaining_time=0:00:56.389344, arrival_time=2021-04-14 23:51:52.970842, cost_time=0:00:06.407890 2021-04-14 23:50:59,686 INFO : TRAIN, epoch=0148, iter=00030/00196, fetch data time cost=1.77ms, fps=825 images/s, loss=0.2114, top1-acc=93.76%, top5-acc=99.86%, remaining_time=0:00:52.640094, arrival_time=2021-04-14 23:51:52.326938, cost_time=0:00:09.513271 2021-04-14 23:51:02,790 INFO : TRAIN, epoch=0148, iter=00040/00196, fetch data time cost=1.48ms, fps=825 images/s, loss=0.2052, top1-acc=93.96%, top5-acc=99.88%, remaining_time=0:00:49.206924, arrival_time=2021-04-14 23:51:51.997638, cost_time=0:00:12.617151 2021-04-14 23:51:05,896 INFO : TRAIN, epoch=0148, iter=00050/00196, fetch data time cost=1.60ms, fps=825 images/s, loss=0.2054, top1-acc=93.96%, top5-acc=99.91%, remaining_time=0:00:45.909554, arrival_time=2021-04-14 23:51:51.805564, cost_time=0:00:15.722430 2021-04-14 23:51:08,997 INFO : TRAIN, epoch=0148, iter=00060/00196, fetch data time cost=1.61ms, fps=826 images/s, loss=0.2058, top1-acc=93.98%, top5-acc=99.90%, remaining_time=0:00:42.666872, arrival_time=2021-04-14 23:51:51.664080, cost_time=0:00:18.823640 2021-04-14 23:51:12,102 INFO : TRAIN, epoch=0148, iter=00070/00196, fetch data time cost=1.40ms, fps=825 images/s, loss=0.2069, top1-acc=93.92%, top5-acc=99.87%, remaining_time=0:00:39.472398, arrival_time=2021-04-14 23:51:51.575077, cost_time=0:00:21.929105 2021-04-14 23:51:15,199 INFO : TRAIN, epoch=0148, iter=00080/00196, fetch data time cost=1.49ms, fps=827 images/s, loss=0.2065, top1-acc=93.96%, top5-acc=99.86%, remaining_time=0:00:36.287700, arrival_time=2021-04-14 23:51:51.487389, cost_time=0:00:25.025999 2021-04-14 23:51:18,302 INFO : TRAIN, epoch=0148, iter=00090/00196, fetch data time cost=1.73ms, fps=825 images/s, loss=0.2065, top1-acc=93.95%, top5-acc=99.86%, remaining_time=0:00:33.129558, arrival_time=2021-04-14 23:51:51.431961, cost_time=0:00:28.128913 2021-04-14 23:51:21,413 INFO : TRAIN, epoch=0148, iter=00100/00196, fetch data time cost=2.35ms, fps=823 images/s, loss=0.2062, top1-acc=93.96%, top5-acc=99.86%, remaining_time=0:00:29.989824, arrival_time=2021-04-14 23:51:51.402779, cost_time=0:00:31.239391 2021-04-14 23:51:24,524 INFO : TRAIN, epoch=0148, iter=00110/00196, fetch data time cost=1.42ms, fps=823 images/s, loss=0.2063, top1-acc=93.92%, top5-acc=99.87%, remaining_time=0:00:26.856252, arrival_time=2021-04-14 23:51:51.380842, cost_time=0:00:34.351012 2021-04-14 23:51:27,638 INFO : TRAIN, epoch=0148, iter=00120/00196, fetch data time cost=1.45ms, fps=822 images/s, loss=0.2078, top1-acc=93.86%, top5-acc=99.85%, remaining_time=0:00:23.727884, arrival_time=2021-04-14 23:51:51.366496, cost_time=0:00:37.465034 2021-04-14 23:51:30,749 INFO : TRAIN, epoch=0148, iter=00130/00196, fetch data time cost=2.30ms, fps=823 images/s, loss=0.2081, top1-acc=93.85%, top5-acc=99.85%, remaining_time=0:00:20.599788, arrival_time=2021-04-14 23:51:51.348746, cost_time=0:00:40.575340 2021-04-14 23:51:33,855 INFO : TRAIN, epoch=0148, iter=00140/00196, fetch data time cost=1.98ms, fps=824 images/s, loss=0.2096, top1-acc=93.80%, top5-acc=99.84%, remaining_time=0:00:17.472728, arrival_time=2021-04-14 23:51:51.328110, cost_time=0:00:43.681774 2021-04-14 23:51:36,956 INFO : TRAIN, epoch=0148, iter=00150/00196, fetch data time cost=1.41ms, fps=826 images/s, loss=0.2087, top1-acc=93.79%, top5-acc=99.85%, remaining_time=0:00:14.346618, arrival_time=2021-04-14 23:51:51.302611, cost_time=0:00:46.782414 2021-04-14 23:51:40,061 INFO : TRAIN, epoch=0148, iter=00160/00196, fetch data time cost=1.35ms, fps=825 images/s, loss=0.2100, top1-acc=93.74%, top5-acc=99.84%, remaining_time=0:00:11.224728, arrival_time=2021-04-14 23:51:51.285990, cost_time=0:00:49.887698 2021-04-14 23:51:43,167 INFO : TRAIN, epoch=0148, iter=00170/00196, fetch data time cost=1.45ms, fps=824 images/s, loss=0.2102, top1-acc=93.71%, top5-acc=99.83%, remaining_time=0:00:08.104928, arrival_time=2021-04-14 23:51:51.272222, cost_time=0:00:52.993730 2021-04-14 23:51:46,269 INFO : TRAIN, epoch=0148, iter=00180/00196, fetch data time cost=1.70ms, fps=825 images/s, loss=0.2110, top1-acc=93.67%, top5-acc=99.83%, remaining_time=0:00:04.986272, arrival_time=2021-04-14 23:51:51.255391, cost_time=0:00:56.095550 2021-04-14 23:51:49,376 INFO : TRAIN, epoch=0148, iter=00190/00196, fetch data time cost=1.63ms, fps=824 images/s, loss=0.2126, top1-acc=93.60%, top5-acc=99.83%, remaining_time=0:00:01.869552, arrival_time=2021-04-14 23:51:51.245662, cost_time=0:00:59.202551 2021-04-14 23:51:51,030 INFO : TRAIN, epoch=0148, iter=00196/00196, fetch data time cost=1.25ms, fps=823 images/s, loss=0.2142, top1-acc=93.55%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-14 23:51:51.030214, cost_time=0:01:00.856641 2021-04-14 23:51:52,085 INFO : EVAL, epoch=0148, iter=00010/00040, fetch data time cost=0.21ms, fps=2431 images/s, loss=1.1489, top1-acc=71.05%, top5-acc=91.41%, remaining_time=0:00:03.158550, arrival_time=2021-04-14 23:51:55.243793, cost_time=0:00:01.052847 2021-04-14 23:51:53,027 INFO : EVAL, epoch=0148, iter=00020/00040, fetch data time cost=1.38ms, fps=2718 images/s, loss=1.1689, top1-acc=70.29%, top5-acc=91.64%, remaining_time=0:00:01.995420, arrival_time=2021-04-14 23:51:55.023240, cost_time=0:00:01.995420 2021-04-14 23:51:53,976 INFO : EVAL, epoch=0148, iter=00030/00040, fetch data time cost=1.51ms, fps=2702 images/s, loss=1.1382, top1-acc=70.83%, top5-acc=92.02%, remaining_time=0:00:00.981190, arrival_time=2021-04-14 23:51:54.957306, cost_time=0:00:02.943583 2021-04-14 23:51:54,838 INFO : EVAL, epoch=0148, iter=00040/00040, fetch data time cost=0.09ms, fps=2692 images/s, loss=1.1550, top1-acc=70.49%, top5-acc=91.98%, remaining_time=0:00:00, arrival_time=2021-04-14 23:51:54.838654, cost_time=0:00:03.806358 2021-04-14 23:51:55,138 INFO : Epoch=0148 complete, best val top1-acc=71.73%, top5-acc=92.16% (epoch=147), remaining_time=0:56:27.734740, arrival_time=2021-04-15 00:48:22.872879, cost_time=2:40:42.014303 2021-04-14 23:51:55,140 INFO : Train start, epoch=0149, lr=0.015773 2021-04-14 23:51:58,405 INFO : TRAIN, epoch=0149, iter=00010/00196, fetch data time cost=2.25ms, fps=784 images/s, loss=0.2101, top1-acc=93.59%, top5-acc=99.80%, remaining_time=0:01:00.741276, arrival_time=2021-04-14 23:52:59.146627, cost_time=0:00:03.265662 2021-04-14 23:52:01,509 INFO : TRAIN, epoch=0149, iter=00020/00196, fetch data time cost=2.03ms, fps=825 images/s, loss=0.2101, top1-acc=93.77%, top5-acc=99.88%, remaining_time=0:00:56.055824, arrival_time=2021-04-14 23:52:57.565511, cost_time=0:00:06.369973 2021-04-14 23:52:04,617 INFO : TRAIN, epoch=0149, iter=00030/00196, fetch data time cost=1.52ms, fps=824 images/s, loss=0.1998, top1-acc=94.31%, top5-acc=99.84%, remaining_time=0:00:52.442554, arrival_time=2021-04-14 23:52:57.059978, cost_time=0:00:09.477578 2021-04-14 23:52:07,724 INFO : TRAIN, epoch=0149, iter=00040/00196, fetch data time cost=2.24ms, fps=824 images/s, loss=0.1985, top1-acc=94.37%, top5-acc=99.83%, remaining_time=0:00:49.078692, arrival_time=2021-04-14 23:52:56.802768, cost_time=0:00:12.584266 2021-04-14 23:52:10,835 INFO : TRAIN, epoch=0149, iter=00050/00196, fetch data time cost=1.47ms, fps=823 images/s, loss=0.1969, top1-acc=94.35%, top5-acc=99.84%, remaining_time=0:00:45.831590, arrival_time=2021-04-14 23:52:56.667096, cost_time=0:00:15.695755 2021-04-14 23:52:13,938 INFO : TRAIN, epoch=0149, iter=00060/00196, fetch data time cost=2.23ms, fps=825 images/s, loss=0.1931, top1-acc=94.47%, top5-acc=99.86%, remaining_time=0:00:42.611112, arrival_time=2021-04-14 23:52:56.549828, cost_time=0:00:18.798992 2021-04-14 23:52:17,042 INFO : TRAIN, epoch=0149, iter=00070/00196, fetch data time cost=1.38ms, fps=825 images/s, loss=0.1905, top1-acc=94.64%, top5-acc=99.85%, remaining_time=0:00:39.425400, arrival_time=2021-04-14 23:52:56.468240, cost_time=0:00:21.903001 2021-04-14 23:52:20,150 INFO : TRAIN, epoch=0149, iter=00080/00196, fetch data time cost=1.60ms, fps=824 images/s, loss=0.1917, top1-acc=94.57%, top5-acc=99.86%, remaining_time=0:00:36.264848, arrival_time=2021-04-14 23:52:56.414819, cost_time=0:00:25.010266 2021-04-14 23:52:23,255 INFO : TRAIN, epoch=0149, iter=00090/00196, fetch data time cost=1.47ms, fps=825 images/s, loss=0.1917, top1-acc=94.55%, top5-acc=99.86%, remaining_time=0:00:33.113658, arrival_time=2021-04-14 23:52:56.368755, cost_time=0:00:28.115398 2021-04-14 23:52:26,363 INFO : TRAIN, epoch=0149, iter=00100/00196, fetch data time cost=2.16ms, fps=824 images/s, loss=0.1914, top1-acc=94.52%, top5-acc=99.86%, remaining_time=0:00:29.974368, arrival_time=2021-04-14 23:52:56.337396, cost_time=0:00:31.223327 2021-04-14 23:52:29,464 INFO : TRAIN, epoch=0149, iter=00110/00196, fetch data time cost=1.52ms, fps=825 images/s, loss=0.1923, top1-acc=94.45%, top5-acc=99.86%, remaining_time=0:00:26.836042, arrival_time=2021-04-14 23:52:56.300936, cost_time=0:00:34.325187 2021-04-14 23:52:32,572 INFO : TRAIN, epoch=0149, iter=00120/00196, fetch data time cost=1.39ms, fps=824 images/s, loss=0.1916, top1-acc=94.46%, top5-acc=99.86%, remaining_time=0:00:23.707440, arrival_time=2021-04-14 23:52:56.279867, cost_time=0:00:37.432740 2021-04-14 23:52:35,682 INFO : TRAIN, epoch=0149, iter=00130/00196, fetch data time cost=1.57ms, fps=823 images/s, loss=0.1930, top1-acc=94.43%, top5-acc=99.86%, remaining_time=0:00:20.583354, arrival_time=2021-04-14 23:52:56.266000, cost_time=0:00:40.542941 2021-04-14 23:52:38,792 INFO : TRAIN, epoch=0149, iter=00140/00196, fetch data time cost=1.55ms, fps=823 images/s, loss=0.1959, top1-acc=94.32%, top5-acc=99.84%, remaining_time=0:00:17.461248, arrival_time=2021-04-14 23:52:56.254030, cost_time=0:00:43.653077 2021-04-14 23:52:41,897 INFO : TRAIN, epoch=0149, iter=00150/00196, fetch data time cost=2.24ms, fps=825 images/s, loss=0.1963, top1-acc=94.29%, top5-acc=99.84%, remaining_time=0:00:14.339120, arrival_time=2021-04-14 23:52:56.236876, cost_time=0:00:46.758007 2021-04-14 23:52:45,003 INFO : TRAIN, epoch=0149, iter=00160/00196, fetch data time cost=1.51ms, fps=825 images/s, loss=0.1968, top1-acc=94.27%, top5-acc=99.84%, remaining_time=0:00:11.219256, arrival_time=2021-04-14 23:52:56.222436, cost_time=0:00:49.863370 2021-04-14 23:52:48,116 INFO : TRAIN, epoch=0149, iter=00170/00196, fetch data time cost=1.85ms, fps=823 images/s, loss=0.1982, top1-acc=94.25%, top5-acc=99.83%, remaining_time=0:00:08.102250, arrival_time=2021-04-14 23:52:56.218164, cost_time=0:00:52.976206 2021-04-14 23:52:51,223 INFO : TRAIN, epoch=0149, iter=00180/00196, fetch data time cost=1.46ms, fps=824 images/s, loss=0.1989, top1-acc=94.23%, top5-acc=99.83%, remaining_time=0:00:04.985248, arrival_time=2021-04-14 23:52:56.208961, cost_time=0:00:56.084011 2021-04-14 23:52:54,333 INFO : TRAIN, epoch=0149, iter=00190/00196, fetch data time cost=1.40ms, fps=824 images/s, loss=0.1991, top1-acc=94.21%, top5-acc=99.83%, remaining_time=0:00:01.869258, arrival_time=2021-04-14 23:52:56.202195, cost_time=0:00:59.193236 2021-04-14 23:52:55,985 INFO : TRAIN, epoch=0149, iter=00196/00196, fetch data time cost=1.24ms, fps=823 images/s, loss=0.2000, top1-acc=94.19%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-14 23:52:55.985511, cost_time=0:01:00.845808 2021-04-14 23:52:57,110 INFO : EVAL, epoch=0149, iter=00010/00040, fetch data time cost=0.32ms, fps=2280 images/s, loss=1.0809, top1-acc=72.23%, top5-acc=92.38%, remaining_time=0:00:03.369120, arrival_time=2021-04-14 23:53:00.479811, cost_time=0:00:01.123040 2021-04-14 23:52:58,053 INFO : EVAL, epoch=0149, iter=00020/00040, fetch data time cost=2.14ms, fps=2717 images/s, loss=1.0905, top1-acc=71.72%, top5-acc=92.64%, remaining_time=0:00:02.065880, arrival_time=2021-04-14 23:53:00.119316, cost_time=0:00:02.065873 2021-04-14 23:52:58,999 INFO : EVAL, epoch=0149, iter=00030/00040, fetch data time cost=1.36ms, fps=2707 images/s, loss=1.1022, top1-acc=71.11%, top5-acc=92.73%, remaining_time=0:00:01.003970, arrival_time=2021-04-14 23:53:00.003524, cost_time=0:00:03.011902 2021-04-14 23:52:59,856 INFO : EVAL, epoch=0149, iter=00040/00040, fetch data time cost=0.08ms, fps=2709 images/s, loss=1.0868, top1-acc=70.90%, top5-acc=92.78%, remaining_time=0:00:00, arrival_time=2021-04-14 23:52:59.856381, cost_time=0:00:03.868850 2021-04-14 23:53:00,185 INFO : Epoch=0149 complete, best val top1-acc=71.73%, top5-acc=92.16% (epoch=147), remaining_time=0:55:22.551366, arrival_time=2021-04-15 00:48:22.736980, cost_time=2:41:47.061788 2021-04-14 23:53:00,187 INFO : Train start, epoch=0150, lr=0.015204 2021-04-14 23:53:03,451 INFO : TRAIN, epoch=0150, iter=00010/00196, fetch data time cost=1.45ms, fps=784 images/s, loss=0.1781, top1-acc=95.20%, top5-acc=99.92%, remaining_time=0:01:00.705564, arrival_time=2021-04-14 23:54:04.156492, cost_time=0:00:03.263736 2021-04-14 23:53:06,552 INFO : TRAIN, epoch=0150, iter=00020/00196, fetch data time cost=1.54ms, fps=826 images/s, loss=0.1807, top1-acc=95.02%, top5-acc=99.86%, remaining_time=0:00:56.016048, arrival_time=2021-04-14 23:54:02.568730, cost_time=0:00:06.365469 2021-04-14 23:53:09,665 INFO : TRAIN, epoch=0150, iter=00030/00196, fetch data time cost=2.35ms, fps=823 images/s, loss=0.1822, top1-acc=94.91%, top5-acc=99.87%, remaining_time=0:00:52.445542, arrival_time=2021-04-14 23:54:02.110900, cost_time=0:00:09.478114 2021-04-14 23:53:12,766 INFO : TRAIN, epoch=0150, iter=00040/00196, fetch data time cost=2.02ms, fps=826 images/s, loss=0.1834, top1-acc=94.72%, top5-acc=99.86%, remaining_time=0:00:49.059816, arrival_time=2021-04-14 23:54:01.826507, cost_time=0:00:12.579444 2021-04-14 23:53:15,878 INFO : TRAIN, epoch=0150, iter=00050/00196, fetch data time cost=1.44ms, fps=823 images/s, loss=0.1810, top1-acc=94.80%, top5-acc=99.86%, remaining_time=0:00:45.817866, arrival_time=2021-04-14 23:54:01.696328, cost_time=0:00:15.691045 2021-04-14 23:53:18,987 INFO : TRAIN, epoch=0150, iter=00060/00196, fetch data time cost=1.42ms, fps=824 images/s, loss=0.1813, top1-acc=94.84%, top5-acc=99.86%, remaining_time=0:00:42.613832, arrival_time=2021-04-14 23:54:01.601377, cost_time=0:00:18.800249 2021-04-14 23:53:22,090 INFO : TRAIN, epoch=0150, iter=00070/00196, fetch data time cost=1.39ms, fps=825 images/s, loss=0.1822, top1-acc=94.83%, top5-acc=99.87%, remaining_time=0:00:39.425022, arrival_time=2021-04-14 23:54:01.515012, cost_time=0:00:21.902797 2021-04-14 23:53:25,188 INFO : TRAIN, epoch=0150, iter=00080/00196, fetch data time cost=1.62ms, fps=827 images/s, loss=0.1802, top1-acc=94.89%, top5-acc=99.88%, remaining_time=0:00:36.251044, arrival_time=2021-04-14 23:54:01.438965, cost_time=0:00:25.000727 2021-04-14 23:53:28,291 INFO : TRAIN, epoch=0150, iter=00090/00196, fetch data time cost=1.58ms, fps=825 images/s, loss=0.1802, top1-acc=94.86%, top5-acc=99.87%, remaining_time=0:00:33.099984, arrival_time=2021-04-14 23:54:01.390917, cost_time=0:00:28.103750 2021-04-14 23:53:31,401 INFO : TRAIN, epoch=0150, iter=00100/00196, fetch data time cost=1.60ms, fps=823 images/s, loss=0.1807, top1-acc=94.85%, top5-acc=99.86%, remaining_time=0:00:29.965632, arrival_time=2021-04-14 23:54:01.367021, cost_time=0:00:31.214192 2021-04-14 23:53:34,507 INFO : TRAIN, epoch=0150, iter=00110/00196, fetch data time cost=2.16ms, fps=824 images/s, loss=0.1802, top1-acc=94.89%, top5-acc=99.85%, remaining_time=0:00:26.832430, arrival_time=2021-04-14 23:54:01.340143, cost_time=0:00:34.320510 2021-04-14 23:53:37,619 INFO : TRAIN, epoch=0150, iter=00120/00196, fetch data time cost=2.08ms, fps=823 images/s, loss=0.1805, top1-acc=94.87%, top5-acc=99.85%, remaining_time=0:00:23.707212, arrival_time=2021-04-14 23:54:01.326940, cost_time=0:00:37.432495 2021-04-14 23:53:40,727 INFO : TRAIN, epoch=0150, iter=00130/00196, fetch data time cost=2.31ms, fps=824 images/s, loss=0.1798, top1-acc=94.90%, top5-acc=99.86%, remaining_time=0:00:20.581902, arrival_time=2021-04-14 23:54:01.309167, cost_time=0:00:40.540068 2021-04-14 23:53:43,829 INFO : TRAIN, epoch=0150, iter=00140/00196, fetch data time cost=1.50ms, fps=825 images/s, loss=0.1810, top1-acc=94.87%, top5-acc=99.86%, remaining_time=0:00:17.456768, arrival_time=2021-04-14 23:54:01.285936, cost_time=0:00:43.641969 2021-04-14 23:53:46,942 INFO : TRAIN, epoch=0150, iter=00150/00196, fetch data time cost=2.08ms, fps=822 images/s, loss=0.1825, top1-acc=94.80%, top5-acc=99.86%, remaining_time=0:00:14.338338, arrival_time=2021-04-14 23:54:01.281091, cost_time=0:00:46.755457 2021-04-14 23:53:50,044 INFO : TRAIN, epoch=0150, iter=00160/00196, fetch data time cost=1.91ms, fps=826 images/s, loss=0.1828, top1-acc=94.77%, top5-acc=99.86%, remaining_time=0:00:11.217852, arrival_time=2021-04-14 23:54:01.262227, cost_time=0:00:49.857146 2021-04-14 23:53:53,153 INFO : TRAIN, epoch=0150, iter=00170/00196, fetch data time cost=2.41ms, fps=824 images/s, loss=0.1832, top1-acc=94.75%, top5-acc=99.86%, remaining_time=0:00:08.100664, arrival_time=2021-04-14 23:54:01.253650, cost_time=0:00:52.965805 2021-04-14 23:53:56,263 INFO : TRAIN, epoch=0150, iter=00180/00196, fetch data time cost=1.55ms, fps=823 images/s, loss=0.1839, top1-acc=94.71%, top5-acc=99.87%, remaining_time=0:00:04.984512, arrival_time=2021-04-14 23:54:01.247472, cost_time=0:00:56.075766 2021-04-14 23:53:59,374 INFO : TRAIN, epoch=0150, iter=00190/00196, fetch data time cost=1.78ms, fps=823 images/s, loss=0.1849, top1-acc=94.66%, top5-acc=99.87%, remaining_time=0:00:01.869072, arrival_time=2021-04-14 23:54:01.243458, cost_time=0:00:59.187202 2021-04-14 23:54:01,030 INFO : TRAIN, epoch=0150, iter=00196/00196, fetch data time cost=1.29ms, fps=822 images/s, loss=0.1854, top1-acc=94.67%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-14 23:54:01.030389, cost_time=0:01:00.843197 2021-04-14 23:54:02,089 INFO : EVAL, epoch=0150, iter=00010/00040, fetch data time cost=1.40ms, fps=2421 images/s, loss=1.1315, top1-acc=71.52%, top5-acc=91.99%, remaining_time=0:00:03.171720, arrival_time=2021-04-14 23:54:05.261500, cost_time=0:00:01.057245 2021-04-14 23:54:03,030 INFO : EVAL, epoch=0150, iter=00020/00040, fetch data time cost=1.51ms, fps=2721 images/s, loss=1.1087, top1-acc=71.95%, top5-acc=92.27%, remaining_time=0:00:01.998260, arrival_time=2021-04-14 23:54:05.029062, cost_time=0:00:01.998269 2021-04-14 23:54:03,972 INFO : EVAL, epoch=0150, iter=00030/00040, fetch data time cost=1.95ms, fps=2719 images/s, loss=1.1324, top1-acc=71.46%, top5-acc=91.99%, remaining_time=0:00:00.980090, arrival_time=2021-04-14 23:54:04.952967, cost_time=0:00:02.940260 2021-04-14 23:54:04,831 INFO : EVAL, epoch=0150, iter=00040/00040, fetch data time cost=0.07ms, fps=2703 images/s, loss=1.1385, top1-acc=71.43%, top5-acc=92.01%, remaining_time=0:00:00, arrival_time=2021-04-14 23:54:04.831654, cost_time=0:00:03.799132 2021-04-14 23:54:05,114 INFO : Epoch=0150 complete, best val top1-acc=71.73%, top5-acc=92.16% (epoch=147), remaining_time=0:54:17.330100, arrival_time=2021-04-15 00:48:22.444159, cost_time=2:42:51.990233 2021-04-14 23:54:05,115 INFO : Train start, epoch=0151, lr=0.014645 2021-04-14 23:54:08,393 INFO : TRAIN, epoch=0151, iter=00010/00196, fetch data time cost=1.38ms, fps=781 images/s, loss=0.1544, top1-acc=95.47%, top5-acc=99.96%, remaining_time=0:01:00.957036, arrival_time=2021-04-14 23:55:09.350007, cost_time=0:00:03.277262 2021-04-14 23:54:11,503 INFO : TRAIN, epoch=0151, iter=00020/00196, fetch data time cost=1.42ms, fps=823 images/s, loss=0.1611, top1-acc=95.31%, top5-acc=99.90%, remaining_time=0:00:56.207184, arrival_time=2021-04-14 23:55:07.710083, cost_time=0:00:06.387178 2021-04-14 23:54:14,604 INFO : TRAIN, epoch=0151, iter=00030/00196, fetch data time cost=1.61ms, fps=826 images/s, loss=0.1569, top1-acc=95.48%, top5-acc=99.90%, remaining_time=0:00:52.503808, arrival_time=2021-04-14 23:55:07.108056, cost_time=0:00:09.488629 2021-04-14 23:54:17,706 INFO : TRAIN, epoch=0151, iter=00040/00196, fetch data time cost=1.36ms, fps=825 images/s, loss=0.1586, top1-acc=95.36%, top5-acc=99.89%, remaining_time=0:00:49.105524, arrival_time=2021-04-14 23:55:06.812333, cost_time=0:00:12.591148 2021-04-14 23:54:20,807 INFO : TRAIN, epoch=0151, iter=00050/00196, fetch data time cost=1.42ms, fps=826 images/s, loss=0.1538, top1-acc=95.68%, top5-acc=99.91%, remaining_time=0:00:45.821224, arrival_time=2021-04-14 23:55:06.629061, cost_time=0:00:15.692225 2021-04-14 23:54:23,916 INFO : TRAIN, epoch=0151, iter=00060/00196, fetch data time cost=4.57ms, fps=824 images/s, loss=0.1552, top1-acc=95.66%, top5-acc=99.91%, remaining_time=0:00:42.613968, arrival_time=2021-04-14 23:55:06.529888, cost_time=0:00:18.800305 2021-04-14 23:54:27,024 INFO : TRAIN, epoch=0151, iter=00070/00196, fetch data time cost=1.55ms, fps=824 images/s, loss=0.1571, top1-acc=95.62%, top5-acc=99.91%, remaining_time=0:00:39.435480, arrival_time=2021-04-14 23:55:06.459706, cost_time=0:00:21.908606 2021-04-14 23:54:30,136 INFO : TRAIN, epoch=0151, iter=00080/00196, fetch data time cost=1.73ms, fps=823 images/s, loss=0.1598, top1-acc=95.44%, top5-acc=99.91%, remaining_time=0:00:36.279580, arrival_time=2021-04-14 23:55:06.415573, cost_time=0:00:25.020382 2021-04-14 23:54:33,245 INFO : TRAIN, epoch=0151, iter=00090/00196, fetch data time cost=1.94ms, fps=824 images/s, loss=0.1601, top1-acc=95.42%, top5-acc=99.92%, remaining_time=0:00:33.130194, arrival_time=2021-04-14 23:55:06.375206, cost_time=0:00:28.129392 2021-04-14 23:54:36,352 INFO : TRAIN, epoch=0151, iter=00100/00196, fetch data time cost=1.67ms, fps=824 images/s, loss=0.1601, top1-acc=95.46%, top5-acc=99.92%, remaining_time=0:00:29.987328, arrival_time=2021-04-14 23:55:06.339748, cost_time=0:00:31.236795 2021-04-14 23:54:39,456 INFO : TRAIN, epoch=0151, iter=00110/00196, fetch data time cost=1.42ms, fps=825 images/s, loss=0.1609, top1-acc=95.45%, top5-acc=99.90%, remaining_time=0:00:26.847910, arrival_time=2021-04-14 23:55:06.303858, cost_time=0:00:34.340331 2021-04-14 23:54:42,555 INFO : TRAIN, epoch=0151, iter=00120/00196, fetch data time cost=1.49ms, fps=826 images/s, loss=0.1633, top1-acc=95.38%, top5-acc=99.90%, remaining_time=0:00:23.712152, arrival_time=2021-04-14 23:55:06.268013, cost_time=0:00:37.440256 2021-04-14 23:54:45,655 INFO : TRAIN, epoch=0151, iter=00130/00196, fetch data time cost=1.52ms, fps=826 images/s, loss=0.1629, top1-acc=95.38%, top5-acc=99.90%, remaining_time=0:00:20.581968, arrival_time=2021-04-14 23:55:06.237816, cost_time=0:00:40.540219 2021-04-14 23:54:48,769 INFO : TRAIN, epoch=0151, iter=00140/00196, fetch data time cost=1.49ms, fps=822 images/s, loss=0.1633, top1-acc=95.40%, top5-acc=99.90%, remaining_time=0:00:17.461416, arrival_time=2021-04-14 23:55:06.230516, cost_time=0:00:43.653480 2021-04-14 23:54:51,882 INFO : TRAIN, epoch=0151, iter=00150/00196, fetch data time cost=2.94ms, fps=822 images/s, loss=0.1641, top1-acc=95.36%, top5-acc=99.90%, remaining_time=0:00:14.341972, arrival_time=2021-04-14 23:55:06.224856, cost_time=0:00:46.767268 2021-04-14 23:54:54,989 INFO : TRAIN, epoch=0151, iter=00160/00196, fetch data time cost=1.68ms, fps=824 images/s, loss=0.1649, top1-acc=95.34%, top5-acc=99.90%, remaining_time=0:00:11.221632, arrival_time=2021-04-14 23:55:06.211320, cost_time=0:00:49.873933 2021-04-14 23:54:58,092 INFO : TRAIN, epoch=0151, iter=00170/00196, fetch data time cost=1.54ms, fps=825 images/s, loss=0.1651, top1-acc=95.34%, top5-acc=99.90%, remaining_time=0:00:08.102276, arrival_time=2021-04-14 23:55:06.194351, cost_time=0:00:52.976455 2021-04-14 23:55:01,196 INFO : TRAIN, epoch=0151, iter=00180/00196, fetch data time cost=1.44ms, fps=825 images/s, loss=0.1657, top1-acc=95.30%, top5-acc=99.90%, remaining_time=0:00:04.984976, arrival_time=2021-04-14 23:55:06.181616, cost_time=0:00:56.080987 2021-04-14 23:55:04,298 INFO : TRAIN, epoch=0151, iter=00190/00196, fetch data time cost=1.49ms, fps=826 images/s, loss=0.1670, top1-acc=95.23%, top5-acc=99.90%, remaining_time=0:00:01.868922, arrival_time=2021-04-14 23:55:06.167161, cost_time=0:00:59.182619 2021-04-14 23:55:05,949 INFO : TRAIN, epoch=0151, iter=00196/00196, fetch data time cost=1.23ms, fps=824 images/s, loss=0.1680, top1-acc=95.21%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-14 23:55:05.949402, cost_time=0:01:00.833890 2021-04-14 23:55:07,037 INFO : EVAL, epoch=0151, iter=00010/00040, fetch data time cost=0.19ms, fps=2357 images/s, loss=1.0809, top1-acc=71.64%, top5-acc=93.05%, remaining_time=0:00:03.258180, arrival_time=2021-04-14 23:55:10.295433, cost_time=0:00:01.086060 2021-04-14 23:55:07,979 INFO : EVAL, epoch=0151, iter=00020/00040, fetch data time cost=1.39ms, fps=2718 images/s, loss=1.0969, top1-acc=71.64%, top5-acc=92.66%, remaining_time=0:00:02.028200, arrival_time=2021-04-14 23:55:10.007730, cost_time=0:00:02.028203 2021-04-14 23:55:08,921 INFO : EVAL, epoch=0151, iter=00030/00040, fetch data time cost=1.44ms, fps=2719 images/s, loss=1.0999, top1-acc=71.97%, top5-acc=92.64%, remaining_time=0:00:00.990100, arrival_time=2021-04-14 23:55:09.911585, cost_time=0:00:02.970296 2021-04-14 23:55:09,779 INFO : EVAL, epoch=0151, iter=00040/00040, fetch data time cost=0.09ms, fps=2706 images/s, loss=1.1172, top1-acc=71.34%, top5-acc=92.32%, remaining_time=0:00:00, arrival_time=2021-04-14 23:55:09.779139, cost_time=0:00:03.827978 2021-04-14 23:55:10,018 INFO : Epoch=0151 complete, best val top1-acc=71.73%, top5-acc=92.16% (epoch=147), remaining_time=0:53:12.104902, arrival_time=2021-04-15 00:48:22.123385, cost_time=2:43:56.894654 2021-04-14 23:55:10,019 INFO : Train start, epoch=0152, lr=0.014094 2021-04-14 23:55:13,314 INFO : TRAIN, epoch=0152, iter=00010/00196, fetch data time cost=2.06ms, fps=777 images/s, loss=0.1549, top1-acc=95.94%, top5-acc=99.88%, remaining_time=0:01:01.280676, arrival_time=2021-04-14 23:56:14.595451, cost_time=0:00:03.294665 2021-04-14 23:55:16,424 INFO : TRAIN, epoch=0152, iter=00020/00196, fetch data time cost=2.23ms, fps=824 images/s, loss=0.1565, top1-acc=95.70%, top5-acc=99.94%, remaining_time=0:00:56.355200, arrival_time=2021-04-14 23:56:12.779278, cost_time=0:00:06.403992 2021-04-14 23:55:19,531 INFO : TRAIN, epoch=0152, iter=00030/00196, fetch data time cost=1.39ms, fps=824 images/s, loss=0.1538, top1-acc=95.77%, top5-acc=99.96%, remaining_time=0:00:52.627478, arrival_time=2021-04-14 23:56:12.158567, cost_time=0:00:09.510983 2021-04-14 23:55:22,639 INFO : TRAIN, epoch=0152, iter=00040/00196, fetch data time cost=1.43ms, fps=824 images/s, loss=0.1513, top1-acc=95.96%, top5-acc=99.94%, remaining_time=0:00:49.213320, arrival_time=2021-04-14 23:56:11.852283, cost_time=0:00:12.618797 2021-04-14 23:55:25,741 INFO : TRAIN, epoch=0152, iter=00050/00196, fetch data time cost=1.47ms, fps=825 images/s, loss=0.1509, top1-acc=95.91%, top5-acc=99.93%, remaining_time=0:00:45.907510, arrival_time=2021-04-14 23:56:11.649272, cost_time=0:00:15.721769 2021-04-14 23:55:28,846 INFO : TRAIN, epoch=0152, iter=00060/00196, fetch data time cost=1.39ms, fps=825 images/s, loss=0.1523, top1-acc=95.79%, top5-acc=99.92%, remaining_time=0:00:42.673672, arrival_time=2021-04-14 23:56:11.520339, cost_time=0:00:18.826605 2021-04-14 23:55:31,963 INFO : TRAIN, epoch=0152, iter=00070/00196, fetch data time cost=1.52ms, fps=822 images/s, loss=0.1537, top1-acc=95.74%, top5-acc=99.92%, remaining_time=0:00:39.497220, arrival_time=2021-04-14 23:56:11.460216, cost_time=0:00:21.942865 2021-04-14 23:55:35,067 INFO : TRAIN, epoch=0152, iter=00080/00196, fetch data time cost=1.97ms, fps=825 images/s, loss=0.1548, top1-acc=95.64%, top5-acc=99.92%, remaining_time=0:00:36.319252, arrival_time=2021-04-14 23:56:11.387080, cost_time=0:00:25.047750 2021-04-14 23:55:38,167 INFO : TRAIN, epoch=0152, iter=00090/00196, fetch data time cost=1.44ms, fps=826 images/s, loss=0.1545, top1-acc=95.69%, top5-acc=99.91%, remaining_time=0:00:33.151182, arrival_time=2021-04-14 23:56:11.318382, cost_time=0:00:28.147213 2021-04-14 23:55:41,269 INFO : TRAIN, epoch=0152, iter=00100/00196, fetch data time cost=1.45ms, fps=825 images/s, loss=0.1546, top1-acc=95.70%, top5-acc=99.91%, remaining_time=0:00:29.999520, arrival_time=2021-04-14 23:56:11.269087, cost_time=0:00:31.249464 2021-04-14 23:55:44,373 INFO : TRAIN, epoch=0152, iter=00110/00196, fetch data time cost=1.36ms, fps=825 images/s, loss=0.1558, top1-acc=95.62%, top5-acc=99.91%, remaining_time=0:00:26.858316, arrival_time=2021-04-14 23:56:11.231972, cost_time=0:00:34.353683 2021-04-14 23:55:47,478 INFO : TRAIN, epoch=0152, iter=00120/00196, fetch data time cost=2.04ms, fps=825 images/s, loss=0.1549, top1-acc=95.67%, top5-acc=99.92%, remaining_time=0:00:23.723628, arrival_time=2021-04-14 23:56:11.202052, cost_time=0:00:37.458353 2021-04-14 23:55:50,586 INFO : TRAIN, epoch=0152, iter=00130/00196, fetch data time cost=1.48ms, fps=824 images/s, loss=0.1552, top1-acc=95.69%, top5-acc=99.92%, remaining_time=0:00:20.595366, arrival_time=2021-04-14 23:56:11.181963, cost_time=0:00:40.566608 2021-04-14 23:55:53,687 INFO : TRAIN, epoch=0152, iter=00140/00196, fetch data time cost=1.47ms, fps=826 images/s, loss=0.1560, top1-acc=95.67%, top5-acc=99.92%, remaining_time=0:00:17.467128, arrival_time=2021-04-14 23:56:11.154856, cost_time=0:00:43.667762 2021-04-14 23:55:56,792 INFO : TRAIN, epoch=0152, iter=00150/00196, fetch data time cost=1.53ms, fps=825 images/s, loss=0.1561, top1-acc=95.67%, top5-acc=99.92%, remaining_time=0:00:14.343582, arrival_time=2021-04-14 23:56:11.136234, cost_time=0:00:46.772551 2021-04-14 23:55:59,893 INFO : TRAIN, epoch=0152, iter=00160/00196, fetch data time cost=1.81ms, fps=826 images/s, loss=0.1581, top1-acc=95.56%, top5-acc=99.92%, remaining_time=0:00:11.221524, arrival_time=2021-04-14 23:56:11.114964, cost_time=0:00:49.873470 2021-04-14 23:56:02,990 INFO : TRAIN, epoch=0152, iter=00170/00196, fetch data time cost=1.34ms, fps=827 images/s, loss=0.1580, top1-acc=95.58%, top5-acc=99.91%, remaining_time=0:00:08.101392, arrival_time=2021-04-14 23:56:11.092097, cost_time=0:00:52.970679 2021-04-14 23:56:06,101 INFO : TRAIN, epoch=0152, iter=00180/00196, fetch data time cost=1.71ms, fps=823 images/s, loss=0.1587, top1-acc=95.56%, top5-acc=99.92%, remaining_time=0:00:04.984992, arrival_time=2021-04-14 23:56:11.086278, cost_time=0:00:56.081238 2021-04-14 23:56:09,213 INFO : TRAIN, epoch=0152, iter=00190/00196, fetch data time cost=1.79ms, fps=823 images/s, loss=0.1602, top1-acc=95.50%, top5-acc=99.91%, remaining_time=0:00:01.869264, arrival_time=2021-04-14 23:56:11.082531, cost_time=0:00:59.193285 2021-04-14 23:56:10,872 INFO : TRAIN, epoch=0152, iter=00196/00196, fetch data time cost=4.21ms, fps=820 images/s, loss=0.1619, top1-acc=95.44%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-14 23:56:10.872322, cost_time=0:01:00.852266 2021-04-14 23:56:11,929 INFO : EVAL, epoch=0152, iter=00010/00040, fetch data time cost=0.22ms, fps=2428 images/s, loss=1.1758, top1-acc=69.88%, top5-acc=91.91%, remaining_time=0:00:03.163680, arrival_time=2021-04-14 23:56:15.092803, cost_time=0:00:01.054560 2021-04-14 23:56:12,871 INFO : EVAL, epoch=0152, iter=00020/00040, fetch data time cost=1.99ms, fps=2717 images/s, loss=1.1502, top1-acc=70.47%, top5-acc=92.21%, remaining_time=0:00:01.997300, arrival_time=2021-04-14 23:56:14.869134, cost_time=0:00:01.997309 2021-04-14 23:56:13,814 INFO : EVAL, epoch=0152, iter=00030/00040, fetch data time cost=1.35ms, fps=2718 images/s, loss=1.1603, top1-acc=70.61%, top5-acc=92.08%, remaining_time=0:00:00.979940, arrival_time=2021-04-14 23:56:14.794223, cost_time=0:00:02.939812 2021-04-14 23:56:14,683 INFO : EVAL, epoch=0152, iter=00040/00040, fetch data time cost=0.12ms, fps=2672 images/s, loss=1.1401, top1-acc=71.14%, top5-acc=92.34%, remaining_time=0:00:00, arrival_time=2021-04-14 23:56:14.683119, cost_time=0:00:03.808568 2021-04-14 23:56:15,016 INFO : Epoch=0152 complete, best val top1-acc=71.73%, top5-acc=92.16% (epoch=147), remaining_time=0:52:06.913584, arrival_time=2021-04-15 00:48:21.930469, cost_time=2:45:01.893013 2021-04-14 23:56:15,019 INFO : Train start, epoch=0153, lr=0.013552 2021-04-14 23:56:18,347 INFO : TRAIN, epoch=0153, iter=00010/00196, fetch data time cost=1.66ms, fps=769 images/s, loss=0.1465, top1-acc=95.90%, top5-acc=100.00%, remaining_time=0:01:01.887036, arrival_time=2021-04-14 23:57:20.234112, cost_time=0:00:03.327260 2021-04-14 23:56:21,458 INFO : TRAIN, epoch=0153, iter=00020/00196, fetch data time cost=2.16ms, fps=823 images/s, loss=0.1460, top1-acc=95.98%, top5-acc=100.00%, remaining_time=0:00:56.662320, arrival_time=2021-04-14 23:57:18.121045, cost_time=0:00:06.438902 2021-04-14 23:56:24,560 INFO : TRAIN, epoch=0153, iter=00030/00196, fetch data time cost=1.52ms, fps=826 images/s, loss=0.1472, top1-acc=95.99%, top5-acc=99.99%, remaining_time=0:00:52.790324, arrival_time=2021-04-14 23:57:17.350562, cost_time=0:00:09.540422 2021-04-14 23:56:27,671 INFO : TRAIN, epoch=0153, iter=00040/00196, fetch data time cost=1.87ms, fps=823 images/s, loss=0.1495, top1-acc=95.89%, top5-acc=99.97%, remaining_time=0:00:49.341552, arrival_time=2021-04-14 23:57:17.013041, cost_time=0:00:12.651669 2021-04-14 23:56:30,770 INFO : TRAIN, epoch=0153, iter=00050/00196, fetch data time cost=1.49ms, fps=826 images/s, loss=0.1501, top1-acc=95.87%, top5-acc=99.98%, remaining_time=0:00:45.993212, arrival_time=2021-04-14 23:57:16.764108, cost_time=0:00:15.751080 2021-04-14 23:56:33,874 INFO : TRAIN, epoch=0153, iter=00060/00196, fetch data time cost=1.43ms, fps=825 images/s, loss=0.1500, top1-acc=95.83%, top5-acc=99.97%, remaining_time=0:00:42.736504, arrival_time=2021-04-14 23:57:16.610657, cost_time=0:00:18.854334 2021-04-14 23:56:36,980 INFO : TRAIN, epoch=0153, iter=00070/00196, fetch data time cost=1.40ms, fps=824 images/s, loss=0.1501, top1-acc=95.81%, top5-acc=99.97%, remaining_time=0:00:39.528342, arrival_time=2021-04-14 23:57:16.508379, cost_time=0:00:21.960220 2021-04-14 23:56:40,095 INFO : TRAIN, epoch=0153, iter=00080/00196, fetch data time cost=1.92ms, fps=822 images/s, loss=0.1512, top1-acc=95.70%, top5-acc=99.97%, remaining_time=0:00:36.358692, arrival_time=2021-04-14 23:57:16.453602, cost_time=0:00:25.074978 2021-04-14 23:56:43,206 INFO : TRAIN, epoch=0153, iter=00090/00196, fetch data time cost=1.42ms, fps=823 images/s, loss=0.1514, top1-acc=95.71%, top5-acc=99.97%, remaining_time=0:00:33.197504, arrival_time=2021-04-14 23:57:16.403973, cost_time=0:00:28.186535 2021-04-14 23:56:46,318 INFO : TRAIN, epoch=0153, iter=00100/00196, fetch data time cost=1.40ms, fps=823 images/s, loss=0.1532, top1-acc=95.65%, top5-acc=99.97%, remaining_time=0:00:30.046944, arrival_time=2021-04-14 23:57:16.365647, cost_time=0:00:31.298873 2021-04-14 23:56:49,422 INFO : TRAIN, epoch=0153, iter=00110/00196, fetch data time cost=1.45ms, fps=825 images/s, loss=0.1531, top1-acc=95.65%, top5-acc=99.97%, remaining_time=0:00:26.896844, arrival_time=2021-04-14 23:57:16.319701, cost_time=0:00:34.402987 2021-04-14 23:56:52,532 INFO : TRAIN, epoch=0153, iter=00120/00196, fetch data time cost=1.56ms, fps=824 images/s, loss=0.1522, top1-acc=95.68%, top5-acc=99.97%, remaining_time=0:00:23.757828, arrival_time=2021-04-14 23:57:16.290054, cost_time=0:00:37.512397 2021-04-14 23:56:55,634 INFO : TRAIN, epoch=0153, iter=00130/00196, fetch data time cost=1.39ms, fps=825 images/s, loss=0.1535, top1-acc=95.66%, top5-acc=99.97%, remaining_time=0:00:20.619786, arrival_time=2021-04-14 23:57:16.254346, cost_time=0:00:40.614747 2021-04-14 23:56:58,738 INFO : TRAIN, epoch=0153, iter=00140/00196, fetch data time cost=1.71ms, fps=825 images/s, loss=0.1541, top1-acc=95.64%, top5-acc=99.97%, remaining_time=0:00:17.487568, arrival_time=2021-04-14 23:57:16.226256, cost_time=0:00:43.718880 2021-04-14 23:57:01,843 INFO : TRAIN, epoch=0153, iter=00150/00196, fetch data time cost=1.56ms, fps=825 images/s, loss=0.1533, top1-acc=95.66%, top5-acc=99.97%, remaining_time=0:00:14.359222, arrival_time=2021-04-14 23:57:16.202609, cost_time=0:00:46.823583 2021-04-14 23:57:04,956 INFO : TRAIN, epoch=0153, iter=00160/00196, fetch data time cost=1.50ms, fps=823 images/s, loss=0.1544, top1-acc=95.62%, top5-acc=99.96%, remaining_time=0:00:11.235672, arrival_time=2021-04-14 23:57:16.191996, cost_time=0:00:49.936354 2021-04-14 23:57:08,057 INFO : TRAIN, epoch=0153, iter=00170/00196, fetch data time cost=1.47ms, fps=826 images/s, loss=0.1548, top1-acc=95.62%, top5-acc=99.96%, remaining_time=0:00:08.111558, arrival_time=2021-04-14 23:57:16.168503, cost_time=0:00:53.037128 2021-04-14 23:57:11,158 INFO : TRAIN, epoch=0153, iter=00180/00196, fetch data time cost=1.50ms, fps=826 images/s, loss=0.1556, top1-acc=95.61%, top5-acc=99.95%, remaining_time=0:00:04.990064, arrival_time=2021-04-14 23:57:16.148190, cost_time=0:00:56.138248 2021-04-14 23:57:14,261 INFO : TRAIN, epoch=0153, iter=00190/00196, fetch data time cost=1.43ms, fps=825 images/s, loss=0.1563, top1-acc=95.58%, top5-acc=99.95%, remaining_time=0:00:01.870788, arrival_time=2021-04-14 23:57:16.132172, cost_time=0:00:59.241559 2021-04-14 23:57:15,912 INFO : TRAIN, epoch=0153, iter=00196/00196, fetch data time cost=1.62ms, fps=824 images/s, loss=0.1561, top1-acc=95.58%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-14 23:57:15.911964, cost_time=0:01:00.892242 2021-04-14 23:57:17,030 INFO : EVAL, epoch=0153, iter=00010/00040, fetch data time cost=0.22ms, fps=2294 images/s, loss=1.0620, top1-acc=72.58%, top5-acc=92.34%, remaining_time=0:00:03.348540, arrival_time=2021-04-14 23:57:20.378784, cost_time=0:00:01.116176 2021-04-14 23:57:17,985 INFO : EVAL, epoch=0153, iter=00020/00040, fetch data time cost=11.46ms, fps=2682 images/s, loss=1.0783, top1-acc=72.77%, top5-acc=92.54%, remaining_time=0:00:02.071380, arrival_time=2021-04-14 23:57:20.056793, cost_time=0:00:02.071371 2021-04-14 23:57:18,931 INFO : EVAL, epoch=0153, iter=00030/00040, fetch data time cost=1.40ms, fps=2708 images/s, loss=1.0991, top1-acc=72.28%, top5-acc=92.40%, remaining_time=0:00:01.005750, arrival_time=2021-04-14 23:57:19.937094, cost_time=0:00:03.017246 2021-04-14 23:57:19,795 INFO : EVAL, epoch=0153, iter=00040/00040, fetch data time cost=0.08ms, fps=2687 images/s, loss=1.0940, top1-acc=72.08%, top5-acc=92.32%, remaining_time=0:00:00, arrival_time=2021-04-14 23:57:19.795229, cost_time=0:00:03.881163 2021-04-14 23:57:20,296 INFO : Epoch=0153 complete, best val top1-acc=72.08%, top5-acc=92.32% (epoch=153), remaining_time=0:51:01.811099, arrival_time=2021-04-15 00:48:22.107272, cost_time=2:46:07.172331 2021-04-14 23:57:20,297 INFO : Train start, epoch=0154, lr=0.013018 2021-04-14 23:57:23,555 INFO : TRAIN, epoch=0154, iter=00010/00196, fetch data time cost=1.58ms, fps=786 images/s, loss=0.1355, top1-acc=96.29%, top5-acc=99.96%, remaining_time=0:01:00.597870, arrival_time=2021-04-14 23:58:24.153587, cost_time=0:00:03.257949 2021-04-14 23:57:26,660 INFO : TRAIN, epoch=0154, iter=00020/00196, fetch data time cost=1.63ms, fps=825 images/s, loss=0.1378, top1-acc=96.29%, top5-acc=99.94%, remaining_time=0:00:55.990176, arrival_time=2021-04-14 23:58:22.650467, cost_time=0:00:06.362518 2021-04-14 23:57:29,769 INFO : TRAIN, epoch=0154, iter=00030/00196, fetch data time cost=1.49ms, fps=824 images/s, loss=0.1381, top1-acc=96.32%, top5-acc=99.93%, remaining_time=0:00:52.407030, arrival_time=2021-04-14 23:58:22.176077, cost_time=0:00:09.471156 2021-04-14 23:57:32,885 INFO : TRAIN, epoch=0154, iter=00040/00196, fetch data time cost=1.40ms, fps=822 images/s, loss=0.1348, top1-acc=96.47%, top5-acc=99.95%, remaining_time=0:00:49.089612, arrival_time=2021-04-14 23:58:21.974585, cost_time=0:00:12.587076 2021-04-14 23:57:35,990 INFO : TRAIN, epoch=0154, iter=00050/00196, fetch data time cost=1.50ms, fps=825 images/s, loss=0.1348, top1-acc=96.44%, top5-acc=99.96%, remaining_time=0:00:45.821078, arrival_time=2021-04-14 23:58:21.811021, cost_time=0:00:15.692169 2021-04-14 23:57:39,092 INFO : TRAIN, epoch=0154, iter=00060/00196, fetch data time cost=1.34ms, fps=825 images/s, loss=0.1348, top1-acc=96.39%, top5-acc=99.95%, remaining_time=0:00:42.600912, arrival_time=2021-04-14 23:58:21.693252, cost_time=0:00:18.794511 2021-04-14 23:57:42,195 INFO : TRAIN, epoch=0154, iter=00070/00196, fetch data time cost=1.51ms, fps=825 images/s, loss=0.1332, top1-acc=96.47%, top5-acc=99.96%, remaining_time=0:00:39.415446, arrival_time=2021-04-14 23:58:21.610691, cost_time=0:00:21.897477 2021-04-14 23:57:45,295 INFO : TRAIN, epoch=0154, iter=00080/00196, fetch data time cost=1.43ms, fps=826 images/s, loss=0.1327, top1-acc=96.47%, top5-acc=99.96%, remaining_time=0:00:36.246868, arrival_time=2021-04-14 23:58:21.542533, cost_time=0:00:24.997814 2021-04-14 23:57:48,402 INFO : TRAIN, epoch=0154, iter=00090/00196, fetch data time cost=1.61ms, fps=824 images/s, loss=0.1338, top1-acc=96.42%, top5-acc=99.95%, remaining_time=0:00:33.100726, arrival_time=2021-04-14 23:58:21.502861, cost_time=0:00:28.104360 2021-04-14 23:57:51,505 INFO : TRAIN, epoch=0154, iter=00100/00196, fetch data time cost=1.66ms, fps=825 images/s, loss=0.1331, top1-acc=96.45%, top5-acc=99.95%, remaining_time=0:00:29.959584, arrival_time=2021-04-14 23:58:21.465155, cost_time=0:00:31.207894 2021-04-14 23:57:54,612 INFO : TRAIN, epoch=0154, iter=00110/00196, fetch data time cost=2.26ms, fps=824 images/s, loss=0.1336, top1-acc=96.45%, top5-acc=99.95%, remaining_time=0:00:26.827528, arrival_time=2021-04-14 23:58:21.439564, cost_time=0:00:34.314264 2021-04-14 23:57:57,727 INFO : TRAIN, epoch=0154, iter=00120/00196, fetch data time cost=1.63ms, fps=822 images/s, loss=0.1335, top1-acc=96.45%, top5-acc=99.94%, remaining_time=0:00:23.705236, arrival_time=2021-04-14 23:58:21.432458, cost_time=0:00:37.429346 2021-04-14 23:58:00,831 INFO : TRAIN, epoch=0154, iter=00130/00196, fetch data time cost=1.43ms, fps=825 images/s, loss=0.1330, top1-acc=96.47%, top5-acc=99.95%, remaining_time=0:00:20.578536, arrival_time=2021-04-14 23:58:21.409786, cost_time=0:00:40.533477 2021-04-14 23:58:03,939 INFO : TRAIN, epoch=0154, iter=00140/00196, fetch data time cost=2.10ms, fps=824 images/s, loss=0.1330, top1-acc=96.47%, top5-acc=99.95%, remaining_time=0:00:17.456712, arrival_time=2021-04-14 23:58:21.396342, cost_time=0:00:43.641839 2021-04-14 23:58:07,040 INFO : TRAIN, epoch=0154, iter=00150/00196, fetch data time cost=1.43ms, fps=826 images/s, loss=0.1335, top1-acc=96.47%, top5-acc=99.95%, remaining_time=0:00:14.334336, arrival_time=2021-04-14 23:58:21.374525, cost_time=0:00:46.742405 2021-04-14 23:58:10,147 INFO : TRAIN, epoch=0154, iter=00160/00196, fetch data time cost=1.80ms, fps=824 images/s, loss=0.1342, top1-acc=96.45%, top5-acc=99.95%, remaining_time=0:00:11.216196, arrival_time=2021-04-14 23:58:21.363730, cost_time=0:00:49.849764 2021-04-14 23:58:13,254 INFO : TRAIN, epoch=0154, iter=00170/00196, fetch data time