2021-04-10 02:12:16,788 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 2021-04-10 02:12:16,792 INFO : Args: {'conf': ConfigTree([('max_epochs', 200), ('log_interval', 10), ('use_amp', False), ('only_evaluate', False), ('auto_resume', True), ('data', ConfigTree([('type_', 'cifar10'), ('image_size', 32), ('num_classes', 10), ('root', 'data/cifar10'), ('mean', [0.4914, 0.4822, 0.4465]), ('std', [0.2023, 0.1994, 0.201]), ('batch_size', 256), ('num_workers', 4)])), ('model', ConfigTree([('type_', 'PyTorchHub'), ('force_reload', False), ('repo', 'chenyaofo/pytorch-cifar-models'), ('name', 'cifar10_vgg13_bn'), ('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://127.0.0.1:48161', 'modifications': ['model.name=cifar10_vgg13_bn'], 'node_rank': 0, 'output_dir': PosixPath('output/cifar10/vgg13_bn'), 'world_size': 1} 2021-04-10 02:12:17,086 INFO : Model details: n_params=9.94M, flops=228.79M. 2021-04-10 02:12:22,463 INFO : Train start, epoch=0001, lr=0.100000 2021-04-10 02:12:24,516 INFO : TRAIN, epoch=0001, iter=00010/00196, fetch data time cost=1.55ms, fps=1247 images/s, loss=2.3015, top1-acc=12.07%, top5-acc=50.20%, remaining_time=0:00:38.177616, arrival_time=2021-04-10 02:13:02.694249, cost_time=0:00:02.052561 2021-04-10 02:12:25,661 INFO : TRAIN, epoch=0001, iter=00020/00196, fetch data time cost=1.91ms, fps=2238 images/s, loss=2.2800, top1-acc=12.71%, top5-acc=54.53%, remaining_time=0:00:28.136768, arrival_time=2021-04-10 02:12:53.798013, cost_time=0:00:03.197364 2021-04-10 02:12:26,802 INFO : TRAIN, epoch=0001, iter=00030/00196, fetch data time cost=1.36ms, fps=2245 images/s, loss=2.2237, top1-acc=14.56%, top5-acc=61.95%, remaining_time=0:00:24.005758, arrival_time=2021-04-10 02:12:50.807933, cost_time=0:00:04.338380 2021-04-10 02:12:27,946 INFO : TRAIN, epoch=0001, iter=00040/00196, fetch data time cost=1.43ms, fps=2238 images/s, loss=2.1517, top1-acc=16.28%, top5-acc=66.92%, remaining_time=0:00:21.382452, arrival_time=2021-04-10 02:12:49.328927, cost_time=0:00:05.482680 2021-04-10 02:12:29,094 INFO : TRAIN, epoch=0001, iter=00050/00196, fetch data time cost=1.60ms, fps=2232 images/s, loss=2.0970, top1-acc=18.15%, top5-acc=70.19%, remaining_time=0:00:19.360330, arrival_time=2021-04-10 02:12:48.454446, cost_time=0:00:06.630252 2021-04-10 02:12:30,244 INFO : TRAIN, epoch=0001, iter=00060/00196, fetch data time cost=1.63ms, fps=2227 images/s, loss=2.0556, top1-acc=19.62%, top5-acc=72.60%, remaining_time=0:00:17.634984, arrival_time=2021-04-10 02:12:47.878985, cost_time=0:00:07.780151 2021-04-10 02:12:31,390 INFO : TRAIN, epoch=0001, iter=00070/00196, fetch data time cost=1.41ms, fps=2234 images/s, loss=2.0133, top1-acc=21.10%, top5-acc=74.66%, remaining_time=0:00:16.067772, arrival_time=2021-04-10 02:12:47.458068, cost_time=0:00:08.926511 2021-04-10 02:12:32,534 INFO : TRAIN, epoch=0001, iter=00080/00196, fetch data time cost=1.84ms, fps=2237 images/s, loss=1.9797, top1-acc=22.28%, top5-acc=76.27%, remaining_time=0:00:14.602892, arrival_time=2021-04-10 02:12:47.137713, cost_time=0:00:10.070981 2021-04-10 02:12:33,679 INFO : TRAIN, epoch=0001, iter=00090/00196, fetch data time cost=1.39ms, fps=2237 images/s, loss=1.9470, top1-acc=23.52%, top5-acc=77.59%, remaining_time=0:00:13.209508, arrival_time=2021-04-10 02:12:46.888979, cost_time=0:00:11.215607 2021-04-10 02:12:34,822 INFO : TRAIN, epoch=0001, iter=00100/00196, fetch data time cost=1.48ms, fps=2242 images/s, loss=1.9174, top1-acc=24.51%, top5-acc=78.91%, remaining_time=0:00:11.863776, arrival_time=2021-04-10 02:12:46.685758, cost_time=0:00:12.358142 2021-04-10 02:12:35,965 INFO : TRAIN, epoch=0001, iter=00110/00196, fetch data time cost=1.41ms, fps=2239 images/s, loss=1.8928, top1-acc=25.59%, top5-acc=79.98%, remaining_time=0:00:10.556156, arrival_time=2021-04-10 02:12:46.522043, cost_time=0:00:13.502094 2021-04-10 02:12:37,116 INFO : TRAIN, epoch=0001, iter=00120/00196, fetch data time cost=1.87ms, fps=2226 images/s, loss=1.8677, top1-acc=26.82%, top5-acc=80.92%, remaining_time=0:00:09.279752, arrival_time=2021-04-10 02:12:46.395822, cost_time=0:00:14.652282 2021-04-10 02:12:38,264 INFO : TRAIN, epoch=0001, iter=00130/00196, fetch data time cost=1.77ms, fps=2229 images/s, loss=1.8453, top1-acc=27.79%, top5-acc=81.66%, remaining_time=0:00:08.022102, arrival_time=2021-04-10 02:12:46.287016, cost_time=0:00:15.801072 2021-04-10 02:12:39,426 INFO : TRAIN, epoch=0001, iter=00140/00196, fetch data time cost=1.99ms, fps=2204 images/s, loss=1.8237, top1-acc=28.70%, top5-acc=82.33%, remaining_time=0:00:06.785240, arrival_time=2021-04-10 02:12:46.212155, cost_time=0:00:16.963064 2021-04-10 02:12:40,569 INFO : TRAIN, epoch=0001, iter=00150/00196, fetch data time cost=1.66ms, fps=2241 images/s, loss=1.8028, top1-acc=29.65%, top5-acc=82.96%, remaining_time=0:00:05.552384, arrival_time=2021-04-10 02:12:46.121866, cost_time=0:00:18.105670 2021-04-10 02:12:41,715 INFO : TRAIN, epoch=0001, iter=00160/00196, fetch data time cost=1.79ms, fps=2234 images/s, loss=1.7822, top1-acc=30.60%, top5-acc=83.55%, remaining_time=0:00:04.331664, arrival_time=2021-04-10 02:12:46.047344, cost_time=0:00:19.251837 2021-04-10 02:12:42,873 INFO : TRAIN, epoch=0001, iter=00170/00196, fetch data time cost=1.38ms, fps=2213 images/s, loss=1.7649, top1-acc=31.53%, top5-acc=84.03%, remaining_time=0:00:03.121430, arrival_time=2021-04-10 02:12:45.994580, cost_time=0:00:20.409298 2021-04-10 02:12:44,031 INFO : TRAIN, epoch=0001, iter=00180/00196, fetch data time cost=2.30ms, fps=2211 images/s, loss=1.7479, top1-acc=32.35%, top5-acc=84.45%, remaining_time=0:00:01.917104, arrival_time=2021-04-10 02:12:45.948423, cost_time=0:00:21.567396 2021-04-10 02:12:45,199 INFO : TRAIN, epoch=0001, iter=00190/00196, fetch data time cost=1.27ms, fps=2193 images/s, loss=1.7301, top1-acc=33.33%, top5-acc=84.87%, remaining_time=0:00:00.717960, arrival_time=2021-04-10 02:12:45.917173, cost_time=0:00:22.735386 2021-04-10 02:12:45,817 INFO : TRAIN, epoch=0001, iter=00196/00196, fetch data time cost=1.34ms, fps=2202 images/s, loss=1.7192, top1-acc=33.79%, top5-acc=85.10%, remaining_time=0:00:00, arrival_time=2021-04-10 02:12:45.817416, cost_time=0:00:23.353555 2021-04-10 02:12:46,532 INFO : EVAL, epoch=0001, iter=00010/00040, fetch data time cost=0.19ms, fps=3590 images/s, loss=1.7129, top1-acc=44.69%, top5-acc=86.09%, remaining_time=0:00:02.139360, arrival_time=2021-04-10 02:12:48.671518, cost_time=0:00:00.713121 2021-04-10 02:12:46,911 INFO : EVAL, epoch=0001, iter=00020/00040, fetch data time cost=1.31ms, fps=6837 images/s, loss=1.7097, top1-acc=44.16%, top5-acc=86.35%, remaining_time=0:00:01.092220, arrival_time=2021-04-10 02:12:48.003190, cost_time=0:00:01.092229 2021-04-10 02:12:47,284 INFO : EVAL, epoch=0001, iter=00030/00040, fetch data time cost=1.63ms, fps=6863 images/s, loss=1.6982, top1-acc=44.67%, top5-acc=86.80%, remaining_time=0:00:00.488580, arrival_time=2021-04-10 02:12:47.773064, cost_time=0:00:01.465742 2021-04-10 02:12:47,625 INFO : EVAL, epoch=0001, iter=00040/00040, fetch data time cost=0.09ms, fps=6817 images/s, loss=1.7107, top1-acc=44.65%, top5-acc=86.38%, remaining_time=0:00:00, arrival_time=2021-04-10 02:12:47.625215, cost_time=0:00:01.806549 2021-04-10 02:12:47,945 INFO : Epoch=0001 complete, best val top1-acc=44.65%, top5-acc=86.38% (epoch=1), remaining_time=1:24:30.942676, arrival_time=2021-04-10 03:37:18.888114, cost_time=0:00:25.482124 2021-04-10 02:12:47,946 INFO : Train start, epoch=0002, lr=0.099994 2021-04-10 02:12:49,280 INFO : TRAIN, epoch=0002, iter=00010/00196, fetch data time cost=1.40ms, fps=1919 images/s, loss=1.3555, top1-acc=51.68%, top5-acc=94.26%, remaining_time=0:00:24.813144, arrival_time=2021-04-10 02:13:14.093365, cost_time=0:00:01.334037 2021-04-10 02:12:50,427 INFO : TRAIN, epoch=0002, iter=00020/00196, fetch data time cost=2.03ms, fps=2232 images/s, loss=1.3572, top1-acc=51.54%, top5-acc=94.20%, remaining_time=0:00:21.837552, arrival_time=2021-04-10 02:13:12.265333, cost_time=0:00:02.481534 2021-04-10 02:12:51,579 INFO : TRAIN, epoch=0002, iter=00030/00196, fetch data time cost=1.40ms, fps=2223 images/s, loss=1.3428, top1-acc=52.20%, top5-acc=94.24%, remaining_time=0:00:20.106252, arrival_time=2021-04-10 02:13:11.686157, cost_time=0:00:03.633655 2021-04-10 02:12:52,726 INFO : TRAIN, epoch=0002, iter=00040/00196, fetch data time cost=1.43ms, fps=2235 images/s, loss=1.3275, top1-acc=52.98%, top5-acc=94.35%, remaining_time=0:00:18.640908, arrival_time=2021-04-10 02:13:11.366883, cost_time=0:00:04.779735 2021-04-10 02:12:53,871 INFO : TRAIN, epoch=0002, iter=00050/00196, fetch data time cost=1.96ms, fps=2236 images/s, loss=1.3122, top1-acc=53.87%, top5-acc=94.28%, remaining_time=0:00:17.301000, arrival_time=2021-04-10 02:13:11.172211, cost_time=0:00:05.925002 2021-04-10 02:12:55,023 INFO : TRAIN, epoch=0002, iter=00060/00196, fetch data time cost=1.89ms, fps=2222 images/s, loss=1.3089, top1-acc=54.17%, top5-acc=94.18%, remaining_time=0:00:16.042016, arrival_time=2021-04-10 02:13:11.065555, cost_time=0:00:07.077354 2021-04-10 02:12:56,165 INFO : TRAIN, epoch=0002, iter=00070/00196, fetch data time cost=1.53ms, fps=2244 images/s, loss=1.2907, top1-acc=54.77%, top5-acc=94.31%, remaining_time=0:00:14.793786, arrival_time=2021-04-10 02:13:10.958809, cost_time=0:00:08.218790 2021-04-10 02:12:57,311 INFO : TRAIN, epoch=0002, iter=00080/00196, fetch data time cost=1.63ms, fps=2233 images/s, loss=1.2775, top1-acc=55.33%, top5-acc=94.36%, remaining_time=0:00:13.580120, arrival_time=2021-04-10 02:13:10.891933, cost_time=0:00:09.365602 2021-04-10 02:12:58,452 INFO : TRAIN, epoch=0002, iter=00090/00196, fetch data time cost=1.46ms, fps=2245 images/s, loss=1.2664, top1-acc=55.82%, top5-acc=94.44%, remaining_time=0:00:12.374016, arrival_time=2021-04-10 02:13:10.826441, cost_time=0:00:10.506242 2021-04-10 02:12:59,594 INFO : TRAIN, epoch=0002, iter=00100/00196, fetch data time cost=1.56ms, fps=2242 images/s, loss=1.2578, top1-acc=56.30%, top5-acc=94.46%, remaining_time=0:00:11.182656, arrival_time=2021-04-10 02:13:10.777497, cost_time=0:00:11.648610 2021-04-10 02:13:00,737 INFO : TRAIN, epoch=0002, iter=00110/00196, fetch data time cost=1.60ms, fps=2241 images/s, loss=1.2461, top1-acc=56.77%, top5-acc=94.55%, remaining_time=0:00:10.000596, arrival_time=2021-04-10 02:13:10.738275, cost_time=0:00:12.791496 2021-04-10 02:13:01,881 INFO : TRAIN, epoch=0002, iter=00120/00196, fetch data time cost=1.66ms, fps=2240 images/s, loss=1.2363, top1-acc=57.17%, top5-acc=94.63%, remaining_time=0:00:08.825348, arrival_time=2021-04-10 02:13:10.706378, cost_time=0:00:13.934801 2021-04-10 02:13:03,032 INFO : TRAIN, epoch=0002, iter=00130/00196, fetch data time cost=1.46ms, fps=2224 images/s, loss=1.2254, top1-acc=57.63%, top5-acc=94.75%, remaining_time=0:00:07.659234, arrival_time=2021-04-10 02:13:10.691843, cost_time=0:00:15.086356 2021-04-10 02:13:04,182 INFO : TRAIN, epoch=0002, iter=00140/00196, fetch data time cost=1.61ms, fps=2227 images/s, loss=1.2162, top1-acc=57.96%, top5-acc=94.85%, remaining_time=0:00:06.494600, arrival_time=2021-04-10 02:13:10.677318, cost_time=0:00:16.236513 2021-04-10 02:13:05,325 INFO : TRAIN, epoch=0002, iter=00150/00196, fetch data time cost=1.43ms, fps=2242 images/s, loss=1.2073, top1-acc=58.34%, top5-acc=94.92%, remaining_time=0:00:05.329514, arrival_time=2021-04-10 02:13:10.654497, cost_time=0:00:17.378790 2021-04-10 02:13:06,471 INFO : TRAIN, epoch=0002, iter=00160/00196, fetch data time cost=1.94ms, fps=2235 images/s, loss=1.1996, top1-acc=58.58%, top5-acc=94.95%, remaining_time=0:00:04.168080, arrival_time=2021-04-10 02:13:10.639145, cost_time=0:00:18.524847 2021-04-10 02:13:07,623 INFO : TRAIN, epoch=0002, iter=00170/00196, fetch data time cost=2.11ms, fps=2222 images/s, loss=1.1913, top1-acc=58.86%, top5-acc=95.01%, remaining_time=0:00:03.009448, arrival_time=2021-04-10 02:13:10.632856, cost_time=0:00:19.677222 2021-04-10 02:13:08,771 INFO : TRAIN, epoch=0002, iter=00180/00196, fetch data time cost=1.98ms, fps=2232 images/s, loss=1.1829, top1-acc=59.22%, top5-acc=95.02%, remaining_time=0:00:01.851088, arrival_time=2021-04-10 02:13:10.622046, cost_time=0:00:20.824770 2021-04-10 02:13:09,914 INFO : TRAIN, epoch=0002, iter=00190/00196, fetch data time cost=1.27ms, fps=2239 images/s, loss=1.1751, top1-acc=59.51%, top5-acc=95.05%, remaining_time=0:00:00.693744, arrival_time=2021-04-10 02:13:10.608424, cost_time=0:00:21.968495 2021-04-10 02:13:10,535 INFO : TRAIN, epoch=0002, iter=00196/00196, fetch data time cost=1.29ms, fps=2194 images/s, loss=1.1706, top1-acc=59.60%, top5-acc=95.06%, remaining_time=0:00:00, arrival_time=2021-04-10 02:13:10.534969, cost_time=0:00:22.588784 2021-04-10 02:13:11,024 INFO : EVAL, epoch=0002, iter=00010/00040, fetch data time cost=0.20ms, fps=5239 images/s, loss=1.3233, top1-acc=58.36%, top5-acc=95.59%, remaining_time=0:00:01.465980, arrival_time=2021-04-10 02:13:12.490625, cost_time=0:00:00.488655 2021-04-10 02:13:11,397 INFO : EVAL, epoch=0002, iter=00020/00040, fetch data time cost=2.19ms, fps=6883 images/s, loss=1.2885, top1-acc=59.41%, top5-acc=95.25%, remaining_time=0:00:00.860920, arrival_time=2021-04-10 02:13:12.257864, cost_time=0:00:00.860910 2021-04-10 02:13:11,793 INFO : EVAL, epoch=0002, iter=00030/00040, fetch data time cost=1.30ms, fps=6471 images/s, loss=1.3059, top1-acc=58.92%, top5-acc=95.07%, remaining_time=0:00:00.419000, arrival_time=2021-04-10 02:13:12.212036, cost_time=0:00:01.257000 2021-04-10 02:13:12,131 INFO : EVAL, epoch=0002, iter=00040/00040, fetch data time cost=0.08ms, fps=6865 images/s, loss=1.3209, top1-acc=58.70%, top5-acc=94.98%, remaining_time=0:00:00, arrival_time=2021-04-10 02:13:12.131437, cost_time=0:00:01.595469 2021-04-10 02:13:13,150 INFO : Epoch=0002 complete, best val top1-acc=58.70%, top5-acc=94.98% (epoch=2), remaining_time=1:23:38.040720, arrival_time=2021-04-10 03:36:51.191312, cost_time=0:00:50.687281 2021-04-10 02:13:13,151 INFO : Train start, epoch=0003, lr=0.099975 2021-04-10 02:13:14,532 INFO : TRAIN, epoch=0003, iter=00010/00196, fetch data time cost=0.28ms, fps=1854 images/s, loss=1.0432, top1-acc=64.53%, top5-acc=95.70%, remaining_time=0:00:25.681950, arrival_time=2021-04-10 02:13:40.214204, cost_time=0:00:01.380748 2021-04-10 02:13:15,684 INFO : TRAIN, epoch=0003, iter=00020/00196, fetch data time cost=2.76ms, fps=2223 images/s, loss=1.0132, top1-acc=65.16%, top5-acc=95.98%, remaining_time=0:00:22.290224, arrival_time=2021-04-10 02:13:37.974719, cost_time=0:00:02.532987 2021-04-10 02:13:16,835 INFO : TRAIN, epoch=0003, iter=00030/00196, fetch data time cost=1.90ms, fps=2226 images/s, loss=0.9962, top1-acc=66.25%, top5-acc=96.21%, remaining_time=0:00:20.383306, arrival_time=2021-04-10 02:13:37.218450, cost_time=0:00:03.683740 2021-04-10 02:13:17,981 INFO : TRAIN, epoch=0003, iter=00040/00196, fetch data time cost=1.58ms, fps=2234 images/s, loss=0.9823, top1-acc=66.69%, top5-acc=96.43%, remaining_time=0:00:18.836688, arrival_time=2021-04-10 02:13:36.818042, cost_time=0:00:04.829925 2021-04-10 02:13:19,132 INFO : TRAIN, epoch=0003, iter=00050/00196, fetch data time cost=1.41ms, fps=2226 images/s, loss=0.9680, top1-acc=67.16%, top5-acc=96.52%, remaining_time=0:00:17.463060, arrival_time=2021-04-10 02:13:36.595069, cost_time=0:00:05.980479 2021-04-10 02:13:20,282 INFO : TRAIN, epoch=0003, iter=00060/00196, fetch data time cost=1.63ms, fps=2227 images/s, loss=0.9571, top1-acc=67.55%, top5-acc=96.60%, remaining_time=0:00:16.163328, arrival_time=2021-04-10 02:13:36.445616, cost_time=0:00:07.130882 2021-04-10 02:13:21,430 INFO : TRAIN, epoch=0003, iter=00070/00196, fetch data time cost=1.44ms, fps=2231 images/s, loss=0.9569, top1-acc=67.58%, top5-acc=96.61%, remaining_time=0:00:14.901390, arrival_time=2021-04-10 02:13:36.331410, cost_time=0:00:08.278578 2021-04-10 02:13:22,581 INFO : TRAIN, epoch=0003, iter=00080/00196, fetch data time cost=2.19ms, fps=2225 images/s, loss=0.9530, top1-acc=67.86%, top5-acc=96.57%, remaining_time=0:00:13.673036, arrival_time=2021-04-10 02:13:36.254106, cost_time=0:00:09.429672 2021-04-10 02:13:23,725 INFO : TRAIN, epoch=0003, iter=00090/00196, fetch data time cost=1.66ms, fps=2239 images/s, loss=0.9524, top1-acc=67.96%, top5-acc=96.55%, remaining_time=0:00:12.453410, arrival_time=2021-04-10 02:13:36.178445, cost_time=0:00:10.573645 2021-04-10 02:13:24,871 INFO : TRAIN, epoch=0003, iter=00100/00196, fetch data time cost=1.66ms, fps=2233 images/s, loss=0.9521, top1-acc=68.11%, top5-acc=96.55%, remaining_time=0:00:11.251680, arrival_time=2021-04-10 02:13:36.123597, cost_time=0:00:11.720455 2021-04-10 02:13:26,015 INFO : TRAIN, epoch=0003, iter=00110/00196, fetch data time cost=1.45ms, fps=2239 images/s, loss=0.9471, top1-acc=68.35%, top5-acc=96.61%, remaining_time=0:00:10.057442, arrival_time=2021-04-10 02:13:36.073034, cost_time=0:00:12.864197 2021-04-10 02:13:27,166 INFO : TRAIN, epoch=0003, iter=00120/00196, fetch data time cost=1.56ms, fps=2225 images/s, loss=0.9413, top1-acc=68.52%, top5-acc=96.67%, remaining_time=0:00:08.876268, arrival_time=2021-04-10 02:13:36.042792, cost_time=0:00:14.015117 2021-04-10 02:13:28,307 INFO : TRAIN, epoch=0003, iter=00130/00196, fetch data time cost=1.54ms, fps=2245 images/s, loss=0.9405, top1-acc=68.62%, top5-acc=96.66%, remaining_time=0:00:07.694412, arrival_time=2021-04-10 02:13:36.001495, cost_time=0:00:15.155696 2021-04-10 02:13:29,458 INFO : TRAIN, epoch=0003, iter=00140/00196, fetch data time cost=1.47ms, fps=2233 images/s, loss=0.9361, top1-acc=68.76%, top5-acc=96.70%, remaining_time=0:00:06.522656, arrival_time=2021-04-10 02:13:35.980760, cost_time=0:00:16.306709 2021-04-10 02:13:30,618 INFO : TRAIN, epoch=0003, iter=00150/00196, fetch data time cost=1.83ms, fps=2208 images/s, loss=0.9318, top1-acc=68.90%, top5-acc=96.74%, remaining_time=0:00:05.356470, arrival_time=2021-04-10 02:13:35.974589, cost_time=0:00:17.466722 2021-04-10 02:13:31,762 INFO : TRAIN, epoch=0003, iter=00160/00196, fetch data time cost=1.57ms, fps=2238 images/s, loss=0.9262, top1-acc=69.14%, top5-acc=96.76%, remaining_time=0:00:04.187448, arrival_time=2021-04-10 02:13:35.949771, cost_time=0:00:18.610849 2021-04-10 02:13:32,904 INFO : TRAIN, epoch=0003, iter=00170/00196, fetch data time cost=1.55ms, fps=2242 images/s, loss=0.9216, top1-acc=69.28%, top5-acc=96.83%, remaining_time=0:00:03.021070, arrival_time=2021-04-10 02:13:35.925580, cost_time=0:00:19.753108 2021-04-10 02:13:34,049 INFO : TRAIN, epoch=0003, iter=00180/00196, fetch data time cost=1.53ms, fps=2236 images/s, loss=0.9154, top1-acc=69.54%, top5-acc=96.86%, remaining_time=0:00:01.857616, arrival_time=2021-04-10 02:13:35.907300, cost_time=0:00:20.898219 2021-04-10 02:13:35,198 INFO : TRAIN, epoch=0003, iter=00190/00196, fetch data time cost=1.70ms, fps=2230 images/s, loss=0.9106, top1-acc=69.71%, top5-acc=96.90%, remaining_time=0:00:00.696222, arrival_time=2021-04-10 02:13:35.894642, cost_time=0:00:22.047028 2021-04-10 02:13:35,817 INFO : TRAIN, epoch=0003, iter=00196/00196, fetch data time cost=1.28ms, fps=2199 images/s, loss=0.9078, top1-acc=69.77%, top5-acc=96.92%, remaining_time=0:00:00, arrival_time=2021-04-10 02:13:35.817200, cost_time=0:00:22.665795 2021-04-10 02:13:36,309 INFO : EVAL, epoch=0003, iter=00010/00040, fetch data time cost=0.30ms, fps=5208 images/s, loss=0.9134, top1-acc=70.82%, top5-acc=96.21%, remaining_time=0:00:01.474560, arrival_time=2021-04-10 02:13:37.784350, cost_time=0:00:00.491521 2021-04-10 02:13:36,683 INFO : EVAL, epoch=0003, iter=00020/00040, fetch data time cost=1.42ms, fps=6862 images/s, loss=0.9483, top1-acc=69.18%, top5-acc=96.07%, remaining_time=0:00:00.865180, arrival_time=2021-04-10 02:13:37.548636, cost_time=0:00:00.865185 2021-04-10 02:13:37,057 INFO : EVAL, epoch=0003, iter=00030/00040, fetch data time cost=1.25ms, fps=6855 images/s, loss=0.9358, top1-acc=69.60%, top5-acc=96.04%, remaining_time=0:00:00.413010, arrival_time=2021-04-10 02:13:37.470289, cost_time=0:00:01.239022 2021-04-10 02:13:37,394 INFO : EVAL, epoch=0003, iter=00040/00040, fetch data time cost=0.07ms, fps=6879 images/s, loss=0.9434, top1-acc=69.69%, top5-acc=96.01%, remaining_time=0:00:00, arrival_time=2021-04-10 02:13:37.394945, cost_time=0:00:01.576741 2021-04-10 02:13:38,505 INFO : Epoch=0003 complete, best val top1-acc=69.69%, top5-acc=96.01% (epoch=3), remaining_time=1:23:13.403719, arrival_time=2021-04-10 03:36:51.908729, cost_time=0:01:16.041681 2021-04-10 02:13:38,505 INFO : Train start, epoch=0004, lr=0.099944 2021-04-10 02:13:39,929 INFO : TRAIN, epoch=0004, iter=00010/00196, fetch data time cost=1.48ms, fps=1799 images/s, loss=0.8062, top1-acc=73.71%, top5-acc=97.54%, remaining_time=0:00:26.468358, arrival_time=2021-04-10 02:14:06.397488, cost_time=0:00:01.423031 2021-04-10 02:13:41,082 INFO : TRAIN, epoch=0004, iter=00020/00196, fetch data time cost=1.61ms, fps=2220 images/s, loss=0.8040, top1-acc=73.59%, top5-acc=97.36%, remaining_time=0:00:22.674960, arrival_time=2021-04-10 02:14:03.757726, cost_time=0:00:02.576701 2021-04-10 02:13:42,236 INFO : TRAIN, epoch=0004, iter=00030/00196, fetch data time cost=1.41ms, fps=2220 images/s, loss=0.8032, top1-acc=73.44%, top5-acc=97.38%, remaining_time=0:00:20.641270, arrival_time=2021-04-10 02:14:02.877686, cost_time=0:00:03.730337 2021-04-10 02:13:43,387 INFO : TRAIN, epoch=0004, iter=00040/00196, fetch data time cost=2.39ms, fps=2225 images/s, loss=0.8039, top1-acc=73.36%, top5-acc=97.42%, remaining_time=0:00:19.038396, arrival_time=2021-04-10 02:14:02.426177, cost_time=0:00:04.881655 2021-04-10 02:13:44,545 INFO : TRAIN, epoch=0004, iter=00050/00196, fetch data time cost=1.55ms, fps=2213 images/s, loss=0.8008, top1-acc=73.50%, top5-acc=97.41%, remaining_time=0:00:17.634172, arrival_time=2021-04-10 02:14:02.179377, cost_time=0:00:06.039095 2021-04-10 02:13:45,692 INFO : TRAIN, epoch=0004, iter=00060/00196, fetch data time cost=1.43ms, fps=2233 images/s, loss=0.7963, top1-acc=73.60%, top5-acc=97.46%, remaining_time=0:00:16.289128, arrival_time=2021-04-10 02:14:01.981513, cost_time=0:00:07.186368 2021-04-10 02:13:46,839 INFO : TRAIN, epoch=0004, iter=00070/00196, fetch data time cost=1.52ms, fps=2233 images/s, loss=0.7901, top1-acc=73.81%, top5-acc=97.50%, remaining_time=0:00:15.000048, arrival_time=2021-04-10 02:14:01.839439, cost_time=0:00:08.333370 2021-04-10 02:13:47,984 INFO : TRAIN, epoch=0004, iter=00080/00196, fetch data time cost=1.46ms, fps=2236 images/s, loss=0.7852, top1-acc=73.92%, top5-acc=97.54%, remaining_time=0:00:13.743912, arrival_time=2021-04-10 02:14:01.728597, cost_time=0:00:09.478569 2021-04-10 02:13:49,138 INFO : TRAIN, epoch=0004, iter=00090/00196, fetch data time cost=1.91ms, fps=2220 images/s, loss=0.7810, top1-acc=74.06%, top5-acc=97.57%, remaining_time=0:00:12.522522, arrival_time=2021-04-10 02:14:01.660855, cost_time=0:00:10.632287 2021-04-10 02:13:50,292 INFO : TRAIN, epoch=0004, iter=00100/00196, fetch data time cost=1.44ms, fps=2218 images/s, loss=0.7815, top1-acc=74.12%, top5-acc=97.56%, remaining_time=0:00:11.315328, arrival_time=2021-04-10 02:14:01.608118, cost_time=0:00:11.786772 2021-04-10 02:13:51,432 INFO : TRAIN, epoch=0004, iter=00110/00196, fetch data time cost=1.60ms, fps=2246 images/s, loss=0.7787, top1-acc=74.26%, top5-acc=97.56%, remaining_time=0:00:10.106376, arrival_time=2021-04-10 02:14:01.539162, cost_time=0:00:12.926764 2021-04-10 02:13:52,599 INFO : TRAIN, epoch=0004, iter=00120/00196, fetch data time cost=7.20ms, fps=2196 images/s, loss=0.7783, top1-acc=74.37%, top5-acc=97.57%, remaining_time=0:00:08.925440, arrival_time=2021-04-10 02:14:01.524420, cost_time=0:00:14.092817 2021-04-10 02:13:53,741 INFO : TRAIN, epoch=0004, iter=00130/00196, fetch data time cost=1.44ms, fps=2242 images/s, loss=0.7771, top1-acc=74.45%, top5-acc=97.59%, remaining_time=0:00:07.734936, arrival_time=2021-04-10 02:14:01.476421, cost_time=0:00:15.235425 2021-04-10 02:13:54,889 INFO : TRAIN, epoch=0004, iter=00140/00196, fetch data time cost=1.58ms, fps=2231 images/s, loss=0.7778, top1-acc=74.43%, top5-acc=97.56%, remaining_time=0:00:06.553344, arrival_time=2021-04-10 02:14:01.442906, cost_time=0:00:16.383418 2021-04-10 02:13:56,036 INFO : TRAIN, epoch=0004, iter=00150/00196, fetch data time cost=1.61ms, fps=2233 images/s, loss=0.7759, top1-acc=74.52%, top5-acc=97.54%, remaining_time=0:00:05.376066, arrival_time=2021-04-10 02:14:01.412755, cost_time=0:00:17.530637 2021-04-10 02:13:57,186 INFO : TRAIN, epoch=0004, iter=00160/00196, fetch data time cost=1.49ms, fps=2227 images/s, loss=0.7741, top1-acc=74.55%, top5-acc=97.55%, remaining_time=0:00:04.203108, arrival_time=2021-04-10 02:14:01.389595, cost_time=0:00:18.680404 2021-04-10 02:13:58,334 INFO : TRAIN, epoch=0004, iter=00170/00196, fetch data time cost=1.57ms, fps=2230 images/s, loss=0.7720, top1-acc=74.63%, top5-acc=97.57%, remaining_time=0:00:03.032640, arrival_time=2021-04-10 02:14:01.367465, cost_time=0:00:19.828789 2021-04-10 02:13:59,484 INFO : TRAIN, epoch=0004, iter=00180/00196, fetch data time cost=1.52ms, fps=2228 images/s, loss=0.7702, top1-acc=74.70%, top5-acc=97.60%, remaining_time=0:00:01.864736, arrival_time=2021-04-10 02:14:01.349123, cost_time=0:00:20.978365 2021-04-10 02:14:00,630 INFO : TRAIN, epoch=0004, iter=00190/00196, fetch data time cost=1.29ms, fps=2234 images/s, loss=0.7682, top1-acc=74.80%, top5-acc=97.59%, remaining_time=0:00:00.698670, arrival_time=2021-04-10 02:14:01.329181, cost_time=0:00:22.124493 2021-04-10 02:14:01,248 INFO : TRAIN, epoch=0004, iter=00196/00196, fetch data time cost=1.24ms, fps=2202 images/s, loss=0.7687, top1-acc=74.84%, top5-acc=97.58%, remaining_time=0:00:00, arrival_time=2021-04-10 02:14:01.248446, cost_time=0:00:22.742429 2021-04-10 02:14:01,734 INFO : EVAL, epoch=0004, iter=00010/00040, fetch data time cost=0.20ms, fps=5274 images/s, loss=0.8466, top1-acc=72.42%, top5-acc=97.46%, remaining_time=0:00:01.456020, arrival_time=2021-04-10 02:14:03.190887, cost_time=0:00:00.485344 2021-04-10 02:14:02,112 INFO : EVAL, epoch=0004, iter=00020/00040, fetch data time cost=1.65ms, fps=6783 images/s, loss=0.8464, top1-acc=72.60%, top5-acc=97.29%, remaining_time=0:00:00.863220, arrival_time=2021-04-10 02:14:02.975970, cost_time=0:00:00.863219 2021-04-10 02:14:02,487 INFO : EVAL, epoch=0004, iter=00030/00040, fetch data time cost=1.31ms, fps=6832 images/s, loss=0.8471, top1-acc=72.80%, top5-acc=97.40%, remaining_time=0:00:00.412800, arrival_time=2021-04-10 02:14:02.900676, cost_time=0:00:01.238396 2021-04-10 02:14:02,826 INFO : EVAL, epoch=0004, iter=00040/00040, fetch data time cost=0.07ms, fps=6860 images/s, loss=0.8408, top1-acc=72.84%, top5-acc=97.28%, remaining_time=0:00:00, arrival_time=2021-04-10 02:14:02.826414, cost_time=0:00:01.576957 2021-04-10 02:14:03,922 INFO : Epoch=0004 complete, best val top1-acc=72.84%, top5-acc=97.28% (epoch=4), remaining_time=1:22:51.495900, arrival_time=2021-04-10 03:36:55.418319, cost_time=0:01:41.459101 2021-04-10 02:14:03,923 INFO : Train start, epoch=0005, lr=0.099901 2021-04-10 02:14:05,281 INFO : TRAIN, epoch=0005, iter=00010/00196, fetch data time cost=0.27ms, fps=1886 images/s, loss=0.7299, top1-acc=77.85%, top5-acc=97.42%, remaining_time=0:00:25.253220, arrival_time=2021-04-10 02:14:30.534337, cost_time=0:00:01.357700 2021-04-10 02:14:06,432 INFO : TRAIN, epoch=0005, iter=00020/00196, fetch data time cost=1.58ms, fps=2224 images/s, loss=0.7305, top1-acc=76.68%, top5-acc=97.54%, remaining_time=0:00:22.081136, arrival_time=2021-04-10 02:14:28.513752, cost_time=0:00:02.509218 2021-04-10 02:14:07,581 INFO : TRAIN, epoch=0005, iter=00030/00196, fetch data time cost=1.42ms, fps=2229 images/s, loss=0.7130, top1-acc=77.02%, top5-acc=97.79%, remaining_time=0:00:20.242040, arrival_time=2021-04-10 02:14:27.823670, cost_time=0:00:03.658213 2021-04-10 02:14:08,728 INFO : TRAIN, epoch=0005, iter=00040/00196, fetch data time cost=1.55ms, fps=2233 images/s, loss=0.7087, top1-acc=77.17%, top5-acc=97.80%, remaining_time=0:00:18.740124, arrival_time=2021-04-10 02:14:27.468668, cost_time=0:00:04.805174 2021-04-10 02:14:09,873 INFO : TRAIN, epoch=0005, iter=00050/00196, fetch data time cost=1.42ms, fps=2237 images/s, loss=0.7003, top1-acc=77.32%, top5-acc=97.98%, remaining_time=0:00:17.374292, arrival_time=2021-04-10 02:14:27.247902, cost_time=0:00:05.950089 2021-04-10 02:14:11,019 INFO : TRAIN, epoch=0005, iter=00060/00196, fetch data time cost=1.89ms, fps=2236 images/s, loss=0.6988, top1-acc=77.40%, top5-acc=97.95%, remaining_time=0:00:16.083224, arrival_time=2021-04-10 02:14:27.102176, cost_time=0:00:07.095559 2021-04-10 02:14:12,191 INFO : TRAIN, epoch=0005, iter=00070/00196, fetch data time cost=11.53ms, fps=2184 images/s, loss=0.6978, top1-acc=77.44%, top5-acc=97.96%, remaining_time=0:00:14.882364, arrival_time=2021-04-10 02:14:27.073764, cost_time=0:00:08.268012 2021-04-10 02:14:13,345 INFO : TRAIN, epoch=0005, iter=00080/00196, fetch data time cost=1.75ms, fps=2219 images/s, loss=0.6950, top1-acc=77.51%, top5-acc=97.94%, remaining_time=0:00:13.662364, arrival_time=2021-04-10 02:14:27.008047, cost_time=0:00:09.422329 2021-04-10 02:14:14,492 INFO : TRAIN, epoch=0005, iter=00090/00196, fetch data time cost=1.73ms, fps=2234 images/s, loss=0.6923, top1-acc=77.64%, top5-acc=97.92%, remaining_time=0:00:12.447792, arrival_time=2021-04-10 02:14:26.940036, cost_time=0:00:10.568847 2021-04-10 02:14:15,642 INFO : TRAIN, epoch=0005, iter=00100/00196, fetch data time cost=1.54ms, fps=2226 images/s, loss=0.6910, top1-acc=77.75%, top5-acc=97.93%, remaining_time=0:00:11.250624, arrival_time=2021-04-10 02:14:26.893419, cost_time=0:00:11.719448 2021-04-10 02:14:16,795 INFO : TRAIN, epoch=0005, iter=00110/00196, fetch data time cost=1.93ms, fps=2223 images/s, loss=0.6916, top1-acc=77.71%, top5-acc=97.89%, remaining_time=0:00:10.063290, arrival_time=2021-04-10 02:14:26.858370, cost_time=0:00:12.871666 2021-04-10 02:14:17,943 INFO : TRAIN, epoch=0005, iter=00120/00196, fetch data time cost=1.42ms, fps=2230 images/s, loss=0.6901, top1-acc=77.75%, top5-acc=97.88%, remaining_time=0:00:08.879460, arrival_time=2021-04-10 02:14:26.823072, cost_time=0:00:14.020177 2021-04-10 02:14:19,091 INFO : TRAIN, epoch=0005, iter=00130/00196, fetch data time cost=1.44ms, fps=2232 images/s, loss=0.6886, top1-acc=77.79%, top5-acc=97.89%, remaining_time=0:00:07.700550, arrival_time=2021-04-10 02:14:26.791647, cost_time=0:00:15.167744 2021-04-10 02:14:20,241 INFO : TRAIN, epoch=0005, iter=00140/00196, fetch data time cost=1.71ms, fps=2226 images/s, loss=0.6871, top1-acc=77.85%, top5-acc=97.90%, remaining_time=0:00:06.527304, arrival_time=2021-04-10 02:14:26.768974, cost_time=0:00:16.318275 2021-04-10 02:14:21,391 INFO : TRAIN, epoch=0005, iter=00150/00196, fetch data time cost=1.41ms, fps=2227 images/s, loss=0.6838, top1-acc=77.98%, top5-acc=97.92%, remaining_time=0:00:05.356976, arrival_time=2021-04-10 02:14:26.748689, cost_time=0:00:17.468362 2021-04-10 02:14:22,537 INFO : TRAIN, epoch=0005, iter=00160/00196, fetch data time cost=1.91ms, fps=2235 images/s, loss=0.6832, top1-acc=78.04%, top5-acc=97.93%, remaining_time=0:00:04.188168, arrival_time=2021-04-10 02:14:26.725567, cost_time=0:00:18.614047 2021-04-10 02:14:23,686 INFO : TRAIN, epoch=0005, iter=00170/00196, fetch data time cost=1.57ms, fps=2228 images/s, loss=0.6851, top1-acc=77.96%, top5-acc=97.91%, remaining_time=0:00:03.022656, arrival_time=2021-04-10 02:14:26.709500, cost_time=0:00:19.763491 2021-04-10 02:14:24,832 INFO : TRAIN, epoch=0005, iter=00180/00196, fetch data time cost=1.41ms, fps=2235 images/s, loss=0.6822, top1-acc=78.07%, top5-acc=97.92%, remaining_time=0:00:01.858624, arrival_time=2021-04-10 02:14:26.691409, cost_time=0:00:20.909434 2021-04-10 02:14:25,985 INFO : TRAIN, epoch=0005, iter=00190/00196, fetch data time cost=1.58ms, fps=2221 images/s, loss=0.6799, top1-acc=78.18%, top5-acc=97.94%, remaining_time=0:00:00.696714, arrival_time=2021-04-10 02:14:26.682633, cost_time=0:00:22.062567 2021-04-10 02:14:26,610 INFO : TRAIN, epoch=0005, iter=00196/00196, fetch data time cost=1.28ms, fps=2202 images/s, loss=0.6798, top1-acc=78.22%, top5-acc=97.95%, remaining_time=0:00:00, arrival_time=2021-04-10 02:14:26.610205, cost_time=0:00:22.686860 2021-04-10 02:14:27,094 INFO : EVAL, epoch=0005, iter=00010/00040, fetch data time cost=0.19ms, fps=5295 images/s, loss=0.7921, top1-acc=72.34%, top5-acc=97.50%, remaining_time=0:00:01.450440, arrival_time=2021-04-10 02:14:28.545024, cost_time=0:00:00.483484 2021-04-10 02:14:27,469 INFO : EVAL, epoch=0005, iter=00020/00040, fetch data time cost=1.31ms, fps=6838 images/s, loss=0.7533, top1-acc=74.12%, top5-acc=97.75%, remaining_time=0:00:00.858220, arrival_time=2021-04-10 02:14:28.327548, cost_time=0:00:00.858229 2021-04-10 02:14:27,844 INFO : EVAL, epoch=0005, iter=00030/00040, fetch data time cost=2.04ms, fps=6834 images/s, loss=0.7447, top1-acc=74.62%, top5-acc=97.77%, remaining_time=0:00:00.411050, arrival_time=2021-04-10 02:14:28.255278, cost_time=0:00:01.233136 2021-04-10 02:14:28,183 INFO : EVAL, epoch=0005, iter=00040/00040, fetch data time cost=0.07ms, fps=6839 images/s, loss=0.7480, top1-acc=74.79%, top5-acc=97.80%, remaining_time=0:00:00, arrival_time=2021-04-10 02:14:28.183864, cost_time=0:00:01.572790 2021-04-10 02:14:29,179 INFO : Epoch=0005 complete, best val top1-acc=74.79%, top5-acc=97.80% (epoch=5), remaining_time=1:22:21.929070, arrival_time=2021-04-10 03:36:51.108545, cost_time=0:02:06.716131 2021-04-10 02:14:29,180 INFO : Train start, epoch=0006, lr=0.099846 2021-04-10 02:14:30,570 INFO : TRAIN, epoch=0006, iter=00010/00196, fetch data time cost=0.23ms, fps=1842 images/s, loss=0.6596, top1-acc=78.48%, top5-acc=98.01%, remaining_time=0:00:25.845630, arrival_time=2021-04-10 02:14:56.415980, cost_time=0:00:01.389549 2021-04-10 02:14:31,719 INFO : TRAIN, epoch=0006, iter=00020/00196, fetch data time cost=1.69ms, fps=2229 images/s, loss=0.6376, top1-acc=78.98%, top5-acc=98.09%, remaining_time=0:00:22.340032, arrival_time=2021-04-10 02:14:54.059510, cost_time=0:00:02.538644 2021-04-10 02:14:32,872 INFO : TRAIN, epoch=0006, iter=00030/00196, fetch data time cost=2.27ms, fps=2221 images/s, loss=0.6344, top1-acc=79.49%, top5-acc=98.05%, remaining_time=0:00:20.428292, arrival_time=2021-04-10 02:14:53.301076, cost_time=0:00:03.691873 2021-04-10 02:14:34,016 INFO : TRAIN, epoch=0006, iter=00040/00196, fetch data time cost=1.47ms, fps=2241 images/s, loss=0.6291, top1-acc=79.52%, top5-acc=98.12%, remaining_time=0:00:18.857592, arrival_time=2021-04-10 02:14:52.873674, cost_time=0:00:04.835260 2021-04-10 02:14:35,170 INFO : TRAIN, epoch=0006, iter=00050/00196, fetch data time cost=1.78ms, fps=2219 images/s, loss=0.6260, top1-acc=79.77%, top5-acc=98.05%, remaining_time=0:00:17.489632, arrival_time=2021-04-10 02:14:52.660104, cost_time=0:00:05.989623 2021-04-10 02:14:36,314 INFO : TRAIN, epoch=0006, iter=00060/00196, fetch data time cost=1.47ms, fps=2239 images/s, loss=0.6217, top1-acc=79.93%, top5-acc=98.14%, remaining_time=0:00:16.169448, arrival_time=2021-04-10 02:14:52.483835, cost_time=0:00:07.133561 2021-04-10 02:14:37,461 INFO : TRAIN, epoch=0006, iter=00070/00196, fetch data time cost=1.95ms, fps=2233 images/s, loss=0.6202, top1-acc=80.07%, top5-acc=98.23%, remaining_time=0:00:14.905170, arrival_time=2021-04-10 02:14:52.366709, cost_time=0:00:08.280638 2021-04-10 02:14:38,651 INFO : TRAIN, epoch=0006, iter=00080/00196, fetch data time cost=1.43ms, fps=2153 images/s, loss=0.6183, top1-acc=80.15%, top5-acc=98.24%, remaining_time=0:00:13.732080, arrival_time=2021-04-10 02:14:52.383283, cost_time=0:00:09.470415 2021-04-10 02:14:39,803 INFO : TRAIN, epoch=0006, iter=00090/00196, fetch data time cost=1.38ms, fps=2222 images/s, loss=0.6202, top1-acc=80.06%, top5-acc=98.17%, remaining_time=0:00:12.511498, arrival_time=2021-04-10 02:14:52.315307, cost_time=0:00:10.622964 2021-04-10 02:14:40,948 INFO : TRAIN, epoch=0006, iter=00100/00196, fetch data time cost=1.87ms, fps=2237 images/s, loss=0.6144, top1-acc=80.28%, top5-acc=98.18%, remaining_time=0:00:11.296992, arrival_time=2021-04-10 02:14:52.245651, cost_time=0:00:11.767735 2021-04-10 02:14:42,105 INFO : TRAIN, epoch=0006, iter=00110/00196, fetch data time cost=1.41ms, fps=2215 images/s, loss=0.6138, top1-acc=80.25%, top5-acc=98.24%, remaining_time=0:00:10.104398, arrival_time=2021-04-10 02:14:52.209485, cost_time=0:00:12.924267 2021-04-10 02:14:43,256 INFO : TRAIN, epoch=0006, iter=00120/00196, fetch data time cost=1.42ms, fps=2225 images/s, loss=0.6117, top1-acc=80.28%, top5-acc=98.27%, remaining_time=0:00:08.914344, arrival_time=2021-04-10 02:14:52.170399, cost_time=0:00:14.075224 2021-04-10 02:14:44,408 INFO : TRAIN, epoch=0006, iter=00130/00196, fetch data time cost=1.59ms, fps=2222 images/s, loss=0.6120, top1-acc=80.33%, top5-acc=98.26%, remaining_time=0:00:07.731174, arrival_time=2021-04-10 02:14:52.140070, cost_time=0:00:15.228054 2021-04-10 02:14:45,557 INFO : TRAIN, epoch=0006, iter=00140/00196, fetch data time cost=1.58ms, fps=2230 images/s, loss=0.6130, top1-acc=80.28%, top5-acc=98.27%, remaining_time=0:00:06.550600, arrival_time=2021-04-10 02:14:52.107880, cost_time=0:00:16.376438 2021-04-10 02:14:46,703 INFO : TRAIN, epoch=0006, iter=00150/00196, fetch data time cost=1.59ms, fps=2234 images/s, loss=0.6125, top1-acc=80.30%, top5-acc=98.27%, remaining_time=0:00:05.373720, arrival_time=2021-04-10 02:14:52.077435, cost_time=0:00:17.522938 2021-04-10 02:14:47,853 INFO : TRAIN, epoch=0006, iter=00160/00196, fetch data time cost=1.47ms, fps=2227 images/s, loss=0.6118, top1-acc=80.32%, top5-acc=98.28%, remaining_time=0:00:04.201380, arrival_time=2021-04-10 02:14:52.054932, cost_time=0:00:18.672774 2021-04-10 02:14:48,996 INFO : TRAIN, epoch=0006, iter=00170/00196, fetch data time cost=1.34ms, fps=2240 images/s, loss=0.6116, top1-acc=80.30%, top5-acc=98.29%, remaining_time=0:00:03.030664, arrival_time=2021-04-10 02:14:52.027291, cost_time=0:00:19.815834 2021-04-10 02:14:50,145 INFO : TRAIN, epoch=0006, iter=00180/00196, fetch data time cost=1.91ms, fps=2230 images/s, loss=0.6115, top1-acc=80.31%, top5-acc=98.31%, remaining_time=0:00:01.863504, arrival_time=2021-04-10 02:14:52.008769, cost_time=0:00:20.964416 2021-04-10 02:14:51,289 INFO : TRAIN, epoch=0006, iter=00190/00196, fetch data time cost=1.38ms, fps=2238 images/s, loss=0.6097, top1-acc=80.37%, top5-acc=98.31%, remaining_time=0:00:00.698178, arrival_time=2021-04-10 02:14:51.987958, cost_time=0:00:22.108962 2021-04-10 02:14:51,905 INFO : TRAIN, epoch=0006, iter=00196/00196, fetch data time cost=1.25ms, fps=2210 images/s, loss=0.6098, top1-acc=80.41%, top5-acc=98.32%, remaining_time=0:00:00, arrival_time=2021-04-10 02:14:51.905625, cost_time=0:00:22.724848 2021-04-10 02:14:52,369 INFO : EVAL, epoch=0006, iter=00010/00040, fetch data time cost=0.19ms, fps=5533 images/s, loss=0.8697, top1-acc=72.81%, top5-acc=97.93%, remaining_time=0:00:01.387950, arrival_time=2021-04-10 02:14:53.757224, cost_time=0:00:00.462650 2021-04-10 02:14:52,746 INFO : EVAL, epoch=0006, iter=00020/00040, fetch data time cost=1.71ms, fps=6796 images/s, loss=0.8814, top1-acc=72.95%, top5-acc=97.87%, remaining_time=0:00:00.839800, arrival_time=2021-04-10 02:14:53.586246, cost_time=0:00:00.839798 2021-04-10 02:14:53,139 INFO : EVAL, epoch=0006, iter=00030/00040, fetch data time cost=1.83ms, fps=6523 images/s, loss=0.8769, top1-acc=73.26%, top5-acc=97.76%, remaining_time=0:00:00.410900, arrival_time=2021-04-10 02:14:53.550245, cost_time=0:00:01.232710 2021-04-10 02:14:53,477 INFO : EVAL, epoch=0006, iter=00040/00040, fetch data time cost=0.06ms, fps=6873 images/s, loss=0.8990, top1-acc=72.92%, top5-acc=97.70%, remaining_time=0:00:00, arrival_time=2021-04-10 02:14:53.477313, cost_time=0:00:01.570736 2021-04-10 02:14:54,008 INFO : Epoch=0006 complete, best val top1-acc=74.79%, top5-acc=97.80% (epoch=5), remaining_time=1:21:39.943360, arrival_time=2021-04-10 03:36:33.951325, cost_time=0:02:31.544637 2021-04-10 02:14:54,008 INFO : Train start, epoch=0007, lr=0.099778 2021-04-10 02:14:55,347 INFO : TRAIN, epoch=0007, iter=00010/00196, fetch data time cost=1.33ms, fps=1913 images/s, loss=0.6301, top1-acc=79.80%, top5-acc=98.40%, remaining_time=0:00:24.888288, arrival_time=2021-04-10 02:15:20.235454, cost_time=0:00:01.338083 2021-04-10 02:14:56,490 INFO : TRAIN, epoch=0007, iter=00020/00196, fetch data time cost=1.41ms, fps=2240 images/s, loss=0.6161, top1-acc=80.35%, top5-acc=98.30%, remaining_time=0:00:21.837376, arrival_time=2021-04-10 02:15:18.327984, cost_time=0:00:02.481528 2021-04-10 02:14:57,641 INFO : TRAIN, epoch=0007, iter=00030/00196, fetch data time cost=2.04ms, fps=2225 images/s, loss=0.5988, top1-acc=80.91%, top5-acc=98.42%, remaining_time=0:00:20.100774, arrival_time=2021-04-10 02:15:17.742485, cost_time=0:00:03.632664 2021-04-10 02:14:58,785 INFO : TRAIN, epoch=0007, iter=00040/00196, fetch data time cost=1.40ms, fps=2238 images/s, loss=0.5962, top1-acc=80.92%, top5-acc=98.35%, remaining_time=0:00:18.629832, arrival_time=2021-04-10 02:15:17.415736, cost_time=0:00:04.776886 2021-04-10 02:14:59,939 INFO : TRAIN, epoch=0007, iter=00050/00196, fetch data time cost=1.99ms, fps=2220 images/s, loss=0.5914, top1-acc=80.98%, top5-acc=98.46%, remaining_time=0:00:17.316768, arrival_time=2021-04-10 02:15:17.256363, cost_time=0:00:05.930423 2021-04-10 02:15:01,090 INFO : TRAIN, epoch=0007, iter=00060/00196, fetch data time cost=1.56ms, fps=2225 images/s, loss=0.5794, top1-acc=81.35%, top5-acc=98.49%, remaining_time=0:00:16.051944, arrival_time=2021-04-10 02:15:17.142708, cost_time=0:00:07.081730 2021-04-10 02:15:02,242 INFO : TRAIN, epoch=0007, iter=00070/00196, fetch data time cost=1.85ms, fps=2224 images/s, loss=0.5692, top1-acc=81.80%, top5-acc=98.56%, remaining_time=0:00:14.819616, arrival_time=2021-04-10 02:15:17.061834, cost_time=0:00:08.233147 2021-04-10 02:15:03,392 INFO : TRAIN, epoch=0007, iter=00080/00196, fetch data time cost=1.85ms, fps=2227 images/s, loss=0.5652, top1-acc=82.05%, top5-acc=98.49%, remaining_time=0:00:13.605872, arrival_time=2021-04-10 02:15:16.998273, cost_time=0:00:09.383378 2021-04-10 02:15:04,539 INFO : TRAIN, epoch=0007, iter=00090/00196, fetch data time cost=1.38ms, fps=2232 images/s, loss=0.5656, top1-acc=82.03%, top5-acc=98.50%, remaining_time=0:00:12.402530, arrival_time=2021-04-10 02:15:16.942036, cost_time=0:00:10.530489 2021-04-10 02:15:05,683 INFO : TRAIN, epoch=0007, iter=00100/00196, fetch data time cost=1.51ms, fps=2239 images/s, loss=0.5664, top1-acc=82.02%, top5-acc=98.54%, remaining_time=0:00:11.207232, arrival_time=2021-04-10 02:15:16.890434, cost_time=0:00:11.674182 2021-04-10 02:15:06,828 INFO : TRAIN, epoch=0007, iter=00110/00196, fetch data time cost=1.33ms, fps=2236 images/s, loss=0.5677, top1-acc=81.97%, top5-acc=98.52%, remaining_time=0:00:10.022526, arrival_time=2021-04-10 02:15:16.851098, cost_time=0:00:12.819484 2021-04-10 02:15:07,976 INFO : TRAIN, epoch=0007, iter=00120/00196, fetch data time cost=1.58ms, fps=2231 images/s, loss=0.5668, top1-acc=82.00%, top5-acc=98.51%, remaining_time=0:00:08.846248, arrival_time=2021-04-10 02:15:16.823041, cost_time=0:00:13.967735 2021-04-10 02:15:09,120 INFO : TRAIN, epoch=0007, iter=00130/00196, fetch data time cost=2.17ms, fps=2239 images/s, loss=0.5659, top1-acc=82.00%, top5-acc=98.51%, remaining_time=0:00:07.671972, arrival_time=2021-04-10 02:15:16.792444, cost_time=0:00:15.111452 2021-04-10 02:15:10,269 INFO : TRAIN, epoch=0007, iter=00140/00196, fetch data time cost=1.90ms, fps=2228 images/s, loss=0.5658, top1-acc=81.95%, top5-acc=98.52%, remaining_time=0:00:06.504232, arrival_time=2021-04-10 02:15:16.773880, cost_time=0:00:16.260627 2021-04-10 02:15:11,416 INFO : TRAIN, epoch=0007, iter=00150/00196, fetch data time cost=1.91ms, fps=2234 images/s, loss=0.5660, top1-acc=81.97%, top5-acc=98.51%, remaining_time=0:00:05.338162, arrival_time=2021-04-10 02:15:16.754312, cost_time=0:00:17.407092 2021-04-10 02:15:12,566 INFO : TRAIN, epoch=0007, iter=00160/00196, fetch data time cost=1.44ms, fps=2226 images/s, loss=0.5659, top1-acc=81.94%, top5-acc=98.52%, remaining_time=0:00:04.175496, arrival_time=2021-04-10 02:15:16.742269, cost_time=0:00:18.557714 2021-04-10 02:15:13,716 INFO : TRAIN, epoch=0007, iter=00170/00196, fetch data time cost=1.91ms, fps=2227 images/s, loss=0.5653, top1-acc=81.94%, top5-acc=98.51%, remaining_time=0:00:03.014128, arrival_time=2021-04-10 02:15:16.730867, cost_time=0:00:19.707715 2021-04-10 02:15:14,865 INFO : TRAIN, epoch=0007, iter=00180/00196, fetch data time cost=1.51ms, fps=2230 images/s, loss=0.5645, top1-acc=81.99%, top5-acc=98.53%, remaining_time=0:00:01.853872, arrival_time=2021-04-10 02:15:16.719004, cost_time=0:00:20.856076 2021-04-10 02:15:16,019 INFO : TRAIN, epoch=0007, iter=00190/00196, fetch data time cost=1.83ms, fps=2219 images/s, loss=0.5656, top1-acc=81.97%, top5-acc=98.50%, remaining_time=0:00:00.695076, arrival_time=2021-04-10 02:15:16.714879, cost_time=0:00:22.010778 2021-04-10 02:15:16,637 INFO : TRAIN, epoch=0007, iter=00196/00196, fetch data time cost=1.27ms, fps=2203 images/s, loss=0.5662, top1-acc=81.96%, top5-acc=98.49%, remaining_time=0:00:00, arrival_time=2021-04-10 02:15:16.637654, cost_time=0:00:22.628643 2021-04-10 02:15:17,120 INFO : EVAL, epoch=0007, iter=00010/00040, fetch data time cost=4.01ms, fps=5314 images/s, loss=0.6476, top1-acc=78.79%, top5-acc=97.97%, remaining_time=0:00:01.445100, arrival_time=2021-04-10 02:15:18.565366, cost_time=0:00:00.481704 2021-04-10 02:15:17,488 INFO : EVAL, epoch=0007, iter=00020/00040, fetch data time cost=2.52ms, fps=6955 images/s, loss=0.6502, top1-acc=79.10%, top5-acc=97.95%, remaining_time=0:00:00.850220, arrival_time=2021-04-10 02:15:18.338979, cost_time=0:00:00.850223 2021-04-10 02:15:17,856 INFO : EVAL, epoch=0007, iter=00030/00040, fetch data time cost=1.61ms, fps=6964 images/s, loss=0.6513, top1-acc=78.85%, top5-acc=97.85%, remaining_time=0:00:00.406060, arrival_time=2021-04-10 02:15:18.262772, cost_time=0:00:01.218180 2021-04-10 02:15:18,199 INFO : EVAL, epoch=0007, iter=00040/00040, fetch data time cost=0.06ms, fps=6772 images/s, loss=0.6565, top1-acc=78.99%, top5-acc=97.91%, remaining_time=0:00:00, arrival_time=2021-04-10 02:15:18.199665, cost_time=0:00:01.561113 2021-04-10 02:15:19,177 INFO : Epoch=0007 complete, best val top1-acc=78.99%, top5-acc=97.91% (epoch=7), remaining_time=1:21:12.274385, arrival_time=2021-04-10 03:36:31.452313, cost_time=0:02:56.714615 2021-04-10 02:15:19,178 INFO : Train start, epoch=0008, lr=0.099698 2021-04-10 02:15:20,575 INFO : TRAIN, epoch=0008, iter=00010/00196, fetch data time cost=0.23ms, fps=1833 images/s, loss=0.5377, top1-acc=82.97%, top5-acc=98.79%, remaining_time=0:00:25.970808, arrival_time=2021-04-10 02:15:46.545954, cost_time=0:00:01.396278 2021-04-10 02:15:21,721 INFO : TRAIN, epoch=0008, iter=00020/00196, fetch data time cost=1.89ms, fps=2234 images/s, loss=0.5294, top1-acc=82.85%, top5-acc=98.98%, remaining_time=0:00:22.375936, arrival_time=2021-04-10 02:15:44.097504, cost_time=0:00:02.542710 2021-04-10 02:15:22,870 INFO : TRAIN, epoch=0008, iter=00030/00196, fetch data time cost=1.80ms, fps=2229 images/s, loss=0.5285, top1-acc=82.96%, top5-acc=98.96%, remaining_time=0:00:20.428790, arrival_time=2021-04-10 02:15:43.299599, cost_time=0:00:03.691947 2021-04-10 02:15:24,023 INFO : TRAIN, epoch=0008, iter=00040/00196, fetch data time cost=1.89ms, fps=2221 images/s, loss=0.5308, top1-acc=82.94%, top5-acc=98.86%, remaining_time=0:00:18.895344, arrival_time=2021-04-10 02:15:42.919165, cost_time=0:00:04.844951 2021-04-10 02:15:25,172 INFO : TRAIN, epoch=0008, iter=00050/00196, fetch data time cost=1.85ms, fps=2230 images/s, loss=0.5230, top1-acc=83.12%, top5-acc=98.91%, remaining_time=0:00:17.501312, arrival_time=2021-04-10 02:15:42.673762, cost_time=0:00:05.993620 2021-04-10 02:15:26,315 INFO : TRAIN, epoch=0008, iter=00060/00196, fetch data time cost=1.34ms, fps=2240 images/s, loss=0.5240, top1-acc=83.06%, top5-acc=98.91%, remaining_time=0:00:16.177472, arrival_time=2021-04-10 02:15:42.493418, cost_time=0:00:07.137112 2021-04-10 02:15:27,463 INFO : TRAIN, epoch=0008, iter=00070/00196, fetch data time cost=1.49ms, fps=2231 images/s, loss=0.5240, top1-acc=83.05%, top5-acc=98.85%, remaining_time=0:00:14.912982, arrival_time=2021-04-10 02:15:42.376814, cost_time=0:00:08.285004 2021-04-10 02:15:28,604 INFO : TRAIN, epoch=0008, iter=00080/00196, fetch data time cost=1.42ms, fps=2244 images/s, loss=0.5288, top1-acc=82.92%, top5-acc=98.80%, remaining_time=0:00:13.667700, arrival_time=2021-04-10 02:15:42.272605, cost_time=0:00:09.426035 2021-04-10 02:15:29,752 INFO : TRAIN, epoch=0008, iter=00090/00196, fetch data time cost=1.38ms, fps=2232 images/s, loss=0.5251, top1-acc=83.10%, top5-acc=98.82%, remaining_time=0:00:12.453092, arrival_time=2021-04-10 02:15:42.205332, cost_time=0:00:10.573407 2021-04-10 02:15:30,901 INFO : TRAIN, epoch=0008, iter=00100/00196, fetch data time cost=1.38ms, fps=2228 images/s, loss=0.5277, top1-acc=83.05%, top5-acc=98.83%, remaining_time=0:00:11.254080, arrival_time=2021-04-10 02:15:42.155919, cost_time=0:00:11.723015 2021-04-10 02:15:32,044 INFO : TRAIN, epoch=0008, iter=00110/00196, fetch data time cost=1.69ms, fps=2242 images/s, loss=0.5258, top1-acc=83.08%, top5-acc=98.83%, remaining_time=0:00:10.058302, arrival_time=2021-04-10 02:15:42.102394, cost_time=0:00:12.865268 2021-04-10 02:15:33,187 INFO : TRAIN, epoch=0008, iter=00120/00196, fetch data time cost=1.43ms, fps=2240 images/s, loss=0.5261, top1-acc=83.00%, top5-acc=98.83%, remaining_time=0:00:08.871936, arrival_time=2021-04-10 02:15:42.059064, cost_time=0:00:14.008299 2021-04-10 02:15:34,332 INFO : TRAIN, epoch=0008, iter=00130/00196, fetch data time cost=1.48ms, fps=2236 images/s, loss=0.5272, top1-acc=82.97%, top5-acc=98.81%, remaining_time=0:00:07.693422, arrival_time=2021-04-10 02:15:42.026009, cost_time=0:00:15.153707 2021-04-10 02:15:35,474 INFO : TRAIN, epoch=0008, iter=00140/00196, fetch data time cost=1.56ms, fps=2243 images/s, loss=0.5262, top1-acc=83.05%, top5-acc=98.81%, remaining_time=0:00:06.518232, arrival_time=2021-04-10 02:15:41.992665, cost_time=0:00:16.295604 2021-04-10 02:15:36,617 INFO : TRAIN, epoch=0008, iter=00150/00196, fetch data time cost=1.48ms, fps=2240 images/s, loss=0.5245, top1-acc=83.09%, top5-acc=98.84%, remaining_time=0:00:05.347914, arrival_time=2021-04-10 02:15:41.965654, cost_time=0:00:17.438878 2021-04-10 02:15:37,772 INFO : TRAIN, epoch=0008, iter=00160/00196, fetch data time cost=1.84ms, fps=2219 images/s, loss=0.5239, top1-acc=83.14%, top5-acc=98.85%, remaining_time=0:00:04.183452, arrival_time=2021-04-10 02:15:41.955569, cost_time=0:00:18.593153 2021-04-10 02:15:38,918 INFO : TRAIN, epoch=0008, iter=00170/00196, fetch data time cost=1.65ms, fps=2234 images/s, loss=0.5229, top1-acc=83.15%, top5-acc=98.84%, remaining_time=0:00:03.019042, arrival_time=2021-04-10 02:15:41.937713, cost_time=0:00:19.739837 2021-04-10 02:15:40,073 INFO : TRAIN, epoch=0008, iter=00180/00196, fetch data time cost=2.13ms, fps=2217 