cost=1.60ms, fps=824 images/s, loss=0.1354, top1-acc=96.39%, top5-acc=99.95%, remaining_time=0:00:08.099182, arrival_time=2021-04-14 23:58:21.353100, cost_time=0:00:52.956154 2021-04-14 23:58:16,360 INFO : TRAIN, epoch=0154, iter=00180/00196, fetch data time cost=1.56ms, fps=824 images/s, loss=0.1362, top1-acc=96.36%, top5-acc=99.95%, remaining_time=0:00:04.983296, arrival_time=2021-04-14 23:58:21.343219, cost_time=0:00:56.062153 2021-04-14 23:58:19,462 INFO : TRAIN, epoch=0154, iter=00190/00196, fetch data time cost=1.35ms, fps=825 images/s, loss=0.1368, top1-acc=96.32%, top5-acc=99.95%, remaining_time=0:00:01.868370, arrival_time=2021-04-14 23:58:21.331106, cost_time=0:00:59.164969 2021-04-14 23:58:21,115 INFO : TRAIN, epoch=0154, iter=00196/00196, fetch data time cost=1.36ms, fps=823 images/s, loss=0.1377, top1-acc=96.29%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-14 23:58:21.115225, cost_time=0:01:00.817549 2021-04-14 23:58:22,176 INFO : EVAL, epoch=0154, iter=00010/00040, fetch data time cost=0.23ms, fps=2416 images/s, loss=1.0624, top1-acc=72.46%, top5-acc=93.20%, remaining_time=0:00:03.178560, arrival_time=2021-04-14 23:58:25.355303, cost_time=0:00:01.059520 2021-04-14 23:58:23,121 INFO : EVAL, epoch=0154, iter=00020/00040, fetch data time cost=1.88ms, fps=2712 images/s, loss=1.1177, top1-acc=71.97%, top5-acc=91.99%, remaining_time=0:00:02.004080, arrival_time=2021-04-14 23:58:25.125302, cost_time=0:00:02.004081 2021-04-14 23:58:24,064 INFO : EVAL, epoch=0154, iter=00030/00040, fetch data time cost=1.51ms, fps=2714 images/s, loss=1.1138, top1-acc=72.17%, top5-acc=92.08%, remaining_time=0:00:00.982530, arrival_time=2021-04-14 23:58:25.047306, cost_time=0:00:02.947590 2021-04-14 23:58:24,926 INFO : EVAL, epoch=0154, iter=00040/00040, fetch data time cost=1.19ms, fps=2693 images/s, loss=1.1287, top1-acc=72.05%, top5-acc=92.21%, remaining_time=0:00:00, arrival_time=2021-04-14 23:58:24.926578, cost_time=0:00:03.809469 2021-04-14 23:58:25,210 INFO : Epoch=0154 complete, best val top1-acc=72.08%, top5-acc=92.32% (epoch=153), remaining_time=0:49:56.597412, arrival_time=2021-04-15 00:48:21.808271, cost_time=2:47:12.087010 2021-04-14 23:58:25,212 INFO : Train start, epoch=0155, lr=0.012494 2021-04-14 23:58:28,463 INFO : TRAIN, epoch=0155, iter=00010/00196, fetch data time cost=1.43ms, fps=787 images/s, loss=0.1361, top1-acc=96.02%, top5-acc=99.88%, remaining_time=0:01:00.473622, arrival_time=2021-04-14 23:59:28.937348, cost_time=0:00:03.251266 2021-04-14 23:58:31,562 INFO : TRAIN, epoch=0155, iter=00020/00196, fetch data time cost=1.34ms, fps=826 images/s, loss=0.1318, top1-acc=96.52%, top5-acc=99.92%, remaining_time=0:00:55.884224, arrival_time=2021-04-14 23:59:27.447074, cost_time=0:00:06.350480 2021-04-14 23:58:34,674 INFO : TRAIN, epoch=0155, iter=00030/00196, fetch data time cost=1.49ms, fps=823 images/s, loss=0.1316, top1-acc=96.51%, top5-acc=99.95%, remaining_time=0:00:52.356898, arrival_time=2021-04-14 23:59:27.031435, cost_time=0:00:09.462082 2021-04-14 23:58:37,775 INFO : TRAIN, epoch=0155, iter=00040/00196, fetch data time cost=1.41ms, fps=826 images/s, loss=0.1313, top1-acc=96.50%, top5-acc=99.94%, remaining_time=0:00:48.995076, arrival_time=2021-04-14 23:59:26.770293, cost_time=0:00:12.562834 2021-04-14 23:58:40,876 INFO : TRAIN, epoch=0155, iter=00050/00196, fetch data time cost=1.74ms, fps=826 images/s, loss=0.1283, top1-acc=96.64%, top5-acc=99.95%, remaining_time=0:00:45.739756, arrival_time=2021-04-14 23:59:26.616558, cost_time=0:00:15.664295 2021-04-14 23:58:43,980 INFO : TRAIN, epoch=0155, iter=00060/00196, fetch data time cost=1.57ms, fps=825 images/s, loss=0.1271, top1-acc=96.70%, top5-acc=99.95%, remaining_time=0:00:42.540800, arrival_time=2021-04-14 23:59:26.521173, cost_time=0:00:18.767976 2021-04-14 23:58:47,085 INFO : TRAIN, epoch=0155, iter=00070/00196, fetch data time cost=2.13ms, fps=824 images/s, loss=0.1259, top1-acc=96.76%, top5-acc=99.96%, remaining_time=0:00:39.372480, arrival_time=2021-04-14 23:59:26.458426, cost_time=0:00:21.873573 2021-04-14 23:58:50,190 INFO : TRAIN, epoch=0155, iter=00080/00196, fetch data time cost=2.16ms, fps=825 images/s, loss=0.1266, top1-acc=96.73%, top5-acc=99.95%, remaining_time=0:00:36.218100, arrival_time=2021-04-14 23:59:26.408566, cost_time=0:00:24.977984 2021-04-14 23:58:53,296 INFO : TRAIN, epoch=0155, iter=00090/00196, fetch data time cost=2.00ms, fps=825 images/s, loss=0.1254, top1-acc=96.76%, top5-acc=99.95%, remaining_time=0:00:33.076134, arrival_time=2021-04-14 23:59:26.372150, cost_time=0:00:28.083498 2021-04-14 23:58:56,401 INFO : TRAIN, epoch=0155, iter=00100/00196, fetch data time cost=1.44ms, fps=824 images/s, loss=0.1256, top1-acc=96.75%, top5-acc=99.95%, remaining_time=0:00:29.941632, arrival_time=2021-04-14 23:59:26.343354, cost_time=0:00:31.189206 2021-04-14 23:58:59,501 INFO : TRAIN, epoch=0155, iter=00110/00196, fetch data time cost=1.91ms, fps=826 images/s, loss=0.1252, top1-acc=96.76%, top5-acc=99.95%, remaining_time=0:00:26.807576, arrival_time=2021-04-14 23:59:26.308759, cost_time=0:00:34.288724 2021-04-14 23:59:02,606 INFO : TRAIN, epoch=0155, iter=00120/00196, fetch data time cost=1.50ms, fps=825 images/s, loss=0.1267, top1-acc=96.68%, top5-acc=99.95%, remaining_time=0:00:23.682664, arrival_time=2021-04-14 23:59:26.288862, cost_time=0:00:37.393738 2021-04-14 23:59:05,705 INFO : TRAIN, epoch=0155, iter=00130/00196, fetch data time cost=1.55ms, fps=826 images/s, loss=0.1269, top1-acc=96.69%, top5-acc=99.95%, remaining_time=0:00:20.557812, arrival_time=2021-04-14 23:59:26.262997, cost_time=0:00:40.492725 2021-04-14 23:59:08,811 INFO : TRAIN, epoch=0155, iter=00140/00196, fetch data time cost=1.47ms, fps=824 images/s, loss=0.1265, top1-acc=96.72%, top5-acc=99.96%, remaining_time=0:00:17.439520, arrival_time=2021-04-14 23:59:26.250729, cost_time=0:00:43.598747 2021-04-14 23:59:11,919 INFO : TRAIN, epoch=0155, iter=00150/00196, fetch data time cost=1.45ms, fps=824 images/s, loss=0.1274, top1-acc=96.70%, top5-acc=99.95%, remaining_time=0:00:14.323480, arrival_time=2021-04-14 23:59:26.242994, cost_time=0:00:46.706989 2021-04-14 23:59:15,032 INFO : TRAIN, epoch=0155, iter=00160/00196, fetch data time cost=1.50ms, fps=823 images/s, loss=0.1282, top1-acc=96.68%, top5-acc=99.96%, remaining_time=0:00:11.209428, arrival_time=2021-04-14 23:59:26.241494, cost_time=0:00:49.819603 2021-04-14 23:59:18,136 INFO : TRAIN, epoch=0155, iter=00170/00196, fetch data time cost=1.36ms, fps=825 images/s, loss=0.1283, top1-acc=96.70%, top5-acc=99.95%, remaining_time=0:00:08.094242, arrival_time=2021-04-14 23:59:26.230490, cost_time=0:00:52.923877 2021-04-14 23:59:21,244 INFO : TRAIN, epoch=0155, iter=00180/00196, fetch data time cost=1.45ms, fps=824 images/s, loss=0.1290, top1-acc=96.68%, top5-acc=99.95%, remaining_time=0:00:04.980576, arrival_time=2021-04-14 23:59:26.224758, cost_time=0:00:56.031545 2021-04-14 23:59:24,357 INFO : TRAIN, epoch=0155, iter=00190/00196, fetch data time cost=1.45ms, fps=823 images/s, loss=0.1294, top1-acc=96.66%, top5-acc=99.95%, remaining_time=0:00:01.867734, arrival_time=2021-04-14 23:59:26.225175, cost_time=0:00:59.144967 2021-04-14 23:59:26,011 INFO : TRAIN, epoch=0155, iter=00196/00196, fetch data time cost=1.25ms, fps=823 images/s, loss=0.1304, top1-acc=96.63%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-14 23:59:26.011398, cost_time=0:01:00.798945 2021-04-14 23:59:27,071 INFO : EVAL, epoch=0155, iter=00010/00040, fetch data time cost=1.95ms, fps=2420 images/s, loss=1.0614, top1-acc=72.81%, top5-acc=92.93%, remaining_time=0:00:03.173070, arrival_time=2021-04-14 23:59:30.244130, cost_time=0:00:01.057689 2021-04-14 23:59:28,016 INFO : EVAL, epoch=0155, iter=00020/00040, fetch data time cost=1.61ms, fps=2710 images/s, loss=1.1011, top1-acc=71.87%, top5-acc=92.52%, remaining_time=0:00:02.002740, arrival_time=2021-04-14 23:59:30.018928, cost_time=0:00:02.002731 2021-04-14 23:59:28,956 INFO : EVAL, epoch=0155, iter=00030/00040, fetch data time cost=1.34ms, fps=2724 images/s, loss=1.1040, top1-acc=72.08%, top5-acc=92.64%, remaining_time=0:00:00.981020, arrival_time=2021-04-14 23:59:29.937440, cost_time=0:00:02.943047 2021-04-14 23:59:29,815 INFO : EVAL, epoch=0155, iter=00040/00040, fetch data time cost=0.08ms, fps=2701 images/s, loss=1.1109, top1-acc=72.25%, top5-acc=92.56%, remaining_time=0:00:00, arrival_time=2021-04-14 23:59:29.815878, cost_time=0:00:03.802453 2021-04-14 23:59:30,328 INFO : Epoch=0155 complete, best val top1-acc=72.25%, top5-acc=92.56% (epoch=155), remaining_time=0:48:51.446565, arrival_time=2021-04-15 00:48:21.775169, cost_time=2:48:17.204763 2021-04-14 23:59:30,330 INFO : Train start, epoch=0156, lr=0.011980 2021-04-14 23:59:33,590 INFO : TRAIN, epoch=0156, iter=00010/00196, fetch data time cost=1.35ms, fps=785 images/s, loss=0.1263, top1-acc=96.37%, top5-acc=99.96%, remaining_time=0:01:00.629490, arrival_time=2021-04-15 00:00:34.219497, cost_time=0:00:03.259649 2021-04-14 23:59:36,695 INFO : TRAIN, epoch=0156, iter=00020/00196, fetch data time cost=1.43ms, fps=825 images/s, loss=0.1245, top1-acc=96.52%, top5-acc=99.98%, remaining_time=0:00:56.009536, arrival_time=2021-04-15 00:00:32.704611, cost_time=0:00:06.364718 2021-04-14 23:59:39,800 INFO : TRAIN, epoch=0156, iter=00030/00196, fetch data time cost=1.50ms, fps=825 images/s, loss=0.1224, top1-acc=96.69%, top5-acc=99.99%, remaining_time=0:00:52.402050, arrival_time=2021-04-15 00:00:32.202567, cost_time=0:00:09.470246 2021-04-14 23:59:42,904 INFO : TRAIN, epoch=0156, iter=00040/00196, fetch data time cost=1.46ms, fps=825 images/s, loss=0.1198, top1-acc=96.85%, top5-acc=99.99%, remaining_time=0:00:49.038756, arrival_time=2021-04-15 00:00:31.943063, cost_time=0:00:12.574054 2021-04-14 23:59:46,008 INFO : TRAIN, epoch=0156, iter=00050/00196, fetch data time cost=1.56ms, fps=825 images/s, loss=0.1184, top1-acc=96.89%, top5-acc=99.98%, remaining_time=0:00:45.780636, arrival_time=2021-04-15 00:00:31.789191, cost_time=0:00:15.678289 2021-04-14 23:59:49,111 INFO : TRAIN, epoch=0156, iter=00060/00196, fetch data time cost=1.44ms, fps=825 images/s, loss=0.1171, top1-acc=96.97%, top5-acc=99.99%, remaining_time=0:00:42.571672, arrival_time=2021-04-15 00:00:31.683563, cost_time=0:00:18.781632 2021-04-14 23:59:52,215 INFO : TRAIN, epoch=0156, iter=00070/00196, fetch data time cost=2.08ms, fps=825 images/s, loss=0.1167, top1-acc=97.03%, top5-acc=99.99%, remaining_time=0:00:39.392892, arrival_time=2021-04-15 00:00:31.608120, cost_time=0:00:21.884975 2021-04-14 23:59:55,309 INFO : TRAIN, epoch=0156, iter=00080/00196, fetch data time cost=1.35ms, fps=828 images/s, loss=0.1172, top1-acc=97.04%, top5-acc=99.99%, remaining_time=0:00:36.219376, arrival_time=2021-04-15 00:00:31.528395, cost_time=0:00:24.978853 2021-04-14 23:59:58,409 INFO : TRAIN, epoch=0156, iter=00090/00196, fetch data time cost=1.40ms, fps=826 images/s, loss=0.1169, top1-acc=97.03%, top5-acc=99.98%, remaining_time=0:00:33.070622, arrival_time=2021-04-15 00:00:31.479714, cost_time=0:00:28.078840 2021-04-15 00:00:01,515 INFO : TRAIN, epoch=0156, iter=00100/00196, fetch data time cost=2.22ms, fps=824 images/s, loss=0.1184, top1-acc=96.98%, top5-acc=99.98%, remaining_time=0:00:29.937504, arrival_time=2021-04-15 00:00:31.452625, cost_time=0:00:31.184870 2021-04-15 00:00:04,625 INFO : TRAIN, epoch=0156, iter=00110/00196, fetch data time cost=1.44ms, fps=823 images/s, loss=0.1194, top1-acc=96.95%, top5-acc=99.97%, remaining_time=0:00:26.812994, arrival_time=2021-04-15 00:00:31.438874, cost_time=0:00:34.295707 2021-04-15 00:00:07,724 INFO : TRAIN, epoch=0156, iter=00120/00196, fetch data time cost=1.33ms, fps=826 images/s, loss=0.1198, top1-acc=96.95%, top5-acc=99.97%, remaining_time=0:00:23.683272, arrival_time=2021-04-15 00:00:31.408029, cost_time=0:00:37.394585 2021-04-15 00:00:10,829 INFO : TRAIN, epoch=0156, iter=00130/00196, fetch data time cost=1.60ms, fps=825 images/s, loss=0.1208, top1-acc=96.92%, top5-acc=99.96%, remaining_time=0:00:20.561310, arrival_time=2021-04-15 00:00:31.391062, cost_time=0:00:40.499498 2021-04-15 00:00:13,935 INFO : TRAIN, epoch=0156, iter=00140/00196, fetch data time cost=1.37ms, fps=825 images/s, loss=0.1203, top1-acc=96.94%, top5-acc=99.96%, remaining_time=0:00:17.441984, arrival_time=2021-04-15 00:00:31.377108, cost_time=0:00:43.604961 2021-04-15 00:00:17,046 INFO : TRAIN, epoch=0156, iter=00150/00196, fetch data time cost=1.53ms, fps=823 images/s, loss=0.1203, top1-acc=96.96%, top5-acc=99.96%, remaining_time=0:00:14.326424, arrival_time=2021-04-15 00:00:31.373275, cost_time=0:00:46.716593 2021-04-15 00:00:20,157 INFO : TRAIN, epoch=0156, iter=00160/00196, fetch data time cost=1.58ms, fps=823 images/s, loss=0.1213, top1-acc=96.91%, top5-acc=99.96%, remaining_time=0:00:11.211012, arrival_time=2021-04-15 00:00:31.368124, cost_time=0:00:49.826733 2021-04-15 00:00:23,266 INFO : TRAIN, epoch=0156, iter=00170/00196, fetch data time cost=1.46ms, fps=823 images/s, loss=0.1218, top1-acc=96.90%, top5-acc=99.95%, remaining_time=0:00:08.096192, arrival_time=2021-04-15 00:00:31.363008, cost_time=0:00:52.936561 2021-04-15 00:00:26,377 INFO : TRAIN, epoch=0156, iter=00180/00196, fetch data time cost=1.46ms, fps=823 images/s, loss=0.1221, top1-acc=96.88%, top5-acc=99.95%, remaining_time=0:00:04.981936, arrival_time=2021-04-15 00:00:31.358894, cost_time=0:00:56.046707 2021-04-15 00:00:29,480 INFO : TRAIN, epoch=0156, iter=00190/00196, fetch data time cost=1.23ms, fps=825 images/s, loss=0.1220, top1-acc=96.88%, top5-acc=99.96%, remaining_time=0:00:01.867884, arrival_time=2021-04-15 00:00:31.347849, cost_time=0:00:59.149721 2021-04-15 00:00:31,135 INFO : TRAIN, epoch=0156, iter=00196/00196, fetch data time cost=1.67ms, fps=822 images/s, loss=0.1228, top1-acc=96.84%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-15 00:00:31.135768, cost_time=0:01:00.805500 2021-04-15 00:00:32,198 INFO : EVAL, epoch=0156, iter=00010/00040, fetch data time cost=2.29ms, fps=2415 images/s, loss=1.1044, top1-acc=72.23%, top5-acc=92.73%, remaining_time=0:00:03.180600, arrival_time=2021-04-15 00:00:35.378734, cost_time=0:00:01.060202 2021-04-15 00:00:33,141 INFO : EVAL, epoch=0156, iter=00020/00040, fetch data time cost=1.55ms, fps=2716 images/s, loss=1.0970, top1-acc=72.93%, top5-acc=92.85%, remaining_time=0:00:02.003160, arrival_time=2021-04-15 00:00:35.144294, cost_time=0:00:02.003164 2021-04-15 00:00:34,083 INFO : EVAL, epoch=0156, iter=00030/00040, fetch data time cost=1.28ms, fps=2719 images/s, loss=1.1075, top1-acc=72.67%, top5-acc=92.80%, remaining_time=0:00:00.981750, arrival_time=2021-04-15 00:00:35.064936, cost_time=0:00:02.945257 2021-04-15 00:00:34,941 INFO : EVAL, epoch=0156, iter=00040/00040, fetch data time cost=0.06ms, fps=2704 images/s, loss=1.1035, top1-acc=72.43%, top5-acc=92.69%, remaining_time=0:00:00, arrival_time=2021-04-15 00:00:34.941493, cost_time=0:00:03.803522 2021-04-15 00:00:35,520 INFO : Epoch=0156 complete, best val top1-acc=72.43%, top5-acc=92.69% (epoch=156), remaining_time=0:47:46.316860, arrival_time=2021-04-15 00:48:21.836884, cost_time=2:49:22.396177 2021-04-15 00:00:35,521 INFO : Train start, epoch=0157, lr=0.011474 2021-04-15 00:00:38,806 INFO : TRAIN, epoch=0157, iter=00010/00196, fetch data time cost=1.87ms, fps=779 images/s, loss=0.1160, top1-acc=97.19%, top5-acc=99.96%, remaining_time=0:01:01.094118, arrival_time=2021-04-15 00:01:39.900606, cost_time=0:00:03.284629 2021-04-15 00:00:41,914 INFO : TRAIN, epoch=0157, iter=00020/00196, fetch data time cost=2.27ms, fps=824 images/s, loss=0.1160, top1-acc=96.93%, top5-acc=99.98%, remaining_time=0:00:56.255408, arrival_time=2021-04-15 00:01:38.169786, cost_time=0:00:06.392654 2021-04-15 00:00:45,012 INFO : TRAIN, epoch=0157, iter=00030/00196, fetch data time cost=1.40ms, fps=826 images/s, loss=0.1106, top1-acc=97.11%, top5-acc=99.99%, remaining_time=0:00:52.516756, arrival_time=2021-04-15 00:01:37.529432, cost_time=0:00:09.490974 2021-04-15 00:00:48,117 INFO : TRAIN, epoch=0157, iter=00040/00196, fetch data time cost=1.40ms, fps=825 images/s, loss=0.1095, top1-acc=97.24%, top5-acc=99.98%, remaining_time=0:00:49.123776, arrival_time=2021-04-15 00:01:37.241281, cost_time=0:00:12.595824 2021-04-15 00:00:51,225 INFO : TRAIN, epoch=0157, iter=00050/00196, fetch data time cost=1.84ms, fps=824 images/s, loss=0.1085, top1-acc=97.28%, top5-acc=99.97%, remaining_time=0:00:45.854220, arrival_time=2021-04-15 00:01:37.079422, cost_time=0:00:15.703516 2021-04-15 00:00:54,339 INFO : TRAIN, epoch=0157, iter=00060/00196, fetch data time cost=1.52ms, fps=822 images/s, loss=0.1086, top1-acc=97.23%, top5-acc=99.97%, remaining_time=0:00:42.654088, arrival_time=2021-04-15 00:01:36.993763, cost_time=0:00:18.817995 2021-04-15 00:00:57,448 INFO : TRAIN, epoch=0157, iter=00070/00196, fetch data time cost=1.39ms, fps=824 images/s, loss=0.1083, top1-acc=97.24%, top5-acc=99.97%, remaining_time=0:00:39.468492, arrival_time=2021-04-15 00:01:36.917087, cost_time=0:00:21.926906 2021-04-15 00:01:00,553 INFO : TRAIN, epoch=0157, iter=00080/00196, fetch data time cost=1.63ms, fps=825 images/s, loss=0.1067, top1-acc=97.29%, top5-acc=99.98%, remaining_time=0:00:36.296516, arrival_time=2021-04-15 00:01:36.850267, cost_time=0:00:25.032055 2021-04-15 00:01:03,657 INFO : TRAIN, epoch=0157, iter=00090/00196, fetch data time cost=1.81ms, fps=825 images/s, loss=0.1072, top1-acc=97.27%, top5-acc=99.97%, remaining_time=0:00:33.137614, arrival_time=2021-04-15 00:01:36.795028, cost_time=0:00:28.135735 2021-04-15 00:01:06,763 INFO : TRAIN, epoch=0157, iter=00100/00196, fetch data time cost=1.52ms, fps=824 images/s, loss=0.1083, top1-acc=97.23%, top5-acc=99.97%, remaining_time=0:00:29.991936, arrival_time=2021-04-15 00:01:36.755238, cost_time=0:00:31.241614 2021-04-15 00:01:09,867 INFO : TRAIN, epoch=0157, iter=00110/00196, fetch data time cost=1.49ms, fps=825 images/s, loss=0.1080, top1-acc=97.27%, top5-acc=99.98%, remaining_time=0:00:26.852468, arrival_time=2021-04-15 00:01:36.720290, cost_time=0:00:34.346149 2021-04-15 00:01:12,971 INFO : TRAIN, epoch=0157, iter=00120/00196, fetch data time cost=1.75ms, fps=825 images/s, loss=0.1083, top1-acc=97.25%, top5-acc=99.98%, remaining_time=0:00:23.718156, arrival_time=2021-04-15 00:01:36.689571, cost_time=0:00:37.449725 2021-04-15 00:01:16,072 INFO : TRAIN, epoch=0157, iter=00130/00196, fetch data time cost=1.41ms, fps=826 images/s, loss=0.1082, top1-acc=97.23%, top5-acc=99.98%, remaining_time=0:00:20.587380, arrival_time=2021-04-15 00:01:36.660018, cost_time=0:00:40.550910 2021-04-15 00:01:19,177 INFO : TRAIN, epoch=0157, iter=00140/00196, fetch data time cost=1.31ms, fps=825 images/s, loss=0.1079, top1-acc=97.24%, top5-acc=99.98%, remaining_time=0:00:17.462088, arrival_time=2021-04-15 00:01:36.639142, cost_time=0:00:43.655235 2021-04-15 00:01:22,279 INFO : TRAIN, epoch=0157, iter=00150/00196, fetch data time cost=1.45ms, fps=825 images/s, loss=0.1084, top1-acc=97.24%, top5-acc=99.98%, remaining_time=0:00:14.338982, arrival_time=2021-04-15 00:01:36.618060, cost_time=0:00:46.757485 2021-04-15 00:01:25,380 INFO : TRAIN, epoch=0157, iter=00160/00196, fetch data time cost=1.68ms, fps=826 images/s, loss=0.1084, top1-acc=97.26%, top5-acc=99.98%, remaining_time=0:00:11.218248, arrival_time=2021-04-15 00:01:36.598866, cost_time=0:00:49.858935 2021-04-15 00:01:28,478 INFO : TRAIN, epoch=0157, iter=00170/00196, fetch data time cost=1.42ms, fps=826 images/s, loss=0.1093, top1-acc=97.21%, top5-acc=99.98%, remaining_time=0:00:08.099338, arrival_time=2021-04-15 00:01:36.578197, cost_time=0:00:52.957264 2021-04-15 00:01:31,578 INFO : TRAIN, epoch=0157, iter=00180/00196, fetch data time cost=1.35ms, fps=826 images/s, loss=0.1095, top1-acc=97.21%, top5-acc=99.98%, remaining_time=0:00:04.982816, arrival_time=2021-04-15 00:01:36.561163, cost_time=0:00:56.056663 2021-04-15 00:01:34,688 INFO : TRAIN, epoch=0157, iter=00190/00196, fetch data time cost=1.26ms, fps=823 images/s, loss=0.1097, top1-acc=97.20%, top5-acc=99.98%, remaining_time=0:00:01.868436, arrival_time=2021-04-15 00:01:36.557142, cost_time=0:00:59.167107 2021-04-15 00:01:36,342 INFO : TRAIN, epoch=0157, iter=00196/00196, fetch data time cost=1.40ms, fps=823 images/s, loss=0.1110, top1-acc=97.18%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 00:01:36.342178, cost_time=0:01:00.820498 2021-04-15 00:01:37,428 INFO : EVAL, epoch=0157, iter=00010/00040, fetch data time cost=0.28ms, fps=2362 images/s, loss=1.1281, top1-acc=72.23%, top5-acc=92.54%, remaining_time=0:00:03.251100, arrival_time=2021-04-15 00:01:40.679065, cost_time=0:00:01.083704 2021-04-15 00:01:38,369 INFO : EVAL, epoch=0157, iter=00020/00040, fetch data time cost=1.57ms, fps=2720 images/s, loss=1.1523, top1-acc=72.13%, top5-acc=92.42%, remaining_time=0:00:02.025200, arrival_time=2021-04-15 00:01:40.394663, cost_time=0:00:02.025208 2021-04-15 00:01:39,312 INFO : EVAL, epoch=0157, iter=00030/00040, fetch data time cost=1.49ms, fps=2716 images/s, loss=1.1214, top1-acc=72.99%, top5-acc=92.57%, remaining_time=0:00:00.989370, arrival_time=2021-04-15 00:01:40.301741, cost_time=0:00:02.968121 2021-04-15 00:01:40,171 INFO : EVAL, epoch=0157, iter=00040/00040, fetch data time cost=0.10ms, fps=2703 images/s, loss=1.1245, top1-acc=72.62%, top5-acc=92.42%, remaining_time=0:00:00, arrival_time=2021-04-15 00:01:40.171044, cost_time=0:00:03.826783 2021-04-15 00:01:40,708 INFO : Epoch=0157 complete, best val top1-acc=72.62%, top5-acc=92.42% (epoch=157), remaining_time=0:46:41.185464, arrival_time=2021-04-15 00:48:21.893423, cost_time=2:50:27.584122 2021-04-15 00:01:40,709 INFO : Train start, epoch=0158, lr=0.010978 2021-04-15 00:01:44,026 INFO : TRAIN, epoch=0158, iter=00010/00196, fetch data time cost=1.59ms, fps=772 images/s, loss=0.0898, top1-acc=98.24%, top5-acc=99.96%, remaining_time=0:01:01.699734, arrival_time=2021-04-15 00:02:45.726536, cost_time=0:00:03.317188 2021-04-15 00:01:47,133 INFO : TRAIN, epoch=0158, iter=00020/00196, fetch data time cost=1.58ms, fps=824 images/s, loss=0.0943, top1-acc=97.95%, top5-acc=99.98%, remaining_time=0:00:56.529616, arrival_time=2021-04-15 00:02:43.663009, cost_time=0:00:06.423817 2021-04-15 00:01:50,238 INFO : TRAIN, epoch=0158, iter=00030/00196, fetch data time cost=1.50ms, fps=825 images/s, loss=0.0943, top1-acc=97.98%, top5-acc=99.99%, remaining_time=0:00:52.725252, arrival_time=2021-04-15 00:02:42.963403, cost_time=0:00:09.528660 2021-04-15 00:01:53,341 INFO : TRAIN, epoch=0158, iter=00040/00196, fetch data time cost=1.41ms, fps=825 images/s, loss=0.0958, top1-acc=97.84%, top5-acc=99.98%, remaining_time=0:00:49.266048, arrival_time=2021-04-15 00:02:42.607852, cost_time=0:00:12.632311 2021-04-15 00:01:56,451 INFO : TRAIN, epoch=0158, iter=00050/00196, fetch data time cost=1.37ms, fps=824 images/s, loss=0.0961, top1-acc=97.78%, top5-acc=99.98%, remaining_time=0:00:45.965180, arrival_time=2021-04-15 00:02:42.416187, cost_time=0:00:15.741517 2021-04-15 00:01:59,571 INFO : TRAIN, epoch=0158, iter=00060/00196, fetch data time cost=3.08ms, fps=821 images/s, loss=0.0962, top1-acc=97.76%, top5-acc=99.99%, remaining_time=0:00:42.752824, arrival_time=2021-04-15 00:02:42.324056, cost_time=0:00:18.861563 2021-04-15 00:02:02,680 INFO : TRAIN, epoch=0158, iter=00070/00196, fetch data time cost=1.74ms, fps=824 images/s, loss=0.0965, top1-acc=97.78%, top5-acc=99.99%, remaining_time=0:00:39.547620, arrival_time=2021-04-15 00:02:42.227973, cost_time=0:00:21.970868 2021-04-15 00:02:05,780 INFO : TRAIN, epoch=0158, iter=00080/00196, fetch data time cost=1.63ms, fps=826 images/s, loss=0.0960, top1-acc=97.80%, top5-acc=99.99%, remaining_time=0:00:36.353472, arrival_time=2021-04-15 00:02:42.134322, cost_time=0:00:25.071371 2021-04-15 00:02:08,883 INFO : TRAIN, epoch=0158, iter=00090/00196, fetch data time cost=1.48ms, fps=825 images/s, loss=0.0970, top1-acc=97.73%, top5-acc=99.98%, remaining_time=0:00:33.182558, arrival_time=2021-04-15 00:02:42.065944, cost_time=0:00:28.173911 2021-04-15 00:02:11,993 INFO : TRAIN, epoch=0158, iter=00100/00196, fetch data time cost=1.56ms, fps=823 images/s, loss=0.0975, top1-acc=97.68%, top5-acc=99.98%, remaining_time=0:00:30.032448, arrival_time=2021-04-15 00:02:42.025889, cost_time=0:00:31.283829 2021-04-15 00:02:15,094 INFO : TRAIN, epoch=0158, iter=00110/00196, fetch data time cost=1.39ms, fps=826 images/s, loss=0.0980, top1-acc=97.65%, top5-acc=99.98%, remaining_time=0:00:26.882568, arrival_time=2021-04-15 00:02:41.976632, cost_time=0:00:34.384649 2021-04-15 00:02:18,201 INFO : TRAIN, epoch=0158, iter=00120/00196, fetch data time cost=1.45ms, fps=824 images/s, loss=0.0985, top1-acc=97.64%, top5-acc=99.98%, remaining_time=0:00:23.744832, arrival_time=2021-04-15 00:02:41.946156, cost_time=0:00:37.491844 2021-04-15 00:02:21,303 INFO : TRAIN, epoch=0158, iter=00130/00196, fetch data time cost=1.37ms, fps=825 images/s, loss=0.0979, top1-acc=97.65%, top5-acc=99.98%, remaining_time=0:00:20.609490, arrival_time=2021-04-15 00:02:41.913393, cost_time=0:00:40.594415 2021-04-15 00:02:24,405 INFO : TRAIN, epoch=0158, iter=00140/00196, fetch data time cost=2.06ms, fps=826 images/s, loss=0.0978, top1-acc=97.66%, top5-acc=99.98%, remaining_time=0:00:17.478384, arrival_time=2021-04-15 00:02:41.883849, cost_time=0:00:43.695979 2021-04-15 00:02:27,508 INFO : TRAIN, epoch=0158, iter=00150/00196, fetch data time cost=3.39ms, fps=825 images/s, loss=0.0978, top1-acc=97.67%, top5-acc=99.98%, remaining_time=0:00:14.351770, arrival_time=2021-04-15 00:02:41.860482, cost_time=0:00:46.799241 2021-04-15 00:02:30,614 INFO : TRAIN, epoch=0158, iter=00160/00196, fetch data time cost=1.44ms, fps=824 images/s, loss=0.0980, top1-acc=97.64%, top5-acc=99.98%, remaining_time=0:00:11.228724, arrival_time=2021-04-15 00:02:41.843609, cost_time=0:00:49.905407 2021-04-15 00:02:33,710 INFO : TRAIN, epoch=0158, iter=00170/00196, fetch data time cost=1.45ms, fps=827 images/s, loss=0.0984, top1-acc=97.62%, top5-acc=99.98%, remaining_time=0:00:08.106098, arrival_time=2021-04-15 00:02:41.816941, cost_time=0:00:53.001442 2021-04-15 00:02:36,809 INFO : TRAIN, epoch=0158, iter=00180/00196, fetch data time cost=1.43ms, fps=826 images/s, loss=0.0990, top1-acc=97.60%, top5-acc=99.98%, remaining_time=0:00:04.986656, arrival_time=2021-04-15 00:02:41.796140, cost_time=0:00:56.099894 2021-04-15 00:02:39,916 INFO : TRAIN, epoch=0158, iter=00190/00196, fetch data time cost=1.46ms, fps=824 images/s, loss=0.0997, top1-acc=97.58%, top5-acc=99.98%, remaining_time=0:00:01.869708, arrival_time=2021-04-15 00:02:41.786506, cost_time=0:00:59.207374 2021-04-15 00:02:41,572 INFO : TRAIN, epoch=0158, iter=00196/00196, fetch data time cost=1.31ms, fps=822 images/s, loss=0.0999, top1-acc=97.58%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-15 00:02:41.571882, cost_time=0:01:00.862291 2021-04-15 00:02:42,645 INFO : EVAL, epoch=0158, iter=00010/00040, fetch data time cost=0.21ms, fps=2391 images/s, loss=1.0633, top1-acc=74.22%, top5-acc=93.16%, remaining_time=0:00:03.211440, arrival_time=2021-04-15 00:02:45.856561, cost_time=0:00:01.070482 2021-04-15 00:02:43,589 INFO : EVAL, epoch=0158, iter=00020/00040, fetch data time cost=1.35ms, fps=2713 images/s, loss=1.0634, top1-acc=73.91%, top5-acc=92.75%, remaining_time=0:00:02.014600, arrival_time=2021-04-15 00:02:45.603911, cost_time=0:00:02.014594 2021-04-15 00:02:44,533 INFO : EVAL, epoch=0158, iter=00030/00040, fetch data time cost=1.83ms, fps=2713 images/s, loss=1.0643, top1-acc=73.61%, top5-acc=92.88%, remaining_time=0:00:00.986250, arrival_time=2021-04-15 00:02:45.519727, cost_time=0:00:02.958753 2021-04-15 00:02:45,391 INFO : EVAL, epoch=0158, iter=00040/00040, fetch data time cost=0.07ms, fps=2706 images/s, loss=1.0620, top1-acc=73.11%, top5-acc=92.83%, remaining_time=0:00:00, arrival_time=2021-04-15 00:02:45.391188, cost_time=0:00:03.816591 2021-04-15 00:02:45,905 INFO : Epoch=0158 complete, best val top1-acc=73.11%, top5-acc=92.83% (epoch=158), remaining_time=0:45:36.055728, arrival_time=2021-04-15 00:48:21.960722, cost_time=2:51:32.781118 2021-04-15 00:02:45,907 INFO : Train start, epoch=0159, lr=0.010492 2021-04-15 00:02:49,249 INFO : TRAIN, epoch=0159, iter=00010/00196, fetch data time cost=1.98ms, fps=766 images/s, loss=0.0892, top1-acc=98.01%, top5-acc=100.00%, remaining_time=0:01:02.150412, arrival_time=2021-04-15 00:03:51.399412, cost_time=0:00:03.341415 2021-04-15 00:02:52,367 INFO : TRAIN, epoch=0159, iter=00020/00196, fetch data time cost=1.69ms, fps=821 images/s, loss=0.0873, top1-acc=98.11%, top5-acc=100.00%, remaining_time=0:00:56.850640, arrival_time=2021-04-15 00:03:49.218478, cost_time=0:00:06.460302 2021-04-15 00:02:55,481 INFO : TRAIN, epoch=0159, iter=00030/00196, fetch data time cost=2.00ms, fps=822 images/s, loss=0.0871, top1-acc=98.07%, top5-acc=100.00%, remaining_time=0:00:52.975912, arrival_time=2021-04-15 00:03:48.457401, cost_time=0:00:09.573955 2021-04-15 00:02:58,588 INFO : TRAIN, epoch=0159, iter=00040/00196, fetch data time cost=1.63ms, fps=824 images/s, loss=0.0883, top1-acc=98.04%, top5-acc=99.99%, remaining_time=0:00:49.455744, arrival_time=2021-04-15 00:03:48.044252, cost_time=0:00:12.680977 2021-04-15 00:03:01,693 INFO : TRAIN, epoch=0159, iter=00050/00196, fetch data time cost=1.56ms, fps=825 images/s, loss=0.0881, top1-acc=98.02%, top5-acc=99.99%, remaining_time=0:00:46.093660, arrival_time=2021-04-15 00:03:47.786689, cost_time=0:00:15.785482 2021-04-15 00:03:04,801 INFO : TRAIN, epoch=0159, iter=00060/00196, fetch data time cost=1.41ms, fps=824 images/s, loss=0.0900, top1-acc=97.98%, top5-acc=99.99%, remaining_time=0:00:42.826536, arrival_time=2021-04-15 00:03:47.628164, cost_time=0:00:18.894074 2021-04-15 00:03:07,905 INFO : TRAIN, epoch=0159, iter=00070/00196, fetch data time cost=1.61ms, fps=825 images/s, loss=0.0899, top1-acc=97.98%, top5-acc=99.99%, remaining_time=0:00:39.595626, arrival_time=2021-04-15 00:03:47.500749, cost_time=0:00:21.997586 2021-04-15 00:03:11,010 INFO : TRAIN, epoch=0159, iter=00080/00196, fetch data time cost=1.59ms, fps=825 images/s, loss=0.0902, top1-acc=97.98%, top5-acc=99.99%, remaining_time=0:00:36.398712, arrival_time=2021-04-15 00:03:47.408811, cost_time=0:00:25.102550 2021-04-15 00:03:14,116 INFO : TRAIN, epoch=0159, iter=00090/00196, fetch data time cost=2.12ms, fps=824 images/s, loss=0.0888, top1-acc=98.02%, top5-acc=99.99%, remaining_time=0:00:33.223156, arrival_time=2021-04-15 00:03:47.339074, cost_time=0:00:28.208317 2021-04-15 00:03:17,224 INFO : TRAIN, epoch=0159, iter=00100/00196, fetch data time cost=2.12ms, fps=824 images/s, loss=0.0894, top1-acc=97.98%, top5-acc=99.99%, remaining_time=0:00:30.063840, arrival_time=2021-04-15 00:03:47.287921, cost_time=0:00:31.316495 2021-04-15 00:03:20,334 INFO : TRAIN, epoch=0159, iter=00110/00196, fetch data time cost=1.97ms, fps=823 images/s, loss=0.0893, top1-acc=97.97%, top5-acc=99.99%, remaining_time=0:00:26.915678, arrival_time=2021-04-15 00:03:47.250308, cost_time=0:00:34.427043 2021-04-15 00:03:23,438 INFO : TRAIN, epoch=0159, iter=00120/00196, fetch data time cost=1.50ms, fps=825 images/s, loss=0.0899, top1-acc=97.93%, top5-acc=99.98%, remaining_time=0:00:23.769304, arrival_time=2021-04-15 00:03:47.207255, cost_time=0:00:37.530428 2021-04-15 00:03:26,540 INFO : TRAIN, epoch=0159, iter=00130/00196, fetch data time cost=1.43ms, fps=825 images/s, loss=0.0910, top1-acc=97.91%, top5-acc=99.98%, remaining_time=0:00:20.628894, arrival_time=2021-04-15 00:03:47.169076, cost_time=0:00:40.632648 2021-04-15 00:03:29,646 INFO : TRAIN, epoch=0159, iter=00140/00196, fetch data time cost=2.38ms, fps=824 images/s, loss=0.0914, top1-acc=97.88%, top5-acc=99.98%, remaining_time=0:00:17.495688, arrival_time=2021-04-15 00:03:47.142533, cost_time=0:00:43.739251 2021-04-15 00:03:32,755 INFO : TRAIN, epoch=0159, iter=00150/00196, fetch data time cost=1.41ms, fps=824 images/s, loss=0.0921, top1-acc=97.85%, top5-acc=99.98%, remaining_time=0:00:14.366720, arrival_time=2021-04-15 00:03:47.122252, cost_time=0:00:46.847990 2021-04-15 00:03:35,871 INFO : TRAIN, epoch=0159, iter=00160/00196, fetch data time cost=1.75ms, fps=822 images/s, loss=0.0930, top1-acc=97.81%, top5-acc=99.98%, remaining_time=0:00:11.241900, arrival_time=2021-04-15 00:03:47.113448, cost_time=0:00:49.964010 2021-04-15 00:03:38,972 INFO : TRAIN, epoch=0159, iter=00170/00196, fetch data time cost=1.50ms, fps=826 images/s, loss=0.0929, top1-acc=97.81%, top5-acc=99.98%, remaining_time=0:00:08.115796, arrival_time=2021-04-15 00:03:47.088176, cost_time=0:00:53.064839 2021-04-15 00:03:42,080 INFO : TRAIN, epoch=0159, iter=00180/00196, fetch data time cost=2.12ms, fps=824 images/s, loss=0.0936, top1-acc=97.79%, top5-acc=99.98%, remaining_time=0:00:04.993152, arrival_time=2021-04-15 00:03:47.073755, cost_time=0:00:56.173009 2021-04-15 00:03:45,179 INFO : TRAIN, epoch=0159, iter=00190/00196, fetch data time cost=2.42ms, fps=826 images/s, loss=0.0941, top1-acc=97.76%, top5-acc=99.98%, remaining_time=0:00:01.871742, arrival_time=2021-04-15 00:03:47.051059, cost_time=0:00:59.271863 2021-04-15 00:03:46,833 INFO : TRAIN, epoch=0159, iter=00196/00196, fetch data time cost=1.44ms, fps=822 images/s, loss=0.0946, top1-acc=97.74%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 00:03:46.833388, cost_time=0:01:00.925841 2021-04-15 00:03:47,889 INFO : EVAL, epoch=0159, iter=00010/00040, fetch data time cost=1.84ms, fps=2430 images/s, loss=1.1048, top1-acc=72.50%, top5-acc=92.34%, remaining_time=0:00:03.160620, arrival_time=2021-04-15 00:03:51.050428, cost_time=0:00:01.053539 2021-04-15 00:03:48,836 INFO : EVAL, epoch=0159, iter=00020/00040, fetch data time cost=1.37ms, fps=2704 images/s, loss=1.1041, top1-acc=72.70%, top5-acc=92.46%, remaining_time=0:00:02.000480, arrival_time=2021-04-15 00:03:50.837230, cost_time=0:00:02.000489 2021-04-15 00:03:49,777 INFO : EVAL, epoch=0159, iter=00030/00040, fetch data time cost=1.33ms, fps=2723 images/s, loss=1.0901, top1-acc=72.83%, top5-acc=92.62%, remaining_time=0:00:00.980350, arrival_time=2021-04-15 00:03:50.757681, cost_time=0:00:02.941062 2021-04-15 00:03:50,637 INFO : EVAL, epoch=0159, iter=00040/00040, fetch data time cost=0.07ms, fps=2699 images/s, loss=1.0700, top1-acc=72.92%, top5-acc=92.77%, remaining_time=0:00:00, arrival_time=2021-04-15 00:03:50.637353, cost_time=0:00:03.801031 2021-04-15 00:03:50,936 INFO : Epoch=0159 complete, best val top1-acc=73.11%, top5-acc=92.83% (epoch=158), remaining_time=0:44:30.882557, arrival_time=2021-04-15 00:48:21.819218, cost_time=2:52:37.812826 2021-04-15 00:03:50,938 INFO : Train start, epoch=0160, lr=0.010016 2021-04-15 00:03:54,234 INFO : TRAIN, epoch=0160, iter=00010/00196, fetch data time cost=1.42ms, fps=777 images/s, loss=0.0830, top1-acc=97.93%, top5-acc=99.96%, remaining_time=0:01:01.300950, arrival_time=2021-04-15 00:04:55.535000, cost_time=0:00:03.295751 2021-04-15 00:03:57,344 INFO : TRAIN, epoch=0160, iter=00020/00196, fetch data time cost=2.17ms, fps=823 images/s, loss=0.0810, top1-acc=98.20%, top5-acc=99.94%, remaining_time=0:00:56.376496, arrival_time=2021-04-15 00:04:53.721340, cost_time=0:00:06.406414 2021-04-15 00:04:00,458 INFO : TRAIN, epoch=0160, iter=00030/00196, fetch data time cost=1.46ms, fps=822 images/s, loss=0.0831, top1-acc=98.14%, top5-acc=99.95%, remaining_time=0:00:52.679602, arrival_time=2021-04-15 00:04:53.138429, cost_time=0:00:09.520414 2021-04-15 00:04:03,562 INFO : TRAIN, epoch=0160, iter=00040/00196, fetch data time cost=1.71ms, fps=825 images/s, loss=0.0829, top1-acc=98.10%, top5-acc=99.94%, remaining_time=0:00:49.235160, arrival_time=2021-04-15 00:04:52.797853, cost_time=0:00:12.624389 2021-04-15 00:04:06,663 INFO : TRAIN, epoch=0160, iter=00050/00196, fetch data time cost=2.07ms, fps=826 images/s, loss=0.0817, top1-acc=98.16%, top5-acc=99.95%, remaining_time=0:00:45.917292, arrival_time=2021-04-15 00:04:52.580749, cost_time=0:00:15.725101 2021-04-15 00:04:09,762 INFO : TRAIN, epoch=0160, iter=00060/00196, fetch data time cost=1.40ms, fps=826 images/s, loss=0.0813, top1-acc=98.20%, top5-acc=99.96%, remaining_time=0:00:42.668368, arrival_time=2021-04-15 00:04:52.430945, cost_time=0:00:18.824285 2021-04-15 00:04:12,876 INFO : TRAIN, epoch=0160, iter=00070/00196, fetch data time cost=2.17ms, fps=822 images/s, loss=0.0810, top1-acc=98.23%, top5-acc=99.96%, remaining_time=0:00:39.488400, arrival_time=2021-04-15 00:04:52.364689, cost_time=0:00:21.937997 2021-04-15 00:04:15,987 INFO : TRAIN, epoch=0160, iter=00080/00196, fetch data time cost=1.72ms, fps=823 images/s, loss=0.0809, top1-acc=98.17%, top5-acc=99.97%, remaining_time=0:00:36.320992, arrival_time=2021-04-15 00:04:52.308214, cost_time=0:00:25.048926 2021-04-15 00:04:19,099 INFO : TRAIN, epoch=0160, iter=00090/00196, fetch data time cost=2.49ms, fps=823 images/s, loss=0.0803, top1-acc=98.20%, top5-acc=99.97%, remaining_time=0:00:33.167400, arrival_time=2021-04-15 00:04:52.266705, cost_time=0:00:28.161010 2021-04-15 00:04:22,212 INFO : TRAIN, epoch=0160, iter=00100/00196, fetch data time cost=2.20ms, fps=822 images/s, loss=0.0805, top1-acc=98.18%, top5-acc=99.97%, remaining_time=0:00:30.023424, arrival_time=2021-04-15 00:04:52.236129, cost_time=0:00:31.274364 2021-04-15 00:04:25,323 INFO : TRAIN, epoch=0160, iter=00110/00196, fetch data time cost=1.95ms, fps=823 images/s, loss=0.0810, top1-acc=98.19%, top5-acc=99.98%, remaining_time=0:00:26.882998, arrival_time=2021-04-15 00:04:52.206553, cost_time=0:00:34.385216 2021-04-15 00:04:28,425 INFO : TRAIN, epoch=0160, iter=00120/00196, fetch data time cost=1.47ms, fps=825 images/s, loss=0.0814, top1-acc=98.19%, top5-acc=99.98%, remaining_time=0:00:23.741944, arrival_time=2021-04-15 00:04:52.167641, cost_time=0:00:37.487329 2021-04-15 00:04:31,538 INFO : TRAIN, epoch=0160, iter=00130/00196, fetch data time cost=1.42ms, fps=823 images/s, loss=0.0811, top1-acc=98.22%, top5-acc=99.98%, remaining_time=0:00:20.612394, arrival_time=2021-04-15 00:04:52.150839, cost_time=0:00:40.600161 2021-04-15 00:04:34,658 INFO : TRAIN, epoch=0160, iter=00140/00196, fetch data time cost=1.64ms, fps=821 images/s, loss=0.0817, top1-acc=98.19%, top5-acc=99.97%, remaining_time=0:00:17.487904, arrival_time=2021-04-15 00:04:52.146134, cost_time=0:00:43.719774 2021-04-15 00:04:37,764 INFO : TRAIN, epoch=0160, iter=00150/00196, fetch data time cost=2.10ms, fps=824 images/s, loss=0.0820, top1-acc=98.17%, top5-acc=99.98%, remaining_time=0:00:14.360096, arrival_time=2021-04-15 00:04:52.124874, cost_time=0:00:46.826455 2021-04-15 00:04:40,871 INFO : TRAIN, epoch=0160, iter=00160/00196, fetch data time cost=1.61ms, fps=824 images/s, loss=0.0827, top1-acc=98.15%, top5-acc=99.98%, remaining_time=0:00:11.234916, arrival_time=2021-04-15 00:04:52.106391, cost_time=0:00:49.933025 2021-04-15 00:04:43,978 INFO : TRAIN, epoch=0160, iter=00170/00196, fetch data time cost=1.54ms, fps=824 images/s, loss=0.0832, top1-acc=98.12%, top5-acc=99.98%, remaining_time=0:00:08.112000, arrival_time=2021-04-15 00:04:52.090308, cost_time=0:00:53.040017 2021-04-15 00:04:47,082 INFO : TRAIN, epoch=0160, iter=00180/00196, fetch data time cost=1.52ms, fps=825 images/s, loss=0.0830, top1-acc=98.13%, top5-acc=99.98%, remaining_time=0:00:04.990560, arrival_time=2021-04-15 00:04:52.072569, cost_time=0:00:56.143717 2021-04-15 00:04:50,191 INFO : TRAIN, epoch=0160, iter=00190/00196, fetch data time cost=1.86ms, fps=824 images/s, loss=0.0831, top1-acc=98.14%, top5-acc=99.98%, remaining_time=0:00:01.871142, arrival_time=2021-04-15 00:04:52.062482, cost_time=0:00:59.252887 2021-04-15 00:04:51,852 INFO : TRAIN, epoch=0160, iter=00196/00196, fetch data time cost=1.59ms, fps=819 images/s, loss=0.0836, top1-acc=98.13%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 00:04:51.852159, cost_time=0:01:00.913798 2021-04-15 00:04:52,913 INFO : EVAL, epoch=0160, iter=00010/00040, fetch data time cost=1.36ms, fps=2418 images/s, loss=1.0719, top1-acc=73.28%, top5-acc=92.62%, remaining_time=0:00:03.176400, arrival_time=2021-04-15 00:04:56.089713, cost_time=0:00:01.058803 2021-04-15 00:04:53,862 INFO : EVAL, epoch=0160, iter=00020/00040, fetch data time cost=1.61ms, fps=2699 images/s, loss=1.0733, top1-acc=72.85%, top5-acc=92.58%, remaining_time=0:00:02.007980, arrival_time=2021-04-15 00:04:55.870468, cost_time=0:00:02.007978 2021-04-15 00:04:54,807 INFO : EVAL, epoch=0160, iter=00030/00040, fetch data time cost=1.32ms, fps=2711 images/s, loss=1.0769, top1-acc=73.10%, top5-acc=92.60%, remaining_time=0:00:00.984320, arrival_time=2021-04-15 00:04:55.791690, cost_time=0:00:02.952961 2021-04-15 00:04:55,667 INFO : EVAL, epoch=0160, iter=00040/00040, fetch data time cost=0.07ms, fps=2700 images/s, loss=1.0548, top1-acc=73.43%, top5-acc=92.89%, remaining_time=0:00:00, arrival_time=2021-04-15 00:04:55.666936, cost_time=0:00:03.812460 2021-04-15 00:04:56,472 INFO : Epoch=0160 complete, best val top1-acc=73.43%, top5-acc=92.89% (epoch=160), remaining_time=0:43:25.837040, arrival_time=2021-04-15 00:48:22.309024, cost_time=2:53:43.348106 2021-04-15 00:04:56,474 INFO : Train start, epoch=0161, lr=0.009549 2021-04-15 00:04:59,803 INFO : TRAIN, epoch=0161, iter=00010/00196, fetch data time cost=1.93ms, fps=769 images/s, loss=0.0749, top1-acc=98.63%, top5-acc=100.00%, remaining_time=0:01:01.919772, arrival_time=2021-04-15 00:06:01.723403, cost_time=0:00:03.329025 2021-04-15 00:05:02,914 INFO : TRAIN, epoch=0161, iter=00020/00196, fetch data time cost=1.64ms, fps=823 images/s, loss=0.0743, top1-acc=98.48%, top5-acc=99.98%, remaining_time=0:00:56.673936, arrival_time=2021-04-15 00:05:59.588516, cost_time=0:00:06.440214 2021-04-15 00:05:06,023 INFO : TRAIN, epoch=0161, iter=00030/00196, fetch data time cost=1.56ms, fps=824 images/s, loss=0.0757, top1-acc=98.42%, top5-acc=99.97%, remaining_time=0:00:52.839958, arrival_time=2021-04-15 00:05:58.863718, cost_time=0:00:09.549387 2021-04-15 00:05:09,138 INFO : TRAIN, epoch=0161, iter=00040/00196, fetch data time cost=1.54ms, fps=822 images/s, loss=0.0756, top1-acc=98.43%, top5-acc=99.98%, remaining_time=0:00:49.389756, arrival_time=2021-04-15 00:05:58.528357, cost_time=0:00:12.664040 2021-04-15 00:05:12,240 INFO : TRAIN, epoch=0161, iter=00050/00196, fetch data time cost=2.06ms, fps=826 images/s, loss=0.0749, top1-acc=98.40%, top5-acc=99.98%, remaining_time=0:00:46.036866, arrival_time=2021-04-15 00:05:58.277388, cost_time=0:00:15.766073 2021-04-15 00:05:15,350 INFO : TRAIN, epoch=0161, iter=00060/00196, fetch data time cost=1.95ms, fps=823 images/s, loss=0.0743, top1-acc=98.41%, top5-acc=99.99%, remaining_time=0:00:42.785736, arrival_time=2021-04-15 00:05:58.136191, cost_time=0:00:18.876054 2021-04-15 00:05:18,472 INFO : TRAIN, epoch=0161, iter=00070/00196, fetch data time cost=1.92ms, fps=825 images/s, loss=0.0740, top1-acc=98.44%, top5-acc=99.99%, remaining_time=0:00:39.597390, arrival_time=2021-04-15 00:05:58.070234, cost_time=0:00:21.998546 2021-04-15 00:05:21,580 INFO : TRAIN, epoch=0161, iter=00080/00196, fetch data time cost=1.72ms, fps=824 images/s, loss=0.0745, top1-acc=98.41%, top5-acc=99.99%, remaining_time=0:00:36.404280, arrival_time=2021-04-15 00:05:57.985019, cost_time=0:00:25.106370 2021-04-15 00:05:24,689 INFO : TRAIN, epoch=0161, iter=00090/00196, fetch data time cost=1.62ms, fps=824 images/s, loss=0.0745, top1-acc=98.42%, top5-acc=99.99%, remaining_time=0:00:33.230576, arrival_time=2021-04-15 00:05:57.919565, cost_time=0:00:28.214618 2021-04-15 00:05:27,799 INFO : TRAIN, epoch=0161, iter=00100/00196, fetch data time cost=1.63ms, fps=823 images/s, loss=0.0744, top1-acc=98.45%, top5-acc=99.99%, remaining_time=0:00:30.071616, arrival_time=2021-04-15 00:05:57.870581, cost_time=0:00:31.324601 2021-04-15 00:05:30,920 INFO : TRAIN, epoch=0161, iter=00110/00196, fetch data time cost=1.65ms, fps=820 images/s, loss=0.0745, top1-acc=98.43%, top5-acc=99.99%, remaining_time=0:00:26.930556, arrival_time=2021-04-15 00:05:57.850949, cost_time=0:00:34.446018 2021-04-15 00:05:34,034 INFO : TRAIN, epoch=0161, iter=00120/00196, fetch data time cost=1.59ms, fps=822 images/s, loss=0.0753, top1-acc=98.39%, top5-acc=99.99%, remaining_time=0:00:23.788000, arrival_time=2021-04-15 00:05:57.822394, cost_time=0:00:37.559994 2021-04-15 00:05:37,136 INFO : TRAIN, epoch=0161, iter=00130/00196, fetch data time cost=1.42ms, fps=826 images/s, loss=0.0761, top1-acc=98.34%, top5-acc=99.99%, remaining_time=0:00:20.643678, arrival_time=2021-04-15 00:05:57.779825, cost_time=0:00:40.661775 2021-04-15 00:05:40,236 INFO : TRAIN, epoch=0161, iter=00140/00196, fetch data time cost=1.34ms, fps=826 images/s, loss=0.0764, top1-acc=98.35%, top5-acc=99.99%, remaining_time=0:00:17.504928, arrival_time=2021-04-15 00:05:57.741723, cost_time=0:00:43.762294 2021-04-15 00:05:43,340 INFO : TRAIN, epoch=0161, iter=00150/00196, fetch data time cost=1.46ms, fps=825 images/s, loss=0.0762, top1-acc=98.38%, top5-acc=99.99%, remaining_time=0:00:14.372332, arrival_time=2021-04-15 00:05:57.712944, cost_time=0:00:46.866319 2021-04-15 00:05:46,441 INFO : TRAIN, epoch=0161, iter=00160/00196, fetch data time cost=1.40ms, fps=826 images/s, loss=0.0762, top1-acc=98.36%, top5-acc=99.99%, remaining_time=0:00:11.242476, arrival_time=2021-04-15 00:05:57.683451, cost_time=0:00:49.966606 2021-04-15 00:05:49,545 INFO : TRAIN, epoch=0161, iter=00170/00196, fetch data time cost=1.38ms, fps=825 images/s, loss=0.0763, top1-acc=98.35%, top5-acc=99.98%, remaining_time=0:00:08.116680, arrival_time=2021-04-15 00:05:57.661594, cost_time=0:00:53.070544 2021-04-15 00:05:52,649 INFO : TRAIN, epoch=0161, iter=00180/00196, fetch data time cost=2.30ms, fps=825 images/s, loss=0.0764, top1-acc=98.33%, top5-acc=99.98%, remaining_time=0:00:04.993328, arrival_time=2021-04-15 00:05:57.642649, cost_time=0:00:56.174954 2021-04-15 00:05:55,754 INFO : TRAIN, epoch=0161, iter=00190/00196, fetch data time cost=2.06ms, fps=825 images/s, loss=0.0770, top1-acc=98.30%, top5-acc=99.98%, remaining_time=0:00:01.872012, arrival_time=2021-04-15 00:05:57.626711, cost_time=0:00:59.280414 2021-04-15 00:05:57,411 INFO : TRAIN, epoch=0161, iter=00196/00196, fetch data time cost=1.29ms, fps=821 images/s, loss=0.0770, top1-acc=98.32%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 00:05:57.411588, cost_time=0:01:00.937247 2021-04-15 00:05:58,475 INFO : EVAL, epoch=0161, iter=00010/00040, fetch data time cost=0.46ms, fps=2411 images/s, loss=1.0859, top1-acc=72.81%, top5-acc=92.73%, remaining_time=0:00:03.185700, arrival_time=2021-04-15 00:06:01.661126, cost_time=0:00:01.061903 2021-04-15 00:05:59,419 INFO : EVAL, epoch=0161, iter=00020/00040, fetch data time cost=1.98ms, fps=2715 images/s, loss=1.0668, top1-acc=72.97%, top5-acc=92.83%, remaining_time=0:00:02.005320, arrival_time=2021-04-15 00:06:01.424229, cost_time=0:00:02.005316 2021-04-15 00:06:00,367 INFO : EVAL, epoch=0161, iter=00030/00040, fetch data time cost=3.73ms, fps=2700 images/s, loss=1.0723, top1-acc=73.32%, top5-acc=92.75%, remaining_time=0:00:00.984770, arrival_time=2021-04-15 00:06:01.352628, cost_time=0:00:02.954321 2021-04-15 00:06:01,232 INFO : EVAL, epoch=0161, iter=00040/00040, fetch data time cost=0.08ms, fps=2686 images/s, loss=1.0565, top1-acc=73.43%, top5-acc=92.82%, remaining_time=0:00:00, arrival_time=2021-04-15 00:06:01.232247, cost_time=0:00:03.818759 2021-04-15 00:06:01,503 INFO : Epoch=0161 complete, best val top1-acc=73.43%, top5-acc=92.89% (epoch=160), remaining_time=0:42:20.663463, arrival_time=2021-04-15 00:48:22.167194, cost_time=2:54:48.379900 2021-04-15 00:06:01,505 INFO : Train start, epoch=0162, lr=0.009093 2021-04-15 00:06:04,808 INFO : TRAIN, epoch=0162, iter=00010/00196, fetch data time cost=2.08ms, fps=775 images/s, loss=0.0778, top1-acc=98.20%, top5-acc=100.00%, remaining_time=0:01:01.441380, arrival_time=2021-04-15 00:07:06.250029, cost_time=0:00:03.303295 2021-04-15 00:06:07,909 INFO : TRAIN, epoch=0162, iter=00020/00196, fetch data time cost=2.19ms, fps=826 images/s, loss=0.0755, top1-acc=98.24%, top5-acc=100.00%, remaining_time=0:00:56.351504, arrival_time=2021-04-15 00:07:04.260419, cost_time=0:00:06.403585 2021-04-15 00:06:11,013 INFO : TRAIN, epoch=0162, iter=00030/00196, fetch data time cost=1.62ms, fps=825 images/s, loss=0.0748, top1-acc=98.32%, top5-acc=100.00%, remaining_time=0:00:52.610380, arrival_time=2021-04-15 00:07:03.623610, cost_time=0:00:09.507885 2021-04-15 00:06:14,122 INFO : TRAIN, epoch=0162, iter=00040/00196, fetch data time cost=1.57ms, fps=824 images/s, loss=0.0747, top1-acc=98.42%, top5-acc=100.00%, remaining_time=0:00:49.206144, arrival_time=2021-04-15 00:07:03.328426, cost_time=0:00:12.616944 2021-04-15 00:06:17,229 INFO : TRAIN, epoch=0162, iter=00050/00196, fetch data time cost=1.59ms, fps=824 images/s, loss=0.0737, top1-acc=98.46%, top5-acc=99.99%, remaining_time=0:00:45.914810, arrival_time=2021-04-15 00:07:03.144400, cost_time=0:00:15.724262 2021-04-15 00:06:20,331 INFO : TRAIN, epoch=0162, iter=00060/00196, fetch data time cost=1.42ms, fps=826 images/s, loss=0.0715, top1-acc=98.54%, top5-acc=99.99%, remaining_time=0:00:42.672040, arrival_time=2021-04-15 00:07:03.003295, cost_time=0:00:18.825925 2021-04-15 00:06:23,438 INFO : TRAIN, epoch=0162, iter=00070/00196, fetch data time cost=1.48ms, fps=824 images/s, loss=0.0719, top1-acc=98.48%, top5-acc=99.99%, remaining_time=0:00:39.478950, arrival_time=2021-04-15 00:07:02.917032, cost_time=0:00:21.932733 2021-04-15 00:06:26,543 INFO : TRAIN, epoch=0162, iter=00080/00196, fetch data time cost=1.40ms, fps=825 images/s, loss=0.0713, top1-acc=98.49%, top5-acc=99.99%, remaining_time=0:00:36.305448, arrival_time=2021-04-15 00:07:02.849121, cost_time=0:00:25.038206 2021-04-15 00:06:29,652 INFO : TRAIN, epoch=0162, iter=00090/00196, fetch data time cost=1.36ms, fps=824 images/s, loss=0.0703, top1-acc=98.53%, top5-acc=99.99%, remaining_time=0:00:33.151182, arrival_time=2021-04-15 00:07:02.803819, cost_time=0:00:28.147268 2021-04-15 00:06:32,753 INFO : TRAIN, epoch=0162, iter=00100/00196, fetch data time cost=1.45ms, fps=826 images/s, loss=0.0715, top1-acc=98.48%, top5-acc=99.99%, remaining_time=0:00:29.998176, arrival_time=2021-04-15 00:07:02.751596, cost_time=0:00:31.248090 2021-04-15 00:06:35,862 INFO : TRAIN, epoch=0162, iter=00110/00196, fetch data time cost=2.61ms, fps=824 images/s, loss=0.0709, top1-acc=98.53%, top5-acc=99.99%, remaining_time=0:00:26.860810, arrival_time=2021-04-15 00:07:02.723066, cost_time=0:00:34.356800 2021-04-15 00:06:38,973 INFO : TRAIN, epoch=0162, iter=00120/00196, fetch data time cost=1.31ms, fps=823 images/s, loss=0.0700, top1-acc=98.57%, top5-acc=99.99%, remaining_time=0:00:23.729860, arrival_time=2021-04-15 00:07:02.703363, cost_time=0:00:37.468169 2021-04-15 00:06:42,081 INFO : TRAIN, epoch=0162, iter=00130/00196, fetch data time cost=1.62ms, fps=824 images/s, loss=0.0694, top1-acc=98.58%, top5-acc=99.99%, remaining_time=0:00:20.600382, arrival_time=2021-04-15 00:07:02.682250, cost_time=0:00:40.576529 2021-04-15 00:06:45,184 INFO : TRAIN, epoch=0162, iter=00140/00196, fetch data time cost=1.48ms, fps=825 images/s, loss=0.0694, top1-acc=98.59%, top5-acc=99.99%, remaining_time=0:00:17.471440, arrival_time=2021-04-15 00:07:02.655514, cost_time=0:00:43.678619 2021-04-15 00:06:48,286 INFO : TRAIN, epoch=0162, iter=00150/00196, fetch data time cost=2.28ms, fps=825 images/s, loss=0.0691, top1-acc=98.58%, top5-acc=99.99%, remaining_time=0:00:14.346112, arrival_time=2021-04-15 00:07:02.632248, cost_time=0:00:46.780814 2021-04-15 00:06:51,389 INFO : TRAIN, epoch=0162, iter=00160/00196, fetch data time cost=1.66ms, fps=825 images/s, loss=0.0700, top1-acc=98.55%, top5-acc=100.00%, remaining_time=0:00:11.223900, arrival_time=2021-04-15 00:07:02.613499, cost_time=0:00:49.884058 2021-04-15 00:06:54,502 INFO : TRAIN, epoch=0162, iter=00170/00196, fetch data time cost=1.82ms, fps=823 images/s, loss=0.0703, top1-acc=98.53%, top5-acc=100.00%, remaining_time=0:00:08.105474, arrival_time=2021-04-15 00:07:02.607979, cost_time=0:00:52.997252 2021-04-15 00:06:57,608 INFO : TRAIN, epoch=0162, iter=00180/00196, fetch data time cost=1.44ms, fps=824 images/s, loss=0.0706, top1-acc=98.52%, top5-acc=99.99%, remaining_time=0:00:04.986928, arrival_time=2021-04-15 00:07:02.595197, cost_time=0:00:56.102929 2021-04-15 00:07:00,719 INFO : TRAIN, epoch=0162, iter=00190/00196, fetch data time cost=1.37ms, fps=823 images/s, loss=0.0708, top1-acc=98.51%, top5-acc=99.99%, remaining_time=0:00:01.869930, arrival_time=2021-04-15 00:07:02.589722, cost_time=0:00:59.214466 2021-04-15 00:07:02,374 INFO : TRAIN, epoch=0162, iter=00196/00196, fetch data time cost=1.24ms, fps=822 images/s, loss=0.0712, top1-acc=98.49%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 00:07:02.374028, cost_time=0:01:00.868728 2021-04-15 00:07:03,492 INFO : EVAL, epoch=0162, iter=00010/00040, fetch data time cost=0.22ms, fps=2294 images/s, loss=1.1084, top1-acc=71.72%, top5-acc=92.97%, remaining_time=0:00:03.347460, arrival_time=2021-04-15 00:07:06.840162, cost_time=0:00:01.115824 2021-04-15 00:07:04,433 INFO : EVAL, epoch=0162, iter=00020/00040, fetch data time cost=1.73ms, fps=2721 images/s, loss=1.0955, top1-acc=72.68%, top5-acc=92.87%, remaining_time=0:00:02.056840, arrival_time=2021-04-15 00:07:06.490592, cost_time=0:00:02.056832 2021-04-15 00:07:05,377 INFO : EVAL, epoch=0162, iter=00030/00040, fetch data time cost=1.38ms, fps=2715 images/s, loss=1.0801, top1-acc=73.09%, top5-acc=93.06%, remaining_time=0:00:01.000110, arrival_time=2021-04-15 00:07:06.377307, cost_time=0:00:03.000327 2021-04-15 00:07:06,235 INFO : EVAL, epoch=0162, iter=00040/00040, fetch data time cost=0.08ms, fps=2704 images/s, loss=1.0910, top1-acc=73.25%, top5-acc=93.07%, remaining_time=0:00:00, arrival_time=2021-04-15 00:07:06.235511, cost_time=0:00:03.858573 2021-04-15 00:07:06,503 INFO : Epoch=0162 complete, best val top1-acc=73.43%, top5-acc=92.89% (epoch=160), remaining_time=0:41:15.484236, arrival_time=2021-04-15 00:48:21.988182, cost_time=2:55:53.380121 2021-04-15 00:07:06,505 INFO : Train start, epoch=0163, lr=0.008646 2021-04-15 00:07:09,781 INFO : TRAIN, epoch=0163, iter=00010/00196, fetch data time cost=1.39ms, fps=782 images/s, loss=0.0605, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:01:00.926532, arrival_time=2021-04-15 00:08:10.707604, cost_time=0:00:03.275618 2021-04-15 00:07:12,883 INFO : TRAIN, epoch=0163, iter=00020/00196, fetch data time cost=1.42ms, fps=825 images/s, loss=0.0593, top1-acc=98.89%, top5-acc=100.00%, remaining_time=0:00:56.123056, arrival_time=2021-04-15 00:08:09.006257, cost_time=0:00:06.377627 2021-04-15 00:07:15,997 INFO : TRAIN, epoch=0163, iter=00030/00196, fetch data time cost=1.49ms, fps=822 images/s, loss=0.0623, top1-acc=98.71%, top5-acc=100.00%, remaining_time=0:00:52.519578, arrival_time=2021-04-15 00:08:08.516569, cost_time=0:00:09.491498 2021-04-15 00:07:19,118 INFO : TRAIN, epoch=0163, iter=00040/00196, fetch data time cost=1.58ms, fps=820 images/s, loss=0.0601, top1-acc=98.81%, top5-acc=100.00%, remaining_time=0:00:49.190700, arrival_time=2021-04-15 00:08:08.309374, cost_time=0:00:12.613015 2021-04-15 00:07:22,235 INFO : TRAIN, epoch=0163, iter=00050/00196, fetch data time cost=2.01ms, fps=822 images/s, loss=0.0613, top1-acc=98.78%, top5-acc=100.00%, remaining_time=0:00:45.930870, arrival_time=2021-04-15 00:08:08.166148, cost_time=0:00:15.729763 2021-04-15 00:07:25,338 INFO : TRAIN, epoch=0163, iter=00060/00196, fetch data time cost=2.41ms, fps=825 images/s, loss=0.0606, top1-acc=98.83%, top5-acc=100.00%, remaining_time=0:00:42.688904, arrival_time=2021-04-15 00:08:08.027804, cost_time=0:00:18.833324 2021-04-15 00:07:28,440 INFO : TRAIN, epoch=0163, iter=00070/00196, fetch data time cost=1.60ms, fps=825 images/s, loss=0.0606, top1-acc=98.83%, top5-acc=100.00%, remaining_time=0:00:39.483360, arrival_time=2021-04-15 00:08:07.924172, cost_time=0:00:21.935218 2021-04-15 00:07:31,545 INFO : TRAIN, epoch=0163, iter=00080/00196, fetch data time cost=1.62ms, fps=825 images/s, loss=0.0610, top1-acc=98.78%, top5-acc=100.00%, remaining_time=0:00:36.307652, arrival_time=2021-04-15 00:08:07.852947, cost_time=0:00:25.039765 2021-04-15 00:07:34,651 INFO : TRAIN, epoch=0163, iter=00090/00196, fetch data time cost=1.55ms, fps=824 images/s, loss=0.0614, top1-acc=98.78%, top5-acc=100.00%, remaining_time=0:00:33.148956, arrival_time=2021-04-15 00:08:07.799860, cost_time=0:00:28.145378 2021-04-15 00:07:37,751 INFO : TRAIN, epoch=0163, iter=00100/00196, fetch data time cost=2.24ms, fps=826 images/s, loss=0.0615, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:29.995680, arrival_time=2021-04-15 00:08:07.746784, cost_time=0:00:31.245534 2021-04-15 00:07:40,861 INFO : TRAIN, epoch=0163, iter=00110/00196, fetch data time cost=1.61ms, fps=823 images/s, loss=0.0617, top1-acc=98.80%, top5-acc=100.00%, remaining_time=0:00:26.859950, arrival_time=2021-04-15 00:08:07.721317, cost_time=0:00:34.355696 2021-04-15 00:07:43,966 INFO : TRAIN, epoch=0163, iter=00120/00196, fetch data time cost=1.48ms, fps=825 images/s, loss=0.0616, top1-acc=98.80%, top5-acc=100.00%, remaining_time=0:00:23.725072, arrival_time=2021-04-15 00:08:07.691202, cost_time=0:00:37.460602 2021-04-15 00:07:47,077 INFO : TRAIN, epoch=0163, iter=00130/00196, fetch data time cost=2.69ms, fps=823 images/s, loss=0.0618, top1-acc=98.80%, top5-acc=100.00%, remaining_time=0:00:20.598006, arrival_time=2021-04-15 00:08:07.675442, cost_time=0:00:40.571856 2021-04-15 00:07:50,177 INFO : TRAIN, epoch=0163, iter=00140/00196, fetch data time cost=1.60ms, fps=826 images/s, loss=0.0616, top1-acc=98.81%, top5-acc=100.00%, remaining_time=0:00:17.468584, arrival_time=2021-04-15 00:08:07.645670, cost_time=0:00:43.671508 2021-04-15 00:07:53,281 INFO : TRAIN, epoch=0163, iter=00150/00196, fetch data time cost=2.04ms, fps=825 images/s, loss=0.0619, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:14.344594, arrival_time=2021-04-15 00:08:07.625990, cost_time=0:00:46.775882 2021-04-15 00:07:56,384 INFO : TRAIN, epoch=0163, iter=00160/00196, fetch data time cost=1.37ms, fps=825 images/s, loss=0.0623, top1-acc=98.77%, top5-acc=100.00%, remaining_time=0:00:11.222712, arrival_time=2021-04-15 00:08:07.606995, cost_time=0:00:49.878788 2021-04-15 00:07:59,501 INFO : TRAIN, epoch=0163, iter=00170/00196, fetch data time cost=3.19ms, fps=821 images/s, loss=0.0626, top1-acc=98.76%, top5-acc=100.00%, remaining_time=0:00:08.105240, arrival_time=2021-04-15 00:08:07.606495, cost_time=0:00:52.995722 2021-04-15 00:08:02,623 INFO : TRAIN, epoch=0163, iter=00180/00196, fetch data time cost=1.73ms, fps=820 images/s, loss=0.0631, top1-acc=98.73%, top5-acc=100.00%, remaining_time=0:00:04.988272, arrival_time=2021-04-15 00:08:07.611826, cost_time=0:00:56.118018 2021-04-15 00:08:05,734 INFO : TRAIN, epoch=0163, iter=00190/00196, fetch data time cost=1.25ms, fps=823 images/s, loss=0.0637, top1-acc=98.71%, top5-acc=100.00%, remaining_time=0:00:01.870374, arrival_time=2021-04-15 00:08:07.604371, cost_time=0:00:59.228473 2021-04-15 00:08:07,387 INFO : TRAIN, epoch=0163, iter=00196/00196, fetch data time cost=1.25ms, fps=823 images/s, loss=0.0639, top1-acc=98.72%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:08:07.387203, cost_time=0:01:00.881677 2021-04-15 00:08:08,466 INFO : EVAL, epoch=0163, iter=00010/00040, fetch data time cost=1.56ms, fps=2378 images/s, loss=1.0518, top1-acc=73.95%, top5-acc=93.32%, remaining_time=0:00:03.229740, arrival_time=2021-04-15 00:08:11.695908, cost_time=0:00:01.076575 2021-04-15 00:08:09,413 INFO : EVAL, epoch=0163, iter=00020/00040, fetch data time cost=1.50ms, fps=2704 images/s, loss=1.0516, top1-acc=73.93%, top5-acc=93.34%, remaining_time=0:00:02.024260, arrival_time=2021-04-15 00:08:11.437885, cost_time=0:00:02.024261 2021-04-15 00:08:10,355 INFO : EVAL, epoch=0163, iter=00030/00040, fetch data time cost=1.60ms, fps=2719 images/s, loss=1.0532, top1-acc=73.89%, top5-acc=93.16%, remaining_time=0:00:00.988730, arrival_time=2021-04-15 00:08:11.344438, cost_time=0:00:02.966196 2021-04-15 00:08:11,214 INFO : EVAL, epoch=0163, iter=00040/00040, fetch data time cost=0.08ms, fps=2704 images/s, loss=1.0579, top1-acc=73.88%, top5-acc=93.02%, remaining_time=0:00:00, arrival_time=2021-04-15 00:08:11.214287, cost_time=0:00:03.824947 2021-04-15 00:08:11,810 INFO : Epoch=0163 complete, best val top1-acc=73.88%, top5-acc=93.02% (epoch=163), remaining_time=0:40:10.376729, arrival_time=2021-04-15 00:48:22.187328, cost_time=2:56:58.686730 2021-04-15 00:08:11,812 INFO : Train start, epoch=0164, lr=0.008210 2021-04-15 00:08:15,113 INFO : TRAIN, epoch=0164, iter=00010/00196, fetch data time cost=2.11ms, fps=776 images/s, loss=0.0548, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:01:01.389672, arrival_time=2021-04-15 00:09:16.503214, cost_time=0:00:03.300524 2021-04-15 00:08:18,216 INFO : TRAIN, epoch=0164, iter=00020/00196, fetch data time cost=1.59ms, fps=825 images/s, loss=0.0513, top1-acc=99.16%, top5-acc=100.00%, remaining_time=0:00:56.349040, arrival_time=2021-04-15 00:09:14.565352, cost_time=0:00:06.403295 2021-04-15 00:08:21,319 INFO : TRAIN, epoch=0164, iter=00030/00196, fetch data time cost=1.43ms, fps=825 images/s, loss=0.0524, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:00:52.600088, arrival_time=2021-04-15 00:09:13.919142, cost_time=0:00:09.506041 2021-04-15 00:08:24,424 INFO : TRAIN, epoch=0164, iter=00040/00196, fetch data time cost=1.43ms, fps=825 images/s, loss=0.0532, top1-acc=99.04%, top5-acc=100.00%, remaining_time=0:00:49.183992, arrival_time=2021-04-15 00:09:13.608289, cost_time=0:00:12.611280 2021-04-15 00:08:27,532 INFO : TRAIN, epoch=0164, iter=00050/00196, fetch data time cost=1.45ms, fps=824 images/s, loss=0.0539, top1-acc=99.01%, top5-acc=100.00%, remaining_time=0:00:45.899188, arrival_time=2021-04-15 00:09:13.431102, cost_time=0:00:15.718897 2021-04-15 00:08:30,633 INFO : TRAIN, epoch=0164, iter=00060/00196, fetch data time cost=1.64ms, fps=826 images/s, loss=0.0544, top1-acc=99.04%, top5-acc=100.00%, remaining_time=0:00:42.659256, arrival_time=2021-04-15 00:09:13.292558, cost_time=0:00:18.820281 2021-04-15 00:08:33,743 INFO : TRAIN, epoch=0164, iter=00070/00196, fetch data time cost=1.57ms, fps=823 images/s, loss=0.0554, top1-acc=99.00%, top5-acc=100.00%, remaining_time=0:00:39.474414, arrival_time=2021-04-15 00:09:13.217701, cost_time=0:00:21.930262 2021-04-15 00:08:36,842 INFO : TRAIN, epoch=0164, iter=00080/00196, fetch data time cost=1.47ms, fps=826 images/s, loss=0.0563, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:36.292108, arrival_time=2021-04-15 00:09:13.134296, cost_time=0:00:25.029068 2021-04-15 00:08:39,946 INFO : TRAIN, epoch=0164, iter=00090/00196, fetch data time cost=2.25ms, fps=825 images/s, loss=0.0563, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:33.135494, arrival_time=2021-04-15 00:09:13.082320, cost_time=0:00:28.133870 2021-04-15 00:08:43,056 INFO : TRAIN, epoch=0164, iter=00100/00196, fetch data time cost=2.26ms, fps=823 images/s, loss=0.0565, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:29.993664, arrival_time=2021-04-15 00:09:13.050148, cost_time=0:00:31.243406 2021-04-15 00:08:46,162 INFO : TRAIN, epoch=0164, iter=00110/00196, fetch data time cost=1.87ms, fps=824 images/s, loss=0.0565, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:26.854962, arrival_time=2021-04-15 00:09:13.017390, cost_time=0:00:34.349409 2021-04-15 00:08:49,264 INFO : TRAIN, epoch=0164, iter=00120/00196, fetch data time cost=1.39ms, fps=826 images/s, loss=0.0568, top1-acc=98.92%, top5-acc=100.00%, remaining_time=0:00:23.719068, arrival_time=2021-04-15 00:09:12.983236, cost_time=0:00:37.451155 2021-04-15 00:08:52,372 INFO : TRAIN, epoch=0164, iter=00130/00196, fetch data time cost=1.61ms, fps=824 images/s, loss=0.0571, top1-acc=98.91%, top5-acc=100.00%, remaining_time=0:00:20.591670, arrival_time=2021-04-15 00:09:12.964059, cost_time=0:00:40.559367 2021-04-15 00:08:55,480 INFO : TRAIN, epoch=0164, iter=00140/00196, fetch data time cost=1.47ms, fps=824 images/s, loss=0.0569, top1-acc=98.93%, top5-acc=100.00%, remaining_time=0:00:17.467072, arrival_time=2021-04-15 00:09:12.947891, cost_time=0:00:43.667750 2021-04-15 00:08:58,589 INFO : TRAIN, epoch=0164, iter=00150/00196, fetch data time cost=1.42ms, fps=824 images/s, loss=0.0574, top1-acc=98.93%, top5-acc=100.00%, remaining_time=0:00:14.344732, arrival_time=2021-04-15 00:09:12.934038, cost_time=0:00:46.776290 2021-04-15 00:09:01,692 INFO : TRAIN, epoch=0164, iter=00160/00196, fetch data time cost=1.57ms, fps=825 images/s, loss=0.0573, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:11.222748, arrival_time=2021-04-15 00:09:12.914720, cost_time=0:00:49.878949 2021-04-15 00:09:04,795 INFO : TRAIN, epoch=0164, iter=00170/00196, fetch data time cost=1.68ms, fps=825 images/s, loss=0.0576, top1-acc=98.93%, top5-acc=100.00%, remaining_time=0:00:08.103160, arrival_time=2021-04-15 00:09:12.898473, cost_time=0:00:52.982166 2021-04-15 00:09:07,903 INFO : TRAIN, epoch=0164, iter=00180/00196, fetch data time cost=1.48ms, fps=824 images/s, loss=0.0578, top1-acc=98.92%, top5-acc=100.00%, remaining_time=0:00:04.985856, arrival_time=2021-04-15 00:09:12.889668, cost_time=0:00:56.090873 2021-04-15 00:09:11,000 INFO : TRAIN, epoch=0164, iter=00190/00196, fetch data time cost=1.81ms, fps=827 images/s, loss=0.0580, top1-acc=98.91%, top5-acc=100.00%, remaining_time=0:00:01.869066, arrival_time=2021-04-15 00:09:12.869111, cost_time=0:00:59.187024 2021-04-15 00:09:12,652 INFO : TRAIN, epoch=0164, iter=00196/00196, fetch data time cost=1.26ms, fps=824 images/s, loss=0.0583, top1-acc=98.91%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:09:12.652018, cost_time=0:01:00.839086 2021-04-15 00:09:13,761 INFO : EVAL, epoch=0164, iter=00010/00040, fetch data time cost=0.20ms, fps=2311 images/s, loss=1.0729, top1-acc=73.79%, top5-acc=93.09%, remaining_time=0:00:03.323550, arrival_time=2021-04-15 00:09:17.085325, cost_time=0:00:01.107847 2021-04-15 00:09:14,704 INFO : EVAL, epoch=0164, iter=00020/00040, fetch data time cost=1.62ms, fps=2718 images/s, loss=1.0791, top1-acc=73.55%, top5-acc=93.07%, remaining_time=0:00:02.050120, arrival_time=2021-04-15 00:09:16.754160, cost_time=0:00:02.050118 2021-04-15 00:09:15,646 INFO : EVAL, epoch=0164, iter=00030/00040, fetch data time cost=1.53ms, fps=2718 images/s, loss=1.0564, top1-acc=74.09%, top5-acc=93.23%, remaining_time=0:00:00.997410, arrival_time=2021-04-15 00:09:16.643557, cost_time=0:00:02.992229 2021-04-15 00:09:16,502 INFO : EVAL, epoch=0164, iter=00040/00040, fetch data time cost=0.08ms, fps=2710 images/s, loss=1.0507, top1-acc=73.97%, top5-acc=93.07%, remaining_time=0:00:00, arrival_time=2021-04-15 00:09:16.502702, cost_time=0:00:03.848807 2021-04-15 00:09:16,990 INFO : Epoch=0164 complete, best val top1-acc=73.97%, top5-acc=93.07% (epoch=164), remaining_time=0:39:05.239044, arrival_time=2021-04-15 00:48:22.229650, cost_time=2:58:03.866753 2021-04-15 00:09:16,992 INFO : Train start, epoch=0165, lr=0.007784 2021-04-15 00:09:20,270 INFO : TRAIN, epoch=0165, iter=00010/00196, fetch data time cost=1.80ms, fps=781 images/s, loss=0.0497, top1-acc=99.10%, top5-acc=99.96%, remaining_time=0:01:00.966336, arrival_time=2021-04-15 00:10:21.236432, cost_time=0:00:03.277757 2021-04-15 00:09:23,377 INFO : TRAIN, epoch=0165, iter=00020/00196, fetch data time cost=1.65ms, fps=824 images/s, loss=0.0476, top1-acc=99.16%, top5-acc=99.98%, remaining_time=0:00:56.194160, arrival_time=2021-04-15 00:10:19.572107, cost_time=0:00:06.385708 2021-04-15 00:09:26,488 INFO : TRAIN, epoch=0165, iter=00030/00196, fetch data time cost=2.44ms, fps=823 images/s, loss=0.0496, top1-acc=99.08%, top5-acc=99.99%, remaining_time=0:00:52.542486, arrival_time=2021-04-15 00:10:19.030449, cost_time=0:00:09.495633 2021-04-15 00:09:29,598 INFO : TRAIN, epoch=0165, iter=00040/00196, fetch data time cost=1.82ms, fps=823 images/s, loss=0.0509, top1-acc=99.04%, top5-acc=99.99%, remaining_time=0:00:49.163868, arrival_time=2021-04-15 00:10:18.762307, cost_time=0:00:12.606111 2021-04-15 00:09:32,712 INFO : TRAIN, epoch=0165, iter=00050/00196, fetch data time cost=1.45ms, fps=822 images/s, loss=0.0511, top1-acc=99.05%, top5-acc=99.99%, remaining_time=0:00:45.901816, arrival_time=2021-04-15 00:10:18.613925, cost_time=0:00:15.719782 2021-04-15 00:09:35,823 INFO : TRAIN, epoch=0165, iter=00060/00196, fetch data time cost=2.73ms, fps=823 images/s, loss=0.0505, top1-acc=99.10%, top5-acc=99.99%, remaining_time=0:00:42.683736, arrival_time=2021-04-15 00:10:18.507129, cost_time=0:00:18.831071 2021-04-15 00:09:38,938 INFO : TRAIN, epoch=0165, iter=00070/00196, fetch data time cost=1.39ms, fps=822 images/s, loss=0.0520, top1-acc=99.05%, top5-acc=99.99%, remaining_time=0:00:39.502260, arrival_time=2021-04-15 00:10:18.440449, cost_time=0:00:21.945714 2021-04-15 00:09:42,043 INFO : TRAIN, epoch=0165, iter=00080/00196, fetch data time cost=1.44ms, fps=825 images/s, loss=0.0518, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:00:36.324472, arrival_time=2021-04-15 00:10:18.368060, cost_time=0:00:25.051350 2021-04-15 00:09:45,144 INFO : TRAIN, epoch=0165, iter=00090/00196, fetch data time cost=1.61ms, fps=826 images/s, loss=0.0516, top1-acc=99.07%, top5-acc=100.00%, remaining_time=0:00:33.156800, arrival_time=2021-04-15 00:10:18.301087, cost_time=0:00:28.151960 2021-04-15 00:09:48,247 INFO : TRAIN, epoch=0165, iter=00100/00196, fetch data time cost=1.43ms, fps=825 images/s, loss=0.0520, top1-acc=99.05%, top5-acc=100.00%, remaining_time=0:00:30.004800, arrival_time=2021-04-15 00:10:18.252233, cost_time=0:00:31.255000 2021-04-15 00:09:51,348 INFO : TRAIN, epoch=0165, iter=00110/00196, fetch data time cost=1.60ms, fps=826 images/s, loss=0.0519, top1-acc=99.04%, top5-acc=100.00%, remaining_time=0:00:26.859950, arrival_time=2021-04-15 00:10:18.208031, cost_time=0:00:34.355741 2021-04-15 00:09:54,464 INFO : TRAIN, epoch=0165, iter=00120/00196, fetch data time cost=1.42ms, fps=822 images/s, loss=0.0522, top1-acc=99.03%, top5-acc=100.00%, remaining_time=0:00:23.732140, arrival_time=2021-04-15 00:10:18.196368, cost_time=0:00:37.471768 2021-04-15 00:09:57,572 INFO : TRAIN, epoch=0165, iter=00130/00196, fetch data time cost=1.98ms, fps=824 images/s, loss=0.0524, top1-acc=99.00%, top5-acc=100.00%, remaining_time=0:00:20.602032, arrival_time=2021-04-15 00:10:18.174259, cost_time=0:00:40.579743 2021-04-15 00:10:00,681 INFO : TRAIN, epoch=0165, iter=00140/00196, fetch data time cost=1.41ms, fps=823 images/s, loss=0.0526, top1-acc=98.99%, top5-acc=100.00%, remaining_time=0:00:17.475808, arrival_time=2021-04-15 00:10:18.157655, cost_time=0:00:43.689517 2021-04-15 00:10:03,787 INFO : TRAIN, epoch=0165, iter=00150/00196, fetch data time cost=1.44ms, fps=825 images/s, loss=0.0529, top1-acc=98.99%, top5-acc=100.00%, remaining_time=0:00:14.350344, arrival_time=2021-04-15 00:10:18.137321, cost_time=0:00:46.794643 2021-04-15 00:10:06,889 INFO : TRAIN, epoch=0165, iter=00160/00196, fetch data time cost=1.44ms, fps=825 images/s, loss=0.0527, top1-acc=99.01%, top5-acc=100.00%, remaining_time=0:00:11.226852, arrival_time=2021-04-15 00:10:18.116448, cost_time=0:00:49.897162 2021-04-15 00:10:10,004 INFO : TRAIN, epoch=0165, iter=00170/00196, fetch data time cost=1.49ms, fps=822 images/s, loss=0.0531, top1-acc=98.99%, top5-acc=100.00%, remaining_time=0:00:08.107710, arrival_time=2021-04-15 00:10:18.112007, cost_time=0:00:53.011979 2021-04-15 00:10:13,109 INFO : TRAIN, epoch=0165, iter=00180/00196, fetch data time cost=1.45ms, fps=825 images/s, loss=0.0529, top1-acc=98.99%, top5-acc=100.00%, remaining_time=0:00:04.988208, arrival_time=2021-04-15 00:10:18.097912, cost_time=0:00:56.117382 2021-04-15 00:10:16,232 INFO : TRAIN, epoch=0165, iter=00190/00196, fetch data time cost=1.83ms, fps=820 images/s, loss=0.0532, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:00:01.870728, arrival_time=2021-04-15 00:10:18.102826, cost_time=0:00:59.239694 2021-04-15 00:10:17,890 INFO : TRAIN, epoch=0165, iter=00196/00196, fetch data time cost=1.48ms, fps=821 images/s, loss=0.0535, top1-acc=98.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:10:17.890217, cost_time=0:01:00.897846 2021-04-15 00:10:18,949 INFO : EVAL, epoch=0165, iter=00010/00040, fetch data time cost=2.61ms, fps=2423 images/s, loss=1.0591, top1-acc=73.09%, top5-acc=92.66%, remaining_time=0:00:03.169530, arrival_time=2021-04-15 00:10:22.119039, cost_time=0:00:01.056509 2021-04-15 00:10:19,889 INFO : EVAL, epoch=0165, iter=00020/00040, fetch data time cost=1.48ms, fps=2723 images/s, loss=1.0426, top1-acc=73.63%, top5-acc=92.71%, remaining_time=0:00:01.996880, arrival_time=2021-04-15 00:10:21.886771, cost_time=0:00:01.996890 2021-04-15 00:10:20,836 INFO : EVAL, epoch=0165, iter=00030/00040, fetch data time cost=1.78ms, fps=2705 images/s, loss=1.0455, top1-acc=73.80%, top5-acc=93.10%, remaining_time=0:00:00.981160, arrival_time=2021-04-15 00:10:21.817740, cost_time=0:00:02.943483 2021-04-15 00:10:21,701 INFO : EVAL, epoch=0165, iter=00040/00040, fetch data time cost=0.11ms, fps=2684 images/s, loss=1.0344, top1-acc=74.19%, top5-acc=93.02%, remaining_time=0:00:00, arrival_time=2021-04-15 00:10:21.701520, cost_time=0:00:03.808549 2021-04-15 00:10:22,142 INFO : Epoch=0165 complete, best val top1-acc=74.19%, top5-acc=93.02% (epoch=165), remaining_time=0:38:00.094950, arrival_time=2021-04-15 00:48:22.237803, cost_time=2:59:09.019014 2021-04-15 00:10:22,144 INFO : Train start, epoch=0166, lr=0.007368 2021-04-15 00:10:25,437 INFO : TRAIN, epoch=0166, iter=00010/00196, fetch data time cost=2.15ms, fps=777 images/s, loss=0.0453, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:01:01.253520, arrival_time=2021-04-15 00:11:26.691210, cost_time=0:00:03.293197 2021-04-15 00:10:28,541 INFO : TRAIN, epoch=0166, iter=00020/00196, fetch data time cost=2.29ms, fps=825 images/s, loss=0.0495, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:56.297120, arrival_time=2021-04-15 00:11:24.839002, cost_time=0:00:06.397405 2021-04-15 00:10:31,647 INFO : TRAIN, epoch=0166, iter=00030/00196, fetch data time cost=1.46ms, fps=824 images/s, loss=0.0509, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:52.583654, arrival_time=2021-04-15 00:11:24.231139, cost_time=0:00:09.503059 2021-04-15 00:10:34,757 INFO : TRAIN, epoch=0166, iter=00040/00196, fetch data time cost=1.55ms, fps=823 images/s, loss=0.0504, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:00:49.188828, arrival_time=2021-04-15 00:11:23.945792, cost_time=0:00:12.612532 2021-04-15 00:10:37,866 INFO : TRAIN, epoch=0166, iter=00050/00196, fetch data time cost=1.44ms, fps=824 images/s, loss=0.0495, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:45.906780, arrival_time=2021-04-15 00:11:23.772691, cost_time=0:00:15.721480 2021-04-15 00:10:40,972 INFO : TRAIN, epoch=0166, iter=00060/00196, fetch data time cost=1.56ms, fps=824 images/s, loss=0.0488, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:42.676256, arrival_time=2021-04-15 00:11:23.648434, cost_time=0:00:18.827745 2021-04-15 00:10:44,086 INFO : TRAIN, epoch=0166, iter=00070/00196, fetch data time cost=1.46ms, fps=822 images/s, loss=0.0483, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:39.496086, arrival_time=2021-04-15 00:11:23.582946, cost_time=0:00:21.942288 2021-04-15 00:10:47,194 INFO : TRAIN, epoch=0166, iter=00080/00196, fetch data time cost=1.44ms, fps=824 images/s, loss=0.0477, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:36.322732, arrival_time=2021-04-15 00:11:23.517496, cost_time=0:00:25.050188 2021-04-15 00:10:50,302 INFO : TRAIN, epoch=0166, iter=00090/00196, fetch data time cost=1.51ms, fps=824 images/s, loss=0.0472, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:33.163372, arrival_time=2021-04-15 00:11:23.465375, cost_time=0:00:28.157581 2021-04-15 00:10:53,416 INFO : TRAIN, epoch=0166, iter=00100/00196, fetch data time cost=6.99ms, fps=822 images/s, loss=0.0471, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:00:30.020832, arrival_time=2021-04-15 00:11:23.437046, cost_time=0:00:31.271680 2021-04-15 00:10:56,530 INFO : TRAIN, epoch=0166, iter=00110/00196, fetch data time cost=2.22ms, fps=822 images/s, loss=0.0471, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:00:26.883514, arrival_time=2021-04-15 00:11:23.413873, cost_time=0:00:34.385921 2021-04-15 00:10:59,636 INFO : TRAIN, epoch=0166, iter=00120/00196, fetch data time cost=1.47ms, fps=824 images/s, loss=0.0468, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:00:23.745212, arrival_time=2021-04-15 00:11:23.382064, cost_time=0:00:37.492428 2021-04-15 00:11:02,748 INFO : TRAIN, epoch=0166, iter=00130/00196, fetch data time cost=1.56ms, fps=823 images/s, loss=0.0468, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:20.614110, arrival_time=2021-04-15 00:11:23.362228, cost_time=0:00:40.603579 2021-04-15 00:11:05,856 INFO : TRAIN, epoch=0166, iter=00140/00196, fetch data time cost=2.24ms, fps=824 images/s, loss=0.0472, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:17.484936, arrival_time=2021-04-15 00:11:23.341725, cost_time=0:00:43.712304 2021-04-15 00:11:08,969 INFO : TRAIN, epoch=0166, iter=00150/00196, fetch data time cost=1.54ms, fps=823 images/s, loss=0.0477, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:14.359498, arrival_time=2021-04-15 00:11:23.328409, cost_time=0:00:46.824468 2021-04-15 00:11:12,082 INFO : TRAIN, epoch=0166, iter=00160/00196, fetch data time cost=2.20ms, fps=822 images/s, loss=0.0482, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:11.235996, arrival_time=2021-04-15 00:11:23.318225, cost_time=0:00:49.937754 2021-04-15 00:11:15,196 INFO : TRAIN, epoch=0166, iter=00170/00196, fetch data time cost=2.23ms, fps=822 images/s, loss=0.0485, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:08.113846, arrival_time=2021-04-15 00:11:23.310333, cost_time=0:00:53.052004 2021-04-15 00:11:18,305 INFO : TRAIN, epoch=0166, iter=00180/00196, fetch data time cost=1.50ms, fps=824 images/s, loss=0.0484, top1-acc=99.20%, top5-acc=100.00%, remaining_time=0:00:04.992080, arrival_time=2021-04-15 00:11:23.297431, cost_time=0:00:56.160913 2021-04-15 00:11:21,414 INFO : TRAIN, epoch=0166, iter=00190/00196, fetch data time cost=1.78ms, fps=824 images/s, loss=0.0483, top1-acc=99.20%, top5-acc=100.00%, remaining_time=0:00:01.871676, arrival_time=2021-04-15 00:11:23.285921, cost_time=0:00:59.269761 2021-04-15 00:11:23,066 INFO : TRAIN, epoch=0166, iter=00196/00196, fetch data time cost=1.30ms, fps=823 images/s, loss=0.0484, top1-acc=99.20%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:11:23.066567, cost_time=0:01:00.922221 2021-04-15 00:11:24,172 INFO : EVAL, epoch=0166, iter=00010/00040, fetch data time cost=0.35ms, fps=2319 images/s, loss=1.0695, top1-acc=73.87%, top5-acc=92.70%, remaining_time=0:00:03.311340, arrival_time=2021-04-15 00:11:27.483827, cost_time=0:00:01.103777 2021-04-15 00:11:25,114 INFO : EVAL, epoch=0166, iter=00020/00040, fetch data time cost=1.81ms, fps=2718 images/s, loss=1.0481, top1-acc=74.32%, top5-acc=93.09%, remaining_time=0:00:02.046060, arrival_time=2021-04-15 00:11:27.160742, cost_time=0:00:02.046061 2021-04-15 00:11:26,054 INFO : EVAL, epoch=0166, iter=00030/00040, fetch data time cost=1.44ms, fps=2724 images/s, loss=1.0572, top1-acc=74.22%, top5-acc=93.18%, remaining_time=0:00:00.995350, arrival_time=2021-04-15 00:11:27.050006, cost_time=0:00:02.986041 2021-04-15 00:11:26,919 INFO : EVAL, epoch=0166, iter=00040/00040, fetch data time cost=0.10ms, fps=2686 images/s, loss=1.0412, top1-acc=74.39%, top5-acc=93.23%, remaining_time=0:00:00, arrival_time=2021-04-15 00:11:26.918979, cost_time=0:00:03.850243 2021-04-15 00:11:27,440 INFO : Epoch=0166 complete, best val top1-acc=74.39%, top5-acc=93.23% (epoch=166), remaining_time=0:36:54.980524, arrival_time=2021-04-15 00:48:22.421129, cost_time=3:00:14.316701 2021-04-15 00:11:27,442 INFO : Train start, epoch=0167, lr=0.006963 2021-04-15 00:11:30,725 INFO : TRAIN, epoch=0167, iter=00010/00196, fetch data time cost=1.69ms, fps=780 images/s, loss=0.0444, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:01:01.064544, arrival_time=2021-04-15 00:12:31.790023, cost_time=0:00:03.283045 2021-04-15 00:11:33,834 INFO : TRAIN, epoch=0167, iter=00020/00196, fetch data time cost=2.22ms, fps=824 images/s, loss=0.0420, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:56.249600, arrival_time=2021-04-15 00:12:30.083951, cost_time=0:00:06.392007 2021-04-15 00:11:36,940 INFO : TRAIN, epoch=0167, iter=00030/00196, fetch data time cost=2.01ms, fps=824 images/s, loss=0.0427, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:52.558256, arrival_time=2021-04-15 00:12:29.499024, cost_time=0:00:09.498485 2021-04-15 00:11:40,042 INFO : TRAIN, epoch=0167, iter=00040/00196, fetch data time cost=1.45ms, fps=825 images/s, loss=0.0429, top1-acc=99.37%, top5-acc=99.99%, remaining_time=0:00:49.142028, arrival_time=2021-04-15 00:12:29.184847, cost_time=0:00:12.600530 2021-04-15 00:11:43,148 INFO : TRAIN, epoch=0167, iter=00050/00196, fetch data time cost=1.43ms, fps=824 images/s, loss=0.0432, top1-acc=99.34%, top5-acc=99.99%, remaining_time=0:00:45.862104, arrival_time=2021-04-15 00:12:29.010599, cost_time=0:00:15.706201 2021-04-15 00:11:46,250 INFO : TRAIN, epoch=0167, iter=00060/00196, fetch data time cost=1.38ms, fps=825 images/s, loss=0.0430, top1-acc=99.34%, top5-acc=99.99%, remaining_time=0:00:42.632736, arrival_time=2021-04-15 00:12:28.883557, cost_time=0:00:18.808541 2021-04-15 00:11:49,357 INFO : TRAIN, epoch=0167, iter=00070/00196, fetch data time cost=1.61ms, fps=824 images/s, loss=0.0434, top1-acc=99.30%, top5-acc=99.99%, remaining_time=0:00:39.448080, arrival_time=2021-04-15 00:12:28.805922, cost_time=0:00:21.915574 2021-04-15 00:11:52,455 INFO : TRAIN, epoch=0167, iter=00080/00196, fetch data time cost=1.43ms, fps=827 images/s, loss=0.0437, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:36.268676, arrival_time=2021-04-15 00:12:28.723793, cost_time=0:00:25.012898 2021-04-15 00:11:55,553 INFO : TRAIN, epoch=0167, iter=00090/00196, fetch data time cost=1.39ms, fps=826 images/s, loss=0.0438, top1-acc=99.33%, top5-acc=100.00%, remaining_time=0:00:33.108358, arrival_time=2021-04-15 00:12:28.661524, cost_time=0:00:28.110876 2021-04-15 00:11:58,656 INFO : TRAIN, epoch=0167, iter=00100/00196, fetch data time cost=2.18ms, fps=825 images/s, loss=0.0436, top1-acc=99.35%, top5-acc=100.00%, remaining_time=0:00:29.965920, arrival_time=2021-04-15 00:12:28.622676, cost_time=0:00:31.214470 2021-04-15 00:12:01,759 INFO : TRAIN, epoch=0167, iter=00110/00196, fetch data time cost=1.48ms, fps=825 images/s, loss=0.0436, top1-acc=99.35%, top5-acc=100.00%, remaining_time=0:00:26.830022, arrival_time=2021-04-15 00:12:28.589735, cost_time=0:00:34.317477 2021-04-15 00:12:04,860 INFO : TRAIN, epoch=0167, iter=00120/00196, fetch data time cost=1.42ms, fps=826 images/s, loss=0.0437, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:23.697940, arrival_time=2021-04-15 00:12:28.557919, cost_time=0:00:37.417778 2021-04-15 00:12:07,967 INFO : TRAIN, epoch=0167, iter=00130/00196, fetch data time cost=1.44ms, fps=824 images/s, loss=0.0434, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:20.574246, arrival_time=2021-04-15 00:12:28.541593, cost_time=0:00:40.524986 2021-04-15 00:12:11,072 INFO : TRAIN, epoch=0167, iter=00140/00196, fetch data time cost=1.86ms, fps=825 images/s, loss=0.0437, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:17.452176, arrival_time=2021-04-15 00:12:28.524793, cost_time=0:00:43.630391 2021-04-15 00:12:14,180 INFO : TRAIN, epoch=0167, iter=00150/00196, fetch data time cost=1.54ms, fps=824 images/s, loss=0.0443, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:14.332910, arrival_time=2021-04-15 00:12:28.513000, cost_time=0:00:46.737795 2021-04-15 00:12:17,297 INFO : TRAIN, epoch=0167, iter=00160/00196, fetch data time cost=1.40ms, fps=821 images/s, loss=0.0443, top1-acc=99.33%, top5-acc=100.00%, remaining_time=0:00:11.217492, arrival_time=2021-04-15 00:12:28.515233, cost_time=0:00:49.855463 2021-04-15 00:12:20,410 INFO : TRAIN, epoch=0167, iter=00170/00196, fetch data time cost=4.72ms, fps=823 images/s, loss=0.0442, top1-acc=99.33%, top5-acc=100.00%, remaining_time=0:00:08.101028, arrival_time=2021-04-15 00:12:28.511550, cost_time=0:00:52.968229 2021-04-15 00:12:23,517 INFO : TRAIN, epoch=0167, iter=00180/00196, fetch data time cost=2.09ms, fps=824 images/s, loss=0.0447, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:04.984480, arrival_time=2021-04-15 00:12:28.502225, cost_time=0:00:56.075448 2021-04-15 00:12:26,625 INFO : TRAIN, epoch=0167, iter=00190/00196, fetch data time cost=1.31ms, fps=824 images/s, loss=0.0447, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:01.868946, arrival_time=2021-04-15 00:12:28.494630, cost_time=0:00:59.183243 2021-04-15 00:12:28,279 INFO : TRAIN, epoch=0167, iter=00196/00196, fetch data time cost=1.96ms, fps=823 images/s, loss=0.0448, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:12:28.279057, cost_time=0:01:00.836762 2021-04-15 00:12:29,377 INFO : EVAL, epoch=0167, iter=00010/00040, fetch data time cost=0.19ms, fps=2334 images/s, loss=1.0059, top1-acc=74.73%, top5-acc=93.98%, remaining_time=0:00:03.290190, arrival_time=2021-04-15 00:12:32.668114, cost_time=0:00:01.096728 