images/s, loss=0.5252, top1-acc=83.11%, top5-acc=98.82%, remaining_time=0:00:01.857312, arrival_time=2021-04-10 02:15:41.930945, cost_time=0:00:20.894739 2021-04-10 02:15:41,215 INFO : TRAIN, epoch=0008, iter=00190/00196, fetch data time cost=1.40ms, fps=2242 images/s, loss=0.5256, top1-acc=83.11%, top5-acc=98.82%, remaining_time=0:00:00.695904, arrival_time=2021-04-10 02:15:41.911648, cost_time=0:00:22.036914 2021-04-10 02:15:41,834 INFO : TRAIN, epoch=0008, iter=00196/00196, fetch data time cost=1.91ms, fps=2201 images/s, loss=0.5258, top1-acc=83.14%, top5-acc=98.83%, remaining_time=0:00:00, arrival_time=2021-04-10 02:15:41.833962, cost_time=0:00:22.655098 2021-04-10 02:15:42,324 INFO : EVAL, epoch=0008, iter=00010/00040, fetch data time cost=0.40ms, fps=5238 images/s, loss=0.7017, top1-acc=78.24%, top5-acc=98.16%, remaining_time=0:00:01.466280, arrival_time=2021-04-10 02:15:43.790350, cost_time=0:00:00.488764 2021-04-10 02:15:42,708 INFO : EVAL, epoch=0008, iter=00020/00040, fetch data time cost=3.08ms, fps=6670 images/s, loss=0.6989, top1-acc=77.93%, top5-acc=98.03%, remaining_time=0:00:00.873040, arrival_time=2021-04-10 02:15:43.581391, cost_time=0:00:00.873040 2021-04-10 02:15:43,097 INFO : EVAL, epoch=0008, iter=00030/00040, fetch data time cost=2.18ms, fps=6586 images/s, loss=0.6862, top1-acc=78.29%, top5-acc=98.19%, remaining_time=0:00:00.420720, arrival_time=2021-04-10 02:15:43.518198, cost_time=0:00:01.262167 2021-04-10 02:15:43,436 INFO : EVAL, epoch=0008, iter=00040/00040, fetch data time cost=0.08ms, fps=6846 images/s, loss=0.6875, top1-acc=77.89%, top5-acc=98.26%, remaining_time=0:00:00, arrival_time=2021-04-10 02:15:43.436782, cost_time=0:00:01.601522 2021-04-10 02:15:43,962 INFO : Epoch=0008 complete, best val top1-acc=78.99%, top5-acc=97.91% (epoch=7), remaining_time=1:20:35.973312, arrival_time=2021-04-10 03:36:19.935500, cost_time=0:03:21.498887 2021-04-10 02:15:43,962 INFO : Train start, epoch=0009, lr=0.099606 2021-04-10 02:15:45,347 INFO : TRAIN, epoch=0009, iter=00010/00196, fetch data time cost=0.28ms, fps=1849 images/s, loss=0.5264, top1-acc=83.24%, top5-acc=98.52%, remaining_time=0:00:25.751328, arrival_time=2021-04-10 02:16:11.098747, cost_time=0:00:01.384475 2021-04-10 02:15:46,503 INFO : TRAIN, epoch=0009, iter=00020/00196, fetch data time cost=1.45ms, fps=2215 images/s, loss=0.5011, top1-acc=84.26%, top5-acc=98.77%, remaining_time=0:00:22.360448, arrival_time=2021-04-10 02:16:08.864306, cost_time=0:00:02.540969 2021-04-10 02:15:47,649 INFO : TRAIN, epoch=0009, iter=00030/00196, fetch data time cost=1.81ms, fps=2235 images/s, loss=0.4998, top1-acc=84.15%, top5-acc=98.80%, remaining_time=0:00:20.400902, arrival_time=2021-04-10 02:16:08.050653, cost_time=0:00:03.686920 2021-04-10 02:15:48,795 INFO : TRAIN, epoch=0009, iter=00040/00196, fetch data time cost=1.48ms, fps=2235 images/s, loss=0.4993, top1-acc=84.12%, top5-acc=98.84%, remaining_time=0:00:18.848700, arrival_time=2021-04-10 02:16:07.644587, cost_time=0:00:04.832990 2021-04-10 02:15:49,943 INFO : TRAIN, epoch=0009, iter=00050/00196, fetch data time cost=1.60ms, fps=2233 images/s, loss=0.5135, top1-acc=83.73%, top5-acc=98.69%, remaining_time=0:00:17.462184, arrival_time=2021-04-10 02:16:07.405246, cost_time=0:00:05.980224 2021-04-10 02:15:51,099 INFO : TRAIN, epoch=0009, iter=00060/00196, fetch data time cost=1.99ms, fps=2215 images/s, loss=0.5080, top1-acc=83.88%, top5-acc=98.70%, remaining_time=0:00:16.175840, arrival_time=2021-04-10 02:16:07.275060, cost_time=0:00:07.136382 2021-04-10 02:15:52,249 INFO : TRAIN, epoch=0009, iter=00070/00196, fetch data time cost=1.53ms, fps=2226 images/s, loss=0.5060, top1-acc=83.97%, top5-acc=98.67%, remaining_time=0:00:14.916384, arrival_time=2021-04-10 02:16:07.166138, cost_time=0:00:08.286852 2021-04-10 02:15:53,397 INFO : TRAIN, epoch=0009, iter=00080/00196, fetch data time cost=1.82ms, fps=2231 images/s, loss=0.5108, top1-acc=83.85%, top5-acc=98.65%, remaining_time=0:00:13.680576, arrival_time=2021-04-10 02:16:07.078406, cost_time=0:00:09.434878 2021-04-10 02:15:54,541 INFO : TRAIN, epoch=0009, iter=00090/00196, fetch data time cost=1.54ms, fps=2241 images/s, loss=0.5088, top1-acc=83.88%, top5-acc=98.69%, remaining_time=0:00:12.458710, arrival_time=2021-04-10 02:16:06.999725, cost_time=0:00:10.578181 2021-04-10 02:15:55,683 INFO : TRAIN, epoch=0009, iter=00100/00196, fetch data time cost=1.37ms, fps=2241 images/s, loss=0.5069, top1-acc=83.96%, top5-acc=98.72%, remaining_time=0:00:11.252064, arrival_time=2021-04-10 02:16:06.935811, cost_time=0:00:11.720877 2021-04-10 02:15:56,833 INFO : TRAIN, epoch=0009, iter=00110/00196, fetch data time cost=1.41ms, fps=2228 images/s, loss=0.5041, top1-acc=84.07%, top5-acc=98.74%, remaining_time=0:00:10.062172, arrival_time=2021-04-10 02:16:06.895229, cost_time=0:00:12.870165 2021-04-10 02:15:57,980 INFO : TRAIN, epoch=0009, iter=00120/00196, fetch data time cost=1.43ms, fps=2231 images/s, loss=0.5025, top1-acc=84.06%, top5-acc=98.74%, remaining_time=0:00:08.878092, arrival_time=2021-04-10 02:16:06.858981, cost_time=0:00:14.017999 2021-04-10 02:15:59,131 INFO : TRAIN, epoch=0009, iter=00130/00196, fetch data time cost=1.73ms, fps=2226 images/s, loss=0.5002, top1-acc=84.10%, top5-acc=98.75%, remaining_time=0:00:07.700880, arrival_time=2021-04-10 02:16:06.832072, cost_time=0:00:15.168365 2021-04-10 02:16:00,278 INFO : TRAIN, epoch=0009, iter=00140/00196, fetch data time cost=1.62ms, fps=2232 images/s, loss=0.5023, top1-acc=84.04%, top5-acc=98.76%, remaining_time=0:00:06.526296, arrival_time=2021-04-10 02:16:06.804825, cost_time=0:00:16.315701 2021-04-10 02:16:01,425 INFO : TRAIN, epoch=0009, iter=00150/00196, fetch data time cost=1.50ms, fps=2234 images/s, loss=0.5018, top1-acc=84.02%, top5-acc=98.75%, remaining_time=0:00:05.355044, arrival_time=2021-04-10 02:16:06.780029, cost_time=0:00:17.462157 2021-04-10 02:16:02,574 INFO : TRAIN, epoch=0009, iter=00160/00196, fetch data time cost=1.73ms, fps=2229 images/s, loss=0.5000, top1-acc=84.05%, top5-acc=98.78%, remaining_time=0:00:04.187484, arrival_time=2021-04-10 02:16:06.761442, cost_time=0:00:18.611065 2021-04-10 02:16:03,722 INFO : TRAIN, epoch=0009, iter=00170/00196, fetch data time cost=1.99ms, fps=2230 images/s, loss=0.4953, top1-acc=84.17%, top5-acc=98.80%, remaining_time=0:00:03.022058, arrival_time=2021-04-10 02:16:06.744500, cost_time=0:00:19.759614 2021-04-10 02:16:04,871 INFO : TRAIN, epoch=0009, iter=00180/00196, fetch data time cost=2.01ms, fps=2229 images/s, loss=0.4962, top1-acc=84.10%, top5-acc=98.82%, remaining_time=0:00:01.858544, arrival_time=2021-04-10 02:16:06.729974, cost_time=0:00:20.908536 2021-04-10 02:16:06,020 INFO : TRAIN, epoch=0009, iter=00190/00196, fetch data time cost=1.45ms, fps=2229 images/s, loss=0.4966, top1-acc=84.07%, top5-acc=98.83%, remaining_time=0:00:00.696552, arrival_time=2021-04-10 02:16:06.716804, cost_time=0:00:22.057424 2021-04-10 02:16:06,636 INFO : TRAIN, epoch=0009, iter=00196/00196, fetch data time cost=1.37ms, fps=2210 images/s, loss=0.4955, top1-acc=84.09%, top5-acc=98.83%, remaining_time=0:00:00, arrival_time=2021-04-10 02:16:06.636139, cost_time=0:00:22.673316 2021-04-10 02:16:07,109 INFO : EVAL, epoch=0009, iter=00010/00040, fetch data time cost=2.35ms, fps=5427 images/s, loss=0.7167, top1-acc=78.59%, top5-acc=97.62%, remaining_time=0:00:01.415190, arrival_time=2021-04-10 02:16:08.524202, cost_time=0:00:00.471732 2021-04-10 02:16:07,477 INFO : EVAL, epoch=0009, iter=00020/00040, fetch data time cost=1.34ms, fps=6958 images/s, loss=0.7458, top1-acc=76.97%, top5-acc=97.68%, remaining_time=0:00:00.839980, arrival_time=2021-04-10 02:16:08.317244, cost_time=0:00:00.839989 2021-04-10 02:16:07,854 INFO : EVAL, epoch=0009, iter=00030/00040, fetch data time cost=3.67ms, fps=6786 images/s, loss=0.7441, top1-acc=76.91%, top5-acc=97.84%, remaining_time=0:00:00.405850, arrival_time=2021-04-10 02:16:08.260687, cost_time=0:00:01.217546 2021-04-10 02:16:08,195 INFO : EVAL, epoch=0009, iter=00040/00040, fetch data time cost=0.08ms, fps=6827 images/s, loss=0.7420, top1-acc=76.97%, top5-acc=97.79%, remaining_time=0:00:00, arrival_time=2021-04-10 02:16:08.195072, cost_time=0:00:01.557775 2021-04-10 02:16:08,754 INFO : Epoch=0009 complete, best val top1-acc=78.99%, top5-acc=97.91% (epoch=7), remaining_time=1:20:02.408309, arrival_time=2021-04-10 03:36:11.163095, cost_time=0:03:46.291487 2021-04-10 02:16:08,755 INFO : Train start, epoch=0010, lr=0.099501 2021-04-10 02:16:10,204 INFO : TRAIN, epoch=0010, iter=00010/00196, fetch data time cost=1.41ms, fps=1767 images/s, loss=0.4752, top1-acc=84.73%, top5-acc=99.10%, remaining_time=0:00:26.953818, arrival_time=2021-04-10 02:16:37.158577, cost_time=0:00:01.449128 2021-04-10 02:16:11,347 INFO : TRAIN, epoch=0010, iter=00020/00196, fetch data time cost=1.37ms, fps=2241 images/s, loss=0.4607, top1-acc=85.43%, top5-acc=99.10%, remaining_time=0:00:22.806960, arrival_time=2021-04-10 02:16:34.154292, cost_time=0:00:02.591706 2021-04-10 02:16:12,496 INFO : TRAIN, epoch=0010, iter=00030/00196, fetch data time cost=2.34ms, fps=2228 images/s, loss=0.4596, top1-acc=85.27%, top5-acc=99.14%, remaining_time=0:00:20.700200, arrival_time=2021-04-10 02:16:33.196863, cost_time=0:00:03.741012 2021-04-10 02:16:13,647 INFO : TRAIN, epoch=0010, iter=00040/00196, fetch data time cost=1.72ms, fps=2226 images/s, loss=0.4595, top1-acc=85.35%, top5-acc=99.00%, remaining_time=0:00:19.077552, arrival_time=2021-04-10 02:16:32.724852, cost_time=0:00:04.891671 2021-04-10 02:16:14,799 INFO : TRAIN, epoch=0010, iter=00050/00196, fetch data time cost=1.88ms, fps=2222 images/s, loss=0.4584, top1-acc=85.39%, top5-acc=99.05%, remaining_time=0:00:17.649064, arrival_time=2021-04-10 02:16:32.448938, cost_time=0:00:06.044187 2021-04-10 02:16:15,958 INFO : TRAIN, epoch=0010, iter=00060/00196, fetch data time cost=1.89ms, fps=2215 images/s, loss=0.4649, top1-acc=85.20%, top5-acc=99.01%, remaining_time=0:00:16.325576, arrival_time=2021-04-10 02:16:32.283700, cost_time=0:00:07.202454 2021-04-10 02:16:17,107 INFO : TRAIN, epoch=0010, iter=00070/00196, fetch data time cost=2.15ms, fps=2228 images/s, loss=0.4655, top1-acc=85.10%, top5-acc=98.95%, remaining_time=0:00:15.033186, arrival_time=2021-04-10 02:16:32.140738, cost_time=0:00:08.351792 2021-04-10 02:16:18,255 INFO : TRAIN, epoch=0010, iter=00080/00196, fetch data time cost=1.94ms, fps=2231 images/s, loss=0.4659, top1-acc=85.05%, top5-acc=98.97%, remaining_time=0:00:13.775348, arrival_time=2021-04-10 02:16:32.031257, cost_time=0:00:09.500231 2021-04-10 02:16:19,406 INFO : TRAIN, epoch=0010, iter=00090/00196, fetch data time cost=1.35ms, fps=2225 images/s, loss=0.4682, top1-acc=84.99%, top5-acc=98.94%, remaining_time=0:00:12.544782, arrival_time=2021-04-10 02:16:31.951674, cost_time=0:00:10.651203 2021-04-10 02:16:20,553 INFO : TRAIN, epoch=0010, iter=00100/00196, fetch data time cost=2.09ms, fps=2233 images/s, loss=0.4674, top1-acc=85.01%, top5-acc=98.94%, remaining_time=0:00:11.326176, arrival_time=2021-04-10 02:16:31.879957, cost_time=0:00:11.798147 2021-04-10 02:16:21,699 INFO : TRAIN, epoch=0010, iter=00110/00196, fetch data time cost=1.31ms, fps=2235 images/s, loss=0.4684, top1-acc=84.99%, top5-acc=98.90%, remaining_time=0:00:10.119792, arrival_time=2021-04-10 02:16:31.819467, cost_time=0:00:12.943924 2021-04-10 02:16:22,846 INFO : TRAIN, epoch=0010, iter=00120/00196, fetch data time cost=1.36ms, fps=2233 images/s, loss=0.4668, top1-acc=85.02%, top5-acc=98.92%, remaining_time=0:00:08.924452, arrival_time=2021-04-10 02:16:31.771273, cost_time=0:00:14.091187 2021-04-10 02:16:23,990 INFO : TRAIN, epoch=0010, iter=00130/00196, fetch data time cost=1.38ms, fps=2239 images/s, loss=0.4647, top1-acc=85.08%, top5-acc=98.91%, remaining_time=0:00:07.734672, arrival_time=2021-04-10 02:16:31.725250, cost_time=0:00:15.234952 2021-04-10 02:16:25,140 INFO : TRAIN, epoch=0010, iter=00140/00196, fetch data time cost=1.34ms, fps=2227 images/s, loss=0.4650, top1-acc=85.04%, top5-acc=98.92%, remaining_time=0:00:06.553904, arrival_time=2021-04-10 02:16:31.694350, cost_time=0:00:16.384819 2021-04-10 02:16:26,285 INFO : TRAIN, epoch=0010, iter=00150/00196, fetch data time cost=1.79ms, fps=2236 images/s, loss=0.4669, top1-acc=84.96%, top5-acc=98.92%, remaining_time=0:00:05.375928, arrival_time=2021-04-10 02:16:31.661693, cost_time=0:00:17.530138 2021-04-10 02:16:27,430 INFO : TRAIN, epoch=0010, iter=00160/00196, fetch data time cost=1.40ms, fps=2238 images/s, loss=0.4691, top1-acc=84.89%, top5-acc=98.92%, remaining_time=0:00:04.201704, arrival_time=2021-04-10 02:16:31.631774, cost_time=0:00:18.674181 2021-04-10 02:16:28,581 INFO : TRAIN, epoch=0010, iter=00170/00196, fetch data time cost=1.36ms, fps=2225 images/s, loss=0.4666, top1-acc=84.95%, top5-acc=98.94%, remaining_time=0:00:03.032146, arrival_time=2021-04-10 02:16:31.613441, cost_time=0:00:19.825620 2021-04-10 02:16:29,730 INFO : TRAIN, epoch=0010, iter=00180/00196, fetch data time cost=1.31ms, fps=2228 images/s, loss=0.4658, top1-acc=84.98%, top5-acc=98.93%, remaining_time=0:00:01.864448, arrival_time=2021-04-10 02:16:31.595101, cost_time=0:00:20.975018 2021-04-10 02:16:30,880 INFO : TRAIN, epoch=0010, iter=00190/00196, fetch data time cost=1.42ms, fps=2228 images/s, loss=0.4664, top1-acc=84.99%, top5-acc=98.93%, remaining_time=0:00:00.698664, arrival_time=2021-04-10 02:16:31.578625, cost_time=0:00:22.124289 2021-04-10 02:16:31,499 INFO : TRAIN, epoch=0010, iter=00196/00196, fetch data time cost=1.61ms, fps=2196 images/s, loss=0.4644, top1-acc=85.05%, top5-acc=98.94%, remaining_time=0:00:00, arrival_time=2021-04-10 02:16:31.499670, cost_time=0:00:22.744014 2021-04-10 02:16:32,041 INFO : EVAL, epoch=0010, iter=00010/00040, fetch data time cost=1.45ms, fps=4735 images/s, loss=0.6535, top1-acc=79.14%, top5-acc=98.63%, remaining_time=0:00:01.622070, arrival_time=2021-04-10 02:16:33.664010, cost_time=0:00:00.540687 2021-04-10 02:16:32,412 INFO : EVAL, epoch=0010, iter=00020/00040, fetch data time cost=1.64ms, fps=6917 images/s, loss=0.6430, top1-acc=78.85%, top5-acc=98.67%, remaining_time=0:00:00.911120, arrival_time=2021-04-10 02:16:33.323506, cost_time=0:00:00.911129 2021-04-10 02:16:32,783 INFO : EVAL, epoch=0010, iter=00030/00040, fetch data time cost=1.59ms, fps=6906 images/s, loss=0.6402, top1-acc=79.08%, top5-acc=98.44%, remaining_time=0:00:00.427400, arrival_time=2021-04-10 02:16:33.210852, cost_time=0:00:01.282197 2021-04-10 02:16:33,121 INFO : EVAL, epoch=0010, iter=00040/00040, fetch data time cost=0.06ms, fps=6876 images/s, loss=0.6656, top1-acc=78.62%, top5-acc=98.29%, remaining_time=0:00:00, arrival_time=2021-04-10 02:16:33.121200, cost_time=0:00:01.619970 2021-04-10 02:16:33,621 INFO : Epoch=0010 complete, best val top1-acc=78.99%, top5-acc=97.91% (epoch=7), remaining_time=1:19:32.001810, arrival_time=2021-04-10 03:36:05.623109, cost_time=0:04:11.157991 2021-04-10 02:16:33,622 INFO : Train start, epoch=0011, lr=0.099384 2021-04-10 02:16:34,955 INFO : TRAIN, epoch=0011, iter=00010/00196, fetch data time cost=0.35ms, fps=1920 images/s, loss=0.4332, top1-acc=86.17%, top5-acc=99.02%, remaining_time=0:00:24.802356, arrival_time=2021-04-10 02:16:59.758171, cost_time=0:00:01.333464 2021-04-10 02:16:36,109 INFO : TRAIN, epoch=0011, iter=00020/00196, fetch data time cost=1.55ms, fps=2221 images/s, loss=0.4300, top1-acc=86.41%, top5-acc=99.20%, remaining_time=0:00:21.883488, arrival_time=2021-04-10 02:16:57.992457, cost_time=0:00:02.486753 2021-04-10 02:16:37,258 INFO : TRAIN, epoch=0011, iter=00030/00196, fetch data time cost=1.47ms, fps=2229 images/s, loss=0.4244, top1-acc=86.45%, top5-acc=99.13%, remaining_time=0:00:20.117872, arrival_time=2021-04-10 02:16:57.375896, cost_time=0:00:03.635757 2021-04-10 02:16:38,409 INFO : TRAIN, epoch=0011, iter=00040/00196, fetch data time cost=1.47ms, fps=2224 images/s, loss=0.4273, top1-acc=86.11%, top5-acc=99.05%, remaining_time=0:00:18.670548, arrival_time=2021-04-10 02:16:57.080108, cost_time=0:00:04.787308 2021-04-10 02:16:39,558 INFO : TRAIN, epoch=0011, iter=00050/00196, fetch data time cost=1.93ms, fps=2230 images/s, loss=0.4275, top1-acc=86.05%, top5-acc=99.12%, remaining_time=0:00:17.332536, arrival_time=2021-04-10 02:16:56.890620, cost_time=0:00:05.935810 2021-04-10 02:16:40,703 INFO : TRAIN, epoch=0011, iter=00060/00196, fetch data time cost=1.87ms, fps=2236 images/s, loss=0.4293, top1-acc=86.03%, top5-acc=99.08%, remaining_time=0:00:16.050448, arrival_time=2021-04-10 02:16:56.753772, cost_time=0:00:07.081106 2021-04-10 02:16:41,847 INFO : TRAIN, epoch=0011, iter=00070/00196, fetch data time cost=1.53ms, fps=2238 images/s, loss=0.4310, top1-acc=86.09%, top5-acc=99.06%, remaining_time=0:00:14.806008, arrival_time=2021-04-10 02:16:56.653828, cost_time=0:00:08.225571 2021-04-10 02:16:42,999 INFO : TRAIN, epoch=0011, iter=00080/00196, fetch data time cost=1.73ms, fps=2224 images/s, loss=0.4322, top1-acc=86.09%, top5-acc=99.04%, remaining_time=0:00:13.596592, arrival_time=2021-04-10 02:16:56.595837, cost_time=0:00:09.376986 2021-04-10 02:16:44,157 INFO : TRAIN, epoch=0011, iter=00090/00196, fetch data time cost=1.76ms, fps=2211 images/s, loss=0.4328, top1-acc=86.14%, top5-acc=99.05%, remaining_time=0:00:12.408466, arrival_time=2021-04-10 02:16:56.566150, cost_time=0:00:10.535478 2021-04-10 02:16:45,310 INFO : TRAIN, epoch=0011, iter=00100/00196, fetch data time cost=2.07ms, fps=2222 images/s, loss=0.4301, top1-acc=86.21%, top5-acc=99.07%, remaining_time=0:00:11.220384, arrival_time=2021-04-10 02:16:56.530581, cost_time=0:00:11.687861 2021-04-10 02:16:46,464 INFO : TRAIN, epoch=0011, iter=00110/00196, fetch data time cost=2.16ms, fps=2219 images/s, loss=0.4332, top1-acc=86.15%, top5-acc=99.07%, remaining_time=0:00:10.040414, arrival_time=2021-04-10 02:16:56.505099, cost_time=0:00:12.842408 2021-04-10 02:16:47,615 INFO : TRAIN, epoch=0011, iter=00120/00196, fetch data time cost=1.83ms, fps=2226 images/s, loss=0.4338, top1-acc=86.12%, top5-acc=99.07%, remaining_time=0:00:08.862360, arrival_time=2021-04-10 02:16:56.477737, cost_time=0:00:13.993160 2021-04-10 02:16:48,761 INFO : TRAIN, epoch=0011, iter=00130/00196, fetch data time cost=1.49ms, fps=2234 images/s, loss=0.4349, top1-acc=86.04%, top5-acc=99.07%, remaining_time=0:00:07.686096, arrival_time=2021-04-10 02:16:56.447697, cost_time=0:00:15.139256 2021-04-10 02:16:49,906 INFO : TRAIN, epoch=0011, iter=00140/00196, fetch data time cost=1.48ms, fps=2237 images/s, loss=0.4377, top1-acc=85.92%, top5-acc=99.07%, remaining_time=0:00:06.513864, arrival_time=2021-04-10 02:16:56.420678, cost_time=0:00:16.284598 2021-04-10 02:16:51,057 INFO : TRAIN, epoch=0011, iter=00150/00196, fetch data time cost=2.57ms, fps=2225 images/s, loss=0.4374, top1-acc=85.96%, top5-acc=99.06%, remaining_time=0:00:05.346948, arrival_time=2021-04-10 02:16:56.404793, cost_time=0:00:17.435633 2021-04-10 02:16:52,203 INFO : TRAIN, epoch=0011, iter=00160/00196, fetch data time cost=1.63ms, fps=2235 images/s, loss=0.4378, top1-acc=85.96%, top5-acc=99.07%, remaining_time=0:00:04.180824, arrival_time=2021-04-10 02:16:56.384556, cost_time=0:00:18.581461 2021-04-10 02:16:53,349 INFO : TRAIN, epoch=0011, iter=00170/00196, fetch data time cost=2.21ms, fps=2235 images/s, loss=0.4387, top1-acc=85.93%, top5-acc=99.09%, remaining_time=0:00:03.017144, arrival_time=2021-04-10 02:16:56.366887, cost_time=0:00:19.727506 2021-04-10 02:16:54,501 INFO : TRAIN, epoch=0011, iter=00180/00196, fetch data time cost=1.51ms, fps=2224 images/s, loss=0.4376, top1-acc=85.96%, top5-acc=99.10%, remaining_time=0:00:01.855904, arrival_time=2021-04-10 02:16:56.357112, cost_time=0:00:20.878998 2021-04-10 02:16:55,650 INFO : TRAIN, epoch=0011, iter=00190/00196, fetch data time cost=1.25ms, fps=2227 images/s, loss=0.4384, top1-acc=85.91%, top5-acc=99.10%, remaining_time=0:00:00.695640, arrival_time=2021-04-10 02:16:56.346532, cost_time=0:00:22.028617 2021-04-10 02:16:56,270 INFO : TRAIN, epoch=0011, iter=00196/00196, fetch data time cost=1.53ms, fps=2196 images/s, loss=0.4414, top1-acc=85.87%, top5-acc=99.08%, remaining_time=0:00:00, arrival_time=2021-04-10 02:16:56.270829, cost_time=0:00:22.648574 2021-04-10 02:16:56,789 INFO : EVAL, epoch=0011, iter=00010/00040, fetch data time cost=0.31ms, fps=4954 images/s, loss=0.8416, top1-acc=72.73%, top5-acc=97.23%, remaining_time=0:00:01.550250, arrival_time=2021-04-10 02:16:58.339232, cost_time=0:00:00.516749 2021-04-10 02:16:57,163 INFO : EVAL, epoch=0011, iter=00020/00040, fetch data time cost=1.46ms, fps=6836 images/s, loss=0.8705, top1-acc=72.19%, top5-acc=97.34%, remaining_time=0:00:00.891800, arrival_time=2021-04-10 02:16:58.055744, cost_time=0:00:00.891800 2021-04-10 02:16:57,541 INFO : EVAL, epoch=0011, iter=00030/00040, fetch data time cost=1.49ms, fps=6787 images/s, loss=0.8715, top1-acc=71.95%, top5-acc=97.20%, remaining_time=0:00:00.423110, arrival_time=2021-04-10 02:16:57.964645, cost_time=0:00:01.269336 2021-04-10 02:16:57,883 INFO : EVAL, epoch=0011, iter=00040/00040, fetch data time cost=0.07ms, fps=6792 images/s, loss=0.8802, top1-acc=71.85%, top5-acc=97.19%, remaining_time=0:00:00, arrival_time=2021-04-10 02:16:57.883570, cost_time=0:00:01.611438 2021-04-10 02:16:58,348 INFO : Epoch=0011 complete, best val top1-acc=78.99%, top5-acc=97.91% (epoch=7), remaining_time=1:19:00.215634, arrival_time=2021-04-10 03:35:58.564528, cost_time=0:04:35.885569 2021-04-10 02:16:58,349 INFO : Train start, epoch=0012, lr=0.099255 2021-04-10 02:16:59,693 INFO : TRAIN, epoch=0012, iter=00010/00196, fetch data time cost=0.24ms, fps=1906 images/s, loss=0.4676, top1-acc=84.61%, top5-acc=98.95%, remaining_time=0:00:24.987612, arrival_time=2021-04-10 02:17:24.680913, cost_time=0:00:01.343421 2021-04-10 02:17:00,838 INFO : TRAIN, epoch=0012, iter=00020/00196, fetch data time cost=1.33ms, fps=2238 images/s, loss=0.4586, top1-acc=85.49%, top5-acc=99.00%, remaining_time=0:00:21.892464, arrival_time=2021-04-10 02:17:22.730342, cost_time=0:00:02.487782 2021-04-10 02:17:01,986 INFO : TRAIN, epoch=0012, iter=00030/00196, fetch data time cost=1.41ms, fps=2231 images/s, loss=0.4471, top1-acc=85.79%, top5-acc=99.00%, remaining_time=0:00:20.121856, arrival_time=2021-04-10 02:17:22.108160, cost_time=0:00:03.636475 2021-04-10 02:17:03,134 INFO : TRAIN, epoch=0012, iter=00040/00196, fetch data time cost=2.59ms, fps=2231 images/s, loss=0.4317, top1-acc=86.25%, top5-acc=99.10%, remaining_time=0:00:18.659784, arrival_time=2021-04-10 02:17:21.794212, cost_time=0:00:04.784564 2021-04-10 02:17:04,292 INFO : TRAIN, epoch=0012, iter=00050/00196, fetch data time cost=1.80ms, fps=2211 images/s, loss=0.4356, top1-acc=86.08%, top5-acc=99.09%, remaining_time=0:00:17.352830, arrival_time=2021-04-10 02:17:21.645529, cost_time=0:00:05.942742 2021-04-10 02:17:05,440 INFO : TRAIN, epoch=0012, iter=00060/00196, fetch data time cost=1.85ms, fps=2232 images/s, loss=0.4379, top1-acc=85.92%, top5-acc=99.08%, remaining_time=0:00:16.071800, arrival_time=2021-04-10 02:17:21.512168, cost_time=0:00:07.090491 2021-04-10 02:17:06,589 INFO : TRAIN, epoch=0012, iter=00070/00196, fetch data time cost=1.31ms, fps=2229 images/s, loss=0.4353, top1-acc=85.97%, top5-acc=99.07%, remaining_time=0:00:14.831082, arrival_time=2021-04-10 02:17:21.420406, cost_time=0:00:08.239464 2021-04-10 02:17:07,732 INFO : TRAIN, epoch=0012, iter=00080/00196, fetch data time cost=1.36ms, fps=2240 images/s, loss=0.4319, top1-acc=86.12%, top5-acc=99.08%, remaining_time=0:00:13.604944, arrival_time=2021-04-10 02:17:21.337532, cost_time=0:00:09.382759 2021-04-10 02:17:08,881 INFO : TRAIN, epoch=0012, iter=00090/00196, fetch data time cost=1.46ms, fps=2230 images/s, loss=0.4273, top1-acc=86.17%, top5-acc=99.14%, remaining_time=0:00:12.403590, arrival_time=2021-04-10 02:17:21.284727, cost_time=0:00:10.531318 2021-04-10 02:17:10,029 INFO : TRAIN, epoch=0012, iter=00100/00196, fetch data time cost=1.53ms, fps=2230 images/s, loss=0.4268, top1-acc=86.22%, top5-acc=99.12%, remaining_time=0:00:11.212608, arrival_time=2021-04-10 02:17:21.242438, cost_time=0:00:11.679833 2021-04-10 02:17:11,173 INFO : TRAIN, epoch=0012, iter=00110/00196, fetch data time cost=1.50ms, fps=2239 images/s, loss=0.4238, top1-acc=86.31%, top5-acc=99.13%, remaining_time=0:00:10.026138, arrival_time=2021-04-10 02:17:21.200088, cost_time=0:00:12.824136 2021-04-10 02:17:12,315 INFO : TRAIN, epoch=0012, iter=00120/00196, fetch data time cost=1.39ms, fps=2244 images/s, loss=0.4240, top1-acc=86.33%, top5-acc=99.12%, remaining_time=0:00:08.844652, arrival_time=2021-04-10 02:17:21.159691, cost_time=0:00:13.965205 2021-04-10 02:17:13,466 INFO : TRAIN, epoch=0012, iter=00130/00196, fetch data time cost=1.81ms, fps=2224 images/s, loss=0.4254, top1-acc=86.32%, top5-acc=99.10%, remaining_time=0:00:07.674678, arrival_time=2021-04-10 02:17:21.141277, cost_time=0:00:15.116735 2021-04-10 02:17:14,619 INFO : TRAIN, epoch=0012, iter=00140/00196, fetch data time cost=1.58ms, fps=2222 images/s, loss=0.4243, top1-acc=86.37%, top5-acc=99.10%, remaining_time=0:00:06.507760, arrival_time=2021-04-10 02:17:21.126965, cost_time=0:00:16.269386 2021-04-10 02:17:15,770 INFO : TRAIN, epoch=0012, iter=00150/00196, fetch data time cost=1.79ms, fps=2224 images/s, loss=0.4278, top1-acc=86.28%, top5-acc=99.09%, remaining_time=0:00:05.342348, arrival_time=2021-04-10 02:17:21.112923, cost_time=0:00:17.420721 2021-04-10 02:17:16,922 INFO : TRAIN, epoch=0012, iter=00160/00196, fetch data time cost=1.37ms, fps=2222 images/s, loss=0.4295, top1-acc=86.25%, top5-acc=99.08%, remaining_time=0:00:04.178952, arrival_time=2021-04-10 02:17:21.101831, cost_time=0:00:18.573057 2021-04-10 02:17:18,080 INFO : TRAIN, epoch=0012, iter=00170/00196, fetch data time cost=1.40ms, fps=2212 images/s, loss=0.4308, top1-acc=86.21%, top5-acc=99.06%, remaining_time=0:00:03.017638, arrival_time=2021-04-10 02:17:21.098196, cost_time=0:00:19.730727 2021-04-10 02:17:19,226 INFO : TRAIN, epoch=0012, iter=00180/00196, fetch data time cost=1.37ms, fps=2235 images/s, loss=0.4297, top1-acc=86.25%, top5-acc=99.05%, remaining_time=0:00:01.855680, arrival_time=2021-04-10 02:17:21.081968, cost_time=0:00:20.876467 2021-04-10 02:17:20,375 INFO : TRAIN, epoch=0012, iter=00190/00196, fetch data time cost=1.23ms, fps=2228 images/s, loss=0.4314, top1-acc=86.19%, top5-acc=99.04%, remaining_time=0:00:00.695556, arrival_time=2021-04-10 02:17:21.071407, cost_time=0:00:22.026030 2021-04-10 02:17:20,991 INFO : TRAIN, epoch=0012, iter=00196/00196, fetch data time cost=1.22ms, fps=2209 images/s, loss=0.4322, top1-acc=86.18%, top5-acc=99.05%, remaining_time=0:00:00, arrival_time=2021-04-10 02:17:20.991887, cost_time=0:00:22.642069 2021-04-10 02:17:21,471 INFO : EVAL, epoch=0012, iter=00010/00040, fetch data time cost=2.13ms, fps=5353 images/s, loss=0.5952, top1-acc=80.90%, top5-acc=98.52%, remaining_time=0:00:01.434690, arrival_time=2021-04-10 02:17:22.905786, cost_time=0:00:00.478232 2021-04-10 02:17:21,847 INFO : EVAL, epoch=0012, iter=00020/00040, fetch data time cost=1.52ms, fps=6808 images/s, loss=0.5757, top1-acc=81.45%, top5-acc=98.40%, remaining_time=0:00:00.854560, arrival_time=2021-04-10 02:17:22.702019, cost_time=0:00:00.854554 2021-04-10 02:17:22,222 INFO : EVAL, epoch=0012, iter=00030/00040, fetch data time cost=1.48ms, fps=6829 images/s, loss=0.5623, top1-acc=81.76%, top5-acc=98.59%, remaining_time=0:00:00.409980, arrival_time=2021-04-10 02:17:22.632818, cost_time=0:00:01.229931 2021-04-10 02:17:22,561 INFO : EVAL, epoch=0012, iter=00040/00040, fetch data time cost=0.08ms, fps=6865 images/s, loss=0.5691, top1-acc=81.68%, top5-acc=98.54%, remaining_time=0:00:00, arrival_time=2021-04-10 02:17:22.561124, cost_time=0:00:01.568288 2021-04-10 02:17:23,618 INFO : Epoch=0012 complete, best val top1-acc=81.68%, top5-acc=98.54% (epoch=12), remaining_time=1:18:38.096504, arrival_time=2021-04-10 03:36:01.714897, cost_time=0:05:01.155095 2021-04-10 02:17:23,618 INFO : Train start, epoch=0013, lr=0.099114 2021-04-10 02:17:24,974 INFO : TRAIN, epoch=0013, iter=00010/00196, fetch data time cost=1.49ms, fps=1889 images/s, loss=0.3920, top1-acc=87.50%, top5-acc=99.26%, remaining_time=0:00:25.208952, arrival_time=2021-04-10 02:17:50.183390, cost_time=0:00:01.355321 2021-04-10 02:17:26,117 INFO : TRAIN, epoch=0013, iter=00020/00196, fetch data time cost=1.54ms, fps=2240 images/s, loss=0.3972, top1-acc=87.42%, top5-acc=99.20%, remaining_time=0:00:21.987504, arrival_time=2021-04-10 02:17:48.105144, cost_time=0:00:02.498589 2021-04-10 02:17:27,260 INFO : TRAIN, epoch=0013, iter=00030/00196, fetch data time cost=1.81ms, fps=2240 images/s, loss=0.4018, top1-acc=87.25%, top5-acc=99.17%, remaining_time=0:00:20.150242, arrival_time=2021-04-10 02:17:47.410897, cost_time=0:00:03.641597 2021-04-10 02:17:28,408 INFO : TRAIN, epoch=0013, iter=00040/00196, fetch data time cost=2.26ms, fps=2231 images/s, loss=0.3935, top1-acc=87.45%, top5-acc=99.24%, remaining_time=0:00:18.679596, arrival_time=2021-04-10 02:17:47.088411, cost_time=0:00:04.789648 2021-04-10 02:17:29,556 INFO : TRAIN, epoch=0013, iter=00050/00196, fetch data time cost=1.39ms, fps=2232 images/s, loss=0.3951, top1-acc=87.39%, top5-acc=99.24%, remaining_time=0:00:17.337208, arrival_time=2021-04-10 02:17:46.893674, cost_time=0:00:05.937400 2021-04-10 02:17:30,706 INFO : TRAIN, epoch=0013, iter=00060/00196, fetch data time cost=1.58ms, fps=2228 images/s, loss=0.3959, top1-acc=87.29%, top5-acc=99.21%, remaining_time=0:00:16.063504, arrival_time=2021-04-10 02:17:46.769551, cost_time=0:00:07.086862 2021-04-10 02:17:31,853 INFO : TRAIN, epoch=0013, iter=00070/00196, fetch data time cost=1.48ms, fps=2233 images/s, loss=0.3982, top1-acc=87.23%, top5-acc=99.14%, remaining_time=0:00:14.821128, arrival_time=2021-04-10 02:17:46.674107, cost_time=0:00:08.233937 2021-04-10 02:17:33,004 INFO : TRAIN, epoch=0013, iter=00080/00196, fetch data time cost=1.88ms, fps=2225 images/s, loss=0.3971, top1-acc=87.18%, top5-acc=99.14%, remaining_time=0:00:13.607960, arrival_time=2021-04-10 02:17:46.612050, cost_time=0:00:09.384761 2021-04-10 02:17:34,155 INFO : TRAIN, epoch=0013, iter=00090/00196, fetch data time cost=1.61ms, fps=2226 images/s, loss=0.3976, top1-acc=87.13%, top5-acc=99.14%, remaining_time=0:00:12.408996, arrival_time=2021-04-10 02:17:46.563991, cost_time=0:00:10.535929 2021-04-10 02:17:35,305 INFO : TRAIN, epoch=0013, iter=00100/00196, fetch data time cost=1.46ms, fps=2226 images/s, loss=0.3988, top1-acc=87.10%, top5-acc=99.15%, remaining_time=0:00:11.218944, arrival_time=2021-04-10 02:17:46.524377, cost_time=0:00:11.686379 2021-04-10 02:17:36,456 INFO : TRAIN, epoch=0013, iter=00110/00196, fetch data time cost=1.80ms, fps=2225 images/s, loss=0.3985, top1-acc=87.12%, top5-acc=99.16%, remaining_time=0:00:10.036200, arrival_time=2021-04-10 02:17:46.492325, cost_time=0:00:12.837038 2021-04-10 02:17:37,605 INFO : TRAIN, epoch=0013, iter=00120/00196, fetch data time cost=1.59ms, fps=2228 images/s, loss=0.3989, top1-acc=87.08%, top5-acc=99.17%, remaining_time=0:00:08.858180, arrival_time=2021-04-10 02:17:46.463790, cost_time=0:00:13.986554 2021-04-10 02:17:38,748 INFO : TRAIN, epoch=0013, iter=00130/00196, fetch data time cost=1.34ms, fps=2242 images/s, loss=0.4031, top1-acc=86.97%, top5-acc=99.17%, remaining_time=0:00:07.680816, arrival_time=2021-04-10 02:17:46.428779, cost_time=0:00:15.128910 2021-04-10 02:17:39,902 INFO : TRAIN, epoch=0013, iter=00140/00196, fetch data time cost=2.38ms, fps=2219 images/s, loss=0.4041, top1-acc=86.98%, top5-acc=99.18%, remaining_time=0:00:06.513136, arrival_time=2021-04-10 02:17:46.415283, cost_time=0:00:16.282872 2021-04-10 02:17:41,054 INFO : TRAIN, epoch=0013, iter=00150/00196, fetch data time cost=1.48ms, fps=2223 images/s, loss=0.4054, top1-acc=86.95%, top5-acc=99.16%, remaining_time=0:00:05.346902, arrival_time=2021-04-10 02:17:46.401497, cost_time=0:00:17.435487 2021-04-10 02:17:42,200 INFO : TRAIN, epoch=0013, iter=00160/00196, fetch data time cost=1.60ms, fps=2235 images/s, loss=0.4065, top1-acc=86.93%, top5-acc=99.16%, remaining_time=0:00:04.180860, arrival_time=2021-04-10 02:17:46.381587, cost_time=0:00:18.581611 2021-04-10 02:17:43,351 INFO : TRAIN, epoch=0013, iter=00170/00196, fetch data time cost=1.57ms, fps=2225 images/s, loss=0.4059, top1-acc=86.95%, top5-acc=99.16%, remaining_time=0:00:03.017924, arrival_time=2021-04-10 02:17:46.369661, cost_time=0:00:19.732616 2021-04-10 02:17:44,504 INFO : TRAIN, epoch=0013, iter=00180/00196, fetch data time cost=2.46ms, fps=2221 images/s, loss=0.4058, top1-acc=86.97%, top5-acc=99.16%, remaining_time=0:00:01.856496, arrival_time=2021-04-10 02:17:46.361268, cost_time=0:00:20.885663 2021-04-10 02:17:45,659 INFO : TRAIN, epoch=0013, iter=00190/00196, fetch data time cost=1.62ms, fps=2218 images/s, loss=0.4078, top1-acc=86.93%, top5-acc=99.17%, remaining_time=0:00:00.696024, arrival_time=2021-04-10 02:17:46.355810, cost_time=0:00:22.040731 2021-04-10 02:17:46,277 INFO : TRAIN, epoch=0013, iter=00196/00196, fetch data time cost=1.27ms, fps=2203 images/s, loss=0.4077, top1-acc=86.94%, top5-acc=99.15%, remaining_time=0:00:00, arrival_time=2021-04-10 02:17:46.277600, cost_time=0:00:22.658422 2021-04-10 02:17:46,741 INFO : EVAL, epoch=0013, iter=00010/00040, fetch data time cost=6.06ms, fps=5535 images/s, loss=0.5423, top1-acc=80.74%, top5-acc=98.95%, remaining_time=0:00:01.387500, arrival_time=2021-04-10 02:17:48.129178, cost_time=0:00:00.462496 2021-04-10 02:17:47,113 INFO : EVAL, epoch=0013, iter=00020/00040, fetch data time cost=1.34ms, fps=6894 images/s, loss=0.5445, top1-acc=81.33%, top5-acc=98.89%, remaining_time=0:00:00.834540, arrival_time=2021-04-10 02:17:47.948215, cost_time=0:00:00.834534 2021-04-10 02:17:47,489 INFO : EVAL, epoch=0013, iter=00030/00040, fetch data time cost=2.94ms, fps=6823 images/s, loss=0.5530, top1-acc=81.26%, top5-acc=98.84%, remaining_time=0:00:00.403360, arrival_time=2021-04-10 02:17:47.892619, cost_time=0:00:01.210081 2021-04-10 02:17:47,832 INFO : EVAL, epoch=0013, iter=00040/00040, fetch data time cost=0.09ms, fps=6770 images/s, loss=0.5420, top1-acc=81.52%, top5-acc=98.92%, remaining_time=0:00:00, arrival_time=2021-04-10 02:17:47.832405, cost_time=0:00:01.553264 2021-04-10 02:17:48,400 INFO : Epoch=0013 complete, best val top1-acc=81.68%, top5-acc=98.54% (epoch=12), remaining_time=1:18:08.482700, arrival_time=2021-04-10 03:35:56.883314, cost_time=0:05:25.937295 2021-04-10 02:17:48,401 INFO : Train start, epoch=0014, lr=0.098961 2021-04-10 02:17:49,744 INFO : TRAIN, epoch=0014, iter=00010/00196, fetch data time cost=0.27ms, fps=1906 images/s, loss=0.3522, top1-acc=89.57%, top5-acc=99.41%, remaining_time=0:00:24.977754, arrival_time=2021-04-10 02:18:14.722361, cost_time=0:00:01.342889 2021-04-10 02:17:50,891 INFO : TRAIN, epoch=0014, iter=00020/00196, fetch data time cost=2.12ms, fps=2234 images/s, loss=0.3836, top1-acc=88.12%, top5-acc=99.22%, remaining_time=0:00:21.909008, arrival_time=2021-04-10 02:18:12.800226, cost_time=0:00:02.489664 2021-04-10 02:17:52,036 INFO : TRAIN, epoch=0014, iter=00030/00196, fetch data time cost=1.52ms, fps=2236 images/s, loss=0.3911, top1-acc=87.71%, top5-acc=99.27%, remaining_time=0:00:20.112892, arrival_time=2021-04-10 02:18:12.149353, cost_time=0:00:03.634847 2021-04-10 02:17:53,187 INFO : TRAIN, epoch=0014, iter=00040/00196, fetch data time cost=2.14ms, fps=2226 images/s, loss=0.3829, top1-acc=87.95%, top5-acc=99.28%, remaining_time=0:00:18.663528, arrival_time=2021-04-10 02:18:11.850627, cost_time=0:00:04.785512 2021-04-10 02:17:54,335 INFO : TRAIN, epoch=0014, iter=00050/00196, fetch data time cost=1.80ms, fps=2230 images/s, loss=0.3901, top1-acc=87.68%, top5-acc=99.23%, remaining_time=0:00:17.326842, arrival_time=2021-04-10 02:18:11.662422, cost_time=0:00:05.933865 2021-04-10 02:17:55,481 INFO : TRAIN, epoch=0014, iter=00060/00196, fetch data time cost=1.43ms, fps=2235 images/s, loss=0.3900, top1-acc=87.65%, top5-acc=99.20%, remaining_time=0:00:16.047592, arrival_time=2021-04-10 02:18:11.528974, cost_time=0:00:07.079824 2021-04-10 02:17:56,629 INFO : TRAIN, epoch=0014, iter=00070/00196, fetch data time cost=1.37ms, fps=2231 images/s, loss=0.3946, top1-acc=87.48%, top5-acc=99.15%, remaining_time=0:00:14.810292, arrival_time=2021-04-10 02:18:11.439782, cost_time=0:00:08.227945 2021-04-10 02:17:57,774 INFO : TRAIN, epoch=0014, iter=00080/00196, fetch data time cost=1.29ms, fps=2237 images/s, loss=0.3945, top1-acc=87.46%, top5-acc=99.17%, remaining_time=0:00:13.590328, arrival_time=2021-04-10 02:18:11.364505, cost_time=0:00:09.372628 2021-04-10 02:17:58,923 INFO : TRAIN, epoch=0014, iter=00090/00196, fetch data time cost=1.87ms, fps=2227 images/s, loss=0.3966, top1-acc=87.40%, top5-acc=99.15%, remaining_time=0:00:12.392990, arrival_time=2021-04-10 02:18:11.316907, cost_time=0:00:10.522323 2021-04-10 02:18:00,077 INFO : TRAIN, epoch=0014, iter=00100/00196, fetch data time cost=1.45ms, fps=2221 images/s, loss=0.3968, top1-acc=87.37%, top5-acc=99.16%, remaining_time=0:00:11.208672, arrival_time=2021-04-10 02:18:11.285965, cost_time=0:00:11.675693 2021-04-10 02:18:01,227 INFO : TRAIN, epoch=0014, iter=00110/00196, fetch data time cost=1.48ms, fps=2227 images/s, loss=0.3959, top1-acc=87.43%, top5-acc=99.14%, remaining_time=0:00:10.027600, arrival_time=2021-04-10 02:18:11.255159, cost_time=0:00:12.825945 2021-04-10 02:18:02,379 INFO : TRAIN, epoch=0014, iter=00120/00196, fetch data time cost=2.05ms, fps=2223 images/s, loss=0.3979, top1-acc=87.36%, top5-acc=99.15%, remaining_time=0:00:08.852708, arrival_time=2021-04-10 02:18:11.232219, cost_time=0:00:13.977968 2021-04-10 02:18:03,539 INFO : TRAIN, epoch=0014, iter=00130/00196, fetch data time cost=1.40ms, fps=2208 images/s, loss=0.3978, top1-acc=87.34%, top5-acc=99.17%, remaining_time=0:00:07.685172, arrival_time=2021-04-10 02:18:11.224210, cost_time=0:00:15.137482 2021-04-10 02:18:04,684 INFO : TRAIN, epoch=0014, iter=00140/00196, fetch data time cost=1.56ms, fps=2237 images/s, loss=0.3982, top1-acc=87.30%, top5-acc=99.16%, remaining_time=0:00:06.512856, arrival_time=2021-04-10 02:18:11.196772, cost_time=0:00:16.282196 2021-04-10 02:18:05,825 INFO : TRAIN, epoch=0014, iter=00150/00196, fetch data time cost=1.51ms, fps=2244 images/s, loss=0.3986, top1-acc=87.22%, top5-acc=99.16%, remaining_time=0:00:05.343314, arrival_time=2021-04-10 02:18:11.168735, cost_time=0:00:17.423863 2021-04-10 02:18:06,973 INFO : TRAIN, epoch=0014, iter=00160/00196, fetch data time cost=1.48ms, fps=2231 images/s, loss=0.3970, top1-acc=87.25%, top5-acc=99.18%, remaining_time=0:00:04.178628, arrival_time=2021-04-10 02:18:11.151858, cost_time=0:00:18.571611 2021-04-10 02:18:08,116 INFO : TRAIN, epoch=0014, iter=00170/00196, fetch data time cost=1.42ms, fps=2241 images/s, loss=0.3970, top1-acc=87.26%, top5-acc=99.17%, remaining_time=0:00:03.015194, arrival_time=2021-04-10 02:18:11.131462, cost_time=0:00:19.714721 2021-04-10 02:18:09,261 INFO : TRAIN, epoch=0014, iter=00180/00196, fetch data time cost=1.40ms, fps=2237 images/s, loss=0.3964, top1-acc=87.28%, top5-acc=99.18%, remaining_time=0:00:01.854192, arrival_time=2021-04-10 02:18:11.115435, cost_time=0:00:20.859697 2021-04-10 02:18:10,410 INFO : TRAIN, epoch=0014, iter=00190/00196, fetch data time cost=1.38ms, fps=2228 images/s, loss=0.3988, top1-acc=87.23%, top5-acc=99.17%, remaining_time=0:00:00.695028, arrival_time=2021-04-10 02:18:11.105888, cost_time=0:00:22.009249 2021-04-10 02:18:11,029 INFO : TRAIN, epoch=0014, iter=00196/00196, fetch data time cost=1.35ms, fps=2202 images/s, loss=0.4006, top1-acc=87.20%, top5-acc=99.15%, remaining_time=0:00:00, arrival_time=2021-04-10 02:18:11.029108, cost_time=0:00:22.627554 2021-04-10 02:18:11,519 INFO : EVAL, epoch=0014, iter=00010/00040, fetch data time cost=1.68ms, fps=5236 images/s, loss=0.8731, top1-acc=72.58%, top5-acc=97.89%, remaining_time=0:00:01.466700, arrival_time=2021-04-10 02:18:12.985699, cost_time=0:00:00.488900 2021-04-10 02:18:11,892 INFO : EVAL, epoch=0014, iter=00020/00040, fetch data time cost=0.29ms, fps=6861 images/s, loss=0.8364, top1-acc=73.36%, top5-acc=97.87%, remaining_time=0:00:00.862400, arrival_time=2021-04-10 02:18:12.754963, cost_time=0:00:00.862397 2021-04-10 02:18:12,271 INFO : EVAL, epoch=0014, iter=00030/00040, fetch data time cost=1.88ms, fps=6764 images/s, loss=0.8386, top1-acc=73.22%, top5-acc=97.70%, remaining_time=0:00:00.413800, arrival_time=2021-04-10 02:18:12.685294, cost_time=0:00:01.241389 2021-04-10 02:18:12,608 INFO : EVAL, epoch=0014, iter=00040/00040, fetch data time cost=0.06ms, fps=6898 images/s, loss=0.8615, top1-acc=72.94%, top5-acc=97.58%, remaining_time=0:00:00, arrival_time=2021-04-10 02:18:12.608141, cost_time=0:00:01.578064 2021-04-10 02:18:13,112 INFO : Epoch=0014 complete, best val top1-acc=81.68%, top5-acc=98.54% (epoch=12), remaining_time=1:17:38.624262, arrival_time=2021-04-10 03:35:51.736712, cost_time=0:05:50.649136 2021-04-10 02:18:13,113 INFO : Train start, epoch=0015, lr=0.098796 2021-04-10 02:18:14,477 INFO : TRAIN, epoch=0015, iter=00010/00196, fetch data time cost=0.23ms, fps=1877 images/s, loss=0.4236, top1-acc=86.02%, top5-acc=99.41%, remaining_time=0:00:25.365750, arrival_time=2021-04-10 02:18:39.842832, cost_time=0:00:01.363749 2021-04-10 02:18:15,625 INFO : TRAIN, epoch=0015, iter=00020/00196, fetch data time cost=1.51ms, fps=2231 images/s, loss=0.4115, top1-acc=86.48%, top5-acc=99.39%, remaining_time=0:00:22.102784, arrival_time=2021-04-10 02:18:37.727840, cost_time=0:00:02.511672 2021-04-10 02:18:16,780 INFO : TRAIN, epoch=0015, iter=00030/00196, fetch data time cost=1.82ms, fps=2216 images/s, loss=0.4241, top1-acc=86.16%, top5-acc=99.26%, remaining_time=0:00:20.292836, arrival_time=2021-04-10 02:18:37.073550, cost_time=0:00:03.667373 2021-04-10 02:18:17,928 INFO : TRAIN, epoch=0015, iter=00040/00196, fetch data time cost=1.73ms, fps=2231 images/s, loss=0.4142, top1-acc=86.59%, top5-acc=99.34%, remaining_time=0:00:18.780372, arrival_time=2021-04-10 02:18:36.709252, cost_time=0:00:04.815468 2021-04-10 02:18:19,073 INFO : TRAIN, epoch=0015, iter=00050/00196, fetch data time cost=1.39ms, fps=2238 images/s, loss=0.4114, top1-acc=86.58%, top5-acc=99.35%, remaining_time=0:00:17.403930, arrival_time=2021-04-10 02:18:36.477489, cost_time=0:00:05.960226 2021-04-10 02:18:20,219 INFO : TRAIN, epoch=0015, iter=00060/00196, fetch data time cost=1.36ms, fps=2234 images/s, loss=0.4044, top1-acc=86.77%, top5-acc=99.34%, remaining_time=0:00:16.108248, arrival_time=2021-04-10 02:18:36.328137, cost_time=0:00:07.106557 2021-04-10 02:18:21,364 INFO : TRAIN, epoch=0015, iter=00070/00196, fetch data time cost=1.70ms, fps=2238 images/s, loss=0.3984, top1-acc=86.95%, top5-acc=99.31%, remaining_time=0:00:14.851494, arrival_time=2021-04-10 02:18:36.215640, cost_time=0:00:08.250810 2021-04-10 02:18:22,513 INFO : TRAIN, epoch=0015, iter=00080/00196, fetch data time cost=1.52ms, fps=2228 images/s, loss=0.3962, top1-acc=87.09%, top5-acc=99.31%, remaining_time=0:00:13.630580, arrival_time=2021-04-10 02:18:36.144301, cost_time=0:00:09.400387 2021-04-10 02:18:23,657 INFO : TRAIN, epoch=0015, iter=00090/00196, fetch data time cost=1.44ms, fps=2238 images/s, loss=0.3932, top1-acc=87.25%, top5-acc=99.27%, remaining_time=0:00:12.418960, arrival_time=2021-04-10 02:18:36.076766, cost_time=0:00:10.544433 2021-04-10 02:18:24,806 INFO : TRAIN, epoch=0015, iter=00100/00196, fetch data time cost=1.48ms, fps=2229 images/s, loss=0.3950, top1-acc=87.30%, top5-acc=99.26%, remaining_time=0:00:11.225472, arrival_time=2021-04-10 02:18:36.032020, cost_time=0:00:11.693176 2021-04-10 02:18:25,959 INFO : TRAIN, epoch=0015, iter=00110/00196, fetch data time cost=2.11ms, fps=2221 images/s, loss=0.3936, top1-acc=87.32%, top5-acc=99.26%, remaining_time=0:00:10.043596, arrival_time=2021-04-10 02:18:36.003421, cost_time=0:00:12.846458 2021-04-10 02:18:27,111 INFO : TRAIN, epoch=0015, iter=00120/00196, fetch data time cost=1.77ms, fps=2224 images/s, loss=0.3932, top1-acc=87.35%, top5-acc=99.27%, remaining_time=0:00:08.865552, arrival_time=2021-04-10 02:18:35.977107, cost_time=0:00:13.998226 2021-04-10 02:18:28,256 INFO : TRAIN, epoch=0015, iter=00130/00196, fetch data time cost=2.15ms, fps=2236 images/s, loss=0.3910, top1-acc=87.39%, top5-acc=99.28%, remaining_time=0:00:07.688076, arrival_time=2021-04-10 02:18:35.944724, cost_time=0:00:15.143240 2021-04-10 02:18:29,403 INFO : TRAIN, epoch=0015, iter=00140/00196, fetch data time cost=1.50ms, fps=2234 images/s, loss=0.3926, top1-acc=87.32%, top5-acc=99.29%, remaining_time=0:00:06.515880, arrival_time=2021-04-10 02:18:35.918931, cost_time=0:00:16.289720 2021-04-10 02:18:30,547 INFO : TRAIN, epoch=0015, iter=00150/00196, fetch data time cost=1.31ms, fps=2237 images/s, loss=0.3921, top1-acc=87.30%, top5-acc=99.30%, remaining_time=0:00:05.346488, arrival_time=2021-04-10 02:18:35.894081, cost_time=0:00:17.434261 2021-04-10 02:18:31,694 INFO : TRAIN, epoch=0015, iter=00160/00196, fetch data time cost=1.56ms, fps=2233 images/s, loss=0.3931, top1-acc=87.26%, top5-acc=99.30%, remaining_time=0:00:04.180716, arrival_time=2021-04-10 02:18:35.875098, cost_time=0:00:18.581033 2021-04-10 02:18:32,839 INFO : TRAIN, epoch=0015, iter=00170/00196, fetch data time cost=1.78ms, fps=2236 images/s, loss=0.3934, top1-acc=87.26%, top5-acc=99.29%, remaining_time=0:00:03.016962, arrival_time=2021-04-10 02:18:35.856551, cost_time=0:00:19.726245 2021-04-10 02:18:33,989 INFO : TRAIN, epoch=0015, iter=00180/00196, fetch data time cost=1.37ms, fps=2227 images/s, loss=0.3936, top1-acc=87.27%, top5-acc=99.28%, remaining_time=0:00:01.855664, arrival_time=2021-04-10 02:18:35.845296, cost_time=0:00:20.876300 2021-04-10 02:18:35,138 INFO : TRAIN, epoch=0015, iter=00190/00196, fetch data time cost=1.26ms, fps=2229 images/s, loss=0.3921, top1-acc=87.31%, top5-acc=99.27%, remaining_time=0:00:00.695526, arrival_time=2021-04-10 02:18:35.833785, cost_time=0:00:22.024923 2021-04-10 02:18:35,754 INFO : TRAIN, epoch=0015, iter=00196/00196, fetch data time cost=1.52ms, fps=2209 images/s, loss=0.3913, top1-acc=87.35%, top5-acc=99.27%, remaining_time=0:00:00, arrival_time=2021-04-10 02:18:35.754429, cost_time=0:00:22.641066 2021-04-10 02:18:36,210 INFO : EVAL, epoch=0015, iter=00010/00040, fetch data time cost=1.87ms, fps=5635 images/s, loss=0.5988, top1-acc=81.02%, top5-acc=98.01%, remaining_time=0:00:01.362960, arrival_time=2021-04-10 02:18:37.573005, cost_time=0:00:00.454323 2021-04-10 02:18:36,581 INFO : EVAL, epoch=0015, iter=00020/00040, fetch data time cost=1.28ms, fps=6903 images/s, loss=0.5907, top1-acc=81.45%, top5-acc=97.95%, remaining_time=0:00:00.825600, arrival_time=2021-04-10 02:18:37.406891, cost_time=0:00:00.825604 2021-04-10 02:18:36,955 INFO : EVAL, epoch=0015, iter=00030/00040, fetch data time cost=1.81ms, fps=6845 images/s, loss=0.5985, top1-acc=81.52%, top5-acc=97.77%, remaining_time=0:00:00.399980, arrival_time=2021-04-10 02:18:37.355598, cost_time=0:00:01.199932 2021-04-10 02:18:37,293 INFO : EVAL, epoch=0015, iter=00040/00040, fetch data time cost=0.07ms, fps=6868 images/s, loss=0.6177, top1-acc=81.34%, top5-acc=97.57%, remaining_time=0:00:00, arrival_time=2021-04-10 02:18:37.293736, cost_time=0:00:01.538076 2021-04-10 02:18:37,813 INFO : Epoch=0015 complete, best val top1-acc=81.68%, top5-acc=98.54% (epoch=12), remaining_time=1:17:09.313090, arrival_time=2021-04-10 03:35:47.126112, cost_time=0:06:15.349708 2021-04-10 02:18:37,813 INFO : Train start, epoch=0016, lr=0.098618 2021-04-10 02:18:39,170 INFO : TRAIN, epoch=0016, iter=00010/00196, fetch data time cost=0.31ms, fps=1887 images/s, loss=0.3916, top1-acc=87.46%, top5-acc=99.14%, remaining_time=0:00:25.236108, arrival_time=2021-04-10 02:19:04.406857, cost_time=0:00:01.356775 2021-04-10 02:18:40,310 INFO : TRAIN, epoch=0016, iter=00020/00196, fetch data time cost=1.34ms, fps=2247 images/s, loss=0.3798, top1-acc=87.73%, top5-acc=99.36%, remaining_time=0:00:21.972016, arrival_time=2021-04-10 02:19:02.282783, cost_time=0:00:02.496829 2021-04-10 02:18:41,456 INFO : TRAIN, epoch=0016, iter=00030/00196, fetch data time cost=1.43ms, fps=2237 images/s, loss=0.3704, top1-acc=88.11%, top5-acc=99.34%, remaining_time=0:00:20.151902, arrival_time=2021-04-10 02:19:01.607841, cost_time=0:00:03.641912 2021-04-10 02:18:42,604 INFO : TRAIN, epoch=0016, iter=00040/00196, fetch data time cost=1.37ms, fps=2230 images/s, loss=0.3700, top1-acc=88.11%, top5-acc=99.34%, remaining_time=0:00:18.682560, arrival_time=2021-04-10 02:19:01.286880, cost_time=0:00:04.790411 2021-04-10 02:18:43,754 INFO : TRAIN, epoch=0016, iter=00050/00196, fetch data time cost=1.51ms, fps=2228 images/s, loss=0.3781, top1-acc=87.85%, top5-acc=99.26%, remaining_time=0:00:17.344800, arrival_time=2021-04-10 02:19:01.098823, cost_time=0:00:05.939991 2021-04-10 02:18:44,912 INFO : TRAIN, epoch=0016, iter=00060/00196, fetch data time cost=2.09ms, fps=2211 images/s, loss=0.3767, top1-acc=87.88%, top5-acc=99.26%, remaining_time=0:00:16.089616, arrival_time=2021-04-10 02:19:01.001955, cost_time=0:00:07.098373 2021-04-10 02:18:46,059 INFO : TRAIN, epoch=0016, iter=00070/00196, fetch data time cost=1.60ms, fps=2234 images/s, loss=0.3751, top1-acc=87.96%, top5-acc=99.26%, remaining_time=0:00:14.841162, arrival_time=2021-04-10 02:19:00.900179, cost_time=0:00:08.245068 2021-04-10 02:18:47,205 INFO : TRAIN, epoch=0016, iter=00080/00196, fetch data time cost=1.64ms, fps=2233 images/s, loss=0.3761, top1-acc=87.94%, top5-acc=99.27%, remaining_time=0:00:13.618168, arrival_time=2021-04-10 02:19:00.823939, cost_time=0:00:09.391868 2021-04-10 02:18:48,367 INFO : TRAIN, epoch=0016, iter=00090/00196, fetch data time cost=1.42ms, fps=2206 images/s, loss=0.3745, top1-acc=87.99%, top5-acc=99.28%, remaining_time=0:00:12.428924, arrival_time=2021-04-10 02:19:00.795826, cost_time=0:00:10.552815 2021-04-10 02:18:49,512 INFO : TRAIN, epoch=0016, iter=00100/00196, fetch data time cost=1.38ms, fps=2237 images/s, loss=0.3732, top1-acc=88.02%, top5-acc=99.31%, remaining_time=0:00:11.230176, arrival_time=2021-04-10 02:19:00.742174, cost_time=0:00:11.698074 2021-04-10 02:18:50,658 INFO : TRAIN, epoch=0016, iter=00110/00196, fetch data time cost=1.54ms, fps=2233 images/s, loss=0.3753, top1-acc=87.99%, top5-acc=99.28%, remaining_time=0:00:10.042306, arrival_time=2021-04-10 02:19:00.701046, cost_time=0:00:12.844768 2021-04-10 02:18:51,814 INFO : TRAIN, epoch=0016, iter=00120/00196, fetch data time cost=1.63ms, fps=2216 images/s, loss=0.3744, top1-acc=87.99%, top5-acc=99.26%, remaining_time=0:00:08.866844, arrival_time=2021-04-10 02:19:00.681106, cost_time=0:00:14.000319 2021-04-10 02:18:52,962 INFO : TRAIN, epoch=0016, iter=00130/00196, fetch data time cost=1.48ms, fps=2231 images/s, loss=0.3757, top1-acc=87.96%, top5-acc=99.26%, remaining_time=0:00:07.690518, arrival_time=2021-04-10 02:19:00.652635, cost_time=0:00:15.148046 2021-04-10 02:18:54,104 INFO : TRAIN, epoch=0016, iter=00140/00196, fetch data time cost=1.49ms, fps=2243 images/s, loss=0.3730, top1-acc=88.00%, top5-acc=99.27%, remaining_time=0:00:06.516104, arrival_time=2021-04-10 