2021-04-15 00:12:30,321 INFO : EVAL, epoch=0167, iter=00020/00040, fetch data time cost=1.38ms, fps=2715 images/s, loss=1.0337, top1-acc=74.47%, top5-acc=93.40%, remaining_time=0:00:02.039860, arrival_time=2021-04-15 00:12:32.360990, cost_time=0:00:02.039861 2021-04-15 00:12:31,266 INFO : EVAL, epoch=0167, iter=00030/00040, fetch data time cost=1.46ms, fps=2710 images/s, loss=1.0186, top1-acc=74.71%, top5-acc=93.44%, remaining_time=0:00:00.995000, arrival_time=2021-04-15 00:12:32.261232, cost_time=0:00:02.985000 2021-04-15 00:12:32,123 INFO : EVAL, epoch=0167, iter=00040/00040, fetch data time cost=0.07ms, fps=2709 images/s, loss=1.0270, top1-acc=74.38%, top5-acc=93.38%, remaining_time=0:00:00, arrival_time=2021-04-15 00:12:32.123035, cost_time=0:00:03.841878 2021-04-15 00:12:32,550 INFO : Epoch=0167 complete, best val top1-acc=74.39%, top5-acc=93.23% (epoch=166), remaining_time=0:35:49.826712, arrival_time=2021-04-15 00:48:22.376713, cost_time=3:01:19.426120 2021-04-15 00:12:32,552 INFO : Train start, epoch=0168, lr=0.006568 2021-04-15 00:12:35,872 INFO : TRAIN, epoch=0168, iter=00010/00196, fetch data time cost=1.41ms, fps=771 images/s, loss=0.0425, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:01:01.754604, arrival_time=2021-04-15 00:13:37.627124, cost_time=0:00:03.320141 2021-04-15 00:12:38,974 INFO : TRAIN, epoch=0168, iter=00020/00196, fetch data time cost=1.51ms, fps=826 images/s, loss=0.0395, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:56.515184, arrival_time=2021-04-15 00:13:35.489732, cost_time=0:00:06.422187 2021-04-15 00:12:42,079 INFO : TRAIN, epoch=0168, iter=00030/00196, fetch data time cost=1.53ms, fps=825 images/s, loss=0.0385, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:52.718944, arrival_time=2021-04-15 00:13:34.798740, cost_time=0:00:09.527531 2021-04-15 00:12:45,198 INFO : TRAIN, epoch=0168, iter=00040/00196, fetch data time cost=2.18ms, fps=821 images/s, loss=0.0383, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:49.320960, arrival_time=2021-04-15 00:13:34.519606, cost_time=0:00:12.646385 2021-04-15 00:12:48,299 INFO : TRAIN, epoch=0168, iter=00050/00196, fetch data time cost=1.62ms, fps=826 images/s, loss=0.0392, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:45.981678, arrival_time=2021-04-15 00:13:34.281104, cost_time=0:00:15.747160 2021-04-15 00:12:51,404 INFO : TRAIN, epoch=0168, iter=00060/00196, fetch data time cost=1.63ms, fps=825 images/s, loss=0.0392, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:42.731200, arrival_time=2021-04-15 00:13:34.135428, cost_time=0:00:18.851976 2021-04-15 00:12:54,508 INFO : TRAIN, epoch=0168, iter=00070/00196, fetch data time cost=1.38ms, fps=825 images/s, loss=0.0391, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:39.520530, arrival_time=2021-04-15 00:13:34.028626, cost_time=0:00:21.955834 2021-04-15 00:12:57,619 INFO : TRAIN, epoch=0168, iter=00080/00196, fetch data time cost=2.20ms, fps=823 images/s, loss=0.0392, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:36.346744, arrival_time=2021-04-15 00:13:33.965689, cost_time=0:00:25.066681 2021-04-15 00:13:00,732 INFO : TRAIN, epoch=0168, iter=00090/00196, fetch data time cost=2.63ms, fps=822 images/s, loss=0.0395, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:33.189978, arrival_time=2021-04-15 00:13:33.922475, cost_time=0:00:28.180152 2021-04-15 00:13:03,841 INFO : TRAIN, epoch=0168, iter=00100/00196, fetch data time cost=1.65ms, fps=824 images/s, loss=0.0401, top1-acc=99.42%, top5-acc=100.00%, remaining_time=0:00:30.037248, arrival_time=2021-04-15 00:13:33.878327, cost_time=0:00:31.288807 2021-04-15 00:13:06,942 INFO : TRAIN, epoch=0168, iter=00110/00196, fetch data time cost=1.35ms, fps=826 images/s, loss=0.0403, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:26.887126, arrival_time=2021-04-15 00:13:33.829930, cost_time=0:00:34.390544 2021-04-15 00:13:10,038 INFO : TRAIN, epoch=0168, iter=00120/00196, fetch data time cost=1.41ms, fps=827 images/s, loss=0.0408, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:23.740880, arrival_time=2021-04-15 00:13:33.778855, cost_time=0:00:37.485648 2021-04-15 00:13:13,142 INFO : TRAIN, epoch=0168, iter=00130/00196, fetch data time cost=1.43ms, fps=825 images/s, loss=0.0409, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:20.607378, arrival_time=2021-04-15 00:13:33.750093, cost_time=0:00:40.590346 2021-04-15 00:13:16,244 INFO : TRAIN, epoch=0168, iter=00140/00196, fetch data time cost=1.45ms, fps=825 images/s, loss=0.0409, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:17.477040, arrival_time=2021-04-15 00:13:33.721856, cost_time=0:00:43.692627 2021-04-15 00:13:19,355 INFO : TRAIN, epoch=0168, iter=00150/00196, fetch data time cost=1.51ms, fps=823 images/s, loss=0.0406, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:14.353058, arrival_time=2021-04-15 00:13:33.708747, cost_time=0:00:46.803433 2021-04-15 00:13:22,459 INFO : TRAIN, epoch=0168, iter=00160/00196, fetch data time cost=1.38ms, fps=825 images/s, loss=0.0406, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:11.229156, arrival_time=2021-04-15 00:13:33.688872, cost_time=0:00:49.907393 2021-04-15 00:13:25,567 INFO : TRAIN, epoch=0168, iter=00170/00196, fetch data time cost=1.69ms, fps=824 images/s, loss=0.0412, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:08.108204, arrival_time=2021-04-15 00:13:33.675644, cost_time=0:00:53.015181 2021-04-15 00:13:28,664 INFO : TRAIN, epoch=0168, iter=00180/00196, fetch data time cost=1.44ms, fps=827 images/s, loss=0.0415, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:04.987792, arrival_time=2021-04-15 00:13:33.652726, cost_time=0:00:56.112747 2021-04-15 00:13:31,765 INFO : TRAIN, epoch=0168, iter=00190/00196, fetch data time cost=1.28ms, fps=826 images/s, loss=0.0416, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:01.869876, arrival_time=2021-04-15 00:13:33.634846, cost_time=0:00:59.212661 2021-04-15 00:13:33,418 INFO : TRAIN, epoch=0168, iter=00196/00196, fetch data time cost=1.28ms, fps=823 images/s, loss=0.0419, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:13:33.418722, cost_time=0:01:00.866533 2021-04-15 00:13:34,484 INFO : EVAL, epoch=0168, iter=00010/00040, fetch data time cost=1.31ms, fps=2408 images/s, loss=1.0955, top1-acc=73.83%, top5-acc=92.54%, remaining_time=0:00:03.189300, arrival_time=2021-04-15 00:13:37.673455, cost_time=0:00:01.063104 2021-04-15 00:13:35,425 INFO : EVAL, epoch=0168, iter=00020/00040, fetch data time cost=1.40ms, fps=2721 images/s, loss=1.0566, top1-acc=74.32%, top5-acc=92.93%, remaining_time=0:00:02.004340, arrival_time=2021-04-15 00:13:37.429724, cost_time=0:00:02.004340 2021-04-15 00:13:36,367 INFO : EVAL, epoch=0168, iter=00030/00040, fetch data time cost=1.53ms, fps=2717 images/s, loss=1.0528, top1-acc=74.26%, top5-acc=93.05%, remaining_time=0:00:00.982250, arrival_time=2021-04-15 00:13:37.350043, cost_time=0:00:02.946743 2021-04-15 00:13:37,227 INFO : EVAL, epoch=0168, iter=00040/00040, fetch data time cost=0.06ms, fps=2701 images/s, loss=1.0696, top1-acc=74.69%, top5-acc=93.17%, remaining_time=0:00:00, arrival_time=2021-04-15 00:13:37.227153, cost_time=0:00:03.806136 2021-04-15 00:13:37,738 INFO : Epoch=0168 complete, best val top1-acc=74.69%, top5-acc=93.17% (epoch=168), remaining_time=0:34:44.688416, arrival_time=2021-04-15 00:48:22.426414, cost_time=3:02:24.614121 2021-04-15 00:13:37,739 INFO : Train start, epoch=0169, lr=0.006185 2021-04-15 00:13:41,016 INFO : TRAIN, epoch=0169, iter=00010/00196, fetch data time cost=1.96ms, fps=781 images/s, loss=0.0342, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:01:00.930252, arrival_time=2021-04-15 00:14:41.946179, cost_time=0:00:03.275821 2021-04-15 00:13:44,119 INFO : TRAIN, epoch=0169, iter=00020/00196, fetch data time cost=1.51ms, fps=825 images/s, loss=0.0352, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:56.134320, arrival_time=2021-04-15 00:14:40.253320, cost_time=0:00:06.378907 2021-04-15 00:13:47,225 INFO : TRAIN, epoch=0169, iter=00030/00196, fetch data time cost=1.60ms, fps=824 images/s, loss=0.0347, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:52.487042, arrival_time=2021-04-15 00:14:39.712749, cost_time=0:00:09.485623 2021-04-15 00:13:50,332 INFO : TRAIN, epoch=0169, iter=00040/00196, fetch data time cost=1.48ms, fps=824 images/s, loss=0.0350, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:49.109892, arrival_time=2021-04-15 00:14:39.442269, cost_time=0:00:12.592280 2021-04-15 00:13:53,444 INFO : TRAIN, epoch=0169, iter=00050/00196, fetch data time cost=1.45ms, fps=823 images/s, loss=0.0348, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:45.855680, arrival_time=2021-04-15 00:14:39.299781, cost_time=0:00:15.704024 2021-04-15 00:13:56,550 INFO : TRAIN, epoch=0169, iter=00060/00196, fetch data time cost=1.96ms, fps=824 images/s, loss=0.0356, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:42.635592, arrival_time=2021-04-15 00:14:39.185510, cost_time=0:00:18.809836 2021-04-15 00:13:59,655 INFO : TRAIN, epoch=0169, iter=00070/00196, fetch data time cost=1.47ms, fps=824 images/s, loss=0.0353, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:39.447702, arrival_time=2021-04-15 00:14:39.103212, cost_time=0:00:21.915383 2021-04-15 00:14:02,759 INFO : TRAIN, epoch=0169, iter=00080/00196, fetch data time cost=1.73ms, fps=825 images/s, loss=0.0355, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:36.277724, arrival_time=2021-04-15 00:14:39.036847, cost_time=0:00:25.019119 2021-04-15 00:14:05,859 INFO : TRAIN, epoch=0169, iter=00090/00196, fetch data time cost=1.52ms, fps=826 images/s, loss=0.0355, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:33.117792, arrival_time=2021-04-15 00:14:38.976731, cost_time=0:00:28.118847 2021-04-15 00:14:08,960 INFO : TRAIN, epoch=0169, iter=00100/00196, fetch data time cost=1.58ms, fps=826 images/s, loss=0.0357, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:29.971680, arrival_time=2021-04-15 00:14:38.932168, cost_time=0:00:31.220487 2021-04-15 00:14:12,058 INFO : TRAIN, epoch=0169, iter=00110/00196, fetch data time cost=1.70ms, fps=826 images/s, loss=0.0362, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:26.830796, arrival_time=2021-04-15 00:14:38.889294, cost_time=0:00:34.318414 2021-04-15 00:14:15,162 INFO : TRAIN, epoch=0169, iter=00120/00196, fetch data time cost=1.60ms, fps=825 images/s, loss=0.0368, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:23.700676, arrival_time=2021-04-15 00:14:38.862764, cost_time=0:00:37.422084 2021-04-15 00:14:18,276 INFO : TRAIN, epoch=0169, iter=00130/00196, fetch data time cost=1.32ms, fps=822 images/s, loss=0.0374, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:20.579790, arrival_time=2021-04-15 00:14:38.855809, cost_time=0:00:40.535934 2021-04-15 00:14:21,379 INFO : TRAIN, epoch=0169, iter=00140/00196, fetch data time cost=1.54ms, fps=825 images/s, loss=0.0374, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:17.455872, arrival_time=2021-04-15 00:14:38.835517, cost_time=0:00:43.639649 2021-04-15 00:14:24,482 INFO : TRAIN, epoch=0169, iter=00150/00196, fetch data time cost=1.36ms, fps=825 images/s, loss=0.0379, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:14.334244, arrival_time=2021-04-15 00:14:38.816482, cost_time=0:00:46.742035 2021-04-15 00:14:27,583 INFO : TRAIN, epoch=0169, iter=00160/00196, fetch data time cost=1.57ms, fps=826 images/s, loss=0.0379, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:11.214684, arrival_time=2021-04-15 00:14:38.797779, cost_time=0:00:49.843091 2021-04-15 00:14:30,696 INFO : TRAIN, epoch=0169, iter=00170/00196, fetch data time cost=1.43ms, fps=822 images/s, loss=0.0379, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:08.099156, arrival_time=2021-04-15 00:14:38.795234, cost_time=0:00:52.956077 2021-04-15 00:14:33,793 INFO : TRAIN, epoch=0169, iter=00180/00196, fetch data time cost=1.43ms, fps=827 images/s, loss=0.0378, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:04.982528, arrival_time=2021-04-15 00:14:38.776045, cost_time=0:00:56.053513 2021-04-15 00:14:36,894 INFO : TRAIN, epoch=0169, iter=00190/00196, fetch data time cost=1.24ms, fps=826 images/s, loss=0.0383, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:01.868022, arrival_time=2021-04-15 00:14:38.762081, cost_time=0:00:59.153970 2021-04-15 00:14:38,543 INFO : TRAIN, epoch=0169, iter=00196/00196, fetch data time cost=1.28ms, fps=825 images/s, loss=0.0386, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:14:38.543601, cost_time=0:01:00.803616 2021-04-15 00:14:39,614 INFO : EVAL, epoch=0169, iter=00010/00040, fetch data time cost=1.24ms, fps=2395 images/s, loss=0.9921, top1-acc=75.74%, top5-acc=93.67%, remaining_time=0:00:03.206790, arrival_time=2021-04-15 00:14:42.821027, cost_time=0:00:01.068933 2021-04-15 00:14:40,555 INFO : EVAL, epoch=0169, iter=00020/00040, fetch data time cost=1.58ms, fps=2721 images/s, loss=0.9920, top1-acc=75.37%, top5-acc=93.77%, remaining_time=0:00:02.009960, arrival_time=2021-04-15 00:14:42.565214, cost_time=0:00:02.009952 2021-04-15 00:14:41,497 INFO : EVAL, epoch=0169, iter=00030/00040, fetch data time cost=1.44ms, fps=2719 images/s, loss=1.0195, top1-acc=74.96%, top5-acc=93.49%, remaining_time=0:00:00.983920, arrival_time=2021-04-15 00:14:42.480978, cost_time=0:00:02.951749 2021-04-15 00:14:42,356 INFO : EVAL, epoch=0169, iter=00040/00040, fetch data time cost=0.07ms, fps=2699 images/s, loss=1.0109, top1-acc=74.74%, top5-acc=93.44%, remaining_time=0:00:00, arrival_time=2021-04-15 00:14:42.356873, cost_time=0:00:03.811594 2021-04-15 00:14:42,995 INFO : Epoch=0169 complete, best val top1-acc=74.74%, top5-acc=93.44% (epoch=169), remaining_time=0:33:39.562208, arrival_time=2021-04-15 00:48:22.557392, cost_time=3:03:29.871344 2021-04-15 00:14:42,996 INFO : Train start, epoch=0170, lr=0.005812 2021-04-15 00:14:46,288 INFO : TRAIN, epoch=0170, iter=00010/00196, fetch data time cost=1.44ms, fps=778 images/s, loss=0.0355, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:01:01.233246, arrival_time=2021-04-15 00:15:47.521914, cost_time=0:00:03.292107 2021-04-15 00:14:49,397 INFO : TRAIN, epoch=0170, iter=00020/00196, fetch data time cost=1.59ms, fps=824 images/s, loss=0.0373, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:56.325104, arrival_time=2021-04-15 00:15:45.722304, cost_time=0:00:06.400576 2021-04-15 00:14:52,503 INFO : TRAIN, epoch=0170, iter=00030/00196, fetch data time cost=1.78ms, fps=824 images/s, loss=0.0371, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:52.603574, arrival_time=2021-04-15 00:15:45.106836, cost_time=0:00:09.506666 2021-04-15 00:14:55,605 INFO : TRAIN, epoch=0170, iter=00040/00196, fetch data time cost=1.43ms, fps=825 images/s, loss=0.0357, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:49.172760, arrival_time=2021-04-15 00:15:44.777730, cost_time=0:00:12.608400 2021-04-15 00:14:58,712 INFO : TRAIN, epoch=0170, iter=00050/00196, fetch data time cost=1.52ms, fps=824 images/s, loss=0.0359, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:45.889114, arrival_time=2021-04-15 00:15:44.601113, cost_time=0:00:15.715430 2021-04-15 00:15:01,812 INFO : TRAIN, epoch=0170, iter=00060/00196, fetch data time cost=1.43ms, fps=826 images/s, loss=0.0350, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:42.648240, arrival_time=2021-04-15 00:15:44.460258, cost_time=0:00:18.815406 2021-04-15 00:15:04,921 INFO : TRAIN, epoch=0170, iter=00070/00196, fetch data time cost=1.43ms, fps=823 images/s, loss=0.0351, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:39.464838, arrival_time=2021-04-15 00:15:44.386373, cost_time=0:00:21.924882 2021-04-15 00:15:08,026 INFO : TRAIN, epoch=0170, iter=00080/00196, fetch data time cost=1.35ms, fps=825 images/s, loss=0.0351, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:36.293036, arrival_time=2021-04-15 00:15:44.319295, cost_time=0:00:25.029679 2021-04-15 00:15:11,125 INFO : TRAIN, epoch=0170, iter=00090/00196, fetch data time cost=2.47ms, fps=826 images/s, loss=0.0349, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:33.129028, arrival_time=2021-04-15 00:15:44.253992, cost_time=0:00:28.128397 2021-04-15 00:15:14,231 INFO : TRAIN, epoch=0170, iter=00100/00196, fetch data time cost=2.09ms, fps=824 images/s, loss=0.0348, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:29.985216, arrival_time=2021-04-15 00:15:44.216538, cost_time=0:00:31.234632 2021-04-15 00:15:17,335 INFO : TRAIN, epoch=0170, iter=00110/00196, fetch data time cost=1.97ms, fps=825 images/s, loss=0.0347, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:26.846620, arrival_time=2021-04-15 00:15:44.181938, cost_time=0:00:34.338676 2021-04-15 00:15:20,439 INFO : TRAIN, epoch=0170, iter=00120/00196, fetch data time cost=1.49ms, fps=825 images/s, loss=0.0347, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:23.713976, arrival_time=2021-04-15 00:15:44.153766, cost_time=0:00:37.443128 2021-04-15 00:15:23,554 INFO : TRAIN, epoch=0170, iter=00130/00196, fetch data time cost=2.94ms, fps=822 images/s, loss=0.0347, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:20.590746, arrival_time=2021-04-15 00:15:44.144932, cost_time=0:00:40.557484 2021-04-15 00:15:26,662 INFO : TRAIN, epoch=0170, iter=00140/00196, fetch data time cost=2.20ms, fps=824 images/s, loss=0.0349, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:17.466456, arrival_time=2021-04-15 00:15:44.129248, cost_time=0:00:43.666144 2021-04-15 00:15:29,766 INFO : TRAIN, epoch=0170, iter=00150/00196, fetch data time cost=1.63ms, fps=825 images/s, loss=0.0350, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:14.342708, arrival_time=2021-04-15 00:15:44.109109, cost_time=0:00:46.769746 2021-04-15 00:15:32,870 INFO : TRAIN, epoch=0170, iter=00160/00196, fetch data time cost=1.52ms, fps=825 images/s, loss=0.0351, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:11.221560, arrival_time=2021-04-15 00:15:44.091802, cost_time=0:00:49.873584 2021-04-15 00:15:35,983 INFO : TRAIN, epoch=0170, iter=00170/00196, fetch data time cost=1.37ms, fps=822 images/s, loss=0.0351, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:08.103862, arrival_time=2021-04-15 00:15:44.087273, cost_time=0:00:52.986752 2021-04-15 00:15:39,084 INFO : TRAIN, epoch=0170, iter=00180/00196, fetch data time cost=1.37ms, fps=826 images/s, loss=0.0353, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:04.985616, arrival_time=2021-04-15 00:15:44.070456, cost_time=0:00:56.088186 2021-04-15 00:15:42,187 INFO : TRAIN, epoch=0170, iter=00190/00196, fetch data time cost=1.30ms, fps=825 images/s, loss=0.0352, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:01.869192, arrival_time=2021-04-15 00:15:44.057011, cost_time=0:00:59.191173 2021-04-15 00:15:43,841 INFO : TRAIN, epoch=0170, iter=00196/00196, fetch data time cost=1.92ms, fps=823 images/s, loss=0.0356, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:15:43.841405, cost_time=0:01:00.844764 2021-04-15 00:15:44,955 INFO : EVAL, epoch=0170, iter=00010/00040, fetch data time cost=0.21ms, fps=2303 images/s, loss=1.0149, top1-acc=75.47%, top5-acc=94.02%, remaining_time=0:00:03.334860, arrival_time=2021-04-15 00:15:48.289919, cost_time=0:00:01.111618 2021-04-15 00:15:45,895 INFO : EVAL, epoch=0170, iter=00020/00040, fetch data time cost=1.32ms, fps=2723 images/s, loss=0.9996, top1-acc=75.51%, top5-acc=94.00%, remaining_time=0:00:02.052240, arrival_time=2021-04-15 00:15:47.947895, cost_time=0:00:02.052237 2021-04-15 00:15:46,836 INFO : EVAL, epoch=0170, iter=00030/00040, fetch data time cost=1.48ms, fps=2723 images/s, loss=1.0238, top1-acc=75.26%, top5-acc=93.66%, remaining_time=0:00:00.997620, arrival_time=2021-04-15 00:15:47.833886, cost_time=0:00:02.992853 2021-04-15 00:15:47,696 INFO : EVAL, epoch=0170, iter=00040/00040, fetch data time cost=0.09ms, fps=2698 images/s, loss=1.0277, top1-acc=74.99%, top5-acc=93.37%, remaining_time=0:00:00, arrival_time=2021-04-15 00:15:47.696393, cost_time=0:00:03.852986 2021-04-15 00:15:48,220 INFO : Epoch=0170 complete, best val top1-acc=74.99%, top5-acc=93.37% (epoch=170), remaining_time=0:32:34.428900, arrival_time=2021-04-15 00:48:22.649764, cost_time=3:04:35.097027 2021-04-15 00:15:48,222 INFO : Train start, epoch=0171, lr=0.005450 2021-04-15 00:15:51,484 INFO : TRAIN, epoch=0171, iter=00010/00196, fetch data time cost=1.46ms, fps=785 images/s, loss=0.0343, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:01:00.668550, arrival_time=2021-04-15 00:16:52.152731, cost_time=0:00:03.261749 2021-04-15 00:15:54,587 INFO : TRAIN, epoch=0171, iter=00020/00196, fetch data time cost=1.54ms, fps=825 images/s, loss=0.0338, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:56.008832, arrival_time=2021-04-15 00:16:50.595891, cost_time=0:00:06.364633 2021-04-15 00:15:57,695 INFO : TRAIN, epoch=0171, iter=00030/00196, fetch data time cost=1.35ms, fps=824 images/s, loss=0.0325, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:52.415828, arrival_time=2021-04-15 00:16:50.111008, cost_time=0:00:09.472753 2021-04-15 00:16:00,806 INFO : TRAIN, epoch=0171, iter=00040/00196, fetch data time cost=1.72ms, fps=823 images/s, loss=0.0324, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:49.075260, arrival_time=2021-04-15 00:16:49.881227, cost_time=0:00:12.583416 2021-04-15 00:16:03,914 INFO : TRAIN, epoch=0171, iter=00050/00196, fetch data time cost=2.23ms, fps=824 images/s, loss=0.0327, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:45.820348, arrival_time=2021-04-15 00:16:49.734664, cost_time=0:00:15.691890 2021-04-15 00:16:07,024 INFO : TRAIN, epoch=0171, iter=00060/00196, fetch data time cost=1.51ms, fps=823 images/s, loss=0.0325, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:42.617776, arrival_time=2021-04-15 00:16:49.642382, cost_time=0:00:18.801935 2021-04-15 00:16:10,136 INFO : TRAIN, epoch=0171, iter=00070/00196, fetch data time cost=1.51ms, fps=823 images/s, loss=0.0328, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:39.444174, arrival_time=2021-04-15 00:16:49.580092, cost_time=0:00:21.913399 2021-04-15 00:16:13,247 INFO : TRAIN, epoch=0171, iter=00080/00196, fetch data time cost=1.46ms, fps=823 images/s, loss=0.0327, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:36.285380, arrival_time=2021-04-15 00:16:49.532450, cost_time=0:00:25.024434 2021-04-15 00:16:16,353 INFO : TRAIN, epoch=0171, iter=00090/00196, fetch data time cost=1.41ms, fps=824 images/s, loss=0.0327, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:33.131572, arrival_time=2021-04-15 00:16:49.484618, cost_time=0:00:28.130621 2021-04-15 00:16:19,464 INFO : TRAIN, epoch=0171, iter=00100/00196, fetch data time cost=1.44ms, fps=823 images/s, loss=0.0324, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:29.992512, arrival_time=2021-04-15 00:16:49.457113, cost_time=0:00:31.242169 2021-04-15 00:16:22,578 INFO : TRAIN, epoch=0171, iter=00110/00196, fetch data time cost=2.27ms, fps=822 images/s, loss=0.0326, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:26.860208, arrival_time=2021-04-15 00:16:49.438752, cost_time=0:00:34.356073 2021-04-15 00:16:25,691 INFO : TRAIN, epoch=0171, iter=00120/00196, fetch data time cost=2.39ms, fps=823 images/s, loss=0.0326, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:23.730392, arrival_time=2021-04-15 00:16:49.421853, cost_time=0:00:37.469030 2021-04-15 00:16:28,798 INFO : TRAIN, epoch=0171, iter=00130/00196, fetch data time cost=6.40ms, fps=824 images/s, loss=0.0325, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:20.600118, arrival_time=2021-04-15 00:16:49.398634, cost_time=0:00:40.576037 2021-04-15 00:16:31,899 INFO : TRAIN, epoch=0171, iter=00140/00196, fetch data time cost=1.43ms, fps=826 images/s, loss=0.0326, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:17.470880, arrival_time=2021-04-15 00:16:49.370519, cost_time=0:00:43.677229 2021-04-15 00:16:35,005 INFO : TRAIN, epoch=0171, iter=00150/00196, fetch data time cost=1.51ms, fps=825 images/s, loss=0.0327, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:14.346664, arrival_time=2021-04-15 00:16:49.351743, cost_time=0:00:46.782642 2021-04-15 00:16:38,108 INFO : TRAIN, epoch=0171, iter=00160/00196, fetch data time cost=1.46ms, fps=825 images/s, loss=0.0328, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:11.224332, arrival_time=2021-04-15 00:16:49.332681, cost_time=0:00:49.885923 2021-04-15 00:16:41,215 INFO : TRAIN, epoch=0171, iter=00170/00196, fetch data time cost=1.59ms, fps=824 images/s, loss=0.0328, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:08.104850, arrival_time=2021-04-15 00:16:49.320573, cost_time=0:00:52.993234 2021-04-15 00:16:44,327 INFO : TRAIN, epoch=0171, iter=00180/00196, fetch data time cost=1.62ms, fps=823 images/s, loss=0.0330, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:04.987152, arrival_time=2021-04-15 00:16:49.315040, cost_time=0:00:56.105454 2021-04-15 00:16:47,438 INFO : TRAIN, epoch=0171, iter=00190/00196, fetch data time cost=1.27ms, fps=823 images/s, loss=0.0331, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:01.869984, arrival_time=2021-04-15 00:16:49.308651, cost_time=0:00:59.216082 2021-04-15 00:16:49,095 INFO : TRAIN, epoch=0171, iter=00196/00196, fetch data time cost=1.97ms, fps=821 images/s, loss=0.0333, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:16:49.095000, cost_time=0:01:00.872524 2021-04-15 00:16:50,150 INFO : EVAL, epoch=0171, iter=00010/00040, fetch data time cost=1.49ms, fps=2430 images/s, loss=0.9913, top1-acc=76.05%, top5-acc=93.91%, remaining_time=0:00:03.160260, arrival_time=2021-04-15 00:16:53.311145, cost_time=0:00:01.053425 2021-04-15 00:16:51,097 INFO : EVAL, epoch=0171, iter=00020/00040, fetch data time cost=1.70ms, fps=2707 images/s, loss=1.0181, top1-acc=75.33%, top5-acc=93.42%, remaining_time=0:00:01.999560, arrival_time=2021-04-15 00:16:53.096689, cost_time=0:00:01.999557 2021-04-15 00:16:52,039 INFO : EVAL, epoch=0171, iter=00030/00040, fetch data time cost=1.54ms, fps=2719 images/s, loss=1.0318, top1-acc=75.00%, top5-acc=93.36%, remaining_time=0:00:00.980580, arrival_time=2021-04-15 00:16:53.019780, cost_time=0:00:02.941754 2021-04-15 00:16:52,898 INFO : EVAL, epoch=0171, iter=00040/00040, fetch data time cost=0.08ms, fps=2701 images/s, loss=1.0465, top1-acc=74.76%, top5-acc=93.30%, remaining_time=0:00:00, arrival_time=2021-04-15 00:16:52.898567, cost_time=0:00:03.801146 2021-04-15 00:16:53,197 INFO : Epoch=0171 complete, best val top1-acc=74.99%, top5-acc=93.37% (epoch=170), remaining_time=0:31:29.252270, arrival_time=2021-04-15 00:48:22.449934, cost_time=3:05:40.073741 2021-04-15 00:16:53,200 INFO : Train start, epoch=0172, lr=0.005099 2021-04-15 00:16:56,471 INFO : TRAIN, epoch=0172, iter=00010/00196, fetch data time cost=1.44ms, fps=783 images/s, loss=0.0368, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:01:00.823116, arrival_time=2021-04-15 00:17:57.294380, cost_time=0:00:03.270062 2021-04-15 00:16:59,586 INFO : TRAIN, epoch=0172, iter=00020/00196, fetch data time cost=2.19ms, fps=822 images/s, loss=0.0338, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:56.190112, arrival_time=2021-04-15 00:17:55.776476, cost_time=0:00:06.385242 2021-04-15 00:17:02,690 INFO : TRAIN, epoch=0172, iter=00030/00196, fetch data time cost=2.20ms, fps=825 images/s, loss=0.0329, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:52.507958, arrival_time=2021-04-15 00:17:55.198436, cost_time=0:00:09.489394 2021-04-15 00:17:05,791 INFO : TRAIN, epoch=0172, iter=00040/00196, fetch data time cost=1.58ms, fps=826 images/s, loss=0.0327, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:49.100688, arrival_time=2021-04-15 00:17:54.891664, cost_time=0:00:12.589905 2021-04-15 00:17:08,908 INFO : TRAIN, epoch=0172, iter=00050/00196, fetch data time cost=1.39ms, fps=821 images/s, loss=0.0321, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:45.866484, arrival_time=2021-04-15 00:17:54.775242, cost_time=0:00:15.707682 2021-04-15 00:17:12,021 INFO : TRAIN, epoch=0172, iter=00060/00196, fetch data time cost=1.57ms, fps=823 images/s, loss=0.0321, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:42.660072, arrival_time=2021-04-15 00:17:54.681917, cost_time=0:00:18.820638 2021-04-15 00:17:15,132 INFO : TRAIN, epoch=0172, iter=00070/00196, fetch data time cost=1.83ms, fps=823 images/s, loss=0.0319, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:39.476682, arrival_time=2021-04-15 00:17:54.609362, cost_time=0:00:21.931518 2021-04-15 00:17:18,236 INFO : TRAIN, epoch=0172, iter=00080/00196, fetch data time cost=1.58ms, fps=825 images/s, loss=0.0321, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:36.300924, arrival_time=2021-04-15 00:17:54.537128, cost_time=0:00:25.035121 2021-04-15 00:17:21,340 INFO : TRAIN, epoch=0172, iter=00090/00196, fetch data time cost=1.60ms, fps=825 images/s, loss=0.0322, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:33.141960, arrival_time=2021-04-15 00:17:54.482406, cost_time=0:00:28.139371 2021-04-15 00:17:24,451 INFO : TRAIN, epoch=0172, iter=00100/00196, fetch data time cost=1.37ms, fps=823 images/s, loss=0.0318, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:30.000576, arrival_time=2021-04-15 00:17:54.452228, cost_time=0:00:31.250563 2021-04-15 00:17:27,560 INFO : TRAIN, epoch=0172, iter=00110/00196, fetch data time cost=2.27ms, fps=824 images/s, loss=0.0319, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:26.862530, arrival_time=2021-04-15 00:17:54.422717, cost_time=0:00:34.359058 2021-04-15 00:17:30,660 INFO : TRAIN, epoch=0172, iter=00120/00196, fetch data time cost=1.52ms, fps=826 images/s, loss=0.0316, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:23.724464, arrival_time=2021-04-15 00:17:54.385266, cost_time=0:00:37.459704 2021-04-15 00:17:33,765 INFO : TRAIN, epoch=0172, iter=00130/00196, fetch data time cost=2.16ms, fps=825 images/s, loss=0.0317, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:20.594376, arrival_time=2021-04-15 00:17:54.360216, cost_time=0:00:40.564713 2021-04-15 00:17:36,875 INFO : TRAIN, epoch=0172, iter=00140/00196, fetch data time cost=1.43ms, fps=823 images/s, loss=0.0317, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:17.469648, arrival_time=2021-04-15 00:17:54.344865, cost_time=0:00:43.674129 2021-04-15 00:17:39,991 INFO : TRAIN, epoch=0172, iter=00150/00196, fetch data time cost=2.13ms, fps=822 images/s, loss=0.0318, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:14.349148, arrival_time=2021-04-15 00:17:54.340900, cost_time=0:00:46.790629 2021-04-15 00:17:43,104 INFO : TRAIN, epoch=0172, iter=00160/00196, fetch data time cost=2.65ms, fps=823 images/s, loss=0.0317, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:11.228184, arrival_time=2021-04-15 00:17:54.332271, cost_time=0:00:49.902966 2021-04-15 00:17:46,205 INFO : TRAIN, epoch=0172, iter=00170/00196, fetch data time cost=1.42ms, fps=826 images/s, loss=0.0317, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:08.106592, arrival_time=2021-04-15 00:17:54.312229, cost_time=0:00:53.004555 2021-04-15 00:17:49,311 INFO : TRAIN, epoch=0172, iter=00180/00196, fetch data time cost=1.37ms, fps=824 images/s, loss=0.0316, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:04.987584, arrival_time=2021-04-15 00:17:54.299079, cost_time=0:00:56.110405 2021-04-15 00:17:52,420 INFO : TRAIN, epoch=0172, iter=00190/00196, fetch data time cost=1.74ms, fps=824 images/s, loss=0.0315, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:01.870074, arrival_time=2021-04-15 00:17:54.290271, cost_time=0:00:59.219052 2021-04-15 00:17:54,081 INFO : TRAIN, epoch=0172, iter=00196/00196, fetch data time cost=1.28ms, fps=819 images/s, loss=0.0319, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:17:54.080935, cost_time=0:01:00.879842 2021-04-15 00:17:55,138 INFO : EVAL, epoch=0172, iter=00010/00040, fetch data time cost=0.22ms, fps=2425 images/s, loss=1.0031, top1-acc=75.35%, top5-acc=94.02%, remaining_time=0:00:03.167490, arrival_time=2021-04-15 00:17:58.306379, cost_time=0:00:01.055829 2021-04-15 00:17:56,080 INFO : EVAL, epoch=0172, iter=00020/00040, fetch data time cost=1.48ms, fps=2721 images/s, loss=1.0153, top1-acc=74.61%, top5-acc=93.91%, remaining_time=0:00:01.996960, arrival_time=2021-04-15 00:17:58.076944, cost_time=0:00:01.996955 2021-04-15 00:17:57,022 INFO : EVAL, epoch=0172, iter=00030/00040, fetch data time cost=2.00ms, fps=2718 images/s, loss=1.0069, top1-acc=74.93%, top5-acc=93.66%, remaining_time=0:00:00.979680, arrival_time=2021-04-15 00:17:58.001863, cost_time=0:00:02.939037 2021-04-15 00:17:57,881 INFO : EVAL, epoch=0172, iter=00040/00040, fetch data time cost=0.08ms, fps=2701 images/s, loss=1.0095, top1-acc=74.79%, top5-acc=93.42%, remaining_time=0:00:00, arrival_time=2021-04-15 00:17:57.881742, cost_time=0:00:03.798715 2021-04-15 00:17:58,167 INFO : Epoch=0172 complete, best val top1-acc=74.99%, top5-acc=93.37% (epoch=170), remaining_time=0:30:24.076884, arrival_time=2021-04-15 00:48:22.244469, cost_time=3:06:45.043690 2021-04-15 00:17:58,170 INFO : Train start, epoch=0173, lr=0.004759 2021-04-15 00:18:01,456 INFO : TRAIN, epoch=0173, iter=00010/00196, fetch data time cost=1.67ms, fps=779 images/s, loss=0.0295, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:01:01.122948, arrival_time=2021-04-15 00:19:02.579612, cost_time=0:00:03.286176 2021-04-15 00:18:04,565 INFO : TRAIN, epoch=0173, iter=00020/00196, fetch data time cost=2.23ms, fps=824 images/s, loss=0.0297, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:56.273536, arrival_time=2021-04-15 00:19:00.838688, cost_time=0:00:06.394718 2021-04-15 00:18:07,673 INFO : TRAIN, epoch=0173, iter=00030/00196, fetch data time cost=1.38ms, fps=824 images/s, loss=0.0290, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:52.580334, arrival_time=2021-04-15 00:19:00.253330, cost_time=0:00:09.502484 2021-04-15 00:18:10,777 INFO : TRAIN, epoch=0173, iter=00040/00196, fetch data time cost=1.62ms, fps=825 images/s, loss=0.0286, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:49.165428, arrival_time=2021-04-15 00:18:59.942343, cost_time=0:00:12.606521 2021-04-15 00:18:13,879 INFO : TRAIN, epoch=0173, iter=00050/00196, fetch data time cost=2.00ms, fps=825 images/s, loss=0.0288, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:45.869842, arrival_time=2021-04-15 00:18:59.749139, cost_time=0:00:15.708868 2021-04-15 00:18:16,983 INFO : TRAIN, epoch=0173, iter=00060/00196, fetch data time cost=1.64ms, fps=825 images/s, loss=0.0288, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:42.643208, arrival_time=2021-04-15 00:18:59.626817, cost_time=0:00:18.813208 2021-04-15 00:18:20,088 INFO : TRAIN, epoch=0173, iter=00070/00196, fetch data time cost=1.39ms, fps=825 images/s, loss=0.0284, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:39.451860, arrival_time=2021-04-15 00:18:59.540009, cost_time=0:00:21.917706 2021-04-15 00:18:23,194 INFO : TRAIN, epoch=0173, iter=00080/00196, fetch data time cost=1.58ms, fps=824 images/s, loss=0.0281, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:36.285148, arrival_time=2021-04-15 00:18:59.479752, cost_time=0:00:25.024210 2021-04-15 00:18:26,297 INFO : TRAIN, epoch=0173, iter=00090/00196, fetch data time cost=1.46ms, fps=825 images/s, loss=0.0280, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:33.127332, arrival_time=2021-04-15 00:18:59.424758, cost_time=0:00:28.127022 2021-04-15 00:18:29,398 INFO : TRAIN, epoch=0173, iter=00100/00196, fetch data time cost=1.71ms, fps=826 images/s, loss=0.0282, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:29.978784, arrival_time=2021-04-15 00:18:59.377114, cost_time=0:00:31.227878 2021-04-15 00:18:32,503 INFO : TRAIN, epoch=0173, iter=00110/00196, fetch data time cost=1.46ms, fps=825 images/s, loss=0.0283, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:26.842234, arrival_time=2021-04-15 00:18:59.345764, cost_time=0:00:34.333138 2021-04-15 00:18:35,619 INFO : TRAIN, epoch=0173, iter=00120/00196, fetch data time cost=1.42ms, fps=822 images/s, loss=0.0284, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:23.717548, arrival_time=2021-04-15 00:18:59.336726, cost_time=0:00:37.448782 2021-04-15 00:18:38,725 INFO : TRAIN, epoch=0173, iter=00130/00196, fetch data time cost=2.35ms, fps=824 images/s, loss=0.0285, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:20.589558, arrival_time=2021-04-15 00:18:59.315145, cost_time=0:00:40.555193 2021-04-15 00:18:41,824 INFO : TRAIN, epoch=0173, iter=00140/00196, fetch data time cost=1.50ms, fps=826 images/s, loss=0.0288, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:17.461752, arrival_time=2021-04-15 00:18:59.286551, cost_time=0:00:43.654373 2021-04-15 00:18:44,939 INFO : TRAIN, epoch=0173, iter=00150/00196, fetch data time cost=1.49ms, fps=822 images/s, loss=0.0290, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:14.342524, arrival_time=2021-04-15 00:18:59.282046, cost_time=0:00:46.769134 2021-04-15 00:18:48,044 INFO : TRAIN, epoch=0173, iter=00160/00196, fetch data time cost=1.47ms, fps=825 images/s, loss=0.0289, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:11.221632, arrival_time=2021-04-15 00:18:59.266274, cost_time=0:00:49.873983 2021-04-15 00:18:51,162 INFO : TRAIN, epoch=0173, iter=00170/00196, fetch data time cost=1.48ms, fps=821 images/s, loss=0.0291, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:08.104616, arrival_time=2021-04-15 00:18:59.266894, cost_time=0:00:52.991717 2021-04-15 00:18:54,270 INFO : TRAIN, epoch=0173, iter=00180/00196, fetch data time cost=1.34ms, fps=824 images/s, loss=0.0290, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:04.986688, arrival_time=2021-04-15 00:18:59.257297, cost_time=0:00:56.100211 2021-04-15 00:18:57,398 INFO : TRAIN, epoch=0173, iter=00190/00196, fetch data time cost=1.81ms, fps=819 images/s, loss=0.0293, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:01.870356, arrival_time=2021-04-15 00:18:59.268808, cost_time=0:00:59.228011 2021-04-15 00:18:59,050 INFO : TRAIN, epoch=0173, iter=00196/00196, fetch data time cost=1.43ms, fps=824 images/s, loss=0.0298, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:18:59.050275, cost_time=0:01:00.879973 2021-04-15 00:19:00,114 INFO : EVAL, epoch=0173, iter=00010/00040, fetch data time cost=1.40ms, fps=2409 images/s, loss=1.0203, top1-acc=75.16%, top5-acc=93.44%, remaining_time=0:00:03.187530, arrival_time=2021-04-15 00:19:03.302340, cost_time=0:00:01.062507 2021-04-15 00:19:01,057 INFO : EVAL, epoch=0173, iter=00020/00040, fetch data time cost=1.63ms, fps=2717 images/s, loss=1.0518, top1-acc=75.00%, top5-acc=93.05%, remaining_time=0:00:02.005180, arrival_time=2021-04-15 00:19:03.062588, cost_time=0:00:02.005189 2021-04-15 00:19:02,000 INFO : EVAL, epoch=0173, iter=00030/00040, fetch data time cost=1.33ms, fps=2716 images/s, loss=1.0375, top1-acc=74.86%, top5-acc=93.37%, remaining_time=0:00:00.982720, arrival_time=2021-04-15 00:19:02.983305, cost_time=0:00:02.948156 2021-04-15 00:19:02,864 INFO : EVAL, epoch=0173, iter=00040/00040, fetch data time cost=0.08ms, fps=2688 images/s, loss=1.0199, top1-acc=74.93%, top5-acc=93.39%, remaining_time=0:00:00, arrival_time=2021-04-15 00:19:02.864262, cost_time=0:00:03.812054 2021-04-15 00:19:03,174 INFO : Epoch=0173 complete, best val top1-acc=74.99%, top5-acc=93.37% (epoch=170), remaining_time=0:29:18.909681, arrival_time=2021-04-15 00:48:22.084494, cost_time=3:07:50.050981 2021-04-15 00:19:03,176 INFO : Train start, epoch=0174, lr=0.004430 2021-04-15 00:19:06,465 INFO : TRAIN, epoch=0174, iter=00010/00196, fetch data time cost=1.41ms, fps=779 images/s, loss=0.0292, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:01:01.157172, arrival_time=2021-04-15 00:20:07.622059, cost_time=0:00:03.288018 2021-04-15 00:19:09,572 INFO : TRAIN, epoch=0174, iter=00020/00196, fetch data time cost=3.02ms, fps=824 images/s, loss=0.0273, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:56.283568, arrival_time=2021-04-15 00:20:05.856177, cost_time=0:00:06.395856 2021-04-15 00:19:12,674 INFO : TRAIN, epoch=0174, iter=00030/00196, fetch data time cost=1.35ms, fps=826 images/s, loss=0.0270, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:52.553608, arrival_time=2021-04-15 00:20:05.227967, cost_time=0:00:09.497639 2021-04-15 00:19:15,779 INFO : TRAIN, epoch=0174, iter=00040/00196, fetch data time cost=1.86ms, fps=825 images/s, loss=0.0272, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:49.152324, arrival_time=2021-04-15 00:20:04.932177, cost_time=0:00:12.603144 2021-04-15 00:19:18,888 INFO : TRAIN, epoch=0174, iter=00050/00196, fetch data time cost=1.46ms, fps=824 images/s, loss=0.0276, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:45.878310, arrival_time=2021-04-15 00:20:04.766796, cost_time=0:00:15.711766 2021-04-15 00:19:21,995 INFO : TRAIN, epoch=0174, iter=00060/00196, fetch data time cost=1.98ms, fps=824 images/s, loss=0.0281, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:42.654904, arrival_time=2021-04-15 00:20:04.649962, cost_time=0:00:18.818340 2021-04-15 00:19:25,116 INFO : TRAIN, epoch=0174, iter=00070/00196, fetch data time cost=2.24ms, fps=820 images/s, loss=0.0281, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:39.491172, arrival_time=2021-04-15 00:20:04.607530, cost_time=0:00:21.939572 2021-04-15 00:19:28,220 INFO : TRAIN, epoch=0174, iter=00080/00196, fetch data time cost=1.63ms, fps=825 images/s, loss=0.0284, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:36.313336, arrival_time=2021-04-15 00:20:04.533838, cost_time=0:00:25.043663 2021-04-15 00:19:31,327 INFO : TRAIN, epoch=0174, iter=00090/00196, fetch data time cost=1.68ms, fps=824 images/s, loss=0.0285, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:33.155528, arrival_time=2021-04-15 00:20:04.483058, cost_time=0:00:28.150893 2021-04-15 00:19:34,431 INFO : TRAIN, epoch=0174, iter=00100/00196, fetch data time cost=2.25ms, fps=825 images/s, loss=0.0283, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:30.004896, arrival_time=2021-04-15 00:20:04.436765, cost_time=0:00:31.255099 2021-04-15 00:19:37,546 INFO : TRAIN, epoch=0174, iter=00110/00196, fetch data time cost=1.86ms, fps=822 images/s, loss=0.0284, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:26.870614, arrival_time=2021-04-15 00:20:04.416659, cost_time=0:00:34.369410 2021-04-15 00:19:40,647 INFO : TRAIN, epoch=0174, iter=00120/00196, fetch data time cost=1.47ms, fps=826 images/s, loss=0.0285, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:23.731380, arrival_time=2021-04-15 00:20:04.378681, cost_time=0:00:37.470648 2021-04-15 00:19:43,756 INFO : TRAIN, epoch=0174, iter=00130/00196, fetch data time cost=1.41ms, fps=824 images/s, loss=0.0287, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:20.602098, arrival_time=2021-04-15 00:20:04.358633, cost_time=0:00:40.579828 2021-04-15 00:19:46,849 INFO : TRAIN, epoch=0174, iter=00140/00196, fetch data time cost=1.49ms, fps=828 images/s, loss=0.0289, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:17.469144, arrival_time=2021-04-15 00:20:04.318582, cost_time=0:00:43.672814 2021-04-15 00:19:49,949 INFO : TRAIN, epoch=0174, iter=00150/00196, fetch data time cost=1.43ms, fps=826 images/s, loss=0.0289, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:14.343674, arrival_time=2021-04-15 00:20:04.293178, cost_time=0:00:46.772796 2021-04-15 00:19:53,054 INFO : TRAIN, epoch=0174, iter=00160/00196, fetch data time cost=1.47ms, fps=825 images/s, loss=0.0287, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:11.222532, arrival_time=2021-04-15 00:20:04.277140, cost_time=0:00:49.877969 2021-04-15 00:19:56,156 INFO : TRAIN, epoch=0174, iter=00170/00196, fetch data time cost=1.47ms, fps=825 images/s, loss=0.0288, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:08.102874, arrival_time=2021-04-15 00:20:04.259769, cost_time=0:00:52.980271 2021-04-15 00:19:59,258 INFO : TRAIN, epoch=0174, iter=00180/00196, fetch data time cost=1.55ms, fps=826 images/s, loss=0.0288, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:04.985008, arrival_time=2021-04-15 00:20:04.243305, cost_time=0:00:56.081416 2021-04-15 00:20:02,363 INFO : TRAIN, epoch=0174, iter=00190/00196, fetch data time cost=1.34ms, fps=825 images/s, loss=0.0289, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:01.869060, arrival_time=2021-04-15 00:20:04.232665, cost_time=0:00:59.186925 2021-04-15 00:20:04,018 INFO : TRAIN, epoch=0174, iter=00196/00196, fetch data time cost=1.23ms, fps=822 images/s, loss=0.0289, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:20:04.018303, cost_time=0:01:00.841678 2021-04-15 00:20:05,138 INFO : EVAL, epoch=0174, iter=00010/00040, fetch data time cost=0.19ms, fps=2289 images/s, loss=0.9694, top1-acc=75.94%, top5-acc=93.55%, remaining_time=0:00:03.354750, arrival_time=2021-04-15 00:20:08.493262, cost_time=0:00:01.118254 2021-04-15 00:20:06,079 INFO : EVAL, epoch=0174, iter=00020/00040, fetch data time cost=1.46ms, fps=2721 images/s, loss=0.9803, top1-acc=75.82%, top5-acc=93.83%, remaining_time=0:00:02.059500, arrival_time=2021-04-15 00:20:08.139249, cost_time=0:00:02.059507 2021-04-15 00:20:07,020 INFO : EVAL, epoch=0174, iter=00030/00040, fetch data time cost=1.27ms, fps=2723 images/s, loss=1.0053, top1-acc=75.55%, top5-acc=93.52%, remaining_time=0:00:01.000050, arrival_time=2021-04-15 00:20:08.020434, cost_time=0:00:03.000136 2021-04-15 00:20:07,877 INFO : EVAL, epoch=0174, iter=00040/00040, fetch data time cost=0.08ms, fps=2708 images/s, loss=1.0362, top1-acc=75.25%, top5-acc=93.43%, remaining_time=0:00:00, arrival_time=2021-04-15 00:20:07.877510, cost_time=0:00:03.857270 2021-04-15 00:20:08,404 INFO : Epoch=0174 complete, best val top1-acc=75.25%, top5-acc=93.43% (epoch=174), remaining_time=0:28:13.777592, arrival_time=2021-04-15 00:48:22.182249, cost_time=3:08:55.280819 2021-04-15 00:20:08,405 INFO : Train start, epoch=0175, lr=0.004112 2021-04-15 00:20:11,690 INFO : TRAIN, epoch=0175, iter=00010/00196, fetch data time cost=2.80ms, fps=779 images/s, loss=0.0238, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:01:01.089654, arrival_time=2021-04-15 00:21:12.780168, cost_time=0:00:03.284394 2021-04-15 00:20:14,805 INFO : TRAIN, epoch=0175, iter=00020/00196, fetch data time cost=1.49ms, fps=822 images/s, loss=0.0249, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:56.308384, arrival_time=2021-04-15 00:21:11.113296, cost_time=0:00:06.398677 2021-04-15 00:20:17,917 INFO : TRAIN, epoch=0175, iter=00030/00196, fetch data time cost=1.49ms, fps=823 images/s, loss=0.0250, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:52.626980, arrival_time=2021-04-15 00:21:10.543988, cost_time=0:00:09.510914 2021-04-15 00:20:21,027 INFO : TRAIN, epoch=0175, iter=00040/00196, fetch data time cost=1.51ms, fps=823 images/s, loss=0.0264, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:49.222836, arrival_time=2021-04-15 00:21:10.250169, cost_time=0:00:12.621238 2021-04-15 00:20:24,134 INFO : TRAIN, epoch=0175, iter=00050/00196, fetch data time cost=1.42ms, fps=824 images/s, loss=0.0268, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:45.927512, arrival_time=2021-04-15 00:21:10.062288, cost_time=0:00:15.728581 2021-04-15 00:20:27,241 INFO : TRAIN, epoch=0175, iter=00060/00196, fetch data time cost=2.20ms, fps=824 images/s, loss=0.0267, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:42.692984, arrival_time=2021-04-15 00:21:09.934208, cost_time=0:00:18.835113 2021-04-15 00:20:30,345 INFO : TRAIN, epoch=0175, iter=00070/00196, fetch data time cost=1.40ms, fps=825 images/s, loss=0.0266, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:39.491172, arrival_time=2021-04-15 00:21:09.836931, cost_time=0:00:21.939529 2021-04-15 00:20:33,453 INFO : TRAIN, epoch=0175, iter=00080/00196, fetch data time cost=1.42ms, fps=824 images/s, loss=0.0261, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:36.318324, arrival_time=2021-04-15 00:21:09.771544, cost_time=0:00:25.047139 2021-04-15 00:20:36,566 INFO : TRAIN, epoch=0175, iter=00090/00196, fetch data time cost=1.96ms, fps=823 images/s, loss=0.0260, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:33.165810, arrival_time=2021-04-15 00:21:09.731705, cost_time=0:00:28.159666 2021-04-15 00:20:39,672 INFO : TRAIN, epoch=0175, iter=00100/00196, fetch data time cost=1.87ms, fps=824 images/s, loss=0.0260, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:30.015360, arrival_time=2021-04-15 00:21:09.687488, cost_time=0:00:31.266036 2021-04-15 00:20:42,774 INFO : TRAIN, epoch=0175, iter=00110/00196, fetch data time cost=1.36ms, fps=826 images/s, loss=0.0261, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:26.870012, arrival_time=2021-04-15 00:21:09.644808, cost_time=0:00:34.368580 2021-04-15 00:20:45,906 INFO : TRAIN, epoch=0175, iter=00120/00196, fetch data time cost=1.87ms, fps=818 images/s, loss=0.0264, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:23.750000, arrival_time=2021-04-15 00:21:09.656183, cost_time=0:00:37.499979 2021-04-15 00:20:49,009 INFO : TRAIN, epoch=0175, iter=00130/00196, fetch data time cost=1.57ms, fps=825 images/s, loss=0.0263, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:20.614110, arrival_time=2021-04-15 00:21:09.623787, cost_time=0:00:40.603597 2021-04-15 00:20:52,114 INFO : TRAIN, epoch=0175, iter=00140/00196, fetch data time cost=1.48ms, fps=825 images/s, loss=0.0264, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:17.483256, arrival_time=2021-04-15 00:21:09.597494, cost_time=0:00:43.708149 2021-04-15 00:20:55,222 INFO : TRAIN, epoch=0175, iter=00150/00196, fetch data time cost=1.61ms, fps=824 images/s, loss=0.0263, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:14.356922, arrival_time=2021-04-15 00:21:09.579120, cost_time=0:00:46.815990 2021-04-15 00:20:58,334 INFO : TRAIN, epoch=0175, iter=00160/00196, fetch data time cost=2.37ms, fps=823 images/s, loss=0.0267, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:11.233944, arrival_time=2021-04-15 00:21:09.568669, cost_time=0:00:49.928624 2021-04-15 00:21:01,433 INFO : TRAIN, epoch=0175, iter=00170/00196, fetch data time cost=1.43ms, fps=826 images/s, loss=0.0267, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:08.109972, arrival_time=2021-04-15 00:21:09.542970, cost_time=0:00:53.026794 2021-04-15 00:21:04,530 INFO : TRAIN, epoch=0175, iter=00180/00196, fetch data time cost=1.35ms, fps=827 images/s, loss=0.0269, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:04.988864, arrival_time=2021-04-15 00:21:09.519691, cost_time=0:00:56.124808 2021-04-15 00:21:07,643 INFO : TRAIN, epoch=0175, iter=00190/00196, fetch data time cost=1.30ms, fps=823 images/s, loss=0.0271, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:01.870644, arrival_time=2021-04-15 00:21:09.514002, cost_time=0:00:59.237113 2021-04-15 00:21:09,300 INFO : TRAIN, epoch=0175, iter=00196/00196, fetch data time cost=1.46ms, fps=821 images/s, loss=0.0270, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:21:09.300765, cost_time=0:01:00.894681 2021-04-15 00:21:10,428 INFO : EVAL, epoch=0175, iter=00010/00040, fetch data time cost=0.40ms, fps=2275 images/s, loss=0.9908, top1-acc=75.39%, top5-acc=94.30%, remaining_time=0:00:03.376440, arrival_time=2021-04-15 00:21:13.804845, cost_time=0:00:01.125479 2021-04-15 00:21:11,371 INFO : EVAL, epoch=0175, iter=00020/00040, fetch data time cost=1.59ms, fps=2715 images/s, loss=1.0113, top1-acc=75.08%, top5-acc=94.26%, remaining_time=0:00:02.068900, arrival_time=2021-04-15 00:21:13.440637, cost_time=0:00:02.068892 2021-04-15 00:21:12,315 INFO : EVAL, epoch=0175, iter=00030/00040, fetch data time cost=1.35ms, fps=2713 images/s, loss=1.0446, top1-acc=74.62%, top5-acc=93.70%, remaining_time=0:00:01.004240, arrival_time=2021-04-15 00:21:13.319890, cost_time=0:00:03.012710 2021-04-15 00:21:13,176 INFO : EVAL, epoch=0175, iter=00040/00040, fetch data time cost=0.08ms, fps=2696 images/s, loss=1.0378, top1-acc=74.78%, top5-acc=93.57%, remaining_time=0:00:00, arrival_time=2021-04-15 00:21:13.176563, cost_time=0:00:03.873746 2021-04-15 00:21:13,398 INFO : Epoch=0175 complete, best val top1-acc=75.25%, top5-acc=93.43% (epoch=174), remaining_time=0:27:08.610625, arrival_time=2021-04-15 00:48:22.008854, cost_time=3:10:00.274361 2021-04-15 00:21:13,400 INFO : Train start, epoch=0176, lr=0.003806 2021-04-15 00:21:16,695 INFO : TRAIN, epoch=0176, iter=00010/00196, fetch data time cost=1.55ms, fps=777 images/s, loss=0.0239, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:01:01.279560, arrival_time=2021-04-15 00:22:17.975182, cost_time=0:00:03.294605 2021-04-15 00:21:19,799 INFO : TRAIN, epoch=0176, iter=00020/00196, fetch data time cost=1.71ms, fps=825 images/s, loss=0.0238, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:56.302048, arrival_time=2021-04-15 00:22:16.100998, cost_time=0:00:06.397956 2021-04-15 00:21:22,900 INFO : TRAIN, epoch=0176, iter=00030/00196, fetch data time cost=1.55ms, fps=826 images/s, loss=0.0232, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:52.561576, arrival_time=2021-04-15 00:22:15.461712, cost_time=0:00:09.499086 2021-04-15 00:21:26,005 INFO : TRAIN, epoch=0176, iter=00040/00196, fetch data time cost=1.50ms, fps=825 images/s, loss=0.0238, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:49.156536, arrival_time=2021-04-15 00:22:15.161668, cost_time=0:00:12.604222 2021-04-15 00:21:29,112 INFO : TRAIN, epoch=0176, iter=00050/00196, fetch data time cost=1.55ms, fps=824 images/s, loss=0.0243, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:45.876266, arrival_time=2021-04-15 00:22:14.988334, cost_time=0:00:15.711045 2021-04-15 00:21:32,220 INFO : TRAIN, epoch=0176, iter=00060/00196, fetch data time cost=1.81ms, fps=824 images/s, loss=0.0243, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:42.658032, arrival_time=2021-04-15 00:22:14.878804, cost_time=0:00:18.819734 2021-04-15 00:21:35,327 INFO : TRAIN, epoch=0176, iter=00070/00196, fetch data time cost=1.38ms, fps=824 images/s, loss=0.0243, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:39.466980, arrival_time=2021-04-15 00:22:14.794228, cost_time=0:00:21.926126 2021-04-15 00:21:38,432 INFO : TRAIN, epoch=0176, iter=00080/00196, fetch data time cost=1.57ms, fps=825 images/s, loss=0.0243, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:36.294892, arrival_time=2021-04-15 00:22:14.726869, cost_time=0:00:25.030985 2021-04-15 00:21:41,538 INFO : TRAIN, epoch=0176, iter=00090/00196, fetch data time cost=1.87ms, fps=824 images/s, loss=0.0243, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:33.139628, arrival_time=2021-04-15 00:22:14.678028, cost_time=0:00:28.137403 2021-04-15 00:21:44,647 INFO : TRAIN, epoch=0176, iter=00100/00196, fetch data time cost=1.63ms, fps=823 images/s, loss=0.0247, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:29.996928, arrival_time=2021-04-15 00:22:14.644687, cost_time=0:00:31.246764 2021-04-15 00:21:47,751 INFO : TRAIN, epoch=0176, iter=00110/00196, fetch data time cost=2.18ms, fps=825 images/s, loss=0.0252, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:26.855994, arrival_time=2021-04-15 00:22:14.607828, cost_time=0:00:34.350735 2021-04-15 00:21:50,859 INFO : TRAIN, epoch=0176, iter=00120/00196, fetch data time cost=1.68ms, fps=824 images/s, loss=0.0255, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:23.723780, arrival_time=2021-04-15 00:22:14.583347, cost_time=0:00:37.458577 2021-04-15 00:21:53,965 INFO : TRAIN, epoch=0176, iter=00130/00196, fetch data time cost=1.91ms, fps=824 images/s, loss=0.0255, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:20.594442, arrival_time=2021-04-15 00:22:14.560234, cost_time=0:00:40.564799 2021-04-15 00:21:57,070 INFO : TRAIN, epoch=0176, iter=00140/00196, fetch data time cost=1.58ms, fps=825 images/s, loss=0.0253, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:17.467632, arrival_time=2021-04-15 00:22:14.537760, cost_time=0:00:43.669028 2021-04-15 00:22:00,170 INFO : TRAIN, epoch=0176, iter=00150/00196, fetch data time cost=2.04ms, fps=826 images/s, loss=0.0255, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:14.342478, arrival_time=2021-04-15 00:22:14.512505, cost_time=0:00:46.768995 2021-04-15 00:22:03,277 INFO : TRAIN, epoch=0176, iter=00160/00196, fetch data time cost=2.13ms, fps=824 images/s, loss=0.0254, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:11.222244, arrival_time=2021-04-15 00:22:14.499942, cost_time=0:00:49.876716 2021-04-15 00:22:06,378 INFO : TRAIN, epoch=0176, iter=00170/00196, fetch data time cost=1.49ms, fps=826 images/s, loss=0.0253, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:08.102510, arrival_time=2021-04-15 00:22:14.481328, cost_time=0:00:52.977899 2021-04-15 00:22:09,478 INFO : TRAIN, epoch=0176, iter=00180/00196, fetch data time cost=1.57ms, fps=826 images/s, loss=0.0254, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:04.984656, arrival_time=2021-04-15 00:22:14.463035, cost_time=0:00:56.077362 2021-04-15 00:22:12,581 INFO : TRAIN, epoch=0176, iter=00190/00196, fetch data time cost=1.30ms, fps=825 images/s, loss=0.0256, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:01.868868, arrival_time=2021-04-15 00:22:14.450627, cost_time=0:00:59.180770 2021-04-15 00:22:14,233 INFO : TRAIN, epoch=0176, iter=00196/00196, fetch data time cost=1.25ms, fps=824 images/s, loss=0.0258, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:22:14.233653, cost_time=0:01:00.832747 2021-04-15 00:22:15,311 INFO : EVAL, epoch=0176, iter=00010/00040, fetch data time cost=1.40ms, fps=2380 images/s, loss=1.0026, top1-acc=75.39%, top5-acc=93.48%, remaining_time=0:00:03.227520, arrival_time=2021-04-15 00:22:18.538838, cost_time=0:00:01.075840 2021-04-15 00:22:16,252 INFO : EVAL, epoch=0176, iter=00020/00040, fetch data time cost=1.29ms, fps=2721 images/s, loss=1.0053, top1-acc=74.92%, top5-acc=93.30%, remaining_time=0:00:02.017000, arrival_time=2021-04-15 00:22:18.269454, cost_time=0:00:02.017002 2021-04-15 00:22:17,194 INFO : EVAL, epoch=0176, iter=00030/00040, fetch data time cost=1.40ms, fps=2719 images/s, loss=1.0232, top1-acc=74.83%, top5-acc=93.40%, remaining_time=0:00:00.986310, arrival_time=2021-04-15 00:22:18.180715, cost_time=0:00:02.958929 2021-04-15 00:22:18,054 INFO : EVAL, epoch=0176, iter=00040/00040, fetch data time cost=0.09ms, fps=2698 images/s, loss=1.0062, top1-acc=75.06%, top5-acc=93.37%, remaining_time=0:00:00, arrival_time=2021-04-15 00:22:18.054827, cost_time=0:00:03.819304 2021-04-15 00:22:18,331 INFO : Epoch=0176 complete, best val top1-acc=75.25%, top5-acc=93.43% (epoch=174), remaining_time=0:26:03.437424, arrival_time=2021-04-15 00:48:21.769071, cost_time=3:11:05.207813 2021-04-15 00:22:18,333 INFO : Train start, epoch=0177, lr=0.003511 2021-04-15 00:22:21,668 INFO : TRAIN, epoch=0177, iter=00010/00196, fetch data time cost=1.50ms, fps=768 images/s, loss=0.0209, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:01:02.022444, arrival_time=2021-04-15 00:23:23.690496, cost_time=0:00:03.334535 2021-04-15 00:22:24,763 INFO : TRAIN, epoch=0177, iter=00020/00196, fetch data time cost=1.35ms, fps=827 images/s, loss=0.0222, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:56.583120, arrival_time=2021-04-15 00:23:21.346559, cost_time=0:00:06.429909 2021-04-15 00:22:27,865 INFO : TRAIN, epoch=0177, iter=00030/00196, fetch data time cost=1.50ms, fps=825 images/s, loss=0.0243, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:52.745670, arrival_time=2021-04-15 00:23:20.611420, cost_time=0:00:09.532337 2021-04-15 00:22:30,967 INFO : TRAIN, epoch=0177, iter=00040/00196, fetch data time cost=1.46ms, fps=826 images/s, loss=0.0241, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:49.272288, arrival_time=2021-04-15 00:23:20.239684, cost_time=0:00:12.633927 2021-04-15 00:22:34,072 INFO : TRAIN, epoch=0177, iter=00050/00196, fetch data time cost=1.66ms, fps=825 images/s, loss=0.0238, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:45.956712, arrival_time=2021-04-15 00:23:20.028754, cost_time=0:00:15.738625 2021-04-15 00:22:37,180 INFO : TRAIN, epoch=0177, iter=00060/00196, fetch data time cost=1.39ms, fps=824 images/s, loss=0.0243, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:42.719640, arrival_time=2021-04-15 00:23:19.899974, cost_time=0:00:18.846918 2021-04-15 00:22:40,282 INFO : TRAIN, epoch=0177, iter=00070/00196, fetch data time cost=1.50ms, fps=825 images/s, loss=0.0249, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:39.508308, arrival_time=2021-04-15 00:23:19.790780, cost_time=0:00:21.949056 2021-04-15 00:22:43,391 INFO : TRAIN, epoch=0177, iter=00080/00196, fetch data time cost=1.35ms, fps=824 images/s, loss=0.0249, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:36.334448, arrival_time=2021-04-15 00:23:19.726050, cost_time=0:00:25.058270 2021-04-15 00:22:46,500 INFO : TRAIN, epoch=0177, iter=00090/00196, fetch data time cost=1.49ms, fps=824 images/s, loss=0.0246, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:33.174608, arrival_time=2021-04-15 00:23:19.675154, cost_time=0:00:28.167115 2021-04-15 00:22:49,599 INFO : TRAIN, epoch=0177, iter=00100/00196, fetch data time cost=1.44ms, fps=826 images/s, loss=0.0244, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:30.015360, arrival_time=2021-04-15 00:23:19.614649, cost_time=0:00:31.265964 2021-04-15 00:22:52,699 INFO : TRAIN, epoch=0177, iter=00110/00196, fetch data time cost=1.96ms, fps=826 images/s, loss=0.0247, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:26.868378, arrival_time=2021-04-15 00:23:19.568232, cost_time=0:00:34.366495 2021-04-15 00:22:55,805 INFO : TRAIN, epoch=0177, iter=00120/00196, fetch data time cost=1.55ms, fps=825 images/s, loss=0.0247, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:23.732140, arrival_time=2021-04-15 00:23:19.537320, cost_time=0:00:37.471742 2021-04-15 00:22:58,908 INFO : TRAIN, epoch=0177, iter=00130/00196, fetch data time cost=1.41ms, fps=825 images/s, loss=0.0244, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:20.599854, arrival_time=2021-04-15 00:23:19.508594, cost_time=0:00:40.575417 2021-04-15 00:23:02,017 INFO : TRAIN, epoch=0177, iter=00140/00196, fetch data time cost=1.91ms, fps=824 images/s, loss=0.0244, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:17.473624, arrival_time=2021-04-15 00:23:19.491097, cost_time=0:00:43.684061 2021-04-15 00:23:05,117 INFO : TRAIN, epoch=0177, iter=00150/00196, fetch data time cost=1.38ms, fps=826 images/s, loss=0.0243, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:14.347262, arrival_time=2021-04-15 00:23:19.465088, cost_time=0:00:46.784487 2021-04-15 00:23:08,216 INFO : TRAIN, epoch=0177, iter=00160/00196, fetch data time cost=1.58ms, fps=826 images/s, loss=0.0244, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:11.223756, arrival_time=2021-04-15 00:23:19.440368, cost_time=0:00:49.883286 2021-04-15 00:23:11,324 INFO : TRAIN, epoch=0177, iter=00170/00196, fetch data time cost=1.97ms, fps=824 images/s, loss=0.0245, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:08.104564, arrival_time=2021-04-15 00:23:19.429376, cost_time=0:00:52.991394 2021-04-15 00:23:14,427 INFO : TRAIN, epoch=0177, iter=00180/00196, fetch data time cost=1.44ms, fps=825 images/s, loss=0.0245, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:04.986096, arrival_time=2021-04-15 00:23:19.413152, cost_time=0:00:56.093534 2021-04-15 00:23:17,542 INFO : TRAIN, epoch=0177, iter=00190/00196, fetch data time cost=1.66ms, fps=822 images/s, loss=0.0244, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:01.869750, arrival_time=2021-04-15 00:23:19.411915, cost_time=0:00:59.208754 2021-04-15 00:23:19,202 INFO : TRAIN, epoch=0177, iter=00196/00196, fetch data time cost=1.28ms, fps=820 images/s, loss=0.0246, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:23:19.201966, cost_time=0:01:00.868504 2021-04-15 00:23:20,258 INFO : EVAL, epoch=0177, iter=00010/00040, fetch data time cost=0.20ms, fps=2430 images/s, loss=1.0410, top1-acc=74.88%, top5-acc=92.97%, remaining_time=0:00:03.160470, arrival_time=2021-04-15 00:23:23.418538, cost_time=0:00:01.053488 2021-04-15 00:23:21,199 INFO : EVAL, epoch=0177, iter=00020/00040, fetch data time cost=1.31ms, fps=2722 images/s, loss=1.0211, top1-acc=74.77%, top5-acc=93.22%, remaining_time=0:00:01.994360, arrival_time=2021-04-15 00:23:23.193433, cost_time=0:00:01.994353 2021-04-15 00:23:22,147 INFO : EVAL, epoch=0177, iter=00030/00040, fetch data time cost=1.38ms, fps=2700 images/s, loss=1.0358, top1-acc=74.66%, top5-acc=93.23%, remaining_time=0:00:00.981050, arrival_time=2021-04-15 00:23:23.128790, cost_time=0:00:02.943160 2021-04-15 00:23:23,010 INFO : EVAL, epoch=0177, iter=00040/00040, fetch data time cost=0.12ms, fps=2691 images/s, loss=1.0467, top1-acc=74.91%, top5-acc=93.15%, remaining_time=0:00:00, arrival_time=2021-04-15 00:23:23.010243, cost_time=0:00:03.805594 2021-04-15 00:23:23,343 INFO : Epoch=0177 complete, best val top1-acc=75.25%, top5-acc=93.43% (epoch=174), remaining_time=0:24:58.277086, arrival_time=2021-04-15 00:48:21.620319, cost_time=3:12:10.219369 2021-04-15 00:23:23,345 INFO : Train start, epoch=0178, lr=0.003228 2021-04-15 00:23:26,659 INFO : TRAIN, epoch=0178, iter=00010/00196, fetch data time cost=2.20ms, fps=773 images/s, loss=0.0214, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:01.636680, arrival_time=2021-04-15 00:24:28.296234, cost_time=0:00:03.313797 2021-04-15 00:23:29,761 INFO : TRAIN, epoch=0178, iter=00020/00196, fetch data time cost=2.01ms, fps=826 images/s, loss=0.0226, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:56.458512, arrival_time=2021-04-15 00:24:26.219960, cost_time=0:00:06.415746 2021-04-15 00:23:32,867 INFO : TRAIN, epoch=0178, iter=00030/00196, fetch data time cost=1.67ms, fps=824 images/s, loss=0.0229, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:52.688898, arrival_time=2021-04-15 00:24:25.556646, cost_time=0:00:09.522096 2021-04-15 00:23:35,969 INFO : TRAIN, epoch=0178, iter=00040/00196, fetch data time cost=1.59ms, fps=825 images/s, loss=0.0231, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:49.233912, arrival_time=2021-04-15 00:24:25.203647, cost_time=0:00:12.624082 2021-04-15 00:23:39,071 INFO : TRAIN, epoch=0178, iter=00050/00196, fetch data time cost=1.41ms, fps=825 images/s, loss=0.0232, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:45.919920, arrival_time=2021-04-15 00:24:24.991546, cost_time=0:00:15.725979 2021-04-15 00:23:42,173 INFO : TRAIN, epoch=0178, iter=00060/00196, fetch data time cost=1.35ms, fps=826 images/s, loss=0.0228, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:42.675304, arrival_time=2021-04-15 00:24:24.848276, cost_time=0:00:18.827311 2021-04-15 00:23:45,276 INFO : TRAIN, epoch=0178, iter=00070/00196, fetch data time cost=1.57ms, fps=825 images/s, loss=0.0231, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:39.474918, arrival_time=2021-04-15 00:24:24.751133, cost_time=0:00:21.930492 2021-04-15 00:23:48,378 INFO : TRAIN, epoch=0178, iter=00080/00196, fetch data time cost=1.35ms, fps=825 images/s, loss=0.0230, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:36.296980, arrival_time=2021-04-15 00:24:24.674978, cost_time=0:00:25.032426 2021-04-15 00:23:51,477 INFO : TRAIN, epoch=0178, iter=00090/00196, fetch data time cost=1.62ms, fps=826 images/s, loss=0.0229, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:33.133056, arrival_time=2021-04-15 00:24:24.610557, cost_time=0:00:28.131841 2021-04-15 00:23:54,580 INFO : TRAIN, epoch=0178, iter=00100/00196, fetch data time cost=2.03ms, fps=825 images/s, loss=0.0227, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:29.985120, arrival_time=2021-04-15 00:24:24.565269, cost_time=0:00:31.234497 2021-04-15 00:23:57,685 INFO : TRAIN, epoch=0178, iter=00110/00196, fetch data time cost=1.47ms, fps=825 images/s, loss=0.0230, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:26.847480, arrival_time=2021-04-15 00:24:24.533075, cost_time=0:00:34.339772 2021-04-15 00:24:00,793 INFO : TRAIN, epoch=0178, iter=00120/00196, fetch data time cost=1.40ms, fps=824 images/s, loss=0.0230, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:23.717168, arrival_time=2021-04-15 00:24:24.510941, cost_time=0:00:37.448107 2021-04-15 00:24:03,906 INFO : TRAIN, epoch=0178, iter=00130/00196, fetch data time cost=1.45ms, fps=823 images/s, loss=0.0229, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:20.592330, arrival_time=2021-04-15 00:24:24.498612, cost_time=0:00:40.560611 2021-04-15 00:24:07,019 INFO : TRAIN, epoch=0178, iter=00140/00196, fetch data time cost=1.46ms, fps=822 images/s, loss=0.0228, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:17.469592, arrival_time=2021-04-15 00:24:24.489300, cost_time=0:00:43.673935 2021-04-15 00:24:10,126 INFO : TRAIN, epoch=0178, iter=00150/00196, fetch data time cost=1.68ms, fps=824 images/s, loss=0.0228, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:14.346158, arrival_time=2021-04-15 00:24:24.472906, cost_time=0:00:46.781007 2021-04-15 00:24:13,235 INFO : TRAIN, epoch=0178, iter=00160/00196, fetch data time cost=1.44ms, fps=824 images/s, loss=0.0229, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:11.225088, arrival_time=2021-04-15 00:24:24.460187, cost_time=0:00:49.889346 2021-04-15 00:24:16,338 INFO : TRAIN, epoch=0178, iter=00170/00196, fetch data time cost=1.38ms, fps=825 images/s, loss=0.0230, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:08.104772, arrival_time=2021-04-15 00:24:24.443235, cost_time=0:00:52.992799 2021-04-15 00:24:19,440 INFO : TRAIN, epoch=0178, iter=00180/00196, fetch data time cost=1.58ms, fps=825 images/s, loss=0.0231, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:04.986208, arrival_time=2021-04-15 00:24:24.426768, cost_time=0:00:56.094845 2021-04-15 00:24:22,551 INFO : TRAIN, epoch=0178, iter=00190/00196, fetch data time cost=1.52ms, fps=823 images/s, loss=0.0230, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:01.869648, arrival_time=2021-04-15 00:24:24.420743, cost_time=0:00:59.205447 2021-04-15 00:24:24,204 INFO : TRAIN, epoch=0178, iter=00196/00196, fetch data time cost=1.32ms, fps=823 images/s, loss=0.0232, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:24:24.204132, cost_time=0:01:00.858561 2021-04-15 00:24:25,288 INFO : EVAL, epoch=0178, iter=00010/00040, fetch data time cost=0.19ms, fps=2366 images/s, loss=1.0713, top1-acc=73.87%, top5-acc=93.12%, remaining_time=0:00:03.245790, arrival_time=2021-04-15 00:24:28.533773, cost_time=0:00:01.081934 2021-04-15 00:24:26,233 INFO : EVAL, epoch=0178, iter=00020/00040, fetch data time cost=1.41ms, fps=2709 images/s, loss=1.0650, top1-acc=74.02%, top5-acc=93.28%, remaining_time=0:00:02.027420, arrival_time=2021-04-15 00:24:28.260980, cost_time=0:00:02.027429 2021-04-15 00:24:27,176 INFO : EVAL, epoch=0178, iter=00030/00040, fetch data time cost=1.45ms, fps=2718 images/s, loss=1.0438, top1-acc=74.37%, top5-acc=93.15%, remaining_time=0:00:00.990010, arrival_time=2021-04-15 00:24:28.166081, cost_time=0:00:02.970017 2021-04-15 00:24:28,036 INFO : EVAL, epoch=0178, iter=00040/00040, fetch data time cost=0.07ms, fps=2698 images/s, loss=1.0370, top1-acc=74.57%, top5-acc=93.19%, remaining_time=0:00:00, arrival_time=2021-04-15 00:24:28.036324, cost_time=0:00:03.830312 2021-04-15 00:24:28,314 INFO : Epoch=0178 complete, best val top1-acc=75.25%, top5-acc=93.43% (epoch=174), remaining_time=0:23:53.113506, arrival_time=2021-04-15 00:48:21.428386, cost_time=3:13:15.191051 2021-04-15 00:24:28,316 INFO : Train start, epoch=0179, lr=0.002956 2021-04-15 00:24:31,590 INFO : TRAIN, epoch=0179, iter=00010/00196, fetch data time cost=2.17ms, fps=782 images/s, loss=0.0219, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:01:00.884682, arrival_time=2021-04-15 00:25:32.474824, cost_time=0:00:03.273369 2021-04-15 00:24:34,694 INFO : TRAIN, epoch=0179, iter=00020/00196, fetch data time cost=2.70ms, fps=825 images/s, loss=0.0207, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:56.119712, arrival_time=2021-04-15 00:25:30.813810, cost_time=0:00:06.377248 2021-04-15 00:24:37,799 INFO : TRAIN, epoch=0179, iter=00030/00196, fetch data time cost=1.57ms, fps=825 images/s, loss=0.0220, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:52.471438, arrival_time=2021-04-15 00:25:30.270957, cost_time=0:00:09.482785 2021-04-15 00:24:40,902 INFO : TRAIN, epoch=0179, iter=00040/00196, fetch data time cost=1.44ms, fps=825 images/s, loss=0.0217, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:49.086024, arrival_time=2021-04-15 00:25:29.988911, cost_time=0:00:12.586146 2021-04-15 00:24:44,011 INFO : TRAIN, epoch=0179, iter=00050/00196, fetch data time cost=1.48ms, fps=824 images/s, loss=0.0218, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:45.827210, arrival_time=2021-04-15 00:25:29.838208, cost_time=0:00:15.694256 2021-04-15 00:24:47,130 INFO : TRAIN, epoch=0179, iter=00060/00196, fetch data time cost=1.46ms, fps=821 images/s, loss=0.0215, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:42.643480, arrival_time=2021-04-15 00:25:29.773496, cost_time=0:00:18.813275 2021-04-15 00:24:50,241 INFO : TRAIN, epoch=0179, iter=00070/00196, fetch data time cost=1.76ms, fps=823 images/s, loss=0.0217, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:39.463956, arrival_time=2021-04-15 00:25:29.705084, cost_time=0:00:21.924396 2021-04-15 00:24:53,346 INFO : TRAIN, epoch=0179, iter=00080/00196, fetch data time cost=1.54ms, fps=825 images/s, loss=0.0216, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:36.292224, arrival_time=2021-04-15 00:25:29.638195, cost_time=0:00:25.029126 2021-04-15 00:24:56,448 INFO : TRAIN, epoch=0179, iter=00090/00196, fetch data time cost=1.58ms, fps=825 images/s, loss=0.0218, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:33.132738, arrival_time=2021-04-15 00:25:29.581038, cost_time=0:00:28.131558 2021-04-15 00:24:59,551 INFO : TRAIN, epoch=0179, iter=00100/00196, fetch data time cost=1.44ms, fps=825 images/s, loss=0.0217, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:29.985216, arrival_time=2021-04-15 00:25:29.536565, cost_time=0:00:31.234624 2021-04-15 00:25:02,659 INFO : TRAIN, epoch=0179, iter=00110/00196, fetch data time cost=2.78ms, fps=824 images/s, loss=0.0217, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:26.849458, arrival_time=2021-04-15 00:25:29.508597, cost_time=0:00:34.342317 2021-04-15 00:25:05,766 INFO : TRAIN, epoch=0179, iter=00120/00196, fetch data time cost=1.44ms, fps=824 images/s, loss=0.0217, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:23.718004, arrival_time=2021-04-15 00:25:29.484339, cost_time=0:00:37.449503 2021-04-15 00:25:08,868 INFO : TRAIN, epoch=0179, iter=00130/00196, fetch data time cost=1.52ms, fps=826 images/s, loss=0.0217, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:20.587644, arrival_time=2021-04-15 00:25:29.455694, cost_time=0:00:40.551384 2021-04-15 00:25:11,967 INFO : TRAIN, epoch=0179, iter=00140/00196, fetch data time cost=1.58ms, fps=826 images/s, loss=0.0219, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:17.460128, arrival_time=2021-04-15 00:25:29.427208, cost_time=0:00:43.650344 2021-04-15 00:25:15,068 INFO : TRAIN, epoch=0179, iter=00150/00196, fetch data time cost=1.49ms, fps=825 images/s, loss=0.0220, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:14.337326, arrival_time=2021-04-15 00:25:29.406166, cost_time=0:00:46.752186 2021-04-15 00:25:18,173 INFO : TRAIN, epoch=0179, iter=00160/00196, fetch data time cost=1.55ms, fps=825 images/s, loss=0.0221, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:11.217780, arrival_time=2021-04-15 00:25:29.391420, cost_time=0:00:49.856846 2021-04-15 00:25:21,273 INFO : TRAIN, epoch=0179, iter=00170/00196, fetch data time cost=1.59ms, fps=826 images/s, loss=0.0223, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:08.099208, arrival_time=2021-04-15 00:25:29.372241, cost_time=0:00:52.956391 2021-04-15 00:25:24,380 INFO : TRAIN, epoch=0179, iter=00180/00196, fetch data time cost=1.72ms, fps=824 images/s, loss=0.0223, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:04.983408, arrival_time=2021-04-15 00:25:29.363638, cost_time=0:00:56.063428 2021-04-15 00:25:27,498 INFO : TRAIN, epoch=0179, iter=00190/00196, fetch data time cost=1.39ms, fps=821 images/s, loss=0.0224, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:01.868892, arrival_time=2021-04-15 00:25:29.367255, cost_time=0:00:59.181632 2021-04-15 00:25:29,159 INFO : TRAIN, epoch=0179, iter=00196/00196, fetch data time cost=2.05ms, fps=819 images/s, loss=0.0227, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:25:29.159835, cost_time=0:01:00.843070 2021-04-15 00:25:30,214 INFO : EVAL, epoch=0179, iter=00010/00040, fetch data time cost=0.21ms, fps=2431 images/s, loss=1.0354, top1-acc=74.65%, top5-acc=93.59%, remaining_time=0:00:03.158700, arrival_time=2021-04-15 00:25:33.373582, cost_time=0:00:01.052900 2021-04-15 00:25:31,160 INFO : EVAL, epoch=0179, iter=00020/00040, fetch data time cost=1.30ms, fps=2708 images/s, loss=1.0016, top1-acc=75.23%, top5-acc=93.87%, remaining_time=0:00:01.998480, arrival_time=2021-04-15 00:25:33.159070, cost_time=0:00:01.998475 2021-04-15 00:25:32,105 INFO : EVAL, epoch=0179, iter=00030/00040, fetch data time cost=1.45ms, fps=2710 images/s, loss=1.0025, top1-acc=75.18%, top5-acc=93.66%, remaining_time=0:00:00.981230, arrival_time=2021-04-15 00:25:33.087021, cost_time=0:00:02.943683 2021-04-15 00:25:32,964 INFO : EVAL, epoch=0179, iter=00040/00040, fetch data time cost=0.09ms, fps=2703 images/s, loss=1.0180, top1-acc=75.01%, top5-acc=93.43%, remaining_time=0:00:00, arrival_time=2021-04-15 00:25:32.964460, cost_time=0:00:03.802521 2021-04-15 00:25:33,237 INFO : Epoch=0179 complete, best val top1-acc=75.25%, top5-acc=93.43% (epoch=174), remaining_time=0:22:47.946237, arrival_time=2021-04-15 00:48:21.183322, cost_time=3:14:20.113227 2021-04-15 00:25:33,238 INFO : Train start, epoch=0180, lr=0.002696 2021-04-15 00:25:36,508 INFO : TRAIN, epoch=0180, iter=00010/00196, fetch data time cost=2.08ms, fps=783 images/s, loss=0.0215, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:01:00.812514, arrival_time=2021-04-15 00:26:37.320829, cost_time=0:00:03.269490 2021-04-15 00:25:39,612 INFO : TRAIN, epoch=0180, iter=00020/00196, fetch data time cost=1.52ms, fps=825 images/s, loss=0.0212, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:56.086624, arrival_time=2021-04-15 00:26:35.698932, cost_time=0:00:06.373477 2021-04-15 00:25:42,718 INFO : TRAIN, epoch=0180, iter=00030/00196, fetch data time cost=1.38ms, fps=824 images/s, loss=0.0214, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:52.455834, arrival_time=2021-04-15 00:26:35.174641, cost_time=0:00:09.479975 2021-04-15 00:25:45,822 INFO : TRAIN, epoch=0180, iter=00040/00196, fetch data time cost=2.19ms, fps=825 images/s, loss=0.0212, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:49.076976, arrival_time=2021-04-15 00:26:34.899814, cost_time=0:00:12.583853 2021-04-15 00:25:48,934 INFO : TRAIN, epoch=0180, iter=00050/00196, fetch data time cost=1.52ms, fps=823 images/s, loss=0.0213, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:45.830422, arrival_time=2021-04-15 00:26:34.764670, cost_time=0:00:15.695345 2021-04-15 00:25:52,045 INFO : TRAIN, epoch=0180, iter=00060/00196, fetch data time cost=1.58ms, fps=823 images/s, loss=0.0215, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:42.627976, arrival_time=2021-04-15 00:26:34.673262, cost_time=0:00:18.806445 2021-04-15 00:25:55,158 INFO : TRAIN, epoch=0180, iter=00070/00196, fetch data time cost=1.94ms, fps=823 images/s, loss=0.0220, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:39.454254, arrival_time=2021-04-15 00:26:34.612291, cost_time=0:00:21.919003 2021-04-15 00:25:58,270 INFO : TRAIN, epoch=0180, iter=00080/00196, fetch data time cost=1.98ms, fps=823 images/s, loss=0.0218, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:36.295124, arrival_time=2021-04-15 00:26:34.565103, cost_time=0:00:25.031096 2021-04-15 00:26:01,373 INFO : TRAIN, epoch=0180, iter=00090/00196, fetch data time cost=2.15ms, fps=825 images/s, loss=0.0222, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:33.136660, arrival_time=2021-04-15 00:26:34.510344, cost_time=0:00:28.134859 2021-04-15 00:26:04,478 INFO : TRAIN, epoch=0180, iter=00100/00196, fetch data time cost=1.62ms, fps=825 images/s, loss=0.0225, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:29.989728, arrival_time=2021-04-15 00:26:34.467789, cost_time=0:00:31.239298 2021-04-15 00:26:07,590 INFO : TRAIN, epoch=0180, iter=00110/00196, fetch data time cost=2.22ms, fps=823 images/s, loss=0.0222, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:26.856940, arrival_time=2021-04-15 00:26:34.447634, cost_time=0:00:34.351859 2021-04-15 00:26:10,698 INFO : TRAIN, epoch=0180, iter=00120/00196, fetch data time cost=1.74ms, fps=824 images/s, loss=0.0222, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:23.724464, arrival_time=2021-04-15 00:26:34.422999, cost_time=0:00:37.459706 2021-04-15 00:26:13,797 INFO : TRAIN, epoch=0180, iter=00130/00196, fetch data time cost=1.46ms, fps=826 images/s, loss=0.0222, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:20.591208, arrival_time=2021-04-15 00:26:34.388421, cost_time=0:00:40.558384 2021-04-15 00:26:16,899 INFO : TRAIN, epoch=0180, iter=00140/00196, fetch data time cost=1.68ms, fps=825 images/s, loss=0.0225, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:17.464216, arrival_time=2021-04-15 00:26:34.363661, cost_time=0:00:43.660553 2021-04-15 00:26:20,011 INFO : TRAIN, epoch=0180, iter=00150/00196, fetch data time cost=2.01ms, fps=823 images/s, loss=0.0223, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:14.343582, arrival_time=2021-04-15 00:26:34.354992, cost_time=0:00:46.772532 2021-04-15 00:26:23,119 INFO : TRAIN, epoch=0180, iter=00160/00196, fetch data time cost=1.43ms, fps=824 images/s, loss=0.0223, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:11.223036, arrival_time=2021-04-15 00:26:34.342102, cost_time=0:00:49.880232 2021-04-15 00:26:26,224 INFO : TRAIN, epoch=0180, iter=00170/00196, fetch data time cost=1.59ms, fps=825 images/s, loss=0.0222, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:08.103602, arrival_time=2021-04-15 00:26:34.327509, cost_time=0:00:52.985065 2021-04-15 00:26:29,329 INFO : TRAIN, epoch=0180, iter=00180/00196, fetch data time cost=2.10ms, fps=825 images/s, loss=0.0220, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:04.985808, arrival_time=2021-04-15 00:26:34.314957, cost_time=0:00:56.090314 2021-04-15 00:26:32,433 INFO : TRAIN, epoch=0180, iter=00190/00196, fetch data time cost=1.24ms, fps=825 images/s, loss=0.0219, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:01.869318, arrival_time=2021-04-15 00:26:34.303182, cost_time=0:00:59.195063 2021-04-15 00:26:34,091 INFO : TRAIN, epoch=0180, iter=00196/00196, fetch data time cost=1.29ms, fps=821 images/s, loss=0.0219, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:26:34.091366, cost_time=0:01:00.852628 2021-04-15 00:26:35,181 INFO : EVAL, epoch=0180, iter=00010/00040, fetch data time cost=1.50ms, fps=2352 images/s, loss=0.9745, top1-acc=75.62%, top5-acc=94.14%, remaining_time=0:00:03.265230, arrival_time=2021-04-15 00:26:38.446984, cost_time=0:00:01.088406 2021-04-15 00:26:36,126 INFO : EVAL, epoch=0180, iter=00020/00040, fetch data time cost=1.51ms, fps=2712 images/s, loss=0.9990, top1-acc=75.23%, top5-acc=93.75%, remaining_time=0:00:02.032980, arrival_time=2021-04-15 00:26:38.159220, cost_time=0:00:02.032972 2021-04-15 00:26:37,068 INFO : EVAL, epoch=0180, iter=00030/00040, fetch data time cost=1.40ms, fps=2717 images/s, loss=1.0230, top1-acc=75.01%, top5-acc=93.46%, remaining_time=0:00:00.991850, arrival_time=2021-04-15 00:26:38.060658, cost_time=0:00:02.975542 2021-04-15 00:26:37,926 INFO : EVAL, epoch=0180, iter=00040/00040, fetch data time cost=0.07ms, fps=2707 images/s, loss=1.0175, top1-acc=75.52%, top5-acc=93.40%, remaining_time=0:00:00, arrival_time=2021-04-15 00:26:37.926088, cost_time=0:00:03.832855 2021-04-15 00:26:38,448 INFO : Epoch=0180 complete, best val top1-acc=75.52%, top5-acc=93.40% (epoch=180), remaining_time=0:21:42.813900, arrival_time=2021-04-15 00:48:21.262819, cost_time=3:15:25.325078 2021-04-15 00:26:38,450 INFO : Train start, epoch=0181, lr=0.002447 2021-04-15 00:26:41,731 INFO : TRAIN, epoch=0181, iter=00010/00196, fetch data time cost=1.59ms, fps=780 images/s, loss=0.0220, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:01:01.015254, arrival_time=2021-04-15 00:27:42.746343, cost_time=0:00:03.280392 2021-04-15 00:26:44,839 INFO : TRAIN, epoch=0181, iter=00020/00196, fetch data time cost=1.42ms, fps=824 images/s, loss=0.0212, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:56.218800, arrival_time=2021-04-15 00:27:41.058091, cost_time=0:00:06.388494 2021-04-15 00:26:47,947 INFO : TRAIN, epoch=0181, iter=00030/00196, fetch data time cost=1.43ms, fps=824 