02:19:00.620214, cost_time=0:00:16.290193 2021-04-10 02:18:55,253 INFO : TRAIN, epoch=0016, iter=00150/00196, fetch data time cost=1.30ms, fps=2228 images/s, loss=0.3711, top1-acc=88.05%, top5-acc=99.27%, remaining_time=0:00:05.348098, arrival_time=2021-04-10 02:19:00.601497, cost_time=0:00:17.439449 2021-04-10 02:18:56,412 INFO : TRAIN, epoch=0016, iter=00160/00196, fetch data time cost=6.15ms, fps=2209 images/s, loss=0.3709, top1-acc=88.04%, top5-acc=99.28%, remaining_time=0:00:04.184712, arrival_time=2021-04-10 02:19:00.597354, cost_time=0:00:18.598707 2021-04-10 02:18:57,556 INFO : TRAIN, epoch=0016, iter=00170/00196, fetch data time cost=1.36ms, fps=2239 images/s, loss=0.3718, top1-acc=88.04%, top5-acc=99.26%, remaining_time=0:00:03.019458, arrival_time=2021-04-10 02:19:00.575919, cost_time=0:00:19.742550 2021-04-10 02:18:58,700 INFO : TRAIN, epoch=0016, iter=00180/00196, fetch data time cost=1.38ms, fps=2238 images/s, loss=0.3728, top1-acc=88.01%, top5-acc=99.28%, remaining_time=0:00:01.856592, arrival_time=2021-04-10 02:19:00.557115, cost_time=0:00:20.886607 2021-04-10 02:18:59,846 INFO : TRAIN, epoch=0016, iter=00190/00196, fetch data time cost=1.36ms, fps=2235 images/s, loss=0.3743, top1-acc=88.00%, top5-acc=99.28%, remaining_time=0:00:00.695760, arrival_time=2021-04-10 02:19:00.542140, cost_time=0:00:22.032406 2021-04-10 02:19:00,461 INFO : TRAIN, epoch=0016, iter=00196/00196, fetch data time cost=1.26ms, fps=2213 images/s, loss=0.3733, top1-acc=88.03%, top5-acc=99.29%, remaining_time=0:00:00, arrival_time=2021-04-10 02:19:00.461544, cost_time=0:00:22.647633 2021-04-10 02:19:00,934 INFO : EVAL, epoch=0016, iter=00010/00040, fetch data time cost=0.46ms, fps=5426 images/s, loss=0.5332, top1-acc=83.09%, top5-acc=98.71%, remaining_time=0:00:01.415430, arrival_time=2021-04-10 02:19:02.349830, cost_time=0:00:00.471814 2021-04-10 02:19:01,305 INFO : EVAL, epoch=0016, iter=00020/00040, fetch data time cost=1.27ms, fps=6915 images/s, loss=0.5432, top1-acc=82.60%, top5-acc=98.61%, remaining_time=0:00:00.842560, arrival_time=2021-04-10 02:19:02.147644, cost_time=0:00:00.842556 2021-04-10 02:19:01,680 INFO : EVAL, epoch=0016, iter=00030/00040, fetch data time cost=1.53ms, fps=6834 images/s, loss=0.5439, top1-acc=82.75%, top5-acc=98.58%, remaining_time=0:00:00.405830, arrival_time=2021-04-10 02:19:02.085840, cost_time=0:00:01.217480 2021-04-10 02:19:02,019 INFO : EVAL, epoch=0016, iter=00040/00040, fetch data time cost=0.08ms, fps=6851 images/s, loss=0.5370, top1-acc=82.89%, top5-acc=98.60%, remaining_time=0:00:00, arrival_time=2021-04-10 02:19:02.018967, cost_time=0:00:01.556463 2021-04-10 02:19:03,125 INFO : Epoch=0016 complete, best val top1-acc=82.89%, top5-acc=98.60% (epoch=16), remaining_time=1:16:47.613000, arrival_time=2021-04-10 03:35:50.738313, cost_time=0:06:40.661994 2021-04-10 02:19:03,126 INFO : Train start, epoch=0017, lr=0.098429 2021-04-10 02:19:04,465 INFO : TRAIN, epoch=0017, iter=00010/00196, fetch data time cost=0.33ms, fps=1912 images/s, loss=0.3779, top1-acc=88.01%, top5-acc=99.06%, remaining_time=0:00:24.903912, arrival_time=2021-04-10 02:19:29.369007, cost_time=0:00:01.338915 2021-04-10 02:19:05,607 INFO : TRAIN, epoch=0017, iter=00020/00196, fetch data time cost=1.52ms, fps=2243 images/s, loss=0.3664, top1-acc=88.07%, top5-acc=99.16%, remaining_time=0:00:21.831392, arrival_time=2021-04-10 02:19:27.438459, cost_time=0:00:02.480845 2021-04-10 02:19:06,759 INFO : TRAIN, epoch=0017, iter=00030/00196, fetch data time cost=1.56ms, fps=2222 images/s, loss=0.3626, top1-acc=88.10%, top5-acc=99.21%, remaining_time=0:00:20.106750, arrival_time=2021-04-10 02:19:26.866685, cost_time=0:00:03.633751 2021-04-10 02:19:07,907 INFO : TRAIN, epoch=0017, iter=00040/00196, fetch data time cost=1.38ms, fps=2232 images/s, loss=0.3636, top1-acc=88.13%, top5-acc=99.23%, remaining_time=0:00:18.647148, arrival_time=2021-04-10 02:19:26.554654, cost_time=0:00:04.781328 2021-04-10 02:19:09,060 INFO : TRAIN, epoch=0017, iter=00050/00196, fetch data time cost=1.59ms, fps=2222 images/s, loss=0.3576, top1-acc=88.37%, top5-acc=99.28%, remaining_time=0:00:17.327280, arrival_time=2021-04-10 02:19:26.387525, cost_time=0:00:05.933976 2021-04-10 02:19:10,212 INFO : TRAIN, epoch=0017, iter=00060/00196, fetch data time cost=2.17ms, fps=2223 images/s, loss=0.3620, top1-acc=88.31%, top5-acc=99.30%, remaining_time=0:00:16.061736, arrival_time=2021-04-10 02:19:26.274061, cost_time=0:00:07.086075 2021-04-10 02:19:11,363 INFO : TRAIN, epoch=0017, iter=00070/00196, fetch data time cost=1.39ms, fps=2225 images/s, loss=0.3580, top1-acc=88.38%, top5-acc=99.32%, remaining_time=0:00:14.827428, arrival_time=2021-04-10 02:19:26.191177, cost_time=0:00:08.237437 2021-04-10 02:19:12,510 INFO : TRAIN, epoch=0017, iter=00080/00196, fetch data time cost=1.70ms, fps=2233 images/s, loss=0.3577, top1-acc=88.39%, top5-acc=99.31%, remaining_time=0:00:13.607844, arrival_time=2021-04-10 02:19:26.118714, cost_time=0:00:09.384689 2021-04-10 02:19:13,660 INFO : TRAIN, epoch=0017, iter=00090/00196, fetch data time cost=1.43ms, fps=2228 images/s, loss=0.3549, top1-acc=88.52%, top5-acc=99.29%, remaining_time=0:00:12.406770, arrival_time=2021-04-10 02:19:26.067097, cost_time=0:00:10.534018 2021-04-10 02:19:14,805 INFO : TRAIN, epoch=0017, iter=00100/00196, fetch data time cost=1.41ms, fps=2236 images/s, loss=0.3589, top1-acc=88.37%, top5-acc=99.29%, remaining_time=0:00:11.212320, arrival_time=2021-04-10 02:19:26.017986, cost_time=0:00:11.679466 2021-04-10 02:19:15,969 INFO : TRAIN, epoch=0017, iter=00110/00196, fetch data time cost=1.43ms, fps=2201 images/s, loss=0.3626, top1-acc=88.30%, top5-acc=99.30%, remaining_time=0:00:10.040844, arrival_time=2021-04-10 02:19:26.010047, cost_time=0:00:12.842969 2021-04-10 02:19:17,127 INFO : TRAIN, epoch=0017, iter=00120/00196, fetch data time cost=1.84ms, fps=2212 images/s, loss=0.3646, top1-acc=88.20%, top5-acc=99.27%, remaining_time=0:00:08.867148, arrival_time=2021-04-10 02:19:25.994160, cost_time=0:00:14.000705 2021-04-10 02:19:18,284 INFO : TRAIN, epoch=0017, iter=00130/00196, fetch data time cost=2.58ms, fps=2214 images/s, loss=0.3650, top1-acc=88.17%, top5-acc=99.27%, remaining_time=0:00:07.695534, arrival_time=2021-04-10 02:19:25.979684, cost_time=0:00:15.157903 2021-04-10 02:19:19,426 INFO : TRAIN, epoch=0017, iter=00140/00196, fetch data time cost=1.46ms, fps=2242 images/s, loss=0.3662, top1-acc=88.10%, top5-acc=99.27%, remaining_time=0:00:06.520192, arrival_time=2021-04-10 02:19:25.946873, cost_time=0:00:16.300481 2021-04-10 02:19:20,574 INFO : TRAIN, epoch=0017, iter=00150/00196, fetch data time cost=1.36ms, fps=2232 images/s, loss=0.3663, top1-acc=88.06%, top5-acc=99.29%, remaining_time=0:00:05.350674, arrival_time=2021-04-10 02:19:25.924671, cost_time=0:00:17.447813 2021-04-10 02:19:21,720 INFO : TRAIN, epoch=0017, iter=00160/00196, fetch data time cost=1.50ms, fps=2233 images/s, loss=0.3679, top1-acc=88.05%, top5-acc=99.28%, remaining_time=0:00:04.183776, arrival_time=2021-04-10 02:19:25.904577, cost_time=0:00:18.594547 2021-04-10 02:19:22,863 INFO : TRAIN, epoch=0017, iter=00170/00196, fetch data time cost=1.35ms, fps=2241 images/s, loss=0.3695, top1-acc=88.00%, top5-acc=99.26%, remaining_time=0:00:03.018678, arrival_time=2021-04-10 02:19:25.882440, cost_time=0:00:19.737572 2021-04-10 02:19:24,005 INFO : TRAIN, epoch=0017, iter=00180/00196, fetch data time cost=1.69ms, fps=2242 images/s, loss=0.3693, top1-acc=88.03%, top5-acc=99.26%, remaining_time=0:00:01.855968, arrival_time=2021-04-10 02:19:25.861860, cost_time=0:00:20.879709 2021-04-10 02:19:25,155 INFO : TRAIN, epoch=0017, iter=00190/00196, fetch data time cost=1.45ms, fps=2227 images/s, loss=0.3719, top1-acc=87.99%, top5-acc=99.24%, remaining_time=0:00:00.695670, arrival_time=2021-04-10 02:19:25.851487, cost_time=0:00:22.029636 2021-04-10 02:19:25,770 INFO : TRAIN, epoch=0017, iter=00196/00196, fetch data time cost=1.46ms, fps=2213 images/s, loss=0.3718, top1-acc=88.00%, top5-acc=99.23%, remaining_time=0:00:00, arrival_time=2021-04-10 02:19:25.770713, cost_time=0:00:22.644525 2021-04-10 02:19:26,233 INFO : EVAL, epoch=0017, iter=00010/00040, fetch data time cost=2.14ms, fps=5544 images/s, loss=0.5830, top1-acc=82.89%, top5-acc=98.48%, remaining_time=0:00:01.385220, arrival_time=2021-04-10 02:19:27.618669, cost_time=0:00:00.461735 2021-04-10 02:19:26,633 INFO : EVAL, epoch=0017, iter=00020/00040, fetch data time cost=4.19ms, fps=6414 images/s, loss=0.6192, top1-acc=81.37%, top5-acc=98.55%, remaining_time=0:00:00.861180, arrival_time=2021-04-10 02:19:27.494240, cost_time=0:00:00.861178 2021-04-10 02:19:27,014 INFO : EVAL, epoch=0017, iter=00030/00040, fetch data time cost=2.78ms, fps=6719 images/s, loss=0.6024, top1-acc=81.60%, top5-acc=98.68%, remaining_time=0:00:00.414310, arrival_time=2021-04-10 02:19:27.429046, cost_time=0:00:01.242940 2021-04-10 02:19:27,354 INFO : EVAL, epoch=0017, iter=00040/00040, fetch data time cost=0.06ms, fps=6838 images/s, loss=0.6023, top1-acc=81.73%, top5-acc=98.79%, remaining_time=0:00:00, arrival_time=2021-04-10 02:19:27.354551, cost_time=0:00:01.582870 2021-04-10 02:19:27,889 INFO : Epoch=0017 complete, best val top1-acc=82.89%, top5-acc=98.60% (epoch=16), remaining_time=1:16:19.586346, arrival_time=2021-04-10 03:35:47.475719, cost_time=0:07:05.426047 2021-04-10 02:19:27,890 INFO : Train start, epoch=0018, lr=0.098228 2021-04-10 02:19:29,229 INFO : TRAIN, epoch=0018, iter=00010/00196, fetch data time cost=2.47ms, fps=1912 images/s, loss=0.3682, top1-acc=88.28%, top5-acc=99.22%, remaining_time=0:00:24.900750, arrival_time=2021-04-10 02:19:54.129847, cost_time=0:00:01.338749 2021-04-10 02:19:30,384 INFO : TRAIN, epoch=0018, iter=00020/00196, fetch data time cost=1.42ms, fps=2217 images/s, loss=0.3588, top1-acc=88.93%, top5-acc=99.24%, remaining_time=0:00:21.944560, arrival_time=2021-04-10 02:19:52.328584, cost_time=0:00:02.493707 2021-04-10 02:19:31,529 INFO : TRAIN, epoch=0018, iter=00030/00196, fetch data time cost=1.29ms, fps=2236 images/s, loss=0.3546, top1-acc=88.83%, top5-acc=99.24%, remaining_time=0:00:20.136132, arrival_time=2021-04-10 02:19:51.665500, cost_time=0:00:03.639065 2021-04-10 02:19:32,674 INFO : TRAIN, epoch=0018, iter=00040/00196, fetch data time cost=1.58ms, fps=2237 images/s, loss=0.3647, top1-acc=88.43%, top5-acc=99.25%, remaining_time=0:00:18.656508, arrival_time=2021-04-10 02:19:51.330816, cost_time=0:00:04.783726 2021-04-10 02:19:33,872 INFO : TRAIN, epoch=0018, iter=00050/00196, fetch data time cost=1.48ms, fps=2137 images/s, loss=0.3693, top1-acc=88.45%, top5-acc=99.27%, remaining_time=0:00:17.469192, arrival_time=2021-04-10 02:19:51.342097, cost_time=0:00:05.982591 2021-04-10 02:19:35,015 INFO : TRAIN, epoch=0018, iter=00060/00196, fetch data time cost=1.84ms, fps=2242 images/s, loss=0.3646, top1-acc=88.50%, top5-acc=99.26%, remaining_time=0:00:16.149592, arrival_time=2021-04-10 02:19:51.164720, cost_time=0:00:07.124815 2021-04-10 02:19:36,158 INFO : TRAIN, epoch=0018, iter=00070/00196, fetch data time cost=1.87ms, fps=2241 images/s, loss=0.3609, top1-acc=88.49%, top5-acc=99.25%, remaining_time=0:00:14.881986, arrival_time=2021-04-10 02:19:51.040039, cost_time=0:00:08.267758 2021-04-10 02:19:37,301 INFO : TRAIN, epoch=0018, iter=00080/00196, fetch data time cost=1.49ms, fps=2240 images/s, loss=0.3645, top1-acc=88.33%, top5-acc=99.25%, remaining_time=0:00:13.645892, arrival_time=2021-04-10 02:19:50.947187, cost_time=0:00:09.410994 2021-04-10 02:19:38,448 INFO : TRAIN, epoch=0018, iter=00090/00196, fetch data time cost=1.43ms, fps=2233 images/s, loss=0.3619, top1-acc=88.44%, top5-acc=99.28%, remaining_time=0:00:12.434860, arrival_time=2021-04-10 02:19:50.883028, cost_time=0:00:10.557870 2021-04-10 02:19:39,594 INFO : TRAIN, epoch=0018, iter=00100/00196, fetch data time cost=1.46ms, fps=2233 images/s, loss=0.3669, top1-acc=88.29%, top5-acc=99.25%, remaining_time=0:00:11.236320, arrival_time=2021-04-10 02:19:50.831194, cost_time=0:00:11.704512 2021-04-10 02:19:40,736 INFO : TRAIN, epoch=0018, iter=00110/00196, fetch data time cost=1.55ms, fps=2243 images/s, loss=0.3682, top1-acc=88.25%, top5-acc=99.25%, remaining_time=0:00:10.043682, arrival_time=2021-04-10 02:19:50.780577, cost_time=0:00:12.846540 2021-04-10 02:19:41,886 INFO : TRAIN, epoch=0018, iter=00120/00196, fetch data time cost=1.93ms, fps=2229 images/s, loss=0.3651, top1-acc=88.35%, top5-acc=99.28%, remaining_time=0:00:08.863880, arrival_time=2021-04-10 02:19:50.749849, cost_time=0:00:13.995627 2021-04-10 02:19:43,042 INFO : TRAIN, epoch=0018, iter=00130/00196, fetch data time cost=1.46ms, fps=2215 images/s, loss=0.3655, top1-acc=88.37%, top5-acc=99.28%, remaining_time=0:00:07.692564, arrival_time=2021-04-10 02:19:50.734940, cost_time=0:00:15.152031 2021-04-10 02:19:44,184 INFO : TRAIN, epoch=0018, iter=00140/00196, fetch data time cost=1.49ms, fps=2241 images/s, loss=0.3675, top1-acc=88.31%, top5-acc=99.27%, remaining_time=0:00:06.517840, arrival_time=2021-04-10 02:19:50.702759, cost_time=0:00:16.294622 2021-04-10 02:19:45,330 INFO : TRAIN, epoch=0018, iter=00150/00196, fetch data time cost=1.53ms, fps=2235 images/s, loss=0.3665, top1-acc=88.37%, top5-acc=99.26%, remaining_time=0:00:05.348328, arrival_time=2021-04-10 02:19:50.678826, cost_time=0:00:17.440200 2021-04-10 02:19:46,499 INFO : TRAIN, epoch=0018, iter=00160/00196, fetch data time cost=1.40ms, fps=2191 images/s, loss=0.3666, top1-acc=88.36%, top5-acc=99.29%, remaining_time=0:00:04.187052, arrival_time=2021-04-10 02:19:50.686490, cost_time=0:00:18.609137 2021-04-10 02:19:47,650 INFO : TRAIN, epoch=0018, iter=00170/00196, fetch data time cost=2.28ms, fps=2224 images/s, loss=0.3672, top1-acc=88.34%, top5-acc=99.30%, remaining_time=0:00:03.022188, arrival_time=2021-04-10 02:19:50.673034, cost_time=0:00:19.760487 2021-04-10 02:19:48,805 INFO : TRAIN, epoch=0018, iter=00180/00196, fetch data time cost=1.36ms, fps=2219 images/s, loss=0.3659, top1-acc=88.36%, top5-acc=99.29%, remaining_time=0:00:01.859088, arrival_time=2021-04-10 02:19:50.664193, cost_time=0:00:20.914797 2021-04-10 02:19:49,953 INFO : TRAIN, epoch=0018, iter=00190/00196, fetch data time cost=1.36ms, fps=2229 images/s, loss=0.3652, top1-acc=88.36%, top5-acc=99.29%, remaining_time=0:00:00.696738, arrival_time=2021-04-10 02:19:50.650589, cost_time=0:00:22.063426 2021-04-10 02:19:50,574 INFO : TRAIN, epoch=0018, iter=00196/00196, fetch data time cost=1.28ms, fps=2194 images/s, loss=0.3644, top1-acc=88.36%, top5-acc=99.29%, remaining_time=0:00:00, arrival_time=2021-04-10 02:19:50.574439, cost_time=0:00:22.684142 2021-04-10 02:19:51,076 INFO : EVAL, epoch=0018, iter=00010/00040, fetch data time cost=0.30ms, fps=5106 images/s, loss=0.4931, top1-acc=83.87%, top5-acc=99.02%, remaining_time=0:00:01.504200, arrival_time=2021-04-10 02:19:52.580959, cost_time=0:00:00.501397 2021-04-10 02:19:51,449 INFO : EVAL, epoch=0018, iter=00020/00040, fetch data time cost=1.45ms, fps=6879 images/s, loss=0.4984, top1-acc=83.89%, top5-acc=99.00%, remaining_time=0:00:00.873880, arrival_time=2021-04-10 02:19:52.323131, cost_time=0:00:00.873883 2021-04-10 02:19:51,827 INFO : EVAL, epoch=0018, iter=00030/00040, fetch data time cost=3.30ms, fps=6772 images/s, loss=0.5075, top1-acc=83.84%, top5-acc=99.05%, remaining_time=0:00:00.417410, arrival_time=2021-04-10 02:19:52.245053, cost_time=0:00:01.252228 2021-04-10 02:19:52,166 INFO : EVAL, epoch=0018, iter=00040/00040, fetch data time cost=0.09ms, fps=6866 images/s, loss=0.5136, top1-acc=83.92%, top5-acc=99.07%, remaining_time=0:00:00, arrival_time=2021-04-10 02:19:52.165983, cost_time=0:00:01.590642 2021-04-10 02:19:53,299 INFO : Epoch=0018 complete, best val top1-acc=83.92%, top5-acc=99.07% (epoch=18), remaining_time=1:15:58.450078, arrival_time=2021-04-10 03:35:51.749141, cost_time=0:07:30.835718 2021-04-10 02:19:53,300 INFO : Train start, epoch=0019, lr=0.098015 2021-04-10 02:19:54,641 INFO : TRAIN, epoch=0019, iter=00010/00196, fetch data time cost=1.46ms, fps=1908 images/s, loss=0.3019, top1-acc=90.35%, top5-acc=99.57%, remaining_time=0:00:24.953016, arrival_time=2021-04-10 02:20:19.594946, cost_time=0:00:01.341562 2021-04-10 02:19:55,789 INFO : TRAIN, epoch=0019, iter=00020/00196, fetch data time cost=1.53ms, fps=2232 images/s, loss=0.3286, top1-acc=89.39%, top5-acc=99.41%, remaining_time=0:00:21.901792, arrival_time=2021-04-10 02:20:17.690975, cost_time=0:00:02.488842 2021-04-10 02:19:56,956 INFO : TRAIN, epoch=0019, iter=00030/00196, fetch data time cost=1.63ms, fps=2194 images/s, loss=0.3379, top1-acc=89.11%, top5-acc=99.34%, remaining_time=0:00:20.231582, arrival_time=2021-04-10 02:20:17.188398, cost_time=0:00:03.656303 2021-04-10 02:19:58,106 INFO : TRAIN, epoch=0019, iter=00040/00196, fetch data time cost=1.54ms, fps=2227 images/s, loss=0.3330, top1-acc=89.29%, top5-acc=99.39%, remaining_time=0:00:18.745584, arrival_time=2021-04-10 02:20:16.852446, cost_time=0:00:04.806547 2021-04-10 02:19:59,262 INFO : TRAIN, epoch=0019, iter=00050/00196, fetch data time cost=1.89ms, fps=2217 images/s, loss=0.3378, top1-acc=89.16%, top5-acc=99.39%, remaining_time=0:00:17.408164, arrival_time=2021-04-10 02:20:16.670227, cost_time=0:00:05.961685 2021-04-10 02:20:00,406 INFO : TRAIN, epoch=0019, iter=00060/00196, fetch data time cost=1.41ms, fps=2237 images/s, loss=0.3407, top1-acc=89.15%, top5-acc=99.33%, remaining_time=0:00:16.107976, arrival_time=2021-04-10 02:20:16.514764, cost_time=0:00:07.106480 2021-04-10 02:20:01,556 INFO : TRAIN, epoch=0019, iter=00070/00196, fetch data time cost=1.81ms, fps=2228 images/s, loss=0.3379, top1-acc=89.25%, top5-acc=99.36%, remaining_time=0:00:14.860062, arrival_time=2021-04-10 02:20:16.416116, cost_time=0:00:08.255624 2021-04-10 02:20:02,699 INFO : TRAIN, epoch=0019, iter=00080/00196, fetch data time cost=1.71ms, fps=2240 images/s, loss=0.3373, top1-acc=89.32%, top5-acc=99.36%, remaining_time=0:00:13.628492, arrival_time=2021-04-10 02:20:16.327781, cost_time=0:00:09.398980 2021-04-10 02:20:03,840 INFO : TRAIN, epoch=0019, iter=00090/00196, fetch data time cost=1.34ms, fps=2245 images/s, loss=0.3426, top1-acc=89.09%, top5-acc=99.32%, remaining_time=0:00:12.413554, arrival_time=2021-04-10 02:20:16.253701, cost_time=0:00:10.539837 2021-04-10 02:20:04,981 INFO : TRAIN, epoch=0019, iter=00100/00196, fetch data time cost=1.50ms, fps=2244 images/s, loss=0.3431, top1-acc=89.08%, top5-acc=99.32%, remaining_time=0:00:11.213856, arrival_time=2021-04-10 02:20:16.195304, cost_time=0:00:11.681142 2021-04-10 02:20:06,121 INFO : TRAIN, epoch=0019, iter=00110/00196, fetch data time cost=1.28ms, fps=2246 images/s, loss=0.3429, top1-acc=89.01%, top5-acc=99.30%, remaining_time=0:00:10.023988, arrival_time=2021-04-10 02:20:16.145635, cost_time=0:00:12.821338 2021-04-10 02:20:07,273 INFO : TRAIN, epoch=0019, iter=00120/00196, fetch data time cost=1.62ms, fps=2223 images/s, loss=0.3440, top1-acc=89.00%, top5-acc=99.31%, remaining_time=0:00:08.849668, arrival_time=2021-04-10 02:20:16.123128, cost_time=0:00:13.973154 2021-04-10 02:20:08,422 INFO : TRAIN, epoch=0019, iter=00130/00196, fetch data time cost=2.86ms, fps=2228 images/s, loss=0.3465, top1-acc=88.91%, top5-acc=99.31%, remaining_time=0:00:07.677516, arrival_time=2021-04-10 02:20:16.100220, cost_time=0:00:15.122329 2021-04-10 02:20:09,567 INFO : TRAIN, epoch=0019, iter=00140/00196, fetch data time cost=1.51ms, fps=2237 images/s, loss=0.3484, top1-acc=88.79%, top5-acc=99.32%, remaining_time=0:00:06.506864, arrival_time=2021-04-10 02:20:16.074364, cost_time=0:00:16.267190 2021-04-10 02:20:10,710 INFO : TRAIN, epoch=0019, iter=00150/00196, fetch data time cost=1.30ms, fps=2240 images/s, loss=0.3474, top1-acc=88.82%, top5-acc=99.32%, remaining_time=0:00:05.339220, arrival_time=2021-04-10 02:20:16.050098, cost_time=0:00:17.410562 2021-04-10 02:20:11,857 INFO : TRAIN, epoch=0019, iter=00160/00196, fetch data time cost=1.40ms, fps=2234 images/s, loss=0.3492, top1-acc=88.77%, top5-acc=99.32%, remaining_time=0:00:04.175280, arrival_time=2021-04-10 02:20:16.032332, cost_time=0:00:18.556746 2021-04-10 02:20:13,000 INFO : TRAIN, epoch=0019, iter=00170/00196, fetch data time cost=1.39ms, fps=2239 images/s, loss=0.3495, top1-acc=88.78%, top5-acc=99.33%, remaining_time=0:00:03.012984, arrival_time=2021-04-10 02:20:16.013635, cost_time=0:00:19.700290 2021-04-10 02:20:14,143 INFO : TRAIN, epoch=0019, iter=00180/00196, fetch data time cost=1.44ms, fps=2240 images/s, loss=0.3484, top1-acc=88.80%, top5-acc=99.34%, remaining_time=0:00:01.852752, arrival_time=2021-04-10 02:20:15.996602, cost_time=0:00:20.843547 2021-04-10 02:20:15,295 INFO : TRAIN, epoch=0019, iter=00190/00196, fetch data time cost=1.60ms, fps=2224 images/s, loss=0.3503, top1-acc=88.74%, top5-acc=99.33%, remaining_time=0:00:00.694584, arrival_time=2021-04-10 02:20:15.990053, cost_time=0:00:21.995117 2021-04-10 02:20:15,912 INFO : TRAIN, epoch=0019, iter=00196/00196, fetch data time cost=1.37ms, fps=2204 images/s, loss=0.3492, top1-acc=88.76%, top5-acc=99.34%, remaining_time=0:00:00, arrival_time=2021-04-10 02:20:15.912915, cost_time=0:00:22.612604 2021-04-10 02:20:16,404 INFO : EVAL, epoch=0019, iter=00010/00040, fetch data time cost=4.38ms, fps=5223 images/s, loss=0.4955, top1-acc=83.83%, top5-acc=98.79%, remaining_time=0:00:01.470480, arrival_time=2021-04-10 02:20:17.874584, cost_time=0:00:00.490165 2021-04-10 02:20:16,784 INFO : EVAL, epoch=0019, iter=00020/00040, fetch data time cost=3.25ms, fps=6733 images/s, loss=0.4950, top1-acc=83.69%, top5-acc=98.81%, remaining_time=0:00:00.870900, arrival_time=2021-04-10 02:20:17.655685, cost_time=0:00:00.870896 2021-04-10 02:20:17,163 INFO : EVAL, epoch=0019, iter=00030/00040, fetch data time cost=2.11ms, fps=6767 images/s, loss=0.4939, top1-acc=83.59%, top5-acc=98.80%, remaining_time=0:00:00.416510, arrival_time=2021-04-10 02:20:17.579961, cost_time=0:00:01.249518 2021-04-10 02:20:17,504 INFO : EVAL, epoch=0019, iter=00040/00040, fetch data time cost=0.08ms, fps=6817 images/s, loss=0.4894, top1-acc=83.49%, top5-acc=98.89%, remaining_time=0:00:00, arrival_time=2021-04-10 02:20:17.504193, cost_time=0:00:01.590279 2021-04-10 02:20:18,132 INFO : Epoch=0019 complete, best val top1-acc=83.92%, top5-acc=99.07% (epoch=18), remaining_time=1:15:31.377173, arrival_time=2021-04-10 03:35:49.509905, cost_time=0:07:55.669418 2021-04-10 02:20:18,133 INFO : Train start, epoch=0020, lr=0.097790 2021-04-10 02:20:19,539 INFO : TRAIN, epoch=0020, iter=00010/00196, fetch data time cost=1.43ms, fps=1821 images/s, loss=0.3151, top1-acc=89.57%, top5-acc=99.37%, remaining_time=0:00:26.151228, arrival_time=2021-04-10 02:20:45.690837, cost_time=0:00:01.405979 2021-04-10 02:20:20,697 INFO : TRAIN, epoch=0020, iter=00020/00196, fetch data time cost=1.59ms, fps=2211 images/s, loss=0.3222, top1-acc=89.37%, top5-acc=99.47%, remaining_time=0:00:22.566016, arrival_time=2021-04-10 02:20:43.263907, cost_time=0:00:02.564325 2021-04-10 02:20:21,849 INFO : TRAIN, epoch=0020, iter=00030/00196, fetch data time cost=1.80ms, fps=2225 images/s, loss=0.3203, top1-acc=89.49%, top5-acc=99.41%, remaining_time=0:00:20.558602, arrival_time=2021-04-10 02:20:42.407633, cost_time=0:00:03.715402 2021-04-10 02:20:22,993 INFO : TRAIN, epoch=0020, iter=00040/00196, fetch data time cost=1.43ms, fps=2237 images/s, loss=0.3109, top1-acc=89.78%, top5-acc=99.45%, remaining_time=0:00:18.954780, arrival_time=2021-04-10 02:20:41.948559, cost_time=0:00:04.860215 2021-04-10 02:20:24,143 INFO : TRAIN, epoch=0020, iter=00050/00196, fetch data time cost=1.62ms, fps=2227 images/s, loss=0.3155, top1-acc=89.63%, top5-acc=99.41%, remaining_time=0:00:17.549200, arrival_time=2021-04-10 02:20:41.692849, cost_time=0:00:06.010015 2021-04-10 02:20:25,291 INFO : TRAIN, epoch=0020, iter=00060/00196, fetch data time cost=1.50ms, fps=2232 images/s, loss=0.3206, top1-acc=89.54%, top5-acc=99.40%, remaining_time=0:00:16.224120, arrival_time=2021-04-10 02:20:41.515397, cost_time=0:00:07.157702 2021-04-10 02:20:26,438 INFO : TRAIN, epoch=0020, iter=00070/00196, fetch data time cost=1.90ms, fps=2233 images/s, loss=0.3261, top1-acc=89.36%, top5-acc=99.41%, remaining_time=0:00:14.948262, arrival_time=2021-04-10 02:20:41.386430, cost_time=0:00:08.304603 2021-04-10 02:20:27,584 INFO : TRAIN, epoch=0020, iter=00080/00196, fetch data time cost=1.94ms, fps=2235 images/s, loss=0.3278, top1-acc=89.33%, top5-acc=99.40%, remaining_time=0:00:13.703196, arrival_time=2021-04-10 02:20:41.287240, cost_time=0:00:09.450478 2021-04-10 02:20:28,735 INFO : TRAIN, epoch=0020, iter=00090/00196, fetch data time cost=1.82ms, fps=2225 images/s, loss=0.3273, top1-acc=89.30%, top5-acc=99.40%, remaining_time=0:00:12.486164, arrival_time=2021-04-10 02:20:41.221231, cost_time=0:00:10.601449 2021-04-10 02:20:29,883 INFO : TRAIN, epoch=0020, iter=00100/00196, fetch data time cost=1.57ms, fps=2231 images/s, loss=0.3286, top1-acc=89.31%, top5-acc=99.40%, remaining_time=0:00:11.279520, arrival_time=2021-04-10 02:20:41.162544, cost_time=0:00:11.749456 2021-04-10 02:20:31,030 INFO : TRAIN, epoch=0020, iter=00110/00196, fetch data time cost=1.79ms, fps=2232 images/s, loss=0.3327, top1-acc=89.17%, top5-acc=99.40%, remaining_time=0:00:10.082898, arrival_time=2021-04-10 02:20:41.113281, cost_time=0:00:12.896758 2021-04-10 02:20:32,178 INFO : TRAIN, epoch=0020, iter=00120/00196, fetch data time cost=1.50ms, fps=2231 images/s, loss=0.3343, top1-acc=89.15%, top5-acc=99.38%, remaining_time=0:00:08.894888, arrival_time=2021-04-10 02:20:41.072970, cost_time=0:00:14.044508 2021-04-10 02:20:33,323 INFO : TRAIN, epoch=0020, iter=00130/00196, fetch data time cost=1.52ms, fps=2235 images/s, loss=0.3346, top1-acc=89.17%, top5-acc=99.39%, remaining_time=0:00:07.712034, arrival_time=2021-04-10 02:20:41.035973, cost_time=0:00:15.190375 2021-04-10 02:20:34,473 INFO : TRAIN, epoch=0020, iter=00140/00196, fetch data time cost=1.98ms, fps=2227 images/s, loss=0.3355, top1-acc=89.16%, top5-acc=99.37%, remaining_time=0:00:06.535984, arrival_time=2021-04-10 02:20:41.009571, cost_time=0:00:16.340023 2021-04-10 02:20:35,620 INFO : TRAIN, epoch=0020, iter=00150/00196, fetch data time cost=1.50ms, fps=2232 images/s, loss=0.3378, top1-acc=89.11%, top5-acc=99.36%, remaining_time=0:00:05.362726, arrival_time=2021-04-10 02:20:40.983512, cost_time=0:00:17.487216 2021-04-10 02:20:36,763 INFO : TRAIN, epoch=0020, iter=00160/00196, fetch data time cost=1.45ms, fps=2242 images/s, loss=0.3392, top1-acc=89.08%, top5-acc=99.35%, remaining_time=0:00:04.191660, arrival_time=2021-04-10 02:20:40.954840, cost_time=0:00:18.629567 2021-04-10 02:20:37,912 INFO : TRAIN, epoch=0020, iter=00170/00196, fetch data time cost=2.39ms, fps=2228 images/s, loss=0.3433, top1-acc=88.95%, top5-acc=99.34%, remaining_time=0:00:03.025022, arrival_time=2021-04-10 02:20:40.937550, cost_time=0:00:19.778913 2021-04-10 02:20:39,056 INFO : TRAIN, epoch=0020, iter=00180/00196, fetch data time cost=1.44ms, fps=2238 images/s, loss=0.3443, top1-acc=88.93%, top5-acc=99.36%, remaining_time=0:00:01.859840, arrival_time=2021-04-10 02:20:40.916560, cost_time=0:00:20.923149 2021-04-10 02:20:40,201 INFO : TRAIN, epoch=0020, iter=00190/00196, fetch data time cost=1.28ms, fps=2236 images/s, loss=0.3457, top1-acc=88.87%, top5-acc=99.35%, remaining_time=0:00:00.696894, arrival_time=2021-04-10 02:20:40.898803, cost_time=0:00:22.068345 2021-04-10 02:20:40,819 INFO : TRAIN, epoch=0020, iter=00196/00196, fetch data time cost=1.28ms, fps=2205 images/s, loss=0.3471, top1-acc=88.86%, top5-acc=99.34%, remaining_time=0:00:00, arrival_time=2021-04-10 02:20:40.819234, cost_time=0:00:22.685629 2021-04-10 02:20:41,313 INFO : EVAL, epoch=0020, iter=00010/00040, fetch data time cost=0.31ms, fps=5195 images/s, loss=0.5152, top1-acc=83.09%, top5-acc=98.98%, remaining_time=0:00:01.478190, arrival_time=2021-04-10 02:20:42.791412, cost_time=0:00:00.492730 2021-04-10 02:20:41,709 INFO : EVAL, epoch=0020, iter=00020/00040, fetch data time cost=1.82ms, fps=6472 images/s, loss=0.5222, top1-acc=82.70%, top5-acc=99.00%, remaining_time=0:00:00.888620, arrival_time=2021-04-10 02:20:42.597772, cost_time=0:00:00.888613 2021-04-10 02:20:42,089 INFO : EVAL, epoch=0020, iter=00030/00040, fetch data time cost=1.88ms, fps=6743 images/s, loss=0.5356, top1-acc=82.75%, top5-acc=98.93%, remaining_time=0:00:00.422910, arrival_time=2021-04-10 02:20:42.512215, cost_time=0:00:01.268720 2021-04-10 02:20:42,426 INFO : EVAL, epoch=0020, iter=00040/00040, fetch data time cost=0.06ms, fps=6890 images/s, loss=0.5461, top1-acc=82.73%, top5-acc=98.94%, remaining_time=0:00:00, arrival_time=2021-04-10 02:20:42.426422, cost_time=0:00:01.605960 2021-04-10 02:20:42,927 INFO : Epoch=0020 complete, best val top1-acc=83.92%, top5-acc=99.07% (epoch=18), remaining_time=1:15:04.181220, arrival_time=2021-04-10 03:35:47.109090, cost_time=0:08:20.464578 2021-04-10 02:20:42,928 INFO : Train start, epoch=0021, lr=0.097553 2021-04-10 02:20:44,296 INFO : TRAIN, epoch=0021, iter=00010/00196, fetch data time cost=0.25ms, fps=1871 images/s, loss=0.2850, top1-acc=90.94%, top5-acc=99.53%, remaining_time=0:00:25.445172, arrival_time=2021-04-10 02:21:09.741767, cost_time=0:00:01.368024 2021-04-10 02:20:45,442 INFO : TRAIN, epoch=0021, iter=00020/00196, fetch data time cost=1.81ms, fps=2236 images/s, loss=0.3169, top1-acc=89.98%, top5-acc=99.45%, remaining_time=0:00:22.118448, arrival_time=2021-04-10 02:21:07.560555, cost_time=0:00:02.513451 2021-04-10 02:20:46,601 INFO : TRAIN, epoch=0021, iter=00030/00196, fetch data time cost=1.64ms, fps=2210 images/s, loss=0.3238, top1-acc=89.74%, top5-acc=99.45%, remaining_time=0:00:20.321388, arrival_time=2021-04-10 02:21:06.922519, cost_time=0:00:03.672545 2021-04-10 02:20:47,754 INFO : TRAIN, epoch=0021, iter=00040/00196, fetch data time cost=2.13ms, fps=2221 images/s, loss=0.3273, top1-acc=89.42%, top5-acc=99.41%, remaining_time=0:00:18.820464, arrival_time=2021-04-10 02:21:06.574738, cost_time=0:00:04.825741 2021-04-10 02:20:48,905 INFO : TRAIN, epoch=0021, iter=00050/00196, fetch data time cost=1.48ms, fps=2226 images/s, loss=0.3289, top1-acc=89.51%, top5-acc=99.37%, remaining_time=0:00:17.451088, arrival_time=2021-04-10 02:21:06.356129, cost_time=0:00:05.976379 2021-04-10 02:20:50,059 INFO : TRAIN, epoch=0021, iter=00060/00196, fetch data time cost=1.53ms, fps=2219 images/s, loss=0.3336, top1-acc=89.39%, top5-acc=99.37%, remaining_time=0:00:16.163736, arrival_time=2021-04-10 02:21:06.223319, cost_time=0:00:07.131037 2021-04-10 02:20:51,207 INFO : TRAIN, epoch=0021, iter=00070/00196, fetch data time cost=1.47ms, fps=2230 images/s, loss=0.3368, top1-acc=89.30%, top5-acc=99.38%, remaining_time=0:00:14.902650, arrival_time=2021-04-10 02:21:06.110458, cost_time=0:00:08.279227 2021-04-10 02:20:52,353 INFO : TRAIN, epoch=0021, iter=00080/00196, fetch data time cost=1.41ms, fps=2236 images/s, loss=0.3398, top1-acc=89.21%, top5-acc=99.38%, remaining_time=0:00:13.665960, arrival_time=2021-04-10 02:21:06.019314, cost_time=0:00:09.424814 2021-04-10 02:20:53,496 INFO : TRAIN, epoch=0021, iter=00090/00196, fetch data time cost=1.83ms, fps=2240 images/s, loss=0.3378, top1-acc=89.27%, top5-acc=99.36%, remaining_time=0:00:12.446838, arrival_time=2021-04-10 02:21:05.943487, cost_time=0:00:10.568113 2021-04-10 02:20:54,644 INFO : TRAIN, epoch=0021, iter=00100/00196, fetch data time cost=2.11ms, fps=2230 images/s, loss=0.3388, top1-acc=89.25%, top5-acc=99.36%, remaining_time=0:00:11.247648, arrival_time=2021-04-10 02:21:05.892506, cost_time=0:00:11.716260 2021-04-10 02:20:55,793 INFO : TRAIN, epoch=0021, iter=00110/00196, fetch data time cost=1.56ms, fps=2230 images/s, loss=0.3408, top1-acc=89.20%, top5-acc=99.35%, remaining_time=0:00:10.058044, arrival_time=2021-04-10 02:21:05.851472, cost_time=0:00:12.864891 2021-04-10 02:20:56,937 INFO : TRAIN, epoch=0021, iter=00120/00196, fetch data time cost=1.52ms, fps=2238 images/s, loss=0.3411, top1-acc=89.23%, top5-acc=99.34%, remaining_time=0:00:08.872392, arrival_time=2021-04-10 02:21:05.809966, cost_time=0:00:14.009040 2021-04-10 02:20:58,080 INFO : TRAIN, epoch=0021, iter=00130/00196, fetch data time cost=1.38ms, fps=2241 images/s, loss=0.3436, top1-acc=89.13%, top5-acc=99.33%, remaining_time=0:00:07.692432, arrival_time=2021-04-10 02:21:05.772742, cost_time=0:00:15.151772 2021-04-10 02:20:59,229 INFO : TRAIN, epoch=0021, iter=00140/00196, fetch data time cost=1.90ms, fps=2228 images/s, loss=0.3462, top1-acc=89.03%, top5-acc=99.32%, remaining_time=0:00:06.520416, arrival_time=2021-04-10 02:21:05.749994, cost_time=0:00:16.301038 2021-04-10 02:21:00,376 INFO : TRAIN, epoch=0021, iter=00150/00196, fetch data time cost=1.65ms, fps=2233 images/s, loss=0.3460, top1-acc=89.05%, top5-acc=99.32%, remaining_time=0:00:05.350628, arrival_time=2021-04-10 02:21:05.726847, cost_time=0:00:17.447637 2021-04-10 02:21:01,526 INFO : TRAIN, epoch=0021, iter=00160/00196, fetch data time cost=1.41ms, fps=2227 images/s, loss=0.3463, top1-acc=89.06%, top5-acc=99.32%, remaining_time=0:00:04.184424, arrival_time=2021-04-10 02:21:05.710432, cost_time=0:00:18.597469 2021-04-10 02:21:02,668 INFO : TRAIN, epoch=0021, iter=00170/00196, fetch data time cost=1.31ms, fps=2242 images/s, loss=0.3464, top1-acc=89.03%, top5-acc=99.32%, remaining_time=0:00:03.019016, arrival_time=2021-04-10 02:21:05.687215, cost_time=0:00:19.739665 2021-04-10 02:21:03,817 INFO : TRAIN, epoch=0021, iter=00180/00196, fetch data time cost=1.92ms, fps=2228 images/s, loss=0.3458, top1-acc=89.01%, top5-acc=99.32%, remaining_time=0:00:01.856784, arrival_time=2021-04-10 02:21:05.674158, cost_time=0:00:20.888804 2021-04-10 02:21:04,967 INFO : TRAIN, epoch=0021, iter=00190/00196, fetch data time cost=1.82ms, fps=2226 images/s, loss=0.3462, top1-acc=88.99%, top5-acc=99.32%, remaining_time=0:00:00.695970, arrival_time=2021-04-10 02:21:05.663634, cost_time=0:00:22.039065 2021-04-10 02:21:05,585 INFO : TRAIN, epoch=0021, iter=00196/00196, fetch data time cost=0.08ms, fps=2203 images/s, loss=0.3461, top1-acc=88.97%, top5-acc=99.33%, remaining_time=0:00:00, arrival_time=2021-04-10 02:21:05.585498, cost_time=0:00:22.656963 2021-04-10 02:21:06,068 INFO : EVAL, epoch=0021, iter=00010/00040, fetch data time cost=1.30ms, fps=5307 images/s, loss=0.6222, top1-acc=81.13%, top5-acc=98.55%, remaining_time=0:00:01.447140, arrival_time=2021-04-10 02:21:07.515924, cost_time=0:00:00.482378 2021-04-10 02:21:06,443 INFO : EVAL, epoch=0021, iter=00020/00040, fetch data time cost=2.97ms, fps=6847 images/s, loss=0.6247, top1-acc=81.25%, top5-acc=98.50%, remaining_time=0:00:00.856620, arrival_time=2021-04-10 02:21:07.299724, cost_time=0:00:00.856621 2021-04-10 02:21:06,816 INFO : EVAL, epoch=0021, iter=00030/00040, fetch data time cost=1.33ms, fps=6858 images/s, loss=0.6256, top1-acc=81.08%, top5-acc=98.54%, remaining_time=0:00:00.410160, arrival_time=2021-04-10 02:21:07.227052, cost_time=0:00:01.230477 2021-04-10 02:21:07,157 INFO : EVAL, epoch=0021, iter=00040/00040, fetch data time cost=0.07ms, fps=6810 images/s, loss=0.6192, top1-acc=81.10%, top5-acc=98.56%, remaining_time=0:00:00, arrival_time=2021-04-10 02:21:07.157891, cost_time=0:00:01.571503 2021-04-10 02:21:07,641 INFO : Epoch=0021 complete, best val top1-acc=83.92%, top5-acc=99.07% (epoch=18), remaining_time=1:14:36.519531, arrival_time=2021-04-10 03:35:44.161095, cost_time=0:08:45.178261 2021-04-10 02:21:07,642 INFO : Train start, epoch=0022, lr=0.097304 2021-04-10 02:21:09,003 INFO : TRAIN, epoch=0022, iter=00010/00196, fetch data time cost=0.32ms, fps=1881 images/s, loss=0.3020, top1-acc=89.84%, top5-acc=99.57%, remaining_time=0:00:25.320552, arrival_time=2021-04-10 02:21:34.324156, cost_time=0:00:01.361320 2021-04-10 02:21:10,151 INFO : TRAIN, epoch=0022, iter=00020/00196, fetch data time cost=1.98ms, fps=2232 images/s, loss=0.3119, top1-acc=89.75%, top5-acc=99.59%, remaining_time=0:00:22.078848, arrival_time=2021-04-10 02:21:32.230033, cost_time=0:00:02.508965 2021-04-10 02:21:11,300 INFO : TRAIN, epoch=0022, iter=00030/00196, fetch data time cost=1.39ms, fps=2228 images/s, loss=0.3229, top1-acc=89.30%, top5-acc=99.52%, remaining_time=0:00:20.243866, arrival_time=2021-04-10 02:21:31.544651, cost_time=0:00:03.658522 2021-04-10 02:21:12,450 INFO : TRAIN, epoch=0022, iter=00040/00196, fetch data time cost=1.56ms, fps=2227 images/s, loss=0.3236, top1-acc=89.21%, top5-acc=99.53%, remaining_time=0:00:18.753072, arrival_time=2021-04-10 02:21:31.203843, cost_time=0:00:04.808490 2021-04-10 02:21:13,601 INFO : TRAIN, epoch=0022, iter=00050/00196, fetch data time cost=1.41ms, fps=2226 images/s, loss=0.3205, top1-acc=89.47%, top5-acc=99.54%, remaining_time=0:00:17.400426, arrival_time=2021-04-10 02:21:31.001763, cost_time=0:00:05.959058 2021-04-10 02:21:14,752 INFO : TRAIN, epoch=0022, iter=00060/00196, fetch data time cost=1.32ms, fps=2225 images/s, loss=0.3220, top1-acc=89.41%, top5-acc=99.53%, remaining_time=0:00:16.116000, arrival_time=2021-04-10 02:21:30.868200, cost_time=0:00:07.109984 2021-04-10 02:21:15,902 INFO : TRAIN, epoch=0022, iter=00070/00196, fetch data time cost=1.54ms, fps=2227 images/s, loss=0.3196, top1-acc=89.53%, top5-acc=99.54%, remaining_time=0:00:14.867622, arrival_time=2021-04-10 02:21:30.769630, cost_time=0:00:08.259792 2021-04-10 02:21:17,054 INFO : TRAIN, epoch=0022, iter=00080/00196, fetch data time cost=1.35ms, fps=2222 images/s, loss=0.3277, top1-acc=89.33%, top5-acc=99.48%, remaining_time=0:00:13.648096, arrival_time=2021-04-10 02:21:30.702850, cost_time=0:00:09.412495 2021-04-10 02:21:18,204 INFO : TRAIN, epoch=0022, iter=00090/00196, fetch data time cost=1.85ms, fps=2227 images/s, loss=0.3326, top1-acc=89.23%, top5-acc=99.43%, remaining_time=0:00:12.440266, arrival_time=2021-04-10 02:21:30.645089, cost_time=0:00:10.562483 2021-04-10 02:21:19,355 INFO : TRAIN, epoch=0022, iter=00100/00196, fetch data time cost=2.15ms, fps=2226 images/s, loss=0.3347, top1-acc=89.17%, top5-acc=99.43%, remaining_time=0:00:11.244576, arrival_time=2021-04-10 02:21:30.599986, cost_time=0:00:11.713145 2021-04-10 02:21:20,498 INFO : TRAIN, epoch=0022, iter=00110/00196, fetch data time cost=1.43ms, fps=2240 images/s, loss=0.3321, top1-acc=89.26%, top5-acc=99.44%, remaining_time=0:00:10.051594, arrival_time=2021-04-10 02:21:30.550478, cost_time=0:00:12.856659 2021-04-10 02:21:21,644 INFO : TRAIN, epoch=0022, iter=00120/00196, fetch data time cost=1.54ms, fps=2235 images/s, loss=0.3330, top1-acc=89.26%, top5-acc=99.44%, remaining_time=0:00:08.868288, arrival_time=2021-04-10 02:21:30.513026, cost_time=0:00:14.002519 2021-04-10 02:21:22,790 INFO : TRAIN, epoch=0022, iter=00130/00196, fetch data time cost=1.31ms, fps=2236 images/s, loss=0.3354, top1-acc=89.19%, top5-acc=99.42%, remaining_time=0:00:07.690518, arrival_time=2021-04-10 02:21:30.480698, cost_time=0:00:15.147934 2021-04-10 02:21:23,946 INFO : TRAIN, epoch=0022, iter=00140/00196, fetch data time cost=1.43ms, fps=2216 images/s, loss=0.3350, top1-acc=89.20%, top5-acc=99.42%, remaining_time=0:00:06.521536, arrival_time=2021-04-10 02:21:30.467559, cost_time=0:00:16.303803 2021-04-10 02:21:25,088 INFO : TRAIN, epoch=0022, iter=00150/00196, fetch data time cost=1.50ms, fps=2241 images/s, loss=0.3353, top1-acc=89.15%, top5-acc=99.42%, remaining_time=0:00:05.350260, arrival_time=2021-04-10 02:21:30.439066, cost_time=0:00:17.446546 2021-04-10 02:21:26,235 INFO : TRAIN, epoch=0022, iter=00160/00196, fetch data time cost=1.37ms, fps=2233 images/s, loss=0.3352, top1-acc=89.13%, top5-acc=99.44%, remaining_time=0:00:04.183560, arrival_time=2021-04-10 02:21:30.419364, cost_time=0:00:18.593546 2021-04-10 02:21:27,388 INFO : TRAIN, epoch=0022, iter=00170/00196, fetch data time cost=1.34ms, fps=2222 images/s, loss=0.3355, top1-acc=89.10%, top5-acc=99.44%, remaining_time=0:00:03.019978, arrival_time=2021-04-10 02:21:30.408212, cost_time=0:00:19.746014 2021-04-10 02:21:28,539 INFO : TRAIN, epoch=0022, iter=00180/00196, fetch data time cost=2.14ms, fps=2224 images/s, loss=0.3376, top1-acc=89.03%, top5-acc=99.43%, remaining_time=0:00:01.857552, arrival_time=2021-04-10 02:21:30.397240, cost_time=0:00:20.897404 2021-04-10 02:21:29,684 INFO : TRAIN, epoch=0022, iter=00190/00196, fetch data time cost=1.30ms, fps=2236 images/s, loss=0.3367, top1-acc=89.04%, top5-acc=99.45%, remaining_time=0:00:00.696084, arrival_time=2021-04-10 02:21:30.380895, cost_time=0:00:22.042581 2021-04-10 02:21:30,303 INFO : TRAIN, epoch=0022, iter=00196/00196, fetch data time cost=1.50ms, fps=2199 images/s, loss=0.3372, top1-acc=89.03%, top5-acc=99.44%, remaining_time=0:00:00, arrival_time=2021-04-10 02:21:30.303848, cost_time=0:00:22.661521 2021-04-10 02:21:30,789 INFO : EVAL, epoch=0022, iter=00010/00040, fetch data time cost=1.41ms, fps=5292 images/s, loss=0.4686, top1-acc=85.00%, top5-acc=99.06%, remaining_time=0:00:01.451130, arrival_time=2021-04-10 02:21:32.240109, cost_time=0:00:00.483711 2021-04-10 02:21:31,159 INFO : EVAL, epoch=0022, iter=00020/00040, fetch data time cost=1.50ms, fps=6911 images/s, loss=0.4677, top1-acc=84.84%, top5-acc=99.04%, remaining_time=0:00:00.854500, arrival_time=2021-04-10 02:21:32.014252, cost_time=0:00:00.854495 2021-04-10 02:21:31,530 INFO : EVAL, epoch=0022, iter=00030/00040, fetch data time cost=1.57ms, fps=6917 images/s, loss=0.4639, top1-acc=85.13%, top5-acc=99.04%, remaining_time=0:00:00.408310, arrival_time=2021-04-10 02:21:31.938512, cost_time=0:00:01.224943 2021-04-10 02:21:31,870 INFO : EVAL, epoch=0022, iter=00040/00040, fetch data time cost=0.08ms, fps=6832 images/s, loss=0.4559, top1-acc=85.39%, top5-acc=98.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:21:31.870086, cost_time=0:00:01.564856 2021-04-10 02:21:32,933 INFO : Epoch=0022 complete, best val top1-acc=85.39%, top5-acc=98.99% (epoch=22), remaining_time=1:14:13.807242, arrival_time=2021-04-10 03:35:46.741094, cost_time=0:09:10.470556 2021-04-10 02:21:32,934 INFO : Train start, epoch=0023, lr=0.097044 2021-04-10 02:21:34,271 INFO : TRAIN, epoch=0023, iter=00010/00196, fetch data time cost=0.25ms, fps=1915 images/s, loss=0.3106, top1-acc=89.34%, top5-acc=99.30%, remaining_time=0:00:24.867456, arrival_time=2021-04-10 02:21:59.138964, cost_time=0:00:01.336960 2021-04-10 02:21:35,422 INFO : TRAIN, epoch=0023, iter=00020/00196, fetch data time cost=1.71ms, fps=2225 images/s, loss=0.3005, top1-acc=89.82%, top5-acc=99.39%, remaining_time=0:00:21.893872, arrival_time=2021-04-10 02:21:57.316362, cost_time=0:00:02.487943 2021-04-10 02:21:36,564 INFO : TRAIN, epoch=0023, iter=00030/00196, fetch data time cost=1.51ms, fps=2242 images/s, loss=0.3041, top1-acc=89.91%, top5-acc=99.51%, remaining_time=0:00:20.086498, arrival_time=2021-04-10 02:21:56.651139, cost_time=0:00:03.630095 2021-04-10 02:21:37,716 INFO : TRAIN, epoch=0023, iter=00040/00196, fetch data time cost=1.40ms, fps=2224 images/s, loss=0.3044, top1-acc=89.88%, top5-acc=99.50%, remaining_time=0:00:18.648708, arrival_time=2021-04-10 02:21:56.364909, cost_time=0:00:04.781717 2021-04-10 02:21:38,868 INFO : TRAIN, epoch=0023, iter=00050/00196, fetch data time cost=2.57ms, fps=2222 images/s, loss=0.3149, top1-acc=89.71%, top5-acc=99.49%, remaining_time=0:00:17.327280, arrival_time=2021-04-10 02:21:56.195902, cost_time=0:00:05.933999 2021-04-10 02:21:40,022 INFO : TRAIN, epoch=0023, iter=00060/00196, fetch data time cost=1.42ms, fps=2220 images/s, loss=0.3200, top1-acc=89.54%, top5-acc=99.45%, remaining_time=0:00:16.066360, arrival_time=2021-04-10 02:21:56.088976, cost_time=0:00:07.088124 2021-04-10 02:21:41,170 INFO : TRAIN, epoch=0023, iter=00070/00196, fetch data time cost=1.34ms, fps=2231 images/s, loss=0.3196, top1-acc=89.55%, top5-acc=99.47%, remaining_time=0:00:14.824278, arrival_time=2021-04-10 02:21:55.994543, cost_time=0:00:08.235738 2021-04-10 02:21:42,321 INFO : TRAIN, epoch=0023, iter=00080/00196, fetch data time cost=1.85ms, fps=2225 images/s, loss=0.3243, top1-acc=89.44%, top5-acc=99.45%, remaining_time=0:00:13.610628, arrival_time=2021-04-10 02:21:55.931717, cost_time=0:00:09.386603 2021-04-10 02:21:43,462 INFO : TRAIN, epoch=0023, iter=00090/00196, fetch data time cost=1.44ms, fps=2243 images/s, loss=0.3241, top1-acc=89.44%, top5-acc=99.44%, remaining_time=0:00:12.400198, arrival_time=2021-04-10 02:21:55.863152, cost_time=0:00:10.528472 2021-04-10 02:21:44,611 INFO : TRAIN, epoch=0023, iter=00100/00196, fetch data time cost=2.82ms, fps=2229 images/s, loss=0.3282, top1-acc=89.32%, top5-acc=99.41%, remaining_time=0:00:11.210016, arrival_time=2021-04-10 02:21:55.821686, cost_time=0:00:11.677117 2021-04-10 02:21:45,752 INFO : TRAIN, epoch=0023, iter=00110/00196, fetch data time cost=1.45ms, fps=2244 images/s, loss=0.3286, top1-acc=89.31%, top5-acc=99.41%, remaining_time=0:00:10.021494, arrival_time=2021-04-10 02:21:55.774244, cost_time=0:00:12.818233 2021-04-10 02:21:46,909 INFO : TRAIN, epoch=0023, iter=00120/00196, fetch data time cost=1.62ms, fps=2214 images/s, loss=0.3303, top1-acc=89.23%, top5-acc=99.42%, remaining_time=0:00:08.850884, arrival_time=2021-04-10 02:21:55.760482, cost_time=0:00:13.975063 2021-04-10 02:21:48,056 INFO : TRAIN, epoch=0023, iter=00130/00196, fetch data time cost=1.44ms, fps=2233 images/s, loss=0.3306, top1-acc=89.23%, top5-acc=99.44%, remaining_time=0:00:07.677318, arrival_time=2021-04-10 02:21:55.733816, cost_time=0:00:15.121981 2021-04-10 02:21:49,209 INFO : TRAIN, epoch=0023, iter=00140/00196, fetch data time cost=1.32ms, fps=2221 images/s, loss=0.3320, top1-acc=89.19%, top5-acc=99.45%, remaining_time=0:00:06.510056, arrival_time=2021-04-10 02:21:55.719708, cost_time=0:00:16.275167 2021-04-10 02:21:50,371 INFO : TRAIN, epoch=0023, iter=00150/00196, fetch data time cost=1.79ms, fps=2203 images/s, loss=0.3327, top1-acc=89.20%, top5-acc=99.44%, remaining_time=0:00:05.347500, arrival_time=2021-04-10 02:21:55.719444, cost_time=0:00:17.437462 2021-04-10 02:21:51,515 INFO : TRAIN, epoch=0023, iter=00160/00196, fetch data time cost=1.40ms, fps=2241 images/s, loss=0.3313, top1-acc=89.25%, top5-acc=99.44%, remaining_time=0:00:04.180608, arrival_time=2021-04-10 02:21:55.695557, cost_time=0:00:18.580421 2021-04-10 02:21:52,661 INFO : TRAIN, epoch=0023, iter=00170/00196, fetch data time cost=1.34ms, fps=2234 images/s, loss=0.3312, top1-acc=89.25%, top5-acc=99.44%, remaining_time=0:00:03.017014, arrival_time=2021-04-10 02:21:55.678131, cost_time=0:00:19.726631 2021-04-10 02:21:53,805 INFO : TRAIN, epoch=0023, iter=00180/00196, fetch data time cost=1.38ms, fps=2239 images/s, loss=0.3320, top1-acc=89.26%, top5-acc=99.44%, remaining_time=0:00:01.855152, arrival_time=2021-04-10 02:21:55.660198, cost_time=0:00:20.870516 2021-04-10 02:21:54,956 INFO : TRAIN, epoch=0023, iter=00190/00196, fetch data time cost=1.30ms, fps=2224 images/s, loss=0.3318, top1-acc=89.28%, top5-acc=99.44%, remaining_time=0:00:00.695430, arrival_time=2021-04-10 02:21:55.651941, cost_time=0:00:22.022020 2021-04-10 02:21:55,571 INFO : TRAIN, epoch=0023, iter=00196/00196, fetch data time cost=1.62ms, fps=2212 images/s, loss=0.3334, top1-acc=89.28%, top5-acc=99.44%, remaining_time=0:00:00, arrival_time=2021-04-10 02:21:55.571753, cost_time=0:00:22.637274 2021-04-10 02:21:56,027 INFO : EVAL, epoch=0023, iter=00010/00040, fetch data time cost=5.29ms, fps=5628 images/s, loss=0.5306, top1-acc=82.85%, top5-acc=98.59%, remaining_time=0:00:01.364640, arrival_time=2021-04-10 02:21:57.392233, cost_time=0:00:00.454883 2021-04-10 02:21:56,399 INFO : EVAL, epoch=0023, iter=00020/00040, fetch data time cost=1.66ms, fps=6883 images/s, loss=0.5252, top1-acc=83.54%, top5-acc=98.71%, remaining_time=0:00:00.827120, arrival_time=2021-04-10 02:21:57.226997, cost_time=0:00:00.827123 2021-04-10 02:21:56,775 INFO : EVAL, epoch=0023, iter=00030/00040, fetch data time cost=1.28ms, fps=6816 images/s, loss=0.5354, top1-acc=83.16%, top5-acc=98.78%, remaining_time=0:00:00.401070, arrival_time=2021-04-10 02:21:57.177022, cost_time=0:00:01.203196 2021-04-10 02:21:57,115 INFO : EVAL, epoch=0023, iter=00040/00040, fetch data time cost=0.07ms, fps=6845 images/s, loss=0.5237, top1-acc=83.37%, top5-acc=98.87%, remaining_time=0:00:00, arrival_time=2021-04-10 02:21:57.115226, cost_time=0:00:01.542541 2021-04-10 02:21:57,638 INFO : Epoch=0023 complete, best val top1-acc=85.39%, top5-acc=98.99% (epoch=22), remaining_time=1:13:46.344492, arrival_time=2021-04-10 03:35:43.982502, cost_time=0:09:35.174714 2021-04-10 02:21:57,638 INFO : Train start, epoch=0024, lr=0.096772 2021-04-10 02:21:58,978 INFO : TRAIN, epoch=0024, iter=00010/00196, fetch data time cost=0.24ms, fps=1911 images/s, loss=0.3371, top1-acc=89.92%, top5-acc=99.18%, remaining_time=0:00:24.922884, arrival_time=2021-04-10 02:22:23.901511, cost_time=0:00:01.339942 2021-04-10 02:22:00,129 INFO : TRAIN, epoch=0024, iter=00020/00196, fetch data time cost=1.96ms, fps=2226 images/s, loss=0.3097, top1-acc=90.16%, top5-acc=99.37%, remaining_time=0:00:21.915696, arrival_time=2021-04-10 02:22:22.044873, cost_time=0:00:02.490420 2021-04-10 02:22:01,274 INFO : TRAIN, epoch=0024, iter=00030/00196, fetch data time cost=1.41ms, fps=2237 images/s, loss=0.3132, top1-acc=90.00%, top5-acc=99.40%, remaining_time=0:00:20.116710, arrival_time=2021-04-10 02:22:21.390985, cost_time=0:00:03.635545 2021-04-10 02:22:02,423 INFO : TRAIN, epoch=0024, iter=00040/00196, fetch data time cost=1.31ms, fps=2229 images/s, loss=0.3140, top1-acc=89.88%, top5-acc=99.46%, remaining_time=0:00:18.659316, arrival_time=2021-04-10 02:22:21.082465, cost_time=0:00:04.784448 2021-04-10 02:22:03,578 INFO : TRAIN, epoch=0024, iter=00050/00196, fetch data time cost=2.02ms, fps=2217 images/s, loss=0.3153, top1-acc=89.88%, top5-acc=99.46%, remaining_time=0:00:17.344216, arrival_time=2021-04-10 02:22:20.922752, cost_time=0:00:05.939812 2021-04-10 02:22:04,747 INFO : TRAIN, epoch=0024, iter=00060/00196, fetch data time cost=1.75ms, fps=2192 images/s, loss=0.3119, top1-acc=90.02%, top5-acc=99.45%, remaining_time=0:00:16.112464, arrival_time=2021-04-10 02:22:20.859565, cost_time=0:00:07.108435 2021-04-10 02:22:05,890 INFO : TRAIN, epoch=0024, iter=00070/00196, fetch data time cost=1.70ms, fps=2241 images/s, loss=0.3157, top1-acc=89.82%, top5-acc=99.43%, remaining_time=0:00:14.852502, arrival_time=2021-04-10 02:22:20.742593, cost_time=0:00:08.251400 2021-04-10 02:22:07,036 INFO : TRAIN, epoch=0024, iter=00080/00196, fetch data time cost=1.53ms, fps=2233 images/s, loss=0.3202, top1-acc=89.62%, top5-acc=99.39%, remaining_time=0:00:13.627332, arrival_time=2021-04-10 02:22:20.664157, cost_time=0:00:09.398168 2021-04-10 02:22:08,180 INFO : TRAIN, epoch=0024, iter=00090/00196, fetch data time cost=1.36ms, fps=2240 images/s, loss=0.3221, top1-acc=89.53%, top5-acc=99.38%, remaining_time=0:00:12.415356, arrival_time=2021-04-10 02:22:20.595394, cost_time=0:00:10.541338 2021-04-10 02:22:09,333 INFO : TRAIN, epoch=0024, iter=00100/00196, fetch data time cost=1.73ms, fps=2221 images/s, loss=0.3219, top1-acc=89.51%, top5-acc=99.39%, remaining_time=0:00:11.226912, arrival_time=2021-04-10 02:22:20.560220, cost_time=0:00:11.694657 2021-04-10 02:22:10,483 INFO : TRAIN, epoch=0024, iter=00110/00196, fetch data time cost=1.36ms, fps=2226 images/s, loss=0.3225, top1-acc=89.57%, top5-acc=99.37%, remaining_time=0:00:10.042392, arrival_time=2021-04-10 02:22:20.526034, cost_time=0:00:12.844923 2021-04-10 02:22:11,632 INFO : TRAIN, epoch=0024, iter=00120/00196, fetch data time cost=1.75ms, fps=2229 images/s, loss=0.3237, top1-acc=89.54%, top5-acc=99.37%, remaining_time=0:00:08.862968, arrival_time=2021-04-10 02:22:20.495831, cost_time=0:00:13.994142 2021-04-10 02:22:12,790 INFO : TRAIN, epoch=0024, iter=00130/00196, fetch data time cost=1.42ms, fps=2212 images/s, loss=0.3261, top1-acc=89.50%, top5-acc=99.37%, remaining_time=0:00:07.692564, arrival_time=2021-04-10 02:22:20.483301, cost_time=0:00:15.152079 2021-04-10 02:22:13,953 INFO : TRAIN, epoch=0024, iter=00140/00196, fetch data time cost=1.70ms, fps=2203 images/s, loss=0.3252, top1-acc=89.55%, top5-acc=99.37%, remaining_time=0:00:06.525792, arrival_time=2021-04-10 02:22:20.479032, cost_time=0:00:16.314473 2021-04-10 02:22:15,104 INFO : TRAIN, epoch=0024, iter=00150/00196, fetch data time cost=1.45ms, fps=2225 images/s, loss=0.3253, top1-acc=89.53%, top5-acc=99.37%, remaining_time=0:00:05.356102, arrival_time=2021-04-10 02:22:20.460289, cost_time=0:00:17.465489 2021-04-10 02:22:16,247 INFO : TRAIN, epoch=0024, iter=00160/00196, fetch data time cost=1.42ms, fps=2240 images/s, loss=0.3243, top1-acc=89.59%, top5-acc=99.38%, remaining_time=0:00:04.187016, arrival_time=2021-04-10 02:22:20.434719, cost_time=0:00:18.608975 2021-04-10 02:22:17,399 INFO : TRAIN, epoch=0024, iter=00170/00196, fetch data time cost=1.39ms, fps=2224 images/s, loss=0.3241, top1-acc=89.60%, top5-acc=99.39%, remaining_time=0:00:03.022240, arrival_time=2021-04-10 02:22:20.421727, cost_time=0:00:19.760830 2021-04-10 02:22:18,553 INFO : TRAIN, epoch=0024, iter=00180/00196, fetch data time cost=1.34ms, fps=2220 images/s, loss=0.3251, top1-acc=89.53%, top5-acc=99.39%, remaining_time=0:00:01.859056, arrival_time=2021-04-10 02:22:20.412217, cost_time=0:00:20.914342 2021-04-10 02:22:19,706 INFO : TRAIN, epoch=0024, iter=00190/00196, fetch data time cost=1.29ms, fps=2220 images/s, loss=0.3255, top1-acc=89.54%, top5-acc=99.41%, remaining_time=0:00:00.696888, arrival_time=2021-04-10 02:22:20.403723, cost_time=0:00:22.068183 2021-04-10 02:22:20,327 INFO : TRAIN, epoch=0024, iter=00196/00196, fetch data time cost=0.14ms, fps=2193 images/s, loss=0.3258, top1-acc=89.54%, top5-acc=99.42%, remaining_time=0:00:00, arrival_time=2021-04-10 02:22:20.327584, cost_time=0:00:22.688806 2021-04-10 02:22:20,813 INFO : EVAL, epoch=0024, iter=00010/00040, fetch data time cost=3.02ms, fps=5283 images/s, loss=0.5327, top1-acc=83.20%, top5-acc=98.98%, remaining_time=0:00:01.453560, arrival_time=2021-04-10 02:22:22.267175, cost_time=0:00:00.484522 2021-04-10 02:22:21,181 INFO : EVAL, epoch=0024, iter=00020/00040, fetch data time cost=1.57ms, fps=6959 images/s, loss=0.5525, top1-acc=82.42%, top5-acc=98.93%, remaining_time=0:00:00.852800, arrival_time=2021-04-10 02:22:22.034662, cost_time=0:00:00.852798 2021-04-10 02:22:21,552 INFO : EVAL, epoch=0024, iter=00030/00040, fetch data time cost=1.39ms, fps=6916 images/s, loss=0.5514, top1-acc=82.33%, top5-acc=98.84%, remaining_time=0:00:00.407750, arrival_time=2021-04-10 02:22:21.960076, cost_time=0:00:01.223257 2021-04-10 02:22:21,890 INFO : EVAL, epoch=0024, iter=00040/00040, fetch data time cost=0.09ms, fps=6877 images/s, loss=0.5360, top1-acc=82.69%, top5-acc=98.79%, remaining_time=0:00:00, arrival_time=2021-04-10 02:22:21.890022, cost_time=0:00:01.560977 2021-04-10 02:22:22,368 INFO : Epoch=0024 complete, best val top1-acc=85.39%, top5-acc=98.99% (epoch=22), remaining_time=1:13:19.303568, arrival_time=2021-04-10 03:35:41.671900, cost_time=0:09:59.905034 2021-04-10 02:22:22,368 INFO : Train start, epoch=0025, lr=0.096489 2021-04-10 02:22:23,676 INFO : TRAIN, epoch=0025, iter=00010/00196, fetch data time cost=1.45ms, fps=1958 images/s, loss=0.2792, top1-acc=90.62%, top5-acc=99.49%, remaining_time=0:00:24.319314, arrival_time=2021-04-10 02:22:47.995899, cost_time=0:00:01.307491 2021-04-10 02:22:24,824 INFO : TRAIN, epoch=0025, iter=00020/00196, fetch data time cost=2.66ms, fps=2232 images/s, loss=0.2929, top1-acc=90.37%, top5-acc=99.47%, remaining_time=0:00:21.602768, arrival_time=2021-04-10 02:22:46.426692, cost_time=0:00:02.454858 2021-04-10 02:22:25,971 INFO : TRAIN, epoch=0025, iter=00030/00196, fetch data time cost=1.53ms, fps=2232 images/s, loss=0.2985, top1-acc=90.04%, top5-acc=99.43%, remaining_time=0:00:19.933114, arrival_time=2021-04-10 02:22:45.904529, cost_time=0:00:03.602366 2021-04-10 02:22:27,121 INFO : TRAIN, epoch=0025, iter=00040/00196, fetch data time cost=1.42ms, fps=2227 images/s, loss=0.2993, top1-acc=90.08%, top5-acc=99.50%, remaining_time=0:00:18.534516, arrival_time=2021-04-10 02:22:45.656005, cost_time=0:00:04.752449 2021-04-10 02:22:28,266 INFO : TRAIN, epoch=0025, iter=00050/00196, fetch data time cost=1.48ms, fps=2237 images/s, loss=0.3079, top1-acc=89.89%, top5-acc=99.48%, remaining_time=0:00:17.220846, arrival_time=2021-04-10 02:22:45.487462, cost_time=0:00:05.897548 2021-04-10 02:22:29,415 INFO : TRAIN, epoch=0025, iter=00060/00196, fetch data time cost=1.65ms, fps=2230 images/s, loss=0.3107, top1-acc=89.82%, top5-acc=99.46%, remaining_time=0:00:15.971296, arrival_time=2021-04-10 02:22:45.386529, cost_time=0:00:07.046167 2021-04-10 02:22:30,568 INFO : TRAIN, epoch=0025, iter=00070/00196, fetch data time cost=1.40ms, fps=2221 images/s, loss=0.3107, top1-acc=89.79%, top5-acc=99.46%, remaining_time=0:00:14.758506, arrival_time=2021-04-10 02:22:45.326695, cost_time=0:00:08.199180 2021-04-10 02:22:31,718 INFO : TRAIN, epoch=0025, iter=00080/00196, fetch data time cost=1.62ms, fps=2227 images/s, loss=0.3138, top1-acc=89.74%, top5-acc=99.47%, remaining_time=0:00:13.556224, arrival_time=2021-04-10 02:22:45.274359, cost_time=0:00:09.349130 2021-04-10 02:22:32,861 INFO : TRAIN, epoch=0025, iter=00090/00196, fetch data time cost=1.49ms, fps=2239 images/s, loss=0.3131, top1-acc=89.77%, top5-acc=99.46%, remaining_time=0:00:12.358328, arrival_time=2021-04-10 02:22:45.220242, cost_time=0:00:10.492905 2021-04-10 02:22:34,006 INFO : TRAIN, epoch=0025, iter=00100/00196, fetch data time cost=2.02ms, fps=2237 images/s, loss=0.3148, top1-acc=89.76%, top5-acc=99.44%, remaining_time=0:00:11.172192, arrival_time=2021-04-10 02:22:45.178882, cost_time=0:00:11.637682 2021-04-10 02:22:35,157 INFO : TRAIN, epoch=0025, iter=00110/00196, fetch data time cost=1.45ms, fps=2226 images/s, loss=0.3172, top1-acc=89.71%, top5-acc=99.44%, remaining_time=0:00:09.998102, arrival_time=2021-04-10 02:22:45.155463, cost_time=0:00:12.788244 2021-04-10 02:22:36,310 INFO : TRAIN, epoch=0025, iter=00120/00196, fetch data time cost=2.05ms, fps=2221 images/s, loss=0.3163, top1-acc=89.78%, top5-acc=99.45%, remaining_time=0:00:08.829680, arrival_time=2021-04-10 02:22:45.140352, cost_time=0:00:13.941656 2021-04-10 02:22:37,455 INFO : TRAIN, epoch=0025, iter=00130/00196, fetch data time cost=1.53ms, fps=2237 images/s, loss=0.3169, top1-acc=89.76%, top5-acc=99.45%, remaining_time=0:00:07.659168, arrival_time=2021-04-10 02:22:45.114406, cost_time=0:00:15.086228 2021-04-10 02:22:38,598 INFO : TRAIN, epoch=0025, iter=00140/00196, fetch data time cost=1.55ms, fps=2241 images/s, loss=0.3167, top1-acc=89.78%, top5-acc=99.43%, remaining_time=0:00:06.491632, arrival_time=2021-04-10 02:22:45.089682, cost_time=0:00:16.229041 2021-04-10 02:22:39,743 INFO : TRAIN, epoch=0025, iter=00150/00196, fetch data time cost=1.53ms, fps=2236 images/s, loss=0.3174, top1-acc=89.74%, top5-acc=99.43%, remaining_time=0:00:05.328088, arrival_time=2021-04-10 02:22:45.071345, cost_time=0:00:17.374248 2021-04-10 02:22:40,889 INFO : TRAIN, epoch=0025, iter=00160/00196, fetch data time cost=1.88ms, fps=2235 images/s, loss=0.3177, top1-acc=89.74%, top5-acc=99.43%, remaining_time=0:00:04.167000, arrival_time=2021-04-10 02:22:45.055987, cost_time=0:00:18.519930 2021-04-10 02:22:42,044 INFO : TRAIN, epoch=0025, iter=00170/00196, fetch data time cost=1.39ms, fps=2216 images/s, loss=0.3176, top1-acc=89.78%, top5-acc=99.43%, remaining_time=0:00:03.009240, arrival_time=2021-04-10 02:22:45.054098, cost_time=0:00:19.675806 2021-04-10 02:22:43,194 INFO : TRAIN, epoch=0025, iter=00180/00196, fetch data time cost=1.46ms, fps=2229 images/s, loss=0.3185, top1-acc=89.75%, top5-acc=99.42%, remaining_time=0:00:01.851104, arrival_time=2021-04-10 02:22:45.045069, cost_time=0:00:20.824960 2021-04-10 02:22:44,344 INFO : TRAIN, epoch=0025, iter=00190/00196, fetch data time cost=1.31ms, fps=2227 images/s, loss=0.3196, top1-acc=89.73%, top5-acc=99.43%, remaining_time=0:00:00.693948, arrival_time=2021-04-10 02:22:45.037927, cost_time=0:00:21.974970 2021-04-10 02:22:44,959 INFO : TRAIN, epoch=0025, iter=00196/00196, fetch data time cost=1.23ms, fps=2212 images/s, loss=0.3208, top1-acc=89.70%, top5-acc=99.42%, remaining_time=0:00:00, arrival_time=2021-04-10 02:22:44.959111, cost_time=0:00:22.590107 2021-04-10 02:22:45,432 INFO : EVAL, epoch=0025, iter=00010/00040, fetch data time cost=1.37ms, fps=5419 images/s, loss=0.4896, top1-acc=84.02%, top5-acc=99.10%, remaining_time=0:00:01.417080, arrival_time=2021-04-10 02:22:46.849504, cost_time=0:00:00.472362 2021-04-10 02:22:45,803 INFO : EVAL, epoch=0025, iter=00020/00040, fetch data time cost=0.31ms, fps=6899 images/s, loss=0.4754, top1-acc=84.77%, top5-acc=99.06%, remaining_time=0:00:00.843780, arrival_time=2021-04-10 02:22:46.647616, cost_time=0:00:00.843777 2021-04-10 02:22:46,175 INFO : EVAL, epoch=0025, iter=00030/00040, fetch data time cost=1.69ms, fps=6895 images/s, loss=0.4815, top1-acc=84.48%, top5-acc=98.98%, remaining_time=0:00:00.405130, arrival_time=2021-04-10 02:22:46.580674, cost_time=0:00:01.215392 2021-04-10 02:22:46,512 INFO : EVAL, epoch=0025, iter=00040/00040, fetch data time cost=0.06ms, fps=6891 images/s, loss=0.4998, top1-acc=84.24%, top5-acc=99.08%, remaining_time=0:00:00, arrival_time=2021-04-10 02:22:46.512637, cost_time=0:00:01.552601 2021-04-10 02:22:47,013 INFO : Epoch=0025 complete, best val top1-acc=85.39%, top5-acc=98.99% (epoch=22), remaining_time=1:12:51.851925, arrival_time=2021-04-10 03:35:38.865514, cost_time=0:10:24.550273 2021-04-10 02:22:47,014 INFO : Train start, epoch=0026, lr=0.096194 2021-04-10 02:22:48,334 INFO : TRAIN, epoch=0026, iter=00010/00196, fetch data time cost=1.84ms, fps=1940 images/s, loss=0.3004, top1-acc=90.59%, top5-acc=99.37%, remaining_time=0:00:24.543444, arrival_time=2021-04-10 02:23:12.877546, cost_time=0:00:01.319545 2021-04-10 02:22:49,479 INFO : TRAIN, epoch=0026, iter=00020/00196, fetch data time cost=1.37ms, fps=2236 images/s, loss=0.2955, top1-acc=90.64%, top5-acc=99.43%, remaining_time=0:00:21.689184, arrival_time=2021-04-10 02:23:11.168470, cost_time=0:00:02.464690 2021-04-10 02:22:50,628 INFO : TRAIN, epoch=0026, iter=00030/00196, fetch data time cost=1.94ms, fps=2229 images/s, loss=0.2954, top1-acc=90.51%, top5-acc=99.49%, remaining_time=0:00:19.996692, arrival_time=2021-04-10 02:23:10.625150, cost_time=0:00:03.613859 2021-04-10 02:22:51,774 INFO : TRAIN, epoch=0026, iter=00040/00196, fetch data time cost=1.83ms, fps=2235 images/s, loss=0.2957, top1-acc=90.71%, top5-acc=99.46%, remaining_time=0:00:18.562440, arrival_time=2021-04-10 02:23:10.336592, cost_time=0:00:04.759617 2021-04-10 02:22:52,919 INFO : TRAIN, epoch=0026, iter=00050/00196, fetch data time cost=2.16ms, fps=2236 images/s, loss=0.2950, top1-acc=90.62%, top5-acc=99.48%, remaining_time=0:00:17.242308, arrival_time=2021-04-10 02:23:10.161773, cost_time=0:00:05.904895 2021-04-10 02:22:54,072 INFO : TRAIN, epoch=0026, iter=00060/00196, fetch data time cost=2.38ms, fps=2221 images/s, loss=0.3001, top1-acc=90.50%, top5-acc=99.43%, remaining_time=0:00:15.998496, arrival_time=2021-04-10 02:23:10.071223, cost_time=0:00:07.058136 2021-04-10 02:22:55,221 INFO : TRAIN, epoch=0026, iter=00070/00196, fetch data time cost=1.47ms, fps=2229 images/s, loss=0.3033, top1-acc=90.33%, top5-acc=99.44%, remaining_time=0:00:14.772870, arrival_time=2021-04-10 02:23:09.994550, cost_time=0:00:08.207142 2021-04-10 02:22:56,367 INFO : TRAIN, epoch=0026, iter=00080/00196, fetch data time cost=1.31ms, fps=2236 images/s, loss=0.3038, top1-acc=90.38%, top5-acc=99.47%, remaining_time=0:00:13.561096, arrival_time=2021-04-10 02:23:09.928113, cost_time=0:00:09.352494 2021-04-10 02:22:57,519 INFO : TRAIN, epoch=0026, iter=00090/00196, fetch data time cost=1.41ms, fps=2222 images/s, loss=0.3046, top1-acc=90.38%, top5-acc=99.47%, remaining_time=0:00:12.372214, arrival_time=2021-04-10 02:23:09.891470, cost_time=0:00:10.504740 2021-04-10 02:22:58,668 INFO : TRAIN, epoch=0026, iter=00100/00196, fetch data time cost=1.40ms, fps=2229 images/s, loss=0.3072, top1-acc=90.30%, top5-acc=99.46%, remaining_time=0:00:11.187264, arrival_time=2021-04-10 02:23:09.855281, cost_time=0:00:11.653449 2021-04-10 02:22:59,819 INFO : TRAIN, epoch=0026, iter=00110/00196, fetch data time cost=1.82ms, fps=2224 images/s, loss=0.3096, top1-acc=90.22%, top5-acc=99.47%, remaining_time=0:00:10.011260, arrival_time=2021-04-10 02:23:09.830910, cost_time=0:00:12.805062 2021-04-10 02:23:00,959 INFO : TRAIN, epoch=0026, iter=00120/00196, fetch data time cost=1.38ms, fps=2248 images/s, loss=0.3118, top1-acc=90.13%, top5-acc=99.48%, remaining_time=0:00:08.831580, arrival_time=2021-04-10 02:23:09.790732, cost_time=0:00:13.944572 2021-04-10 02:23:02,105 INFO : TRAIN, epoch=0026, iter=00130/00196, fetch data time cost=1.44ms, fps=2234 images/s, loss=0.3119, top1-acc=90.12%, top5-acc=99.47%, remaining_time=0:00:07.661742, arrival_time=2021-04-10 02:23:09.767520, cost_time=0:00:15.091248 2021-04-10 02:23:03,251 INFO : TRAIN, epoch=0026, iter=00140/00196, fetch data time cost=1.97ms, fps=2234 images/s, loss=0.3107, top1-acc=90.17%, top5-acc=99.49%, remaining_time=0:00:06.494936, arrival_time=2021-04-10 02:23:09.746828, cost_time=0:00:16.237325 2021-04-10 02:23:04,403 INFO : TRAIN, epoch=0026, iter=00150/00196, fetch data time cost=1.81ms, fps=2223 images/s, loss=0.3127, top1-acc=90.09%, top5-acc=99.47%, remaining_time=0:00:05.332734, arrival_time=2021-04-10 02:23:09.736679, cost_time=0:00:17.389418 2021-04-10 02:23:05,548 INFO : TRAIN, epoch=0026, iter=00160/00196, fetch data time cost=1.47ms, fps=2237 images/s, loss=0.3151, top1-acc=90.05%, top5-acc=99.47%, remaining_time=0:00:04.170204, arrival_time=2021-04-10 02:23:09.718961, cost_time=0:00:18.534230 2021-04-10 02:23:06,695 INFO : TRAIN, epoch=0026, iter=00170/00196, fetch data time cost=1.42ms, fps=2233 images/s, loss=0.3166, top1-acc=90.00%, top5-acc=99.47%, remaining_time=0:00:03.010020, arrival_time=2021-04-10 02:23:09.705427, cost_time=0:00:19.680879 2021-04-10 02:23:07,839 INFO : TRAIN, epoch=0026, iter=00180/00196, fetch data time cost=1.66ms, fps=2238 images/s, loss=0.3172, top1-acc=89.98%, top5-acc=99.47%, remaining_time=0:00:01.851136, arrival_time=2021-04-10 02:23:09.691018, cost_time=0:00:20.825353 2021-04-10 02:23:08,989 INFO : TRAIN, epoch=0026, iter=00190/00196, fetch data time cost=1.49ms, fps=2227 images/s, loss=0.3173, top1-acc=89.97%, top5-acc=99.48%, remaining_time=0:00:00.693960, arrival_time=2021-04-10 02:23:09.683876, cost_time=0:00:21.975387 2021-04-10 02:23:09,605 INFO : TRAIN, epoch=0026, iter=00196/00196, fetch data time cost=1.26ms, fps=2210 images/s, loss=0.3172, top1-acc=89.99%, top5-acc=99.48%, remaining_time=0:00:00, arrival_time=2021-04-10 02:23:09.605564, cost_time=0:00:22.591044 2021-04-10 02:23:10,074 INFO : EVAL, epoch=0026, iter=00010/00040, fetch data time cost=1.64ms, fps=5466 images/s, loss=0.4607, top1-acc=84.92%, top5-acc=99.41%, remaining_time=0:00:01.404990, arrival_time=2021-04-10 02:23:11.479780, cost_time=0:00:00.468328 2021-04-10 02:23:10,445 INFO : EVAL, epoch=0026, iter=00020/00040, fetch data time cost=1.31ms, fps=6905 images/s, loss=0.4659, top1-acc=84.84%, top5-acc=99.30%, remaining_time=0:00:00.839400, arrival_time=2021-04-10 02:23:11.285272, cost_time=0:00:00.839408 2021-04-10 02:23:10,815 INFO : EVAL, epoch=0026, iter=00030/00040, fetch data time cost=1.27ms, fps=6934 images/s, loss=0.4712, top1-acc=84.83%, top5-acc=99.23%, remaining_time=0:00:00.402990, arrival_time=2021-04-10 02:23:11.218410, cost_time=0:00:01.208957 2021-04-10 02:23:11,154 INFO : EVAL, epoch=0026, iter=00040/00040, fetch data time cost=0.11ms, fps=6844 images/s, loss=0.4748, top1-acc=84.71%, top5-acc=99.21%, remaining_time=0:00:00, arrival_time=2021-04-10 02:23:11.154782, cost_time=0:00:01.548305 2021-04-10 02:23:11,666 INFO : Epoch=0026 complete, best val top1-acc=85.39%, top5-acc=98.99% (epoch=22), remaining_time=1:12:24.670380, arrival_time=2021-04-10 03:35:36.337302, cost_time=0:10:49.203627 2021-04-10 02:23:11,667 INFO : Train start, epoch=0027, lr=0.095888 2021-04-10 02:23:13,042 INFO : TRAIN, epoch=0027, iter=00010/00196, fetch data time cost=0.48ms, fps=1862 images/s, loss=0.2931, top1-acc=90.31%, top5-acc=99.57%, remaining_time=0:00:25.574070, arrival_time=2021-04-10 02:23:38.616700, cost_time=0:00:01.374954 2021-04-10 02:23:14,191 INFO : TRAIN, epoch=0027, iter=00020/00196, fetch data time cost=1.46ms, fps=2230 images/s, loss=0.2989, top1-acc=90.23%, top5-acc=99.51%, remaining_time=0:00:22.206448, arrival_time=2021-04-10 02:23:36.397522, cost_time=0:00:02.523463 2021-04-10 02:23:15,336 INFO : TRAIN, epoch=0027, iter=00030/00196, fetch data time cost=1.34ms, fps=2237 images/s, loss=0.2980, top1-acc=90.35%, top5-acc=99.49%, remaining_time=0:00:20.298646, arrival_time=2021-04-10 02:23:35.634625, cost_time=0:00:03.668424 2021-04-10 02:23:16,485 INFO : TRAIN, epoch=0027, iter=00040/00196, fetch data time cost=1.56ms, fps=2229 images/s, loss=0.2979, top1-acc=90.46%, top5-acc=99.49%, remaining_time=0:00:18.788016, arrival_time=2021-04-10 02:23:35.273006, cost_time=0:00:04.817439 2021-04-10 02:23:17,635 INFO : TRAIN, epoch=0027, iter=00050/00196, fetch data time cost=1.86ms, fps=2226 images/s, loss=0.3031, top1-acc=90.25%, top5-acc=99.45%, remaining_time=0:00:17.425392, arrival_time=2021-04-10 02:23:35.060624, cost_time=0:00:05.967614 2021-04-10 02:23:18,783 INFO : TRAIN, epoch=0027, iter=00060/00196, fetch data time cost=2.00ms, fps=2230 images/s, loss=0.3048, top1-acc=90.25%, top5-acc=99.45%, remaining_time=0:00:16.130008, arrival_time=2021-04-10 02:23:34.913786, cost_time=0:00:07.116179 2021-04-10 02:23:19,937 INFO : TRAIN, epoch=0027, iter=00070/00196, fetch data time cost=2.22ms, fps=2221 images/s, loss=0.3009, top1-acc=90.21%, top5-acc=99.46%, remaining_time=0:00:14.884884, arrival_time=2021-04-10 02:23:34.821896, cost_time=0:00:08.269415 2021-04-10 02:23:21,110 INFO : TRAIN, epoch=0027, iter=00080/00196, fetch data time cost=2.12ms, fps=2182 images/s, loss=0.3001, top1-acc=90.24%, top5-acc=99.44%, remaining_time=0:00:13.692408, arrival_time=2021-04-10 02:23:34.803027, cost_time=0:00:09.443004 2021-04-10 02:23:22,257 INFO : TRAIN, epoch=0027, iter=00090/00196, fetch data time cost=1.56ms, fps=2233 images/s, loss=0.2999, top1-acc=90.25%, top5-acc=99.43%, remaining_time=0:00:12.472490, arrival_time=2021-04-10 02:23:34.729920, cost_time=0:00:10.589869 2021-04-10 02:23:23,406 INFO : TRAIN, epoch=0027, iter=00100/00196, fetch data time cost=1.44ms, fps=2228 images/s, loss=0.3012, top1-acc=90.22%, top5-acc=99.43%, remaining_time=0:00:11.269728, arrival_time=2021-04-10 02:23:34.676623, cost_time=0:00:11.739272 2021-04-10 02:23:24,553 INFO : TRAIN, epoch=0027, iter=00110/00196, fetch data time cost=1.40ms, fps=2233 images/s, loss=0.3025, top1-acc=90.23%, top5-acc=99.44%, remaining_time=0:00:10.074814, arrival_time=2021-04-10 02:23:34.628751, cost_time=0:00:12.886387 2021-04-10 02:23:25,696 INFO : TRAIN, epoch=0027, iter=00120/00196, fetch data time cost=1.38ms, fps=2241 images/s, loss=0.3034, top1-acc=90.20%, top5-acc=99.44%, remaining_time=0:00:08.885084, arrival_time=2021-04-10 02:23:34.581691, cost_time=0:00:14.029048 2021-04-10 02:23:26,839 INFO : TRAIN, epoch=0027, iter=00130/00196, fetch data time cost=1.61ms, fps=2241 images/s, loss=0.3031, top1-acc=90.19%, top5-acc=99.44%, remaining_time=0:00:07.702530, arrival_time=2021-04-10 02:23:34.541766, cost_time=0:00:15.171599 2021-04-10 02:23:27,984 INFO : TRAIN, epoch=0027, iter=00140/00196, fetch data time cost=1.40ms, fps=2236 images/s, loss=0.3055, top1-acc=90.09%, top5-acc=99.44%, remaining_time=0:00:06.526800, arrival_time=2021-04-10 02:23:34.511423, cost_time=0:00:16.317045 2021-04-10 02:23:29,127 INFO : TRAIN, epoch=0027, iter=00150/00196, fetch data time cost=1.64ms, fps=2241 images/s, loss=0.3059, top1-acc=90.09%, top5-acc=99.46%, remaining_time=0:00:05.354354, arrival_time=2021-04-10 02:23:34.481706, cost_time=0:00:17.459799 2021-04-10 02:23:30,274 INFO : TRAIN, epoch=0027, iter=00160/00196, fetch data time cost=1.41ms, fps=2232 images/s, loss=0.3059, top1-acc=90.12%, top5-acc=99.46%, remaining_time=0:00:04.186656, arrival_time=2021-04-10 02:23:34.461519, cost_time=0:00:18.607315 2021-04-10 02:23:31,420 INFO : TRAIN, epoch=0027, iter=00170/00196, fetch data time cost=1.43ms, fps=2236 images/s, loss=0.3063, top1-acc=90.10%, top5-acc=99.47%, remaining_time=0:00:03.020966, arrival_time=2021-04-10 02:23:34.441108, cost_time=0:00:19.752551 2021-04-10 02:23:32,573 INFO : TRAIN, epoch=0027, iter=00180/00196, fetch data time cost=1.41ms, fps=2220 images/s, loss=0.3075, top1-acc=90.04%, top5-acc=99.47%, remaining_time=0:00:01.858320, arrival_time=2021-04-10 02:23:34.431957, cost_time=0:00:20.906022 2021-04-10 02:23:33,722 INFO : TRAIN, epoch=0027, iter=00190/00196, fetch data time cost=1.45ms, fps=2230 images/s, loss=0.3071, top1-acc=90.06%, top5-acc=99.46%, remaining_time=0:00:00.696456, arrival_time=2021-04-10 02:23:34.418513, cost_time=0:00:22.054509 2021-04-10 02:23:34,337 INFO : TRAIN, epoch=0027, iter=00196/00196, fetch data time cost=1.24ms, fps=2212 images/s, loss=0.3071, top1-acc=90.08%, top5-acc=99.45%, remaining_time=0:00:00, arrival_time=2021-04-10 02:23:34.337332, cost_time=0:00:22.669792 2021-04-10 02:23:34,833 INFO : EVAL, epoch=0027, iter=00010/00040, fetch data time cost=0.33ms, fps=5175 images/s, loss=0.5094, top1-acc=82.54%, top5-acc=99.14%, remaining_time=0:00:01.484010, arrival_time=2021-04-10 02:23:36.316971, cost_time=0:00:00.494673 2021-04-10 02:23:35,209 INFO : EVAL, epoch=0027, iter=00020/00040, fetch data time cost=1.36ms, fps=6802 images/s, loss=0.5417, top1-acc=82.15%, top5-acc=98.95%, remaining_time=0:00:00.871520, arrival_time=2021-04-10 02:23:36.081309, cost_time=0:00:00.871514 2021-04-10 02:23:35,586 INFO : EVAL, epoch=0027, iter=00030/00040, fetch data time cost=1.34ms, fps=6796 images/s, loss=0.5446, top1-acc=82.25%, top5-acc=98.76%, remaining_time=0:00:00.416220, arrival_time=2021-04-10 02:23:36.003121, cost_time=0:00:01.248648 2021-04-10 02:23:35,922 INFO : EVAL, epoch=0027, iter=00040/00040, fetch data time cost=0.07ms, fps=6914 images/s, loss=0.5424, top1-acc=82.21%, top5-acc=98.63%, remaining_time=0:00:00, arrival_time=2021-04-10 02:23:35.922800, cost_time=0:00:01.584581 2021-04-10 02:23:36,424 INFO : Epoch=0027 complete, best val top1-acc=85.39%, top5-acc=98.99% (epoch=22), remaining_time=1:11:58.344171, arrival_time=2021-04-10 03:35:34.768715, cost_time=0:11:13.961219 2021-04-10 02:23:36,425 INFO : Train start, epoch=0028, lr=0.095570 2021-04-10 02:23:37,771 INFO : TRAIN, epoch=0028, iter=00010/00196, fetch data time cost=1.94ms, fps=1902 images/s, loss=0.3021, top1-acc=90.31%, top5-acc=99.14%, remaining_time=0:00:25.034484, arrival_time=2021-04-10 02:24:02.806003, cost_time=0:00:01.345936 2021-04-10 02:23:38,921 INFO : TRAIN, epoch=0028, iter=00020/00196, fetch data time cost=1.65ms, fps=2228 images/s, loss=0.2941, top1-acc=90.53%, top5-acc=99.30%, remaining_time=0:00:21.960224, arrival_time=2021-04-10 02:24:00.881179, cost_time=0:00:02.495485 2021-04-10 02:23:40,067 INFO : TRAIN, epoch=0028, iter=00030/00196, fetch data time cost=1.54ms, fps=2234 images/s, loss=0.2966, top1-acc=90.46%, top5-acc=99.35%, remaining_time=0:00:20.152234, arrival_time=2021-04-10 02:24:00.219728, cost_time=0:00:03.641971 2021-04-10 02:23:41,213 INFO : TRAIN, epoch=0028, iter=00040/00196, fetch data time cost=1.52ms, fps=2236 images/s, loss=0.2957, top1-acc=90.60%, top5-acc=99.34%, remaining_time=0:00:18.671952, arrival_time=2021-04-10 02:23:59.885070, cost_time=0:00:04.787661 2021-04-10 02:23:42,356 INFO : TRAIN, epoch=0028, iter=00050/00196, fetch data time cost=1.86ms, fps=2240 images/s, loss=0.2964, top1-acc=90.54%, top5-acc=99.38%, remaining_time=0:00:17.318228, arrival_time=2021-04-10 02:23:59.674791, cost_time=0:00:05.930921 2021-04-10 02:23:43,517 INFO : TRAIN, epoch=0028, iter=00060/00196, fetch data time cost=1.40ms, fps=2206 images/s, loss=0.3032, top1-acc=90.31%, top5-acc=99.39%, remaining_time=0:00:16.075472, arrival_time=2021-04-10 02:23:59.593066, cost_time=0:00:07.092090 2021-04-10 02:23:44,671 INFO : TRAIN, epoch=0028, iter=00070/00196, fetch data time cost=1.91ms, fps=2219 images/s, loss=0.3032, top1-acc=90.36%, top5-acc=99.39%, remaining_time=0:00:14.843682, arrival_time=2021-04-10 02:23:59.515592, cost_time=0:00:08.246457 2021-04-10 02:23:45,821 INFO : TRAIN, epoch=0028, iter=00080/00196, fetch data time cost=1.84ms, fps=2227 images/s, loss=0.3024, top1-acc=90.40%, top5-acc=99.43%, remaining_time=0:00:13.624548, arrival_time=2021-04-10 02:23:59.446219, cost_time=0:00:09.396216 2021-04-10 02:23:46,968 INFO : TRAIN, epoch=0028, iter=00090/00196, fetch data time cost=1.32ms, fps=2233 images/s, loss=0.3003, top1-acc=90.44%, top5-acc=99.44%, remaining_time=0:00:12.417158, arrival_time=2021-04-10 02:23:59.385443, cost_time=0:00:10.542831 2021-04-10 02:23:48,117 INFO : TRAIN, epoch=0028, iter=00100/00196, fetch data time cost=1.82ms, fps=2228 images/s, loss=0.3033, top1-acc=90.36%, top5-acc=99.45%, remaining_time=0:00:11.224512, arrival_time=2021-04-10 02:23:59.342184, cost_time=0:00:11.692168 2021-04-10 02:23:49,285 INFO : TRAIN, epoch=0028, iter=00110/00196, fetch data time cost=1.87ms, fps=2194 images/s, loss=0.3056, top1-acc=90.32%, top5-acc=99.43%, remaining_time=0:00:10.053744, arrival_time=2021-04-10 02:23:59.338745, cost_time=0:00:12.859483 2021-04-10 02:23:50,437 INFO : TRAIN, epoch=0028, iter=00120/00196, fetch data time cost=1.46ms, fps=2223 images/s, loss=0.3054, top1-acc=90.32%, top5-acc=99.44%, remaining_time=0:00:08.873988, arrival_time=2021-04-10 02:23:59.310990, cost_time=0:00:14.011538 2021-04-10 02:23:51,591 INFO : TRAIN, epoch=0028, iter=00130/00196, fetch data time cost=1.97ms, fps=2219 images/s, loss=0.3062, top1-acc=90.28%, top5-acc=99.46%, remaining_time=0:00:07.699428, arrival_time=2021-04-10 02:23:59.290424, cost_time=0:00:15.165546 2021-04-10 02:23:52,735 INFO : TRAIN, epoch=0028, iter=00140/00196, fetch data time cost=1.42ms, fps=2237 images/s, loss=0.3082, top1-acc=90.23%, top5-acc=99.43%, remaining_time=0:00:06.524112, arrival_time=2021-04-10 02:23:59.259870, cost_time=0:00:16.310251 2021-04-10 02:23:53,885 INFO : TRAIN, epoch=0028, iter=00150/00196, fetch data time cost=1.39ms, fps=2228 images/s, loss=0.3100, top1-acc=90.17%, top5-acc=99.42%, remaining_time=0:00:05.354262, arrival_time=2021-04-10 02:23:59.239359, cost_time=0:00:17.459598 2021-04-10 02:23:55,033 INFO : TRAIN, epoch=0028, iter=00160/00196, fetch data time cost=1.54ms, fps=2231 images/s, loss=0.3081, top1-acc=90.22%, top5-acc=99.43%, remaining_time=0:00:04.186692, arrival_time=2021-04-10 02:23:59.219659, cost_time=0:00:18.607513 2021-04-10 02:23:56,177 INFO : TRAIN, epoch=0028, iter=00170/00196, fetch data time cost=1.46ms, fps=2238 images/s, loss=0.3088, top1-acc=90.16%, top5-acc=99.44%, remaining_time=0:00:03.020836, arrival_time=2021-04-10 02:23:59.197845, cost_time=0:00:19.751551 2021-04-10 02:23:57,328 INFO : TRAIN, epoch=0028, iter=00180/00196, fetch data time cost=1.67ms, fps=2225 images/s, loss=0.3102, top1-acc=90.12%, top5-acc=99.46%, remaining_time=0:00:01.858000, arrival_time=2021-04-10 02:23:59.185938, cost_time=0:00:20.902435 2021-04-10 02:23:58,479 INFO : TRAIN, epoch=0028, iter=00190/00196, fetch data time cost=1.23ms, fps=2225 images/s, loss=0.3110, top1-acc=90.08%, top5-acc=99.46%, remaining_time=0:00:00.696432, arrival_time=2021-04-10 02:23:59.175570, cost_time=0:00:22.053680 2021-04-10 02:23:59,096 INFO : TRAIN, epoch=0028, iter=00196/00196, fetch data time cost=0.09ms, fps=2203 images/s, loss=0.3120, top1-acc=90.05%, top5-acc=99.46%, remaining_time=0:00:00, arrival_time=2021-04-10 02:23:59.096769, cost_time=0:00:22.671278 2021-04-10 02:23:59,541 INFO : EVAL, epoch=0028, iter=00010/00040, fetch data time cost=0.19ms, fps=5775 images/s, loss=0.6444, top1-acc=80.35%, top5-acc=97.89%, remaining_time=0:00:01.329750, arrival_time=2021-04-10 02:24:00.871048, cost_time=0:00:00.443248 2021-04-10 02:23:59,919 INFO : EVAL, epoch=0028, iter=00020/00040, fetch data time cost=2.55ms, fps=6769 images/s, loss=0.6633, top1-acc=79.88%, top5-acc=97.68%, remaining_time=0:00:00.821760, arrival_time=2021-04-10 02:24:00.741580, cost_time=0:00:00.821769 2021-04-10 02:24:00,296 INFO : EVAL, epoch=0028, iter=00030/00040, fetch data time cost=1.42ms, fps=6807 images/s, loss=0.6730, top1-acc=79.62%, top5-acc=97.60%, remaining_time=0:00:00.399400, arrival_time=2021-04-10 02:24:00.695636, cost_time=0:00:01.198186 2021-04-10 02:24:00,632 INFO : EVAL, epoch=0028, iter=00040/00040, fetch data time cost=0.07ms, fps=6905 images/s, loss=0.6549, top1-acc=80.16%, top5-acc=97.50%, remaining_time=0:00:00, arrival_time=2021-04-10 02:24:00.632613, cost_time=0:00:01.534529 2021-04-10 02:24:01,128 INFO : Epoch=0028 complete, best val top1-acc=85.39%, top5-acc=98.99% (epoch=22), remaining_time=1:11:31.802480, arrival_time=2021-04-10 03:35:32.931303, cost_time=0:11:38.665507 2021-04-10 02:24:01,129 INFO : Train start, epoch=0029, lr=0.095241 2021-04-10 02:24:02,444 INFO : TRAIN, epoch=0029, iter=00010/00196, fetch data time cost=1.40ms, fps=1948 images/s, loss=0.3112, top1-acc=90.31%, top5-acc=99.69%, remaining_time=0:00:24.448956, arrival_time=2021-04-10 02:24:26.893183, cost_time=0:00:01.314457 2021-04-10 02:24:03,590 INFO : TRAIN, epoch=0029, iter=00020/00196, fetch data time cost=1.87ms, fps=2234 images/s, loss=0.3103, top1-acc=90.57%, top5-acc=99.55%, remaining_time=0:00:21.656448, arrival_time=2021-04-10 02:24:25.247199, cost_time=0:00:02.460953 2021-04-10 02:24:04,737 INFO : TRAIN, epoch=0029, iter=00030/00196, fetch data time cost=2.15ms, fps=2233 images/s, loss=0.2926, top1-acc=90.81%, top5-acc=99.57%, remaining_time=0:00:19.963160, arrival_time=2021-04-10 02:24:24.700764, cost_time=0:00:03.607795 2021-04-10 02:24:05,919 INFO : TRAIN, epoch=0029, iter=00040/00196, fetch data time cost=2.26ms, fps=2168 images/s, loss=0.2902, top1-acc=90.90%, top5-acc=99.55%, remaining_time=0:00:18.677880, arrival_time=2021-04-10 02:24:24.596847, cost_time=0:00:04.789196 2021-04-10 02:24:07,066 INFO : TRAIN, epoch=0029, iter=00050/00196, fetch data time cost=2.11ms, fps=2232 images/s, loss=0.2933, top1-acc=90.85%, top5-acc=99.52%, remaining_time=0:00:17.334142, arrival_time=2021-04-10 02:24:24.400293, cost_time=0:00:05.936369 2021-04-10 02:24:08,217 INFO : TRAIN, epoch=0029, iter=00060/00196, fetch data time cost=2.05ms, fps=2225 images/s, loss=0.3027, top1-acc=90.46%, top5-acc=99.46%, remaining_time=0:00:16.064592, arrival_time=2021-04-10 02:24:24.281707, cost_time=0:00:07.087305 2021-04-10 02:24:09,371 INFO : TRAIN, epoch=0029, iter=00070/00196, fetch data time cost=1.33ms, fps=2218 images/s, loss=0.3047, top1-acc=90.31%, top5-acc=99.49%, remaining_time=0:00:14.835744, arrival_time=2021-04-10 02:24:24.207646, cost_time=0:00:08.242084 2021-04-10 02:24:10,519 INFO : TRAIN, epoch=0029, iter=00080/00196, fetch data time cost=1.41ms, fps=2232 images/s, loss=0.3007, top1-acc=90.39%, top5-acc=99.51%, remaining_time=0:00:13.614920, arrival_time=2021-04-10 02:24:24.134276, cost_time=0:00:09.389589 2021-04-10 02:24:11,661 INFO : TRAIN, epoch=0029, iter=00090/00196, fetch data time cost=1.42ms, fps=2242 images/s, loss=0.3039, top1-acc=90.23%, top5-acc=99.52%, remaining_time=0:00:12.403908, arrival_time=2021-04-10 02:24:24.065304, cost_time=0:00:10.531625 2021-04-10 02:24:12,805 INFO : TRAIN, epoch=0029, iter=00100/00196, fetch data time cost=1.59ms, fps=2238 images/s, loss=0.3071, top1-acc=90.19%, top5-acc=99.50%, remaining_time=0:00:11.209056, arrival_time=2021-04-10 02:24:24.014929, cost_time=0:00:11.676054 2021-04-10 02:24:13,955 INFO : TRAIN, epoch=0029, iter=00110/00196, fetch data time cost=1.37ms, fps=2228 images/s, loss=0.3087, top1-acc=90.13%, top5-acc=99.47%, remaining_time=0:00:10.027256, arrival_time=2021-04-10 02:24:23.982573, cost_time=0:00:12.825541 2021-04-10 02:24:15,104 INFO : TRAIN, epoch=0029, iter=00120/00196, fetch data time cost=1.42ms, fps=2229 images/s, loss=0.3102, top1-acc=90.05%, top5-acc=99.49%, remaining_time=0:00:08.850428, arrival_time=2021-04-10 02:24:23.954567, cost_time=0:00:13.974334 2021-04-10 02:24:16,252 INFO : TRAIN, epoch=0029, iter=00130/00196, fetch data time cost=1.43ms, fps=2230 images/s, loss=0.3081, top1-acc=90.11%, top5-acc=99.49%, remaining_time=0:00:07.677780, arrival_time=2021-04-10 02:24:23.930476, cost_time=0:00:15.122889 2021-04-10 02:24:17,399 INFO : TRAIN, epoch=0029, iter=00140/00196, fetch data time cost=1.43ms, fps=2233 images/s, loss=0.3078, top1-acc=90.13%, top5-acc=99.49%, remaining_time=0:00:06.507984, arrival_time=2021-04-10 02:24:23.907727, cost_time=0:00:16.269925 2021-04-10 02:24:18,553 INFO : TRAIN, epoch=0029, iter=00150/00196, fetch data time cost=1.85ms, fps=2220 images/s, loss=0.3081, top1-acc=90.13%, top5-acc=99.48%, remaining_time=0:00:05.343268, arrival_time=2021-04-10 02:24:23.896734, cost_time=0:00:17.423705 2021-04-10 02:24:19,704 INFO : TRAIN, epoch=0029, iter=00160/00196, fetch data time cost=1.47ms, fps=2226 images/s, loss=0.3084, top1-acc=90.11%, top5-acc=99.49%, remaining_time=0:00:04.179204, arrival_time=2021-04-10 02:24:23.883217, cost_time=0:00:18.574244 2021-04-10 02:24:20,850 INFO : TRAIN, epoch=0029, iter=00170/00196, fetch data time cost=1.54ms, fps=2235 images/s, loss=0.3089, top1-acc=90.07%, top5-acc=99.49%, remaining_time=0:00:03.016026, arrival_time=2021-04-10 02:24:23.865980, cost_time=0:00:19.720141 2021-04-10 02:24:22,012 INFO : TRAIN, epoch=0029, iter=00180/00196, fetch data time cost=1.43ms, fps=2203 images/s, loss=0.3096, top1-acc=90.05%, top5-acc=99.49%, remaining_time=0:00:01.856256, arrival_time=2021-04-10 02:24:23.868876, cost_time=0:00:20.882831 2021-04-10 02:24:23,158 INFO : TRAIN, epoch=0029, iter=00190/00196, fetch data time cost=1.39ms, fps=2235 images/s, loss=0.3081, top1-acc=90.08%, top5-acc=99.50%, remaining_time=0:00:00.695646, arrival_time=2021-04-10 02:24:23.854150, cost_time=0:00:22.028702 2021-04-10 02:24:23,778 INFO : TRAIN, epoch=0029, iter=00196/00196, fetch data time cost=1.39ms, fps=2196 images/s, loss=0.3083, top1-acc=90.06%, top5-acc=99.50%, remaining_time=0:00:00, arrival_time=2021-04-10 02:24:23.778292, cost_time=0:00:22.648458 2021-04-10 02:24:24,245 INFO : EVAL, epoch=0029, iter=00010/00040, fetch data time cost=0.43ms, fps=5488 images/s, loss=0.5868, top1-acc=82.03%, top5-acc=98.05%, remaining_time=0:00:01.399350, arrival_time=2021-04-10 02:24:25.645177, cost_time=0:00:00.466447 2021-04-10 02:24:24,619 INFO : EVAL, epoch=0029, iter=00020/00040, fetch data time cost=1.37ms, fps=6864 images/s, loss=0.5854, top1-acc=82.62%, top5-acc=98.01%, remaining_time=0:00:00.839780, arrival_time=2021-04-10 02:24:25.458927, cost_time=0:00:00.839782 2021-04-10 02:24:24,997 INFO : EVAL, epoch=0029, iter=00030/00040, fetch data time cost=1.64ms, fps=6771 images/s, loss=0.5858, top1-acc=82.58%, top5-acc=98.06%, remaining_time=0:00:00.406050, arrival_time=2021-04-10 02:24:25.403690, cost_time=0:00:01.218136 2021-04-10 02:24:25,339 INFO : EVAL, epoch=0029, iter=00040/00040, fetch data time cost=0.08ms, fps=6797 images/s, loss=0.5800, top1-acc=82.76%, top5-acc=98.10%, remaining_time=0:00:00, arrival_time=2021-04-10 02:24:25.339518, cost_time=0:00:01.560165 2021-04-10 02:24:25,856 INFO : Epoch=0029 complete, best val top1-acc=85.39%, top5-acc=98.99% (epoch=22), remaining_time=1:11:05.526258, arrival_time=2021-04-10 03:35:31.382935, cost_time=0:12:03.393338 2021-04-10 02:24:25,857 INFO : Train start, epoch=0030, lr=0.094901 2021-04-10 02:24:27,183 INFO : TRAIN, epoch=0030, iter=00010/00196, fetch data time cost=0.28ms, fps=1931 images/s, loss=0.3047, top1-acc=90.27%, top5-acc=99.45%, remaining_time=0:00:24.664344, arrival_time=2021-04-10 02:24:51.847849, cost_time=0:00:01.326041 2021-04-10 02:24:28,335 INFO : TRAIN, epoch=0030, iter=00020/00196, fetch data time cost=1.50ms, fps=2225 images/s, loss=0.2911, top1-acc=90.37%, top5-acc=99.57%, remaining_time=0:00:21.799712, arrival_time=2021-04-10 02:24:50.134627, cost_time=0:00:02.477235 2021-04-10 02:24:29,488 INFO : TRAIN, epoch=0030, iter=00030/00196, fetch data time cost=1.34ms, fps=2221 images/s, loss=0.2856, top1-acc=90.62%, top5-acc=99.58%, remaining_time=0:00:20.091644, arrival_time=2021-04-10 02:24:49.580091, cost_time=0:00:03.631032 2021-04-10 02:24:30,638 INFO : TRAIN, epoch=0030, iter=00040/00196, fetch data time cost=1.54ms, fps=2226 images/s, loss=0.2842, top1-acc=90.60%, top5-acc=99.60%, remaining_time=0:00:18.648084, arrival_time=2021-04-10 02:24:49.287031, cost_time=0:00:04.781543 2021-04-10 02:24:31,785 INFO : TRAIN, epoch=0030, iter=00050/00196, fetch data time cost=1.37ms, fps=2233 images/s, loss=0.2856, top1-acc=90.62%, top5-acc=99.59%, remaining_time=0:00:17.310490, arrival_time=2021-04-10 02:24:49.096214, cost_time=0:00:05.928260 2021-04-10 02:24:32,931 INFO : TRAIN, epoch=0030, iter=00060/00196, fetch data time cost=1.41ms, fps=2236 images/s, loss=0.2890, top1-acc=90.56%, top5-acc=99.56%, remaining_time=0:00:16.034128, arrival_time=2021-04-10 02:24:48.965437, cost_time=0:00:07.073894 2021-04-10 02:24:34,078 INFO : TRAIN, epoch=0030, iter=00070/00196, fetch data time cost=1.50ms, fps=2233 images/s, loss=0.2937, top1-acc=90.37%, top5-acc=99.53%, remaining_time=0:00:14.796936, arrival_time=2021-04-10 02:24:48.874943, cost_time=0:00:08.220555 2021-04-10 02:24:35,224 INFO : TRAIN, epoch=0030, iter=00080/00196, fetch data time cost=1.31ms, fps=2234 images/s, loss=0.2943, top1-acc=90.35%, top5-acc=99.53%, remaining_time=0:00:13.581860, arrival_time=2021-04-10 02:24:48.806036, cost_time=0:00:09.366770 2021-04-10 02:24:36,367 INFO : TRAIN, epoch=0030, iter=00090/00196, fetch data time cost=1.52ms, fps=2240 images/s, loss=0.2970, top1-acc=90.20%, top5-acc=99.52%, remaining_time=0:00:12.378362, arrival_time=2021-04-10 02:24:48.745758, cost_time=0:00:10.509958 2021-04-10 02:24:37,516 INFO : TRAIN, epoch=0030, iter=00100/00196, fetch data time cost=1.60ms, fps=2229 images/s, loss=0.2942, top1-acc=90.32%, top5-acc=99.52%, remaining_time=0:00:11.192352, arrival_time=2021-04-10 02:24:48.708555, cost_time=0:00:11.658737 2021-04-10 02:24:38,658 INFO : TRAIN, epoch=0030, iter=00110/00196, fetch data time cost=1.38ms, fps=2242 images/s, loss=0.2962, top1-acc=90.31%, top5-acc=99.50%, remaining_time=0:00:10.008164, arrival_time=2021-04-10 02:24:48.666677, cost_time=0:00:12.801110 2021-04-10 02:24:39,806 INFO : TRAIN, epoch=0030, iter=00120/00196, fetch data time cost=1.98ms, fps=2232 images/s, loss=0.2946, top1-acc=90.44%, top5-acc=99.51%, remaining_time=0:00:08.834164, arrival_time=2021-04-10 02:24:48.640202, cost_time=0:00:13.948625 2021-04-10 02:24:40,954 INFO : TRAIN, epoch=0030, iter=00130/00196, fetch data time cost=2.06ms, fps=2230 images/s, loss=0.2939, top1-acc=90.44%, top5-acc=99.51%, remaining_time=0:00:07.664514, arrival_time=2021-04-10 02:24:48.618674, cost_time=0:00:15.096754 2021-04-10 02:24:42,099 INFO : TRAIN, epoch=0030, iter=00140/00196, fetch data time cost=1.63ms, fps=2235 images/s, loss=0.2956, top1-acc=90.36%, top5-acc=99.48%, remaining_time=0:00:06.496896, arrival_time=2021-04-10 02:24:48.596603, cost_time=0:00:16.242301 2021-04-10 02:24:43,248 INFO : TRAIN, epoch=0030, iter=00150/00196, fetch data time cost=1.83ms, fps=2230 images/s, loss=0.2998, top1-acc=90.23%, top5-acc=99.46%, remaining_time=0:00:05.333194, arrival_time=2021-04-10 02:24:48.581413, cost_time=0:00:17.390817 2021-04-10 02:24:44,393 INFO : TRAIN, epoch=0030, iter=00160/00196, fetch data time cost=1.46ms, fps=2236 images/s, loss=0.3002, top1-acc=90.25%, top5-acc=99.48%, remaining_time=0:00:04.170600, arrival_time=2021-04-10 02:24:48.564059, cost_time=0:00:18.536056 2021-04-10 02:24:45,542 INFO : TRAIN, epoch=0030, iter=00170/00196, fetch data time cost=1.33ms, fps=2228 images/s, loss=0.3009, top1-acc=90.26%, top5-acc=99.47%, remaining_time=0:00:03.010722, arrival_time=2021-04-10 02:24:48.553587, cost_time=0:00:19.685406 2021-04-10 02:24:46,691 INFO : TRAIN, epoch=0030, iter=00180/00196, fetch data time cost=1.32ms, fps=2229 images/s, loss=0.3002, top1-acc=90.29%, top5-acc=99.47%, remaining_time=0:00:01.851936, arrival_time=2021-04-10 02:24:48.543655, cost_time=0:00:20.834288 2021-04-10 02:24:47,844 INFO : TRAIN, epoch=0030, iter=00190/00196, fetch data time cost=1.48ms, fps=2223 images/s, loss=0.3010, top1-acc=90.25%, top5-acc=99.47%, remaining_time=0:00:00.694314, arrival_time=2021-04-10 02:24:48.538289, cost_time=0:00:21.986570 2021-04-10 02:24:48,459 INFO : TRAIN, epoch=0030, iter=00196/00196, fetch data time cost=1.56ms, fps=2211 images/s, loss=0.3028, top1-acc=90.22%, top5-acc=99.47%, remaining_time=0:00:00, arrival_time=2021-04-10 02:24:48.459463, cost_time=0:00:22.602057 2021-04-10 02:24:48,951 INFO : EVAL, epoch=0030, iter=00010/00040, fetch data time cost=0.20ms, fps=5211 images/s, loss=0.5474, top1-acc=82.73%, top5-acc=98.71%, remaining_time=0:00:01.473660, arrival_time=2021-04-10 02:24:50.425360, cost_time=0:00:00.491224 2021-04-10 02:24:49,332 INFO : EVAL, epoch=0030, iter=00020/00040, fetch data time cost=1.37ms, fps=6734 images/s, loss=0.5374, top1-acc=83.11%, top5-acc=98.95%, remaining_time=0:00:00.871900, arrival_time=2021-04-10 02:24:50.204256, cost_time=0:00:00.871894 2021-04-10 02:24:49,705 INFO : EVAL, epoch=0030, iter=00030/00040, fetch data time cost=2.00ms, fps=6875 images/s, loss=0.5557, top1-acc=82.57%, top5-acc=98.87%, remaining_time=0:00:00.414880, arrival_time=2021-04-10 02:24:50.119983, cost_time=0:00:01.244638 2021-04-10 02:24:50,051 INFO : EVAL, epoch=0030, iter=00040/00040, fetch data time cost=0.10ms, fps=6704 images/s, loss=0.5484, top1-acc=82.80%, top5-acc=98.79%, remaining_time=0:00:00, arrival_time=2021-04-10 02:24:50.051560, cost_time=0:00:01.591156 2021-04-10 02:24:50,582 INFO : Epoch=0030 complete, best val top1-acc=85.39%, top5-acc=98.99% (epoch=22), remaining_time=1:10:39.338790, arrival_time=2021-04-10 03:35:29.920717, cost_time=0:12:28.118612 2021-04-10 02:24:50,583 INFO : Train start, epoch=0031, lr=0.094550 2021-04-10 02:24:52,006 INFO : TRAIN, epoch=0031, iter=00010/00196, fetch data time cost=0.50ms, fps=1800 images/s, loss=0.3030, top1-acc=90.20%, top5-acc=99.45%, remaining_time=0:00:26.454222, arrival_time=2021-04-10 02:25:18.460223, cost_time=0:00:01.422269 2021-04-10 02:24:53,158 INFO : TRAIN, epoch=0031, iter=00020/00196, fetch data time cost=1.51ms, fps=2223 images/s, loss=0.2886, top1-acc=90.78%, top5-acc=99.45%, remaining_time=0:00:22.656832, arrival_time=2021-04-10 02:25:15.815141, cost_time=0:00:02.574641 2021-04-10 02:24:54,302 INFO : TRAIN, epoch=0031, iter=00030/00196, fetch data time cost=1.52ms, fps=2237 images/s, loss=0.2801, top1-acc=91.08%, top5-acc=99.51%, remaining_time=0:00:20.579850, arrival_time=2021-04-10 02:25:14.882769, cost_time=0:00:03.719252 2021-04-10 02:24:55,448 INFO : TRAIN, epoch=0031, iter=00040/00196, fetch data time cost=1.30ms, fps=2236 images/s, loss=0.2863, top1-acc=90.89%, top5-acc=99.59%, remaining_time=0:00:18.972720, arrival_time=2021-04-10 02:25:14.421181, cost_time=0:00:04.864783 2021-04-10 02:24:56,600 INFO : TRAIN, epoch=0031, iter=00050/00196, fetch data time cost=1.91ms, fps=2224 images/s, loss=0.2871, top1-acc=90.84%, top5-acc=99.60%, remaining_time=0:00:17.567888, arrival_time=2021-04-10 02:25:14.168041, cost_time=0:00:06.016421 2021-04-10 02:24:57,745 INFO : TRAIN, epoch=0031, iter=00060/00196, fetch data time cost=1.84ms, fps=2236 images/s, loss=0.2929, top1-acc=90.61%, top5-acc=99.56%, remaining_time=0:00:16.233912, arrival_time=2021-04-10 02:25:13.979654, cost_time=0:00:07.162008 2021-04-10 02:24:58,897 INFO : TRAIN, epoch=0031, iter=00070/00196, fetch data time cost=1.39ms, fps=2224 images/s, loss=0.2974, top1-acc=90.46%, top5-acc=99.57%, remaining_time=0:00:14.964642, arrival_time=2021-04-10 02:25:13.862071, cost_time=0:00:08.313703 2021-04-10 02:25:00,045 INFO : TRAIN, epoch=0031, iter=00080/00196, fetch data time cost=1.58ms, fps=2232 images/s, loss=0.2956, top1-acc=90.43%, top5-acc=99.55%, remaining_time=0:00:13.718972, arrival_time=2021-04-10 02:25:13.764016, cost_time=0:00:09.461374 2021-04-10 02:25:01,194 INFO : TRAIN, epoch=0031, iter=00090/00196, fetch data time cost=1.53ms, fps=2229 images/s, loss=0.2965, top1-acc=90.44%, top5-acc=99.53%, remaining_time=0:00:12.496764, arrival_time=2021-04-10 02:25:13.690961, cost_time=0:00:10.610466 2021-04-10 02:25:02,344 INFO : TRAIN, epoch=0031, iter=00100/00196, fetch data time cost=1.68ms, fps=2234 images/s, loss=0.2973, top1-acc=90.39%, top5-acc=99.53%, remaining_time=0:00:11.286528, arrival_time=2021-04-10 02:25:13.627026, cost_time=0:00:11.756807 2021-04-10 02:25:03,491 INFO : TRAIN, epoch=0031, iter=00110/00196, fetch data time cost=1.53ms, fps=2231 images/s, loss=0.3004, top1-acc=90.30%, top5-acc=99.52%, remaining_time=0:00:10.091928, arrival_time=2021-04-10 02:25:13.583871, cost_time=0:00:12.908272 2021-04-10 02:25:04,633 INFO : TRAIN, epoch=0031, iter=00120/00196, fetch data time cost=1.36ms, fps=2243 images/s, loss=0.3039, top1-acc=90.18%, top5-acc=99.53%, remaining_time=0:00:08.898156, arrival_time=2021-04-10 02:25:13.531584, cost_time=0:00:14.049760 2021-04-10 02:25:05,775 INFO : TRAIN, epoch=0031, iter=00130/00196, fetch data time cost=1.42ms, fps=2242 images/s, loss=0.3037, top1-acc=90.15%, top5-acc=99.53%, remaining_time=0:00:07.712760, arrival_time=2021-04-10 02:25:13.488252, cost_time=0:00:15.191824 2021-04-10 02:25:06,922 INFO : TRAIN, epoch=0031, iter=00140/00196, fetch data time cost=1.61ms, fps=2232 images/s, loss=0.3024, top1-acc=90.21%, top5-acc=99.55%, remaining_time=0:00:06.535592, arrival_time=2021-04-10 02:25:13.458333, cost_time=0:00:16.339002 2021-04-10 02:25:08,070 INFO : TRAIN, epoch=0031, iter=00150/00196, fetch data time cost=1.43ms, fps=2232 images/s, loss=0.3019, top1-acc=90.23%, top5-acc=99.55%, remaining_time=0:00:05.362588, arrival_time=2021-04-10 02:25:13.433033, cost_time=0:00:17.486723 2021-04-10 02:25:09,214 INFO : TRAIN, epoch=0031, iter=00160/00196, fetch data time cost=1.77ms, fps=2239 images/s, loss=0.3016, top1-acc=90.24%, top5-acc=99.55%, remaining_time=0:00:04.191912, arrival_time=2021-04-10 02:25:13.406362, cost_time=0:00:18.630783 2021-04-10 02:25:10,366 INFO : TRAIN, epoch=0031, iter=00170/00196, fetch data time cost=1.52ms, fps=2223 images/s, loss=0.2996, top1-acc=90.28%, top5-acc=99.57%, remaining_time=0:00:03.025568, arrival_time=2021-04-10 02:25:13.391756, cost_time=0:00:19.782511 2021-04-10 02:25:11,515 INFO : TRAIN, epoch=0031, iter=00180/00196, fetch data time cost=1.87ms, fps=2228 images/s, loss=0.3001, top1-acc=90.30%, top5-acc=99.55%, remaining_time=0:00:01.860624, arrival_time=2021-04-10 02:25:13.376401, cost_time=0:00:20.932105 2021-04-10 02:25:12,657 INFO : TRAIN, epoch=0031, iter=00190/00196, fetch data time cost=1.26ms, fps=2244 images/s, loss=0.3007, top1-acc=90.28%, top5-acc=99.55%, remaining_time=0:00:00.697050, arrival_time=2021-04-10 02:25:13.353988, cost_time=0:00:22.073219 2021-04-10 02:25:13,275 INFO : TRAIN, epoch=0031, iter=00196/00196, fetch data time cost=1.86ms, fps=2199 images/s, loss=0.3009, top1-acc=90.26%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-10 02:25:13.275882, cost_time=0:00:22.692168 2021-04-10 02:25:13,780 INFO : EVAL, epoch=0031, iter=00010/00040, fetch data time cost=2.52ms, fps=5093 images/s, loss=0.5838, top1-acc=81.76%, top5-acc=98.55%, remaining_time=0:00:01.508040, arrival_time=2021-04-10 02:25:15.288073, cost_time=0:00:00.502677 2021-04-10 02:25:14,161 INFO : EVAL, epoch=0031, iter=00020/00040, fetch data time cost=1.54ms, fps=6720 images/s, loss=0.5643, top1-acc=81.86%, top5-acc=98.67%, remaining_time=0:00:00.884260, arrival_time=2021-04-10 02:25:15.045811, cost_time=0:00:00.884252 2021-04-10 02:25:14,536 INFO : EVAL, epoch=0031, iter=00030/00040, fetch data time cost=1.77ms, fps=6832 images/s, loss=0.5666, top1-acc=81.98%, top5-acc=98.67%, remaining_time=0:00:00.419800, arrival_time=2021-04-10 02:25:14.956467, cost_time=0:00:01.259399 2021-04-10 02:25:14,881 INFO : EVAL, epoch=0031, iter=00040/00040, fetch data time cost=0.11ms, fps=6737 images/s, loss=0.5660, top1-acc=82.00%, top5-acc=98.66%, remaining_time=0:00:00, arrival_time=2021-04-10 02:25:14.881404, cost_time=0:00:01.604105 2021-04-10 02:25:15,380 INFO : Epoch=0031 complete, best val top1-acc=85.39%, top5-acc=98.99% (epoch=22), remaining_time=1:10:13.643031, arrival_time=2021-04-10 03:35:29.023105, cost_time=0:12:52.916776 2021-04-10 02:25:15,380 INFO : Train start, epoch=0032, lr=0.094188 2021-04-10 02:25:16,763 INFO : TRAIN, epoch=0032, iter=00010/00196, fetch data time cost=2.07ms, fps=1852 images/s, loss=0.2800, top1-acc=91.68%, top5-acc=99.49%, remaining_time=0:00:25.710222, arrival_time=2021-04-10 02:25:42.473277, cost_time=0:00:01.382267 2021-04-10 02:25:17,904 INFO : TRAIN, epoch=0032, iter=00020/00196, fetch data time cost=1.46ms, fps=2244 images/s, loss=0.2820, top1-acc=91.27%, top5-acc=99.51%, remaining_time=0:00:22.207152, arrival_time=2021-04-10 02:25:40.111407, cost_time=0:00:02.523539 2021-04-10 02:25:19,053 INFO : TRAIN, epoch=0032, iter=00030/00196, fetch data time cost=1.45ms, fps=2230 images/s, loss=0.2741, top1-acc=91.18%, top5-acc=99.52%, remaining_time=0:00:20.319230, arrival_time=2021-04-10 02:25:39.372155, cost_time=0:00:03.672136 2021-04-10 02:25:20,201 INFO : TRAIN, epoch=0032, iter=00040/00196, fetch data time cost=2.51ms, fps=2229 images/s, loss=0.2697, top1-acc=91.32%, top5-acc=99.53%, remaining_time=0:00:18.801900, arrival_time=2021-04-10 02:25:39.003603, cost_time=0:00:04.820982 2021-04-10 02:25:21,348 INFO : TRAIN, epoch=0032, iter=00050/00196, fetch data time cost=1.64ms, fps=2233 images/s, loss=0.2708, top1-acc=91.30%, top5-acc=99.55%, remaining_time=0:00:17.426268, arrival_time=2021-04-10 02:25:38.774983, cost_time=0:00:05.967919 2021-04-10 02:25:22,505 INFO : TRAIN, epoch=0032, iter=00060/00196, fetch data time cost=2.13ms, fps=2215 images/s, loss=0.2758, top1-acc=91.11%, top5-acc=99.54%, remaining_time=0:00:16.148504, arrival_time=2021-04-10 02:25:38.653576, cost_time=0:00:07.124344 2021-04-10 02:25:23,655 INFO : TRAIN, epoch=0032, iter=00070/00196, fetch data time cost=1.49ms, fps=2227 