images/s, loss=0.0203, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:52.549458, arrival_time=2021-04-15 00:27:40.497048, cost_time=0:00:09.496891 2021-04-15 00:26:51,061 INFO : TRAIN, epoch=0181, iter=00040/00196, fetch data time cost=1.68ms, fps=822 images/s, loss=0.0199, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:49.183368, arrival_time=2021-04-15 00:27:40.245173, cost_time=0:00:12.611111 2021-04-15 00:26:54,172 INFO : TRAIN, epoch=0181, iter=00050/00196, fetch data time cost=2.24ms, fps=823 images/s, loss=0.0205, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:45.906342, arrival_time=2021-04-15 00:27:40.078388, cost_time=0:00:15.721350 2021-04-15 00:26:57,277 INFO : TRAIN, epoch=0181, iter=00060/00196, fetch data time cost=1.63ms, fps=824 images/s, loss=0.0204, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:42.674760, arrival_time=2021-04-15 00:27:39.952562, cost_time=0:00:18.827111 2021-04-15 00:27:00,391 INFO : TRAIN, epoch=0181, iter=00070/00196, fetch data time cost=1.48ms, fps=822 images/s, loss=0.0204, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:39.492936, arrival_time=2021-04-15 00:27:39.884139, cost_time=0:00:21.940508 2021-04-15 00:27:03,498 INFO : TRAIN, epoch=0181, iter=00080/00196, fetch data time cost=1.46ms, fps=824 images/s, loss=0.0209, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:36.319484, arrival_time=2021-04-15 00:27:39.818113, cost_time=0:00:25.047935 2021-04-15 00:27:06,604 INFO : TRAIN, epoch=0181, iter=00090/00196, fetch data time cost=1.43ms, fps=824 images/s, loss=0.0207, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:33.159132, arrival_time=2021-04-15 00:27:39.763905, cost_time=0:00:28.154003 2021-04-15 00:27:09,713 INFO : TRAIN, epoch=0181, iter=00100/00196, fetch data time cost=1.43ms, fps=824 images/s, loss=0.0207, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:30.012000, arrival_time=2021-04-15 00:27:39.725095, cost_time=0:00:31.262451 2021-04-15 00:27:12,822 INFO : TRAIN, epoch=0181, iter=00110/00196, fetch data time cost=1.93ms, fps=824 images/s, loss=0.0206, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:26.872162, arrival_time=2021-04-15 00:27:39.694498, cost_time=0:00:34.371394 2021-04-15 00:27:15,933 INFO : TRAIN, epoch=0181, iter=00120/00196, fetch data time cost=1.57ms, fps=823 images/s, loss=0.0206, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:23.738904, arrival_time=2021-04-15 00:27:39.672022, cost_time=0:00:37.482423 2021-04-15 00:27:19,039 INFO : TRAIN, epoch=0181, iter=00130/00196, fetch data time cost=1.42ms, fps=824 images/s, loss=0.0206, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:20.606520, arrival_time=2021-04-15 00:27:39.645847, cost_time=0:00:40.588624 2021-04-15 00:27:22,145 INFO : TRAIN, epoch=0181, iter=00140/00196, fetch data time cost=1.32ms, fps=824 images/s, loss=0.0207, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:17.477936, arrival_time=2021-04-15 00:27:39.623619, cost_time=0:00:43.694876 2021-04-15 00:27:25,256 INFO : TRAIN, epoch=0181, iter=00150/00196, fetch data time cost=1.47ms, fps=823 images/s, loss=0.0207, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:14.353794, arrival_time=2021-04-15 00:27:39.610516, cost_time=0:00:46.805857 2021-04-15 00:27:28,368 INFO : TRAIN, epoch=0181, iter=00160/00196, fetch data time cost=1.36ms, fps=823 images/s, loss=0.0208, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:11.231460, arrival_time=2021-04-15 00:27:39.599753, cost_time=0:00:49.917594 2021-04-15 00:27:31,481 INFO : TRAIN, epoch=0181, iter=00170/00196, fetch data time cost=1.59ms, fps=822 images/s, loss=0.0208, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:08.110596, arrival_time=2021-04-15 00:27:39.592292, cost_time=0:00:53.030893 2021-04-15 00:27:34,580 INFO : TRAIN, epoch=0181, iter=00180/00196, fetch data time cost=1.46ms, fps=826 images/s, loss=0.0208, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:04.989280, arrival_time=2021-04-15 00:27:39.569358, cost_time=0:00:56.129325 2021-04-15 00:27:37,682 INFO : TRAIN, epoch=0181, iter=00190/00196, fetch data time cost=1.31ms, fps=825 images/s, loss=0.0209, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:01.870482, arrival_time=2021-04-15 00:27:39.553031, cost_time=0:00:59.231869 2021-04-15 00:27:39,335 INFO : TRAIN, epoch=0181, iter=00196/00196, fetch data time cost=1.42ms, fps=823 images/s, loss=0.0210, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:27:39.335781, cost_time=0:01:00.885098 2021-04-15 00:27:40,424 INFO : EVAL, epoch=0181, iter=00010/00040, fetch data time cost=0.20ms, fps=2356 images/s, loss=1.0302, top1-acc=75.55%, top5-acc=93.36%, remaining_time=0:00:03.259590, arrival_time=2021-04-15 00:27:43.683989, cost_time=0:00:01.086529 2021-04-15 00:27:41,377 INFO : EVAL, epoch=0181, iter=00020/00040, fetch data time cost=1.56ms, fps=2690 images/s, loss=0.9990, top1-acc=76.11%, top5-acc=93.48%, remaining_time=0:00:02.039380, arrival_time=2021-04-15 00:27:43.416597, cost_time=0:00:02.039378 2021-04-15 00:27:42,326 INFO : EVAL, epoch=0181, iter=00030/00040, fetch data time cost=1.72ms, fps=2699 images/s, loss=1.0028, top1-acc=75.65%, top5-acc=93.40%, remaining_time=0:00:00.996040, arrival_time=2021-04-15 00:27:43.322097, cost_time=0:00:02.988127 2021-04-15 00:27:43,187 INFO : EVAL, epoch=0181, iter=00040/00040, fetch data time cost=0.08ms, fps=2696 images/s, loss=0.9995, top1-acc=75.40%, top5-acc=93.49%, remaining_time=0:00:00, arrival_time=2021-04-15 00:27:43.187111, cost_time=0:00:03.849226 2021-04-15 00:27:43,462 INFO : Epoch=0181 complete, best val top1-acc=75.52%, top5-acc=93.40% (epoch=180), remaining_time=0:20:37.659848, arrival_time=2021-04-15 00:48:21.122202, cost_time=3:16:30.338520 2021-04-15 00:27:43,463 INFO : Train start, epoch=0182, lr=0.002210 2021-04-15 00:27:46,746 INFO : TRAIN, epoch=0182, iter=00010/00196, fetch data time cost=1.50ms, fps=780 images/s, loss=0.0185, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:01:01.047990, arrival_time=2021-04-15 00:28:47.794105, cost_time=0:00:03.282150 2021-04-15 00:27:49,847 INFO : TRAIN, epoch=0182, iter=00020/00196, fetch data time cost=1.57ms, fps=826 images/s, loss=0.0180, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:56.175856, arrival_time=2021-04-15 00:28:46.023443, cost_time=0:00:06.383629 2021-04-15 00:27:52,956 INFO : TRAIN, epoch=0182, iter=00030/00196, fetch data time cost=1.54ms, fps=824 images/s, loss=0.0195, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:52.524226, arrival_time=2021-04-15 00:28:45.480509, cost_time=0:00:09.492330 2021-04-15 00:27:56,060 INFO : TRAIN, epoch=0182, iter=00040/00196, fetch data time cost=1.44ms, fps=825 images/s, loss=0.0194, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:49.124088, arrival_time=2021-04-15 00:28:45.184101, cost_time=0:00:12.595929 2021-04-15 00:27:59,165 INFO : TRAIN, epoch=0182, iter=00050/00196, fetch data time cost=1.38ms, fps=825 images/s, loss=0.0199, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:45.847358, arrival_time=2021-04-15 00:28:45.012360, cost_time=0:00:15.701128 2021-04-15 00:28:02,270 INFO : TRAIN, epoch=0182, iter=00060/00196, fetch data time cost=1.33ms, fps=825 images/s, loss=0.0196, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:42.627024, arrival_time=2021-04-15 00:28:44.897031, cost_time=0:00:18.806050 2021-04-15 00:28:05,368 INFO : TRAIN, epoch=0182, iter=00070/00196, fetch data time cost=1.56ms, fps=826 images/s, loss=0.0196, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:39.427416, arrival_time=2021-04-15 00:28:44.795482, cost_time=0:00:21.904101 2021-04-15 00:28:08,474 INFO : TRAIN, epoch=0182, iter=00080/00196, fetch data time cost=2.30ms, fps=824 images/s, loss=0.0195, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:36.265892, arrival_time=2021-04-15 00:28:44.740788, cost_time=0:00:25.010946 2021-04-15 00:28:11,580 INFO : TRAIN, epoch=0182, iter=00090/00196, fetch data time cost=4.00ms, fps=824 images/s, loss=0.0194, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:33.115142, arrival_time=2021-04-15 00:28:44.695669, cost_time=0:00:28.116636 2021-04-15 00:28:14,688 INFO : TRAIN, epoch=0182, iter=00100/00196, fetch data time cost=1.47ms, fps=824 images/s, loss=0.0193, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:29.975136, arrival_time=2021-04-15 00:28:44.663142, cost_time=0:00:31.224051 2021-04-15 00:28:17,790 INFO : TRAIN, epoch=0182, iter=00110/00196, fetch data time cost=1.40ms, fps=825 images/s, loss=0.0197, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:26.837246, arrival_time=2021-04-15 00:28:44.627967, cost_time=0:00:34.326755 2021-04-15 00:28:20,908 INFO : TRAIN, epoch=0182, iter=00120/00196, fetch data time cost=1.86ms, fps=821 images/s, loss=0.0199, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:23.714964, arrival_time=2021-04-15 00:28:44.623611, cost_time=0:00:37.444681 2021-04-15 00:28:24,015 INFO : TRAIN, epoch=0182, iter=00130/00196, fetch data time cost=1.80ms, fps=824 images/s, loss=0.0202, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:20.587446, arrival_time=2021-04-15 00:28:44.602596, cost_time=0:00:40.551064 2021-04-15 00:28:27,121 INFO : TRAIN, epoch=0182, iter=00140/00196, fetch data time cost=1.46ms, fps=824 images/s, loss=0.0200, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:17.462928, arrival_time=2021-04-15 00:28:44.584077, cost_time=0:00:43.657255 2021-04-15 00:28:30,228 INFO : TRAIN, epoch=0182, iter=00150/00196, fetch data time cost=2.04ms, fps=824 images/s, loss=0.0201, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:14.341098, arrival_time=2021-04-15 00:28:44.569570, cost_time=0:00:46.764519 2021-04-15 00:28:33,337 INFO : TRAIN, epoch=0182, iter=00160/00196, fetch data time cost=1.55ms, fps=823 images/s, loss=0.0200, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:11.221632, arrival_time=2021-04-15 00:28:44.559487, cost_time=0:00:49.873902 2021-04-15 00:28:36,445 INFO : TRAIN, epoch=0182, iter=00170/00196, fetch data time cost=1.53ms, fps=824 images/s, loss=0.0199, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:08.103056, arrival_time=2021-04-15 00:28:44.548479, cost_time=0:00:52.981456 2021-04-15 00:28:39,545 INFO : TRAIN, epoch=0182, iter=00180/00196, fetch data time cost=1.41ms, fps=826 images/s, loss=0.0201, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:04.984976, arrival_time=2021-04-15 00:28:44.529883, cost_time=0:00:56.080951 2021-04-15 00:28:42,646 INFO : TRAIN, epoch=0182, iter=00190/00196, fetch data time cost=1.23ms, fps=826 images/s, loss=0.0200, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:01.868916, arrival_time=2021-04-15 00:28:44.515205, cost_time=0:00:59.182268 2021-04-15 00:28:44,302 INFO : TRAIN, epoch=0182, iter=00196/00196, fetch data time cost=1.37ms, fps=821 images/s, loss=0.0203, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:28:44.302705, cost_time=0:01:00.838768 2021-04-15 00:28:45,395 INFO : EVAL, epoch=0182, iter=00010/00040, fetch data time cost=1.42ms, fps=2349 images/s, loss=1.0156, top1-acc=74.26%, top5-acc=93.83%, remaining_time=0:00:03.269460, arrival_time=2021-04-15 00:28:48.665161, cost_time=0:00:01.089820 2021-04-15 00:28:46,340 INFO : EVAL, epoch=0182, iter=00020/00040, fetch data time cost=1.46ms, fps=2713 images/s, loss=1.0367, top1-acc=74.55%, top5-acc=93.48%, remaining_time=0:00:02.033880, arrival_time=2021-04-15 00:28:48.373835, cost_time=0:00:02.033888 2021-04-15 00:28:47,284 INFO : EVAL, epoch=0182, iter=00030/00040, fetch data time cost=1.50ms, fps=2711 images/s, loss=1.0349, top1-acc=74.73%, top5-acc=93.41%, remaining_time=0:00:00.992970, arrival_time=2021-04-15 00:28:48.277758, cost_time=0:00:02.978909 2021-04-15 00:28:48,142 INFO : EVAL, epoch=0182, iter=00040/00040, fetch data time cost=0.08ms, fps=2706 images/s, loss=1.0309, top1-acc=75.22%, top5-acc=93.39%, remaining_time=0:00:00, arrival_time=2021-04-15 00:28:48.142334, cost_time=0:00:03.836487 2021-04-15 00:28:48,468 INFO : Epoch=0182 complete, best val top1-acc=75.52%, top5-acc=93.40% (epoch=180), remaining_time=0:19:32.506572, arrival_time=2021-04-15 00:48:20.974576, cost_time=3:17:35.344166 2021-04-15 00:28:48,469 INFO : Train start, epoch=0183, lr=0.001985 2021-04-15 00:28:51,798 INFO : TRAIN, epoch=0183, iter=00010/00196, fetch data time cost=1.66ms, fps=769 images/s, loss=0.0206, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:01:01.911030, arrival_time=2021-04-15 00:29:53.709178, cost_time=0:00:03.328551 2021-04-15 00:28:54,901 INFO : TRAIN, epoch=0183, iter=00020/00196, fetch data time cost=1.70ms, fps=825 images/s, loss=0.0194, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:56.601600, arrival_time=2021-04-15 00:29:51.503197, cost_time=0:00:06.431995 2021-04-15 00:28:58,014 INFO : TRAIN, epoch=0183, iter=00030/00196, fetch data time cost=1.89ms, fps=823 images/s, loss=0.0194, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:52.814062, arrival_time=2021-04-15 00:29:50.828376, cost_time=0:00:09.544716 2021-04-15 00:29:01,111 INFO : TRAIN, epoch=0183, iter=00040/00196, fetch data time cost=1.42ms, fps=827 images/s, loss=0.0188, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:49.302084, arrival_time=2021-04-15 00:29:50.413252, cost_time=0:00:12.641561 2021-04-15 00:29:04,224 INFO : TRAIN, epoch=0183, iter=00050/00196, fetch data time cost=1.52ms, fps=822 images/s, loss=0.0187, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:46.003870, arrival_time=2021-04-15 00:29:50.228209, cost_time=0:00:15.754742 2021-04-15 00:29:07,331 INFO : TRAIN, epoch=0183, iter=00060/00196, fetch data time cost=1.58ms, fps=824 images/s, loss=0.0187, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:42.754456, arrival_time=2021-04-15 00:29:50.086312, cost_time=0:00:18.862258 2021-04-15 00:29:10,430 INFO : TRAIN, epoch=0183, iter=00070/00196, fetch data time cost=1.61ms, fps=826 images/s, loss=0.0189, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:39.529350, arrival_time=2021-04-15 00:29:49.959716, cost_time=0:00:21.960771 2021-04-15 00:29:13,528 INFO : TRAIN, epoch=0183, iter=00080/00196, fetch data time cost=1.47ms, fps=826 images/s, loss=0.0189, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:36.335840, arrival_time=2021-04-15 00:29:49.864701, cost_time=0:00:25.059163 2021-04-15 00:29:16,630 INFO : TRAIN, epoch=0183, iter=00090/00196, fetch data time cost=1.81ms, fps=826 images/s, loss=0.0187, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:33.166764, arrival_time=2021-04-15 00:29:49.796743, cost_time=0:00:28.160445 2021-04-15 00:29:19,732 INFO : TRAIN, epoch=0183, iter=00100/00196, fetch data time cost=1.41ms, fps=825 images/s, loss=0.0189, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:30.011904, arrival_time=2021-04-15 00:29:49.743866, cost_time=0:00:31.262364 2021-04-15 00:29:22,835 INFO : TRAIN, epoch=0183, iter=00110/00196, fetch data time cost=1.70ms, fps=825 images/s, loss=0.0190, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:26.867690, arrival_time=2021-04-15 00:29:49.702852, cost_time=0:00:34.365656 2021-04-15 00:29:25,940 INFO : TRAIN, epoch=0183, iter=00120/00196, fetch data time cost=2.20ms, fps=825 images/s, loss=0.0190, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:23.731228, arrival_time=2021-04-15 00:29:49.671307, cost_time=0:00:37.470356 2021-04-15 00:29:29,060 INFO : TRAIN, epoch=0183, iter=00130/00196, fetch data time cost=1.56ms, fps=821 images/s, loss=0.0191, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:20.607444, arrival_time=2021-04-15 00:29:49.667433, cost_time=0:00:40.590464 2021-04-15 00:29:32,168 INFO : TRAIN, epoch=0183, iter=00140/00196, fetch data time cost=1.33ms, fps=824 images/s, loss=0.0191, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:17.479672, arrival_time=2021-04-15 00:29:49.648455, cost_time=0:00:43.699224 2021-04-15 00:29:35,278 INFO : TRAIN, epoch=0183, iter=00150/00196, fetch data time cost=1.42ms, fps=823 images/s, loss=0.0192, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:14.354622, arrival_time=2021-04-15 00:29:49.632758, cost_time=0:00:46.808529 2021-04-15 00:29:38,377 INFO : TRAIN, epoch=0183, iter=00160/00196, fetch data time cost=1.56ms, fps=826 images/s, loss=0.0194, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:11.229300, arrival_time=2021-04-15 00:29:49.606776, cost_time=0:00:49.907946 2021-04-15 00:29:41,484 INFO : TRAIN, epoch=0183, iter=00170/00196, fetch data time cost=1.47ms, fps=824 images/s, loss=0.0195, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:08.108126, arrival_time=2021-04-15 00:29:49.592278, cost_time=0:00:53.014637 2021-04-15 00:29:44,586 INFO : TRAIN, epoch=0183, iter=00180/00196, fetch data time cost=2.12ms, fps=825 images/s, loss=0.0195, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:04.988128, arrival_time=2021-04-15 00:29:49.574248, cost_time=0:00:56.116520 2021-04-15 00:29:47,689 INFO : TRAIN, epoch=0183, iter=00190/00196, fetch data time cost=1.26ms, fps=825 images/s, loss=0.0195, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:01.870116, arrival_time=2021-04-15 00:29:49.560059, cost_time=0:00:59.220432 2021-04-15 00:29:49,342 INFO : TRAIN, epoch=0183, iter=00196/00196, fetch data time cost=1.26ms, fps=823 images/s, loss=0.0195, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:29:49.342097, cost_time=0:01:00.872591 2021-04-15 00:29:50,401 INFO : EVAL, epoch=0183, iter=00010/00040, fetch data time cost=0.46ms, fps=2421 images/s, loss=0.9453, top1-acc=75.78%, top5-acc=93.83%, remaining_time=0:00:03.172050, arrival_time=2021-04-15 00:29:53.573273, cost_time=0:00:01.057348 2021-04-15 00:29:51,341 INFO : EVAL, epoch=0183, iter=00020/00040, fetch data time cost=1.41ms, fps=2724 images/s, loss=0.9980, top1-acc=75.20%, top5-acc=93.48%, remaining_time=0:00:01.997520, arrival_time=2021-04-15 00:29:53.338896, cost_time=0:00:01.997514 2021-04-15 00:29:52,284 INFO : EVAL, epoch=0183, iter=00030/00040, fetch data time cost=1.48ms, fps=2715 images/s, loss=0.9894, top1-acc=75.61%, top5-acc=93.63%, remaining_time=0:00:00.980240, arrival_time=2021-04-15 00:29:53.264888, cost_time=0:00:02.940711 2021-04-15 00:29:53,145 INFO : EVAL, epoch=0183, iter=00040/00040, fetch data time cost=0.07ms, fps=2696 images/s, loss=0.9824, top1-acc=75.42%, top5-acc=93.56%, remaining_time=0:00:00, arrival_time=2021-04-15 00:29:53.145727, cost_time=0:00:03.801891 2021-04-15 00:29:53,372 INFO : Epoch=0183 complete, best val top1-acc=75.52%, top5-acc=93.40% (epoch=180), remaining_time=0:18:27.345473, arrival_time=2021-04-15 00:48:20.717718, cost_time=3:18:40.248414 2021-04-15 00:29:53,373 INFO : Train start, epoch=0184, lr=0.001772 2021-04-15 00:29:56,651 INFO : TRAIN, epoch=0184, iter=00010/00196, fetch data time cost=1.77ms, fps=781 images/s, loss=0.0188, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:01:00.965220, arrival_time=2021-04-15 00:30:57.616553, cost_time=0:00:03.277703 2021-04-15 00:29:59,754 INFO : TRAIN, epoch=0184, iter=00020/00196, fetch data time cost=1.67ms, fps=825 images/s, loss=0.0196, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:56.148576, arrival_time=2021-04-15 00:30:55.902931, cost_time=0:00:06.380519 2021-04-15 00:30:02,871 INFO : TRAIN, epoch=0184, iter=00030/00196, fetch data time cost=1.51ms, fps=822 images/s, loss=0.0199, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:52.551948, arrival_time=2021-04-15 00:30:55.423241, cost_time=0:00:09.497352 2021-04-15 00:30:05,980 INFO : TRAIN, epoch=0184, iter=00040/00196, fetch data time cost=1.55ms, fps=824 images/s, loss=0.0195, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:49.165584, arrival_time=2021-04-15 00:30:55.145843, cost_time=0:00:12.606543 2021-04-15 00:30:09,093 INFO : TRAIN, epoch=0184, iter=00050/00196, fetch data time cost=1.67ms, fps=822 images/s, loss=0.0196, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:45.901670, arrival_time=2021-04-15 00:30:54.995159, cost_time=0:00:15.719765 2021-04-15 00:30:12,201 INFO : TRAIN, epoch=0184, iter=00060/00196, fetch data time cost=1.78ms, fps=824 images/s, loss=0.0197, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:42.675168, arrival_time=2021-04-15 00:30:54.876165, cost_time=0:00:18.827282 2021-04-15 00:30:15,302 INFO : TRAIN, epoch=0184, iter=00070/00196, fetch data time cost=1.55ms, fps=826 images/s, loss=0.0193, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:39.471138, arrival_time=2021-04-15 00:30:54.773291, cost_time=0:00:21.928431 2021-04-15 00:30:18,404 INFO : TRAIN, epoch=0184, iter=00080/00196, fetch data time cost=1.45ms, fps=825 images/s, loss=0.0192, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:36.294196, arrival_time=2021-04-15 00:30:54.698430, cost_time=0:00:25.030519 2021-04-15 00:30:21,510 INFO : TRAIN, epoch=0184, iter=00090/00196, fetch data time cost=1.50ms, fps=824 images/s, loss=0.0192, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:33.139310, arrival_time=2021-04-15 00:30:54.650199, cost_time=0:00:28.137160 2021-04-15 00:30:24,613 INFO : TRAIN, epoch=0184, iter=00100/00196, fetch data time cost=1.73ms, fps=825 images/s, loss=0.0190, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:29.990304, arrival_time=2021-04-15 00:30:54.603920, cost_time=0:00:31.239899 2021-04-15 00:30:27,718 INFO : TRAIN, epoch=0184, iter=00110/00196, fetch data time cost=1.43ms, fps=825 images/s, loss=0.0192, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:26.850920, arrival_time=2021-04-15 00:30:54.568914, cost_time=0:00:34.344235 2021-04-15 00:30:30,818 INFO : TRAIN, epoch=0184, iter=00120/00196, fetch data time cost=1.44ms, fps=826 images/s, loss=0.0193, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:23.715040, arrival_time=2021-04-15 00:30:54.533437, cost_time=0:00:37.444752 2021-04-15 00:30:33,923 INFO : TRAIN, epoch=0184, iter=00130/00196, fetch data time cost=1.45ms, fps=825 images/s, loss=0.0192, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:20.586654, arrival_time=2021-04-15 00:30:54.509897, cost_time=0:00:40.549518 2021-04-15 00:30:37,024 INFO : TRAIN, epoch=0184, iter=00140/00196, fetch data time cost=1.52ms, fps=826 images/s, loss=0.0192, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:17.460408, arrival_time=2021-04-15 00:30:54.485090, cost_time=0:00:43.651046 2021-04-15 00:30:40,126 INFO : TRAIN, epoch=0184, iter=00150/00196, fetch data time cost=1.54ms, fps=826 images/s, loss=0.0191, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:14.337418, arrival_time=2021-04-15 00:30:54.463569, cost_time=0:00:46.752427 2021-04-15 00:30:43,233 INFO : TRAIN, epoch=0184, iter=00160/00196, fetch data time cost=1.63ms, fps=824 images/s, loss=0.0192, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:11.218464, arrival_time=2021-04-15 00:30:54.452022, cost_time=0:00:49.859833 2021-04-15 00:30:46,347 INFO : TRAIN, epoch=0184, iter=00170/00196, fetch data time cost=1.48ms, fps=822 images/s, loss=0.0194, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:08.101912, arrival_time=2021-04-15 00:30:54.449700, cost_time=0:00:52.974057 2021-04-15 00:30:49,454 INFO : TRAIN, epoch=0184, iter=00180/00196, fetch data time cost=1.55ms, fps=824 images/s, loss=0.0196, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:04.984912, arrival_time=2021-04-15 00:30:54.439012, cost_time=0:00:56.080305 2021-04-15 00:30:52,563 INFO : TRAIN, epoch=0184, iter=00190/00196, fetch data time cost=1.30ms, fps=823 images/s, loss=0.0195, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:01.869156, arrival_time=2021-04-15 00:30:54.432738, cost_time=0:00:59.189858 2021-04-15 00:30:54,218 INFO : TRAIN, epoch=0184, iter=00196/00196, fetch data time cost=1.92ms, fps=822 images/s, loss=0.0195, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:30:54.218074, cost_time=0:01:00.844361 2021-04-15 00:30:55,302 INFO : EVAL, epoch=0184, iter=00010/00040, fetch data time cost=0.31ms, fps=2365 images/s, loss=1.0150, top1-acc=75.70%, top5-acc=93.71%, remaining_time=0:00:03.246810, arrival_time=2021-04-15 00:30:58.549135, cost_time=0:00:01.082270 2021-04-15 00:30:56,245 INFO : EVAL, epoch=0184, iter=00020/00040, fetch data time cost=1.35ms, fps=2717 images/s, loss=1.0030, top1-acc=75.94%, top5-acc=93.42%, remaining_time=0:00:02.025080, arrival_time=2021-04-15 00:30:58.270159, cost_time=0:00:02.025084 2021-04-15 00:30:57,190 INFO : EVAL, epoch=0184, iter=00030/00040, fetch data time cost=1.69ms, fps=2710 images/s, loss=1.0156, top1-acc=75.49%, top5-acc=93.27%, remaining_time=0:00:00.989980, arrival_time=2021-04-15 00:30:58.180048, cost_time=0:00:02.969927 2021-04-15 00:30:58,051 INFO : EVAL, epoch=0184, iter=00040/00040, fetch data time cost=0.08ms, fps=2696 images/s, loss=1.0249, top1-acc=75.33%, top5-acc=93.40%, remaining_time=0:00:00, arrival_time=2021-04-15 00:30:58.051183, cost_time=0:00:03.831208 2021-04-15 00:30:58,392 INFO : Epoch=0184 complete, best val top1-acc=75.52%, top5-acc=93.40% (epoch=180), remaining_time=0:17:22.197280, arrival_time=2021-04-15 00:48:20.589884, cost_time=3:19:45.268772 2021-04-15 00:30:58,393 INFO : Train start, epoch=0185, lr=0.001571 2021-04-15 00:31:01,679 INFO : TRAIN, epoch=0185, iter=00010/00196, fetch data time cost=2.13ms, fps=779 images/s, loss=0.0198, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:01:01.096164, arrival_time=2021-04-15 00:32:02.775117, cost_time=0:00:03.284737 2021-04-15 00:31:04,786 INFO : TRAIN, epoch=0185, iter=00020/00196, fetch data time cost=1.94ms, fps=824 images/s, loss=0.0200, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:56.250128, arrival_time=2021-04-15 00:32:01.036409, cost_time=0:00:06.392063 2021-04-15 00:31:07,890 INFO : TRAIN, epoch=0185, iter=00030/00196, fetch data time cost=1.49ms, fps=825 images/s, loss=0.0199, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:52.545142, arrival_time=2021-04-15 00:32:00.435420, cost_time=0:00:09.496097 2021-04-15 00:31:10,992 INFO : TRAIN, epoch=0185, iter=00040/00196, fetch data time cost=1.34ms, fps=825 images/s, loss=0.0190, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:49.132824, arrival_time=2021-04-15 00:32:00.125142, cost_time=0:00:12.598142 2021-04-15 00:31:14,103 INFO : TRAIN, epoch=0185, iter=00050/00196, fetch data time cost=1.74ms, fps=823 images/s, loss=0.0189, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:45.869550, arrival_time=2021-04-15 00:31:59.972479, cost_time=0:00:15.708755 2021-04-15 00:31:17,203 INFO : TRAIN, epoch=0185, iter=00060/00196, fetch data time cost=1.40ms, fps=826 images/s, loss=0.0190, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:42.633960, arrival_time=2021-04-15 00:31:59.837219, cost_time=0:00:18.809080 2021-04-15 00:31:20,307 INFO : TRAIN, epoch=0185, iter=00070/00196, fetch data time cost=1.46ms, fps=825 images/s, loss=0.0189, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:39.443544, arrival_time=2021-04-15 00:31:59.750824, cost_time=0:00:21.913105 2021-04-15 00:31:23,404 INFO : TRAIN, epoch=0185, iter=00080/00196, fetch data time cost=1.34ms, fps=827 images/s, loss=0.0188, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:36.264616, arrival_time=2021-04-15 00:31:59.668793, cost_time=0:00:25.010099 2021-04-15 00:31:26,512 INFO : TRAIN, epoch=0185, iter=00090/00196, fetch data time cost=1.43ms, fps=824 images/s, loss=0.0188, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:33.116520, arrival_time=2021-04-15 00:31:59.628465, cost_time=0:00:28.117769 2021-04-15 00:31:29,609 INFO : TRAIN, epoch=0185, iter=00100/00196, fetch data time cost=2.14ms, fps=827 images/s, loss=0.0186, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:29.967072, arrival_time=2021-04-15 00:31:59.576937, cost_time=0:00:31.215690 2021-04-15 00:31:32,718 INFO : TRAIN, epoch=0185, iter=00110/00196, fetch data time cost=1.38ms, fps=824 images/s, loss=0.0185, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:26.835698, arrival_time=2021-04-15 00:31:59.554565, cost_time=0:00:34.324766 2021-04-15 00:31:35,819 INFO : TRAIN, epoch=0185, iter=00120/00196, fetch data time cost=1.50ms, fps=826 images/s, loss=0.0185, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:23.702424, arrival_time=2021-04-15 00:31:59.521445, cost_time=0:00:37.424938 2021-04-15 00:31:38,922 INFO : TRAIN, epoch=0185, iter=00130/00196, fetch data time cost=1.86ms, fps=825 images/s, loss=0.0188, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:20.575764, arrival_time=2021-04-15 00:31:59.498005, cost_time=0:00:40.528057 2021-04-15 00:31:42,029 INFO : TRAIN, epoch=0185, iter=00140/00196, fetch data time cost=1.50ms, fps=824 images/s, loss=0.0188, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:17.454248, arrival_time=2021-04-15 00:31:59.484033, cost_time=0:00:43.635684 2021-04-15 00:31:45,129 INFO : TRAIN, epoch=0185, iter=00150/00196, fetch data time cost=1.57ms, fps=826 images/s, loss=0.0188, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:14.332174, arrival_time=2021-04-15 00:31:59.461788, cost_time=0:00:46.735368 2021-04-15 00:31:48,232 INFO : TRAIN, epoch=0185, iter=00160/00196, fetch data time cost=1.46ms, fps=825 images/s, loss=0.0189, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:11.213640, arrival_time=2021-04-15 00:31:59.446166, cost_time=0:00:49.838430 2021-04-15 00:31:51,329 INFO : TRAIN, epoch=0185, iter=00170/00196, fetch data time cost=1.51ms, fps=827 images/s, loss=0.0188, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:08.096036, arrival_time=2021-04-15 00:31:59.425782, cost_time=0:00:52.935652 2021-04-15 00:31:54,432 INFO : TRAIN, epoch=0185, iter=00180/00196, fetch data time cost=2.12ms, fps=825 images/s, loss=0.0187, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:04.981216, arrival_time=2021-04-15 00:31:59.414061, cost_time=0:00:56.038668 2021-04-15 00:31:57,539 INFO : TRAIN, epoch=0185, iter=00190/00196, fetch data time cost=1.23ms, fps=824 images/s, loss=0.0187, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:01.867734, arrival_time=2021-04-15 00:31:59.406716, cost_time=0:00:59.144873 2021-04-15 00:31:59,192 INFO : TRAIN, epoch=0185, iter=00196/00196, fetch data time cost=1.34ms, fps=823 images/s, loss=0.0188, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:31:59.192189, cost_time=0:01:00.798057 2021-04-15 00:32:00,251 INFO : EVAL, epoch=0185, iter=00010/00040, fetch data time cost=1.52ms, fps=2424 images/s, loss=0.9659, top1-acc=76.29%, top5-acc=93.24%, remaining_time=0:00:03.168330, arrival_time=2021-04-15 00:32:03.419334, cost_time=0:00:01.056108 2021-04-15 00:32:01,191 INFO : EVAL, epoch=0185, iter=00020/00040, fetch data time cost=1.31ms, fps=2722 images/s, loss=0.9592, top1-acc=76.27%, top5-acc=93.81%, remaining_time=0:00:01.996880, arrival_time=2021-04-15 00:32:03.188643, cost_time=0:00:01.996875 2021-04-15 00:32:02,132 INFO : EVAL, epoch=0185, iter=00030/00040, fetch data time cost=1.52ms, fps=2722 images/s, loss=0.9993, top1-acc=75.60%, top5-acc=93.44%, remaining_time=0:00:00.979280, arrival_time=2021-04-15 00:32:03.112018, cost_time=0:00:02.937855 2021-04-15 00:32:02,992 INFO : EVAL, epoch=0185, iter=00040/00040, fetch data time cost=0.08ms, fps=2701 images/s, loss=1.0111, top1-acc=75.52%, top5-acc=93.29%, remaining_time=0:00:00, arrival_time=2021-04-15 00:32:02.992185, cost_time=0:00:03.797307 2021-04-15 00:32:03,222 INFO : Epoch=0185 complete, best val top1-acc=75.52%, top5-acc=93.40% (epoch=180), remaining_time=0:16:17.035035, arrival_time=2021-04-15 00:48:20.257610, cost_time=3:20:50.098744 2021-04-15 00:32:03,223 INFO : Train start, epoch=0186, lr=0.001382 2021-04-15 00:32:06,498 INFO : TRAIN, epoch=0186, iter=00010/00196, fetch data time cost=1.45ms, fps=782 images/s, loss=0.0180, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:00.904770, arrival_time=2021-04-15 00:33:07.403174, cost_time=0:00:03.274449 2021-04-15 00:32:09,607 INFO : TRAIN, epoch=0186, iter=00020/00196, fetch data time cost=1.35ms, fps=823 images/s, loss=0.0185, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:56.175680, arrival_time=2021-04-15 00:33:05.783245, cost_time=0:00:06.383607 2021-04-15 00:32:12,709 INFO : TRAIN, epoch=0186, iter=00030/00196, fetch data time cost=1.45ms, fps=826 images/s, loss=0.0191, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:52.484552, arrival_time=2021-04-15 00:33:05.193724, cost_time=0:00:09.485149 2021-04-15 00:32:15,809 INFO : TRAIN, epoch=0186, iter=00040/00196, fetch data time cost=1.59ms, fps=826 images/s, loss=0.0187, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:49.084464, arrival_time=2021-04-15 00:33:04.894236, cost_time=0:00:12.585775 2021-04-15 00:32:18,919 INFO : TRAIN, epoch=0186, iter=00050/00196, fetch data time cost=1.85ms, fps=823 images/s, loss=0.0190, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:45.831298, arrival_time=2021-04-15 00:33:04.750910, cost_time=0:00:15.695648 2021-04-15 00:32:22,032 INFO : TRAIN, epoch=0186, iter=00060/00196, fetch data time cost=1.61ms, fps=822 images/s, loss=0.0189, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:42.632736, arrival_time=2021-04-15 00:33:04.665314, cost_time=0:00:18.808575 2021-04-15 00:32:25,140 INFO : TRAIN, epoch=0186, iter=00070/00196, fetch data time cost=1.43ms, fps=824 images/s, loss=0.0190, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:39.449718, arrival_time=2021-04-15 00:33:04.590441, cost_time=0:00:21.916505 2021-04-15 00:32:28,248 INFO : TRAIN, epoch=0186, iter=00080/00196, fetch data time cost=1.38ms, fps=824 images/s, loss=0.0189, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:36.285612, arrival_time=2021-04-15 00:33:04.534405, cost_time=0:00:25.024599 2021-04-15 00:32:31,359 INFO : TRAIN, epoch=0186, iter=00090/00196, fetch data time cost=1.32ms, fps=823 images/s, loss=0.0190, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:33.137508, arrival_time=2021-04-15 00:33:04.497215, cost_time=0:00:28.135662 2021-04-15 00:32:34,462 INFO : TRAIN, epoch=0186, iter=00100/00196, fetch data time cost=1.74ms, fps=825 images/s, loss=0.0191, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:29.989248, arrival_time=2021-04-15 00:33:04.452074, cost_time=0:00:31.238794 2021-04-15 00:32:37,569 INFO : TRAIN, epoch=0186, iter=00110/00196, fetch data time cost=1.49ms, fps=824 images/s, loss=0.0192, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:26.851436, arrival_time=2021-04-15 00:33:04.420390, cost_time=0:00:34.344909 2021-04-15 00:32:40,669 INFO : TRAIN, epoch=0186, iter=00120/00196, fetch data time cost=1.43ms, fps=826 images/s, loss=0.0191, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:23.715420, arrival_time=2021-04-15 00:33:04.384873, cost_time=0:00:37.445358 2021-04-15 00:32:43,768 INFO : TRAIN, epoch=0186, iter=00130/00196, fetch data time cost=1.85ms, fps=826 images/s, loss=0.0191, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:20.584212, arrival_time=2021-04-15 00:33:04.352885, cost_time=0:00:40.544621 2021-04-15 00:32:46,878 INFO : TRAIN, epoch=0186, iter=00140/00196, fetch data time cost=1.57ms, fps=823 images/s, loss=0.0189, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:17.461752, arrival_time=2021-04-15 00:33:04.340136, cost_time=0:00:43.654430 2021-04-15 00:32:49,983 INFO : TRAIN, epoch=0186, iter=00150/00196, fetch data time cost=1.44ms, fps=825 images/s, loss=0.0188, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:14.339534, arrival_time=2021-04-15 00:33:04.322881, cost_time=0:00:46.759326 2021-04-15 00:32:53,083 INFO : TRAIN, epoch=0186, iter=00160/00196, fetch data time cost=1.48ms, fps=826 images/s, loss=0.0189, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:11.218320, arrival_time=2021-04-15 00:33:04.301628, cost_time=0:00:49.859276 2021-04-15 00:32:56,191 INFO : TRAIN, epoch=0186, iter=00170/00196, fetch data time cost=1.35ms, fps=824 images/s, loss=0.0190, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:08.100950, arrival_time=2021-04-15 00:33:04.292734, cost_time=0:00:52.967816 2021-04-15 00:32:59,288 INFO : TRAIN, epoch=0186, iter=00180/00196, fetch data time cost=2.02ms, fps=827 images/s, loss=0.0190, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:04.983504, arrival_time=2021-04-15 00:33:04.271945, cost_time=0:00:56.064398 2021-04-15 00:33:02,392 INFO : TRAIN, epoch=0186, iter=00190/00196, fetch data time cost=1.46ms, fps=825 images/s, loss=0.0190, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:01.868490, arrival_time=2021-04-15 00:33:04.261391, cost_time=0:00:59.168859 2021-04-15 00:33:04,048 INFO : TRAIN, epoch=0186, iter=00196/00196, fetch data time cost=1.26ms, fps=822 images/s, loss=0.0192, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:33:04.048151, cost_time=0:01:00.824169 2021-04-15 00:33:05,106 INFO : EVAL, epoch=0186, iter=00010/00040, fetch data time cost=1.50ms, fps=2425 images/s, loss=1.0478, top1-acc=75.66%, top5-acc=93.55%, remaining_time=0:00:03.167400, arrival_time=2021-04-15 00:33:08.273408, cost_time=0:00:01.055800 2021-04-15 00:33:06,059 INFO : EVAL, epoch=0186, iter=00020/00040, fetch data time cost=1.74ms, fps=2686 images/s, loss=1.0347, top1-acc=75.66%, top5-acc=93.30%, remaining_time=0:00:02.009160, arrival_time=2021-04-15 00:33:08.068514, cost_time=0:00:02.009151 2021-04-15 00:33:07,005 INFO : EVAL, epoch=0186, iter=00030/00040, fetch data time cost=1.84ms, fps=2707 images/s, loss=1.0083, top1-acc=76.09%, top5-acc=93.42%, remaining_time=0:00:00.985040, arrival_time=2021-04-15 00:33:07.990437, cost_time=0:00:02.955126 2021-04-15 00:33:07,862 INFO : EVAL, epoch=0186, iter=00040/00040, fetch data time cost=0.08ms, fps=2708 images/s, loss=1.0342, top1-acc=75.74%, top5-acc=93.53%, remaining_time=0:00:00, arrival_time=2021-04-15 00:33:07.862476, cost_time=0:00:03.812282 2021-04-15 00:33:08,367 INFO : Epoch=0186 complete, best val top1-acc=75.74%, top5-acc=93.53% (epoch=186), remaining_time=0:15:11.900024, arrival_time=2021-04-15 00:48:20.267005, cost_time=3:21:55.243139 2021-04-15 00:33:08,368 INFO : Train start, epoch=0187, lr=0.001204 2021-04-15 00:33:11,643 INFO : TRAIN, epoch=0187, iter=00010/00196, fetch data time cost=1.45ms, fps=782 images/s, loss=0.0177, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:01:00.917418, arrival_time=2021-04-15 00:34:12.561133, cost_time=0:00:03.275129 2021-04-15 00:33:14,760 INFO : TRAIN, epoch=0187, iter=00020/00196, fetch data time cost=2.18ms, fps=822 images/s, loss=0.0186, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:56.248720, arrival_time=2021-04-15 00:34:11.009266, cost_time=0:00:06.391894 2021-04-15 00:33:17,868 INFO : TRAIN, epoch=0187, iter=00030/00196, fetch data time cost=1.47ms, fps=824 images/s, loss=0.0184, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:52.562904, arrival_time=2021-04-15 00:34:10.430968, cost_time=0:00:09.499325 2021-04-15 00:33:20,974 INFO : TRAIN, epoch=0187, iter=00040/00196, fetch data time cost=1.98ms, fps=824 images/s, loss=0.0183, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:49.161996, arrival_time=2021-04-15 00:34:10.136241, cost_time=0:00:12.605638 2021-04-15 00:33:24,077 INFO : TRAIN, epoch=0187, iter=00050/00196, fetch data time cost=2.26ms, fps=825 images/s, loss=0.0181, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:45.869696, arrival_time=2021-04-15 00:34:09.947134, cost_time=0:00:15.708798 2021-04-15 00:33:27,183 INFO : TRAIN, epoch=0187, iter=00060/00196, fetch data time cost=1.53ms, fps=825 images/s, loss=0.0180, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:42.645928, arrival_time=2021-04-15 00:34:09.828941, cost_time=0:00:18.814379 2021-04-15 00:33:30,288 INFO : TRAIN, epoch=0187, iter=00070/00196, fetch data time cost=1.48ms, fps=825 images/s, loss=0.0183, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:39.454758, arrival_time=2021-04-15 00:34:09.742698, cost_time=0:00:21.919337 2021-04-15 00:33:33,397 INFO : TRAIN, epoch=0187, iter=00080/00196, fetch data time cost=1.55ms, fps=823 images/s, loss=0.0183, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:36.292108, arrival_time=2021-04-15 00:34:09.689773, cost_time=0:00:25.029070 2021-04-15 00:33:36,509 INFO : TRAIN, epoch=0187, iter=00090/00196, fetch data time cost=1.68ms, fps=823 images/s, loss=0.0181, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:33.143762, arrival_time=2021-04-15 00:34:09.653311, cost_time=0:00:28.140948 2021-04-15 00:33:39,619 INFO : TRAIN, epoch=0187, iter=00100/00196, fetch data time cost=1.61ms, fps=823 images/s, loss=0.0183, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:30.001152, arrival_time=2021-04-15 00:34:09.620975, cost_time=0:00:31.251236 2021-04-15 00:33:42,732 INFO : TRAIN, epoch=0187, iter=00110/00196, fetch data time cost=1.41ms, fps=823 images/s, loss=0.0182, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:26.866056, arrival_time=2021-04-15 00:34:09.598288, cost_time=0:00:34.363520 2021-04-15 00:33:45,844 INFO : TRAIN, epoch=0187, iter=00120/00196, fetch data time cost=1.41ms, fps=823 images/s, loss=0.0184, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:23.734344, arrival_time=2021-04-15 00:34:09.578273, cost_time=0:00:37.475263 2021-04-15 00:33:48,950 INFO : TRAIN, epoch=0187, iter=00130/00196, fetch data time cost=1.42ms, fps=824 images/s, loss=0.0184, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:20.603286, arrival_time=2021-04-15 00:34:09.554153, cost_time=0:00:40.582265 2021-04-15 00:33:52,065 INFO : TRAIN, epoch=0187, iter=00140/00196, fetch data time cost=1.73ms, fps=822 images/s, loss=0.0185, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:17.478944, arrival_time=2021-04-15 00:34:09.544846, cost_time=0:00:43.697304 2021-04-15 00:33:55,175 INFO : TRAIN, epoch=0187, iter=00150/00196, fetch data time cost=1.60ms, fps=823 images/s, loss=0.0186, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:14.354024, arrival_time=2021-04-15 00:34:09.529275, cost_time=0:00:46.806619 2021-04-15 00:33:58,280 INFO : TRAIN, epoch=0187, iter=00160/00196, fetch data time cost=1.49ms, fps=824 images/s, loss=0.0186, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:11.230272, arrival_time=2021-04-15 00:34:09.511154, cost_time=0:00:49.912277 2021-04-15 00:34:01,384 INFO : TRAIN, epoch=0187, iter=00170/00196, fetch data time cost=1.42ms, fps=825 images/s, loss=0.0185, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:08.108308, arrival_time=2021-04-15 00:34:09.492794, cost_time=0:00:53.015875 2021-04-15 00:34:04,492 INFO : TRAIN, epoch=0187, iter=00180/00196, fetch data time cost=1.36ms, fps=824 images/s, loss=0.0185, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:04.988736, arrival_time=2021-04-15 00:34:09.480730, cost_time=0:00:56.123292 2021-04-15 00:34:07,597 