images/s, loss=0.2776, top1-acc=91.09%, top5-acc=99.56%, remaining_time=0:00:14.894082, arrival_time=2021-04-10 02:25:38.549272, cost_time=0:00:08.274467 2021-04-10 02:25:24,804 INFO : TRAIN, epoch=0032, iter=00080/00196, fetch data time cost=1.87ms, fps=2228 images/s, loss=0.2774, top1-acc=91.12%, top5-acc=99.57%, remaining_time=0:00:13.664336, arrival_time=2021-04-10 02:25:38.468744, cost_time=0:00:09.423691 2021-04-10 02:25:25,963 INFO : TRAIN, epoch=0032, iter=00090/00196, fetch data time cost=1.39ms, fps=2209 images/s, loss=0.2796, top1-acc=91.08%, top5-acc=99.58%, remaining_time=0:00:12.464646, arrival_time=2021-04-10 02:25:38.428563, cost_time=0:00:10.583202 2021-04-10 02:25:27,113 INFO : TRAIN, epoch=0032, iter=00100/00196, fetch data time cost=1.68ms, fps=2227 images/s, loss=0.2805, top1-acc=91.01%, top5-acc=99.58%, remaining_time=0:00:11.263584, arrival_time=2021-04-10 02:25:38.377237, cost_time=0:00:11.732928 2021-04-10 02:25:28,256 INFO : TRAIN, epoch=0032, iter=00110/00196, fetch data time cost=1.35ms, fps=2240 images/s, loss=0.2813, top1-acc=90.98%, top5-acc=99.57%, remaining_time=0:00:10.066730, arrival_time=2021-04-10 02:25:38.323520, cost_time=0:00:12.876014 2021-04-10 02:25:29,404 INFO : TRAIN, epoch=0032, iter=00120/00196, fetch data time cost=1.31ms, fps=2232 images/s, loss=0.2831, top1-acc=90.93%, top5-acc=99.56%, remaining_time=0:00:08.881512, arrival_time=2021-04-10 02:25:38.285707, cost_time=0:00:14.023428 2021-04-10 02:25:30,551 INFO : TRAIN, epoch=0032, iter=00130/00196, fetch data time cost=1.85ms, fps=2233 images/s, loss=0.2849, top1-acc=90.90%, top5-acc=99.56%, remaining_time=0:00:07.701870, arrival_time=2021-04-10 02:25:38.252935, cost_time=0:00:15.170302 2021-04-10 02:25:31,696 INFO : TRAIN, epoch=0032, iter=00140/00196, fetch data time cost=1.28ms, fps=2237 images/s, loss=0.2860, top1-acc=90.86%, top5-acc=99.58%, remaining_time=0:00:06.526128, arrival_time=2021-04-10 02:25:38.222148, cost_time=0:00:16.315296 2021-04-10 02:25:32,844 INFO : TRAIN, epoch=0032, iter=00150/00196, fetch data time cost=1.40ms, fps=2229 images/s, loss=0.2858, top1-acc=90.82%, top5-acc=99.57%, remaining_time=0:00:05.355688, arrival_time=2021-04-10 02:25:38.200559, cost_time=0:00:17.464151 2021-04-10 02:25:33,996 INFO : TRAIN, epoch=0032, iter=00160/00196, fetch data time cost=1.37ms, fps=2224 images/s, loss=0.2886, top1-acc=90.74%, top5-acc=99.56%, remaining_time=0:00:04.188456, arrival_time=2021-04-10 02:25:38.184589, cost_time=0:00:18.615414 2021-04-10 02:25:35,139 INFO : TRAIN, epoch=0032, iter=00170/00196, fetch data time cost=1.30ms, fps=2240 images/s, loss=0.2881, top1-acc=90.74%, top5-acc=99.56%, remaining_time=0:00:03.021928, arrival_time=2021-04-10 02:25:38.161441, cost_time=0:00:19.758797 2021-04-10 02:25:36,294 INFO : TRAIN, epoch=0032, iter=00180/00196, fetch data time cost=2.08ms, fps=2217 images/s, loss=0.2886, top1-acc=90.73%, top5-acc=99.54%, remaining_time=0:00:01.858992, arrival_time=2021-04-10 02:25:38.153424, cost_time=0:00:20.913723 2021-04-10 02:25:37,455 INFO : TRAIN, epoch=0032, iter=00190/00196, fetch data time cost=1.23ms, fps=2206 images/s, loss=0.2883, top1-acc=90.76%, top5-acc=99.54%, remaining_time=0:00:00.697086, arrival_time=2021-04-10 02:25:38.152200, cost_time=0:00:22.074353 2021-04-10 02:25:38,076 INFO : TRAIN, epoch=0032, iter=00196/00196, fetch data time cost=1.24ms, fps=2192 images/s, loss=0.2884, top1-acc=90.77%, top5-acc=99.54%, remaining_time=0:00:00, arrival_time=2021-04-10 02:25:38.076071, cost_time=0:00:22.695291 2021-04-10 02:25:38,554 INFO : EVAL, epoch=0032, iter=00010/00040, fetch data time cost=1.45ms, fps=5393 images/s, loss=0.6743, top1-acc=81.17%, top5-acc=97.34%, remaining_time=0:00:01.423920, arrival_time=2021-04-10 02:25:39.978126, cost_time=0:00:00.474637 2021-04-10 02:25:38,930 INFO : EVAL, epoch=0032, iter=00020/00040, fetch data time cost=2.94ms, fps=6811 images/s, loss=0.6772, top1-acc=81.15%, top5-acc=97.73%, remaining_time=0:00:00.850880, arrival_time=2021-04-10 02:25:39.781364, cost_time=0:00:00.850881 2021-04-10 02:25:39,310 INFO : EVAL, epoch=0032, iter=00030/00040, fetch data time cost=1.84ms, fps=6756 images/s, loss=0.6659, top1-acc=81.30%, top5-acc=97.79%, remaining_time=0:00:00.410090, arrival_time=2021-04-10 02:25:39.720052, cost_time=0:00:01.230260 2021-04-10 02:25:39,649 INFO : EVAL, epoch=0032, iter=00040/00040, fetch data time cost=0.11ms, fps=6845 images/s, loss=0.6704, top1-acc=80.85%, top5-acc=97.64%, remaining_time=0:00:00, arrival_time=2021-04-10 02:25:39.649478, cost_time=0:00:01.569930 2021-04-10 02:25:40,160 INFO : Epoch=0032 complete, best val top1-acc=85.39%, top5-acc=98.99% (epoch=22), remaining_time=1:09:47.912232, arrival_time=2021-04-10 03:35:28.073105, cost_time=0:13:17.697568 2021-04-10 02:25:40,161 INFO : Train start, epoch=0033, lr=0.093815 2021-04-10 02:25:41,504 INFO : TRAIN, epoch=0033, iter=00010/00196, fetch data time cost=0.36ms, fps=1906 images/s, loss=0.2934, top1-acc=90.82%, top5-acc=99.53%, remaining_time=0:00:24.980916, arrival_time=2021-04-10 02:26:06.485581, cost_time=0:00:01.343058 2021-04-10 02:25:42,654 INFO : TRAIN, epoch=0033, iter=00020/00196, fetch data time cost=1.60ms, fps=2228 images/s, loss=0.2864, top1-acc=90.84%, top5-acc=99.55%, remaining_time=0:00:21.936112, arrival_time=2021-04-10 02:26:04.590383, cost_time=0:00:02.492748 2021-04-10 02:25:43,807 INFO : TRAIN, epoch=0033, iter=00030/00196, fetch data time cost=1.95ms, fps=2221 images/s, loss=0.2881, top1-acc=90.86%, top5-acc=99.51%, remaining_time=0:00:20.172154, arrival_time=2021-04-10 02:26:03.979317, cost_time=0:00:03.645579 2021-04-10 02:25:44,956 INFO : TRAIN, epoch=0033, iter=00040/00196, fetch data time cost=1.36ms, fps=2229 images/s, loss=0.2886, top1-acc=90.77%, top5-acc=99.57%, remaining_time=0:00:18.699876, arrival_time=2021-04-10 02:26:03.656235, cost_time=0:00:04.794849 2021-04-10 02:25:46,100 INFO : TRAIN, epoch=0033, iter=00050/00196, fetch data time cost=1.48ms, fps=2239 images/s, loss=0.2846, top1-acc=90.98%, top5-acc=99.59%, remaining_time=0:00:17.340128, arrival_time=2021-04-10 02:26:03.440100, cost_time=0:00:05.938421 2021-04-10 02:25:47,253 INFO : TRAIN, epoch=0033, iter=00060/00196, fetch data time cost=1.99ms, fps=2221 images/s, loss=0.2815, top1-acc=91.01%, top5-acc=99.59%, remaining_time=0:00:16.073840, arrival_time=2021-04-10 02:26:03.326795, cost_time=0:00:07.091377 2021-04-10 02:25:48,400 INFO : TRAIN, epoch=0033, iter=00070/00196, fetch data time cost=1.37ms, fps=2231 images/s, loss=0.2814, top1-acc=91.02%, top5-acc=99.56%, remaining_time=0:00:14.830578, arrival_time=2021-04-10 02:26:03.231280, cost_time=0:00:08.239193 2021-04-10 02:25:49,550 INFO : TRAIN, epoch=0033, iter=00080/00196, fetch data time cost=2.05ms, fps=2227 images/s, loss=0.2838, top1-acc=91.02%, top5-acc=99.53%, remaining_time=0:00:13.614340, arrival_time=2021-04-10 02:26:03.165196, cost_time=0:00:09.389210 2021-04-10 02:25:50,706 INFO : TRAIN, epoch=0033, iter=00090/00196, fetch data time cost=1.85ms, fps=2217 images/s, loss=0.2841, top1-acc=90.92%, top5-acc=99.55%, remaining_time=0:00:12.418960, arrival_time=2021-04-10 02:26:03.124918, cost_time=0:00:10.544396 2021-04-10 02:25:51,861 INFO : TRAIN, epoch=0033, iter=00100/00196, fetch data time cost=2.04ms, fps=2217 images/s, loss=0.2847, top1-acc=90.92%, top5-acc=99.53%, remaining_time=0:00:11.231808, arrival_time=2021-04-10 02:26:03.093234, cost_time=0:00:11.699750 2021-04-10 02:25:53,013 INFO : TRAIN, epoch=0033, iter=00110/00196, fetch data time cost=1.79ms, fps=2223 images/s, loss=0.2857, top1-acc=90.89%, top5-acc=99.52%, remaining_time=0:00:10.048068, arrival_time=2021-04-10 02:26:03.061720, cost_time=0:00:12.852135 2021-04-10 02:25:54,168 INFO : TRAIN, epoch=0033, iter=00120/00196, fetch data time cost=1.47ms, fps=2217 images/s, loss=0.2880, top1-acc=90.82%, top5-acc=99.52%, remaining_time=0:00:08.871100, arrival_time=2021-04-10 02:26:03.039664, cost_time=0:00:14.007037 2021-04-10 02:25:55,317 INFO : TRAIN, epoch=0033, iter=00130/00196, fetch data time cost=1.47ms, fps=2229 images/s, loss=0.2880, top1-acc=90.81%, top5-acc=99.53%, remaining_time=0:00:07.694610, arrival_time=2021-04-10 02:26:03.012183, cost_time=0:00:15.155992 2021-04-10 02:25:56,459 INFO : TRAIN, epoch=0033, iter=00140/00196, fetch data time cost=1.55ms, fps=2242 images/s, loss=0.2904, top1-acc=90.78%, top5-acc=99.51%, remaining_time=0:00:06.519240, arrival_time=2021-04-10 02:26:02.978885, cost_time=0:00:16.298118 2021-04-10 02:25:57,605 INFO : TRAIN, epoch=0033, iter=00150/00196, fetch data time cost=1.33ms, fps=2236 images/s, loss=0.2906, top1-acc=90.74%, top5-acc=99.51%, remaining_time=0:00:05.349386, arrival_time=2021-04-10 02:26:02.954497, cost_time=0:00:17.443600 2021-04-10 02:25:58,752 INFO : TRAIN, epoch=0033, iter=00160/00196, fetch data time cost=1.89ms, fps=2232 images/s, loss=0.2899, top1-acc=90.77%, top5-acc=99.51%, remaining_time=0:00:04.182912, arrival_time=2021-04-10 02:26:02.935068, cost_time=0:00:18.590643 2021-04-10 02:25:59,912 INFO : TRAIN, epoch=0033, iter=00170/00196, fetch data time cost=1.88ms, fps=2208 images/s, loss=0.2895, top1-acc=90.75%, top5-acc=99.52%, remaining_time=0:00:03.020680, arrival_time=2021-04-10 02:26:02.932903, cost_time=0:00:19.750583 2021-04-10 02:26:01,057 INFO : TRAIN, epoch=0033, iter=00180/00196, fetch data time cost=1.31ms, fps=2237 images/s, loss=0.2913, top1-acc=90.70%, top5-acc=99.52%, remaining_time=0:00:01.857408, arrival_time=2021-04-10 02:26:02.914716, cost_time=0:00:20.895789 2021-04-10 02:26:02,205 INFO : TRAIN, epoch=0033, iter=00190/00196, fetch data time cost=1.25ms, fps=2231 images/s, loss=0.2926, top1-acc=90.65%, top5-acc=99.51%, remaining_time=0:00:00.696120, arrival_time=2021-04-10 02:26:02.901517, cost_time=0:00:22.043748 2021-04-10 02:26:02,823 INFO : TRAIN, epoch=0033, iter=00196/00196, fetch data time cost=1.41ms, fps=2204 images/s, loss=0.2928, top1-acc=90.62%, top5-acc=99.50%, remaining_time=0:00:00, arrival_time=2021-04-10 02:26:02.823171, cost_time=0:00:22.661668 2021-04-10 02:26:03,289 INFO : EVAL, epoch=0033, iter=00010/00040, fetch data time cost=0.19ms, fps=5498 images/s, loss=0.5295, top1-acc=82.77%, top5-acc=98.95%, remaining_time=0:00:01.396740, arrival_time=2021-04-10 02:26:04.686419, cost_time=0:00:00.465575 2021-04-10 02:26:03,671 INFO : EVAL, epoch=0033, iter=00020/00040, fetch data time cost=1.57ms, fps=6708 images/s, loss=0.5547, top1-acc=82.54%, top5-acc=98.81%, remaining_time=0:00:00.847660, arrival_time=2021-04-10 02:26:04.519423, cost_time=0:00:00.847666 2021-04-10 02:26:04,046 INFO : EVAL, epoch=0033, iter=00030/00040, fetch data time cost=1.67ms, fps=6834 images/s, loss=0.5491, top1-acc=82.76%, top5-acc=98.87%, remaining_time=0:00:00.407570, arrival_time=2021-04-10 02:26:04.454391, cost_time=0:00:01.222711 2021-04-10 02:26:04,390 INFO : EVAL, epoch=0033, iter=00040/00040, fetch data time cost=0.08ms, fps=6757 images/s, loss=0.5418, top1-acc=82.97%, top5-acc=98.84%, remaining_time=0:00:00, arrival_time=2021-04-10 02:26:04.390594, cost_time=0:00:01.566554 2021-04-10 02:26:04,956 INFO : Epoch=0033 complete, best val top1-acc=85.39%, top5-acc=98.99% (epoch=22), remaining_time=1:09:22.311674, arrival_time=2021-04-10 03:35:27.267712, cost_time=0:13:42.492710 2021-04-10 02:26:04,956 INFO : Train start, epoch=0034, lr=0.093432 2021-04-10 02:26:06,269 INFO : TRAIN, epoch=0034, iter=00010/00196, fetch data time cost=0.24ms, fps=1951 images/s, loss=0.2374, top1-acc=92.38%, top5-acc=99.61%, remaining_time=0:00:24.407106, arrival_time=2021-04-10 02:26:30.676421, cost_time=0:00:01.312208 2021-04-10 02:26:07,412 INFO : TRAIN, epoch=0034, iter=00020/00196, fetch data time cost=1.31ms, fps=2240 images/s, loss=0.2556, top1-acc=91.60%, top5-acc=99.57%, remaining_time=0:00:21.607872, arrival_time=2021-04-10 02:26:29.020343, cost_time=0:00:02.455439 2021-04-10 02:26:08,557 INFO : TRAIN, epoch=0034, iter=00030/00196, fetch data time cost=1.84ms, fps=2237 images/s, loss=0.2640, top1-acc=91.48%, top5-acc=99.57%, remaining_time=0:00:19.921992, arrival_time=2021-04-10 02:26:28.479424, cost_time=0:00:03.600355 2021-04-10 02:26:09,701 INFO : TRAIN, epoch=0034, iter=00040/00196, fetch data time cost=1.44ms, fps=2240 images/s, loss=0.2755, top1-acc=91.14%, top5-acc=99.55%, remaining_time=0:00:18.501600, arrival_time=2021-04-10 02:26:28.202639, cost_time=0:00:04.744004 2021-04-10 02:26:10,843 INFO : TRAIN, epoch=0034, iter=00050/00196, fetch data time cost=1.51ms, fps=2241 images/s, loss=0.2759, top1-acc=91.14%, top5-acc=99.55%, remaining_time=0:00:17.189164, arrival_time=2021-04-10 02:26:28.032915, cost_time=0:00:05.886722 2021-04-10 02:26:11,988 INFO : TRAIN, epoch=0034, iter=00060/00196, fetch data time cost=1.51ms, fps=2238 images/s, loss=0.2781, top1-acc=91.10%, top5-acc=99.58%, remaining_time=0:00:15.936480, arrival_time=2021-04-10 02:26:27.924526, cost_time=0:00:07.030795 2021-04-10 02:26:13,146 INFO : TRAIN, epoch=0034, iter=00070/00196, fetch data time cost=1.42ms, fps=2211 images/s, loss=0.2780, top1-acc=91.03%, top5-acc=99.60%, remaining_time=0:00:14.741370, arrival_time=2021-04-10 02:26:27.888082, cost_time=0:00:08.189681 2021-04-10 02:26:14,289 INFO : TRAIN, epoch=0034, iter=00080/00196, fetch data time cost=1.56ms, fps=2242 images/s, loss=0.2789, top1-acc=91.09%, top5-acc=99.57%, remaining_time=0:00:13.531516, arrival_time=2021-04-10 02:26:27.820673, cost_time=0:00:09.332114 2021-04-10 02:26:15,430 INFO : TRAIN, epoch=0034, iter=00090/00196, fetch data time cost=1.58ms, fps=2243 images/s, loss=0.2790, top1-acc=91.17%, top5-acc=99.54%, remaining_time=0:00:12.335856, arrival_time=2021-04-10 02:26:27.766726, cost_time=0:00:10.473837 2021-04-10 02:26:16,572 INFO : TRAIN, epoch=0034, iter=00100/00196, fetch data time cost=1.38ms, fps=2243 images/s, loss=0.2819, top1-acc=91.07%, top5-acc=99.55%, remaining_time=0:00:11.151168, arrival_time=2021-04-10 02:26:27.724039, cost_time=0:00:11.615793 2021-04-10 02:26:17,722 INFO : TRAIN, epoch=0034, iter=00110/00196, fetch data time cost=1.40ms, fps=2229 images/s, loss=0.2823, top1-acc=91.05%, top5-acc=99.55%, remaining_time=0:00:09.979870, arrival_time=2021-04-10 02:26:27.701904, cost_time=0:00:12.765002 2021-04-10 02:26:18,864 INFO : TRAIN, epoch=0034, iter=00120/00196, fetch data time cost=1.34ms, fps=2241 images/s, loss=0.2839, top1-acc=90.96%, top5-acc=99.54%, remaining_time=0:00:08.808248, arrival_time=2021-04-10 02:26:27.672993, cost_time=0:00:13.907719 2021-04-10 02:26:20,012 INFO : TRAIN, epoch=0034, iter=00130/00196, fetch data time cost=1.85ms, fps=2231 images/s, loss=0.2830, top1-acc=90.93%, top5-acc=99.55%, remaining_time=0:00:07.643592, arrival_time=2021-04-10 02:26:27.656244, cost_time=0:00:15.055623 2021-04-10 02:26:21,162 INFO : TRAIN, epoch=0034, iter=00140/00196, fetch data time cost=2.11ms, fps=2228 images/s, loss=0.2845, top1-acc=90.89%, top5-acc=99.54%, remaining_time=0:00:06.482000, arrival_time=2021-04-10 02:26:27.644087, cost_time=0:00:16.205016 2021-04-10 02:26:22,319 INFO : TRAIN, epoch=0034, iter=00150/00196, fetch data time cost=1.77ms, fps=2213 images/s, loss=0.2870, top1-acc=90.79%, top5-acc=99.55%, remaining_time=0:00:05.324454, arrival_time=2021-04-10 02:26:27.643904, cost_time=0:00:17.362350 2021-04-10 02:26:23,503 INFO : TRAIN, epoch=0034, iter=00160/00196, fetch data time cost=1.78ms, fps=2164 images/s, loss=0.2895, top1-acc=90.70%, top5-acc=99.54%, remaining_time=0:00:04.172832, arrival_time=2021-04-10 02:26:27.675826, cost_time=0:00:18.545900 2021-04-10 02:26:24,653 INFO : TRAIN, epoch=0034, iter=00170/00196, fetch data time cost=1.61ms, fps=2227 images/s, loss=0.2886, top1-acc=90.71%, top5-acc=99.54%, remaining_time=0:00:03.012360, arrival_time=2021-04-10 02:26:27.665739, cost_time=0:00:19.696217 2021-04-10 02:26:25,808 INFO : TRAIN, epoch=0034, iter=00180/00196, fetch data time cost=1.48ms, fps=2218 images/s, loss=0.2895, top1-acc=90.69%, top5-acc=99.54%, remaining_time=0:00:01.853440, arrival_time=2021-04-10 02:26:27.661673, cost_time=0:00:20.851129 2021-04-10 02:26:26,953 INFO : TRAIN, epoch=0034, iter=00190/00196, fetch data time cost=1.33ms, fps=2236 images/s, loss=0.2891, top1-acc=90.72%, top5-acc=99.54%, remaining_time=0:00:00.694626, arrival_time=2021-04-10 02:26:27.648123, cost_time=0:00:21.996457 2021-04-10 02:26:27,572 INFO : TRAIN, epoch=0034, iter=00196/00196, fetch data time cost=1.86ms, fps=2200 images/s, loss=0.2914, top1-acc=90.70%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-10 02:26:27.572228, cost_time=0:00:22.615162 2021-04-10 02:26:28,059 INFO : EVAL, epoch=0034, iter=00010/00040, fetch data time cost=1.53ms, fps=5273 images/s, loss=0.9069, top1-acc=77.11%, top5-acc=96.80%, remaining_time=0:00:01.456290, arrival_time=2021-04-10 02:26:29.515336, cost_time=0:00:00.485433 2021-04-10 02:26:28,431 INFO : EVAL, epoch=0034, iter=00020/00040, fetch data time cost=1.41ms, fps=6885 images/s, loss=0.8728, top1-acc=77.50%, top5-acc=96.97%, remaining_time=0:00:00.857740, arrival_time=2021-04-10 02:26:29.289044, cost_time=0:00:00.857737 2021-04-10 02:26:28,807 INFO : EVAL, epoch=0034, iter=00030/00040, fetch data time cost=1.78ms, fps=6820 images/s, loss=0.8721, top1-acc=77.27%, top5-acc=97.20%, remaining_time=0:00:00.411150, arrival_time=2021-04-10 02:26:29.218217, cost_time=0:00:01.233450 2021-04-10 02:26:29,143 INFO : EVAL, epoch=0034, iter=00040/00040, fetch data time cost=0.08ms, fps=6899 images/s, loss=0.8652, top1-acc=77.51%, top5-acc=97.35%, remaining_time=0:00:00, arrival_time=2021-04-10 02:26:29.143729, cost_time=0:00:01.570170 2021-04-10 02:26:29,676 INFO : Epoch=0034 complete, best val top1-acc=85.39%, top5-acc=98.99% (epoch=22), remaining_time=1:08:56.392482, arrival_time=2021-04-10 03:35:26.068716, cost_time=0:14:07.212924 2021-04-10 02:26:29,676 INFO : Train start, epoch=0035, lr=0.093037 2021-04-10 02:26:31,015 INFO : TRAIN, epoch=0035, iter=00010/00196, fetch data time cost=0.24ms, fps=1912 images/s, loss=0.3671, top1-acc=88.71%, top5-acc=99.14%, remaining_time=0:00:24.900006, arrival_time=2021-04-10 02:26:55.915630, cost_time=0:00:01.338711 2021-04-10 02:26:32,164 INFO : TRAIN, epoch=0035, iter=00020/00196, fetch data time cost=1.39ms, fps=2229 images/s, loss=0.3279, top1-acc=89.71%, top5-acc=99.18%, remaining_time=0:00:21.890000, arrival_time=2021-04-10 02:26:54.054396, cost_time=0:00:02.487494 2021-04-10 02:26:33,313 INFO : TRAIN, epoch=0035, iter=00030/00196, fetch data time cost=1.51ms, fps=2228 images/s, loss=0.3215, top1-acc=89.66%, top5-acc=99.27%, remaining_time=0:00:20.123516, arrival_time=2021-04-10 02:26:53.437240, cost_time=0:00:03.636780 2021-04-10 02:26:34,467 INFO : TRAIN, epoch=0035, iter=00040/00196, fetch data time cost=2.09ms, fps=2220 images/s, loss=0.3105, top1-acc=90.11%, top5-acc=99.29%, remaining_time=0:00:18.683184, arrival_time=2021-04-10 02:26:53.150651, cost_time=0:00:04.790559 2021-04-10 02:26:35,610 INFO : TRAIN, epoch=0035, iter=00050/00196, fetch data time cost=1.83ms, fps=2240 images/s, loss=0.3066, top1-acc=90.16%, top5-acc=99.37%, remaining_time=0:00:17.326696, arrival_time=2021-04-10 02:26:52.937407, cost_time=0:00:05.933802 2021-04-10 02:26:36,756 INFO : TRAIN, epoch=0035, iter=00060/00196, fetch data time cost=1.42ms, fps=2235 images/s, loss=0.3038, top1-acc=90.29%, top5-acc=99.41%, remaining_time=0:00:16.047048, arrival_time=2021-04-10 02:26:52.803623, cost_time=0:00:07.079561 2021-04-10 02:26:37,910 INFO : TRAIN, epoch=0035, iter=00070/00196, fetch data time cost=2.21ms, fps=2220 images/s, loss=0.3013, top1-acc=90.32%, top5-acc=99.44%, remaining_time=0:00:14.820372, arrival_time=2021-04-10 02:26:52.730883, cost_time=0:00:08.233534 2021-04-10 02:26:39,058 INFO : TRAIN, epoch=0035, iter=00080/00196, fetch data time cost=1.35ms, fps=2231 images/s, loss=0.3006, top1-acc=90.45%, top5-acc=99.40%, remaining_time=0:00:13.603668, arrival_time=2021-04-10 02:26:52.662441, cost_time=0:00:09.381871 2021-04-10 02:26:40,209 INFO : TRAIN, epoch=0035, iter=00090/00196, fetch data time cost=2.20ms, fps=2226 images/s, loss=0.3010, top1-acc=90.52%, top5-acc=99.41%, remaining_time=0:00:12.404968, arrival_time=2021-04-10 02:26:52.614388, cost_time=0:00:10.532511 2021-04-10 02:26:41,351 INFO : TRAIN, epoch=0035, iter=00100/00196, fetch data time cost=1.34ms, fps=2242 images/s, loss=0.3012, top1-acc=90.48%, top5-acc=99.43%, remaining_time=0:00:11.207904, arrival_time=2021-04-10 02:26:52.559815, cost_time=0:00:11.674937 2021-04-10 02:26:42,512 INFO : TRAIN, epoch=0035, iter=00110/00196, fetch data time cost=2.65ms, fps=2208 images/s, loss=0.3015, top1-acc=90.50%, top5-acc=99.43%, remaining_time=0:00:10.034652, arrival_time=2021-04-10 02:26:52.546665, cost_time=0:00:12.835035 2021-04-10 02:26:43,659 INFO : TRAIN, epoch=0035, iter=00120/00196, fetch data time cost=2.24ms, fps=2233 images/s, loss=0.2992, top1-acc=90.57%, top5-acc=99.45%, remaining_time=0:00:08.855216, arrival_time=2021-04-10 02:26:52.514148, cost_time=0:00:13.981980 2021-04-10 02:26:44,812 INFO : TRAIN, epoch=0035, iter=00130/00196, fetch data time cost=2.40ms, fps=2221 images/s, loss=0.2959, top1-acc=90.64%, top5-acc=99.48%, remaining_time=0:00:07.683984, arrival_time=2021-04-10 02:26:52.496075, cost_time=0:00:15.135141 2021-04-10 02:26:45,959 INFO : TRAIN, epoch=0035, iter=00140/00196, fetch data time cost=1.90ms, fps=2233 images/s, loss=0.2969, top1-acc=90.60%, top5-acc=99.47%, remaining_time=0:00:06.512912, arrival_time=2021-04-10 02:26:52.472210, cost_time=0:00:16.282327 2021-04-10 02:26:47,105 INFO : TRAIN, epoch=0035, iter=00150/00196, fetch data time cost=1.43ms, fps=2235 images/s, loss=0.2969, top1-acc=90.60%, top5-acc=99.46%, remaining_time=0:00:05.344694, arrival_time=2021-04-10 02:26:52.449886, cost_time=0:00:17.428278 2021-04-10 02:26:48,247 INFO : TRAIN, epoch=0035, iter=00160/00196, fetch data time cost=1.62ms, fps=2243 images/s, loss=0.2968, top1-acc=90.55%, top5-acc=99.48%, remaining_time=0:00:04.178268, arrival_time=2021-04-10 02:26:52.425236, cost_time=0:00:18.570062 2021-04-10 02:26:49,393 INFO : TRAIN, epoch=0035, iter=00170/00196, fetch data time cost=1.48ms, fps=2234 images/s, loss=0.2970, top1-acc=90.55%, top5-acc=99.48%, remaining_time=0:00:03.015454, arrival_time=2021-04-10 02:26:52.408779, cost_time=0:00:19.716426 2021-04-10 02:26:50,542 INFO : TRAIN, epoch=0035, iter=00180/00196, fetch data time cost=1.56ms, fps=2228 images/s, loss=0.2970, top1-acc=90.52%, top5-acc=99.49%, remaining_time=0:00:01.854736, arrival_time=2021-04-10 02:26:52.397392, cost_time=0:00:20.865720 2021-04-10 02:26:51,695 INFO : TRAIN, epoch=0035, iter=00190/00196, fetch data time cost=1.36ms, fps=2222 images/s, loss=0.2976, top1-acc=90.54%, top5-acc=99.48%, remaining_time=0:00:00.695316, arrival_time=2021-04-10 02:26:52.390619, cost_time=0:00:22.018340 2021-04-10 02:26:52,313 INFO : TRAIN, epoch=0035, iter=00196/00196, fetch data time cost=1.26ms, fps=2202 images/s, loss=0.2961, top1-acc=90.58%, top5-acc=99.49%, remaining_time=0:00:00, arrival_time=2021-04-10 02:26:52.313266, cost_time=0:00:22.636362 2021-04-10 02:26:52,799 INFO : EVAL, epoch=0035, iter=00010/00040, fetch data time cost=0.29ms, fps=5274 images/s, loss=0.3921, top1-acc=87.19%, top5-acc=99.30%, remaining_time=0:00:01.456260, arrival_time=2021-04-10 02:26:54.255948, cost_time=0:00:00.485417 2021-04-10 02:26:53,173 INFO : EVAL, epoch=0035, iter=00020/00040, fetch data time cost=1.45ms, fps=6852 images/s, loss=0.4141, top1-acc=86.82%, top5-acc=99.32%, remaining_time=0:00:00.859500, arrival_time=2021-04-10 02:26:54.033282, cost_time=0:00:00.859493 2021-04-10 02:26:53,556 INFO : EVAL, epoch=0035, iter=00030/00040, fetch data time cost=1.91ms, fps=6691 images/s, loss=0.4232, top1-acc=86.47%, top5-acc=99.27%, remaining_time=0:00:00.414190, arrival_time=2021-04-10 02:26:53.971034, cost_time=0:00:01.242560 2021-04-10 02:26:53,900 INFO : EVAL, epoch=0035, iter=00040/00040, fetch data time cost=0.06ms, fps=6768 images/s, loss=0.4184, top1-acc=86.47%, top5-acc=99.23%, remaining_time=0:00:00, arrival_time=2021-04-10 02:26:53.899981, cost_time=0:00:01.585768 2021-04-10 02:26:54,923 INFO : Epoch=0035 complete, best val top1-acc=86.47%, top5-acc=99.23% (epoch=35), remaining_time=1:08:33.028755, arrival_time=2021-04-10 03:35:27.952700, cost_time=0:14:32.460643 2021-04-10 02:26:54,924 INFO : Train start, epoch=0036, lr=0.092632 2021-04-10 02:26:56,241 INFO : TRAIN, epoch=0036, iter=00010/00196, fetch data time cost=1.37ms, fps=1944 images/s, loss=0.3104, top1-acc=90.43%, top5-acc=99.61%, remaining_time=0:00:24.494154, arrival_time=2021-04-10 02:27:20.735682, cost_time=0:00:01.316888 2021-04-10 02:26:57,391 INFO : TRAIN, epoch=0036, iter=00020/00196, fetch data time cost=2.01ms, fps=2228 images/s, loss=0.2833, top1-acc=91.29%, top5-acc=99.59%, remaining_time=0:00:21.706256, arrival_time=2021-04-10 02:27:19.097515, cost_time=0:00:02.466613 2021-04-10 02:26:58,535 INFO : TRAIN, epoch=0036, iter=00030/00196, fetch data time cost=1.40ms, fps=2238 images/s, loss=0.2819, top1-acc=91.16%, top5-acc=99.60%, remaining_time=0:00:19.980756, arrival_time=2021-04-10 02:27:18.516315, cost_time=0:00:03.610967 2021-04-10 02:26:59,681 INFO : TRAIN, epoch=0036, iter=00040/00196, fetch data time cost=1.49ms, fps=2234 images/s, loss=0.2790, top1-acc=91.18%, top5-acc=99.60%, remaining_time=0:00:18.553080, arrival_time=2021-04-10 02:27:18.234869, cost_time=0:00:04.757210 2021-04-10 02:27:00,826 INFO : TRAIN, epoch=0036, iter=00050/00196, fetch data time cost=1.86ms, fps=2238 images/s, loss=0.2769, top1-acc=91.20%, top5-acc=99.60%, remaining_time=0:00:17.231796, arrival_time=2021-04-10 02:27:18.057800, cost_time=0:00:05.901303 2021-04-10 02:27:01,974 INFO : TRAIN, epoch=0036, iter=00060/00196, fetch data time cost=1.58ms, fps=2231 images/s, loss=0.2751, top1-acc=91.25%, top5-acc=99.61%, remaining_time=0:00:15.978776, arrival_time=2021-04-10 02:27:17.952840, cost_time=0:00:07.049483 2021-04-10 02:27:03,129 INFO : TRAIN, epoch=0036, iter=00070/00196, fetch data time cost=1.96ms, fps=2217 images/s, loss=0.2771, top1-acc=91.10%, top5-acc=99.59%, remaining_time=0:00:14.768334, arrival_time=2021-04-10 02:27:17.897541, cost_time=0:00:08.204623 2021-04-10 02:27:04,277 INFO : TRAIN, epoch=0036, iter=00080/00196, fetch data time cost=1.79ms, fps=2231 images/s, loss=0.2803, top1-acc=91.06%, top5-acc=99.61%, remaining_time=0:00:13.561096, arrival_time=2021-04-10 02:27:17.838193, cost_time=0:00:09.352514 2021-04-10 02:27:05,434 INFO : TRAIN, epoch=0036, iter=00090/00196, fetch data time cost=1.87ms, fps=2213 images/s, loss=0.2785, top1-acc=91.08%, top5-acc=99.61%, remaining_time=0:00:12.378150, arrival_time=2021-04-10 02:27:17.812462, cost_time=0:00:10.509731 2021-04-10 02:27:06,588 INFO : TRAIN, epoch=0036, iter=00100/00196, fetch data time cost=2.33ms, fps=2219 images/s, loss=0.2780, top1-acc=91.08%, top5-acc=99.62%, remaining_time=0:00:11.197152, arrival_time=2021-04-10 02:27:17.785641, cost_time=0:00:11.663659 2021-04-10 02:27:07,744 INFO : TRAIN, epoch=0036, iter=00110/00196, fetch data time cost=1.44ms, fps=2217 images/s, loss=0.2773, top1-acc=91.09%, top5-acc=99.62%, remaining_time=0:00:10.022612, arrival_time=2021-04-10 02:27:17.766983, cost_time=0:00:12.819577 2021-04-10 02:27:08,895 INFO : TRAIN, epoch=0036, iter=00120/00196, fetch data time cost=1.46ms, fps=2225 images/s, loss=0.2775, top1-acc=91.08%, top5-acc=99.61%, remaining_time=0:00:08.848148, arrival_time=2021-04-10 02:27:17.743524, cost_time=0:00:13.970782 2021-04-10 02:27:10,048 INFO : TRAIN, epoch=0036, iter=00130/00196, fetch data time cost=1.49ms, fps=2222 images/s, loss=0.2769, top1-acc=91.03%, top5-acc=99.62%, remaining_time=0:00:07.678110, arrival_time=2021-04-10 02:27:17.726303, cost_time=0:00:15.123538 2021-04-10 02:27:11,196 INFO : TRAIN, epoch=0036, iter=00140/00196, fetch data time cost=1.53ms, fps=2231 images/s, loss=0.2761, top1-acc=91.06%, top5-acc=99.63%, remaining_time=0:00:06.508656, arrival_time=2021-04-10 02:27:17.704851, cost_time=0:00:16.271612 2021-04-10 02:27:12,343 INFO : TRAIN, epoch=0036, iter=00150/00196, fetch data time cost=1.43ms, fps=2232 images/s, loss=0.2794, top1-acc=90.99%, top5-acc=99.61%, remaining_time=0:00:05.341750, arrival_time=2021-04-10 02:27:17.685171, cost_time=0:00:17.418798 2021-04-10 02:27:13,496 INFO : TRAIN, epoch=0036, iter=00160/00196, fetch data time cost=2.10ms, fps=2222 images/s, loss=0.2811, top1-acc=90.94%, top5-acc=99.60%, remaining_time=0:00:04.178592, arrival_time=2021-04-10 02:27:17.674843, cost_time=0:00:18.571598 2021-04-10 02:27:14,643 INFO : TRAIN, epoch=0036, iter=00170/00196, fetch data time cost=1.40ms, fps=2234 images/s, loss=0.2829, top1-acc=90.87%, top5-acc=99.60%, remaining_time=0:00:03.015740, arrival_time=2021-04-10 02:27:17.658701, cost_time=0:00:19.718331 2021-04-10 02:27:15,789 INFO : TRAIN, epoch=0036, iter=00180/00196, fetch data time cost=1.48ms, fps=2233 images/s, loss=0.2832, top1-acc=90.88%, top5-acc=99.61%, remaining_time=0:00:01.854672, arrival_time=2021-04-10 02:27:17.644325, cost_time=0:00:20.865076 2021-04-10 02:27:16,935 INFO : TRAIN, epoch=0036, iter=00190/00196, fetch data time cost=1.25ms, fps=2236 images/s, loss=0.2837, top1-acc=90.87%, top5-acc=99.61%, remaining_time=0:00:00.695064, arrival_time=2021-04-10 02:27:17.630091, cost_time=0:00:22.010444 2021-04-10 02:27:17,552 INFO : TRAIN, epoch=0036, iter=00196/00196, fetch data time cost=1.22ms, fps=2204 images/s, loss=0.2842, top1-acc=90.85%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-10 02:27:17.552481, cost_time=0:00:22.627898 2021-04-10 02:27:18,043 INFO : EVAL, epoch=0036, iter=00010/00040, fetch data time cost=0.21ms, fps=5226 images/s, loss=0.4244, top1-acc=86.13%, top5-acc=99.14%, remaining_time=0:00:01.469400, arrival_time=2021-04-10 02:27:19.512708, cost_time=0:00:00.489795 2021-04-10 02:27:18,417 INFO : EVAL, epoch=0036, iter=00020/00040, fetch data time cost=1.39ms, fps=6852 images/s, loss=0.4270, top1-acc=86.52%, top5-acc=99.16%, remaining_time=0:00:00.863880, arrival_time=2021-04-10 02:27:19.281252, cost_time=0:00:00.863871 2021-04-10 02:27:18,793 INFO : EVAL, epoch=0036, iter=00030/00040, fetch data time cost=1.34ms, fps=6814 images/s, loss=0.4292, top1-acc=86.51%, top5-acc=99.21%, remaining_time=0:00:00.413330, arrival_time=2021-04-10 02:27:19.206851, cost_time=0:00:01.239995 2021-04-10 02:27:19,130 INFO : EVAL, epoch=0036, iter=00040/00040, fetch data time cost=0.12ms, fps=6889 images/s, loss=0.4218, top1-acc=86.69%, top5-acc=99.25%, remaining_time=0:00:00, arrival_time=2021-04-10 02:27:19.130661, cost_time=0:00:01.577180 2021-04-10 02:27:20,271 INFO : Epoch=0036 complete, best val top1-acc=86.69%, top5-acc=99.25% (epoch=36), remaining_time=1:08:10.015188, arrival_time=2021-04-10 03:35:30.286728, cost_time=0:14:57.808209 2021-04-10 02:27:20,272 INFO : Train start, epoch=0037, lr=0.092216 2021-04-10 02:27:21,630 INFO : TRAIN, epoch=0037, iter=00010/00196, fetch data time cost=10.97ms, fps=1885 images/s, loss=0.2551, top1-acc=92.27%, top5-acc=99.65%, remaining_time=0:00:25.261404, arrival_time=2021-04-10 02:27:46.892192, cost_time=0:00:01.358137 2021-04-10 02:27:22,779 INFO : TRAIN, epoch=0037, iter=00020/00196, fetch data time cost=1.90ms, fps=2230 images/s, loss=0.2722, top1-acc=91.50%, top5-acc=99.55%, remaining_time=0:00:22.059840, arrival_time=2021-04-10 02:27:44.839347, cost_time=0:00:02.506801 2021-04-10 02:27:23,930 INFO : TRAIN, epoch=0037, iter=00030/00196, fetch data time cost=2.24ms, fps=2226 images/s, loss=0.2765, top1-acc=91.45%, top5-acc=99.56%, remaining_time=0:00:20.238720, arrival_time=2021-04-10 02:27:44.168875, cost_time=0:00:03.657589 2021-04-10 02:27:25,084 INFO : TRAIN, epoch=0037, iter=00040/00196, fetch data time cost=1.85ms, fps=2218 images/s, loss=0.2758, top1-acc=91.32%, top5-acc=99.54%, remaining_time=0:00:18.767424, arrival_time=2021-04-10 02:27:43.852153, cost_time=0:00:04.812154 2021-04-10 02:27:26,244 INFO : TRAIN, epoch=0037, iter=00050/00196, fetch data time cost=1.90ms, fps=2208 images/s, loss=0.2730, top1-acc=91.40%, top5-acc=99.55%, remaining_time=0:00:17.438240, arrival_time=2021-04-10 02:27:43.682923, cost_time=0:00:05.971982 2021-04-10 02:27:27,393 INFO : TRAIN, epoch=0037, iter=00060/00196, fetch data time cost=1.42ms, fps=2230 images/s, loss=0.2714, top1-acc=91.37%, top5-acc=99.56%, remaining_time=0:00:16.140208, arrival_time=2021-04-10 02:27:43.533494, cost_time=0:00:07.120665 2021-04-10 02:27:28,547 INFO : TRAIN, epoch=0037, iter=00070/00196, fetch data time cost=1.36ms, fps=2219 images/s, loss=0.2741, top1-acc=91.31%, top5-acc=99.55%, remaining_time=0:00:14.894334, arrival_time=2021-04-10 02:27:43.441538, cost_time=0:00:08.274633 2021-04-10 02:27:29,695 INFO : TRAIN, epoch=0037, iter=00080/00196, fetch data time cost=1.98ms, fps=2230 images/s, loss=0.2732, top1-acc=91.28%, top5-acc=99.57%, remaining_time=0:00:13.663176, arrival_time=2021-04-10 02:27:43.358707, cost_time=0:00:09.422917 2021-04-10 02:27:30,844 INFO : TRAIN, epoch=0037, iter=00090/00196, fetch data time cost=1.82ms, fps=2229 images/s, loss=0.2732, top1-acc=91.28%, top5-acc=99.58%, remaining_time=0:00:12.451502, arrival_time=2021-04-10 02:27:43.296097, cost_time=0:00:10.572002 2021-04-10 02:27:31,990 INFO : TRAIN, epoch=0037, iter=00100/00196, fetch data time cost=1.53ms, fps=2235 images/s, loss=0.2723, top1-acc=91.23%, top5-acc=99.59%, remaining_time=0:00:11.248992, arrival_time=2021-04-10 02:27:43.239350, cost_time=0:00:11.717712 2021-04-10 02:27:33,143 INFO : TRAIN, epoch=0037, iter=00110/00196, fetch data time cost=2.07ms, fps=2220 images/s, loss=0.2742, top1-acc=91.22%, top5-acc=99.59%, remaining_time=0:00:10.062946, arrival_time=2021-04-10 02:27:43.206744, cost_time=0:00:12.871172 2021-04-10 02:27:34,294 INFO : TRAIN, epoch=0037, iter=00120/00196, fetch data time cost=1.87ms, fps=2227 images/s, loss=0.2761, top1-acc=91.20%, top5-acc=99.57%, remaining_time=0:00:08.880220, arrival_time=2021-04-10 02:27:43.174190, cost_time=0:00:14.021356 2021-04-10 02:27:35,441 INFO : TRAIN, epoch=0037, iter=00130/00196, fetch data time cost=1.52ms, fps=2231 images/s, loss=0.2765, top1-acc=91.16%, top5-acc=99.57%, remaining_time=0:00:07.701276, arrival_time=2021-04-10 02:27:43.143052, cost_time=0:00:15.169196 2021-04-10 02:27:36,586 INFO : TRAIN, epoch=0037, iter=00140/00196, fetch data time cost=1.42ms, fps=2237 images/s, loss=0.2756, top1-acc=91.16%, top5-acc=99.57%, remaining_time=0:00:06.525568, arrival_time=2021-04-10 02:27:43.112005, cost_time=0:00:16.313860 2021-04-10 02:27:37,729 INFO : TRAIN, epoch=0037, iter=00150/00196, fetch data time cost=1.46ms, fps=2241 images/s, loss=0.2784, top1-acc=91.03%, top5-acc=99.55%, remaining_time=0:00:05.353388, arrival_time=2021-04-10 02:27:43.082752, cost_time=0:00:17.456743 2021-04-10 02:27:38,878 INFO : TRAIN, epoch=0037, iter=00160/00196, fetch data time cost=1.55ms, fps=2229 images/s, loss=0.2806, top1-acc=90.96%, top5-acc=99.54%, remaining_time=0:00:04.186332, arrival_time=2021-04-10 02:27:43.064808, cost_time=0:00:18.605858 2021-04-10 02:27:40,026 INFO : TRAIN, epoch=0037, iter=00170/00196, fetch data time cost=1.56ms, fps=2231 images/s, loss=0.2807, top1-acc=90.95%, top5-acc=99.54%, remaining_time=0:00:03.021200, arrival_time=2021-04-10 02:27:43.047822, cost_time=0:00:19.754052 2021-04-10 02:27:41,173 INFO : TRAIN, epoch=0037, iter=00180/00196, fetch data time cost=1.91ms, fps=2233 images/s, loss=0.2797, top1-acc=90.98%, top5-acc=99.55%, remaining_time=0:00:01.857856, arrival_time=2021-04-10 02:27:43.031258, cost_time=0:00:20.900833 2021-04-10 02:27:42,319 INFO : TRAIN, epoch=0037, iter=00190/00196, fetch data time cost=1.61ms, fps=2235 images/s, loss=0.2796, top1-acc=90.97%, top5-acc=99.56%, remaining_time=0:00:00.696210, arrival_time=2021-04-10 02:27:43.015343, cost_time=0:00:22.046559 2021-04-10 02:27:42,933 INFO : TRAIN, epoch=0037, iter=00196/00196, fetch data time cost=1.24ms, fps=2215 images/s, loss=0.2814, top1-acc=90.94%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-10 02:27:42.933536, cost_time=0:00:22.660967 2021-04-10 02:27:43,421 INFO : EVAL, epoch=0037, iter=00010/00040, fetch data time cost=2.45ms, fps=5260 images/s, loss=0.3974, top1-acc=86.95%, top5-acc=99.34%, remaining_time=0:00:01.460100, arrival_time=2021-04-10 02:27:44.881342, cost_time=0:00:00.486701 2021-04-10 02:27:43,798 INFO : EVAL, epoch=0037, iter=00020/00040, fetch data time cost=1.77ms, fps=6788 images/s, loss=0.3967, top1-acc=87.15%, top5-acc=99.36%, remaining_time=0:00:00.864220, arrival_time=2021-04-10 02:27:44.662938, cost_time=0:00:00.864216 2021-04-10 02:27:44,171 INFO : EVAL, epoch=0037, iter=00030/00040, fetch data time cost=1.42ms, fps=6867 images/s, loss=0.4054, top1-acc=86.64%, top5-acc=99.36%, remaining_time=0:00:00.412450, arrival_time=2021-04-10 02:27:44.584282, cost_time=0:00:01.237339 2021-04-10 02:27:44,507 INFO : EVAL, epoch=0037, iter=00040/00040, fetch data time cost=0.07ms, fps=6920 images/s, loss=0.4019, top1-acc=86.63%, top5-acc=99.31%, remaining_time=0:00:00, arrival_time=2021-04-10 02:27:44.507396, cost_time=0:00:01.572929 2021-04-10 02:27:45,080 INFO : Epoch=0037 complete, best val top1-acc=86.69%, top5-acc=99.25% (epoch=36), remaining_time=1:07:44.501659, arrival_time=2021-04-10 03:35:29.581915, cost_time=0:15:22.616936 2021-04-10 02:27:45,081 INFO : Train start, epoch=0038, lr=0.091790 2021-04-10 02:27:46,450 INFO : TRAIN, epoch=0038, iter=00010/00196, fetch data time cost=0.24ms, fps=1869 images/s, loss=0.2934, top1-acc=90.62%, top5-acc=99.57%, remaining_time=0:00:25.474188, arrival_time=2021-04-10 02:28:11.924972, cost_time=0:00:01.369575 2021-04-10 02:27:47,594 INFO : TRAIN, epoch=0038, iter=00020/00196, fetch data time cost=1.63ms, fps=2239 images/s, loss=0.2862, top1-acc=91.09%, top5-acc=99.55%, remaining_time=0:00:22.116688, arrival_time=2021-04-10 02:28:09.711144, cost_time=0:00:02.513262 2021-04-10 02:27:48,747 INFO : TRAIN, epoch=0038, iter=00030/00196, fetch data time cost=1.73ms, fps=2222 images/s, loss=0.2826, top1-acc=91.13%, top5-acc=99.53%, remaining_time=0:00:20.284370, arrival_time=2021-04-10 02:28:09.031405, cost_time=0:00:03.665845 2021-04-10 02:27:49,897 INFO : TRAIN, epoch=0038, iter=00040/00196, fetch data time cost=1.89ms, fps=2227 images/s, loss=0.2722, top1-acc=91.40%, top5-acc=99.57%, remaining_time=0:00:18.781776, arrival_time=2021-04-10 02:28:08.678840, cost_time=0:00:04.815836 2021-04-10 02:27:51,046 INFO : TRAIN, epoch=0038, iter=00050/00196, fetch data time cost=1.42ms, fps=2228 images/s, loss=0.2678, top1-acc=91.52%, top5-acc=99.58%, remaining_time=0:00:17.419260, arrival_time=2021-04-10 02:28:08.465940, cost_time=0:00:05.965487 2021-04-10 02:27:52,191 INFO : TRAIN, epoch=0038, iter=00060/00196, fetch data time cost=1.54ms, fps=2238 images/s, loss=0.2673, top1-acc=91.52%, top5-acc=99.62%, remaining_time=0:00:16.116136, arrival_time=2021-04-10 02:28:08.307364, cost_time=0:00:07.110042 2021-04-10 02:27:53,345 INFO : TRAIN, epoch=0038, iter=00070/00196, fetch data time cost=2.12ms, fps=2218 images/s, loss=0.2698, top1-acc=91.51%, top5-acc=99.63%, remaining_time=0:00:14.875938, arrival_time=2021-04-10 02:28:08.221579, cost_time=0:00:08.264407 2021-04-10 02:27:54,495 INFO : TRAIN, epoch=0038, iter=00080/00196, fetch data time cost=1.75ms, fps=2228 images/s, loss=0.2715, top1-acc=91.44%, top5-acc=99.61%, remaining_time=0:00:13.650184, arrival_time=2021-04-10 02:28:08.145261, cost_time=0:00:09.413888 2021-04-10 02:27:55,638 INFO : TRAIN, epoch=0038, iter=00090/00196, fetch data time cost=1.83ms, fps=2239 images/s, loss=0.2720, top1-acc=91.48%, top5-acc=99.62%, remaining_time=0:00:12.434648, arrival_time=2021-04-10 02:28:08.073595, cost_time=0:00:10.557757 2021-04-10 02:27:56,785 INFO : TRAIN, epoch=0038, iter=00100/00196, fetch data time cost=1.52ms, fps=2234 images/s, loss=0.2743, top1-acc=91.40%, top5-acc=99.58%, remaining_time=0:00:11.236032, arrival_time=2021-04-10 02:28:08.021461, cost_time=0:00:11.704239 2021-04-10 02:27:57,932 INFO : TRAIN, epoch=0038, iter=00110/00196, fetch data time cost=2.24ms, fps=2232 images/s, loss=0.2735, top1-acc=91.42%, top5-acc=99.60%, remaining_time=0:00:10.047724, arrival_time=2021-04-10 02:28:07.980644, cost_time=0:00:12.851693 2021-04-10 02:27:59,080 INFO : TRAIN, epoch=0038, iter=00120/00196, fetch data time cost=1.39ms, fps=2232 images/s, loss=0.2728, top1-acc=91.40%, top5-acc=99.60%, remaining_time=0:00:08.866084, arrival_time=2021-04-10 02:28:07.946330, cost_time=0:00:13.999057 2021-04-10 02:28:00,231 INFO : TRAIN, epoch=0038, iter=00130/00196, fetch data time cost=1.37ms, fps=2225 images/s, loss=0.2722, top1-acc=91.45%, top5-acc=99.59%, remaining_time=0:00:07.691640, arrival_time=2021-04-10 02:28:07.923075, cost_time=0:00:15.150208 2021-04-10 02:28:01,381 INFO : TRAIN, epoch=0038, iter=00140/00196, fetch data time cost=1.82ms, fps=2227 images/s, loss=0.2737, top1-acc=91.38%, top5-acc=99.58%, remaining_time=0:00:06.520080, arrival_time=2021-04-10 02:28:07.901486, cost_time=0:00:16.300220 2021-04-10 02:28:02,523 INFO : TRAIN, epoch=0038, iter=00150/00196, fetch data time cost=1.84ms, fps=2242 images/s, loss=0.2735, top1-acc=91.35%, top5-acc=99.59%, remaining_time=0:00:05.349018, arrival_time=2021-04-10 02:28:07.872600, cost_time=0:00:17.442399 2021-04-10 02:28:03,672 INFO : TRAIN, epoch=0038, iter=00160/00196, fetch data time cost=2.06ms, fps=2229 images/s, loss=0.2743, top1-acc=91.32%, top5-acc=99.58%, remaining_time=0:00:04.183020, arrival_time=2021-04-10 02:28:07.855474, cost_time=0:00:18.591228 2021-04-10 02:28:04,816 INFO : TRAIN, epoch=0038, iter=00170/00196, fetch data time cost=1.63ms, fps=2239 images/s, loss=0.2759, top1-acc=91.25%, top5-acc=99.58%, remaining_time=0:00:03.018288, arrival_time=2021-04-10 02:28:07.834352, cost_time=0:00:19.734876 2021-04-10 02:28:05,959 INFO : TRAIN, epoch=0038, iter=00180/00196, fetch data time cost=1.42ms, fps=2240 images/s, loss=0.2754, top1-acc=91.25%, top5-acc=99.58%, remaining_time=0:00:01.855824, arrival_time=2021-04-10 02:28:07.815012, cost_time=0:00:20.877965 2021-04-10 02:28:07,111 INFO : TRAIN, epoch=0038, iter=00190/00196, fetch data time cost=1.21ms, fps=2223 images/s, loss=0.2781, top1-acc=91.17%, top5-acc=99.56%, remaining_time=0:00:00.695682, arrival_time=2021-04-10 02:28:07.806847, cost_time=0:00:22.029973 2021-04-10 02:28:07,727 INFO : TRAIN, epoch=0038, iter=00196/00196, fetch data time cost=1.29ms, fps=2208 images/s, loss=0.2788, top1-acc=91.12%, top5-acc=99.56%, remaining_time=0:00:00, arrival_time=2021-04-10 02:28:07.727620, cost_time=0:00:22.646430 2021-04-10 02:28:08,186 INFO : EVAL, epoch=0038, iter=00010/00040, fetch data time cost=0.27ms, fps=5592 images/s, loss=0.7739, top1-acc=78.32%, top5-acc=98.28%, remaining_time=0:00:01.373430, arrival_time=2021-04-10 02:28:09.559916, cost_time=0:00:00.457813 2021-04-10 02:28:08,562 INFO : EVAL, epoch=0038, iter=00020/00040, fetch data time cost=1.49ms, fps=6822 images/s, loss=0.7661, top1-acc=78.67%, top5-acc=98.34%, remaining_time=0:00:00.833540, arrival_time=2021-04-10 02:28:09.395716, cost_time=0:00:00.833539 2021-04-10 02:28:08,938 INFO : EVAL, epoch=0038, iter=00030/00040, fetch data time cost=1.86ms, fps=6812 images/s, loss=0.7561, top1-acc=78.76%, top5-acc=98.37%, remaining_time=0:00:00.403230, arrival_time=2021-04-10 02:28:09.341564, cost_time=0:00:01.209697 2021-04-10 02:28:09,275 INFO : EVAL, epoch=0038, iter=00040/00040, fetch data time cost=0.07ms, fps=6891 images/s, loss=0.7444, top1-acc=78.68%, top5-acc=98.39%, remaining_time=0:00:00, arrival_time=2021-04-10 02:28:09.275321, cost_time=0:00:01.546702 2021-04-10 02:28:09,811 INFO : Epoch=0038 complete, best val top1-acc=86.69%, top5-acc=99.25% (epoch=36), remaining_time=1:07:18.694992, arrival_time=2021-04-10 03:35:28.506524, cost_time=0:15:47.348212 2021-04-10 02:28:09,812 INFO : Train start, epoch=0039, lr=0.091354 2021-04-10 02:28:11,149 INFO : TRAIN, epoch=0039, iter=00010/00196, fetch data time cost=2.16ms, fps=1914 images/s, loss=0.2567, top1-acc=92.27%, top5-acc=99.53%, remaining_time=0:00:24.875826, arrival_time=2021-04-10 02:28:36.025713, cost_time=0:00:01.337409 2021-04-10 02:28:12,301 INFO : TRAIN, epoch=0039, iter=00020/00196, fetch data time cost=1.46ms, fps=2224 images/s, loss=0.2471, top1-acc=92.11%, top5-acc=99.69%, remaining_time=0:00:21.901792, arrival_time=2021-04-10 02:28:34.203094, cost_time=0:00:02.488842 2021-04-10 02:28:13,448 INFO : TRAIN, epoch=0039, iter=00030/00196, fetch data time cost=2.14ms, fps=2232 images/s, loss=0.2516, top1-acc=91.80%, top5-acc=99.67%, remaining_time=0:00:20.120694, arrival_time=2021-04-10 02:28:33.569452, cost_time=0:00:03.636266 2021-04-10 02:28:14,590 INFO : TRAIN, epoch=0039, iter=00040/00196, fetch data time cost=1.46ms, fps=2243 images/s, loss=0.2563, top1-acc=91.57%, top5-acc=99.65%, remaining_time=0:00:18.635292, arrival_time=2021-04-10 02:28:33.226093, cost_time=0:00:04.778299 2021-04-10 02:28:15,743 INFO : TRAIN, epoch=0039, iter=00050/00196, fetch data time cost=2.38ms, fps=2221 images/s, loss=0.2628, top1-acc=91.35%, top5-acc=99.67%, remaining_time=0:00:17.319396, arrival_time=2021-04-10 02:28:33.063249, cost_time=0:00:05.931299 2021-04-10 02:28:16,895 INFO : TRAIN, epoch=0039, iter=00060/00196, fetch data time cost=1.55ms, fps=2224 images/s, loss=0.2607, top1-acc=91.52%, top5-acc=99.67%, remaining_time=0:00:16.055888, arrival_time=2021-04-10 02:28:32.951819, cost_time=0:00:07.083485 2021-04-10 02:28:18,044 INFO : TRAIN, epoch=0039, iter=00070/00196, fetch data time cost=1.68ms, fps=2229 images/s, loss=0.2635, top1-acc=91.49%, top5-acc=99.67%, remaining_time=0:00:14.818482, arrival_time=2021-04-10 02:28:32.863429, cost_time=0:00:08.232503 2021-04-10 02:28:19,186 INFO : TRAIN, epoch=0039, iter=00080/00196, fetch data time cost=1.43ms, fps=2244 images/s, loss=0.2649, top1-acc=91.40%, top5-acc=99.65%, remaining_time=0:00:13.591952, arrival_time=2021-04-10 02:28:32.778182, cost_time=0:00:09.373763 2021-04-10 02:28:20,330 INFO : TRAIN, epoch=0039, iter=00090/00196, fetch data time cost=1.80ms, fps=2238 images/s, loss=0.2654, top1-acc=91.45%, top5-acc=99.62%, remaining_time=0:00:12.388008, arrival_time=2021-04-10 02:28:32.718603, cost_time=0:00:10.518147 2021-04-10 02:28:21,478 INFO : TRAIN, epoch=0039, iter=00100/00196, fetch data time cost=1.61ms, fps=2231 images/s, loss=0.2662, top1-acc=91.40%, top5-acc=99.62%, remaining_time=0:00:11.199360, arrival_time=2021-04-10 02:28:32.677892, cost_time=0:00:11.666045 2021-04-10 02:28:22,634 INFO : TRAIN, epoch=0039, iter=00110/00196, fetch data time cost=2.07ms, fps=2215 images/s, loss=0.2660, top1-acc=91.44%, top5-acc=99.61%, remaining_time=0:00:10.024676, arrival_time=2021-04-10 02:28:32.659414, cost_time=0:00:12.822292 2021-04-10 02:28:23,784 INFO : TRAIN, epoch=0039, iter=00120/00196, fetch data time cost=1.85ms, fps=2228 images/s, loss=0.2662, top1-acc=91.44%, top5-acc=99.62%, remaining_time=0:00:08.848756, arrival_time=2021-04-10 02:28:32.632990, cost_time=0:00:13.971776 2021-04-10 02:28:24,986 INFO : TRAIN, epoch=0039, iter=00130/00196, fetch data time cost=2.67ms, fps=2131 images/s, loss=0.2681, top1-acc=91.36%, top5-acc=99.61%, remaining_time=0:00:07.703586, arrival_time=2021-04-10 02:28:32.689908, cost_time=0:00:15.173748 2021-04-10 02:28:26,140 INFO : TRAIN, epoch=0039, iter=00140/00196, fetch data time cost=1.41ms, fps=2220 images/s, loss=0.2678, top1-acc=91.38%, top5-acc=99.62%, remaining_time=0:00:06.531056, arrival_time=2021-04-10 02:28:32.671237, cost_time=0:00:16.327662 2021-04-10 02:28:27,294 INFO : TRAIN, epoch=0039, iter=00150/00196, fetch data time cost=1.60ms, fps=2219 images/s, loss=0.2691, top1-acc=91.33%, top5-acc=99.61%, remaining_time=0:00:05.361070, arrival_time=2021-04-10 02:28:32.655372, cost_time=0:00:17.481714 2021-04-10 02:28:28,441 INFO : TRAIN, epoch=0039, iter=00160/00196, fetch data time cost=1.84ms, fps=2232 images/s, loss=0.2703, top1-acc=91.26%, top5-acc=99.62%, remaining_time=0:00:04.191588, arrival_time=2021-04-10 02:28:32.633330, cost_time=0:00:18.629296 2021-04-10 02:28:29,586 INFO : TRAIN, epoch=0039, iter=00170/00196, fetch data time cost=1.59ms, fps=2238 images/s, loss=0.2722, top1-acc=91.18%, top5-acc=99.60%, remaining_time=0:00:03.024216, arrival_time=2021-04-10 02:28:32.610454, cost_time=0:00:19.773791 2021-04-10 02:28:30,734 INFO : TRAIN, epoch=0039, iter=00180/00196, fetch data time cost=1.59ms, fps=2231 images/s, loss=0.2719, top1-acc=91.17%, top5-acc=99.61%, remaining_time=0:00:01.859696, arrival_time=2021-04-10 02:28:32.593837, cost_time=0:00:20.921633 2021-04-10 02:28:31,877 INFO : TRAIN, epoch=0039, iter=00190/00196, fetch data time cost=1.25ms, fps=2240 images/s, loss=0.2738, top1-acc=91.11%, top5-acc=99.61%, remaining_time=0:00:00.696792, arrival_time=2021-04-10 02:28:32.574318, cost_time=0:00:22.065069 2021-04-10 02:28:32,493 INFO : TRAIN, epoch=0039, iter=00196/00196, fetch data time cost=1.26ms, fps=2209 images/s, loss=0.2745, top1-acc=91.11%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-10 02:28:32.493593, cost_time=0:00:22.681153 2021-04-10 02:28:32,970 INFO : EVAL, epoch=0039, iter=00010/00040, fetch data time cost=0.28ms, fps=5381 images/s, loss=0.4894, top1-acc=84.18%, top5-acc=98.83%, remaining_time=0:00:01.427310, arrival_time=2021-04-10 02:28:34.397613, cost_time=0:00:00.475772 2021-04-10 02:28:33,350 INFO : EVAL, epoch=0039, iter=00020/00040, fetch data time cost=2.15ms, fps=6738 images/s, loss=0.5154, top1-acc=83.30%, top5-acc=98.87%, remaining_time=0:00:00.856040, arrival_time=2021-04-10 02:28:34.206655, cost_time=0:00:00.856036 2021-04-10 02:28:33,728 INFO : EVAL, epoch=0039, iter=00030/00040, fetch data time cost=1.50ms, fps=6777 images/s, loss=0.5119, top1-acc=83.45%, top5-acc=98.84%, remaining_time=0:00:00.411420, arrival_time=2021-04-10 02:28:34.140226, cost_time=0:00:01.234269 2021-04-10 02:28:34,067 INFO : EVAL, epoch=0039, iter=00040/00040, fetch data time cost=0.08ms, fps=6849 images/s, loss=0.5216, top1-acc=83.35%, top5-acc=98.87%, remaining_time=0:00:00, arrival_time=2021-04-10 02:28:34.067878, cost_time=0:00:01.573374 2021-04-10 02:28:34,578 INFO : Epoch=0039 complete, best val top1-acc=86.69%, top5-acc=99.25% (epoch=36), remaining_time=1:06:53.092601, arrival_time=2021-04-10 03:35:27.671513, cost_time=0:16:12.115614 2021-04-10 02:28:34,579 INFO : Train start, epoch=0040, lr=0.090907 2021-04-10 02:28:35,918 INFO : TRAIN, epoch=0040, iter=00010/00196, fetch data time cost=1.61ms, fps=1912 images/s, loss=0.2426, top1-acc=92.19%, top5-acc=99.69%, remaining_time=0:00:24.898332, arrival_time=2021-04-10 02:29:00.816542, cost_time=0:00:01.338624 2021-04-10 02:28:37,065 INFO : TRAIN, epoch=0040, iter=00020/00196, fetch data time cost=1.37ms, fps=2232 images/s, loss=0.2533, top1-acc=91.78%, top5-acc=99.69%, remaining_time=0:00:21.878736, arrival_time=2021-04-10 02:28:58.944506, cost_time=0:00:02.486213 2021-04-10 02:28:38,215 INFO : TRAIN, epoch=0040, iter=00030/00196, fetch data time cost=1.43ms, fps=2227 images/s, loss=0.2604, top1-acc=91.55%, top5-acc=99.62%, remaining_time=0:00:20.119532, arrival_time=2021-04-10 02:28:58.335172, cost_time=0:00:03.636045 2021-04-10 02:28:39,361 INFO : TRAIN, epoch=0040, iter=00040/00196, fetch data time cost=1.69ms, fps=2236 images/s, loss=0.2732, top1-acc=91.20%, top5-acc=99.55%, remaining_time=0:00:18.647460, arrival_time=2021-04-10 02:28:58.008448, cost_time=0:00:04.781419 2021-04-10 02:28:40,511 INFO : TRAIN, epoch=0040, iter=00050/00196, fetch data time cost=1.83ms, fps=2227 images/s, loss=0.2682, top1-acc=91.38%, top5-acc=99.59%, remaining_time=0:00:17.319396, arrival_time=2021-04-10 02:28:57.830388, cost_time=0:00:05.931317 2021-04-10 02:28:41,656 INFO : TRAIN, epoch=0040, iter=00060/00196, fetch data time cost=1.42ms, fps=2236 images/s, loss=0.2670, top1-acc=91.42%, top5-acc=99.62%, remaining_time=0:00:16.040928, arrival_time=2021-04-10 02:28:57.697419, cost_time=0:00:07.076904 2021-04-10 02:28:42,816 INFO : TRAIN, epoch=0040, iter=00070/00196, fetch data time cost=1.50ms, fps=2208 images/s, loss=0.2664, top1-acc=91.39%, top5-acc=99.60%, remaining_time=0:00:14.826042, arrival_time=2021-04-10 02:28:57.642290, cost_time=0:00:08.236706 2021-04-10 02:28:43,967 INFO : TRAIN, epoch=0040, iter=00080/00196, fetch data time cost=1.87ms, fps=2225 images/s, loss=0.2666, top1-acc=91.40%, top5-acc=99.62%, remaining_time=0:00:13.612136, arrival_time=2021-04-10 02:28:57.579425, cost_time=0:00:09.387674 2021-04-10 02:28:45,115 INFO : TRAIN, epoch=0040, iter=00090/00196, fetch data time cost=1.51ms, fps=2231 images/s, loss=0.2697, top1-acc=91.32%, top5-acc=99.63%, remaining_time=0:00:12.408996, arrival_time=2021-04-10 02:28:57.524532, cost_time=0:00:10.535947 2021-04-10 02:28:46,258 INFO : TRAIN, epoch=0040, iter=00100/00196, fetch data time cost=1.58ms, fps=2241 images/s, loss=0.2718, top1-acc=91.22%, top5-acc=99.63%, remaining_time=0:00:11.211936, arrival_time=2021-04-10 02:28:57.470563, cost_time=0:00:11.679080 2021-04-10 02:28:47,400 INFO : TRAIN, epoch=0040, iter=00110/00196, fetch data time cost=1.55ms, fps=2242 images/s, loss=0.2720, top1-acc=91.19%, top5-acc=99.63%, remaining_time=0:00:10.023902, arrival_time=2021-04-10 02:28:57.424689, cost_time=0:00:12.821242 2021-04-10 02:28:48,545 INFO : TRAIN, epoch=0040, iter=00120/00196, fetch data time cost=1.62ms, fps=2238 images/s, loss=0.2731, top1-acc=91.18%, top5-acc=99.61%, remaining_time=0:00:08.844804, arrival_time=2021-04-10 02:28:57.389914, cost_time=0:00:13.965526 2021-04-10 02:28:49,694 INFO : TRAIN, epoch=0040, iter=00130/00196, fetch data time cost=2.03ms, fps=2229 images/s, loss=0.2720, top1-acc=91.21%, top5-acc=99.61%, remaining_time=0:00:07.673622, arrival_time=2021-04-10 02:28:57.368052, cost_time=0:00:15.114759 2021-04-10 02:28:50,842 INFO : TRAIN, epoch=0040, iter=00140/00196, fetch data time cost=1.44ms, fps=2231 images/s, loss=0.2724, top1-acc=91.27%, top5-acc=99.61%, remaining_time=0:00:06.505184, arrival_time=2021-04-10 02:28:57.347748, cost_time=0:00:16.262959 2021-04-10 02:28:51,998 INFO : TRAIN, epoch=0040, iter=00150/00196, fetch data time cost=1.58ms, fps=2216 images/s, loss=0.2741, top1-acc=91.22%, top5-acc=99.62%, remaining_time=0:00:05.341796, arrival_time=2021-04-10 02:28:57.340269, cost_time=0:00:17.418881 2021-04-10 02:28:53,151 INFO : TRAIN, epoch=0040, iter=00160/00196, fetch data time cost=1.41ms, fps=2221 images/s, loss=0.2743, top1-acc=91.20%, top5-acc=99.61%, remaining_time=0:00:04.178772, arrival_time=2021-04-10 02:28:57.330563, cost_time=0:00:18.572248 2021-04-10 02:28:54,300 INFO : TRAIN, epoch=0040, iter=00170/00196, fetch data time cost=1.90ms, fps=2229 images/s, loss=0.2746, top1-acc=91.17%, top5-acc=99.60%, remaining_time=0:00:03.016156, arrival_time=2021-04-10 02:28:57.316838, cost_time=0:00:19.721094 2021-04-10 02:28:55,454 INFO : TRAIN, epoch=0040, iter=00180/00196, fetch data time cost=1.78ms, fps=2220 images/s, loss=0.2756, top1-acc=91.14%, top5-acc=99.60%, remaining_time=0:00:01.855536, arrival_time=2021-04-10 02:28:57.309896, cost_time=0:00:20.874820 2021-04-10 02:28:56,605 INFO : TRAIN, epoch=0040, iter=00190/00196, fetch data time cost=1.41ms, fps=2225 images/s, loss=0.2778, top1-acc=91.06%, top5-acc=99.60%, remaining_time=0:00:00.695556, arrival_time=2021-04-10 02:28:57.301106, cost_time=0:00:22.026009 2021-04-10 02:28:57,221 INFO : TRAIN, epoch=0040, iter=00196/00196, fetch data time cost=0.08ms, fps=2211 images/s, loss=0.2782, top1-acc=91.05%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-10 02:28:57.221004, cost_time=0:00:22.641463 2021-04-10 02:28:57,670 INFO : EVAL, epoch=0040, iter=00010/00040, fetch data time cost=0.29ms, fps=5706 images/s, loss=0.9747, top1-acc=75.82%, top5-acc=95.70%, remaining_time=0:00:01.345800, arrival_time=2021-04-10 02:28:59.016475, cost_time=0:00:00.448598 2021-04-10 02:28:58,045 INFO : EVAL, epoch=0040, iter=00020/00040, fetch data time cost=1.69ms, fps=6830 images/s, loss=0.9712, top1-acc=75.21%, top5-acc=96.02%, remaining_time=0:00:00.823860, arrival_time=2021-04-10 02:28:58.869765, cost_time=0:00:00.823865 2021-04-10 02:28:58,423 INFO : EVAL, epoch=0040, iter=00030/00040, fetch data time cost=1.51ms, fps=6783 images/s, loss=0.9629, top1-acc=75.25%, top5-acc=96.08%, remaining_time=0:00:00.400530, arrival_time=2021-04-10 02:28:58.824199, cost_time=0:00:01.201587 2021-04-10 02:28:58,763 INFO : EVAL, epoch=0040, iter=00040/00040, fetch data time cost=0.07ms, fps=6836 images/s, loss=0.9612, top1-acc=75.53%, top5-acc=96.06%, remaining_time=0:00:00, arrival_time=2021-04-10 02:28:58.763461, cost_time=0:00:01.541447 2021-04-10 02:28:59,296 INFO : Epoch=0040 complete, best val top1-acc=86.69%, top5-acc=99.25% (epoch=36), remaining_time=1:06:27.333600, arrival_time=2021-04-10 03:35:26.630298, cost_time=0:16:36.833394 2021-04-10 02:28:59,297 INFO : Train start, epoch=0041, lr=0.090451 2021-04-10 02:29:00,641 INFO : TRAIN, epoch=0041, iter=00010/00196, fetch data time cost=0.37ms, fps=1905 images/s, loss=0.2840, top1-acc=90.94%, top5-acc=99.53%, remaining_time=0:00:24.996912, arrival_time=2021-04-10 02:29:25.638266, cost_time=0:00:01.343921 2021-04-10 02:29:01,795 INFO : TRAIN, epoch=0041, iter=00020/00196, fetch data time cost=1.65ms, fps=2220 images/s, loss=0.2770, top1-acc=91.33%, top5-acc=99.59%, remaining_time=0:00:21.981168, arrival_time=2021-04-10 02:29:23.776458, cost_time=0:00:02.497859 2021-04-10 02:29:02,940 INFO : TRAIN, epoch=0041, iter=00030/00196, fetch data time cost=1.81ms, fps=2236 images/s, loss=0.2773, top1-acc=91.47%, top5-acc=99.57%, remaining_time=0:00:20.160036, arrival_time=2021-04-10 02:29:23.100776, cost_time=0:00:03.643384 2021-04-10 02:29:04,086 INFO : TRAIN, epoch=0041, iter=00040/00196, fetch data time cost=1.36ms, fps=2236 images/s, loss=0.2721, top1-acc=91.44%, top5-acc=99.56%, remaining_time=0:00:18.676632, arrival_time=2021-04-10 02:29:22.762942, cost_time=0:00:04.788882 2021-04-10 02:29:05,234 INFO : TRAIN, epoch=0041, iter=00050/00196, fetch data time cost=1.48ms, fps=2231 images/s, loss=0.2677, top1-acc=91.57%, top5-acc=99.58%, remaining_time=0:00:17.335164, arrival_time=2021-04-10 02:29:22.569235, cost_time=0:00:05.936715 2021-04-10 02:29:06,376 INFO : TRAIN, epoch=0041, iter=00060/00196, fetch data time cost=1.62ms, fps=2241 images/s, loss=0.2648, top1-acc=91.53%, top5-acc=99.60%, remaining_time=0:00:16.046504, arrival_time=2021-04-10 02:29:22.423270, cost_time=0:00:07.079337 2021-04-10 02:29:07,519 INFO : TRAIN, epoch=0041, iter=00070/00196, fetch data time cost=2.44ms, fps=2241 images/s, loss=0.2671, top1-acc=91.51%, top5-acc=99.59%, remaining_time=0:00:14.800338, arrival_time=2021-04-10 02:29:22.320149, cost_time=0:00:08.222396 2021-04-10 02:29:08,669 INFO : TRAIN, epoch=0041, iter=00080/00196, fetch data time cost=1.59ms, fps=2228 images/s, loss=0.2668, top1-acc=91.46%, top5-acc=99.59%, remaining_time=0:00:13.589400, arrival_time=2021-04-10 02:29:22.258719, cost_time=0:00:09.371962 2021-04-10 02:29:09,812 INFO : TRAIN, epoch=0041, iter=00090/00196, fetch data time cost=1.61ms, fps=2239 images/s, loss=0.2661, top1-acc=91.47%, top5-acc=99.60%, remaining_time=0:00:12.384934, arrival_time=2021-04-10 02:29:22.197775, cost_time=0:00:10.515480 2021-04-10 02:29:10,955 INFO : TRAIN, epoch=0041, iter=00100/00196, fetch data time cost=1.55ms, fps=2240 images/s, loss=0.2646, top1-acc=91.55%, top5-acc=99.61%, remaining_time=0:00:11.192160, arrival_time=2021-04-10 02:29:22.148035, cost_time=0:00:11.658515 2021-04-10 02:29:12,099 INFO : TRAIN, epoch=0041, iter=00110/00196, fetch data time cost=2.12ms, fps=2239 images/s, loss=0.2642, top1-acc=91.56%, top5-acc=99.60%, remaining_time=0:00:10.008938, arrival_time=2021-04-10 02:29:22.108544, cost_time=0:00:12.802131 2021-04-10 02:29:13,246 INFO : TRAIN, epoch=0041, iter=00120/00196, fetch data time cost=1.63ms, fps=2234 images/s, loss=0.2682, top1-acc=91.41%, top5-acc=99.59%, remaining_time=0:00:08.834164, arrival_time=2021-04-10 02:29:22.080205, cost_time=0:00:13.948684 2021-04-10 02:29:14,392 INFO : TRAIN, epoch=0041, iter=00130/00196, fetch data time cost=1.59ms, fps=2234 images/s, loss=0.2694, top1-acc=91.35%, top5-acc=99.60%, remaining_time=0:00:07.663590, arrival_time=2021-04-10 02:29:22.055976, cost_time=0:00:15.094965 2021-04-10 02:29:15,543 INFO : TRAIN, epoch=0041, iter=00140/00196, fetch data time cost=1.64ms, fps=2225 images/s, loss=0.2692, top1-acc=91.35%, top5-acc=99.61%, remaining_time=0:00:06.498408, arrival_time=2021-04-10 02:29:22.041797, cost_time=0:00:16.245997 2021-04-10 02:29:16,693 INFO : TRAIN, epoch=0041, iter=00150/00196, fetch data time cost=1.36ms, fps=2227 images/s, loss=0.2693, top1-acc=91.36%, top5-acc=99.62%, remaining_time=0:00:05.334804, arrival_time=2021-04-10 02:29:22.028303, cost_time=0:00:17.396092 2021-04-10 02:29:17,840 INFO : TRAIN, epoch=0041, iter=00160/00196, fetch data time cost=1.41ms, fps=2232 images/s, loss=0.2684, top1-acc=91.40%, top5-acc=99.62%, remaining_time=0:00:04.172292, arrival_time=2021-04-10 02:29:22.013214, cost_time=0:00:18.543574 2021-04-10 02:29:18,992 INFO : TRAIN, epoch=0041, iter=00170/00196, fetch data time cost=1.85ms, fps=2225 images/s, loss=0.2678, top1-acc=91.38%, top5-acc=99.63%, remaining_time=0:00:03.012126, arrival_time=2021-04-10 02:29:22.004186, cost_time=0:00:19.694701 2021-04-10 02:29:20,139 INFO : TRAIN, epoch=0041, iter=00180/00196, fetch data time cost=1.47ms, fps=2233 images/s, loss=0.2692, top1-acc=91.30%, top5-acc=99.62%, remaining_time=0:00:01.852592, arrival_time=2021-04-10 02:29:21.991673, cost_time=0:00:20.841679 2021-04-10 02:29:21,285 INFO : TRAIN, epoch=0041, iter=00190/00196, fetch data time cost=1.23ms, fps=2233 images/s, loss=0.2713, top1-acc=91.23%, top5-acc=99.61%, remaining_time=0:00:00.694374, arrival_time=2021-04-10 02:29:21.980179, cost_time=0:00:21.988444 2021-04-10 02:29:21,901 INFO : TRAIN, epoch=0041, iter=00196/00196, fetch data time cost=1.20ms, fps=2209 images/s, loss=0.2704, top1-acc=91.25%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-10 02:29:21.901837, cost_time=0:00:22.604483 2021-04-10 02:29:22,353 INFO : EVAL, epoch=0041, iter=00010/00040, fetch data time cost=1.72ms, fps=5684 images/s, loss=0.5537, top1-acc=82.89%, top5-acc=98.87%, remaining_time=0:00:01.351140, arrival_time=2021-04-10 02:29:23.704296, cost_time=0:00:00.450377 2021-04-10 02:29:22,735 INFO : EVAL, epoch=0041, iter=00020/00040, fetch data time cost=3.99ms, fps=6700 images/s, loss=0.5291, top1-acc=83.81%, top5-acc=99.04%, remaining_time=0:00:00.832760, arrival_time=2021-04-10 02:29:23.568339, cost_time=0:00:00.832765 2021-04-10 02:29:23,115 INFO : EVAL, epoch=0041, iter=00030/00040, fetch data time cost=1.82ms, fps=6752 images/s, loss=0.5195, top1-acc=84.08%, top5-acc=99.05%, remaining_time=0:00:00.404130, arrival_time=2021-04-10 02:29:23.519334, cost_time=0:00:01.212378 2021-04-10 02:29:23,453 INFO : EVAL, epoch=0041, iter=00040/00040, fetch data time cost=0.06ms, fps=6867 images/s, loss=0.5313, top1-acc=84.04%, top5-acc=99.02%, remaining_time=0:00:00, arrival_time=2021-04-10 02:29:23.453477, cost_time=0:00:01.550725 2021-04-10 02:29:23,958 INFO : Epoch=0041 complete, best val top1-acc=86.69%, top5-acc=99.25% (epoch=36), remaining_time=1:06:01.405659, arrival_time=2021-04-10 03:35:25.363566, cost_time=0:17:01.494522 2021-04-10 02:29:23,959 INFO : Train start, epoch=0042, lr=0.089984 2021-04-10 02:29:25,352 INFO : TRAIN, epoch=0042, iter=00010/00196, fetch data time cost=2.58ms, fps=1838 images/s, loss=0.2676, top1-acc=92.15%, top5-acc=99.53%, remaining_time=0:00:25.907940, arrival_time=2021-04-10 02:29:51.260251, cost_time=0:00:01.392900 2021-04-10 02:29:26,507 INFO : TRAIN, epoch=0042, iter=00020/00196, fetch data time cost=1.61ms, fps=2218 images/s, loss=0.2575, top1-acc=91.97%, top5-acc=99.67%, remaining_time=0:00:22.421168, arrival_time=2021-04-10 02:29:48.928277, cost_time=0:00:02.547851 2021-04-10 02:29:27,657 INFO : TRAIN, epoch=0042, iter=00030/00196, fetch data time cost=1.52ms, fps=2227 images/s, loss=0.2535, top1-acc=92.08%, top5-acc=99.64%, remaining_time=0:00:20.460164, arrival_time=2021-04-10 02:29:48.117104, cost_time=0:00:03.697612 2021-04-10 02:29:28,802 INFO : TRAIN, epoch=0042, iter=00040/00196, fetch data time cost=1.47ms, fps=2236 images/s, loss=0.2535, top1-acc=92.04%, top5-acc=99.65%, remaining_time=0:00:18.887856, arrival_time=2021-04-10 02:29:47.690191, cost_time=0:00:04.843037 2021-04-10 02:29:29,952 INFO : TRAIN, epoch=0042, iter=00050/00196, fetch data time cost=1.56ms, fps=2226 images/s, loss=0.2571, top1-acc=91.98%, top5-acc=99.65%, remaining_time=0:00:17.501020, arrival_time=2021-04-10 02:29:47.453849, cost_time=0:00:05.993494 2021-04-10 02:29:31,098 INFO : TRAIN, epoch=0042, iter=00060/00196, fetch data time cost=1.45ms, fps=2236 images/s, loss=0.2575, top1-acc=91.85%, top5-acc=99.63%, remaining_time=0:00:16.181688, arrival_time=2021-04-10 02:29:47.279949, cost_time=0:00:07.138986 2021-04-10 02:29:32,248 INFO : TRAIN, epoch=0042, iter=00070/00196, fetch data time cost=1.83ms, fps=2226 images/s, loss=0.2616, top1-acc=91.72%, top5-acc=99.62%, remaining_time=0:00:14.921046, arrival_time=2021-04-10 02:29:47.169848, cost_time=0:00:08.289498 2021-04-10 02:29:33,394 INFO : TRAIN, epoch=0042, iter=00080/00196, fetch data time cost=1.72ms, fps=2235 images/s, loss=0.2633, top1-acc=91.67%, top5-acc=99.63%, remaining_time=0:00:13.681388, arrival_time=2021-04-10 02:29:47.076104, cost_time=0:00:09.435456 2021-04-10 02:29:34,544 INFO : TRAIN, epoch=0042, iter=00090/00196, fetch data time cost=1.46ms, fps=2227 images/s, loss=0.2649, top1-acc=91.59%, top5-acc=99.61%, remaining_time=0:00:12.467402, arrival_time=2021-04-10 02:29:47.012228, cost_time=0:00:10.585562 2021-04-10 02:29:35,696 INFO : TRAIN, epoch=0042, iter=00100/00196, fetch data time cost=2.00ms, fps=2224 images/s, loss=0.2636, top1-acc=91.64%, top5-acc=99.61%, remaining_time=0:00:11.267424, arrival_time=2021-04-10 02:29:46.963656, cost_time=0:00:11.736862 2021-04-10 02:29:36,850 INFO : TRAIN, epoch=0042, iter=00110/00196, fetch data time cost=1.83ms, fps=2219 images/s, loss=0.2627, top1-acc=91.66%, top5-acc=99.62%, remaining_time=0:00:10.078512, arrival_time=2021-04-10 02:29:46.928906, cost_time=0:00:12.891086 2021-04-10 02:29:37,994 INFO : TRAIN, epoch=0042, iter=00120/00196, fetch data time cost=1.81ms, fps=2238 images/s, loss=0.2654, top1-acc=91.60%, top5-acc=99.62%, remaining_time=0:00:08.889112, arrival_time=2021-04-10 02:29:46.883911, cost_time=0:00:14.035491 2021-04-10 02:29:39,137 INFO : TRAIN, epoch=0042, iter=00130/00196, fetch data time cost=1.41ms, fps=2242 images/s, loss=0.2659, top1-acc=91.56%, top5-acc=99.62%, remaining_time=0:00:07.705698, arrival_time=2021-04-10 02:29:46.842899, cost_time=0:00:15.177938 2021-04-10 02:29:40,282 INFO : TRAIN, epoch=0042, iter=00140/00196, fetch data time cost=1.73ms, fps=2236 images/s, loss=0.2663, top1-acc=91.52%, top5-acc=99.62%, remaining_time=0:00:06.529376, arrival_time=2021-04-10 02:29:46.812061, cost_time=0:00:16.323418 2021-04-10 02:29:41,432 INFO : TRAIN, epoch=0042, iter=00150/00196, fetch data time cost=1.92ms, fps=2227 images/s, loss=0.2664, top1-acc=91.51%, top5-acc=99.62%, remaining_time=0:00:05.358402, arrival_time=2021-04-10 02:29:46.790766, cost_time=0:00:17.473100 2021-04-10 02:29:42,575 INFO : TRAIN, epoch=0042, iter=00160/00196, fetch data time cost=1.66ms, fps=2240 images/s, loss=0.2672, top1-acc=91.47%, top5-acc=99.63%, remaining_time=0:00:04.188708, arrival_time=2021-04-10 02:29:46.764515, cost_time=0:00:18.616546 2021-04-10 02:29:43,728 INFO : TRAIN, epoch=0042, iter=00170/00196, fetch data time cost=1.44ms, fps=2222 images/s, loss=0.2696, top1-acc=91.44%, top5-acc=99.61%, remaining_time=0:00:03.023514, arrival_time=2021-04-10 02:29:46.751940, cost_time=0:00:19.769119 2021-04-10 02:29:44,871 INFO : TRAIN, epoch=0042, iter=00180/00196, fetch data time cost=1.49ms, fps=2242 images/s, loss=0.2707, top1-acc=91.37%, top5-acc=99.61%, remaining_time=0:00:01.858816, arrival_time=2021-04-10 02:29:46.729789, cost_time=0:00:20.911713 2021-04-10 02:29:46,026 INFO : TRAIN, epoch=0042, iter=00190/00196, fetch data time cost=1.66ms, fps=2217 images/s, loss=0.2707, top1-acc=91.35%, top5-acc=99.61%, remaining_time=0:00:00.696840, arrival_time=2021-04-10 02:29:46.722801, cost_time=0:00:22.066654 2021-04-10 02:29:46,648 INFO : TRAIN, epoch=0042, iter=00196/00196, fetch data time cost=0.10ms, fps=2187 images/s, loss=0.2704, top1-acc=91.36%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-10 02:29:46.648325, cost_time=0:00:22.689071 2021-04-10 02:29:47,126 INFO : EVAL, epoch=0042, iter=00010/00040, fetch data time cost=3.23ms, fps=5369 images/s, loss=0.5811, top1-acc=82.46%, top5-acc=99.22%, remaining_time=0:00:01.430310, arrival_time=2021-04-10 02:29:48.556400, cost_time=0:00:00.476773 2021-04-10 02:29:47,501 INFO : EVAL, epoch=0042, iter=00020/00040, fetch data time cost=1.92ms, fps=6836 images/s, loss=0.5656, top1-acc=82.66%, top5-acc=99.00%, remaining_time=0:00:00.851680, arrival_time=2021-04-10 02:29:48.352791, cost_time=0:00:00.851688 2021-04-10 02:29:47,879 INFO : EVAL, epoch=0042, iter=00030/00040, fetch data time cost=1.89ms, fps=6783 images/s, loss=0.5587, top1-acc=82.66%, top5-acc=99.00%, remaining_time=0:00:00.409880, arrival_time=2021-04-10 02:29:48.288839, cost_time=0:00:01.229651 2021-04-10 02:29:48,217 INFO : EVAL, epoch=0042, iter=00040/00040, fetch data time cost=0.08ms, fps=6862 images/s, loss=0.5501, top1-acc=82.79%, top5-acc=98.98%, remaining_time=0:00:00, arrival_time=2021-04-10 02:29:48.217464, cost_time=0:00:01.568205 2021-04-10 02:29:48,748 INFO : Epoch=0042 complete, best val top1-acc=86.69%, top5-acc=99.25% (epoch=36), remaining_time=1:05:36.025848, arrival_time=2021-04-10 03:35:24.774531, cost_time=0:17:26.285365 2021-04-10 02:29:48,749 INFO : Train start, epoch=0043, lr=0.089508 2021-04-10 02:29:50,057 INFO : TRAIN, epoch=0043, iter=00010/00196, fetch data time cost=2.08ms, fps=1958 images/s, loss=0.2780, top1-acc=91.13%, top5-acc=99.65%, remaining_time=0:00:24.316896, arrival_time=2021-04-10 02:30:14.373902, cost_time=0:00:01.307356 2021-04-10 02:29:51,202 INFO : TRAIN, epoch=0043, iter=00020/00196, fetch data time cost=1.67ms, fps=2236 images/s, loss=0.2716, top1-acc=91.11%, top5-acc=99.73%, remaining_time=0:00:21.583056, arrival_time=2021-04-10 02:30:12.785390, cost_time=0:00:02.452619 2021-04-10 02:29:52,350 INFO : TRAIN, epoch=0043, iter=00030/00196, fetch data time cost=1.91ms, fps=2231 images/s, loss=0.2566, top1-acc=91.76%, top5-acc=99.73%, remaining_time=0:00:19.923818, arrival_time=2021-04-10 02:30:12.274188, cost_time=0:00:03.600698 2021-04-10 02:29:53,500 INFO : TRAIN, epoch=0043, iter=00040/00196, fetch data time cost=1.54ms, fps=2228 images/s, loss=0.2676, top1-acc=91.33%, top5-acc=99.67%, remaining_time=0:00:18.526872, arrival_time=2021-04-10 02:30:12.026979, cost_time=0:00:04.750478 2021-04-10 02:29:54,646 INFO : TRAIN, epoch=0043, iter=00050/00196, fetch data time cost=2.07ms, fps=2234 images/s, loss=0.2721, top1-acc=91.18%, top5-acc=99.64%, remaining_time=0:00:17.218656, arrival_time=2021-04-10 02:30:11.865196, cost_time=0:00:05.896776 2021-04-10 02:29:55,799 INFO : TRAIN, epoch=0043, iter=00060/00196, fetch data time cost=2.15ms, fps=2222 images/s, loss=0.2670, top1-acc=91.35%, top5-acc=99.65%, remaining_time=0:00:15.979048, arrival_time=2021-04-10 02:30:11.778307, cost_time=0:00:07.049578 2021-04-10 02:29:56,946 INFO : TRAIN, epoch=0043, iter=00070/00196, fetch data time cost=1.52ms, fps=2232 images/s, loss=0.2640, top1-acc=91.40%, top5-acc=99.65%, remaining_time=0:00:14.754978, arrival_time=2021-04-10 02:30:11.701830, cost_time=0:00:08.197225 2021-04-10 02:29:58,093 INFO : TRAIN, epoch=0043, iter=00080/00196, fetch data time cost=1.45ms, fps=2233 images/s, loss=0.2632, top1-acc=91.39%, top5-acc=99.66%, remaining_time=0:00:13.549032, arrival_time=2021-04-10 02:30:11.642812, cost_time=0:00:09.344151 2021-04-10 02:29:59,239 INFO : TRAIN, epoch=0043, iter=00090/00196, fetch data time cost=1.62ms, fps=2234 images/s, loss=0.2617, top1-acc=91.48%, top5-acc=99.65%, remaining_time=0:00:12.355148, arrival_time=2021-04-10 02:30:11.595007, cost_time=0:00:10.490236 2021-04-10 02:30:00,386 INFO : TRAIN, epoch=0043, iter=00100/00196, fetch data time cost=2.32ms, fps=2233 images/s, loss=0.2659, top1-acc=91.28%, top5-acc=99.67%, remaining_time=0:00:11.171328, arrival_time=2021-04-10 02:30:11.557835, cost_time=0:00:11.636815 2021-04-10 02:30:01,531 INFO : TRAIN, epoch=0043, iter=00110/00196, fetch data time cost=1.41ms, fps=2237 images/s, loss=0.2689, top1-acc=91.21%, top5-acc=99.66%, remaining_time=0:00:09.993114, arrival_time=2021-04-10 02:30:11.524645, cost_time=0:00:12.781904 2021-04-10 02:30:02,678 INFO : TRAIN, epoch=0043, iter=00120/00196, fetch data time cost=1.39ms, fps=2233 images/s, loss=0.2680, top1-acc=91.25%, top5-acc=99.65%, remaining_time=0:00:08.821624, arrival_time=2021-04-10 02:30:11.500165, cost_time=0:00:13.928902 2021-04-10 02:30:03,829 INFO : TRAIN, epoch=0043, iter=00130/00196, fetch data time cost=2.09ms, fps=2225 images/s, loss=0.2672, top1-acc=91.30%, top5-acc=99.65%, remaining_time=0:00:07.655868, arrival_time=2021-04-10 02:30:11.485194, cost_time=0:00:15.079693 2021-04-10 02:30:04,979 INFO : TRAIN, epoch=0043, iter=00140/00196, fetch data time cost=1.49ms, fps=2227 images/s, loss=0.2667, top1-acc=91.29%, top5-acc=99.65%, remaining_time=0:00:06.491856, arrival_time=2021-04-10 02:30:11.471108, cost_time=0:00:16.229622 2021-04-10 02:30:06,123 INFO : TRAIN, epoch=0043, iter=00150/00196, fetch data time cost=1.40ms, fps=2238 images/s, loss=0.2668, top1-acc=91.32%, top5-acc=99.64%, remaining_time=0:00:05.327996, arrival_time=2021-04-10 02:30:11.451500, cost_time=0:00:17.373858 2021-04-10 02:30:07,268 INFO : TRAIN, epoch=0043, iter=00160/00196, fetch data time cost=1.41ms, fps=2238 images/s, loss=0.2672, top1-acc=91.31%, top5-acc=99.64%, remaining_time=0:00:04.166640, arrival_time=2021-04-10 02:30:11.434638, cost_time=0:00:18.518366 2021-04-10 02:30:08,410 INFO : TRAIN, epoch=0043, iter=00170/00196, fetch data time cost=1.71ms, fps=2241 images/s, loss=0.2678, top1-acc=91.28%, top5-acc=99.64%, remaining_time=0:00:03.006952, arrival_time=2021-04-10 02:30:11.417483, cost_time=0:00:19.660864 2021-04-10 02:30:09,561 INFO : TRAIN, epoch=0043, iter=00180/00196, fetch data time cost=1.54ms, fps=2226 images/s, loss=0.2691, top1-acc=91.21%, top5-acc=99.65%, remaining_time=0:00:01.849888, arrival_time=2021-04-10 02:30:11.410839, cost_time=0:00:20.811286 2021-04-10 02:30:10,705 INFO : TRAIN, epoch=0043, iter=00190/00196, fetch data time cost=1.46ms, fps=2237 images/s, loss=0.2696, top1-acc=91.19%, top5-acc=99.64%, remaining_time=0:00:00.693348, arrival_time=2021-04-10 02:30:11.399135, cost_time=0:00:21.956112 2021-04-10 02:30:11,323 INFO : TRAIN, epoch=0043, iter=00196/00196, fetch data time cost=1.22ms, fps=2202 images/s, loss=0.2710, top1-acc=91.15%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-10 02:30:11.323899, cost_time=0:00:22.574273 2021-04-10 02:30:11,777 INFO : EVAL, epoch=0043, iter=00010/00040, fetch data time cost=1.27ms, fps=5659 images/s, loss=0.5042, top1-acc=84.65%, top5-acc=98.83%, remaining_time=0:00:01.357020, arrival_time=2021-04-10 02:30:13.134277, cost_time=0:00:00.452337 2021-04-10 02:30:12,151 INFO : EVAL, epoch=0043, iter=00020/00040, fetch data time cost=2.29ms, fps=6856 images/s, loss=0.4993, top1-acc=84.92%, top5-acc=98.89%, remaining_time=0:00:00.826140, arrival_time=2021-04-10 02:30:12.977264, cost_time=0:00:00.826138 2021-04-10 02:30:12,528 INFO : EVAL, epoch=0043, iter=00030/00040, fetch data time cost=1.50ms, fps=6802 images/s, loss=0.4905, top1-acc=84.99%, top5-acc=98.88%, remaining_time=0:00:00.401030, arrival_time=2021-04-10 02:30:12.928994, cost_time=0:00:01.203077 2021-04-10 02:30:12,864 INFO : EVAL, epoch=0043, iter=00040/00040, fetch data time cost=0.07ms, fps=6901 images/s, loss=0.5034, top1-acc=84.72%, top5-acc=98.84%, remaining_time=0:00:00, arrival_time=2021-04-10 02:30:12.864451, cost_time=0:00:01.539593 2021-04-10 02:30:13,475 INFO : Epoch=0043 complete, best val top1-acc=86.69%, top5-acc=99.25% (epoch=36), remaining_time=1:05:10.441233, arrival_time=2021-04-10 03:35:23.917105, cost_time=0:17:51.012574 2021-04-10 02:30:13,476 INFO : Train start, epoch=0044, lr=0.089022 2021-04-10 02:30:14,853 INFO : TRAIN, epoch=0044, iter=00010/00196, fetch data time cost=1.42ms, fps=1860 images/s, loss=0.2709, top1-acc=92.07%, top5-acc=99.73%, remaining_time=0:00:25.600482, arrival_time=2021-04-10 02:30:40.453458, cost_time=0:00:01.376372 2021-04-10 02:30:16,002 INFO : TRAIN, epoch=0044, iter=00020/00196, fetch data time cost=1.57ms, fps=2228 images/s, loss=0.2529, top1-acc=91.99%, top5-acc=99.75%, remaining_time=0:00:22.231616, arrival_time=2021-04-10 02:30:38.234496, cost_time=0:00:02.526311 2021-04-10 02:30:17,149 INFO : TRAIN, epoch=0044, iter=00030/00196, fetch data time cost=1.61ms, fps=2233 images/s, loss=0.2516, top1-acc=91.99%, top5-acc=99.71%, remaining_time=0:00:20.324708, arrival_time=2021-04-10 02:30:37.474365, cost_time=0:00:03.673134 2021-04-10 02:30:18,298 INFO : TRAIN, epoch=0044, iter=00040/00196, fetch data time cost=1.38ms, fps=2229 images/s, loss=0.2465, top1-acc=92.09%, top5-acc=99.67%, remaining_time=0:00:18.806580, arrival_time=2021-04-10 02:30:37.105354, cost_time=0:00:04.822196 2021-04-10 02:30:19,442 INFO : TRAIN, epoch=0044, iter=00050/00196, fetch data time cost=1.37ms, fps=2239 images/s, loss=0.2478, top1-acc=92.02%, top5-acc=99.66%, remaining_time=0:00:17.421596, arrival_time=2021-04-10 02:30:36.864438, cost_time=0:00:05.966320 2021-04-10 02:30:20,587 INFO : TRAIN, epoch=0044, iter=00060/00196, fetch data time cost=1.85ms, fps=2238 images/s, loss=0.2477, top1-acc=91.99%, top5-acc=99.63%, remaining_time=0:00:16.117768, arrival_time=2021-04-10 02:30:36.705099, cost_time=0:00:07.110807 2021-04-10 02:30:21,734 INFO : TRAIN, epoch=0044, iter=00070/00196, fetch data time cost=1.55ms, fps=2233 images/s, loss=0.2502, top1-acc=91.90%, top5-acc=99.64%, remaining_time=0:00:14.863842, arrival_time=2021-04-10 02:30:36.598085, cost_time=0:00:08.257721 2021-04-10 02:30:22,893 INFO : TRAIN, epoch=0044, iter=00080/00196, fetch data time cost=1.97ms, fps=2208 images/s, loss=0.2465, top1-acc=92.03%, top5-acc=99.66%, remaining_time=0:00:13.655172, arrival_time=2021-04-10 02:30:36.549071, cost_time=0:00:09.417333 2021-04-10 02:30:24,052 INFO : TRAIN, epoch=0044, iter=00090/00196, fetch data time cost=1.33ms, fps=2210 images/s, loss=0.2506, top1-acc=91.93%, top5-acc=99.67%, remaining_time=0:00:12.456272, arrival_time=2021-04-10 02:30:36.508864, cost_time=0:00:10.576059 2021-04-10 02:30:25,203 INFO : TRAIN, epoch=0044, iter=00100/00196, fetch data time cost=1.84ms, fps=2226 images/s, loss=0.2535, top1-acc=91.84%, top5-acc=99.67%, remaining_time=0:00:11.257536, arrival_time=2021-04-10 02:30:36.460867, cost_time=0:00:11.726564 2021-04-10 02:30:26,354 INFO : TRAIN, epoch=0044, iter=00110/00196, fetch data time cost=2.29ms, fps=2225 images/s, loss=0.2549, top1-acc=91.87%, top5-acc=99.66%, remaining_time=0:00:10.068450, arrival_time=2021-04-10 02:30:36.423308, cost_time=0:00:12.878262 2021-04-10 02:30:27,507 INFO : TRAIN, epoch=0044, iter=00120/00196, fetch data time cost=1.65ms, fps=2225 images/s, loss=0.2549, top1-acc=91.86%, top5-acc=99.65%, remaining_time=0:00:08.885844, arrival_time=2021-04-10 02:30:36.392798, cost_time=0:00:14.030327 2021-04-10 02:30:28,654 INFO : TRAIN, epoch=0044, iter=00130/00196, fetch data time cost=1.44ms, fps=2232 images/s, loss=0.2537, top1-acc=91.89%, top5-acc=99.65%, remaining_time=0:00:07.705830, arrival_time=2021-04-10 02:30:36.360485, cost_time=0:00:15.178121 2021-04-10 02:30:29,801 INFO : TRAIN, epoch=0044, iter=00140/00196, fetch data time cost=1.52ms, fps=2233 images/s, loss=0.2553, top1-acc=91.83%, top5-acc=99.65%, remaining_time=0:00:06.530048, arrival_time=2021-04-10 02:30:36.331725, cost_time=0:00:16.325158 2021-04-10 02:30:30,953 INFO : TRAIN, epoch=0044, iter=00150/00196, fetch data time cost=1.75ms, fps=2223 images/s, loss=0.2553, top1-acc=91.83%, top5-acc=99.63%, remaining_time=0:00:05.359598, arrival_time=2021-04-10 02:30:36.313149, cost_time=0:00:17.476906 2021-04-10 02:30:32,107 INFO : TRAIN, epoch=0044, iter=00160/00196, fetch data time cost=2.14ms, fps=2220 images/s, loss=0.2555, top1-acc=91.86%, top5-acc=99.63%, remaining_time=0:00:04.191876, arrival_time=2021-04-10 02:30:36.299010, cost_time=0:00:18.630604 2021-04-10 02:30:33,252 INFO : TRAIN, epoch=0044, iter=00170/00196, fetch data time cost=1.39ms, fps=2235 images/s, loss=0.2570, top1-acc=91.80%, top5-acc=99.62%, remaining_time=0:00:03.024606, arrival_time=2021-04-10 02:30:36.277475, cost_time=0:00:19.776345 2021-04-10 02:30:34,400 INFO : TRAIN, epoch=0044, iter=00180/00196, fetch data time cost=1.50ms, fps=2232 images/s, loss=0.2577, top1-acc=91.76%, top5-acc=99.62%, remaining_time=0:00:01.859888, arrival_time=2021-04-10 02:30:36.260092, cost_time=0:00:20.923682 2021-04-10 02:30:35,549 INFO : TRAIN, epoch=0044, iter=00190/00196, fetch data time cost=1.44ms, fps=2229 images/s, loss=0.2604, top1-acc=91.69%, top5-acc=99.62%, remaining_time=0:00:00.697038, arrival_time=2021-04-10 02:30:36.246373, cost_time=0:00:22.072813 2021-04-10 02:30:36,165 INFO : TRAIN, epoch=0044, iter=00196/00196, fetch data time cost=1.26ms, fps=2207 images/s, loss=0.2613, top1-acc=91.64%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-10 02:30:36.165899, cost_time=0:00:22.689353 2021-04-10 02:30:36,625 INFO : EVAL, epoch=0044, iter=00010/00040, fetch data time cost=3.01ms, fps=5584 images/s, loss=0.4918, top1-acc=84.14%, top5-acc=98.95%, remaining_time=0:00:01.375260, arrival_time=2021-04-10 02:30:38.000777, cost_time=0:00:00.458417 2021-04-10 02:30:36,999 INFO : EVAL, epoch=0044, iter=00020/00040, fetch data time cost=1.26ms, fps=6849 images/s, loss=0.5032, top1-acc=84.28%, top5-acc=99.04%, remaining_time=0:00:00.832580, arrival_time=2021-04-10 02:30:37.832217, cost_time=0:00:00.832578 2021-04-10 02:30:37,375 INFO : EVAL, epoch=0044, iter=00030/00040, fetch data time cost=1.97ms, fps=6822 images/s, loss=0.4963, top1-acc=84.41%, top5-acc=99.10%, remaining_time=0:00:00.402720, arrival_time=2021-04-10 02:30:37.778036, cost_time=0:00:01.208145 2021-04-10 02:30:37,717 INFO : EVAL, epoch=0044, iter=00040/00040, fetch data time cost=0.10ms, fps=6793 images/s, loss=0.5031, top1-acc=84.25%, top5-acc=98.94%, remaining_time=0:00:00, arrival_time=2021-04-10 02:30:37.717397, cost_time=0:00:01.550335 2021-04-10 02:30:38,256 INFO : Epoch=0044 complete, best val top1-acc=86.69%, top5-acc=99.25% (epoch=36), remaining_time=1:04:45.083124, arrival_time=2021-04-10 03:35:23.339135, cost_time=0:18:15.792679 2021-04-10 02:30:38,256 INFO : Train start, epoch=0045, lr=0.088526 2021-04-10 02:30:39,621 INFO : TRAIN, epoch=0045, iter=00010/00196, fetch data time cost=0.24ms, fps=1876 images/s, loss=0.2401, top1-acc=92.77%, top5-acc=99.80%, remaining_time=0:00:25.382490, arrival_time=2021-04-10 02:31:05.004073, cost_time=0:00:01.364646 2021-04-10 02:30:40,765 INFO : TRAIN, epoch=0045, iter=00020/00196, fetch data time cost=1.44ms, fps=2239 images/s, loss=0.2429, top1-acc=92.23%, top5-acc=99.79%, remaining_time=0:00:22.074624, arrival_time=2021-04-10 02:31:02.839997, cost_time=0:00:02.508471 2021-04-10 02:30:41,916 INFO : TRAIN, epoch=0045, iter=00030/00196, fetch data time cost=1.78ms, fps=2225 images/s, loss=0.2508, top1-acc=91.91%, top5-acc=99.79%, remaining_time=0:00:20.248514, arrival_time=2021-04-10 02:31:02.164780, cost_time=0:00:03.659363 2021-04-10 02:30:43,062 INFO : TRAIN, epoch=0045, iter=00040/00196, fetch data time cost=1.50ms, fps=2234 images/s, loss=0.2458, top1-acc=92.11%, top5-acc=99.79%, remaining_time=0:00:18.742932, arrival_time=2021-04-10 02:31:01.805767, cost_time=0:00:04.805888 2021-04-10 02:30:44,211 INFO : TRAIN, epoch=0045, iter=00050/00196, fetch data time cost=1.32ms, fps=2230 images/s, loss=0.2477, top1-acc=92.03%, top5-acc=99.77%, remaining_time=0:00:17.386264, arrival_time=2021-04-10 02:31:01.597426, cost_time=0:00:05.954219 2021-04-10 02:30:45,359 INFO : TRAIN, epoch=0045, iter=00060/00196, fetch data time cost=1.40ms, fps=2231 images/s, loss=0.2468, top1-acc=92.00%, top5-acc=99.77%, remaining_time=0:00:16.098320, arrival_time=2021-04-10 02:31:01.457409, cost_time=0:00:07.102185 2021-04-10 02:30:46,503 INFO : TRAIN, epoch=0045, iter=00070/00196, fetch data time cost=1.59ms, fps=2237 images/s, loss=0.2415, top1-acc=92.13%, top5-acc=99.78%, remaining_time=0:00:14.844312, arrival_time=2021-04-10 02:31:01.348136, cost_time=0:00:08.246816 2021-04-10 02:30:47,652 INFO : TRAIN, epoch=0045, iter=00080/00196, fetch data time cost=1.57ms, fps=2230 images/s, loss=0.2480, top1-acc=92.02%, top5-acc=99.76%, remaining_time=0:00:13.623040, arrival_time=2021-04-10 02:31:01.275114, cost_time=0:00:09.395168 2021-04-10 02:30:48,798 INFO : TRAIN, epoch=0045, iter=00090/00196, fetch data time cost=1.52ms, fps=2235 images/s, loss=0.2523, top1-acc=91.90%, top5-acc=99.73%, remaining_time=0:00:12.415144, arrival_time=2021-04-10 02:31:01.213272, cost_time=0:00:10.541172 2021-04-10 02:30:49,949 INFO : TRAIN, epoch=0045, iter=00100/00196, fetch data time cost=1.86ms, fps=2224 images/s, loss=0.2546, top1-acc=91.80%, top5-acc=99.71%, remaining_time=0:00:11.225088, arrival_time=2021-04-10 02:31:01.174835, cost_time=0:00:11.692833 2021-04-10 02:30:51,095 INFO : TRAIN, epoch=0045, iter=00110/00196, fetch data time cost=1.56ms, fps=2235 images/s, loss=0.2529, top1-acc=91.87%, top5-acc=99.71%, remaining_time=0:00:10.037662, arrival_time=2021-04-10 02:31:01.133396, cost_time=0:00:12.838827 2021-04-10 02:30:52,238 INFO : TRAIN, epoch=0045, iter=00120/00196, fetch data time cost=1.52ms, fps=2240 images/s, loss=0.2531, top1-acc=91.82%, top5-acc=99.69%, remaining_time=0:00:08.855140, arrival_time=2021-04-10 02:31:01.093922, cost_time=0:00:13.981825 2021-04-10 02:30:53,388 INFO : TRAIN, epoch=0045, iter=00130/00196, fetch data time cost=2.09ms, fps=2228 images/s, loss=0.2539, top1-acc=91.81%, top5-acc=99.68%, remaining_time=0:00:07.682136, arrival_time=2021-04-10 02:31:01.070543, cost_time=0:00:15.131431 2021-04-10 02:30:54,544 INFO : TRAIN, epoch=0045, iter=00140/00196, fetch data time cost=2.42ms, fps=2215 images/s, loss=0.2534, top1-acc=91.83%, top5-acc=99.70%, remaining_time=0:00:06.515152, arrival_time=2021-04-10 02:31:01.059907, cost_time=0:00:16.287854 2021-04-10 02:30:55,697 INFO : TRAIN, epoch=0045, iter=00150/00196, fetch data time cost=1.40ms, fps=2221 images/s, loss=0.2560, top1-acc=91.73%, top5-acc=99.70%, remaining_time=0:00:05.348466, arrival_time=2021-04-10 02:31:01.046067, cost_time=0:00:17.440696 2021-04-10 02:30:56,847 INFO : TRAIN, epoch=0045, iter=00160/00196, fetch data time cost=1.51ms, fps=2227 images/s, loss=0.2566, top1-acc=91.73%, top5-acc=99.69%, remaining_time=0:00:04.182912, arrival_time=2021-04-10 02:31:01.030482, cost_time=0:00:18.590654 2021-04-10 02:30:57,998 INFO : TRAIN, epoch=0045, iter=00170/00196, fetch data time cost=1.64ms, fps=2225 images/s, loss=0.2559, top1-acc=91.76%, top5-acc=99.69%, remaining_time=0:00:03.019354, arrival_time=2021-04-10 02:31:01.018187, cost_time=0:00:19.741858 2021-04-10 02:30:59,148 INFO : TRAIN, epoch=0045, iter=00180/00196, fetch data time cost=1.39ms, fps=2228 images/s, loss=0.2565, top1-acc=91.75%, top5-acc=99.68%, remaining_time=0:00:01.857008, arrival_time=2021-04-10 02:31:01.005491, cost_time=0:00:20.891410 2021-04-10 02:31:00,303 INFO : TRAIN, epoch=0045, iter=00190/00196, fetch data time cost=1.22ms, fps=2218 images/s, loss=0.2568, top1-acc=91.72%, top5-acc=99.68%, remaining_time=0:00:00.696210, arrival_time=2021-04-10 02:31:00.999687, cost_time=0:00:22.046569 2021-04-10 02:31:00,918 INFO : TRAIN, epoch=0045, iter=00196/00196, fetch data time cost=1.46ms, fps=2213 images/s, loss=0.2574, top1-acc=91.71%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-10 02:31:00.918351, cost_time=0:00:22.661450 2021-04-10 02:31:01,411 INFO : EVAL, epoch=0045, iter=00010/00040, fetch data time cost=2.02ms, fps=5206 images/s, loss=0.5041, top1-acc=84.37%, top5-acc=98.71%, remaining_time=0:00:01.475280, arrival_time=2021-04-10 02:31:02.886370, cost_time=0:00:00.491761 2021-04-10 02:31:01,781 INFO : EVAL, epoch=0045, iter=00020/00040, fetch data time cost=1.66ms, fps=6922 images/s, loss=0.5081, top1-acc=84.43%, top5-acc=98.77%, remaining_time=0:00:00.862080, arrival_time=2021-04-10 02:31:02.643469, cost_time=0:00:00.862070 2021-04-10 02:31:02,162 INFO : EVAL, epoch=0045, iter=00030/00040, fetch data time cost=1.31ms, fps=6725 images/s, loss=0.5031, top1-acc=84.51%, top5-acc=98.89%, remaining_time=0:00:00.414390, arrival_time=2021-04-10 02:31:02.576957, cost_time=0:00:01.243176 2021-04-10 02:31:02,502 INFO : EVAL, epoch=0045, iter=00040/00040, fetch data time cost=0.08ms, fps=6840 images/s, loss=0.4998, top1-acc=84.59%, top5-acc=98.81%, remaining_time=0:00:00, arrival_time=2021-04-10 02:31:02.502264, cost_time=0:00:01.582987 2021-04-10 02:31:03,111 INFO : Epoch=0045 complete, best val top1-acc=86.69%, top5-acc=99.25% (epoch=36), remaining_time=1:04:20.011345, arrival_time=2021-04-10 03:35:23.123104, cost_time=0:18:40.648453 2021-04-10 02:31:03,112 INFO : Train start, epoch=0046, lr=0.088020 2021-04-10 02:31:04,476 INFO : TRAIN, epoch=0046, iter=00010/00196, fetch data time cost=1.61ms, fps=1877 images/s, loss=0.2901, top1-acc=90.59%, top5-acc=99.61%, remaining_time=0:00:25.365564, arrival_time=2021-04-10 02:31:29.841780, cost_time=0:00:01.363744 2021-04-10 02:31:05,624 INFO : TRAIN, epoch=0046, iter=00020/00196, fetch data time cost=1.46ms, fps=2231 images/s, loss=0.2752, top1-acc=91.15%, top5-acc=99.61%, remaining_time=0:00:22.104720, arrival_time=2021-04-10 02:31:27.729336, cost_time=0:00:02.511904 2021-04-10 02:31:06,769 INFO : TRAIN, epoch=0046, iter=00030/00196, fetch data time cost=2.12ms, fps=2237 images/s, loss=0.2621, top1-acc=91.71%, top5-acc=99.62%, remaining_time=0:00:20.236894, arrival_time=2021-04-10 02:31:27.006596, cost_time=0:00:03.657272 2021-04-10 02:31:07,912 INFO : TRAIN, epoch=0046, iter=00040/00196, fetch data time cost=1.47ms, fps=2241 images/s, loss=0.2557, top1-acc=91.99%, top5-acc=99.62%, remaining_time=0:00:18.720780, arrival_time=2021-04-10 02:31:26.633404, cost_time=0:00:04.800192 2021-04-10 02:31:09,063 INFO : TRAIN, epoch=0046, iter=00050/00196, fetch data time cost=1.64ms, fps=2227 images/s, loss=0.2510, top1-acc=92.09%, top5-acc=99.66%, remaining_time=0:00:17.375022, arrival_time=2021-04-10 02:31:26.437943, cost_time=0:00:05.950374 2021-04-10 02:31:10,210 INFO : TRAIN, epoch=0046, iter=00060/00196, fetch data time cost=1.60ms, fps=2231 images/s, loss=0.2450, top1-acc=92.19%, top5-acc=99.68%, remaining_time=0:00:16.089616, arrival_time=2021-04-10 02:31:26.300410, cost_time=0:00:07.098366 2021-04-10 02:31:11,358 INFO : TRAIN, epoch=0046, iter=00070/00196, fetch data time cost=1.37ms, fps=2232 images/s, loss=0.2434, top1-acc=92.22%, top5-acc=99.69%, remaining_time=0:00:14.841918, arrival_time=2021-04-10 02:31:26.199909, cost_time=0:00:08.245530 2021-04-10 02:31:12,511 INFO : TRAIN, epoch=0046, iter=00080/00196, fetch data time cost=2.01ms, fps=2221 images/s, loss=0.2475, top1-acc=92.05%, top5-acc=99.69%, remaining_time=0:00:13.628260, arrival_time=2021-04-10 02:31:26.139441, cost_time=0:00:09.398769 2021-04-10 02:31:13,654 INFO : TRAIN, epoch=0046, iter=00090/00196, fetch data time cost=1.37ms, fps=2239 images/s, loss=0.2479, top1-acc=92.04%, top5-acc=99.69%, remaining_time=0:00:12.416628, arrival_time=2021-04-10 02:31:26.071504, cost_time=0:00:10.542461 2021-04-10 02:31:14,798 INFO : TRAIN, epoch=0046, iter=00100/00196, fetch data time cost=1.53ms, fps=2240 images/s, loss=0.2456, top1-acc=92.11%, top5-acc=99.68%, remaining_time=0:00:11.218272, arrival_time=2021-04-10 02:31:26.016532, cost_time=0:00:11.685666 2021-04-10 02:31:15,944 INFO : TRAIN, epoch=0046, iter=00110/00196, fetch data time cost=1.52ms, fps=2234 images/s, loss=0.2464, top1-acc=92.10%, top5-acc=99.68%, remaining_time=0:00:10.032588, arrival_time=2021-04-10 02:31:25.977448, cost_time=0:00:12.832398 2021-04-10 02:31:17,098 INFO : TRAIN, epoch=0046, iter=00120/00196, fetch data time cost=2.18ms, fps=2220 images/s, loss=0.2455, top1-acc=92.15%, top5-acc=99.67%, remaining_time=0:00:08.857952, arrival_time=2021-04-10 02:31:25.956613, cost_time=0:00:13.986186 2021-04-10 02:31:18,251 INFO : TRAIN, epoch=0046, iter=00130/00196, fetch data time cost=1.80ms, fps=2221 images/s, loss=0.2459, top1-acc=92.09%, top5-acc=99.68%, remaining_time=0:00:07.686228, arrival_time=2021-04-10 02:31:25.938171, cost_time=0:00:15.139529 2021-04-10 02:31:19,396 INFO : TRAIN, epoch=0046, iter=00140/00196, fetch data time cost=1.45ms, fps=2237 images/s, loss=0.2487, top1-acc=92.02%, top5-acc=99.67%, remaining_time=0:00:06.513696, arrival_time=2021-04-10 02:31:25.910460, cost_time=0:00:16.284215 2021-04-10 02:31:20,543 INFO : TRAIN, epoch=0046, iter=00150/00196, fetch data time cost=1.56ms, fps=2235 images/s, loss=0.2506, top1-acc=91.95%, top5-acc=99.66%, remaining_time=0:00:05.345384, arrival_time=2021-04-10 02:31:25.888461, cost_time=0:00:17.430597 2021-04-10 02:31:21,691 INFO : TRAIN, epoch=0046, iter=00160/00196, fetch data time cost=1.45ms, fps=2231 images/s, loss=0.2513, top1-acc=91.93%, top5-acc=99.66%, remaining_time=0:00:04.180248, arrival_time=2021-04-10 02:31:25.871531, cost_time=0:00:18.578857 2021-04-10 02:31:22,834 INFO : TRAIN, epoch=0046, iter=00170/00196, fetch data time cost=1.42ms, fps=2240 images/s, loss=0.2524, top1-acc=91.89%, top5-acc=99.64%, remaining_time=0:00:03.016286, arrival_time=2021-04-10 02:31:25.850617, cost_time=0:00:19.721919 2021-04-10 02:31:23,989 INFO : TRAIN, epoch=0046, iter=00180/00196, fetch data time cost=1.57ms, fps=2218 images/s, loss=0.2535, top1-acc=91.84%, top5-acc=99.64%, remaining_time=0:00:01.855680, arrival_time=2021-04-10 02:31:25.844615, cost_time=0:00:20.876399 2021-04-10 02:31:25,139 INFO : TRAIN, epoch=0046, iter=00190/00196, fetch data time cost=1.46ms, fps=2226 images/s, loss=0.2539, top1-acc=91.84%, top5-acc=99.63%, remaining_time=0:00:00.695604, arrival_time=2021-04-10 02:31:25.835467, cost_time=0:00:22.027439 2021-04-10 02:31:25,758 INFO : TRAIN, epoch=0046, iter=00196/00196, fetch data time cost=1.27ms, fps=2199 images/s, loss=0.2544, top1-acc=91.83%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-10 02:31:25.758752, cost_time=0:00:22.646333 2021-04-10 02:31:26,232 INFO : EVAL, epoch=0046, iter=00010/00040, fetch data time cost=0.31ms, fps=5415 images/s, loss=0.5121, top1-acc=85.04%, top5-acc=98.67%, remaining_time=0:00:01.418310, arrival_time=2021-04-10 02:31:27.650854, cost_time=0:00:00.472773 2021-04-10 02:31:26,611 INFO : EVAL, epoch=0046, iter=00020/00040, fetch data time cost=2.33ms, fps=6759 images/s, loss=0.4983, top1-acc=85.16%, top5-acc=98.77%, remaining_time=0:00:00.852000, arrival_time=2021-04-10 02:31:27.463776, cost_time=0:00:00.852009 2021-04-10 02:31:26,990 INFO : EVAL, epoch=0046, iter=00030/00040, fetch data time cost=1.27ms, fps=6772 images/s, loss=0.5017, top1-acc=85.13%, top5-acc=98.63%, remaining_time=0:00:00.410230, arrival_time=2021-04-10 02:31:27.400655, cost_time=0:00:01.230704 2021-04-10 02:31:27,327 INFO : EVAL, epoch=0046, iter=00040/00040, fetch data time cost=0.07ms, fps=6881 images/s, loss=0.4879, top1-acc=85.19%, top5-acc=98.73%, remaining_time=0:00:00, arrival_time=2021-04-10 02:31:27.327860, cost_time=0:00:01.568159 2021-04-10 02:31:27,843 INFO : Epoch=0046 complete, best val top1-acc=86.69%, top5-acc=99.25% (epoch=36), remaining_time=1:03:54.532240, arrival_time=2021-04-10 03:35:22.375298, cost_time=0:19:05.379759 2021-04-10 02:31:27,843 INFO : Train start, epoch=0047, lr=0.087506 2021-04-10 02:31:29,172 INFO : TRAIN, epoch=0047, iter=00010/00196, fetch data time cost=0.26ms, fps=1927 images/s, loss=0.2665, top1-acc=91.21%, top5-acc=99.49%, remaining_time=0:00:24.708426, arrival_time=2021-04-10 02:31:53.880780, cost_time=0:00:01.328411 2021-04-10 02:31:30,317 INFO : TRAIN, epoch=0047, iter=00020/00196, fetch data time cost=1.54ms, fps=2236 images/s, loss=0.2651, top1-acc=91.17%, top5-acc=99.53%, remaining_time=0:00:21.773136, arrival_time=2021-04-10 02:31:52.091080, cost_time=0:00:02.474223 2021-04-10 02:31:31,463 INFO : TRAIN, epoch=0047, iter=00030/00196, fetch data time cost=1.65ms, fps=2235 images/s, loss=0.2473, top1-acc=91.78%, top5-acc=99.58%, remaining_time=0:00:20.031718, arrival_time=2021-04-10 02:31:51.495611, cost_time=0:00:03.620190 2021-04-10 02:31:32,606 INFO : TRAIN, epoch=0047, iter=00040/00196, fetch data time cost=1.98ms, fps=2240 images/s, loss=0.2501, top1-acc=91.65%, top5-acc=99.62%, remaining_time=0:00:18.576480, arrival_time=2021-04-10 02:31:51.183402, cost_time=0:00:04.763209 2021-04-10 02:31:33,754 INFO : TRAIN, epoch=0047, iter=00050/00196, fetch data time cost=1.67ms, fps=2231 images/s, loss=0.2516, top1-acc=91.66%, top5-acc=99.62%, remaining_time=0:00:17.260558, arrival_time=2021-04-10 02:31:51.015429, cost_time=0:00:05.911165 2021-04-10 02:31:34,899 INFO : TRAIN, epoch=0047, iter=00060/00196, fetch data time cost=1.42ms, fps=2237 images/s, loss=0.2483, top1-acc=91.82%, top5-acc=99.67%, remaining_time=0:00:15.993192, arrival_time=2021-04-10 02:31:50.892729, cost_time=0:00:07.055835 2021-04-10 02:31:36,049 INFO : TRAIN, epoch=0047, iter=00070/00196, fetch data time cost=1.47ms, fps=2228 images/s, loss=0.2490, top1-acc=91.86%, top5-acc=99.64%, remaining_time=0:00:14.769594, arrival_time=2021-04-10 02:31:50.818664, cost_time=0:00:08.205329 2021-04-10 02:31:37,199 INFO : TRAIN, epoch=0047, iter=00080/00196, fetch data time cost=2.73ms, fps=2227 images/s, loss=0.2496, top1-acc=91.92%, top5-acc=99.63%, remaining_time=0:00:13.565620, arrival_time=2021-04-10 02:31:50.764961, cost_time=0:00:09.355597 2021-04-10 02:31:38,347 INFO : TRAIN, epoch=0047, iter=00090/00196, fetch data time cost=1.29ms, fps=2231 images/s, loss=0.2494, top1-acc=91.94%, top5-acc=99.63%, remaining_time=0:00:12.370942, arrival_time=2021-04-10 02:31:50.718346, cost_time=0:00:10.503672 2021-04-10 02:31:39,500 INFO : TRAIN, epoch=0047, iter=00100/00196, fetch data time cost=1.91ms, fps=2220 images/s, loss=0.2473, top1-acc=92.04%, top5-acc=99.65%, remaining_time=0:00:11.190816, arrival_time=2021-04-10 02:31:50.691600, cost_time=0:00:11.657083 2021-04-10 02:31:40,650 INFO : TRAIN, epoch=0047, iter=00110/00196, fetch data time cost=1.35ms, fps=2228 images/s, loss=0.2505, top1-acc=91.93%, top5-acc=99.65%, remaining_time=0:00:10.012292, arrival_time=2021-04-10 02:31:50.662452, cost_time=0:00:12.806455 2021-04-10 02:31:41,800 INFO : TRAIN, epoch=0047, iter=00120/00196, fetch data time cost=1.39ms, fps=2226 images/s, loss=0.2513, top1-acc=91.89%, top5-acc=99.65%, remaining_time=0:00:08.839332, arrival_time=2021-04-10 02:31:50.640120, cost_time=0:00:13.956863 2021-04-10 02:31:42,949 INFO : TRAIN, epoch=0047, iter=00130/00196, fetch data time cost=1.64ms, fps=2230 images/s, loss=0.2519, top1-acc=91.87%, top5-acc=99.65%, remaining_time=0:00:07.669068, arrival_time=2021-04-10 02:31:50.618454, cost_time=0:00:15.105687 2021-04-10 02:31:44,098 INFO : TRAIN, epoch=0047, iter=00140/00196, fetch data time cost=1.46ms, fps=2228 images/s, loss=0.2522, top1-acc=91.89%, top5-acc=99.66%, remaining_time=0:00:06.501936, arrival_time=2021-04-10 02:31:50.600463, cost_time=0:00:16.254821 2021-04-10 02:31:45,247 INFO : TRAIN, epoch=0047, iter=00150/00196, fetch data time cost=1.82ms, fps=2230 images/s, loss=0.2532, top1-acc=91.91%, top5-acc=99.65%, remaining_time=0:00:05.337012, arrival_time=2021-04-10 02:31:50.584004, cost_time=0:00:17.403249 2021-04-10 02:31:46,393 INFO : TRAIN, epoch=0047, iter=00160/00196, fetch data time cost=1.85ms, fps=2234 images/s, loss=0.2550, top1-acc=91.84%, top5-acc=99.64%, remaining_time=0:00:04.173624, arrival_time=2021-04-10 02:31:50.566807, cost_time=0:00:18.549483 2021-04-10 02:31:47,543 INFO : TRAIN, epoch=0047, iter=00170/00196, fetch data time cost=1.96ms, fps=2227 images/s, loss=0.2536, top1-acc=91.87%, top5-acc=99.63%, remaining_time=0:00:03.012880, arrival_time=2021-04-10 02:31:50.556196, cost_time=0:00:19.699575 2021-04-10 02:31:48,691 INFO : TRAIN, epoch=0047, iter=00180/00196, fetch data time cost=1.55ms, fps=2232 images/s, loss=0.2537, top1-acc=91.84%, top5-acc=99.64%, remaining_time=0:00:01.853088, arrival_time=2021-04-10 02:31:50.544137, cost_time=0:00:20.847299 2021-04-10 02:31:49,836 INFO : TRAIN, epoch=0047, iter=00190/00196, fetch data time cost=1.24ms, fps=2235 images/s, loss=0.2546, top1-acc=91.82%, top5-acc=99.64%, remaining_time=0:00:00.694518, arrival_time=2021-04-10 02:31:50.531381, cost_time=0:00:21.993157 2021-04-10 02:31:50,457 INFO : TRAIN, epoch=0047, iter=00196/00196, fetch data time cost=1.70ms, fps=2194 images/s, loss=0.2538, top1-acc=91.80%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-10 02:31:50.457090, cost_time=0:00:22.613350 2021-04-10 02:31:50,930 INFO : EVAL, epoch=0047, iter=00010/00040, fetch data time cost=0.29ms, fps=5419 images/s, loss=0.4877, top1-acc=85.66%, top5-acc=98.83%, remaining_time=0:00:01.417140, arrival_time=2021-04-10 02:31:52.347954, cost_time=0:00:00.472384 2021-04-10 02:31:51,305 INFO : EVAL, epoch=0047, iter=00020/00040, fetch data time cost=1.69ms, fps=6845 images/s, loss=0.4932, top1-acc=85.10%, top5-acc=98.81%, remaining_time=0:00:00.846840, arrival_time=2021-04-10 02:31:52.152109, cost_time=0:00:00.846844 2021-04-10 02:31:51,684 INFO : EVAL, epoch=0047, iter=00030/00040, fetch data time cost=2.00ms, fps=6756 images/s, loss=0.4835, top1-acc=85.43%, top5-acc=99.02%, remaining_time=0:00:00.408730, arrival_time=2021-04-10 02:31:52.093373, cost_time=0:00:01.226195 2021-04-10 02:31:52,024 INFO : EVAL, epoch=0047, iter=00040/00040, fetch data time cost=0.08ms, fps=6835 images/s, loss=0.4801, top1-acc=85.43%, top5-acc=99.12%, remaining_time=0:00:00, arrival_time=2021-04-10 02:31:52.024465, cost_time=0:00:01.566097 2021-04-10 02:31:52,533 INFO : Epoch=0047 complete, best val