INFO : TRAIN, epoch=0187, iter=00190/00196, fetch data time cost=1.31ms, fps=824 images/s, loss=0.0185, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:01.870398, arrival_time=2021-04-15 00:34:09.468100, cost_time=0:00:59.229196 2021-04-15 00:34:09,249 INFO : TRAIN, epoch=0187, iter=00196/00196, fetch data time cost=1.29ms, fps=824 images/s, loss=0.0186, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:34:09.249564, cost_time=0:01:00.880982 2021-04-15 00:34:10,313 INFO : EVAL, epoch=0187, iter=00010/00040, fetch data time cost=0.21ms, fps=2412 images/s, loss=0.9981, top1-acc=76.21%, top5-acc=93.09%, remaining_time=0:00:03.184680, arrival_time=2021-04-15 00:34:13.497705, cost_time=0:00:01.061556 2021-04-15 00:34:11,257 INFO : EVAL, epoch=0187, iter=00020/00040, fetch data time cost=1.56ms, fps=2712 images/s, loss=0.9993, top1-acc=75.84%, top5-acc=93.12%, remaining_time=0:00:02.005760, arrival_time=2021-04-15 00:34:13.262988, cost_time=0:00:02.005766 2021-04-15 00:34:12,199 INFO : EVAL, epoch=0187, iter=00030/00040, fetch data time cost=2.16ms, fps=2718 images/s, loss=0.9822, top1-acc=76.38%, top5-acc=93.40%, remaining_time=0:00:00.982710, arrival_time=2021-04-15 00:34:13.182398, cost_time=0:00:02.948132 2021-04-15 00:34:13,058 INFO : EVAL, epoch=0187, iter=00040/00040, fetch data time cost=0.06ms, fps=2703 images/s, loss=1.0056, top1-acc=75.98%, top5-acc=93.44%, remaining_time=0:00:00, arrival_time=2021-04-15 00:34:13.058587, cost_time=0:00:03.807134 2021-04-15 00:34:13,539 INFO : Epoch=0187 complete, best val top1-acc=75.98%, top5-acc=93.44% (epoch=187), remaining_time=0:14:06.766882, arrival_time=2021-04-15 00:48:20.306646, cost_time=3:23:00.415919 2021-04-15 00:34:13,541 INFO : Train start, epoch=0188, lr=0.001039 2021-04-15 00:34:16,806 INFO : TRAIN, epoch=0188, iter=00010/00196, fetch data time cost=2.09ms, fps=784 images/s, loss=0.0174, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:01:00.725652, arrival_time=2021-04-15 00:35:17.531886, cost_time=0:00:03.264825 2021-04-15 00:34:19,912 INFO : TRAIN, epoch=0188, iter=00020/00196, fetch data time cost=2.17ms, fps=824 images/s, loss=0.0173, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:56.066032, arrival_time=2021-04-15 00:35:15.978582, cost_time=0:00:06.371131 2021-04-15 00:34:23,019 INFO : TRAIN, epoch=0188, iter=00030/00196, fetch data time cost=1.58ms, fps=824 images/s, loss=0.0170, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:52.444380, arrival_time=2021-04-15 00:35:15.463652, cost_time=0:00:09.477890 2021-04-15 00:34:26,123 INFO : TRAIN, epoch=0188, iter=00040/00196, fetch data time cost=2.08ms, fps=825 images/s, loss=0.0176, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:49.069488, arrival_time=2021-04-15 00:35:15.192773, cost_time=0:00:12.581915 2021-04-15 00:34:29,239 INFO : TRAIN, epoch=0188, iter=00050/00196, fetch data time cost=1.48ms, fps=822 images/s, loss=0.0174, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:45.838890, arrival_time=2021-04-15 00:35:15.078495, cost_time=0:00:15.698238 2021-04-15 00:34:32,346 INFO : TRAIN, epoch=0188, iter=00060/00196, fetch data time cost=2.46ms, fps=824 images/s, loss=0.0173, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:42.623760, arrival_time=2021-04-15 00:35:14.969782, cost_time=0:00:18.804614 2021-04-15 00:34:35,449 INFO : TRAIN, epoch=0188, iter=00070/00196, fetch data time cost=1.47ms, fps=825 images/s, loss=0.0173, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:39.433842, arrival_time=2021-04-15 00:35:14.882865, cost_time=0:00:21.907669 2021-04-15 00:34:38,550 INFO : TRAIN, epoch=0188, iter=00080/00196, fetch data time cost=1.49ms, fps=826 images/s, loss=0.0174, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:36.262528, arrival_time=2021-04-15 00:35:14.812551, cost_time=0:00:25.008626 2021-04-15 00:34:41,658 INFO : TRAIN, epoch=0188, iter=00090/00196, fetch data time cost=1.42ms, fps=824 images/s, loss=0.0175, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:33.115248, arrival_time=2021-04-15 00:35:14.773335, cost_time=0:00:28.116717 2021-04-15 00:34:44,761 INFO : TRAIN, epoch=0188, iter=00100/00196, fetch data time cost=1.52ms, fps=825 images/s, loss=0.0176, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:29.971008, arrival_time=2021-04-15 00:35:14.732162, cost_time=0:00:31.219793 2021-04-15 00:34:47,866 INFO : TRAIN, epoch=0188, iter=00110/00196, fetch data time cost=1.70ms, fps=825 images/s, loss=0.0176, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:26.835698, arrival_time=2021-04-15 00:35:14.702512, cost_time=0:00:34.324777 2021-04-15 00:34:50,979 INFO : TRAIN, epoch=0188, iter=00120/00196, fetch data time cost=1.57ms, fps=823 images/s, loss=0.0179, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:23.711012, arrival_time=2021-04-15 00:35:14.690816, cost_time=0:00:37.438427 2021-04-15 00:34:54,081 INFO : TRAIN, epoch=0188, iter=00130/00196, fetch data time cost=1.57ms, fps=825 images/s, loss=0.0179, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:20.582100, arrival_time=2021-04-15 00:35:14.663995, cost_time=0:00:40.540541 2021-04-15 00:34:57,181 INFO : TRAIN, epoch=0188, iter=00140/00196, fetch data time cost=1.42ms, fps=826 images/s, loss=0.0179, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:17.455984, arrival_time=2021-04-15 00:35:14.637249, cost_time=0:00:43.639916 2021-04-15 00:35:00,286 INFO : TRAIN, epoch=0188, iter=00150/00196, fetch data time cost=1.44ms, fps=825 images/s, loss=0.0180, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:14.335210, arrival_time=2021-04-15 00:35:14.621930, cost_time=0:00:46.745219 2021-04-15 00:35:03,388 INFO : TRAIN, epoch=0188, iter=00160/00196, fetch data time cost=1.44ms, fps=825 images/s, loss=0.0178, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:11.215728, arrival_time=2021-04-15 00:35:14.604655, cost_time=0:00:49.847642 2021-04-15 00:35:06,490 INFO : TRAIN, epoch=0188, iter=00170/00196, fetch data time cost=1.38ms, fps=825 images/s, loss=0.0179, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:08.098142, arrival_time=2021-04-15 00:35:14.588973, cost_time=0:00:52.949463 2021-04-15 00:35:09,596 INFO : TRAIN, epoch=0188, iter=00180/00196, fetch data time cost=1.48ms, fps=825 images/s, loss=0.0178, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:04.982640, arrival_time=2021-04-15 00:35:14.578742, cost_time=0:00:56.054731 2021-04-15 00:35:12,698 INFO : TRAIN, epoch=0188, iter=00190/00196, fetch data time cost=1.92ms, fps=825 images/s, loss=0.0180, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:01.868112, arrival_time=2021-04-15 00:35:14.566372, cost_time=0:00:59.156891 2021-04-15 00:35:14,354 INFO : TRAIN, epoch=0188, iter=00196/00196, fetch data time cost=1.48ms, fps=821 images/s, loss=0.0180, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:35:14.354649, cost_time=0:01:00.813363 2021-04-15 00:35:15,407 INFO : EVAL, epoch=0188, iter=00010/00040, fetch data time cost=1.30ms, fps=2435 images/s, loss=0.9855, top1-acc=75.94%, top5-acc=93.59%, remaining_time=0:00:03.154620, arrival_time=2021-04-15 00:35:18.562549, cost_time=0:00:01.051536 2021-04-15 00:35:16,350 INFO : EVAL, epoch=0188, iter=00020/00040, fetch data time cost=1.35ms, fps=2718 images/s, loss=1.0023, top1-acc=75.53%, top5-acc=93.40%, remaining_time=0:00:01.993740, arrival_time=2021-04-15 00:35:18.343871, cost_time=0:00:01.993740 2021-04-15 00:35:17,292 INFO : EVAL, epoch=0188, iter=00030/00040, fetch data time cost=1.49ms, fps=2717 images/s, loss=1.0107, top1-acc=75.48%, top5-acc=93.33%, remaining_time=0:00:00.978720, arrival_time=2021-04-15 00:35:18.271269, cost_time=0:00:02.936153 2021-04-15 00:35:18,151 INFO : EVAL, epoch=0188, iter=00040/00040, fetch data time cost=0.07ms, fps=2702 images/s, loss=1.0436, top1-acc=75.19%, top5-acc=93.34%, remaining_time=0:00:00, arrival_time=2021-04-15 00:35:18.151628, cost_time=0:00:03.795203 2021-04-15 00:35:18,434 INFO : Epoch=0188 complete, best val top1-acc=75.98%, top5-acc=93.44% (epoch=187), remaining_time=0:13:01.615572, arrival_time=2021-04-15 00:48:20.049992, cost_time=3:24:05.310589 2021-04-15 00:35:18,435 INFO : Train start, epoch=0189, lr=0.000886 2021-04-15 00:35:21,727 INFO : TRAIN, epoch=0189, iter=00010/00196, fetch data time cost=1.50ms, fps=778 images/s, loss=0.0183, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:01.214274, arrival_time=2021-04-15 00:36:22.941441, cost_time=0:00:03.291091 2021-04-15 00:35:24,832 INFO : TRAIN, epoch=0189, iter=00020/00196, fetch data time cost=1.42ms, fps=825 images/s, loss=0.0181, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:56.283216, arrival_time=2021-04-15 00:36:21.115102, cost_time=0:00:06.395827 2021-04-15 00:35:27,937 INFO : TRAIN, epoch=0189, iter=00030/00196, fetch data time cost=1.46ms, fps=825 images/s, loss=0.0181, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:52.572532, arrival_time=2021-04-15 00:36:20.509545, cost_time=0:00:09.501058 2021-04-15 00:35:31,038 INFO : TRAIN, epoch=0189, iter=00040/00196, fetch data time cost=1.56ms, fps=826 images/s, loss=0.0181, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:49.150764, arrival_time=2021-04-15 00:36:20.189483, cost_time=0:00:12.602775 2021-04-15 00:35:34,142 INFO : TRAIN, epoch=0189, iter=00050/00196, fetch data time cost=1.47ms, fps=825 images/s, loss=0.0179, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:45.863272, arrival_time=2021-04-15 00:36:20.005820, cost_time=0:00:15.706605 2021-04-15 00:35:37,241 INFO : TRAIN, epoch=0189, iter=00060/00196, fetch data time cost=1.50ms, fps=826 images/s, loss=0.0177, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:42.626072, arrival_time=2021-04-15 00:36:19.867621, cost_time=0:00:18.805591 2021-04-15 00:35:40,347 INFO : TRAIN, epoch=0189, iter=00070/00196, fetch data time cost=1.66ms, fps=824 images/s, loss=0.0178, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:39.441024, arrival_time=2021-04-15 00:36:19.788682, cost_time=0:00:21.911699 2021-04-15 00:35:43,456 INFO : TRAIN, epoch=0189, iter=00080/00196, fetch data time cost=1.84ms, fps=824 images/s, loss=0.0180, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:36.279232, arrival_time=2021-04-15 00:36:19.735239, cost_time=0:00:25.020140 2021-04-15 00:35:46,559 INFO : TRAIN, epoch=0189, iter=00090/00196, fetch data time cost=1.62ms, fps=825 images/s, loss=0.0180, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:33.122774, arrival_time=2021-04-15 00:36:19.681807, cost_time=0:00:28.123083 2021-04-15 00:35:49,659 INFO : TRAIN, epoch=0189, iter=00100/00196, fetch data time cost=1.55ms, fps=826 images/s, loss=0.0179, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:29.974752, arrival_time=2021-04-15 00:36:19.634507, cost_time=0:00:31.223722 2021-04-15 00:35:52,759 INFO : TRAIN, epoch=0189, iter=00110/00196, fetch data time cost=1.43ms, fps=826 images/s, loss=0.0180, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:26.835096, arrival_time=2021-04-15 00:36:19.594900, cost_time=0:00:34.323924 2021-04-15 00:35:55,859 INFO : TRAIN, epoch=0189, iter=00120/00196, fetch data time cost=1.40ms, fps=826 images/s, loss=0.0180, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:23.701512, arrival_time=2021-04-15 00:36:19.560788, cost_time=0:00:37.423410 2021-04-15 00:35:58,962 INFO : TRAIN, epoch=0189, iter=00130/00196, fetch data time cost=1.36ms, fps=825 images/s, loss=0.0181, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:20.575236, arrival_time=2021-04-15 00:36:19.538124, cost_time=0:00:40.526940 2021-04-15 00:36:02,067 INFO : TRAIN, epoch=0189, iter=00140/00196, fetch data time cost=1.55ms, fps=825 images/s, loss=0.0181, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:17.452288, arrival_time=2021-04-15 00:36:19.519463, cost_time=0:00:43.630690 2021-04-15 00:36:05,224 INFO : TRAIN, epoch=0189, iter=00150/00196, fetch data time cost=1.50ms, fps=811 images/s, loss=0.0179, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:14.348366, arrival_time=2021-04-15 00:36:19.572480, cost_time=0:00:46.788162 2021-04-15 00:36:08,325 INFO : TRAIN, epoch=0189, iter=00160/00196, fetch data time cost=1.37ms, fps=826 images/s, loss=0.0178, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:11.225196, arrival_time=2021-04-15 00:36:19.550812, cost_time=0:00:49.889682 2021-04-15 00:36:11,426 INFO : TRAIN, epoch=0189, iter=00170/00196, fetch data time cost=1.37ms, fps=826 images/s, loss=0.0178, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:08.104486, arrival_time=2021-04-15 00:36:19.531207, cost_time=0:00:52.990846 2021-04-15 00:36:14,522 INFO : TRAIN, epoch=0189, iter=00180/00196, fetch data time cost=1.45ms, fps=827 images/s, loss=0.0178, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:04.985472, arrival_time=2021-04-15 00:36:19.508065, cost_time=0:00:56.086526 2021-04-15 00:36:17,629 INFO : TRAIN, epoch=0189, iter=00190/00196, fetch data time cost=1.27ms, fps=824 images/s, loss=0.0178, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:01.869270, arrival_time=2021-04-15 00:36:19.498884, cost_time=0:00:59.193603 2021-04-15 00:36:19,287 INFO : TRAIN, epoch=0189, iter=00196/00196, fetch data time cost=2.09ms, fps=821 images/s, loss=0.0179, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:36:19.287184, cost_time=0:01:00.851212 2021-04-15 00:36:20,398 INFO : EVAL, epoch=0189, iter=00010/00040, fetch data time cost=1.44ms, fps=2309 images/s, loss=1.0174, top1-acc=75.47%, top5-acc=93.16%, remaining_time=0:00:03.326160, arrival_time=2021-04-15 00:36:23.724186, cost_time=0:00:01.108717 2021-04-15 00:36:21,342 INFO : EVAL, epoch=0189, iter=00020/00040, fetch data time cost=1.51ms, fps=2712 images/s, loss=0.9951, top1-acc=75.68%, top5-acc=93.71%, remaining_time=0:00:02.052900, arrival_time=2021-04-15 00:36:23.395191, cost_time=0:00:02.052904 2021-04-15 00:36:22,288 INFO : EVAL, epoch=0189, iter=00030/00040, fetch data time cost=1.85ms, fps=2708 images/s, loss=1.0013, top1-acc=75.61%, top5-acc=93.61%, remaining_time=0:00:00.999600, arrival_time=2021-04-15 00:36:23.287855, cost_time=0:00:02.998812 2021-04-15 00:36:23,149 INFO : EVAL, epoch=0189, iter=00040/00040, fetch data time cost=0.08ms, fps=2697 images/s, loss=0.9916, top1-acc=75.86%, top5-acc=93.51%, remaining_time=0:00:00, arrival_time=2021-04-15 00:36:23.149061, cost_time=0:00:03.859786 2021-04-15 00:36:23,428 INFO : Epoch=0189 complete, best val top1-acc=75.98%, top5-acc=93.44% (epoch=187), remaining_time=0:11:56.472779, arrival_time=2021-04-15 00:48:19.901579, cost_time=3:25:10.304935 2021-04-15 00:36:23,430 INFO : Train start, epoch=0190, lr=0.000745 2021-04-15 00:36:26,700 INFO : TRAIN, epoch=0190, iter=00010/00196, fetch data time cost=2.04ms, fps=783 images/s, loss=0.0165, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:01:00.815862, arrival_time=2021-04-15 00:37:27.516133, cost_time=0:00:03.269667 2021-04-15 00:36:29,806 INFO : TRAIN, epoch=0190, iter=00020/00196, fetch data time cost=1.55ms, fps=824 images/s, loss=0.0165, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:56.107392, arrival_time=2021-04-15 00:37:25.913823, cost_time=0:00:06.375834 2021-04-15 00:36:32,913 INFO : TRAIN, epoch=0190, iter=00030/00196, fetch data time cost=1.52ms, fps=824 images/s, loss=0.0170, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:52.473264, arrival_time=2021-04-15 00:37:25.386972, cost_time=0:00:09.483109 2021-04-15 00:36:36,016 INFO : TRAIN, epoch=0190, iter=00040/00196, fetch data time cost=1.47ms, fps=825 images/s, loss=0.0171, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:49.082904, arrival_time=2021-04-15 00:37:25.098843, cost_time=0:00:12.585348 2021-04-15 00:36:39,117 INFO : TRAIN, epoch=0190, iter=00050/00196, fetch data time cost=1.44ms, fps=826 images/s, loss=0.0170, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:45.805164, arrival_time=2021-04-15 00:37:24.922438, cost_time=0:00:15.686678 2021-04-15 00:36:42,220 INFO : TRAIN, epoch=0190, iter=00060/00196, fetch data time cost=1.89ms, fps=825 images/s, loss=0.0171, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:42.589760, arrival_time=2021-04-15 00:37:24.809934, cost_time=0:00:18.789582 2021-04-15 00:36:45,320 INFO : TRAIN, epoch=0190, iter=00070/00196, fetch data time cost=1.33ms, fps=826 images/s, loss=0.0169, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:39.401334, arrival_time=2021-04-15 00:37:24.721583, cost_time=0:00:21.889648 2021-04-15 00:36:48,423 INFO : TRAIN, epoch=0190, iter=00080/00196, fetch data time cost=1.39ms, fps=825 images/s, loss=0.0168, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:36.239096, arrival_time=2021-04-15 00:37:24.662388, cost_time=0:00:24.992492 2021-04-15 00:36:51,525 INFO : TRAIN, epoch=0190, iter=00090/00196, fetch data time cost=1.34ms, fps=826 images/s, loss=0.0168, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:33.089172, arrival_time=2021-04-15 00:37:24.614306, cost_time=0:00:28.094605 2021-04-15 00:36:54,625 INFO : TRAIN, epoch=0190, iter=00100/00196, fetch data time cost=1.27ms, fps=826 images/s, loss=0.0170, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:29.946720, arrival_time=2021-04-15 00:37:24.571873, cost_time=0:00:31.194499 2021-04-15 00:36:57,723 INFO : TRAIN, epoch=0190, iter=00110/00196, fetch data time cost=1.62ms, fps=826 images/s, loss=0.0169, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:26.811102, arrival_time=2021-04-15 00:37:24.534908, cost_time=0:00:34.293273 2021-04-15 00:37:00,841 INFO : TRAIN, epoch=0190, iter=00120/00196, fetch data time cost=2.15ms, fps=821 images/s, loss=0.0169, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:23.693380, arrival_time=2021-04-15 00:37:24.534570, cost_time=0:00:37.410578 2021-04-15 00:37:03,953 INFO : TRAIN, epoch=0190, iter=00130/00196, fetch data time cost=2.08ms, fps=823 images/s, loss=0.0170, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:20.572926, arrival_time=2021-04-15 00:37:24.525955, cost_time=0:00:40.522391 2021-04-15 00:37:07,058 INFO : TRAIN, epoch=0190, iter=00140/00196, fetch data time cost=2.50ms, fps=824 images/s, loss=0.0169, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:17.451224, arrival_time=2021-04-15 00:37:24.509874, cost_time=0:00:43.628045 2021-04-15 00:37:10,165 INFO : TRAIN, epoch=0190, iter=00150/00196, fetch data time cost=2.03ms, fps=824 images/s, loss=0.0170, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:14.332036, arrival_time=2021-04-15 00:37:24.497557, cost_time=0:00:46.734863 2021-04-15 00:37:13,274 INFO : TRAIN, epoch=0190, iter=00160/00196, fetch data time cost=1.72ms, fps=824 images/s, loss=0.0170, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:11.214864, arrival_time=2021-04-15 00:37:24.489362, cost_time=0:00:49.843893 2021-04-15 00:37:16,380 INFO : TRAIN, epoch=0190, iter=00170/00196, fetch data time cost=1.47ms, fps=824 images/s, loss=0.0170, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:08.098168, arrival_time=2021-04-15 00:37:24.478413, cost_time=0:00:52.949591 2021-04-15 00:37:19,480 INFO : TRAIN, epoch=0190, iter=00180/00196, fetch data time cost=1.45ms, fps=826 images/s, loss=0.0169, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:04.982240, arrival_time=2021-04-15 00:37:24.462880, cost_time=0:00:56.050111 2021-04-15 00:37:22,581 INFO : TRAIN, epoch=0190, iter=00190/00196, fetch data time cost=1.21ms, fps=826 images/s, loss=0.0169, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:01.867908, arrival_time=2021-04-15 00:37:24.448978, cost_time=0:00:59.150471 2021-04-15 00:37:24,235 INFO : TRAIN, epoch=0190, iter=00196/00196, fetch data time cost=1.41ms, fps=822 images/s, loss=0.0170, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:37:24.235112, cost_time=0:01:00.804600 2021-04-15 00:37:25,292 INFO : EVAL, epoch=0190, iter=00010/00040, fetch data time cost=1.42ms, fps=2427 images/s, loss=1.0570, top1-acc=75.00%, top5-acc=92.81%, remaining_time=0:00:03.164670, arrival_time=2021-04-15 00:37:28.457049, cost_time=0:00:01.054888 2021-04-15 00:37:26,236 INFO : EVAL, epoch=0190, iter=00020/00040, fetch data time cost=1.62ms, fps=2714 images/s, loss=1.0246, top1-acc=75.21%, top5-acc=93.18%, remaining_time=0:00:01.998820, arrival_time=2021-04-15 00:37:28.235148, cost_time=0:00:01.998815 2021-04-15 00:37:27,184 INFO : EVAL, epoch=0190, iter=00030/00040, fetch data time cost=1.82ms, fps=2702 images/s, loss=1.0173, top1-acc=75.30%, top5-acc=93.24%, remaining_time=0:00:00.982350, arrival_time=2021-04-15 00:37:28.166808, cost_time=0:00:02.947037 2021-04-15 00:37:28,050 INFO : EVAL, epoch=0190, iter=00040/00040, fetch data time cost=0.24ms, fps=2679 images/s, loss=1.0193, top1-acc=75.44%, top5-acc=93.32%, remaining_time=0:00:00, arrival_time=2021-04-15 00:37:28.050855, cost_time=0:00:03.813321 2021-04-15 00:37:28,332 INFO : Epoch=0190 complete, best val top1-acc=75.98%, top5-acc=93.44% (epoch=187), remaining_time=0:10:51.326790, arrival_time=2021-04-15 00:48:19.659558, cost_time=3:26:15.208932 2021-04-15 00:37:28,334 INFO : Train start, epoch=0191, lr=0.000616 2021-04-15 00:37:31,622 INFO : TRAIN, epoch=0191, iter=00010/00196, fetch data time cost=2.10ms, fps=778 images/s, loss=0.0142, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:01.163868, arrival_time=2021-04-15 00:38:32.786720, cost_time=0:00:03.288375 2021-04-15 00:37:34,725 INFO : TRAIN, epoch=0191, iter=00020/00196, fetch data time cost=2.04ms, fps=825 images/s, loss=0.0156, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:56.237456, arrival_time=2021-04-15 00:38:30.962568, cost_time=0:00:06.390629 2021-04-15 00:37:37,836 INFO : TRAIN, epoch=0191, iter=00030/00196, fetch data time cost=2.07ms, fps=823 images/s, loss=0.0164, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:52.575520, arrival_time=2021-04-15 00:38:30.411568, cost_time=0:00:09.501607 2021-04-15 00:37:40,941 INFO : TRAIN, epoch=0191, iter=00040/00196, fetch data time cost=1.57ms, fps=825 images/s, loss=0.0165, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:49.165896, arrival_time=2021-04-15 00:38:30.106994, cost_time=0:00:12.606651 2021-04-15 00:37:44,054 INFO : TRAIN, epoch=0191, iter=00050/00196, fetch data time cost=2.11ms, fps=822 images/s, loss=0.0169, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:45.903422, arrival_time=2021-04-15 00:38:29.958232, cost_time=0:00:15.720352 2021-04-15 00:37:47,156 INFO : TRAIN, epoch=0191, iter=00060/00196, fetch data time cost=1.67ms, fps=826 images/s, loss=0.0168, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:42.662656, arrival_time=2021-04-15 00:38:29.818831, cost_time=0:00:18.821739 2021-04-15 00:37:50,258 INFO : TRAIN, epoch=0191, iter=00070/00196, fetch data time cost=1.43ms, fps=825 images/s, loss=0.0169, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:39.463704, arrival_time=2021-04-15 00:38:29.722428, cost_time=0:00:21.924281 2021-04-15 00:37:53,364 INFO : TRAIN, epoch=0191, iter=00080/00196, fetch data time cost=1.47ms, fps=824 images/s, loss=0.0168, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:36.294196, arrival_time=2021-04-15 00:38:29.659084, cost_time=0:00:25.030450 2021-04-15 00:37:56,470 INFO : TRAIN, epoch=0191, iter=00090/00196, fetch data time cost=1.34ms, fps=825 images/s, loss=0.0169, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:33.137826, arrival_time=2021-04-15 00:38:29.608149, cost_time=0:00:28.135886 2021-04-15 00:37:59,578 INFO : TRAIN, epoch=0191, iter=00100/00196, fetch data time cost=2.21ms, fps=824 images/s, loss=0.0170, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:29.993760, arrival_time=2021-04-15 00:38:29.571712, cost_time=0:00:31.243510 2021-04-15 00:38:02,687 INFO : TRAIN, epoch=0191, iter=00110/00196, fetch data time cost=1.45ms, fps=824 images/s, loss=0.0171, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:26.857628, arrival_time=2021-04-15 00:38:29.544851, cost_time=0:00:34.352783 2021-04-15 00:38:05,793 INFO : TRAIN, epoch=0191, iter=00120/00196, fetch data time cost=1.63ms, fps=824 images/s, loss=0.0171, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:23.723932, arrival_time=2021-04-15 00:38:29.517185, cost_time=0:00:37.458821 2021-04-15 00:38:08,901 INFO : TRAIN, epoch=0191, iter=00130/00196, fetch data time cost=2.14ms, fps=824 images/s, loss=0.0172, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:20.595366, arrival_time=2021-04-15 00:38:29.496474, cost_time=0:00:40.566666 2021-04-15 00:38:12,010 INFO : TRAIN, epoch=0191, iter=00140/00196, fetch data time cost=2.14ms, fps=823 images/s, loss=0.0173, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:17.470488, arrival_time=2021-04-15 00:38:29.481121, cost_time=0:00:43.676169 2021-04-15 00:38:15,115 INFO : TRAIN, epoch=0191, iter=00150/00196, fetch data time cost=2.42ms, fps=825 images/s, loss=0.0173, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:14.346020, arrival_time=2021-04-15 00:38:29.460999, cost_time=0:00:46.780546 2021-04-15 00:38:18,215 INFO : TRAIN, epoch=0191, iter=00160/00196, fetch data time cost=1.40ms, fps=826 images/s, loss=0.0173, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:11.223252, arrival_time=2021-04-15 00:38:29.438814, cost_time=0:00:49.881128 2021-04-15 00:38:21,322 INFO : TRAIN, epoch=0191, iter=00170/00196, fetch data time cost=1.43ms, fps=824 images/s, loss=0.0173, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:08.104070, arrival_time=2021-04-15 00:38:29.426645, cost_time=0:00:52.988137 2021-04-15 00:38:24,427 INFO : TRAIN, epoch=0191, iter=00180/00196, fetch data time cost=1.58ms, fps=825 images/s, loss=0.0172, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:04.986064, arrival_time=2021-04-15 00:38:29.413651, cost_time=0:00:56.093152 2021-04-15 00:38:27,527 INFO : TRAIN, epoch=0191, iter=00190/00196, fetch data time cost=1.39ms, fps=826 images/s, loss=0.0173, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:01.869264, arrival_time=2021-04-15 00:38:29.397139, cost_time=0:00:59.193438 2021-04-15 00:38:29,188 INFO : TRAIN, epoch=0191, iter=00196/00196, fetch data time cost=5.97ms, fps=820 images/s, loss=0.0174, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:38:29.187947, cost_time=0:01:00.853510 2021-04-15 00:38:30,246 INFO : EVAL, epoch=0191, iter=00010/00040, fetch data time cost=1.38ms, fps=2423 images/s, loss=1.0050, top1-acc=74.65%, top5-acc=94.14%, remaining_time=0:00:03.169170, arrival_time=2021-04-15 00:38:33.415628, cost_time=0:00:01.056387 2021-04-15 00:38:31,193 INFO : EVAL, epoch=0191, iter=00020/00040, fetch data time cost=1.40ms, fps=2705 images/s, loss=0.9981, top1-acc=74.80%, top5-acc=93.96%, remaining_time=0:00:02.003280, arrival_time=2021-04-15 00:38:33.196612, cost_time=0:00:02.003279 2021-04-15 00:38:32,136 INFO : EVAL, epoch=0191, iter=00030/00040, fetch data time cost=1.41ms, fps=2716 images/s, loss=1.0001, top1-acc=75.25%, top5-acc=93.63%, remaining_time=0:00:00.982160, arrival_time=2021-04-15 00:38:33.118612, cost_time=0:00:02.946465 2021-04-15 00:38:32,994 INFO : EVAL, epoch=0191, iter=00040/00040, fetch data time cost=0.08ms, fps=2704 images/s, loss=1.0042, top1-acc=75.28%, top5-acc=93.43%, remaining_time=0:00:00, arrival_time=2021-04-15 00:38:32.994874, cost_time=0:00:03.804902 2021-04-15 00:38:33,268 INFO : Epoch=0191 complete, best val top1-acc=75.98%, top5-acc=93.44% (epoch=187), remaining_time=0:09:46.184841, arrival_time=2021-04-15 00:48:19.453690, cost_time=3:27:20.145023 2021-04-15 00:38:33,270 INFO : Train start, epoch=0192, lr=0.000499 2021-04-15 00:38:36,559 INFO : TRAIN, epoch=0192, iter=00010/00196, fetch data time cost=1.76ms, fps=778 images/s, loss=0.0203, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:01:01.167588, arrival_time=2021-04-15 00:39:37.726548, cost_time=0:00:03.288576 2021-04-15 00:38:39,665 INFO : TRAIN, epoch=0192, iter=00020/00196, fetch data time cost=1.61ms, fps=824 images/s, loss=0.0190, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:56.278464, arrival_time=2021-04-15 00:39:35.944059, cost_time=0:00:06.395281 2021-04-15 00:38:42,769 INFO : TRAIN, epoch=0192, iter=00030/00196, fetch data time cost=1.44ms, fps=825 images/s, loss=0.0178, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:52.563070, arrival_time=2021-04-15 00:39:35.332723, cost_time=0:00:09.499352 2021-04-15 00:38:45,873 INFO : TRAIN, epoch=0192, iter=00040/00196, fetch data time cost=1.48ms, fps=825 images/s, loss=0.0173, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:49.151544, arrival_time=2021-04-15 00:39:35.024939, cost_time=0:00:12.602970 2021-04-15 00:38:48,979 INFO : TRAIN, epoch=0192, iter=00050/00196, fetch data time cost=1.37ms, fps=824 images/s, loss=0.0171, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:45.871740, arrival_time=2021-04-15 00:39:34.851447, cost_time=0:00:15.709479 2021-04-15 00:38:52,085 INFO : TRAIN, epoch=0192, iter=00060/00196, fetch data time cost=1.55ms, fps=824 images/s, loss=0.0168, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:42.648104, arrival_time=2021-04-15 00:39:34.733720, cost_time=0:00:18.815315 2021-04-15 00:38:55,201 INFO : TRAIN, epoch=0192, iter=00070/00196, fetch data time cost=2.13ms, fps=822 images/s, loss=0.0171, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:39.475296, arrival_time=2021-04-15 00:39:34.676362, cost_time=0:00:21.930710 2021-04-15 00:38:58,308 INFO : TRAIN, epoch=0192, iter=00080/00196, fetch data time cost=1.95ms, fps=824 images/s, loss=0.0173, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:36.304868, arrival_time=2021-04-15 00:39:34.613063, cost_time=0:00:25.037859 2021-04-15 00:39:01,420 INFO : TRAIN, epoch=0192, iter=00090/00196, fetch data time cost=1.52ms, fps=823 images/s, loss=0.0173, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:33.154150, arrival_time=2021-04-15 00:39:34.574303, cost_time=0:00:28.149791 2021-04-15 00:39:04,523 INFO : TRAIN, epoch=0192, iter=00100/00196, fetch data time cost=1.43ms, fps=825 images/s, loss=0.0173, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:30.003264, arrival_time=2021-04-15 00:39:34.526963, cost_time=0:00:31.253392 2021-04-15 00:39:07,629 INFO : TRAIN, epoch=0192, iter=00110/00196, fetch data time cost=1.40ms, fps=824 images/s, loss=0.0172, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:26.862530, arrival_time=2021-04-15 00:39:34.491888, cost_time=0:00:34.359059 2021-04-15 00:39:10,742 INFO : TRAIN, epoch=0192, iter=00120/00196, fetch data time cost=1.79ms, fps=823 images/s, loss=0.0170, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:23.732292, arrival_time=2021-04-15 00:39:34.474712, cost_time=0:00:37.472005 2021-04-15 00:39:13,859 INFO : TRAIN, epoch=0192, iter=00130/00196, fetch data time cost=2.00ms, fps=822 images/s, loss=0.0171, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:20.606520, arrival_time=2021-04-15 00:39:34.465473, cost_time=0:00:40.588602 2021-04-15 00:39:16,967 INFO : TRAIN, epoch=0192, iter=00140/00196, fetch data time cost=2.15ms, fps=824 images/s, loss=0.0172, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:17.478944, arrival_time=2021-04-15 00:39:34.446582, cost_time=0:00:43.697334 2021-04-15 00:39:20,072 INFO : TRAIN, epoch=0192, iter=00150/00196, fetch data time cost=1.45ms, fps=825 images/s, loss=0.0171, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:14.352552, arrival_time=2021-04-15 00:39:34.424585, cost_time=0:00:46.801728 2021-04-15 00:39:23,188 INFO : TRAIN, epoch=0192, iter=00160/00196, fetch data time cost=2.32ms, fps=822 images/s, loss=0.0171, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:11.231604, arrival_time=2021-04-15 00:39:34.420207, cost_time=0:00:49.918255 2021-04-15 00:39:26,292 INFO : TRAIN, epoch=0192, iter=00170/00196, fetch data time cost=1.99ms, fps=825 images/s, loss=0.0170, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:08.109192, arrival_time=2021-04-15 00:39:34.401157, cost_time=0:00:53.021665 2021-04-15 00:39:29,399 INFO : TRAIN, epoch=0192, iter=00180/00196, fetch data time cost=1.61ms, fps=824 images/s, loss=0.0170, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:04.989216, arrival_time=2021-04-15 00:39:34.388246, cost_time=0:00:56.128676 2021-04-15 00:39:32,505 INFO : TRAIN, epoch=0192, iter=00190/00196, fetch data time cost=1.42ms, fps=824 images/s, loss=0.0170, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:01.870578, arrival_time=2021-04-15 00:39:34.375943, cost_time=0:00:59.235047 2021-04-15 00:39:34,156 INFO : TRAIN, epoch=0192, iter=00196/00196, fetch data time cost=1.41ms, fps=824 images/s, loss=0.0170, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:39:34.156623, cost_time=0:01:00.886322 2021-04-15 00:39:35,261 INFO : EVAL, epoch=0192, iter=00010/00040, fetch data time cost=0.20ms, fps=2320 images/s, loss=1.0049, top1-acc=75.59%, top5-acc=94.06%, remaining_time=0:00:03.309840, arrival_time=2021-04-15 00:39:38.571683, cost_time=0:00:01.103285 2021-04-15 00:39:36,205 INFO : EVAL, epoch=0192, iter=00020/00040, fetch data time cost=1.98ms, fps=2716 images/s, loss=1.0266, top1-acc=75.20%, top5-acc=93.57%, remaining_time=0:00:02.046280, arrival_time=2021-04-15 00:39:38.251208, cost_time=0:00:02.046288 2021-04-15 00:39:37,150 INFO : EVAL, epoch=0192, iter=00030/00040, fetch data time cost=1.49ms, fps=2709 images/s, loss=1.0011, top1-acc=75.77%, top5-acc=93.61%, remaining_time=0:00:00.997270, arrival_time=2021-04-15 00:39:38.147654, cost_time=0:00:02.991822 2021-04-15 00:39:38,007 INFO : EVAL, epoch=0192, iter=00040/00040, fetch data time cost=0.08ms, fps=2709 images/s, loss=1.0222, top1-acc=75.65%, top5-acc=93.59%, remaining_time=0:00:00, arrival_time=2021-04-15 00:39:38.007295, cost_time=0:00:03.848763 2021-04-15 00:39:38,289 INFO : Epoch=0192 complete, best val top1-acc=75.98%, top5-acc=93.44% (epoch=187), remaining_time=0:08:41.048592, arrival_time=2021-04-15 00:48:19.338538, cost_time=3:28:25.166117 2021-04-15 00:39:38,291 INFO : Train start, epoch=0193, lr=0.000394 2021-04-15 00:39:41,592 INFO : TRAIN, epoch=0193, iter=00010/00196, fetch data time cost=1.37ms, fps=776 images/s, loss=0.0150, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:01.384650, arrival_time=2021-04-15 00:40:42.976707, cost_time=0:00:03.300248 2021-04-15 00:39:44,705 INFO : TRAIN, epoch=0193, iter=00020/00196, fetch data time cost=1.44ms, fps=823 images/s, loss=0.0164, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:56.434752, arrival_time=2021-04-15 00:40:41.139731, cost_time=0:00:06.413032 2021-04-15 00:39:47,811 INFO : TRAIN, epoch=0193, iter=00030/00196, fetch data time cost=2.17ms, fps=824 images/s, loss=0.0171, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:52.675618, arrival_time=2021-04-15 00:40:40.487104, cost_time=0:00:09.519677 2021-04-15 00:39:50,921 INFO : TRAIN, epoch=0193, iter=00040/00196, fetch data time cost=1.71ms, fps=823 images/s, loss=0.0176, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:49.255440, arrival_time=2021-04-15 00:40:40.176836, cost_time=0:00:12.629600 2021-04-15 00:39:54,026 INFO : TRAIN, epoch=0193, iter=00050/00196, fetch data time cost=1.52ms, fps=825 images/s, loss=0.0173, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:45.943718, arrival_time=2021-04-15 00:40:39.969681, cost_time=0:00:15.734160 2021-04-15 00:39:57,128 INFO : TRAIN, epoch=0193, iter=00060/00196, fetch data time cost=1.50ms, fps=825 images/s, loss=0.0173, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:42.695432, arrival_time=2021-04-15 00:40:39.823435, cost_time=0:00:18.836191 2021-04-15 00:40:00,233 INFO : TRAIN, epoch=0193, iter=00070/00196, fetch data time cost=1.42ms, fps=825 images/s, loss=0.0173, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:39.494070, arrival_time=2021-04-15 00:40:39.727030, cost_time=0:00:21.941136 2021-04-15 00:40:03,341 INFO : TRAIN, epoch=0193, iter=00080/00196, fetch data time cost=1.36ms, fps=824 images/s, loss=0.0171, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:36.322152, arrival_time=2021-04-15 00:40:39.663727, cost_time=0:00:25.049761 2021-04-15 00:40:06,445 INFO : TRAIN, epoch=0193, iter=00090/00196, fetch data time cost=1.44ms, fps=825 images/s, loss=0.0174, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:33.159132, arrival_time=2021-04-15 00:40:39.604959, cost_time=0:00:28.154018 2021-04-15 00:40:09,548 INFO : TRAIN, epoch=0193, iter=00100/00196, fetch data time cost=1.58ms, fps=825 images/s, loss=0.0175, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:30.005760, arrival_time=2021-04-15 00:40:39.553743, cost_time=0:00:31.255951 2021-04-15 00:40:12,663 INFO : TRAIN, epoch=0193, iter=00110/00196, fetch data time cost=1.45ms, fps=822 images/s, loss=0.0175, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:26.871990, arrival_time=2021-04-15 00:40:39.534957, cost_time=0:00:34.371167 2021-04-15 00:40:15,771 INFO : TRAIN, epoch=0193, iter=00120/00196, fetch data time cost=1.40ms, fps=824 images/s, loss=0.0175, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:23.737156, arrival_time=2021-04-15 00:40:39.508621, cost_time=0:00:37.479663 2021-04-15 00:40:18,881 INFO : TRAIN, epoch=0193, iter=00130/00196, fetch data time cost=2.19ms, fps=823 images/s, loss=0.0175, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:20.606982, arrival_time=2021-04-15 00:40:39.488479, cost_time=0:00:40.589557 2021-04-15 00:40:21,992 INFO : TRAIN, epoch=0193, iter=00140/00196, fetch data time cost=1.48ms, fps=823 images/s, loss=0.0175, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:17.480344, arrival_time=2021-04-15 00:40:39.472998, cost_time=0:00:43.700850 2021-04-15 00:40:25,097 INFO : TRAIN, epoch=0193, iter=00150/00196, fetch data time cost=1.45ms, fps=825 images/s, loss=0.0175, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:14.353656, arrival_time=2021-04-15 00:40:39.450880, cost_time=0:00:46.805410 2021-04-15 00:40:28,204 INFO : TRAIN, epoch=0193, iter=00160/00196, fetch data time cost=2.01ms, fps=824 images/s, loss=0.0175, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:11.230344, arrival_time=2021-04-15 00:40:39.434903, cost_time=0:00:49.912696 2021-04-15 00:40:31,311 INFO : TRAIN, epoch=0193, iter=00170/00196, fetch data time cost=1.54ms, fps=824 images/s, loss=0.0174, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:08.108854, arrival_time=2021-04-15 00:40:39.420071, cost_time=0:00:53.019416 2021-04-15 00:40:34,412 INFO : TRAIN, epoch=0193, iter=00180/00196, fetch data time cost=1.82ms, fps=826 images/s, loss=0.0175, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:04.988480, arrival_time=2021-04-15 00:40:39.400756, cost_time=0:00:56.120461 2021-04-15 00:40:37,515 INFO : TRAIN, epoch=0193, iter=00190/00196, fetch data time cost=2.12ms, fps=825 images/s, loss=0.0174, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:01.870212, arrival_time=2021-04-15 00:40:39.385309, cost_time=0:00:59.223291 2021-04-15 00:40:39,166 INFO : TRAIN, epoch=0193, iter=00196/00196, fetch data time cost=1.29ms, fps=824 images/s, loss=0.0175, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:40:39.166320, cost_time=0:01:00.874593 2021-04-15 00:40:40,226 INFO : EVAL, epoch=0193, iter=00010/00040, fetch data time cost=1.32ms, fps=2419 images/s, loss=1.0631, top1-acc=74.53%, top5-acc=92.62%, remaining_time=0:00:03.175440, arrival_time=2021-04-15 00:40:43.402155, cost_time=0:00:01.058477 2021-04-15 00:40:41,168 INFO : EVAL, epoch=0193, iter=00020/00040, fetch data time cost=1.37ms, fps=2719 images/s, loss=1.0210, top1-acc=75.39%, top5-acc=93.20%, remaining_time=0:00:02.000520, arrival_time=2021-04-15 00:40:43.169254, cost_time=0:00:02.000524 2021-04-15 00:40:42,113 INFO : EVAL, epoch=0193, iter=00030/00040, fetch data time cost=1.30ms, fps=2712 images/s, loss=1.0274, top1-acc=75.42%, top5-acc=93.11%, remaining_time=0:00:00.981650, arrival_time=2021-04-15 00:40:43.094885, cost_time=0:00:02.944947 2021-04-15 00:40:42,971 INFO : EVAL, epoch=0193, iter=00040/00040, fetch data time cost=0.08ms, fps=2704 images/s, loss=1.0078, top1-acc=75.57%, top5-acc=93.32%, remaining_time=0:00:00, arrival_time=2021-04-15 00:40:42.971774, cost_time=0:00:03.803593 2021-04-15 00:40:43,248 INFO : Epoch=0193 complete, best val top1-acc=75.98%, top5-acc=93.44% (epoch=187), remaining_time=0:07:35.911267, arrival_time=2021-04-15 00:48:19.159954, cost_time=3:29:30.124852 2021-04-15 00:40:43,250 INFO : Train start, epoch=0194, lr=0.000302 2021-04-15 00:40:46,535 INFO : TRAIN, epoch=0194, iter=00010/00196, fetch data time cost=1.78ms, fps=779 images/s, loss=0.0161, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:01.105836, arrival_time=2021-04-15 00:41:47.641465, cost_time=0:00:03.285264 2021-04-15 00:40:49,645 INFO : TRAIN, epoch=0194, iter=00020/00196, fetch data time cost=1.93ms, fps=823 images/s, loss=0.0166, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:56.277232, arrival_time=2021-04-15 00:41:45.922659, cost_time=0:00:06.395137 2021-04-15 00:40:52,748 INFO : TRAIN, epoch=0194, iter=00030/00196, fetch data time cost=2.05ms, fps=825 images/s, loss=0.0166, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:52.557758, arrival_time=2021-04-15 00:41:45.306469, cost_time=0:00:09.498402 2021-04-15 00:40:55,851 INFO : TRAIN, epoch=0194, iter=00040/00196, fetch data time cost=1.46ms, fps=825 images/s, loss=0.0163, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:49.142808, arrival_time=2021-04-15 00:41:44.993803, cost_time=0:00:12.600733 2021-04-15 00:40:58,955 INFO : TRAIN, epoch=0194, iter=00050/00196, fetch data time cost=1.41ms, fps=825 images/s, loss=0.0163, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:45.858454, arrival_time=2021-04-15 00:41:44.813679, cost_time=0:00:15.704946 2021-04-15 00:41:02,065 INFO : TRAIN, epoch=0194, iter=00060/00196, fetch data time cost=1.40ms, fps=823 images/s, loss=0.0165, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:42.648104, arrival_time=2021-04-15 00:41:44.713688, cost_time=0:00:18.815315 2021-04-15 00:41:05,173 INFO : TRAIN, epoch=0194, iter=00070/00196, fetch data time cost=1.55ms, fps=824 images/s, loss=0.0164, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:39.461940, arrival_time=2021-04-15 00:41:44.635517, cost_time=0:00:21.923309 2021-04-15 00:41:08,275 INFO : TRAIN, epoch=0194, iter=00080/00196, fetch data time cost=1.82ms, fps=826 images/s, loss=0.0165, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:36.286308, arrival_time=2021-04-15 00:41:44.561614, cost_time=0:00:25.025042 2021-04-15 00:41:11,385 INFO : TRAIN, epoch=0194, iter=00090/00196, fetch data time cost=1.44ms, fps=823 images/s, loss=0.0167, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:33.136660, arrival_time=2021-04-15 