top1-acc=86.69%, top5-acc=99.25% (epoch=36), remaining_time=1:03:28.951830, arrival_time=2021-04-10 03:35:21.485317, cost_time=0:19:30.070191 2021-04-10 02:31:52,534 INFO : Train start, epoch=0048, lr=0.086982 2021-04-10 02:31:53,905 INFO : TRAIN, epoch=0048, iter=00010/00196, fetch data time cost=0.49ms, fps=1867 images/s, loss=0.2433, top1-acc=91.84%, top5-acc=99.84%, remaining_time=0:00:25.509528, arrival_time=2021-04-10 02:32:19.415130, cost_time=0:00:01.371484 2021-04-10 02:31:55,057 INFO : TRAIN, epoch=0048, iter=00020/00196, fetch data time cost=2.14ms, fps=2223 images/s, loss=0.2403, top1-acc=92.29%, top5-acc=99.79%, remaining_time=0:00:22.204160, arrival_time=2021-04-10 02:32:17.261516, cost_time=0:00:02.523197 2021-04-10 02:31:56,219 INFO : TRAIN, epoch=0048, iter=00030/00196, fetch data time cost=2.05ms, fps=2204 images/s, loss=0.2395, top1-acc=92.29%, top5-acc=99.70%, remaining_time=0:00:20.391108, arrival_time=2021-04-10 02:32:16.610435, cost_time=0:00:03.685137 2021-04-10 02:31:57,376 INFO : TRAIN, epoch=0048, iter=00040/00196, fetch data time cost=2.21ms, fps=2214 images/s, loss=0.2347, top1-acc=92.34%, top5-acc=99.75%, remaining_time=0:00:18.883332, arrival_time=2021-04-10 02:32:16.259389, cost_time=0:00:04.841873 2021-04-10 02:31:58,527 INFO : TRAIN, epoch=0048, iter=00050/00196, fetch data time cost=1.93ms, fps=2224 images/s, loss=0.2369, top1-acc=92.30%, top5-acc=99.73%, remaining_time=0:00:17.501166, arrival_time=2021-04-10 02:32:16.028889, cost_time=0:00:05.993532 2021-04-10 02:31:59,672 INFO : TRAIN, epoch=0048, iter=00060/00196, fetch data time cost=1.40ms, fps=2237 images/s, loss=0.2414, top1-acc=92.18%, top5-acc=99.71%, remaining_time=0:00:16.180328, arrival_time=2021-04-10 02:32:15.852848, cost_time=0:00:07.138389 2021-04-10 02:32:00,820 INFO : TRAIN, epoch=0048, iter=00070/00196, fetch data time cost=1.44ms, fps=2230 images/s, loss=0.2424, top1-acc=92.19%, top5-acc=99.71%, remaining_time=0:00:14.916006, arrival_time=2021-04-10 02:32:15.736794, cost_time=0:00:08.286663 2021-04-10 02:32:01,966 INFO : TRAIN, epoch=0048, iter=00080/00196, fetch data time cost=1.61ms, fps=2235 images/s, loss=0.2428, top1-acc=92.15%, top5-acc=99.71%, remaining_time=0:00:13.676748, arrival_time=2021-04-10 02:32:15.643129, cost_time=0:00:09.432218 2021-04-10 02:32:03,120 INFO : TRAIN, epoch=0048, iter=00090/00196, fetch data time cost=1.42ms, fps=2219 images/s, loss=0.2431, top1-acc=92.15%, top5-acc=99.70%, remaining_time=0:00:12.468144, arrival_time=2021-04-10 02:32:15.588441, cost_time=0:00:10.586175 2021-04-10 02:32:04,265 INFO : TRAIN, epoch=0048, iter=00100/00196, fetch data time cost=1.55ms, fps=2236 images/s, loss=0.2472, top1-acc=92.06%, top5-acc=99.67%, remaining_time=0:00:11.261952, arrival_time=2021-04-10 02:32:15.527333, cost_time=0:00:11.731203 2021-04-10 02:32:05,410 INFO : TRAIN, epoch=0048, iter=00110/00196, fetch data time cost=1.48ms, fps=2237 images/s, loss=0.2472, top1-acc=92.12%, top5-acc=99.67%, remaining_time=0:00:10.066816, arrival_time=2021-04-10 02:32:15.477193, cost_time=0:00:12.876193 2021-04-10 02:32:06,559 INFO : TRAIN, epoch=0048, iter=00120/00196, fetch data time cost=1.34ms, fps=2228 images/s, loss=0.2469, top1-acc=92.12%, top5-acc=99.66%, remaining_time=0:00:08.882880, arrival_time=2021-04-10 02:32:15.442589, cost_time=0:00:14.025540 2021-04-10 02:32:07,707 INFO : TRAIN, epoch=0048, iter=00130/00196, fetch data time cost=1.54ms, fps=2232 images/s, loss=0.2469, top1-acc=92.12%, top5-acc=99.67%, remaining_time=0:00:07.703388, arrival_time=2021-04-10 02:32:15.410833, cost_time=0:00:15.173287 2021-04-10 02:32:08,852 INFO : TRAIN, epoch=0048, iter=00140/00196, fetch data time cost=1.77ms, fps=2237 images/s, loss=0.2486, top1-acc=92.09%, top5-acc=99.66%, remaining_time=0:00:06.527304, arrival_time=2021-04-10 02:32:15.379767, cost_time=0:00:16.318296 2021-04-10 02:32:09,996 INFO : TRAIN, epoch=0048, iter=00150/00196, fetch data time cost=1.40ms, fps=2239 images/s, loss=0.2509, top1-acc=92.03%, top5-acc=99.66%, remaining_time=0:00:05.354998, arrival_time=2021-04-10 02:32:15.351132, cost_time=0:00:17.462012 2021-04-10 02:32:11,145 INFO : TRAIN, epoch=0048, iter=00160/00196, fetch data time cost=2.09ms, fps=2229 images/s, loss=0.2522, top1-acc=91.99%, top5-acc=99.66%, remaining_time=0:00:04.187448, arrival_time=2021-04-10 02:32:15.332541, cost_time=0:00:18.610900 2021-04-10 02:32:12,294 INFO : TRAIN, epoch=0048, iter=00170/00196, fetch data time cost=1.48ms, fps=2229 images/s, loss=0.2519, top1-acc=91.97%, top5-acc=99.66%, remaining_time=0:00:03.022110, arrival_time=2021-04-10 02:32:15.316100, cost_time=0:00:19.759866 2021-04-10 02:32:13,439 INFO : TRAIN, epoch=0048, iter=00180/00196, fetch data time cost=1.36ms, fps=2235 images/s, loss=0.2513, top1-acc=91.98%, top5-acc=99.67%, remaining_time=0:00:01.858272, arrival_time=2021-04-10 02:32:15.297985, cost_time=0:00:20.905571 2021-04-10 02:32:14,592 INFO : TRAIN, epoch=0048, iter=00190/00196, fetch data time cost=1.27ms, fps=2222 images/s, loss=0.2532, top1-acc=91.92%, top5-acc=99.67%, remaining_time=0:00:00.696576, arrival_time=2021-04-10 02:32:15.288974, cost_time=0:00:22.058276 2021-04-10 02:32:15,209 INFO : TRAIN, epoch=0048, iter=00196/00196, fetch data time cost=1.48ms, fps=2206 images/s, loss=0.2546, top1-acc=91.89%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-10 02:32:15.209400, cost_time=0:00:22.675277 2021-04-10 02:32:15,695 INFO : EVAL, epoch=0048, iter=00010/00040, fetch data time cost=0.29ms, fps=5281 images/s, loss=0.5203, top1-acc=84.26%, top5-acc=99.02%, remaining_time=0:00:01.454130, arrival_time=2021-04-10 02:32:17.149179, cost_time=0:00:00.484711 2021-04-10 02:32:16,070 INFO : EVAL, epoch=0048, iter=00020/00040, fetch data time cost=1.21ms, fps=6830 images/s, loss=0.5251, top1-acc=84.22%, top5-acc=98.96%, remaining_time=0:00:00.859900, arrival_time=2021-04-10 02:32:16.930184, cost_time=0:00:00.859898 2021-04-10 02:32:16,463 INFO : EVAL, epoch=0048, iter=00030/00040, fetch data time cost=0.33ms, fps=6519 images/s, loss=0.5157, top1-acc=84.64%, top5-acc=99.09%, remaining_time=0:00:00.417690, arrival_time=2021-04-10 02:32:16.881129, cost_time=0:00:01.253071 2021-04-10 02:32:16,809 INFO : EVAL, epoch=0048, iter=00040/00040, fetch data time cost=0.10ms, fps=6720 images/s, loss=0.5019, top1-acc=84.84%, top5-acc=99.08%, remaining_time=0:00:00, arrival_time=2021-04-10 02:32:16.809194, cost_time=0:00:01.598753 2021-04-10 02:32:17,358 INFO : Epoch=0048 complete, best val top1-acc=86.69%, top5-acc=99.25% (epoch=36), remaining_time=1:03:03.833584, arrival_time=2021-04-10 03:35:21.191700, cost_time=0:19:54.894810 2021-04-10 02:32:17,358 INFO : Train start, epoch=0049, lr=0.086448 2021-04-10 02:32:18,680 INFO : TRAIN, epoch=0049, iter=00010/00196, fetch data time cost=1.60ms, fps=1937 images/s, loss=0.2691, top1-acc=91.72%, top5-acc=99.41%, remaining_time=0:00:24.579900, arrival_time=2021-04-10 02:32:43.260297, cost_time=0:00:01.321505 2021-04-10 02:32:19,843 INFO : TRAIN, epoch=0049, iter=00020/00196, fetch data time cost=1.79ms, fps=2203 images/s, loss=0.2607, top1-acc=91.97%, top5-acc=99.51%, remaining_time=0:00:21.862544, arrival_time=2021-04-10 02:32:41.705892, cost_time=0:00:02.484389 2021-04-10 02:32:20,997 INFO : TRAIN, epoch=0049, iter=00030/00196, fetch data time cost=1.44ms, fps=2220 images/s, loss=0.2546, top1-acc=92.11%, top5-acc=99.54%, remaining_time=0:00:20.132646, arrival_time=2021-04-10 02:32:41.129946, cost_time=0:00:03.638422 2021-04-10 02:32:22,142 INFO : TRAIN, epoch=0049, iter=00040/00196, fetch data time cost=1.90ms, fps=2237 images/s, loss=0.2505, top1-acc=92.16%, top5-acc=99.59%, remaining_time=0:00:18.656040, arrival_time=2021-04-10 02:32:40.798454, cost_time=0:00:04.783591 2021-04-10 02:32:23,287 INFO : TRAIN, epoch=0049, iter=00050/00196, fetch data time cost=1.36ms, fps=2237 images/s, loss=0.2408, top1-acc=92.41%, top5-acc=99.60%, remaining_time=0:00:17.310344, arrival_time=2021-04-10 02:32:40.597424, cost_time=0:00:05.928199 2021-04-10 02:32:24,469 INFO : TRAIN, epoch=0049, iter=00060/00196, fetch data time cost=2.25ms, fps=2166 images/s, loss=0.2427, top1-acc=92.34%, top5-acc=99.59%, remaining_time=0:00:16.116952, arrival_time=2021-04-10 02:32:40.586220, cost_time=0:00:07.110400 2021-04-10 02:32:25,645 INFO : TRAIN, epoch=0049, iter=00070/00196, fetch data time cost=2.24ms, fps=2178 images/s, loss=0.2456, top1-acc=92.18%, top5-acc=99.60%, remaining_time=0:00:14.915754, arrival_time=2021-04-10 02:32:40.561244, cost_time=0:00:08.286525 2021-04-10 02:32:26,803 INFO : TRAIN, epoch=0049, iter=00080/00196, fetch data time cost=1.60ms, fps=2212 images/s, loss=0.2468, top1-acc=92.09%, top5-acc=99.61%, remaining_time=0:00:13.695076, arrival_time=2021-04-10 02:32:40.498825, cost_time=0:00:09.444870 2021-04-10 02:32:27,957 INFO : TRAIN, epoch=0049, iter=00090/00196, fetch data time cost=1.91ms, fps=2220 images/s, loss=0.2481, top1-acc=92.04%, top5-acc=99.62%, remaining_time=0:00:12.482772, arrival_time=2021-04-10 02:32:40.440211, cost_time=0:00:10.598541 2021-04-10 02:32:29,105 INFO : TRAIN, epoch=0049, iter=00100/00196, fetch data time cost=1.35ms, fps=2231 images/s, loss=0.2477, top1-acc=92.01%, top5-acc=99.61%, remaining_time=0:00:11.277024, arrival_time=2021-04-10 02:32:40.382700, cost_time=0:00:11.746851 2021-04-10 02:32:30,251 INFO : TRAIN, epoch=0049, iter=00110/00196, fetch data time cost=1.48ms, fps=2235 images/s, loss=0.2476, top1-acc=91.99%, top5-acc=99.61%, remaining_time=0:00:10.079802, arrival_time=2021-04-10 02:32:40.331400, cost_time=0:00:12.892776 2021-04-10 02:32:31,400 INFO : TRAIN, epoch=0049, iter=00120/00196, fetch data time cost=1.35ms, fps=2229 images/s, loss=0.2492, top1-acc=91.96%, top5-acc=99.61%, remaining_time=0:00:08.892912, arrival_time=2021-04-10 02:32:40.293268, cost_time=0:00:14.041443 2021-04-10 02:32:32,547 INFO : TRAIN, epoch=0049, iter=00130/00196, fetch data time cost=1.81ms, fps=2232 images/s, loss=0.2504, top1-acc=91.92%, top5-acc=99.62%, remaining_time=0:00:07.711308, arrival_time=2021-04-10 02:32:40.259041, cost_time=0:00:15.188911 2021-04-10 02:32:33,692 INFO : TRAIN, epoch=0049, iter=00140/00196, fetch data time cost=1.51ms, fps=2236 images/s, loss=0.2508, top1-acc=91.93%, top5-acc=99.61%, remaining_time=0:00:06.533632, arrival_time=2021-04-10 02:32:40.226505, cost_time=0:00:16.334053 2021-04-10 02:32:34,834 INFO : TRAIN, epoch=0049, iter=00150/00196, fetch data time cost=1.44ms, fps=2243 images/s, loss=0.2516, top1-acc=91.90%, top5-acc=99.62%, remaining_time=0:00:05.359276, arrival_time=2021-04-10 02:32:40.194043, cost_time=0:00:17.475943 2021-04-10 02:32:35,983 INFO : TRAIN, epoch=0049, iter=00160/00196, fetch data time cost=1.43ms, fps=2229 images/s, loss=0.2520, top1-acc=91.86%, top5-acc=99.62%, remaining_time=0:00:04.190616, arrival_time=2021-04-10 02:32:40.174413, cost_time=0:00:18.624975 2021-04-10 02:32:37,129 INFO : TRAIN, epoch=0049, iter=00170/00196, fetch data time cost=1.54ms, fps=2236 images/s, loss=0.2532, top1-acc=91.80%, top5-acc=99.63%, remaining_time=0:00:03.023696, arrival_time=2021-04-10 02:32:40.152889, cost_time=0:00:19.770303 2021-04-10 02:32:38,279 INFO : TRAIN, epoch=0049, iter=00180/00196, fetch data time cost=1.98ms, fps=2226 images/s, loss=0.2539, top1-acc=91.74%, top5-acc=99.63%, remaining_time=0:00:01.859632, arrival_time=2021-04-10 02:32:40.139372, cost_time=0:00:20.920880 2021-04-10 02:32:39,428 INFO : TRAIN, epoch=0049, iter=00190/00196, fetch data time cost=1.43ms, fps=2229 images/s, loss=0.2556, top1-acc=91.69%, top5-acc=99.63%, remaining_time=0:00:00.696948, arrival_time=2021-04-10 02:32:40.125847, cost_time=0:00:22.070081 2021-04-10 02:32:40,045 INFO : TRAIN, epoch=0049, iter=00196/00196, fetch data time cost=1.43ms, fps=2208 images/s, loss=0.2552, top1-acc=91.70%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-10 02:32:40.045176, cost_time=0:00:22.686364 2021-04-10 02:32:40,500 INFO : EVAL, epoch=0049, iter=00010/00040, fetch data time cost=0.38ms, fps=5633 images/s, loss=0.5325, top1-acc=84.02%, top5-acc=97.97%, remaining_time=0:00:01.363290, arrival_time=2021-04-10 02:32:41.863768, cost_time=0:00:00.454433 2021-04-10 02:32:40,874 INFO : EVAL, epoch=0049, iter=00020/00040, fetch data time cost=2.35ms, fps=6845 images/s, loss=0.5376, top1-acc=83.81%, top5-acc=97.85%, remaining_time=0:00:00.828740, arrival_time=2021-04-10 02:32:41.703577, cost_time=0:00:00.828740 2021-04-10 02:32:41,250 INFO : EVAL, epoch=0049, iter=00030/00040, fetch data time cost=1.70ms, fps=6831 images/s, loss=0.5260, top1-acc=84.17%, top5-acc=98.06%, remaining_time=0:00:00.401320, arrival_time=2021-04-10 02:32:41.651336, cost_time=0:00:01.203969 2021-04-10 02:32:41,593 INFO : EVAL, epoch=0049, iter=00040/00040, fetch data time cost=0.07ms, fps=6756 images/s, loss=0.5294, top1-acc=84.34%, top5-acc=98.12%, remaining_time=0:00:00, arrival_time=2021-04-10 02:32:41.593744, cost_time=0:00:01.547716 2021-04-10 02:32:42,097 INFO : Epoch=0049 complete, best val top1-acc=86.69%, top5-acc=99.25% (epoch=36), remaining_time=1:02:38.464745, arrival_time=2021-04-10 03:35:20.562305, cost_time=0:20:19.634243 2021-04-10 02:32:42,098 INFO : Train start, epoch=0050, lr=0.085906 2021-04-10 02:32:43,420 INFO : TRAIN, epoch=0050, iter=00010/00196, fetch data time cost=0.26ms, fps=1936 images/s, loss=0.2415, top1-acc=92.42%, top5-acc=99.80%, remaining_time=0:00:24.597198, arrival_time=2021-04-10 02:33:08.018060, cost_time=0:00:01.322432 2021-04-10 02:32:44,566 INFO : TRAIN, epoch=0050, iter=00020/00196, fetch data time cost=1.84ms, fps=2236 images/s, loss=0.2449, top1-acc=92.05%, top5-acc=99.75%, remaining_time=0:00:21.714704, arrival_time=2021-04-10 02:33:06.280709, cost_time=0:00:02.467579 2021-04-10 02:32:45,708 INFO : TRAIN, epoch=0050, iter=00030/00196, fetch data time cost=1.42ms, fps=2242 images/s, loss=0.2346, top1-acc=92.30%, top5-acc=99.80%, remaining_time=0:00:19.973784, arrival_time=2021-04-10 02:33:05.681963, cost_time=0:00:03.609713 2021-04-10 02:32:46,852 INFO : TRAIN, epoch=0050, iter=00040/00196, fetch data time cost=1.89ms, fps=2239 images/s, loss=0.2451, top1-acc=92.06%, top5-acc=99.76%, remaining_time=0:00:18.539040, arrival_time=2021-04-10 02:33:05.391075, cost_time=0:00:04.753603 2021-04-10 02:32:48,011 INFO : TRAIN, epoch=0050, iter=00050/00196, fetch data time cost=2.51ms, fps=2208 images/s, loss=0.2533, top1-acc=91.79%, top5-acc=99.73%, remaining_time=0:00:17.266836, arrival_time=2021-04-10 02:33:05.278664, cost_time=0:00:05.913281 2021-04-10 02:32:49,174 INFO : TRAIN, epoch=0050, iter=00060/00196, fetch data time cost=1.43ms, fps=2203 images/s, loss=0.2539, top1-acc=91.73%, top5-acc=99.71%, remaining_time=0:00:16.038616, arrival_time=2021-04-10 02:33:05.212956, cost_time=0:00:07.075849 2021-04-10 02:32:50,321 INFO : TRAIN, epoch=0050, iter=00070/00196, fetch data time cost=1.39ms, fps=2233 images/s, loss=0.2514, top1-acc=91.86%, top5-acc=99.71%, remaining_time=0:00:14.801094, arrival_time=2021-04-10 02:33:05.122346, cost_time=0:00:08.222815 2021-04-10 02:32:51,469 INFO : TRAIN, epoch=0050, iter=00080/00196, fetch data time cost=1.53ms, fps=2232 images/s, loss=0.2472, top1-acc=91.95%, top5-acc=99.72%, remaining_time=0:00:13.587080, arrival_time=2021-04-10 02:33:05.056078, cost_time=0:00:09.370436 2021-04-10 02:32:52,621 INFO : TRAIN, epoch=0050, iter=00090/00196, fetch data time cost=1.94ms, fps=2222 images/s, loss=0.2447, top1-acc=92.09%, top5-acc=99.72%, remaining_time=0:00:12.394050, arrival_time=2021-04-10 02:33:05.015710, cost_time=0:00:10.523233 2021-04-10 02:32:53,766 INFO : TRAIN, epoch=0050, iter=00100/00196, fetch data time cost=2.20ms, fps=2237 images/s, loss=0.2455, top1-acc=92.10%, top5-acc=99.73%, remaining_time=0:00:11.201376, arrival_time=2021-04-10 02:33:04.967985, cost_time=0:00:11.668111 2021-04-10 02:32:54,922 INFO : TRAIN, epoch=0050, iter=00110/00196, fetch data time cost=1.87ms, fps=2215 images/s, loss=0.2473, top1-acc=92.02%, top5-acc=99.69%, remaining_time=0:00:10.026310, arrival_time=2021-04-10 02:33:04.949074, cost_time=0:00:12.824326 2021-04-10 02:32:56,074 INFO : TRAIN, epoch=0050, iter=00120/00196, fetch data time cost=2.04ms, fps=2223 images/s, loss=0.2484, top1-acc=91.99%, top5-acc=99.69%, remaining_time=0:00:08.851568, arrival_time=2021-04-10 02:33:04.926162, cost_time=0:00:13.976167 2021-04-10 02:32:57,233 INFO : TRAIN, epoch=0050, iter=00130/00196, fetch data time cost=1.68ms, fps=2209 images/s, loss=0.2472, top1-acc=92.04%, top5-acc=99.69%, remaining_time=0:00:07.684116, arrival_time=2021-04-10 02:33:04.917954, cost_time=0:00:15.135362 2021-04-10 02:32:58,408 INFO : TRAIN, epoch=0050, iter=00140/00196, fetch data time cost=1.46ms, fps=2180 images/s, loss=0.2466, top1-acc=92.02%, top5-acc=99.69%, remaining_time=0:00:06.524112, arrival_time=2021-04-10 02:33:04.932951, cost_time=0:00:16.310339 2021-04-10 02:32:59,559 INFO : TRAIN, epoch=0050, iter=00150/00196, fetch data time cost=1.34ms, fps=2226 images/s, loss=0.2493, top1-acc=91.96%, top5-acc=99.69%, remaining_time=0:00:05.354722, arrival_time=2021-04-10 02:33:04.914256, cost_time=0:00:17.461112 2021-04-10 02:33:00,712 INFO : TRAIN, epoch=0050, iter=00160/00196, fetch data time cost=1.45ms, fps=2222 images/s, loss=0.2490, top1-acc=91.98%, top5-acc=99.70%, remaining_time=0:00:04.188060, arrival_time=2021-04-10 02:33:04.900228, cost_time=0:00:18.613614 2021-04-10 02:33:01,864 INFO : TRAIN, epoch=0050, iter=00170/00196, fetch data time cost=2.19ms, fps=2223 images/s, loss=0.2462, top1-acc=92.05%, top5-acc=99.71%, remaining_time=0:00:03.023020, arrival_time=2021-04-10 02:33:04.887360, cost_time=0:00:19.765877 2021-04-10 02:33:03,014 INFO : TRAIN, epoch=0050, iter=00180/00196, fetch data time cost=5.58ms, fps=2226 images/s, loss=0.2464, top1-acc=92.04%, top5-acc=99.70%, remaining_time=0:00:01.859232, arrival_time=2021-04-10 02:33:04.874076, cost_time=0:00:20.916337 2021-04-10 02:33:04,166 INFO : TRAIN, epoch=0050, iter=00190/00196, fetch data time cost=1.27ms, fps=2223 images/s, loss=0.2465, top1-acc=92.03%, top5-acc=99.68%, remaining_time=0:00:00.696894, arrival_time=2021-04-10 02:33:04.863707, cost_time=0:00:22.068373 2021-04-10 02:33:04,784 INFO : TRAIN, epoch=0050, iter=00196/00196, fetch data time cost=1.37ms, fps=2203 images/s, loss=0.2476, top1-acc=92.00%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-10 02:33:04.784696, cost_time=0:00:22.686281 2021-04-10 02:33:05,285 INFO : EVAL, epoch=0050, iter=00010/00040, fetch data time cost=0.29ms, fps=5122 images/s, loss=0.5157, top1-acc=83.98%, top5-acc=99.06%, remaining_time=0:00:01.499490, arrival_time=2021-04-10 02:33:06.785038, cost_time=0:00:00.499834 2021-04-10 02:33:05,659 INFO : EVAL, epoch=0050, iter=00020/00040, fetch data time cost=1.43ms, fps=6848 images/s, loss=0.4967, top1-acc=84.47%, top5-acc=99.10%, remaining_time=0:00:00.874120, arrival_time=2021-04-10 02:33:06.533902, cost_time=0:00:00.874116 2021-04-10 02:33:06,049 INFO : EVAL, epoch=0050, iter=00030/00040, fetch data time cost=1.93ms, fps=6582 images/s, loss=0.4843, top1-acc=84.96%, top5-acc=99.11%, remaining_time=0:00:00.421120, arrival_time=2021-04-10 02:33:06.470332, cost_time=0:00:01.263365 2021-04-10 02:33:06,408 INFO : EVAL, epoch=0050, iter=00040/00040, fetch data time cost=0.07ms, fps=6471 images/s, loss=0.5069, top1-acc=84.81%, top5-acc=99.05%, remaining_time=0:00:00, arrival_time=2021-04-10 02:33:06.408269, cost_time=0:00:01.622609 2021-04-10 02:33:06,947 INFO : Epoch=0050 complete, best val top1-acc=86.69%, top5-acc=99.25% (epoch=36), remaining_time=1:02:13.452450, arrival_time=2021-04-10 03:35:20.399921, cost_time=0:20:44.484151 2021-04-10 02:33:06,948 INFO : Train start, epoch=0051, lr=0.085355 2021-04-10 02:33:08,275 INFO : TRAIN, epoch=0051, iter=00010/00196, fetch data time cost=0.26ms, fps=1929 images/s, loss=0.2600, top1-acc=91.41%, top5-acc=99.65%, remaining_time=0:00:24.681084, arrival_time=2021-04-10 02:33:32.956432, cost_time=0:00:01.326945 2021-04-10 02:33:09,421 INFO : TRAIN, epoch=0051, iter=00020/00196, fetch data time cost=1.99ms, fps=2234 images/s, loss=0.2430, top1-acc=92.01%, top5-acc=99.71%, remaining_time=0:00:21.766272, arrival_time=2021-04-10 02:33:31.188120, cost_time=0:00:02.473443 2021-04-10 02:33:10,574 INFO : TRAIN, epoch=0051, iter=00030/00196, fetch data time cost=1.35ms, fps=2221 images/s, loss=0.2408, top1-acc=92.01%, top5-acc=99.75%, remaining_time=0:00:20.066412, arrival_time=2021-04-10 02:33:30.641278, cost_time=0:00:03.626474 2021-04-10 02:33:11,721 INFO : TRAIN, epoch=0051, iter=00040/00196, fetch data time cost=1.56ms, fps=2234 images/s, loss=0.2490, top1-acc=91.77%, top5-acc=99.71%, remaining_time=0:00:18.615324, arrival_time=2021-04-10 02:33:30.336841, cost_time=0:00:04.773174 2021-04-10 02:33:12,869 INFO : TRAIN, epoch=0051, iter=00050/00196, fetch data time cost=1.58ms, fps=2231 images/s, loss=0.2482, top1-acc=91.73%, top5-acc=99.71%, remaining_time=0:00:17.288736, arrival_time=2021-04-10 02:33:30.157952, cost_time=0:00:05.920811 2021-04-10 02:33:14,013 INFO : TRAIN, epoch=0051, iter=00060/00196, fetch data time cost=1.94ms, fps=2238 images/s, loss=0.2469, top1-acc=91.82%, top5-acc=99.71%, remaining_time=0:00:16.014272, arrival_time=2021-04-10 02:33:30.027753, cost_time=0:00:07.065139 2021-04-10 02:33:15,165 INFO : TRAIN, epoch=0051, iter=00070/00196, fetch data time cost=1.82ms, fps=2223 images/s, loss=0.2457, top1-acc=91.82%, top5-acc=99.71%, remaining_time=0:00:14.790510, arrival_time=2021-04-10 02:33:29.955785, cost_time=0:00:08.216934 2021-04-10 02:33:16,311 INFO : TRAIN, epoch=0051, iter=00080/00196, fetch data time cost=1.63ms, fps=2233 images/s, loss=0.2404, top1-acc=92.08%, top5-acc=99.72%, remaining_time=0:00:13.577104, arrival_time=2021-04-10 02:33:29.889026, cost_time=0:00:09.363546 2021-04-10 02:33:17,461 INFO : TRAIN, epoch=0051, iter=00090/00196, fetch data time cost=1.52ms, fps=2228 images/s, loss=0.2415, top1-acc=92.07%, top5-acc=99.71%, remaining_time=0:00:12.381966, arrival_time=2021-04-10 02:33:29.843302, cost_time=0:00:10.512969 2021-04-10 02:33:18,605 INFO : TRAIN, epoch=0051, iter=00100/00196, fetch data time cost=2.11ms, fps=2238 images/s, loss=0.2441, top1-acc=92.02%, top5-acc=99.70%, remaining_time=0:00:11.190816, arrival_time=2021-04-10 02:33:29.796346, cost_time=0:00:11.657125 2021-04-10 02:33:19,750 INFO : TRAIN, epoch=0051, iter=00110/00196, fetch data time cost=1.65ms, fps=2238 images/s, loss=0.2441, top1-acc=92.04%, top5-acc=99.71%, remaining_time=0:00:10.008594, arrival_time=2021-04-10 02:33:29.758586, cost_time=0:00:12.801657 2021-04-10 02:33:20,892 INFO : TRAIN, epoch=0051, iter=00120/00196, fetch data time cost=1.39ms, fps=2241 images/s, loss=0.2435, top1-acc=92.07%, top5-acc=99.69%, remaining_time=0:00:08.831428, arrival_time=2021-04-10 02:33:29.724151, cost_time=0:00:13.944376 2021-04-10 02:33:22,035 INFO : TRAIN, epoch=0051, iter=00130/00196, fetch data time cost=1.39ms, fps=2241 images/s, loss=0.2449, top1-acc=92.09%, top5-acc=99.70%, remaining_time=0:00:07.659696, arrival_time=2021-04-10 02:33:29.695371, cost_time=0:00:15.087292 2021-04-10 02:33:23,187 INFO : TRAIN, epoch=0051, iter=00140/00196, fetch data time cost=2.30ms, fps=2224 images/s, loss=0.2462, top1-acc=92.05%, top5-acc=99.69%, remaining_time=0:00:06.495496, arrival_time=2021-04-10 02:33:29.682546, cost_time=0:00:16.238713 2021-04-10 02:33:24,330 INFO : TRAIN, epoch=0051, iter=00150/00196, fetch data time cost=1.39ms, fps=2240 images/s, loss=0.2468, top1-acc=92.03%, top5-acc=99.69%, remaining_time=0:00:05.330434, arrival_time=2021-04-10 02:33:29.660619, cost_time=0:00:17.381847 2021-04-10 02:33:25,479 INFO : TRAIN, epoch=0051, iter=00160/00196, fetch data time cost=1.54ms, fps=2228 images/s, loss=0.2465, top1-acc=92.04%, top5-acc=99.69%, remaining_time=0:00:04.169520, arrival_time=2021-04-10 02:33:29.649137, cost_time=0:00:18.531279 2021-04-10 02:33:26,630 INFO : TRAIN, epoch=0051, iter=00170/00196, fetch data time cost=1.32ms, fps=2225 images/s, loss=0.2464, top1-acc=92.06%, top5-acc=99.69%, remaining_time=0:00:03.010254, arrival_time=2021-04-10 02:33:29.641009, cost_time=0:00:19.682415 2021-04-10 02:33:27,779 INFO : TRAIN, epoch=0051, iter=00180/00196, fetch data time cost=2.32ms, fps=2229 images/s, loss=0.2454, top1-acc=92.09%, top5-acc=99.67%, remaining_time=0:00:01.851680, arrival_time=2021-04-10 02:33:29.631473, cost_time=0:00:20.831452 2021-04-10 02:33:28,924 INFO : TRAIN, epoch=0051, iter=00190/00196, fetch data time cost=1.24ms, fps=2238 images/s, loss=0.2463, top1-acc=92.07%, top5-acc=99.68%, remaining_time=0:00:00.693966, arrival_time=2021-04-10 02:33:29.617957, cost_time=0:00:21.975655 2021-04-10 02:33:29,541 INFO : TRAIN, epoch=0051, iter=00196/00196, fetch data time cost=1.62ms, fps=2205 images/s, loss=0.2475, top1-acc=92.01%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-10 02:33:29.541163, cost_time=0:00:22.592832 2021-04-10 02:33:30,028 INFO : EVAL, epoch=0051, iter=00010/00040, fetch data time cost=0.29ms, fps=5265 images/s, loss=0.4245, top1-acc=87.34%, top5-acc=98.91%, remaining_time=0:00:01.458720, arrival_time=2021-04-10 02:33:31.487061, cost_time=0:00:00.486235 2021-04-10 02:33:30,405 INFO : EVAL, epoch=0051, iter=00020/00040, fetch data time cost=1.28ms, fps=6806 images/s, loss=0.4127, top1-acc=87.42%, top5-acc=99.00%, remaining_time=0:00:00.862840, arrival_time=2021-04-10 02:33:31.267794, cost_time=0:00:00.862838 2021-04-10 02:33:30,780 INFO : EVAL, epoch=0051, iter=00030/00040, fetch data time cost=1.39ms, fps=6819 images/s, loss=0.3973, top1-acc=87.84%, top5-acc=99.06%, remaining_time=0:00:00.412920, arrival_time=2021-04-10 02:33:31.193797, cost_time=0:00:01.238754 2021-04-10 02:33:31,118 INFO : EVAL, epoch=0051, iter=00040/00040, fetch data time cost=0.07ms, fps=6871 images/s, loss=0.4073, top1-acc=87.97%, top5-acc=99.01%, remaining_time=0:00:00, arrival_time=2021-04-10 02:33:31.118881, cost_time=0:00:01.576848 2021-04-10 02:33:32,264 INFO : Epoch=0051 complete, best val top1-acc=87.97%, top5-acc=99.01% (epoch=51), remaining_time=1:01:49.810791, arrival_time=2021-04-10 03:35:22.075102, cost_time=0:21:09.800985 2021-04-10 02:33:32,265 INFO : Train start, epoch=0052, lr=0.084796 2021-04-10 02:33:33,609 INFO : TRAIN, epoch=0052, iter=00010/00196, fetch data time cost=3.74ms, fps=1905 images/s, loss=0.2411, top1-acc=92.27%, top5-acc=99.84%, remaining_time=0:00:24.990588, arrival_time=2021-04-10 02:33:58.599596, cost_time=0:00:01.343585 2021-04-10 02:33:34,751 INFO : TRAIN, epoch=0052, iter=00020/00196, fetch data time cost=1.56ms, fps=2242 images/s, loss=0.2351, top1-acc=92.11%, top5-acc=99.86%, remaining_time=0:00:21.880144, arrival_time=2021-04-10 02:33:56.631781, cost_time=0:00:02.486381 2021-04-10 02:33:35,900 INFO : TRAIN, epoch=0052, iter=00030/00196, fetch data time cost=1.44ms, fps=2229 images/s, loss=0.2402, top1-acc=92.02%, top5-acc=99.78%, remaining_time=0:00:20.113888, arrival_time=2021-04-10 02:33:56.014192, cost_time=0:00:03.635042 2021-04-10 02:33:37,045 INFO : TRAIN, epoch=0052, iter=00040/00196, fetch data time cost=1.66ms, fps=2237 images/s, loss=0.2390, top1-acc=92.02%, top5-acc=99.74%, remaining_time=0:00:18.641064, arrival_time=2021-04-10 02:33:55.686164, cost_time=0:00:04.779747 2021-04-10 02:33:38,196 INFO : TRAIN, epoch=0052, iter=00050/00196, fetch data time cost=1.93ms, fps=2225 images/s, loss=0.2400, top1-acc=92.12%, top5-acc=99.66%, remaining_time=0:00:17.318374, arrival_time=2021-04-10 02:33:55.514632, cost_time=0:00:05.930952 2021-04-10 02:33:39,346 INFO : TRAIN, epoch=0052, iter=00060/00196, fetch data time cost=1.89ms, fps=2227 images/s, loss=0.2404, top1-acc=92.05%, top5-acc=99.66%, remaining_time=0:00:16.050040, arrival_time=2021-04-10 02:33:55.396309, cost_time=0:00:07.080871 2021-04-10 02:33:40,491 INFO : TRAIN, epoch=0052, iter=00070/00196, fetch data time cost=1.40ms, fps=2237 images/s, loss=0.2448, top1-acc=91.93%, top5-acc=99.67%, remaining_time=0:00:14.806638, arrival_time=2021-04-10 02:33:55.297785, cost_time=0:00:08.225886 2021-04-10 02:33:41,660 INFO : TRAIN, epoch=0052, iter=00080/00196, fetch data time cost=1.86ms, fps=2191 images/s, loss=0.2454, top1-acc=91.89%, top5-acc=99.67%, remaining_time=0:00:13.622344, arrival_time=2021-04-10 02:33:55.282405, cost_time=0:00:09.394685 2021-04-10 02:33:42,810 INFO : TRAIN, epoch=0052, iter=00090/00196, fetch data time cost=1.56ms, fps=2227 images/s, loss=0.2438, top1-acc=92.01%, top5-acc=99.67%, remaining_time=0:00:12.419596, arrival_time=2021-04-10 02:33:55.229858, cost_time=0:00:10.544939 2021-04-10 02:33:43,956 INFO : TRAIN, epoch=0052, iter=00100/00196, fetch data time cost=1.64ms, fps=2234 images/s, loss=0.2424, top1-acc=92.05%, top5-acc=99.66%, remaining_time=0:00:11.223552, arrival_time=2021-04-10 02:33:55.180024, cost_time=0:00:11.691224 2021-04-10 02:33:45,097 INFO : TRAIN, epoch=0052, iter=00110/00196, fetch data time cost=1.38ms, fps=2244 images/s, loss=0.2410, top1-acc=92.07%, top5-acc=99.67%, remaining_time=0:00:10.032674, arrival_time=2021-04-10 02:33:55.130437, cost_time=0:00:12.832502 2021-04-10 02:33:46,245 INFO : TRAIN, epoch=0052, iter=00120/00196, fetch data time cost=1.39ms, fps=2232 images/s, loss=0.2407, top1-acc=92.13%, top5-acc=99.66%, remaining_time=0:00:08.854076, arrival_time=2021-04-10 02:33:55.099408, cost_time=0:00:13.980071 2021-04-10 02:33:47,394 INFO : TRAIN, epoch=0052, iter=00130/00196, fetch data time cost=1.42ms, fps=2228 images/s, loss=0.2420, top1-acc=92.11%, top5-acc=99.66%, remaining_time=0:00:07.681080, arrival_time=2021-04-10 02:33:55.075933, cost_time=0:00:15.129421 2021-04-10 02:33:48,537 INFO : TRAIN, epoch=0052, iter=00140/00196, fetch data time cost=1.55ms, fps=2241 images/s, loss=0.2427, top1-acc=92.10%, top5-acc=99.66%, remaining_time=0:00:06.508992, arrival_time=2021-04-10 02:33:55.046699, cost_time=0:00:16.272447 2021-04-10 02:33:49,683 INFO : TRAIN, epoch=0052, iter=00150/00196, fetch data time cost=1.42ms, fps=2235 images/s, loss=0.2431, top1-acc=92.08%, top5-acc=99.66%, remaining_time=0:00:05.341658, arrival_time=2021-04-10 02:33:55.025347, cost_time=0:00:17.418415 2021-04-10 02:33:50,832 INFO : TRAIN, epoch=0052, iter=00160/00196, fetch data time cost=1.46ms, fps=2230 images/s, loss=0.2448, top1-acc=92.06%, top5-acc=99.64%, remaining_time=0:00:04.177548, arrival_time=2021-04-10 02:33:55.009748, cost_time=0:00:18.566939 2021-04-10 02:33:51,975 INFO : TRAIN, epoch=0052, iter=00170/00196, fetch data time cost=1.38ms, fps=2240 images/s, loss=0.2475, top1-acc=91.97%, top5-acc=99.63%, remaining_time=0:00:03.014518, arrival_time=2021-04-10 02:33:54.990143, cost_time=0:00:19.710364 2021-04-10 02:33:53,116 INFO : TRAIN, epoch=0052, iter=00180/00196, fetch data time cost=1.37ms, fps=2244 images/s, loss=0.2491, top1-acc=91.91%, top5-acc=99.63%, remaining_time=0:00:01.853488, arrival_time=2021-04-10 02:33:54.970437, cost_time=0:00:20.851689 2021-04-10 02:33:54,261 INFO : TRAIN, epoch=0052, iter=00190/00196, fetch data time cost=1.21ms, fps=2237 images/s, loss=0.2498, top1-acc=91.89%, top5-acc=99.64%, remaining_time=0:00:00.694632, arrival_time=2021-04-10 02:33:54.956548, cost_time=0:00:21.996660 2021-04-10 02:33:54,875 INFO : TRAIN, epoch=0052, iter=00196/00196, fetch data time cost=0.08ms, fps=2218 images/s, loss=0.2499, top1-acc=91.89%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-10 02:33:54.875529, cost_time=0:00:22.610271 2021-04-10 02:33:55,383 INFO : EVAL, epoch=0052, iter=00010/00040, fetch data time cost=0.21ms, fps=5049 images/s, loss=0.5734, top1-acc=83.55%, top5-acc=98.63%, remaining_time=0:00:01.521090, arrival_time=2021-04-10 02:33:56.904639, cost_time=0:00:00.507029 2021-04-10 02:33:55,764 INFO : EVAL, epoch=0052, iter=00020/00040, fetch data time cost=1.83ms, fps=6735 images/s, loss=0.5786, top1-acc=83.46%, top5-acc=98.55%, remaining_time=0:00:00.887600, arrival_time=2021-04-10 02:33:56.651707, cost_time=0:00:00.887592 2021-04-10 02:33:56,145 INFO : EVAL, epoch=0052, iter=00030/00040, fetch data time cost=2.43ms, fps=6719 images/s, loss=0.5773, top1-acc=83.50%, top5-acc=98.42%, remaining_time=0:00:00.423000, arrival_time=2021-04-10 02:33:56.568702, cost_time=0:00:01.268995 2021-04-10 02:33:56,491 INFO : EVAL, epoch=0052, iter=00040/00040, fetch data time cost=0.10ms, fps=6720 images/s, loss=0.5781, top1-acc=83.49%, top5-acc=98.45%, remaining_time=0:00:00, arrival_time=2021-04-10 02:33:56.491497, cost_time=0:00:01.614983 2021-04-10 02:33:57,057 INFO : Epoch=0052 complete, best val top1-acc=87.97%, top5-acc=99.01% (epoch=51), remaining_time=1:01:24.612736, arrival_time=2021-04-10 03:35:21.669715, cost_time=0:21:34.593650 2021-04-10 02:33:57,057 INFO : Train start, epoch=0053, lr=0.084227 2021-04-10 02:33:58,375 INFO : TRAIN, epoch=0053, iter=00010/00196, fetch data time cost=2.15ms, fps=1944 images/s, loss=0.2217, top1-acc=92.97%, top5-acc=99.65%, remaining_time=0:00:24.498804, arrival_time=2021-04-10 02:34:22.873850, cost_time=0:00:01.317141 2021-04-10 02:33:59,521 INFO : TRAIN, epoch=0053, iter=00020/00196, fetch data time cost=1.48ms, fps=2234 images/s, loss=0.2310, top1-acc=92.70%, top5-acc=99.65%, remaining_time=0:00:21.682496, arrival_time=2021-04-10 02:34:21.204331, cost_time=0:00:02.463922 2021-04-10 02:34:00,678 INFO : TRAIN, epoch=0053, iter=00030/00196, fetch data time cost=1.84ms, fps=2214 images/s, loss=0.2325, top1-acc=92.51%, top5-acc=99.67%, remaining_time=0:00:20.034042, arrival_time=2021-04-10 02:34:20.712557, cost_time=0:00:03.620616 2021-04-10 02:34:01,823 INFO : TRAIN, epoch=0053, iter=00040/00196, fetch data time cost=1.39ms, fps=2237 images/s, loss=0.2311, top1-acc=92.64%, top5-acc=99.69%, remaining_time=0:00:18.586620, arrival_time=2021-04-10 02:34:20.410260, cost_time=0:00:04.765782 2021-04-10 02:34:02,972 INFO : TRAIN, epoch=0053, iter=00050/00196, fetch data time cost=1.72ms, fps=2229 images/s, loss=0.2291, top1-acc=92.66%, top5-acc=99.70%, remaining_time=0:00:17.270924, arrival_time=2021-04-10 02:34:20.243571, cost_time=0:00:05.914708 2021-04-10 02:34:04,121 INFO : TRAIN, epoch=0053, iter=00060/00196, fetch data time cost=1.67ms, fps=2230 images/s, loss=0.2311, top1-acc=92.53%, top5-acc=99.67%, remaining_time=0:00:16.009920, arrival_time=2021-04-10 02:34:20.131002, cost_time=0:00:07.063224 2021-04-10 02:34:05,269 INFO : TRAIN, epoch=0053, iter=00070/00196, fetch data time cost=1.43ms, fps=2229 images/s, loss=0.2331, top1-acc=92.44%, top5-acc=99.68%, remaining_time=0:00:14.781564, arrival_time=2021-04-10 02:34:20.051458, cost_time=0:00:08.211995 2021-04-10 02:34:06,421 INFO : TRAIN, epoch=0053, iter=00080/00196, fetch data time cost=1.49ms, fps=2224 images/s, loss=0.2361, top1-acc=92.29%, top5-acc=99.68%, remaining_time=0:00:13.577452, arrival_time=2021-04-10 02:34:19.999084, cost_time=0:00:09.363779 2021-04-10 02:34:07,574 INFO : TRAIN, epoch=0053, iter=00090/00196, fetch data time cost=1.99ms, fps=2222 images/s, loss=0.2379, top1-acc=92.30%, top5-acc=99.69%, remaining_time=0:00:12.385676, arrival_time=2021-04-10 02:34:19.959632, cost_time=0:00:10.516101 2021-04-10 02:34:08,723 INFO : TRAIN, epoch=0053, iter=00100/00196, fetch data time cost=2.13ms, fps=2228 images/s, loss=0.2362, top1-acc=92.34%, top5-acc=99.70%, remaining_time=0:00:11.198688, arrival_time=2021-04-10 02:34:19.921930, cost_time=0:00:11.665262 2021-04-10 02:34:09,869 INFO : TRAIN, epoch=0053, iter=00110/00196, fetch data time cost=1.88ms, fps=2235 images/s, loss=0.2370, top1-acc=92.35%, top5-acc=99.71%, remaining_time=0:00:10.016162, arrival_time=2021-04-10 02:34:19.885402, cost_time=0:00:12.811361 2021-04-10 02:34:11,015 INFO : TRAIN, epoch=0053, iter=00120/00196, fetch data time cost=1.47ms, fps=2235 images/s, loss=0.2375, top1-acc=92.25%, top5-acc=99.72%, remaining_time=0:00:08.839636, arrival_time=2021-04-10 02:34:19.854828, cost_time=0:00:13.957334 2021-04-10 02:34:12,172 INFO : TRAIN, epoch=0053, iter=00130/00196, fetch data time cost=2.02ms, fps=2213 images/s, loss=0.2396, top1-acc=92.18%, top5-acc=99.72%, remaining_time=0:00:07.673424, arrival_time=2021-04-10 02:34:19.845697, cost_time=0:00:15.114301 2021-04-10 02:34:13,324 INFO : TRAIN, epoch=0053, iter=00140/00196, fetch data time cost=1.99ms, fps=2223 images/s, loss=0.2407, top1-acc=92.17%, top5-acc=99.72%, remaining_time=0:00:06.506696, arrival_time=2021-04-10 02:34:19.831310, cost_time=0:00:16.266745 2021-04-10 02:34:14,472 INFO : TRAIN, epoch=0053, iter=00150/00196, fetch data time cost=2.35ms, fps=2231 images/s, loss=0.2420, top1-acc=92.11%, top5-acc=99.73%, remaining_time=0:00:05.340554, arrival_time=2021-04-10 02:34:19.813344, cost_time=0:00:17.414861 2021-04-10 02:34:15,618 INFO : TRAIN, epoch=0053, iter=00160/00196, fetch data time cost=1.85ms, fps=2236 images/s, loss=0.2432, top1-acc=92.03%, top5-acc=99.73%, remaining_time=0:00:04.176072, arrival_time=2021-04-10 02:34:19.794235, cost_time=0:00:18.560308 2021-04-10 02:34:16,768 INFO : TRAIN, epoch=0053, iter=00170/00196, fetch data time cost=1.62ms, fps=2226 images/s, loss=0.2435, top1-acc=92.05%, top5-acc=99.72%, remaining_time=0:00:03.014544, arrival_time=2021-04-10 02:34:19.782892, cost_time=0:00:19.710489 2021-04-10 02:34:17,917 INFO : TRAIN, epoch=0053, iter=00180/00196, fetch data time cost=1.97ms, fps=2229 images/s, loss=0.2434, top1-acc=92.08%, top5-acc=99.72%, remaining_time=0:00:01.854176, arrival_time=2021-04-10 02:34:19.771734, cost_time=0:00:20.859553 2021-04-10 02:34:19,081 INFO : TRAIN, epoch=0053, iter=00190/00196, fetch data time cost=1.60ms, fps=2201 images/s, loss=0.2431, top1-acc=92.11%, top5-acc=99.71%, remaining_time=0:00:00.695478, arrival_time=2021-04-10 02:34:19.776736, cost_time=0:00:22.023400 2021-04-10 02:34:19,698 INFO : TRAIN, epoch=0053, iter=00196/00196, fetch data time cost=1.41ms, fps=2204 images/s, loss=0.2432, top1-acc=92.10%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-10 02:34:19.698801, cost_time=0:00:22.640892 2021-04-10 02:34:20,189 INFO : EVAL, epoch=0053, iter=00010/00040, fetch data time cost=1.66ms, fps=5234 images/s, loss=0.4379, top1-acc=86.25%, top5-acc=99.26%, remaining_time=0:00:01.467150, arrival_time=2021-04-10 02:34:21.656434, cost_time=0:00:00.489049 2021-04-10 02:34:20,565 INFO : EVAL, epoch=0053, iter=00020/00040, fetch data time cost=1.89ms, fps=6814 images/s, loss=0.4654, top1-acc=85.55%, top5-acc=99.14%, remaining_time=0:00:00.865200, arrival_time=2021-04-10 02:34:21.430644, cost_time=0:00:00.865199 2021-04-10 02:34:20,942 INFO : EVAL, epoch=0053, iter=00030/00040, fetch data time cost=1.83ms, fps=6802 images/s, loss=0.4592, top1-acc=85.55%, top5-acc=99.14%, remaining_time=0:00:00.413990, arrival_time=2021-04-10 02:34:21.356217, cost_time=0:00:01.241984 2021-04-10 02:34:21,281 INFO : EVAL, epoch=0053, iter=00040/00040, fetch data time cost=0.08ms, fps=6851 images/s, loss=0.4526, top1-acc=85.80%, top5-acc=99.14%, remaining_time=0:00:00, arrival_time=2021-04-10 02:34:21.281245, cost_time=0:00:01.581067 2021-04-10 02:34:21,795 INFO : Epoch=0053 complete, best val top1-acc=87.97%, top5-acc=99.01% (epoch=51), remaining_time=1:00:59.280996, arrival_time=2021-04-10 03:35:21.076901, cost_time=0:21:59.332605 2021-04-10 02:34:21,796 INFO : Train start, epoch=0054, lr=0.083651 2021-04-10 02:34:23,194 INFO : TRAIN, epoch=0054, iter=00010/00196, fetch data time cost=0.24ms, fps=1832 images/s, loss=0.2487, top1-acc=92.23%, top5-acc=99.61%, remaining_time=0:00:25.993128, arrival_time=2021-04-10 02:34:49.187333, cost_time=0:00:01.397482 2021-04-10 02:34:24,337 INFO : TRAIN, epoch=0054, iter=00020/00196, fetch data time cost=1.56ms, fps=2240 images/s, loss=0.2450, top1-acc=91.97%, top5-acc=99.67%, remaining_time=0:00:22.358160, arrival_time=2021-04-10 02:34:46.695597, cost_time=0:00:02.540704 2021-04-10 02:34:25,480 INFO : TRAIN, epoch=0054, iter=00030/00196, fetch data time cost=1.31ms, fps=2240 images/s, loss=0.2405, top1-acc=92.21%, top5-acc=99.69%, remaining_time=0:00:20.384136, arrival_time=2021-04-10 02:34:45.864882, cost_time=0:00:03.683888 2021-04-10 02:34:26,634 INFO : TRAIN, epoch=0054, iter=00040/00196, fetch data time cost=1.41ms, fps=2220 images/s, loss=0.2379, top1-acc=92.29%, top5-acc=99.71%, remaining_time=0:00:18.868356, arrival_time=2021-04-10 02:34:45.503105, cost_time=0:00:04.838031 2021-04-10 02:34:27,790 INFO : TRAIN, epoch=0054, iter=00050/00196, fetch data time cost=2.10ms, fps=2216 images/s, loss=0.2396, top1-acc=92.27%, top5-acc=99.70%, remaining_time=0:00:17.500874, arrival_time=2021-04-10 02:34:45.291086, cost_time=0:00:05.993428 2021-04-10 02:34:28,947 INFO : TRAIN, epoch=0054, iter=00060/00196, fetch data time cost=1.94ms, fps=2214 images/s, loss=0.2392, top1-acc=92.29%, top5-acc=99.69%, remaining_time=0:00:16.207120, arrival_time=2021-04-10 02:34:45.154143, cost_time=0:00:07.150230 2021-04-10 02:34:30,096 INFO : TRAIN, epoch=0054, iter=00070/00196, fetch data time cost=1.56ms, fps=2228 images/s, loss=0.2399, top1-acc=92.35%, top5-acc=99.67%, remaining_time=0:00:14.939442, arrival_time=2021-04-10 02:34:45.035927, cost_time=0:00:08.299691 2021-04-10 02:34:31,243 INFO : TRAIN, epoch=0054, iter=00080/00196, fetch data time cost=1.60ms, fps=2234 images/s, loss=0.2404, top1-acc=92.31%, top5-acc=99.66%, remaining_time=0:00:13.697396, arrival_time=2021-04-10 02:34:44.940608, cost_time=0:00:09.446487 2021-04-10 02:34:32,380 INFO : TRAIN, epoch=0054, iter=00090/00196, fetch data time cost=1.39ms, fps=2251 images/s, loss=0.2399, top1-acc=92.27%, top5-acc=99.67%, remaining_time=0:00:12.465706, arrival_time=2021-04-10 02:34:44.846537, cost_time=0:00:10.584107 2021-04-10 02:34:33,524 INFO : TRAIN, epoch=0054, iter=00100/00196, fetch data time cost=1.55ms, fps=2240 images/s, loss=0.2379, top1-acc=92.30%, top5-acc=99.68%, remaining_time=0:00:11.258400, arrival_time=2021-04-10 02:34:44.782781, cost_time=0:00:11.727537 2021-04-10 02:34:34,671 INFO : TRAIN, epoch=0054, iter=00110/00196, fetch data time cost=1.32ms, fps=2234 images/s, loss=0.2389, top1-acc=92.30%, top5-acc=99.67%, remaining_time=0:00:10.065354, arrival_time=2021-04-10 02:34:44.736377, cost_time=0:00:12.874264 2021-04-10 02:34:35,822 INFO : TRAIN, epoch=0054, iter=00120/00196, fetch data time cost=1.86ms, fps=2224 images/s, loss=0.2395, top1-acc=92.25%, top5-acc=99.68%, remaining_time=0:00:08.882956, arrival_time=2021-04-10 02:34:44.705495, cost_time=0:00:14.025777 2021-04-10 02:34:36,971 INFO : TRAIN, epoch=0054, iter=00130/00196, fetch data time cost=1.97ms, fps=2229 images/s, loss=0.2407, top1-acc=92.22%, top5-acc=99.68%, remaining_time=0:00:07.704180, arrival_time=2021-04-10 02:34:44.675813, cost_time=0:00:15.174915 2021-04-10 02:34:38,113 INFO : TRAIN, epoch=0054, iter=00140/00196, fetch data time cost=1.63ms, fps=2242 images/s, loss=0.2417, top1-acc=92.17%, top5-acc=99.69%, remaining_time=0:00:06.526856, arrival_time=2021-04-10 02:34:44.640730, cost_time=0:00:16.317154 2021-04-10 02:34:39,261 INFO : TRAIN, epoch=0054, iter=00150/00196, fetch data time cost=1.62ms, fps=2231 images/s, loss=0.2419, top1-acc=92.19%, top5-acc=99.69%, remaining_time=0:00:05.355872, arrival_time=2021-04-10 02:34:44.617417, cost_time=0:00:17.464760 2021-04-10 02:34:40,410 INFO : TRAIN, epoch=0054, iter=00160/00196, fetch data time cost=1.77ms, fps=2229 images/s, loss=0.2429, top1-acc=92.15%, top5-acc=99.70%, remaining_time=0:00:04.188096, arrival_time=2021-04-10 02:34:44.598562, cost_time=0:00:18.613681 2021-04-10 02:34:41,565 INFO : TRAIN, epoch=0054, iter=00170/00196, fetch data time cost=2.48ms, fps=2217 images/s, loss=0.2418, top1-acc=92.20%, top5-acc=99.69%, remaining_time=0:00:03.023488, arrival_time=2021-04-10 02:34:44.589241, cost_time=0:00:19.768996 2021-04-10 02:34:42,716 INFO : TRAIN, epoch=0054, iter=00180/00196, fetch data time cost=1.36ms, fps=2226 images/s, loss=0.2408, top1-acc=92.20%, top5-acc=99.70%, remaining_time=0:00:01.859520, arrival_time=2021-04-10 02:34:44.575965, cost_time=0:00:20.919684 2021-04-10 02:34:43,866 INFO : TRAIN, epoch=0054, iter=00190/00196, fetch data time cost=1.24ms, fps=2227 images/s, loss=0.2415, top1-acc=92.20%, top5-acc=99.70%, remaining_time=0:00:00.696930, arrival_time=2021-04-10 02:34:44.563145, cost_time=0:00:22.069489 2021-04-10 02:34:44,482 INFO : TRAIN, epoch=0054, iter=00196/00196, fetch data time cost=1.25ms, fps=2210 images/s, loss=0.2422, top1-acc=92.18%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-10 02:34:44.481998, cost_time=0:00:22.685258 2021-04-10 02:34:44,945 INFO : EVAL, epoch=0054, iter=00010/00040, fetch data time cost=1.78ms, fps=5539 images/s, loss=0.4359, top1-acc=85.78%, top5-acc=99.65%, remaining_time=0:00:01.386420, arrival_time=2021-04-10 02:34:46.331703, cost_time=0:00:00.462145 2021-04-10 02:34:45,321 INFO : EVAL, epoch=0054, iter=00020/00040, fetch data time cost=1.62ms, fps=6820 images/s, loss=0.4321, top1-acc=86.15%, top5-acc=99.41%, remaining_time=0:00:00.837860, arrival_time=2021-04-10 02:34:46.158884, cost_time=0:00:00.837852 2021-04-10 02:34:45,696 INFO : EVAL, epoch=0054, iter=00030/00040, fetch data time cost=1.36ms, fps=6820 images/s, loss=0.4308, top1-acc=86.51%, top5-acc=99.37%, remaining_time=0:00:00.404530, arrival_time=2021-04-10 02:34:46.101249, cost_time=0:00:01.213579 2021-04-10 02:34:46,036 INFO : EVAL, epoch=0054, iter=00040/00040, fetch data time cost=0.08ms, fps=6839 images/s, loss=0.4476, top1-acc=86.68%, top5-acc=99.34%, remaining_time=0:00:00, arrival_time=2021-04-10 02:34:46.036279, cost_time=0:00:01.553168 2021-04-10 02:34:46,534 INFO : Epoch=0054 complete, best val top1-acc=87.97%, top5-acc=99.01% (epoch=51), remaining_time=1:00:33.970514, arrival_time=2021-04-10 03:35:20.505094, cost_time=0:22:24.071286 2021-04-10 02:34:46,535 INFO : Train start, epoch=0055, lr=0.083066 2021-04-10 02:34:47,920 INFO : TRAIN, epoch=0055, iter=00010/00196, fetch data time cost=1.59ms, fps=1849 images/s, loss=0.2092, top1-acc=93.12%, top5-acc=99.77%, remaining_time=0:00:25.755048, arrival_time=2021-04-10 02:35:13.674997, cost_time=0:00:01.384683 2021-04-10 02:34:49,073 INFO : TRAIN, epoch=0055, iter=00020/00196, fetch data time cost=1.97ms, fps=2221 images/s, loss=0.2149, top1-acc=93.03%, top5-acc=99.73%, remaining_time=0:00:22.332288, arrival_time=2021-04-10 02:35:11.405393, cost_time=0:00:02.537766 2021-04-10 02:34:50,221 INFO : TRAIN, epoch=0055, iter=00030/00196, fetch data time cost=1.36ms, fps=2231 images/s, loss=0.2123, top1-acc=93.01%, top5-acc=99.77%, remaining_time=0:00:20.394926, arrival_time=2021-04-10 02:35:10.616024, cost_time=0:00:03.685843 2021-04-10 02:34:51,372 INFO : TRAIN, epoch=0055, iter=00040/00196, fetch data time cost=1.43ms, fps=2224 images/s, loss=0.2151, top1-acc=92.97%, top5-acc=99.77%, remaining_time=0:00:18.866328, arrival_time=2021-04-10 02:35:10.239058, cost_time=0:00:04.837521 2021-04-10 02:34:52,517 INFO : TRAIN, epoch=0055, iter=00050/00196, fetch data time cost=1.51ms, fps=2238 images/s, loss=0.2175, top1-acc=92.91%, top5-acc=99.71%, remaining_time=0:00:17.466418, arrival_time=2021-04-10 02:35:09.983399, cost_time=0:00:05.981657 2021-04-10 02:34:53,663 INFO : TRAIN, epoch=0055, iter=00060/00196, fetch data time cost=1.45ms, fps=2234 images/s, loss=0.2218, top1-acc=92.72%, top5-acc=99.73%, remaining_time=0:00:16.157344, arrival_time=2021-04-10 02:35:09.820889, cost_time=0:00:07.128270 2021-04-10 02:34:54,815 INFO : TRAIN, epoch=0055, iter=00070/00196, fetch data time cost=1.56ms, fps=2224 images/s, loss=0.2216, top1-acc=92.71%, top5-acc=99.72%, remaining_time=0:00:14.903910, arrival_time=2021-04-10 02:35:09.719036, cost_time=0:00:08.279919 2021-04-10 02:34:55,959 INFO : TRAIN, epoch=0055, iter=00080/00196, fetch data time cost=1.57ms, fps=2238 images/s, loss=0.2199, top1-acc=92.75%, top5-acc=99.73%, remaining_time=0:00:13.665032, arrival_time=2021-04-10 02:35:09.624477, cost_time=0:00:09.424193 2021-04-10 02:34:57,112 INFO : TRAIN, epoch=0055, iter=00090/00196, fetch data time cost=1.60ms, fps=2222 images/s, loss=0.2261, top1-acc=92.60%, top5-acc=99.71%, remaining_time=0:00:12.457438, arrival_time=2021-04-10 02:35:09.569707, cost_time=0:00:10.577074 2021-04-10 02:34:58,294 INFO : TRAIN, epoch=0055, iter=00100/00196, fetch data time cost=3.34ms, fps=2167 images/s, loss=0.2262, top1-acc=92.62%, top5-acc=99.72%, remaining_time=0:00:11.288352, arrival_time=2021-04-10 02:35:09.582392, cost_time=0:00:11.758720 2021-04-10 02:34:59,457 INFO : TRAIN, epoch=0055, iter=00110/00196, fetch data time cost=1.57ms, fps=2203 images/s, loss=0.2254, top1-acc=92.67%, top5-acc=99.71%, remaining_time=0:00:10.102506, arrival_time=2021-04-10 02:35:09.559534, cost_time=0:00:12.921806 2021-04-10 02:35:00,606 INFO : TRAIN, epoch=0055, iter=00120/00196, fetch data time cost=1.47ms, fps=2228 images/s, loss=0.2281, top1-acc=92.59%, top5-acc=99.70%, remaining_time=0:00:08.911912, arrival_time=2021-04-10 02:35:09.518598, cost_time=0:00:14.071414 2021-04-10 02:35:01,751 INFO : TRAIN, epoch=0055, iter=00130/00196, fetch data time cost=1.50ms, fps=2238 images/s, loss=0.2288, top1-acc=92.57%, top5-acc=99.70%, remaining_time=0:00:07.725102, arrival_time=2021-04-10 02:35:09.476484, cost_time=0:00:15.216105 2021-04-10 02:35:02,901 INFO : TRAIN, epoch=0055, iter=00140/00196, fetch data time cost=1.50ms, fps=2227 images/s, loss=0.2290, top1-acc=92.53%, top5-acc=99.70%, remaining_time=0:00:06.546400, arrival_time=2021-04-10 02:35:09.447644, cost_time=0:00:16.366036 2021-04-10 02:35:04,054 INFO : TRAIN, epoch=0055, iter=00150/00196, fetch data time cost=1.52ms, fps=2220 images/s, loss=0.2299, top1-acc=92.52%, top5-acc=99.71%, remaining_time=0:00:05.372616, arrival_time=2021-04-10 02:35:09.427264, cost_time=0:00:17.519445 2021-04-10 02:35:05,204 INFO : TRAIN, epoch=0055, iter=00160/00196, fetch data time cost=1.43ms, fps=2227 images/s, loss=0.2304, top1-acc=92.53%, top5-acc=99.70%, remaining_time=0:00:04.200588, arrival_time=2021-04-10 02:35:09.405207, cost_time=0:00:18.669329 2021-04-10 02:35:06,355 INFO : TRAIN, epoch=0055, iter=00170/00196, fetch data time cost=1.49ms, fps=2226 images/s, loss=0.2312, top1-acc=92.52%, top5-acc=99.70%, remaining_time=0:00:03.031288, arrival_time=2021-04-10 02:35:09.386503, cost_time=0:00:19.819997 2021-04-10 02:35:07,498 INFO : TRAIN, epoch=0055, iter=00180/00196, fetch data time cost=1.45ms, fps=2240 images/s, loss=0.2306, top1-acc=92.54%, top5-acc=99.70%, remaining_time=0:00:01.863424, arrival_time=2021-04-10 02:35:09.362158, cost_time=0:00:20.963457 2021-04-10 02:35:08,644 INFO : TRAIN, epoch=0055, iter=00190/00196, fetch data time cost=1.25ms, fps=2235 images/s, loss=0.2321, top1-acc=92.50%, top5-acc=99.70%, remaining_time=0:00:00.698184, arrival_time=2021-04-10 02:35:09.342650, cost_time=0:00:22.109187 2021-04-10 02:35:09,260 INFO : TRAIN, epoch=0055, iter=00196/00196, fetch data time cost=1.28ms, fps=2209 images/s, loss=0.2321, top1-acc=92.51%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-10 02:35:09.260861, cost_time=0:00:22.725615 2021-04-10 02:35:09,740 INFO : EVAL, epoch=0055, iter=00010/00040, fetch data time cost=0.28ms, fps=5349 images/s, loss=0.4781, top1-acc=85.66%, top5-acc=99.30%, remaining_time=0:00:01.435740, arrival_time=2021-04-10 02:35:11.176180, cost_time=0:00:00.478579 