00:41:44.521870, cost_time=0:00:28.134941 2021-04-15 00:41:14,490 INFO : TRAIN, epoch=0194, iter=00100/00196, fetch data time cost=1.58ms, fps=825 images/s, loss=0.0166, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:29.990112, arrival_time=2021-04-15 00:41:44.480125, cost_time=0:00:31.239744 2021-04-15 00:41:17,602 INFO : TRAIN, epoch=0194, iter=00110/00196, fetch data time cost=1.54ms, fps=823 images/s, loss=0.0167, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:26.857456, arrival_time=2021-04-15 00:41:44.460228, cost_time=0:00:34.352511 2021-04-15 00:41:20,707 INFO : TRAIN, epoch=0194, iter=00120/00196, fetch data time cost=1.61ms, fps=825 images/s, loss=0.0166, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:23.722716, arrival_time=2021-04-15 00:41:44.429923, cost_time=0:00:37.456922 2021-04-15 00:41:23,813 INFO : TRAIN, epoch=0194, iter=00130/00196, fetch data time cost=1.57ms, fps=824 images/s, loss=0.0166, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:20.593386, arrival_time=2021-04-15 00:41:44.406479, cost_time=0:00:40.562746 2021-04-15 00:41:26,929 INFO : TRAIN, epoch=0194, iter=00140/00196, fetch data time cost=1.34ms, fps=822 images/s, loss=0.0167, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:17.471496, arrival_time=2021-04-15 00:41:44.400459, cost_time=0:00:43.678677 2021-04-15 00:41:30,032 INFO : TRAIN, epoch=0194, iter=00150/00196, fetch data time cost=2.01ms, fps=825 images/s, loss=0.0168, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:14.346480, arrival_time=2021-04-15 00:41:44.378825, cost_time=0:00:46.781944 2021-04-15 00:41:33,139 INFO : TRAIN, epoch=0194, iter=00160/00196, fetch data time cost=1.38ms, fps=824 images/s, loss=0.0168, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:11.224980, arrival_time=2021-04-15 00:41:44.364186, cost_time=0:00:49.888803 2021-04-15 00:41:36,238 INFO : TRAIN, epoch=0194, iter=00170/00196, fetch data time cost=2.65ms, fps=826 images/s, loss=0.0169, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:08.104122, arrival_time=2021-04-15 00:41:44.342941, cost_time=0:00:52.988540 2021-04-15 00:41:39,342 INFO : TRAIN, epoch=0194, iter=00180/00196, fetch data time cost=1.49ms, fps=825 images/s, loss=0.0169, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:04.986000, arrival_time=2021-04-15 00:41:44.328711, cost_time=0:00:56.092442 2021-04-15 00:41:42,451 INFO : TRAIN, epoch=0194, iter=00190/00196, fetch data time cost=1.95ms, fps=824 images/s, loss=0.0169, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:01.869510, arrival_time=2021-04-15 00:41:44.320916, cost_time=0:00:59.201135 2021-04-15 00:41:44,106 INFO : TRAIN, epoch=0194, iter=00196/00196, fetch data time cost=1.26ms, fps=822 images/s, loss=0.0170, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:41:44.106544, cost_time=0:01:00.856297 2021-04-15 00:41:45,183 INFO : EVAL, epoch=0194, iter=00010/00040, fetch data time cost=1.33ms, fps=2382 images/s, loss=0.9566, top1-acc=76.76%, top5-acc=94.49%, remaining_time=0:00:03.224310, arrival_time=2021-04-15 00:41:48.408157, cost_time=0:00:01.074768 2021-04-15 00:41:46,129 INFO : EVAL, epoch=0194, iter=00020/00040, fetch data time cost=2.03ms, fps=2708 images/s, loss=1.0058, top1-acc=75.25%, top5-acc=93.81%, remaining_time=0:00:02.020660, arrival_time=2021-04-15 00:41:48.150381, cost_time=0:00:02.020658 2021-04-15 00:41:47,072 INFO : EVAL, epoch=0194, iter=00030/00040, fetch data time cost=1.35ms, fps=2717 images/s, loss=1.0000, top1-acc=75.51%, top5-acc=93.63%, remaining_time=0:00:00.987800, arrival_time=2021-04-15 00:41:48.060201, cost_time=0:00:02.963401 2021-04-15 00:41:47,932 INFO : EVAL, epoch=0194, iter=00040/00040, fetch data time cost=0.18ms, fps=2699 images/s, loss=1.0321, top1-acc=75.54%, top5-acc=93.52%, remaining_time=0:00:00, arrival_time=2021-04-15 00:41:47.932437, cost_time=0:00:03.823401 2021-04-15 00:41:48,195 INFO : Epoch=0194 complete, best val top1-acc=75.98%, top5-acc=93.44% (epoch=187), remaining_time=0:06:30.775410, arrival_time=2021-04-15 00:48:18.970912, cost_time=3:30:35.071666 2021-04-15 00:41:48,196 INFO : Train start, epoch=0195, lr=0.000222 2021-04-15 00:41:51,492 INFO : TRAIN, epoch=0195, iter=00010/00196, fetch data time cost=1.56ms, fps=777 images/s, loss=0.0169, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:01:01.293324, arrival_time=2021-04-15 00:42:52.785770, cost_time=0:00:03.295341 2021-04-15 00:41:54,595 INFO : TRAIN, epoch=0195, iter=00020/00196, fetch data time cost=1.44ms, fps=825 images/s, loss=0.0171, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:56.303456, arrival_time=2021-04-15 00:42:50.898669, cost_time=0:00:06.398111 2021-04-15 00:41:57,698 INFO : TRAIN, epoch=0195, iter=00030/00196, fetch data time cost=1.47ms, fps=825 images/s, loss=0.0172, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:52.572698, arrival_time=2021-04-15 00:42:50.271031, cost_time=0:00:09.501095 2021-04-15 00:42:00,805 INFO : TRAIN, epoch=0195, iter=00040/00196, fetch data time cost=2.36ms, fps=824 images/s, loss=0.0169, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:49.171044, arrival_time=2021-04-15 00:42:49.976125, cost_time=0:00:12.607979 2021-04-15 00:42:03,909 INFO : TRAIN, epoch=0195, iter=00050/00196, fetch data time cost=1.53ms, fps=825 images/s, loss=0.0171, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:45.880062, arrival_time=2021-04-15 00:42:49.789509, cost_time=0:00:15.712350 2021-04-15 00:42:07,010 INFO : TRAIN, epoch=0195, iter=00060/00196, fetch data time cost=1.46ms, fps=826 images/s, loss=0.0167, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:42.644296, arrival_time=2021-04-15 00:42:49.655027, cost_time=0:00:18.813643 2021-04-15 00:42:10,111 INFO : TRAIN, epoch=0195, iter=00070/00196, fetch data time cost=1.38ms, fps=826 images/s, loss=0.0165, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:39.445938, arrival_time=2021-04-15 00:42:49.557516, cost_time=0:00:21.914425 2021-04-15 00:42:13,217 INFO : TRAIN, epoch=0195, iter=00080/00196, fetch data time cost=1.55ms, fps=824 images/s, loss=0.0165, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:36.280160, arrival_time=2021-04-15 00:42:49.498030, cost_time=0:00:25.020776 2021-04-15 00:42:16,323 INFO : TRAIN, epoch=0195, iter=00090/00196, fetch data time cost=1.59ms, fps=825 images/s, loss=0.0166, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:33.126272, arrival_time=2021-04-15 00:42:49.449425, cost_time=0:00:28.126056 2021-04-15 00:42:19,424 INFO : TRAIN, epoch=0195, iter=00100/00196, fetch data time cost=1.57ms, fps=826 images/s, loss=0.0164, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:29.978304, arrival_time=2021-04-15 00:42:49.402893, cost_time=0:00:31.227427 2021-04-15 00:42:22,534 INFO : TRAIN, epoch=0195, iter=00110/00196, fetch data time cost=1.45ms, fps=823 images/s, loss=0.0167, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:26.845416, arrival_time=2021-04-15 00:42:49.379788, cost_time=0:00:34.337144 2021-04-15 00:42:25,635 INFO : TRAIN, epoch=0195, iter=00120/00196, fetch data time cost=1.52ms, fps=826 images/s, loss=0.0167, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:23.711012, arrival_time=2021-04-15 00:42:49.346604, cost_time=0:00:37.438496 2021-04-15 00:42:28,746 INFO : TRAIN, epoch=0195, iter=00130/00196, fetch data time cost=1.80ms, fps=823 images/s, loss=0.0168, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:20.586522, arrival_time=2021-04-15 00:42:49.332814, cost_time=0:00:40.549194 2021-04-15 00:42:31,856 INFO : TRAIN, epoch=0195, iter=00140/00196, fetch data time cost=1.81ms, fps=823 images/s, loss=0.0168, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:17.463656, arrival_time=2021-04-15 00:42:49.319949, cost_time=0:00:43.659188 2021-04-15 00:42:34,965 INFO : TRAIN, epoch=0195, iter=00150/00196, fetch data time cost=1.54ms, fps=824 images/s, loss=0.0167, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:14.342294, arrival_time=2021-04-15 00:42:49.307811, cost_time=0:00:46.768416 2021-04-15 00:42:38,068 INFO : TRAIN, epoch=0195, iter=00160/00196, fetch data time cost=1.44ms, fps=825 images/s, loss=0.0166, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:11.221056, arrival_time=2021-04-15 00:42:49.289499, cost_time=0:00:49.871298 2021-04-15 00:42:41,170 INFO : TRAIN, epoch=0195, iter=00170/00196, fetch data time cost=1.36ms, fps=825 images/s, loss=0.0167, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:08.101808, arrival_time=2021-04-15 00:42:49.272167, cost_time=0:00:52.973353 2021-04-15 00:42:44,269 INFO : TRAIN, epoch=0195, iter=00180/00196, fetch data time cost=1.57ms, fps=826 images/s, loss=0.0169, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:04.984176, arrival_time=2021-04-15 00:42:49.253315, cost_time=0:00:56.072041 2021-04-15 00:42:47,370 INFO : TRAIN, epoch=0195, iter=00190/00196, fetch data time cost=1.92ms, fps=826 images/s, loss=0.0170, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:01.868628, arrival_time=2021-04-15 00:42:49.238865, cost_time=0:00:59.173140 2021-04-15 00:42:49,022 INFO : TRAIN, epoch=0195, iter=00196/00196, fetch data time cost=1.24ms, fps=824 images/s, loss=0.0170, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:42:49.021975, cost_time=0:01:00.824956 2021-04-15 00:42:50,143 INFO : EVAL, epoch=0195, iter=00010/00040, fetch data time cost=0.20ms, fps=2288 images/s, loss=1.0256, top1-acc=75.62%, top5-acc=93.44%, remaining_time=0:00:03.357240, arrival_time=2021-04-15 00:42:53.500235, cost_time=0:00:01.119076 2021-04-15 00:42:51,088 INFO : EVAL, epoch=0195, iter=00020/00040, fetch data time cost=1.47ms, fps=2710 images/s, loss=0.9794, top1-acc=76.27%, top5-acc=93.81%, remaining_time=0:00:02.064160, arrival_time=2021-04-15 00:42:53.152241, cost_time=0:00:02.064161 2021-04-15 00:42:52,027 INFO : EVAL, epoch=0195, iter=00030/00040, fetch data time cost=1.29ms, fps=2726 images/s, loss=0.9970, top1-acc=75.73%, top5-acc=93.42%, remaining_time=0:00:01.001200, arrival_time=2021-04-15 00:42:53.028694, cost_time=0:00:03.003586 2021-04-15 00:42:52,882 INFO : EVAL, epoch=0195, iter=00040/00040, fetch data time cost=0.07ms, fps=2714 images/s, loss=1.0183, top1-acc=75.50%, top5-acc=93.49%, remaining_time=0:00:00, arrival_time=2021-04-15 00:42:52.882733, cost_time=0:00:03.858839 2021-04-15 00:42:53,147 INFO : Epoch=0195 complete, best val top1-acc=75.98%, top5-acc=93.44% (epoch=187), remaining_time=0:05:25.641625, arrival_time=2021-04-15 00:48:18.788917, cost_time=3:31:40.023463 2021-04-15 00:42:53,148 INFO : Train start, epoch=0196, lr=0.000154 2021-04-15 00:42:56,442 INFO : TRAIN, epoch=0196, iter=00010/00196, fetch data time cost=2.71ms, fps=777 images/s, loss=0.0163, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:01:01.263006, arrival_time=2021-04-15 00:43:57.705499, cost_time=0:00:03.293711 2021-04-15 00:42:59,552 INFO : TRAIN, epoch=0196, iter=00020/00196, fetch data time cost=1.59ms, fps=823 images/s, loss=0.0159, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:56.347280, arrival_time=2021-04-15 00:43:55.899206, cost_time=0:00:06.403107 2021-04-15 00:43:02,660 INFO : TRAIN, epoch=0196, iter=00030/00196, fetch data time cost=2.17ms, fps=824 images/s, loss=0.0164, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:52.629802, arrival_time=2021-04-15 00:43:55.290001, cost_time=0:00:09.511415 2021-04-15 00:43:05,760 INFO : TRAIN, epoch=0196, iter=00040/00196, fetch data time cost=1.47ms, fps=826 images/s, loss=0.0165, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:49.185084, arrival_time=2021-04-15 00:43:54.945521, cost_time=0:00:12.611546 2021-04-15 00:43:08,860 INFO : TRAIN, epoch=0196, iter=00050/00196, fetch data time cost=1.44ms, fps=826 images/s, loss=0.0164, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:45.877434, arrival_time=2021-04-15 00:43:54.737652, cost_time=0:00:15.711461 2021-04-15 00:43:11,965 INFO : TRAIN, epoch=0196, iter=00060/00196, fetch data time cost=1.47ms, fps=825 images/s, loss=0.0164, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:42.650552, arrival_time=2021-04-15 00:43:54.615751, cost_time=0:00:18.816401 2021-04-15 00:43:15,066 INFO : TRAIN, epoch=0196, iter=00070/00196, fetch data time cost=1.47ms, fps=826 images/s, loss=0.0167, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:39.451104, arrival_time=2021-04-15 00:43:54.517164, cost_time=0:00:21.917262 2021-04-15 00:43:18,165 INFO : TRAIN, epoch=0196, iter=00080/00196, fetch data time cost=2.45ms, fps=826 images/s, loss=0.0168, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:36.274476, arrival_time=2021-04-15 00:43:54.440114, cost_time=0:00:25.016853 2021-04-15 00:43:21,264 INFO : TRAIN, epoch=0196, iter=00090/00196, fetch data time cost=1.41ms, fps=826 images/s, loss=0.0168, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:33.114612, arrival_time=2021-04-15 00:43:54.379526, cost_time=0:00:28.116199 2021-04-15 00:43:24,365 INFO : TRAIN, epoch=0196, iter=00100/00196, fetch data time cost=1.52ms, fps=826 images/s, loss=0.0168, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:29.967936, arrival_time=2021-04-15 00:43:54.333320, cost_time=0:00:31.216606 2021-04-15 00:43:27,462 INFO : TRAIN, epoch=0196, iter=00110/00196, fetch data time cost=1.35ms, fps=827 images/s, loss=0.0168, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:26.826754, arrival_time=2021-04-15 00:43:54.288795, cost_time=0:00:34.313332 2021-04-15 00:43:30,558 INFO : TRAIN, epoch=0196, iter=00120/00196, fetch data time cost=1.41ms, fps=827 images/s, loss=0.0168, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:23.692468, arrival_time=2021-04-15 00:43:54.250563, cost_time=0:00:37.409108 2021-04-15 00:43:33,662 INFO : TRAIN, epoch=0196, iter=00130/00196, fetch data time cost=1.39ms, fps=825 images/s, loss=0.0167, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:20.568306, arrival_time=2021-04-15 00:43:54.230403, cost_time=0:00:40.513322 2021-04-15 00:43:36,763 INFO : TRAIN, epoch=0196, iter=00140/00196, fetch data time cost=1.36ms, fps=825 images/s, loss=0.0168, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:17.446072, arrival_time=2021-04-15 00:43:54.209937, cost_time=0:00:43.615171 2021-04-15 00:43:39,862 INFO : TRAIN, epoch=0196, iter=00150/00196, fetch data time cost=1.52ms, fps=826 images/s, loss=0.0167, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:14.325412, arrival_time=2021-04-15 00:43:54.187561, cost_time=0:00:46.713308 2021-04-15 00:43:42,968 INFO : TRAIN, epoch=0196, iter=00160/00196, fetch data time cost=1.55ms, fps=824 images/s, loss=0.0167, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:11.209428, arrival_time=2021-04-15 00:43:54.177915, cost_time=0:00:49.819690 2021-04-15 00:43:46,075 INFO : TRAIN, epoch=0196, iter=00170/00196, fetch data time cost=2.04ms, fps=824 images/s, loss=0.0166, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:08.094632, arrival_time=2021-04-15 00:43:54.169897, cost_time=0:00:52.926436 2021-04-15 00:43:49,186 INFO : TRAIN, epoch=0196, iter=00180/00196, fetch data time cost=1.42ms, fps=823 images/s, loss=0.0166, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:04.981072, arrival_time=2021-04-15 00:43:54.167052, cost_time=0:00:56.037071 2021-04-15 00:43:52,293 INFO : TRAIN, epoch=0196, iter=00190/00196, fetch data time cost=1.32ms, fps=824 images/s, loss=0.0167, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:01.867704, arrival_time=2021-04-15 00:43:54.160620, cost_time=0:00:59.144022 2021-04-15 00:43:53,947 INFO : TRAIN, epoch=0196, iter=00196/00196, fetch data time cost=1.44ms, fps=822 images/s, loss=0.0170, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:43:53.947900, cost_time=0:01:00.799179 2021-04-15 00:43:55,026 INFO : EVAL, epoch=0196, iter=00010/00040, fetch data time cost=0.22ms, fps=2378 images/s, loss=0.9759, top1-acc=76.13%, top5-acc=93.59%, remaining_time=0:00:03.229260, arrival_time=2021-04-15 00:43:58.255645, cost_time=0:00:01.076421 2021-04-15 00:43:55,967 INFO : EVAL, epoch=0196, iter=00020/00040, fetch data time cost=1.28ms, fps=2722 images/s, loss=0.9850, top1-acc=75.94%, top5-acc=93.59%, remaining_time=0:00:02.017640, arrival_time=2021-04-15 00:43:57.985157, cost_time=0:00:02.017650 2021-04-15 00:43:56,909 INFO : EVAL, epoch=0196, iter=00030/00040, fetch data time cost=1.30ms, fps=2720 images/s, loss=0.9884, top1-acc=75.91%, top5-acc=93.65%, remaining_time=0:00:00.986440, arrival_time=2021-04-15 00:43:57.895760, cost_time=0:00:02.959314 2021-04-15 00:43:57,767 INFO : EVAL, epoch=0196, iter=00040/00040, fetch data time cost=0.07ms, fps=2705 images/s, loss=1.0086, top1-acc=75.64%, top5-acc=93.52%, remaining_time=0:00:00, arrival_time=2021-04-15 00:43:57.767533, cost_time=0:00:03.817690 2021-04-15 00:43:58,045 INFO : Epoch=0196 complete, best val top1-acc=75.98%, top5-acc=93.44% (epoch=187), remaining_time=0:04:20.508596, arrival_time=2021-04-15 00:48:18.553648, cost_time=3:32:44.921190 2021-04-15 00:43:58,047 INFO : Train start, epoch=0197, lr=0.000099 2021-04-15 00:44:01,338 INFO : TRAIN, epoch=0197, iter=00010/00196, fetch data time cost=1.44ms, fps=778 images/s, loss=0.0158, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:01.216692, arrival_time=2021-04-15 00:45:02.555427, cost_time=0:00:03.291215 2021-04-15 00:44:04,438 INFO : TRAIN, epoch=0197, iter=00020/00196, fetch data time cost=1.54ms, fps=826 images/s, loss=0.0158, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:56.237984, arrival_time=2021-04-15 00:45:00.676243, cost_time=0:00:06.390672 2021-04-15 00:44:07,541 INFO : TRAIN, epoch=0197, iter=00030/00196, fetch data time cost=1.59ms, fps=825 images/s, loss=0.0155, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:52.530202, arrival_time=2021-04-15 00:45:00.071166, cost_time=0:00:09.493404 2021-04-15 00:44:10,645 INFO : TRAIN, epoch=0197, iter=00040/00196, fetch data time cost=2.26ms, fps=825 images/s, loss=0.0159, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:49.132200, arrival_time=2021-04-15 00:44:59.777739, cost_time=0:00:12.597982 2021-04-15 00:44:13,755 INFO : TRAIN, epoch=0197, iter=00050/00196, fetch data time cost=1.97ms, fps=823 images/s, loss=0.0158, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:45.867944, arrival_time=2021-04-15 00:44:59.623674, cost_time=0:00:15.708216 2021-04-15 00:44:16,861 INFO : TRAIN, epoch=0197, iter=00060/00196, fetch data time cost=1.48ms, fps=824 images/s, loss=0.0159, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:42.644432, arrival_time=2021-04-15 00:44:59.505679, cost_time=0:00:18.813736 2021-04-15 00:44:19,975 INFO : TRAIN, epoch=0197, iter=00070/00196, fetch data time cost=1.46ms, fps=822 images/s, loss=0.0166, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:39.470256, arrival_time=2021-04-15 00:44:59.445673, cost_time=0:00:21.927902 2021-04-15 00:44:23,085 INFO : TRAIN, epoch=0197, iter=00080/00196, fetch data time cost=2.44ms, fps=823 images/s, loss=0.0167, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:36.305332, arrival_time=2021-04-15 00:44:59.391086, cost_time=0:00:25.038190 2021-04-15 00:44:26,189 INFO : TRAIN, epoch=0197, iter=00090/00196, fetch data time cost=1.60ms, fps=825 images/s, loss=0.0167, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:33.144504, arrival_time=2021-04-15 00:44:59.333544, cost_time=0:00:28.141536 2021-04-15 00:44:29,292 INFO : TRAIN, epoch=0197, iter=00100/00196, fetch data time cost=1.68ms, fps=825 images/s, loss=0.0171, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:29.994720, arrival_time=2021-04-15 00:44:59.286751, cost_time=0:00:31.244519 2021-04-15 00:44:32,395 INFO : TRAIN, epoch=0197, iter=00110/00196, fetch data time cost=2.12ms, fps=825 images/s, loss=0.0169, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:26.853500, arrival_time=2021-04-15 00:44:59.248553, cost_time=0:00:34.347554 2021-04-15 00:44:35,502 INFO : TRAIN, epoch=0197, iter=00120/00196, fetch data time cost=1.39ms, fps=824 images/s, loss=0.0169, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:23.721120, arrival_time=2021-04-15 00:44:59.223192, cost_time=0:00:37.454411 2021-04-15 00:44:38,608 INFO : TRAIN, epoch=0197, iter=00130/00196, fetch data time cost=1.52ms, fps=824 images/s, loss=0.0168, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:20.592462, arrival_time=2021-04-15 00:44:59.200849, cost_time=0:00:40.560870 2021-04-15 00:44:41,714 INFO : TRAIN, epoch=0197, iter=00140/00196, fetch data time cost=2.15ms, fps=824 images/s, loss=0.0168, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:17.466904, arrival_time=2021-04-15 00:44:59.181743, cost_time=0:00:43.667319 2021-04-15 00:44:44,817 INFO : TRAIN, epoch=0197, iter=00150/00196, fetch data time cost=2.26ms, fps=825 images/s, loss=0.0167, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:14.342616, arrival_time=2021-04-15 00:44:59.159549, cost_time=0:00:46.769386 2021-04-15 00:44:47,921 INFO : TRAIN, epoch=0197, iter=00160/00196, fetch data time cost=1.45ms, fps=825 images/s, loss=0.0169, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:11.221596, arrival_time=2021-04-15 00:44:59.142897, cost_time=0:00:49.873788 2021-04-15 00:44:51,042 INFO : TRAIN, epoch=0197, iter=00170/00196, fetch data time cost=2.84ms, fps=820 images/s, loss=0.0169, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:08.105162, arrival_time=2021-04-15 00:44:59.148017, cost_time=0:00:52.995345 2021-04-15 00:44:54,150 INFO : TRAIN, epoch=0197, iter=00180/00196, fetch data time cost=2.21ms, fps=824 images/s, loss=0.0169, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:04.986944, arrival_time=2021-04-15 00:44:59.137719, cost_time=0:00:56.103136 2021-04-15 00:44:57,259 INFO : TRAIN, epoch=0197, iter=00190/00196, fetch data time cost=1.28ms, fps=824 images/s, loss=0.0168, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:01.869864, arrival_time=2021-04-15 00:44:59.129652, cost_time=0:00:59.212285 2021-04-15 00:44:58,914 INFO : TRAIN, epoch=0197, iter=00196/00196, fetch data time cost=1.41ms, fps=822 images/s, loss=0.0168, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:44:58.914199, cost_time=0:01:00.866592 2021-04-15 00:44:59,983 INFO : EVAL, epoch=0197, iter=00010/00040, fetch data time cost=1.28ms, fps=2400 images/s, loss=1.0477, top1-acc=74.77%, top5-acc=92.77%, remaining_time=0:00:03.199410, arrival_time=2021-04-15 00:45:03.183088, cost_time=0:00:01.066467 2021-04-15 00:45:00,927 INFO : EVAL, epoch=0197, iter=00020/00040, fetch data time cost=1.54ms, fps=2713 images/s, loss=1.0180, top1-acc=75.53%, top5-acc=93.22%, remaining_time=0:00:02.010800, arrival_time=2021-04-15 00:45:02.938650, cost_time=0:00:02.010806 2021-04-15 00:45:01,870 INFO : EVAL, epoch=0197, iter=00030/00040, fetch data time cost=1.41ms, fps=2716 images/s, loss=1.0197, top1-acc=75.59%, top5-acc=93.41%, remaining_time=0:00:00.984570, arrival_time=2021-04-15 00:45:02.855314, cost_time=0:00:02.953709 2021-04-15 00:45:02,734 INFO : EVAL, epoch=0197, iter=00040/00040, fetch data time cost=0.09ms, fps=2687 images/s, loss=1.0045, top1-acc=75.70%, top5-acc=93.49%, remaining_time=0:00:00, arrival_time=2021-04-15 00:45:02.734633, cost_time=0:00:03.817544 2021-04-15 00:45:03,001 INFO : Epoch=0197 complete, best val top1-acc=75.98%, top5-acc=93.44% (epoch=187), remaining_time=0:03:15.378852, arrival_time=2021-04-15 00:48:18.380730, cost_time=3:33:49.878040 2021-04-15 00:45:03,003 INFO : Train start, epoch=0198, lr=0.000056 2021-04-15 00:45:06,265 INFO : TRAIN, epoch=0198, iter=00010/00196, fetch data time cost=1.43ms, fps=785 images/s, loss=0.0168, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:01:00.668550, arrival_time=2021-04-15 00:46:06.933755, cost_time=0:00:03.261754 2021-04-15 00:45:09,372 INFO : TRAIN, epoch=0198, iter=00020/00196, fetch data time cost=1.38ms, fps=824 images/s, loss=0.0177, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:56.045088, arrival_time=2021-04-15 00:46:05.417317, cost_time=0:00:06.368765 2021-04-15 00:45:12,474 INFO : TRAIN, epoch=0198, iter=00030/00196, fetch data time cost=1.54ms, fps=825 images/s, loss=0.0173, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:52.406034, arrival_time=2021-04-15 00:46:04.880459, cost_time=0:00:09.470966 2021-04-15 00:45:15,577 INFO : TRAIN, epoch=0198, iter=00040/00196, fetch data time cost=1.44ms, fps=825 images/s, loss=0.0174, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:49.038132, arrival_time=2021-04-15 00:46:04.615453, cost_time=0:00:12.573861 2021-04-15 00:45:18,678 INFO : TRAIN, epoch=0198, iter=00050/00196, fetch data time cost=1.49ms, fps=826 images/s, loss=0.0172, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:45.769686, arrival_time=2021-04-15 00:46:04.447712, cost_time=0:00:15.674566 2021-04-15 00:45:21,778 INFO : TRAIN, epoch=0198, iter=00060/00196, fetch data time cost=1.52ms, fps=826 images/s, loss=0.0172, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:42.556984, arrival_time=2021-04-15 00:46:04.335616, cost_time=0:00:18.775168 2021-04-15 00:45:24,888 INFO : TRAIN, epoch=0198, iter=00070/00196, fetch data time cost=1.61ms, fps=823 images/s, loss=0.0169, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:39.393144, arrival_time=2021-04-15 00:46:04.281694, cost_time=0:00:21.885078 2021-04-15 00:45:27,991 INFO : TRAIN, epoch=0198, iter=00080/00196, fetch data time cost=2.32ms, fps=825 images/s, loss=0.0167, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:36.232020, arrival_time=2021-04-15 00:46:04.223072, cost_time=0:00:24.987567 2021-04-15 00:45:31,097 INFO : TRAIN, epoch=0198, iter=00090/00196, fetch data time cost=1.50ms, fps=824 images/s, loss=0.0170, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:33.088642, arrival_time=2021-04-15 00:46:04.186459, cost_time=0:00:28.094100 2021-04-15 00:45:34,216 INFO : TRAIN, epoch=0198, iter=00100/00196, fetch data time cost=1.59ms, fps=821 images/s, loss=0.0169, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:29.964864, arrival_time=2021-04-15 00:46:04.181725, cost_time=0:00:31.213400 2021-04-15 00:45:37,319 INFO : TRAIN, epoch=0198, iter=00110/00196, fetch data time cost=1.41ms, fps=825 images/s, loss=0.0169, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:26.828560, arrival_time=2021-04-15 00:46:04.147716, cost_time=0:00:34.315605 2021-04-15 00:45:40,434 INFO : TRAIN, epoch=0198, iter=00120/00196, fetch data time cost=1.48ms, fps=822 images/s, loss=0.0168, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:23.706528, arrival_time=2021-04-15 00:46:04.141354, cost_time=0:00:37.431359 2021-04-15 00:45:43,538 INFO : TRAIN, epoch=0198, iter=00130/00196, fetch data time cost=1.55ms, fps=825 images/s, loss=0.0168, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:20.579460, arrival_time=2021-04-15 00:46:04.118196, cost_time=0:00:40.535279 2021-04-15 00:45:46,645 INFO : TRAIN, epoch=0198, iter=00140/00196, fetch data time cost=1.35ms, fps=824 images/s, loss=0.0166, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:17.456880, arrival_time=2021-04-15 00:46:04.102486, cost_time=0:00:43.642141 2021-04-15 00:45:49,759 INFO : TRAIN, epoch=0198, iter=00150/00196, fetch data time cost=2.22ms, fps=822 images/s, loss=0.0166, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:14.338568, arrival_time=2021-04-15 00:46:04.098281, cost_time=0:00:46.756213 2021-04-15 00:45:52,861 INFO : TRAIN, epoch=0198, iter=00160/00196, fetch data time cost=2.09ms, fps=825 images/s, loss=0.0166, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:11.218104, arrival_time=2021-04-15 00:46:04.079871, cost_time=0:00:49.858273 2021-04-15 00:45:55,961 INFO : TRAIN, epoch=0198, iter=00170/00196, fetch data time cost=1.52ms, fps=826 images/s, loss=0.0166, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:08.099468, arrival_time=2021-04-15 00:46:04.060994, cost_time=0:00:52.958068 2021-04-15 00:45:59,066 INFO : TRAIN, epoch=0198, iter=00180/00196, fetch data time cost=1.52ms, fps=825 images/s, loss=0.0165, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:04.983408, arrival_time=2021-04-15 00:46:04.050231, cost_time=0:00:56.063370 2021-04-15 00:46:02,166 INFO : TRAIN, epoch=0198, iter=00190/00196, fetch data time cost=1.29ms, fps=826 images/s, loss=0.0164, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:01.868310, arrival_time=2021-04-15 00:46:04.034978, cost_time=0:00:59.163208 2021-04-15 00:46:03,819 INFO : TRAIN, epoch=0198, iter=00196/00196, fetch data time cost=1.36ms, fps=823 images/s, loss=0.0164, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:46:03.819860, cost_time=0:01:00.816397 2021-04-15 00:46:04,874 INFO : EVAL, epoch=0198, iter=00010/00040, fetch data time cost=0.20ms, fps=2432 images/s, loss=0.9721, top1-acc=76.72%, top5-acc=94.06%, remaining_time=0:00:03.158400, arrival_time=2021-04-15 00:46:08.033144, cost_time=0:00:01.052798 2021-04-15 00:46:05,817 INFO : EVAL, epoch=0198, iter=00020/00040, fetch data time cost=1.52ms, fps=2716 images/s, loss=1.0137, top1-acc=75.70%, top5-acc=93.59%, remaining_time=0:00:01.995900, arrival_time=2021-04-15 00:46:07.813718, cost_time=0:00:01.995896 2021-04-15 00:46:06,761 INFO : EVAL, epoch=0198, iter=00030/00040, fetch data time cost=1.94ms, fps=2714 images/s, loss=0.9995, top1-acc=75.72%, top5-acc=93.80%, remaining_time=0:00:00.979790, arrival_time=2021-04-15 00:46:07.741184, cost_time=0:00:02.939384 2021-04-15 00:46:07,617 INFO : EVAL, epoch=0198, iter=00040/00040, fetch data time cost=0.09ms, fps=2710 images/s, loss=1.0006, top1-acc=75.40%, top5-acc=93.71%, remaining_time=0:00:00, arrival_time=2021-04-15 00:46:07.617933, cost_time=0:00:03.796030 2021-04-15 00:46:07,862 INFO : Epoch=0198 complete, best val top1-acc=75.98%, top5-acc=93.44% (epoch=187), remaining_time=0:02:10.249882, arrival_time=2021-04-15 00:48:18.111954, cost_time=3:34:54.738235 2021-04-15 00:46:07,863 INFO : Train start, epoch=0199, lr=0.000025 2021-04-15 00:46:11,148 INFO : TRAIN, epoch=0199, iter=00010/00196, fetch data time cost=2.32ms, fps=779 images/s, loss=0.0167, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:01.102488, arrival_time=2021-04-15 00:47:12.251269, cost_time=0:00:03.285080 2021-04-15 00:46:14,256 INFO : TRAIN, epoch=0199, iter=00020/00196, fetch data time cost=2.13ms, fps=824 images/s, loss=0.0165, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:56.260160, arrival_time=2021-04-15 00:47:10.517007, cost_time=0:00:06.393191 2021-04-15 00:46:17,360 INFO : TRAIN, epoch=0199, iter=00030/00196, fetch data time cost=1.48ms, fps=825 images/s, loss=0.0161, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:52.548296, arrival_time=2021-04-15 00:47:09.908621, cost_time=0:00:09.496675 2021-04-15 00:46:20,470 INFO : TRAIN, epoch=0199, iter=00040/00196, fetch data time cost=2.06ms, fps=824 images/s, loss=0.0161, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:49.165584, arrival_time=2021-04-15 00:47:09.635851, cost_time=0:00:12.606574 2021-04-15 00:46:23,585 INFO : TRAIN, epoch=0199, iter=00050/00196, fetch data time cost=1.47ms, fps=822 images/s, loss=0.0166, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:45.908094, arrival_time=2021-04-15 00:47:09.493800, cost_time=0:00:15.721936 2021-04-15 00:46:26,693 INFO : TRAIN, epoch=0199, iter=00060/00196, fetch data time cost=2.29ms, fps=824 images/s, loss=0.0166, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:42.679520, arrival_time=2021-04-15 00:47:09.372426, cost_time=0:00:18.829226 2021-04-15 00:46:29,800 INFO : TRAIN, epoch=0199, iter=00070/00196, fetch data time cost=1.49ms, fps=824 images/s, loss=0.0167, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:39.485502, arrival_time=2021-04-15 00:47:09.285557, cost_time=0:00:21.936404 2021-04-15 00:46:32,903 INFO : TRAIN, epoch=0199, iter=00080/00196, fetch data time cost=1.46ms, fps=825 images/s, loss=0.0165, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:36.308000, arrival_time=2021-04-15 00:47:09.211626, cost_time=0:00:25.039971 2021-04-15 00:46:36,008 INFO : TRAIN, epoch=0199, iter=00090/00196, fetch data time cost=1.49ms, fps=825 images/s, loss=0.0165, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:33.148426, arrival_time=2021-04-15 00:47:09.156966, cost_time=0:00:28.144880 2021-04-15 00:46:39,113 INFO : TRAIN, epoch=0199, iter=00100/00196, fetch data time cost=1.39ms, fps=825 images/s, loss=0.0165, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:30.000192, arrival_time=2021-04-15 00:47:09.113993, cost_time=0:00:31.250151 2021-04-15 00:46:42,216 INFO : TRAIN, epoch=0199, iter=00110/00196, fetch data time cost=1.48ms, fps=825 images/s, loss=0.0165, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:26.857628, arrival_time=2021-04-15 00:47:09.074187, cost_time=0:00:34.352816 2021-04-15 00:46:45,326 INFO : TRAIN, epoch=0199, iter=00120/00196, fetch data time cost=1.54ms, fps=824 images/s, loss=0.0163, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:23.726136, arrival_time=2021-04-15 00:47:09.052141, cost_time=0:00:37.462341 2021-04-15 00:46:48,433 INFO : TRAIN, epoch=0199, iter=00130/00196, fetch data time cost=1.34ms, fps=824 images/s, loss=0.0164, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:20.596686, arrival_time=2021-04-15 00:47:09.029620, cost_time=0:00:40.569294 2021-04-15 00:46:51,544 INFO : TRAIN, epoch=0199, iter=00140/00196, fetch data time cost=2.18ms, fps=823 images/s, loss=0.0164, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:17.472336, arrival_time=2021-04-15 00:47:09.016860, cost_time=0:00:43.680869 2021-04-15 00:46:54,653 INFO : TRAIN, epoch=0199, iter=00150/00196, fetch data time cost=1.60ms, fps=824 images/s, loss=0.0165, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:14.348780, arrival_time=2021-04-15 00:47:09.001958, cost_time=0:00:46.789526 2021-04-15 00:46:57,767 INFO : TRAIN, epoch=0199, iter=00160/00196, fetch data time cost=2.32ms, fps=822 images/s, loss=0.0166, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:11.228400, arrival_time=2021-04-15 00:47:08.996160, cost_time=0:00:49.904070 2021-04-15 00:47:00,869 INFO : TRAIN, epoch=0199, iter=00170/00196, fetch data time cost=1.45ms, fps=826 images/s, loss=0.0165, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:08.106774, arrival_time=2021-04-15 00:47:08.976181, cost_time=0:00:53.005756 2021-04-15 00:47:03,975 INFO : TRAIN, epoch=0199, iter=00180/00196, fetch data time cost=1.57ms, fps=825 images/s, loss=0.0166, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:04.987664, arrival_time=2021-04-15 00:47:08.962594, cost_time=0:00:56.111267 2021-04-15 00:47:07,078 INFO : TRAIN, epoch=0199, iter=00190/00196, fetch data time cost=1.59ms, fps=825 images/s, loss=0.0165, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:01.869924, arrival_time=2021-04-15 00:47:08.947900, cost_time=0:00:59.214334 2021-04-15 00:47:08,733 INFO : TRAIN, epoch=0199, iter=00196/00196, fetch data time cost=1.44ms, fps=822 images/s, loss=0.0169, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:47:08.733293, cost_time=0:01:00.869696 2021-04-15 00:47:09,833 INFO : EVAL, epoch=0199, iter=00010/00040, fetch data time cost=0.22ms, fps=2334 images/s, loss=1.0145, top1-acc=75.31%, top5-acc=93.67%, remaining_time=0:00:03.291060, arrival_time=2021-04-15 00:47:13.124174, cost_time=0:00:01.097020 2021-04-15 00:47:10,776 INFO : EVAL, epoch=0199, iter=00020/00040, fetch data time cost=1.40ms, fps=2715 images/s, loss=1.0132, top1-acc=75.33%, top5-acc=93.44%, remaining_time=0:00:02.040440, arrival_time=2021-04-15 00:47:12.816903, cost_time=0:00:02.040444 2021-04-15 00:47:11,719 INFO : EVAL, epoch=0199, iter=00030/00040, fetch data time cost=1.58ms, fps=2716 images/s, loss=1.0100, top1-acc=75.31%, top5-acc=93.62%, remaining_time=0:00:00.994490, arrival_time=2021-04-15 00:47:12.713951, cost_time=0:00:02.983457 2021-04-15 00:47:12,576 INFO : EVAL, epoch=0199, iter=00040/00040, fetch data time cost=0.07ms, fps=2708 images/s, loss=1.0175, top1-acc=75.66%, top5-acc=93.71%, remaining_time=0:00:00, arrival_time=2021-04-15 00:47:12.576548, cost_time=0:00:03.840547 2021-04-15 00:47:12,849 INFO : Epoch=0199 complete, best val top1-acc=75.98%, top5-acc=93.44% (epoch=187), remaining_time=0:01:05.124252, arrival_time=2021-04-15 00:48:17.974164, cost_time=3:35:59.726050 2021-04-15 00:47:12,852 INFO : Train start, epoch=0200, lr=0.000006 2021-04-15 00:47:16,117 INFO : TRAIN, epoch=0200, iter=00010/00196, fetch data time cost=1.62ms, fps=784 images/s, loss=0.0165, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:01:00.726954, arrival_time=2021-04-15 00:48:16.844288, cost_time=0:00:03.264886 2021-04-15 00:47:19,215 INFO : TRAIN, epoch=0200, iter=00020/00196, fetch data time cost=1.47ms, fps=826 images/s, loss=0.0168, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:55.997392, arrival_time=2021-04-15 00:48:15.213071, cost_time=0:00:06.363344 2021-04-15 00:47:22,318 INFO : TRAIN, epoch=0200, iter=00030/00196, fetch data time cost=1.60ms, fps=825 images/s, loss=0.0170, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:52.376818, arrival_time=2021-04-15 00:48:14.694943, cost_time=0:00:09.465685 2021-04-15 00:47:25,417 INFO : TRAIN, epoch=0200, iter=00040/00196, fetch data time cost=1.37ms, fps=826 images/s, loss=0.0170, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:49.001160, arrival_time=2021-04-15 00:48:14.418137, cost_time=0:00:12.564409 2021-04-15 00:47:28,511 INFO : TRAIN, epoch=0200, iter=00050/00196, fetch data time cost=1.34ms, fps=827 images/s, loss=0.0169, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:45.725156, arrival_time=2021-04-15 00:48:14.236832, cost_time=0:00:15.659304 2021-04-15 00:47:31,617 INFO : TRAIN, epoch=0200, iter=00060/00196, fetch data time cost=1.51ms, fps=824 images/s, loss=0.0166, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:42.535360, arrival_time=2021-04-15 00:48:14.153303, cost_time=0:00:18.765580 2021-04-15 00:47:34,731 INFO : TRAIN, epoch=0200, iter=00070/00196, fetch data time cost=1.59ms, fps=822 images/s, loss=0.0167, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:39.382560, arrival_time=2021-04-15 00:48:14.114218, cost_time=0:00:21.879223 2021-04-15 00:47:37,833 INFO : TRAIN, epoch=0200, iter=00080/00196, fetch data time cost=1.43ms, fps=825 images/s, loss=0.0165, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:36.222856, arrival_time=2021-04-15 00:48:14.056493, cost_time=0:00:24.981285 2021-04-15 00:47:40,955 INFO : TRAIN, epoch=0200, iter=00090/00196, fetch data time cost=4.87ms, fps=820 images/s, loss=0.0164, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:33.098712, arrival_time=2021-04-15 00:48:14.053853, cost_time=0:00:28.102684 2021-04-15 00:47:44,064 INFO : TRAIN, epoch=0200, iter=00100/00196, fetch data time cost=2.09ms, fps=823 images/s, loss=0.0164, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:29.963808, arrival_time=2021-04-15 00:48:14.028519, cost_time=0:00:31.212273 2021-04-15 00:47:47,171 INFO : TRAIN, epoch=0200, iter=00110/00196, fetch data time cost=1.68ms, fps=824 images/s, loss=0.0164, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:26.831484, arrival_time=2021-04-15 00:48:14.003280, cost_time=0:00:34.319357 2021-04-15 00:47:50,278 INFO : TRAIN, epoch=0200, iter=00120/00196, fetch data time cost=1.54ms, fps=824 images/s, loss=0.0163, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:23.703412, arrival_time=2021-04-15 00:48:13.982286, cost_time=0:00:37.426422 2021-04-15 00:47:53,384 INFO : TRAIN, epoch=0200, iter=00130/00196, fetch data time cost=1.62ms, fps=824 images/s, loss=0.0164, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:20.578008, arrival_time=2021-04-15 00:48:13.962902, cost_time=0:00:40.532449 2021-04-15 00:47:56,496 INFO : TRAIN, epoch=0200, iter=00140/00196, fetch data time cost=1.44ms, fps=823 images/s, loss=0.0163, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:17.457664, arrival_time=2021-04-15 00:48:13.954210, cost_time=0:00:43.644090 2021-04-15 00:47:59,603 INFO : TRAIN, epoch=0200, iter=00150/00196, fetch data time cost=2.15ms, fps=824 images/s, loss=0.0163, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:14.337096, arrival_time=2021-04-15 00:48:13.940914, cost_time=0:00:46.751352 2021-04-15 00:48:02,716 INFO : TRAIN, epoch=0200, iter=00160/00196, fetch data time cost=1.41ms, fps=823 images/s, loss=0.0163, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:11.219400, arrival_time=2021-04-15 00:48:13.936045, cost_time=0:00:49.864050 2021-04-15 00:48:05,824 INFO : TRAIN, epoch=0200, iter=00170/00196, fetch data time cost=1.78ms, fps=824 images/s, loss=0.0164, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:08.101496, arrival_time=2021-04-15 00:48:13.925413, cost_time=0:00:52.971405 2021-04-15 00:48:08,938 INFO : TRAIN, epoch=0200, iter=00180/00196, fetch data time cost=1.58ms, fps=822 images/s, loss=0.0165, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:04.985392, arrival_time=2021-04-15 00:48:13.923575, cost_time=0:00:56.085701 2021-04-15 00:48:12,050 INFO : TRAIN, epoch=0200, iter=00190/00196, fetch data time cost=1.48ms, fps=823 images/s, loss=0.0165, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:01.869402, arrival_time=2021-04-15 00:48:13.919577, cost_time=0:00:59.197744 2021-04-15 00:48:13,702 INFO : TRAIN, epoch=0200, iter=00196/00196, fetch data time cost=1.41ms, fps=824 images/s, loss=0.0165, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:48:13.702164, cost_time=0:01:00.849814 2021-04-15 00:48:14,764 INFO : EVAL, epoch=0200, iter=00010/00040, fetch data time cost=1.39ms, fps=2415 images/s, loss=0.9316, top1-acc=77.07%, top5-acc=93.63%, remaining_time=0:00:03.179760, arrival_time=2021-04-15 00:48:17.943756, cost_time=0:00:01.059915 2021-04-15 00:48:15,707 INFO : EVAL, epoch=0200, iter=00020/00040, fetch data time cost=1.79ms, fps=2715 images/s, loss=0.9948, top1-acc=75.88%, top5-acc=93.67%, remaining_time=0:00:02.003300, arrival_time=2021-04-15 00:48:17.710835, cost_time=0:00:02.003303 2021-04-15 00:48:16,651 INFO : EVAL, epoch=0200, iter=00030/00040, fetch data time cost=1.36ms, fps=2714 images/s, loss=1.0212, top1-acc=75.30%, top5-acc=93.33%, remaining_time=0:00:00.982420, arrival_time=2021-04-15 00:48:17.633749, cost_time=0:00:02.947250 2021-04-15 00:48:17,509 INFO : EVAL, epoch=0200, iter=00040/00040, fetch data time cost=0.08ms, fps=2706 images/s, loss=1.0168, top1-acc=75.61%, top5-acc=93.33%, remaining_time=0:00:00, arrival_time=2021-04-15 00:48:17.509115, cost_time=0:00:03.805050 2021-04-15 00:48:17,784 INFO : Epoch=0200 complete, best val top1-acc=75.98%, top5-acc=93.44% (epoch=187), remaining_time=0:00:00, arrival_time=2021-04-15 00:48:17.784299, cost_time=3:37:04.660450