2021-04-10 02:35:10,118 INFO : EVAL, epoch=0055, iter=00020/00040, fetch data time cost=1.38ms, fps=6788 images/s, loss=0.4687, top1-acc=85.90%, top5-acc=99.18%, remaining_time=0:00:00.856140, arrival_time=2021-04-10 02:35:10.974112, cost_time=0:00:00.856145 2021-04-10 02:35:10,494 INFO : EVAL, epoch=0055, iter=00030/00040, fetch data time cost=1.83ms, fps=6815 images/s, loss=0.4599, top1-acc=86.29%, top5-acc=99.18%, remaining_time=0:00:00.410710, arrival_time=2021-04-10 02:35:10.904718, cost_time=0:00:01.232136 2021-04-10 02:35:10,835 INFO : EVAL, epoch=0055, iter=00040/00040, fetch data time cost=0.06ms, fps=6811 images/s, loss=0.4558, top1-acc=86.43%, top5-acc=99.27%, remaining_time=0:00:00, arrival_time=2021-04-10 02:35:10.835052, cost_time=0:00:01.573259 2021-04-10 02:35:11,336 INFO : Epoch=0055 complete, best val top1-acc=87.97%, top5-acc=99.01% (epoch=51), remaining_time=1:00:08.846420, arrival_time=2021-04-10 03:35:20.182515, cost_time=0:22:48.872793 2021-04-10 02:35:11,336 INFO : Train start, epoch=0056, lr=0.082472 2021-04-10 02:35:12,645 INFO : TRAIN, epoch=0056, iter=00010/00196, fetch data time cost=1.42ms, fps=1956 images/s, loss=0.2149, top1-acc=92.70%, top5-acc=99.77%, remaining_time=0:00:24.347400, arrival_time=2021-04-10 02:35:36.993158, cost_time=0:00:01.309004 2021-04-10 02:35:13,790 INFO : TRAIN, epoch=0056, iter=00020/00196, fetch data time cost=1.49ms, fps=2238 images/s, loss=0.2362, top1-acc=92.34%, top5-acc=99.71%, remaining_time=0:00:21.588688, arrival_time=2021-04-10 02:35:35.378710, cost_time=0:00:02.453268 2021-04-10 02:35:14,933 INFO : TRAIN, epoch=0056, iter=00030/00196, fetch data time cost=1.35ms, fps=2239 images/s, loss=0.2338, top1-acc=92.57%, top5-acc=99.66%, remaining_time=0:00:19.902902, arrival_time=2021-04-10 02:35:34.836607, cost_time=0:00:03.596909 2021-04-10 02:35:16,083 INFO : TRAIN, epoch=0056, iter=00040/00196, fetch data time cost=1.49ms, fps=2228 images/s, loss=0.2336, top1-acc=92.51%, top5-acc=99.69%, remaining_time=0:00:18.511116, arrival_time=2021-04-10 02:35:34.594341, cost_time=0:00:04.746425 2021-04-10 02:35:17,231 INFO : TRAIN, epoch=0056, iter=00050/00196, fetch data time cost=1.32ms, fps=2230 images/s, loss=0.2314, top1-acc=92.68%, top5-acc=99.69%, remaining_time=0:00:17.213838, arrival_time=2021-04-10 02:35:34.445730, cost_time=0:00:05.895134 2021-04-10 02:35:18,380 INFO : TRAIN, epoch=0056, iter=00060/00196, fetch data time cost=1.89ms, fps=2229 images/s, loss=0.2299, top1-acc=92.69%, top5-acc=99.69%, remaining_time=0:00:15.965992, arrival_time=2021-04-10 02:35:34.346596, cost_time=0:00:07.043840 2021-04-10 02:35:19,525 INFO : TRAIN, epoch=0056, iter=00070/00196, fetch data time cost=1.84ms, fps=2237 images/s, loss=0.2348, top1-acc=92.49%, top5-acc=99.67%, remaining_time=0:00:14.739606, arrival_time=2021-04-10 02:35:34.265054, cost_time=0:00:08.188684 2021-04-10 02:35:20,674 INFO : TRAIN, epoch=0056, iter=00080/00196, fetch data time cost=1.42ms, fps=2229 images/s, loss=0.2376, top1-acc=92.42%, top5-acc=99.65%, remaining_time=0:00:13.539172, arrival_time=2021-04-10 02:35:34.213306, cost_time=0:00:09.337377 2021-04-10 02:35:21,829 INFO : TRAIN, epoch=0056, iter=00090/00196, fetch data time cost=1.87ms, fps=2218 images/s, loss=0.2385, top1-acc=92.40%, top5-acc=99.65%, remaining_time=0:00:12.357374, arrival_time=2021-04-10 02:35:34.186365, cost_time=0:00:10.492123 2021-04-10 02:35:22,972 INFO : TRAIN, epoch=0056, iter=00100/00196, fetch data time cost=1.42ms, fps=2240 images/s, loss=0.2387, top1-acc=92.41%, top5-acc=99.64%, remaining_time=0:00:11.170176, arrival_time=2021-04-10 02:35:34.142514, cost_time=0:00:11.635565 2021-04-10 02:35:24,116 INFO : TRAIN, epoch=0056, iter=00110/00196, fetch data time cost=1.35ms, fps=2238 images/s, loss=0.2374, top1-acc=92.42%, top5-acc=99.65%, remaining_time=0:00:09.991652, arrival_time=2021-04-10 02:35:34.108380, cost_time=0:00:12.779973 2021-04-10 02:35:25,262 INFO : TRAIN, epoch=0056, iter=00120/00196, fetch data time cost=1.50ms, fps=2234 images/s, loss=0.2375, top1-acc=92.40%, top5-acc=99.66%, remaining_time=0:00:08.819876, arrival_time=2021-04-10 02:35:34.082716, cost_time=0:00:13.926087 2021-04-10 02:35:26,413 INFO : TRAIN, epoch=0056, iter=00130/00196, fetch data time cost=1.88ms, fps=2225 images/s, loss=0.2373, top1-acc=92.39%, top5-acc=99.68%, remaining_time=0:00:07.654482, arrival_time=2021-04-10 02:35:34.068311, cost_time=0:00:15.077018 2021-04-10 02:35:27,567 INFO : TRAIN, epoch=0056, iter=00140/00196, fetch data time cost=1.37ms, fps=2221 images/s, loss=0.2355, top1-acc=92.45%, top5-acc=99.68%, remaining_time=0:00:06.492192, arrival_time=2021-04-10 02:35:34.059396, cost_time=0:00:16.230452 2021-04-10 02:35:28,731 INFO : TRAIN, epoch=0056, iter=00150/00196, fetch data time cost=1.79ms, fps=2200 images/s, loss=0.2362, top1-acc=92.43%, top5-acc=99.68%, remaining_time=0:00:05.334252, arrival_time=2021-04-10 02:35:34.065331, cost_time=0:00:17.394275 2021-04-10 02:35:29,899 INFO : TRAIN, epoch=0056, iter=00160/00196, fetch data time cost=1.96ms, fps=2192 images/s, loss=0.2370, top1-acc=92.41%, top5-acc=99.69%, remaining_time=0:00:04.176576, arrival_time=2021-04-10 02:35:34.075957, cost_time=0:00:18.562623 2021-04-10 02:35:31,048 INFO : TRAIN, epoch=0056, iter=00170/00196, fetch data time cost=1.59ms, fps=2229 images/s, loss=0.2374, top1-acc=92.39%, top5-acc=99.69%, remaining_time=0:00:03.014726, arrival_time=2021-04-10 02:35:34.063269, cost_time=0:00:19.711642 2021-04-10 02:35:32,200 INFO : TRAIN, epoch=0056, iter=00180/00196, fetch data time cost=2.20ms, fps=2224 images/s, loss=0.2381, top1-acc=92.36%, top5-acc=99.69%, remaining_time=0:00:01.854512, arrival_time=2021-04-10 02:35:34.054613, cost_time=0:00:20.863276 2021-04-10 02:35:33,350 INFO : TRAIN, epoch=0056, iter=00190/00196, fetch data time cost=1.36ms, fps=2227 images/s, loss=0.2384, top1-acc=92.33%, top5-acc=99.69%, remaining_time=0:00:00.695160, arrival_time=2021-04-10 02:35:34.045361, cost_time=0:00:22.013433 2021-04-10 02:35:33,967 INFO : TRAIN, epoch=0056, iter=00196/00196, fetch data time cost=1.42ms, fps=2205 images/s, loss=0.2391, top1-acc=92.32%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-10 02:35:33.967512, cost_time=0:00:22.630731 2021-04-10 02:35:34,424 INFO : EVAL, epoch=0056, iter=00010/00040, fetch data time cost=0.30ms, fps=5616 images/s, loss=0.4921, top1-acc=85.86%, top5-acc=98.63%, remaining_time=0:00:01.367430, arrival_time=2021-04-10 02:35:35.792027, cost_time=0:00:00.455809 2021-04-10 02:35:34,802 INFO : EVAL, epoch=0056, iter=00020/00040, fetch data time cost=1.74ms, fps=6790 images/s, loss=0.5119, top1-acc=84.94%, top5-acc=98.71%, remaining_time=0:00:00.833340, arrival_time=2021-04-10 02:35:35.635407, cost_time=0:00:00.833336 2021-04-10 02:35:35,176 INFO : EVAL, epoch=0056, iter=00030/00040, fetch data time cost=1.81ms, fps=6851 images/s, loss=0.5119, top1-acc=84.66%, top5-acc=98.74%, remaining_time=0:00:00.402450, arrival_time=2021-04-10 02:35:35.578636, cost_time=0:00:01.207338 2021-04-10 02:35:35,512 INFO : EVAL, epoch=0056, iter=00040/00040, fetch data time cost=0.08ms, fps=6907 images/s, loss=0.5186, top1-acc=84.70%, top5-acc=98.73%, remaining_time=0:00:00, arrival_time=2021-04-10 02:35:35.512552, cost_time=0:00:01.543820 2021-04-10 02:35:36,100 INFO : Epoch=0056 complete, best val top1-acc=87.97%, top5-acc=99.01% (epoch=51), remaining_time=0:59:43.639296, arrival_time=2021-04-10 03:35:19.740153, cost_time=0:23:13.637518 2021-04-10 02:35:36,101 INFO : Train start, epoch=0057, lr=0.081871 2021-04-10 02:35:37,407 INFO : TRAIN, epoch=0057, iter=00010/00196, fetch data time cost=2.99ms, fps=1960 images/s, loss=0.2242, top1-acc=92.62%, top5-acc=99.80%, remaining_time=0:00:24.287508, arrival_time=2021-04-10 02:36:01.695171, cost_time=0:00:01.305782 2021-04-10 02:35:38,550 INFO : TRAIN, epoch=0057, iter=00020/00196, fetch data time cost=1.84ms, fps=2240 images/s, loss=0.2301, top1-acc=92.73%, top5-acc=99.69%, remaining_time=0:00:21.550320, arrival_time=2021-04-10 02:36:00.101091, cost_time=0:00:02.448908 2021-04-10 02:35:39,695 INFO : TRAIN, epoch=0057, iter=00030/00196, fetch data time cost=1.39ms, fps=2236 images/s, loss=0.2313, top1-acc=92.66%, top5-acc=99.66%, remaining_time=0:00:19.887132, arrival_time=2021-04-10 02:35:59.583061, cost_time=0:00:03.594066 2021-04-10 02:35:40,844 INFO : TRAIN, epoch=0057, iter=00040/00196, fetch data time cost=1.48ms, fps=2230 images/s, loss=0.2254, top1-acc=92.87%, top5-acc=99.68%, remaining_time=0:00:18.494892, arrival_time=2021-04-10 02:35:59.339078, cost_time=0:00:04.742271 2021-04-10 02:35:41,996 INFO : TRAIN, epoch=0057, iter=00050/00196, fetch data time cost=1.36ms, fps=2223 images/s, loss=0.2265, top1-acc=92.84%, top5-acc=99.69%, remaining_time=0:00:17.211502, arrival_time=2021-04-10 02:35:59.207733, cost_time=0:00:05.894326 2021-04-10 02:35:43,147 INFO : TRAIN, epoch=0057, iter=00060/00196, fetch data time cost=1.41ms, fps=2224 images/s, loss=0.2233, top1-acc=92.84%, top5-acc=99.68%, remaining_time=0:00:15.971024, arrival_time=2021-04-10 02:35:59.118912, cost_time=0:00:07.046017 2021-04-10 02:35:44,304 INFO : TRAIN, epoch=0057, iter=00070/00196, fetch data time cost=1.43ms, fps=2214 images/s, loss=0.2257, top1-acc=92.77%, top5-acc=99.68%, remaining_time=0:00:14.764932, arrival_time=2021-04-10 02:35:59.069590, cost_time=0:00:08.202732 2021-04-10 02:35:45,451 INFO : TRAIN, epoch=0057, iter=00080/00196, fetch data time cost=1.40ms, fps=2233 images/s, loss=0.2261, top1-acc=92.73%, top5-acc=99.68%, remaining_time=0:00:13.557268, arrival_time=2021-04-10 02:35:59.008957, cost_time=0:00:09.349826 2021-04-10 02:35:46,596 INFO : TRAIN, epoch=0057, iter=00090/00196, fetch data time cost=1.52ms, fps=2237 images/s, loss=0.2263, top1-acc=92.76%, top5-acc=99.67%, remaining_time=0:00:12.360024, arrival_time=2021-04-10 02:35:58.956254, cost_time=0:00:10.494362 2021-04-10 02:35:47,740 INFO : TRAIN, epoch=0057, iter=00100/00196, fetch data time cost=1.41ms, fps=2237 images/s, loss=0.2266, top1-acc=92.82%, top5-acc=99.66%, remaining_time=0:00:11.173440, arrival_time=2021-04-10 02:35:58.914295, cost_time=0:00:11.639000 2021-04-10 02:35:48,884 INFO : TRAIN, epoch=0057, iter=00110/00196, fetch data time cost=1.44ms, fps=2240 images/s, loss=0.2280, top1-acc=92.77%, top5-acc=99.66%, remaining_time=0:00:09.993372, arrival_time=2021-04-10 02:35:58.877517, cost_time=0:00:12.782235 2021-04-10 02:35:50,041 INFO : TRAIN, epoch=0057, iter=00120/00196, fetch data time cost=1.36ms, fps=2213 images/s, loss=0.2280, top1-acc=92.75%, top5-acc=99.67%, remaining_time=0:00:08.828312, arrival_time=2021-04-10 02:35:58.869580, cost_time=0:00:13.939401 2021-04-10 02:35:51,195 INFO : TRAIN, epoch=0057, iter=00130/00196, fetch data time cost=1.93ms, fps=2218 images/s, loss=0.2282, top1-acc=92.74%, top5-acc=99.67%, remaining_time=0:00:07.663128, arrival_time=2021-04-10 02:35:58.858965, cost_time=0:00:15.093976 2021-04-10 02:35:52,340 INFO : TRAIN, epoch=0057, iter=00140/00196, fetch data time cost=1.57ms, fps=2237 images/s, loss=0.2312, top1-acc=92.63%, top5-acc=99.65%, remaining_time=0:00:06.495552, arrival_time=2021-04-10 02:35:58.836240, cost_time=0:00:16.238822 2021-04-10 02:35:53,490 INFO : TRAIN, epoch=0057, iter=00150/00196, fetch data time cost=1.92ms, fps=2228 images/s, loss=0.2328, top1-acc=92.57%, top5-acc=99.65%, remaining_time=0:00:05.332412, arrival_time=2021-04-10 02:35:58.822514, cost_time=0:00:17.388239 2021-04-10 02:35:54,633 INFO : TRAIN, epoch=0057, iter=00160/00196, fetch data time cost=2.01ms, fps=2240 images/s, loss=0.2351, top1-acc=92.52%, top5-acc=99.65%, remaining_time=0:00:04.169556, arrival_time=2021-04-10 02:35:58.802712, cost_time=0:00:18.531296 2021-04-10 02:35:55,779 INFO : TRAIN, epoch=0057, iter=00170/00196, fetch data time cost=2.85ms, fps=2233 images/s, loss=0.2340, top1-acc=92.56%, top5-acc=99.65%, remaining_time=0:00:03.009578, arrival_time=2021-04-10 02:35:58.789397, cost_time=0:00:19.677959 2021-04-10 02:35:56,926 INFO : TRAIN, epoch=0057, iter=00180/00196, fetch data time cost=2.05ms, fps=2234 images/s, loss=0.2361, top1-acc=92.53%, top5-acc=99.65%, remaining_time=0:00:01.851072, arrival_time=2021-04-10 02:35:58.777562, cost_time=0:00:20.824493 2021-04-10 02:35:58,073 INFO : TRAIN, epoch=0057, iter=00190/00196, fetch data time cost=1.40ms, fps=2233 images/s, loss=0.2359, top1-acc=92.53%, top5-acc=99.66%, remaining_time=0:00:00.693840, arrival_time=2021-04-10 02:35:58.767246, cost_time=0:00:21.971548 2021-04-10 02:35:58,695 INFO : TRAIN, epoch=0057, iter=00196/00196, fetch data time cost=1.82ms, fps=2188 images/s, loss=0.2360, top1-acc=92.52%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-10 02:35:58.695475, cost_time=0:00:22.593570 2021-04-10 02:35:59,179 INFO : EVAL, epoch=0057, iter=00010/00040, fetch data time cost=0.30ms, fps=5310 images/s, loss=0.4939, top1-acc=85.20%, top5-acc=99.22%, remaining_time=0:00:01.446300, arrival_time=2021-04-10 02:36:00.625256, cost_time=0:00:00.482100 2021-04-10 02:35:59,557 INFO : EVAL, epoch=0057, iter=00020/00040, fetch data time cost=1.72ms, fps=6778 images/s, loss=0.5389, top1-acc=84.08%, top5-acc=98.93%, remaining_time=0:00:00.860320, arrival_time=2021-04-10 02:36:00.417435, cost_time=0:00:00.860316 2021-04-10 02:35:59,950 INFO : EVAL, epoch=0057, iter=00030/00040, fetch data time cost=2.24ms, fps=6515 images/s, loss=0.5435, top1-acc=83.98%, top5-acc=98.88%, remaining_time=0:00:00.417860, arrival_time=2021-04-10 02:36:00.368345, cost_time=0:00:01.253568 2021-04-10 02:36:00,296 INFO : EVAL, epoch=0057, iter=00040/00040, fetch data time cost=0.07ms, fps=6717 images/s, loss=0.5391, top1-acc=83.99%, top5-acc=98.93%, remaining_time=0:00:00, arrival_time=2021-04-10 02:36:00.296399, cost_time=0:00:01.599615 2021-04-10 02:36:00,827 INFO : Epoch=0057 complete, best val top1-acc=87.97%, top5-acc=99.01% (epoch=51), remaining_time=0:59:18.352798, arrival_time=2021-04-10 03:35:19.180531, cost_time=0:23:38.364417 2021-04-10 02:36:00,830 INFO : Train start, epoch=0058, lr=0.081262 2021-04-10 02:36:02,191 INFO : TRAIN, epoch=0058, iter=00010/00196, fetch data time cost=1.39ms, fps=1882 images/s, loss=0.2465, top1-acc=92.11%, top5-acc=99.61%, remaining_time=0:00:25.306416, arrival_time=2021-04-10 02:36:27.497425, cost_time=0:00:01.360561 2021-04-10 02:36:03,335 INFO : TRAIN, epoch=0058, iter=00020/00196, fetch data time cost=1.72ms, fps=2238 images/s, loss=0.2501, top1-acc=91.66%, top5-acc=99.65%, remaining_time=0:00:22.044704, arrival_time=2021-04-10 02:36:25.380285, cost_time=0:00:02.505071 2021-04-10 02:36:04,482 INFO : TRAIN, epoch=0058, iter=00030/00196, fetch data time cost=1.51ms, fps=2233 images/s, loss=0.2473, top1-acc=91.90%, top5-acc=99.58%, remaining_time=0:00:20.210334, arrival_time=2021-04-10 02:36:24.693204, cost_time=0:00:03.652477 2021-04-10 02:36:05,626 INFO : TRAIN, epoch=0058, iter=00040/00196, fetch data time cost=1.38ms, fps=2239 images/s, loss=0.2375, top1-acc=92.23%, top5-acc=99.63%, remaining_time=0:00:18.705024, arrival_time=2021-04-10 02:36:24.331595, cost_time=0:00:04.796149 2021-04-10 02:36:06,784 INFO : TRAIN, epoch=0058, iter=00050/00196, fetch data time cost=1.75ms, fps=2212 images/s, loss=0.2362, top1-acc=92.23%, top5-acc=99.65%, remaining_time=0:00:17.385972, arrival_time=2021-04-10 02:36:24.170529, cost_time=0:00:05.954097 2021-04-10 02:36:07,935 INFO : TRAIN, epoch=0058, iter=00060/00196, fetch data time cost=1.60ms, fps=2225 images/s, loss=0.2395, top1-acc=92.25%, top5-acc=99.65%, remaining_time=0:00:16.105120, arrival_time=2021-04-10 02:36:24.040753, cost_time=0:00:07.105202 2021-04-10 02:36:09,080 INFO : TRAIN, epoch=0058, iter=00070/00196, fetch data time cost=1.41ms, fps=2237 images/s, loss=0.2353, top1-acc=92.38%, top5-acc=99.65%, remaining_time=0:00:14.850108, arrival_time=2021-04-10 02:36:23.930596, cost_time=0:00:08.250070 2021-04-10 02:36:10,224 INFO : TRAIN, epoch=0058, iter=00080/00196, fetch data time cost=1.57ms, fps=2238 images/s, loss=0.2337, top1-acc=92.42%, top5-acc=99.67%, remaining_time=0:00:13.621764, arrival_time=2021-04-10 02:36:23.846499, cost_time=0:00:09.394357 2021-04-10 02:36:11,368 INFO : TRAIN, epoch=0058, iter=00090/00196, fetch data time cost=1.43ms, fps=2240 images/s, loss=0.2371, top1-acc=92.35%, top5-acc=99.66%, remaining_time=0:00:12.411010, arrival_time=2021-04-10 02:36:23.779045, cost_time=0:00:10.537654 2021-04-10 02:36:12,522 INFO : TRAIN, epoch=0058, iter=00100/00196, fetch data time cost=1.98ms, fps=2219 images/s, loss=0.2361, top1-acc=92.40%, top5-acc=99.65%, remaining_time=0:00:11.224032, arrival_time=2021-04-10 02:36:23.746251, cost_time=0:00:11.691670 2021-04-10 02:36:13,673 INFO : TRAIN, epoch=0058, iter=00110/00196, fetch data time cost=1.41ms, fps=2226 images/s, loss=0.2369, top1-acc=92.38%, top5-acc=99.67%, remaining_time=0:00:10.040672, arrival_time=2021-04-10 02:36:23.713725, cost_time=0:00:12.842676 2021-04-10 02:36:14,824 INFO : TRAIN, epoch=0058, iter=00120/00196, fetch data time cost=1.41ms, fps=2225 images/s, loss=0.2373, top1-acc=92.36%, top5-acc=99.68%, remaining_time=0:00:08.862664, arrival_time=2021-04-10 02:36:23.686765, cost_time=0:00:13.993658 2021-04-10 02:36:15,976 INFO : TRAIN, epoch=0058, iter=00130/00196, fetch data time cost=1.55ms, fps=2222 images/s, loss=0.2358, top1-acc=92.39%, top5-acc=99.68%, remaining_time=0:00:07.689726, arrival_time=2021-04-10 02:36:23.666568, cost_time=0:00:15.146464 2021-04-10 02:36:17,128 INFO : TRAIN, epoch=0058, iter=00140/00196, fetch data time cost=1.36ms, fps=2224 images/s, loss=0.2356, top1-acc=92.40%, top5-acc=99.69%, remaining_time=0:00:06.519184, arrival_time=2021-04-10 02:36:23.647466, cost_time=0:00:16.297900 2021-04-10 02:36:18,278 INFO : TRAIN, epoch=0058, iter=00150/00196, fetch data time cost=1.39ms, fps=2234 images/s, loss=0.2352, top1-acc=92.42%, top5-acc=99.68%, remaining_time=0:00:05.350720, arrival_time=2021-04-10 02:36:23.629232, cost_time=0:00:17.448062 2021-04-10 02:36:19,422 INFO : TRAIN, epoch=0058, iter=00160/00196, fetch data time cost=1.42ms, fps=2239 images/s, loss=0.2358, top1-acc=92.46%, top5-acc=99.69%, remaining_time=0:00:04.183164, arrival_time=2021-04-10 02:36:23.605350, cost_time=0:00:18.591806 2021-04-10 02:36:20,567 INFO : TRAIN, epoch=0058, iter=00170/00196, fetch data time cost=1.59ms, fps=2235 images/s, loss=0.2346, top1-acc=92.46%, top5-acc=99.71%, remaining_time=0:00:03.018652, arrival_time=2021-04-10 02:36:23.586449, cost_time=0:00:19.737422 2021-04-10 02:36:21,718 INFO : TRAIN, epoch=0058, iter=00180/00196, fetch data time cost=1.86ms, fps=2226 images/s, loss=0.2354, top1-acc=92.44%, top5-acc=99.69%, remaining_time=0:00:01.856688, arrival_time=2021-04-10 02:36:23.574793, cost_time=0:00:20.887730 2021-04-10 02:36:22,868 INFO : TRAIN, epoch=0058, iter=00190/00196, fetch data time cost=1.19ms, fps=2226 images/s, loss=0.2364, top1-acc=92.41%, top5-acc=99.69%, remaining_time=0:00:00.695934, arrival_time=2021-04-10 02:36:23.564314, cost_time=0:00:22.038000 2021-04-10 02:36:23,488 INFO : TRAIN, epoch=0058, iter=00196/00196, fetch data time cost=1.48ms, fps=2194 images/s, loss=0.2357, top1-acc=92.44%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-10 02:36:23.488758, cost_time=0:00:22.658309 2021-04-10 02:36:23,974 INFO : EVAL, epoch=0058, iter=00010/00040, fetch data time cost=0.38ms, fps=5285 images/s, loss=0.4427, top1-acc=87.15%, top5-acc=99.45%, remaining_time=0:00:01.453200, arrival_time=2021-04-10 02:36:25.427491, cost_time=0:00:00.484403 2021-04-10 02:36:24,345 INFO : EVAL, epoch=0058, iter=00020/00040, fetch data time cost=1.49ms, fps=6902 images/s, loss=0.4122, top1-acc=87.34%, top5-acc=99.57%, remaining_time=0:00:00.855800, arrival_time=2021-04-10 02:36:25.201437, cost_time=0:00:00.855791 2021-04-10 02:36:24,722 INFO : EVAL, epoch=0058, iter=00030/00040, fetch data time cost=1.99ms, fps=6794 images/s, loss=0.4172, top1-acc=87.16%, top5-acc=99.54%, remaining_time=0:00:00.410970, arrival_time=2021-04-10 02:36:25.133762, cost_time=0:00:01.232905 2021-04-10 02:36:25,061 INFO : EVAL, epoch=0058, iter=00040/00040, fetch data time cost=0.07ms, fps=6853 images/s, loss=0.4113, top1-acc=87.16%, top5-acc=99.49%, remaining_time=0:00:00, arrival_time=2021-04-10 02:36:25.061735, cost_time=0:00:01.571900 2021-04-10 02:36:25,649 INFO : Epoch=0058 complete, best val top1-acc=87.97%, top5-acc=99.01% (epoch=51), remaining_time=0:58:53.318124, arrival_time=2021-04-10 03:35:18.967748, cost_time=0:24:03.186302 2021-04-10 02:36:25,650 INFO : Train start, epoch=0059, lr=0.080645 2021-04-10 02:36:26,957 INFO : TRAIN, epoch=0059, iter=00010/00196, fetch data time cost=0.24ms, fps=1960 images/s, loss=0.2378, top1-acc=91.72%, top5-acc=99.84%, remaining_time=0:00:24.298296, arrival_time=2021-04-10 02:36:51.255319, cost_time=0:00:01.306362 2021-04-10 02:36:28,107 INFO : TRAIN, epoch=0059, iter=00020/00196, fetch data time cost=1.84ms, fps=2227 images/s, loss=0.2306, top1-acc=92.25%, top5-acc=99.79%, remaining_time=0:00:21.620720, arrival_time=2021-04-10 02:36:49.728169, cost_time=0:00:02.456891 2021-04-10 02:36:29,281 INFO : TRAIN, epoch=0059, iter=00030/00196, fetch data time cost=1.94ms, fps=2182 images/s, loss=0.2270, top1-acc=92.63%, top5-acc=99.80%, remaining_time=0:00:20.088158, arrival_time=2021-04-10 02:36:49.369146, cost_time=0:00:03.630401 2021-04-10 02:36:30,468 INFO : TRAIN, epoch=0059, iter=00040/00196, fetch data time cost=2.59ms, fps=2157 images/s, loss=0.2254, top1-acc=92.69%, top5-acc=99.76%, remaining_time=0:00:18.789264, arrival_time=2021-04-10 02:36:49.257684, cost_time=0:00:04.817753 2021-04-10 02:36:31,623 INFO : TRAIN, epoch=0059, iter=00050/00196, fetch data time cost=1.53ms, fps=2218 images/s, loss=0.2221, top1-acc=92.84%, top5-acc=99.75%, remaining_time=0:00:17.440284, arrival_time=2021-04-10 02:36:49.063589, cost_time=0:00:05.972717 2021-04-10 02:36:32,771 INFO : TRAIN, epoch=0059, iter=00060/00196, fetch data time cost=2.30ms, fps=2230 images/s, loss=0.2277, top1-acc=92.71%, top5-acc=99.69%, remaining_time=0:00:16.141704, arrival_time=2021-04-10 02:36:48.913595, cost_time=0:00:07.121312 2021-04-10 02:36:33,919 INFO : TRAIN, epoch=0059, iter=00070/00196, fetch data time cost=2.10ms, fps=2231 images/s, loss=0.2268, top1-acc=92.79%, top5-acc=99.71%, remaining_time=0:00:14.884632, arrival_time=2021-04-10 02:36:48.804404, cost_time=0:00:08.269212 2021-04-10 02:36:35,072 INFO : TRAIN, epoch=0059, iter=00080/00196, fetch data time cost=2.31ms, fps=2222 images/s, loss=0.2308, top1-acc=92.71%, top5-acc=99.69%, remaining_time=0:00:13.661668, arrival_time=2021-04-10 02:36:48.734105, cost_time=0:00:09.421823 2021-04-10 02:36:36,236 INFO : TRAIN, epoch=0059, iter=00090/00196, fetch data time cost=1.51ms, fps=2201 images/s, loss=0.2271, top1-acc=92.80%, top5-acc=99.70%, remaining_time=0:00:12.467720, arrival_time=2021-04-10 02:36:48.704146, cost_time=0:00:10.585839 2021-04-10 02:36:37,399 INFO : TRAIN, epoch=0059, iter=00100/00196, fetch data time cost=2.16ms, fps=2203 images/s, loss=0.2238, top1-acc=92.89%, top5-acc=99.70%, remaining_time=0:00:11.278464, arrival_time=2021-04-10 02:36:48.677443, cost_time=0:00:11.748385 2021-04-10 02:36:38,545 INFO : TRAIN, epoch=0059, iter=00110/00196, fetch data time cost=1.49ms, fps=2233 images/s, loss=0.2225, top1-acc=92.87%, top5-acc=99.71%, remaining_time=0:00:10.081780, arrival_time=2021-04-10 02:36:48.627652, cost_time=0:00:12.895354 2021-04-10 02:36:39,694 INFO : TRAIN, epoch=0059, iter=00120/00196, fetch data time cost=1.65ms, fps=2229 images/s, loss=0.2232, top1-acc=92.83%, top5-acc=99.71%, remaining_time=0:00:08.894736, arrival_time=2021-04-10 02:36:48.589575, cost_time=0:00:14.044321 2021-04-10 02:36:40,846 INFO : TRAIN, epoch=0059, iter=00130/00196, fetch data time cost=1.76ms, fps=2224 images/s, loss=0.2245, top1-acc=92.79%, top5-acc=99.70%, remaining_time=0:00:07.714872, arrival_time=2021-04-10 02:36:48.561376, cost_time=0:00:15.195911 2021-04-10 02:36:41,991 INFO : TRAIN, epoch=0059, iter=00140/00196, fetch data time cost=1.93ms, fps=2237 images/s, loss=0.2260, top1-acc=92.78%, top5-acc=99.69%, remaining_time=0:00:06.536432, arrival_time=2021-04-10 02:36:48.528056, cost_time=0:00:16.341055 2021-04-10 02:36:43,142 INFO : TRAIN, epoch=0059, iter=00150/00196, fetch data time cost=1.88ms, fps=2226 images/s, loss=0.2285, top1-acc=92.73%, top5-acc=99.70%, remaining_time=0:00:05.364198, arrival_time=2021-04-10 02:36:48.506610, cost_time=0:00:17.491892 2021-04-10 02:36:44,288 INFO : TRAIN, epoch=0059, iter=00160/00196, fetch data time cost=1.54ms, fps=2234 images/s, loss=0.2287, top1-acc=92.72%, top5-acc=99.69%, remaining_time=0:00:04.193568, arrival_time=2021-04-10 02:36:48.482106, cost_time=0:00:18.638010 2021-04-10 02:36:45,442 INFO : TRAIN, epoch=0059, iter=00170/00196, fetch data time cost=1.98ms, fps=2219 images/s, loss=0.2288, top1-acc=92.73%, top5-acc=99.69%, remaining_time=0:00:03.027050, arrival_time=2021-04-10 02:36:48.469926, cost_time=0:00:19.792312 2021-04-10 02:36:46,590 INFO : TRAIN, epoch=0059, iter=00180/00196, fetch data time cost=1.46ms, fps=2231 images/s, loss=0.2298, top1-acc=92.69%, top5-acc=99.69%, remaining_time=0:00:01.861360, arrival_time=2021-04-10 02:36:48.452266, cost_time=0:00:20.940319 2021-04-10 02:36:47,734 INFO : TRAIN, epoch=0059, iter=00190/00196, fetch data time cost=1.22ms, fps=2239 images/s, loss=0.2305, top1-acc=92.65%, top5-acc=99.69%, remaining_time=0:00:00.697392, arrival_time=2021-04-10 02:36:48.432075, cost_time=0:00:22.084145 2021-04-10 02:36:48,350 INFO : TRAIN, epoch=0059, iter=00196/00196, fetch data time cost=1.21ms, fps=2209 images/s, loss=0.2316, top1-acc=92.62%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-10 02:36:48.350752, cost_time=0:00:22.700245 2021-04-10 02:36:48,799 INFO : EVAL, epoch=0059, iter=00010/00040, fetch data time cost=2.07ms, fps=5722 images/s, loss=0.4383, top1-acc=87.07%, top5-acc=98.71%, remaining_time=0:00:01.342080, arrival_time=2021-04-10 02:36:50.141131, cost_time=0:00:00.447360 2021-04-10 02:36:49,174 INFO : EVAL, epoch=0059, iter=00020/00040, fetch data time cost=1.79ms, fps=6833 images/s, loss=0.4214, top1-acc=87.19%, top5-acc=98.89%, remaining_time=0:00:00.822460, arrival_time=2021-04-10 02:36:49.996623, cost_time=0:00:00.822466 2021-04-10 02:36:49,549 INFO : EVAL, epoch=0059, iter=00030/00040, fetch data time cost=1.52ms, fps=6833 images/s, loss=0.4269, top1-acc=86.80%, top5-acc=98.93%, remaining_time=0:00:00.399190, arrival_time=2021-04-10 02:36:49.948425, cost_time=0:00:01.197583 2021-04-10 02:36:49,885 INFO : EVAL, epoch=0059, iter=00040/00040, fetch data time cost=0.06ms, fps=6903 images/s, loss=0.4373, top1-acc=86.64%, top5-acc=98.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:36:49.885635, cost_time=0:00:01.534013 2021-04-10 02:36:50,386 INFO : Epoch=0059 complete, best val top1-acc=87.97%, top5-acc=99.01% (epoch=51), remaining_time=0:58:28.088037, arrival_time=2021-04-10 03:35:18.474721, cost_time=0:24:27.923386 2021-04-10 02:36:50,387 INFO : Train start, epoch=0060, lr=0.080021 2021-04-10 02:36:51,748 INFO : TRAIN, epoch=0060, iter=00010/00196, fetch data time cost=0.35ms, fps=1881 images/s, loss=0.1977, top1-acc=93.63%, top5-acc=99.80%, remaining_time=0:00:25.317762, arrival_time=2021-04-10 02:37:17.066300, cost_time=0:00:01.361166 2021-04-10 02:36:52,898 INFO : TRAIN, epoch=0060, iter=00020/00196, fetch data time cost=1.51ms, fps=2228 images/s, loss=0.2187, top1-acc=93.07%, top5-acc=99.79%, remaining_time=0:00:22.093984, arrival_time=2021-04-10 02:37:14.991983, cost_time=0:00:02.510688 2021-04-10 02:36:54,046 INFO : TRAIN, epoch=0060, iter=00030/00196, fetch data time cost=1.51ms, fps=2231 images/s, loss=0.2226, top1-acc=92.97%, top5-acc=99.71%, remaining_time=0:00:20.245194, arrival_time=2021-04-10 02:37:14.291270, cost_time=0:00:03.658764 2021-04-10 02:36:55,200 INFO : TRAIN, epoch=0060, iter=00040/00196, fetch data time cost=1.39ms, fps=2218 images/s, loss=0.2247, top1-acc=92.96%, top5-acc=99.69%, remaining_time=0:00:18.772260, arrival_time=2021-04-10 02:37:13.973097, cost_time=0:00:04.813400 2021-04-10 02:36:56,351 INFO : TRAIN, epoch=0060, iter=00050/00196, fetch data time cost=1.50ms, fps=2226 images/s, loss=0.2240, top1-acc=93.05%, top5-acc=99.68%, remaining_time=0:00:17.415172, arrival_time=2021-04-10 02:37:13.766561, cost_time=0:00:05.964075 2021-04-10 02:36:57,496 INFO : TRAIN, epoch=0060, iter=00060/00196, fetch data time cost=1.40ms, fps=2237 images/s, loss=0.2243, top1-acc=93.04%, top5-acc=99.68%, remaining_time=0:00:16.113824, arrival_time=2021-04-10 02:37:13.610193, cost_time=0:00:07.109027 2021-04-10 02:36:58,647 INFO : TRAIN, epoch=0060, iter=00070/00196, fetch data time cost=1.77ms, fps=2226 images/s, loss=0.2286, top1-acc=92.86%, top5-acc=99.68%, remaining_time=0:00:14.867244, arrival_time=2021-04-10 02:37:13.514285, cost_time=0:00:08.259615 2021-04-10 02:36:59,803 INFO : TRAIN, epoch=0060, iter=00080/00196, fetch data time cost=1.46ms, fps=2216 images/s, loss=0.2279, top1-acc=92.83%, top5-acc=99.70%, remaining_time=0:00:13.652852, arrival_time=2021-04-10 02:37:13.455989, cost_time=0:00:09.415756 2021-04-10 02:37:00,955 INFO : TRAIN, epoch=0060, iter=00090/00196, fetch data time cost=1.66ms, fps=2223 images/s, loss=0.2284, top1-acc=92.81%, top5-acc=99.70%, remaining_time=0:00:12.446944, arrival_time=2021-04-10 02:37:13.402523, cost_time=0:00:10.568193 2021-04-10 02:37:02,105 INFO : TRAIN, epoch=0060, iter=00100/00196, fetch data time cost=1.32ms, fps=2226 images/s, loss=0.2302, top1-acc=92.68%, top5-acc=99.70%, remaining_time=0:00:11.249856, arrival_time=2021-04-10 02:37:13.355772, cost_time=0:00:11.718564 2021-04-10 02:37:03,247 INFO : TRAIN, epoch=0060, iter=00110/00196, fetch data time cost=1.52ms, fps=2244 images/s, loss=0.2295, top1-acc=92.62%, top5-acc=99.70%, remaining_time=0:00:10.054174, arrival_time=2021-04-10 02:37:13.301448, cost_time=0:00:12.859960 2021-04-10 02:37:04,397 INFO : TRAIN, epoch=0060, iter=00120/00196, fetch data time cost=1.54ms, fps=2226 images/s, loss=0.2282, top1-acc=92.67%, top5-acc=99.69%, remaining_time=0:00:08.873228, arrival_time=2021-04-10 02:37:13.271000, cost_time=0:00:14.010387 2021-04-10 02:37:05,543 INFO : TRAIN, epoch=0060, iter=00130/00196, fetch data time cost=1.45ms, fps=2236 images/s, loss=0.2289, top1-acc=92.66%, top5-acc=99.68%, remaining_time=0:00:07.694412, arrival_time=2021-04-10 02:37:13.237411, cost_time=0:00:15.155674 2021-04-10 02:37:06,684 INFO : TRAIN, epoch=0060, iter=00140/00196, fetch data time cost=1.53ms, fps=2243 images/s, loss=0.2305, top1-acc=92.59%, top5-acc=99.68%, remaining_time=0:00:06.518904, arrival_time=2021-04-10 02:37:13.203521, cost_time=0:00:16.297285 2021-04-10 02:37:07,825 INFO : TRAIN, epoch=0060, iter=00150/00196, fetch data time cost=1.50ms, fps=2244 images/s, loss=0.2314, top1-acc=92.57%, top5-acc=99.68%, remaining_time=0:00:05.347868, arrival_time=2021-04-10 02:37:13.173814, cost_time=0:00:17.438636 2021-04-10 02:37:08,971 INFO : TRAIN, epoch=0060, iter=00160/00196, fetch data time cost=1.42ms, fps=2235 images/s, loss=0.2332, top1-acc=92.50%, top5-acc=99.68%, remaining_time=0:00:04.181508, arrival_time=2021-04-10 02:37:13.153364, cost_time=0:00:18.584541 2021-04-10 02:37:10,117 INFO : TRAIN, epoch=0060, iter=00170/00196, fetch data time cost=1.42ms, fps=2236 images/s, loss=0.2348, top1-acc=92.47%, top5-acc=99.69%, remaining_time=0:00:03.017482, arrival_time=2021-04-10 02:37:13.134734, cost_time=0:00:19.729672 2021-04-10 02:37:11,263 INFO : TRAIN, epoch=0060, iter=00180/00196, fetch data time cost=1.57ms, fps=2234 images/s, loss=0.2351, top1-acc=92.45%, top5-acc=99.69%, remaining_time=0:00:01.855680, arrival_time=2021-04-10 02:37:13.119435, cost_time=0:00:20.876438 2021-04-10 02:37:12,408 INFO : TRAIN, epoch=0060, iter=00190/00196, fetch data time cost=1.32ms, fps=2238 images/s, loss=0.2355, top1-acc=92.46%, top5-acc=99.70%, remaining_time=0:00:00.695394, arrival_time=2021-04-10 02:37:13.103518, cost_time=0:00:22.020801 2021-04-10 02:37:13,023 INFO : TRAIN, epoch=0060, iter=00196/00196, fetch data time cost=1.24ms, fps=2212 images/s, loss=0.2342, top1-acc=92.49%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-10 02:37:13.023261, cost_time=0:00:22.635910 2021-04-10 02:37:13,504 INFO : EVAL, epoch=0060, iter=00010/00040, fetch data time cost=0.29ms, fps=5338 images/s, loss=0.4446, top1-acc=86.72%, top5-acc=99.37%, remaining_time=0:00:01.438680, arrival_time=2021-04-10 02:37:14.942768, cost_time=0:00:00.479560 2021-04-10 02:37:13,877 INFO : EVAL, epoch=0060, iter=00020/00040, fetch data time cost=1.86ms, fps=6867 images/s, loss=0.4580, top1-acc=86.21%, top5-acc=99.43%, remaining_time=0:00:00.852700, arrival_time=2021-04-10 02:37:14.729974, cost_time=0:00:00.852701 2021-04-10 02:37:14,255 INFO : EVAL, epoch=0060, iter=00030/00040, fetch data time cost=2.49ms, fps=6785 images/s, loss=0.4633, top1-acc=86.02%, top5-acc=99.31%, remaining_time=0:00:00.410180, arrival_time=2021-04-10 02:37:14.665251, cost_time=0:00:01.230542 2021-04-10 02:37:14,593 INFO : EVAL, epoch=0060, iter=00040/00040, fetch data time cost=0.07ms, fps=6853 images/s, loss=0.4812, top1-acc=85.63%, top5-acc=99.30%, remaining_time=0:00:00, arrival_time=2021-04-10 02:37:14.593931, cost_time=0:00:01.569426 2021-04-10 02:37:15,115 INFO : Epoch=0060 complete, best val top1-acc=87.97%, top5-acc=99.01% (epoch=51), remaining_time=0:58:02.855320, arrival_time=2021-04-10 03:35:17.970885, cost_time=0:24:52.652267 2021-04-10 02:37:15,116 INFO : Train start, epoch=0061, lr=0.079389 2021-04-10 02:37:16,446 INFO : TRAIN, epoch=0061, iter=00010/00196, fetch data time cost=0.37ms, fps=1925 images/s, loss=0.2062, top1-acc=93.16%, top5-acc=99.69%, remaining_time=0:00:24.740046, arrival_time=2021-04-10 02:37:41.186415, cost_time=0:00:01.330108 2021-04-10 02:37:17,595 INFO : TRAIN, epoch=0061, iter=00020/00196, fetch data time cost=1.47ms, fps=2230 images/s, loss=0.2171, top1-acc=92.85%, top5-acc=99.73%, remaining_time=0:00:21.810976, arrival_time=2021-04-10 02:37:39.405880, cost_time=0:00:02.478521 2021-04-10 02:37:18,743 INFO : TRAIN, epoch=0061, iter=00030/00196, fetch data time cost=1.37ms, fps=2229 images/s, loss=0.2165, top1-acc=93.01%, top5-acc=99.74%, remaining_time=0:00:20.073052, arrival_time=2021-04-10 02:37:38.816912, cost_time=0:00:03.627655 2021-04-10 02:37:19,889 INFO : TRAIN, epoch=0061, iter=00040/00196, fetch data time cost=1.64ms, fps=2235 images/s, loss=0.2213, top1-acc=92.85%, top5-acc=99.70%, remaining_time=0:00:18.616572, arrival_time=2021-04-10 02:37:38.506289, cost_time=0:00:04.773481 2021-04-10 02:37:21,044 INFO : TRAIN, epoch=0061, iter=00050/00196, fetch data time cost=1.38ms, fps=2217 images/s, loss=0.2176, top1-acc=92.98%, top5-acc=99.70%, remaining_time=0:00:17.311512, arrival_time=2021-04-10 02:37:38.356369, cost_time=0:00:05.928595 2021-04-10 02:37:22,192 INFO : TRAIN, epoch=0061, iter=00060/00196, fetch data time cost=1.44ms, fps=2233 images/s, loss=0.2140, top1-acc=93.09%, top5-acc=99.73%, remaining_time=0:00:16.038344, arrival_time=2021-04-10 02:37:38.230325, cost_time=0:00:07.075729 2021-04-10 02:37:23,345 INFO : TRAIN, epoch=0061, iter=00070/00196, fetch data time cost=1.74ms, fps=2220 images/s, loss=0.2182, top1-acc=92.95%, top5-acc=99.73%, remaining_time=0:00:14.813316, arrival_time=2021-04-10 02:37:38.159141, cost_time=0:00:08.229630 2021-04-10 02:37:24,492 INFO : TRAIN, epoch=0061, iter=00080/00196, fetch data time cost=1.48ms, fps=2232 images/s, loss=0.2173, top1-acc=93.02%, top5-acc=99.74%, remaining_time=0:00:13.596244, arrival_time=2021-04-10 02:37:38.089142, cost_time=0:00:09.376706 2021-04-10 02:37:25,635 INFO : TRAIN, epoch=0061, iter=00090/00196, fetch data time cost=1.58ms, fps=2242 images/s, loss=0.2158, top1-acc=93.03%, top5-acc=99.75%, remaining_time=0:00:12.389068, arrival_time=2021-04-10 02:37:38.024278, cost_time=0:00:10.519027 2021-04-10 02:37:26,786 INFO : TRAIN, epoch=0061, iter=00100/00196, fetch data time cost=1.56ms, fps=2225 images/s, loss=0.2154, top1-acc=93.07%, top5-acc=99.74%, remaining_time=0:00:11.203200, arrival_time=2021-04-10 02:37:37.989651, cost_time=0:00:11.670048 2021-04-10 02:37:27,935 INFO : TRAIN, epoch=0061, iter=00110/00196, fetch data time cost=1.40ms, fps=2230 images/s, loss=0.2158, top1-acc=93.06%, top5-acc=99.73%, remaining_time=0:00:10.022010, arrival_time=2021-04-10 02:37:37.957064, cost_time=0:00:12.818859 2021-04-10 02:37:29,086 INFO : TRAIN, epoch=0061, iter=00120/00196, fetch data time cost=1.64ms, fps=2224 images/s, loss=0.2188, top1-acc=92.96%, top5-acc=99.74%, remaining_time=0:00:08.847844, arrival_time=2021-04-10 02:37:37.934325, cost_time=0:00:13.970238 2021-04-10 02:37:30,250 INFO : TRAIN, epoch=0061, iter=00130/00196, fetch data time cost=2.23ms, fps=2200 images/s, loss=0.2190, top1-acc=92.95%, top5-acc=99.74%, remaining_time=0:00:07.683720, arrival_time=2021-04-10 02:37:37.934542, cost_time=0:00:15.134573 2021-04-10 02:37:31,399 INFO : TRAIN, epoch=0061, iter=00140/00196, fetch data time cost=1.45ms, fps=2229 images/s, loss=0.2194, top1-acc=92.92%, top5-acc=99.74%, remaining_time=0:00:06.513416, arrival_time=2021-04-10 02:37:37.913160, cost_time=0:00:16.283505 2021-04-10 02:37:32,550 INFO : TRAIN, epoch=0061, iter=00150/00196, fetch data time cost=1.48ms, fps=2225 images/s, loss=0.2191, top1-acc=92.93%, top5-acc=99.74%, remaining_time=0:00:05.346534, arrival_time=2021-04-10 02:37:37.897126, cost_time=0:00:17.434368 2021-04-10 02:37:33,701 INFO : TRAIN, epoch=0061, iter=00160/00196, fetch data time cost=1.56ms, fps=2225 images/s, loss=0.2220, top1-acc=92.85%, top5-acc=99.73%, remaining_time=0:00:04.181688, arrival_time=2021-04-10 02:37:37.883196, cost_time=0:00:18.585313 2021-04-10 02:37:34,847 INFO : TRAIN, epoch=0061, iter=00170/00196, fetch data time cost=1.39ms, fps=2235 images/s, loss=0.2220, top1-acc=92.85%, top5-acc=99.73%, remaining_time=0:00:03.017742, arrival_time=2021-04-10 02:37:37.865251, cost_time=0:00:19.731316 2021-04-10 02:37:35,995 INFO : TRAIN, epoch=0061, iter=00180/00196, fetch data time cost=1.70ms, fps=2231 images/s, loss=0.2230, top1-acc=92.86%, top5-acc=99.73%, remaining_time=0:00:01.855904, arrival_time=2021-04-10 02:37:37.851064, cost_time=0:00:20.878962 2021-04-10 02:37:37,144 INFO : TRAIN, epoch=0061, iter=00190/00196, fetch data time cost=1.27ms, fps=2229 images/s, loss=0.2238, top1-acc=92.84%, top5-acc=99.72%, remaining_time=0:00:00.695622, arrival_time=2021-04-10 02:37:37.839785, cost_time=0:00:22.027966 2021-04-10 02:37:37,760 INFO : TRAIN, epoch=0061, iter=00196/00196, fetch data time cost=1.64ms, fps=2209 images/s, loss=0.2248, top1-acc=92.82%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-10 02:37:37.760172, cost_time=0:00:22.643980 2021-04-10 02:37:38,255 INFO : EVAL, epoch=0061, iter=00010/00040, fetch data time cost=0.43ms, fps=5179 images/s, loss=0.4747, top1-acc=85.62%, top5-acc=99.37%, remaining_time=0:00:01.482780, arrival_time=2021-04-10 02:37:39.738147, cost_time=0:00:00.494265 2021-04-10 02:37:38,629 INFO : EVAL, epoch=0061, iter=00020/00040, fetch data time cost=1.44ms, fps=6847 images/s, loss=0.4486, top1-acc=86.41%, top5-acc=99.47%, remaining_time=0:00:00.868500, arrival_time=2021-04-10 02:37:39.498141, cost_time=0:00:00.868492 2021-04-10 02:37:39,007 INFO : EVAL, epoch=0061, iter=00030/00040, fetch data time cost=2.04ms, fps=6794 images/s, loss=0.4383, top1-acc=86.50%, top5-acc=99.47%, remaining_time=0:00:00.415270, arrival_time=2021-04-10 02:37:39.422219, cost_time=0:00:01.245803 2021-04-10 02:37:39,343 INFO : EVAL, epoch=0061, iter=00040/00040, fetch data time cost=0.07ms, fps=6905 images/s, loss=0.4476, top1-acc=86.28%, top5-acc=99.45%, remaining_time=0:00:00, arrival_time=2021-04-10 02:37:39.343305, cost_time=0:00:01.582230 2021-04-10 02:37:39,857 INFO : Epoch=0061 complete, best val top1-acc=87.97%, top5-acc=99.01% (epoch=51), remaining_time=0:57:37.669619, arrival_time=2021-04-10 03:35:17.527494, cost_time=0:25:17.394575 2021-04-10 02:37:39,858 INFO : Train start, epoch=0062, lr=0.078750 2021-04-10 02:37:41,219 INFO : TRAIN, epoch=0062, iter=00010/00196, fetch data time cost=0.36ms, fps=1881 images/s, loss=0.2150, top1-acc=93.16%, top5-acc=99.84%, remaining_time=0:00:25.310694, arrival_time=2021-04-10 02:38:06.530104, cost_time=0:00:01.360789 2021-04-10 02:37:42,362 INFO : TRAIN, epoch=0062, iter=00020/00196, fetch data time cost=1.45ms, fps=2240 images/s, loss=0.2228, top1-acc=92.87%, top5-acc=99.79%, remaining_time=0:00:22.036256, arrival_time=2021-04-10 02:38:04.399082, cost_time=0:00:02.504126 2021-04-10 02:37:43,512 INFO : TRAIN, epoch=0062, iter=00030/00196, fetch data time cost=1.45ms, fps=2228 images/s, loss=0.2209, top1-acc=92.93%, top5-acc=99.80%, remaining_time=0:00:20.216974, arrival_time=2021-04-10 02:38:03.729207, cost_time=0:00:03.653658 2021-04-10 02:37:44,659 INFO : TRAIN, epoch=0062, iter=00040/00196, fetch data time cost=1.55ms, fps=2233 images/s, loss=0.2233, top1-acc=92.76%, top5-acc=99.76%, remaining_time=0:00:18.721872, arrival_time=2021-04-10 02:38:03.380918, cost_time=0:00:04.800482 2021-04-10 02:37:45,805 INFO : TRAIN, epoch=0062, iter=00050/00196, fetch data time cost=1.72ms, fps=2235 images/s, loss=0.2238, top1-acc=92.81%, top5-acc=99.75%, remaining_time=0:00:17.363780, arrival_time=2021-04-10 02:38:03.168915, cost_time=0:00:05.946509 2021-04-10 02:37:46,954 INFO : TRAIN, epoch=0062, iter=00060/00196, fetch data time cost=1.41ms, fps=2229 images/s, loss=0.2234, top1-acc=92.83%, top5-acc=99.75%, remaining_time=0:00:16.083496, arrival_time=2021-04-10 02:38:03.037749, cost_time=0:00:07.095679 2021-04-10 02:37:48,104 INFO : TRAIN, epoch=0062, iter=00070/00196, fetch data time cost=1.40ms, fps=2226 images/s, loss=0.2248, top1-acc=92.69%, top5-acc=99.73%, remaining_time=0:00:14.842926, arrival_time=2021-04-10 02:38:02.947576, cost_time=0:00:08.246091 2021-04-10 02:37:49,256 INFO : TRAIN, epoch=0062, iter=00080/00196, fetch data time cost=1.88ms, fps=2224 images/s, loss=0.2227, top1-acc=92.76%, top5-acc=99.75%, remaining_time=0:00:13.626172, arrival_time=2021-04-10 02:38:02.882116, cost_time=0:00:09.397339 2021-04-10 02:37:50,400 INFO : TRAIN, epoch=0062, iter=00090/00196, fetch data time cost=1.39ms, fps=2237 images/s, loss=0.2221, top1-acc=92.81%, top5-acc=99.75%, remaining_time=0:00:12.416416, arrival_time=2021-04-10 02:38:02.817230, cost_time=0:00:10.542221 2021-04-10 02:37:51,548 INFO : TRAIN, epoch=0062, iter=00100/00196, fetch data time cost=2.05ms, fps=2231 images/s, loss=0.2216, top1-acc=92.80%, top5-acc=99.76%, remaining_time=0:00:11.222688, arrival_time=2021-04-10 02:38:02.771564, cost_time=0:00:11.690251 2021-04-10 02:37:52,690 INFO : TRAIN, epoch=0062, iter=00110/00196, fetch data time cost=1.56ms, fps=2243 images/s, loss=0.2208, top1-acc=92.83%, top5-acc=99.75%, remaining_time=0:00:10.032330, arrival_time=2021-04-10 02:38:02.722888, cost_time=0:00:12.831999 2021-04-10 02:37:53,837 INFO : TRAIN, epoch=0062, iter=00120/00196, fetch data time cost=1.51ms, fps=2233 images/s, loss=0.2234, top1-acc=92.72%, top5-acc=99.74%, remaining_time=0:00:08.853316, arrival_time=2021-04-10 02:38:02.690853, cost_time=0:00:13.978966 2021-04-10 02:37:54,978 INFO : TRAIN, epoch=0062, iter=00130/00196, fetch data time cost=1.51ms, fps=2245 images/s, loss=0.2246, top1-acc=92.69%, top5-acc=99.73%, remaining_time=0:00:07.676130, arrival_time=2021-04-10 02:38:02.654341, cost_time=0:00:15.119604 2021-04-10 02:37:56,130 INFO : TRAIN, epoch=0062, iter=00140/00196, fetch data time cost=1.71ms, fps=2223 images/s, loss=0.2271, top1-acc=92.64%, top5-acc=99.73%, remaining_time=0:00:06.508768, arrival_time=2021-04-10 02:38:02.639240, cost_time=0:00:16.271920 2021-04-10 02:37:57,271 INFO : TRAIN, epoch=0062, iter=00150/00196, fetch data time cost=1.52ms, fps=2245 images/s, loss=0.2272, top1-acc=92.61%, top5-acc=99.73%, remaining_time=0:00:05.339910, arrival_time=2021-04-10 02:38:02.611294, cost_time=0:00:17.412823 2021-04-10 02:37:58,411 INFO : TRAIN, epoch=0062, iter=00160/00196, fetch data time cost=1.40ms, fps=2247 images/s, loss=0.2265, top1-acc=92.60%, top5-acc=99.73%, remaining_time=0:00:04.174344, arrival_time=2021-04-10 02:38:02.585537, cost_time=0:00:18.552632 2021-04-10 02:37:59,559 INFO : TRAIN, epoch=0062, iter=00170/00196, fetch data time cost=1.89ms, fps=2230 images/s, loss=0.2280, top1-acc=92.53%, top5-acc=99.72%, remaining_time=0:00:03.013114, arrival_time=2021-04-10 02:38:02.572770, cost_time=0:00:19.701060 2021-04-10 02:38:00,713 INFO : TRAIN, epoch=0062, iter=00180/00196, fetch data time cost=1.53ms, fps=2221 images/s, loss=0.2284, top1-acc=92.53%, top5-acc=99.72%, remaining_time=0:00:01.853728, arrival_time=2021-04-10 02:38:02.566714, cost_time=0:00:20.854427 2021-04-10 02:38:01,872 INFO : TRAIN, epoch=0062, iter=00190/00196, fetch data time cost=1.54ms, fps=2209 images/s, loss=0.2288, top1-acc=92.51%, top5-acc=99.71%, remaining_time=0:00:00.695172, arrival_time=2021-04-10 02:38:02.567491, cost_time=0:00:22.013763 2021-04-10 02:38:02,487 INFO : TRAIN, epoch=0062, iter=00196/00196, fetch data time cost=0.08ms, fps=2212 images/s, loss=0.2289, top1-acc=92.50%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-10 02:38:02.487664, cost_time=0:00:22.629108 2021-04-10 02:38:02,947 INFO : EVAL, epoch=0062, iter=00010/00040, fetch data time cost=6.53ms, fps=5577 images/s, loss=0.4127, top1-acc=88.01%, top5-acc=99.22%, remaining_time=0:00:01.377060, arrival_time=2021-04-10 02:38:04.324766, cost_time=0:00:00.459023 2021-04-10 02:38:03,320 INFO : EVAL, epoch=0062, iter=00020/00040, fetch data time cost=1.33ms, fps=6882 images/s, loss=0.4162, top1-acc=87.34%, top5-acc=99.18%, remaining_time=0:00:00.831320, arrival_time=2021-04-10 02:38:04.151363, cost_time=0:00:00.831322 2021-04-10 02:38:03,699 INFO : EVAL, epoch=0062, iter=00030/00040, fetch data time cost=1.34ms, fps=6753 images/s, loss=0.4221, top1-acc=87.53%, top5-acc=99.21%, remaining_time=0:00:00.403630, arrival_time=2021-04-10 02:38:04.103242, cost_time=0:00:01.210885 2021-04-10 02:38:04,035 INFO : EVAL, epoch=0062, iter=00040/00040, fetch data time cost=0.06ms, fps=6913 images/s, loss=0.4137, top1-acc=87.41%, top5-acc=99.25%, remaining_time=0:00:00, arrival_time=2021-04-10 02:38:04.035579, cost_time=0:00:01.546927 2021-04-10 02:38:04,569 INFO : Epoch=0062 complete, best val top1-acc=87.97%, top5-acc=99.01% (epoch=51), remaining_time=0:57:12.430530, arrival_time=2021-04-10 03:35:17.000312, cost_time=0:25:42.106458 2021-04-10 02:38:04,570 INFO : Train start, epoch=0063, lr=0.078104 2021-04-10 02:38:05,923 INFO : TRAIN, epoch=0063, iter=00010/00196, fetch data time cost=2.56ms, fps=1892 images/s, loss=0.2134, top1-acc=92.85%, top5-acc=99.80%, remaining_time=0:00:25.167102, arrival_time=2021-04-10 02:38:31.090971, cost_time=0:00:01.353069 2021-04-10 02:38:07,070 INFO : TRAIN, epoch=0063, iter=00020/00196, fetch data time cost=2.09ms, fps=2233 images/s, loss=0.2157, top1-acc=93.01%, top5-acc=99.80%, remaining_time=0:00:22, arrival_time=2021-04-10 02:38:29.070775, cost_time=0:00:02.500001 2021-04-10 02:38:08,216 INFO : TRAIN, epoch=0063, iter=00030/00196, fetch data time cost=1.51ms, fps=2237 images/s, loss=0.2141, top1-acc=92.84%, top5-acc=99.77%, remaining_time=0:00:20.169830, arrival_time=2021-04-10 02:38:28.385758, cost_time=0:00:03.645144 2021-04-10 02:38:09,367 INFO : TRAIN, epoch=0063, iter=00040/00196, fetch data time cost=1.51ms, fps=2224 images/s, loss=0.2119, top1-acc=92.96%, top5-acc=99.76%, remaining_time=0:00:18.706896, arrival_time=2021-04-10 02:38:28.074265, cost_time=0:00:04.796646 2021-04-10 02:38:10,521 INFO : TRAIN, epoch=0063, iter=00050/00196, fetch data time cost=1.88ms, fps=2219 images/s, loss=0.2111, top1-acc=93.04%, top5-acc=99.77%, remaining_time=0:00:17.376336, arrival_time=2021-04-10 02:38:27.897944, cost_time=0:00:05.950816 2021-04-10 02:38:11,668 INFO : TRAIN, epoch=0063, iter=00060/00196, fetch data time cost=1.42ms, fps=2233 images/s, loss=0.2129, top1-acc=92.98%, top5-acc=99.76%, remaining_time=0:00:16.088936, arrival_time=2021-04-10 02:38:27.757730, cost_time=0:00:07.098060 2021-04-10 02:38:12,818 INFO : TRAIN, epoch=0063, iter=00070/00196, fetch data time cost=1.84ms, fps=2228 images/s, loss=0.2106, top1-acc=93.07%, top5-acc=99.75%, remaining_time=0:00:14.845950, arrival_time=2021-04-10 02:38:27.664408, cost_time=0:00:08.247737 2021-04-10 02:38:13,966 INFO : TRAIN, epoch=0063, iter=00080/00196, fetch data time cost=1.56ms, fps=2231 images/s, loss=0.2084, top1-acc=93.12%, top5-acc=99.76%, remaining_time=0:00:13.623620, arrival_time=2021-04-10 02:38:27.589927, cost_time=0:00:09.395590 2021-04-10 02:38:15,115 INFO : TRAIN, epoch=0063, iter=00090/00196, fetch data time cost=1.91ms, fps=2229 images/s, loss=0.2107, top1-acc=93.09%, top5-acc=99.77%, remaining_time=0:00:12.418960, arrival_time=2021-04-10 02:38:27.534097, cost_time=0:00:10.544372 2021-04-10 02:38:16,271 INFO : TRAIN, epoch=0063, iter=00100/00196, fetch data time cost=2.41ms, fps=2215 images/s, loss=0.2119, top1-acc=93.07%, top5-acc=99.75%, remaining_time=0:00:11.232768, arrival_time=2021-04-10 02:38:27.504403, cost_time=0:00:11.700847 2021-04-10 02:38:17,420 INFO : TRAIN, epoch=0063, iter=00110/00196, fetch data time cost=1.62ms, fps=2230 images/s, loss=0.2107, top1-acc=93.13%, top5-acc=99.75%, remaining_time=0:00:10.046004, arrival_time=2021-04-10 02:38:27.466266, cost_time=0:00:12.849541 2021-04-10 02:38:18,566 INFO : TRAIN, epoch=0063, iter=00120/00196, fetch data time cost=1.52ms, fps=2235 images/s, loss=0.2097, top1-acc=93.18%, top5-acc=99.75%, remaining_time=0:00:08.863728, arrival_time=2021-04-10 02:38:27.429862, cost_time=0:00:13.995412 2021-04-10 02:38:19,711 INFO : TRAIN, epoch=0063, iter=00130/00196, fetch data time cost=1.39ms, fps=2237 images/s, loss=0.2121, top1-acc=93.09%, top5-acc=99.75%, remaining_time=0:00:07.686624, arrival_time=2021-04-10 02:38:27.397630, cost_time=0:00:15.140275 2021-04-10 02:38:20,863 INFO : TRAIN, epoch=0063, iter=00140/00196, fetch data time cost=1.40ms, fps=2222 images/s, loss=0.2169, top1-acc=92.95%, top5-acc=99.74%, remaining_time=0:00:06.517168, arrival_time=2021-04-10 02:38:27.380797, cost_time=0:00:16.292910 2021-04-10 02:38:22,014 INFO : TRAIN, epoch=0063, iter=00150/00196, fetch data time cost=2.06ms, fps=2224 images/s, loss=0.2186, top1-acc=92.89%, top5-acc=99.74%, remaining_time=0:00:05.349570, arrival_time=2021-04-10 02:38:27.364510, cost_time=0:00:17.444217 2021-04-10 02:38:23,164 INFO : TRAIN, epoch=0063, iter=00160/00196, fetch data time cost=1.96ms, fps=2227 images/s, loss=0.2214, top1-acc=92.77%, top5-acc=99.74%, remaining_time=0:00:04.183668, arrival_time=2021-04-10 02:38:27.348409, cost_time=0:00:18.594009 2021-04-10 02:38:24,307 INFO : TRAIN, epoch=0063, iter=00170/00196, fetch data time cost=1.40ms, fps=2242 images/s, loss=0.2217, top1-acc=92.77%, top5-acc=99.73%, remaining_time=0:00:03.018496, arrival_time=2021-04-10 02:38:27.325610, cost_time=0:00:19.736383 2021-04-10 02:38:25,460 INFO : TRAIN, epoch=0063, iter=00180/00196, fetch data time cost=1.43ms, fps=2221 images/s, loss=0.2220, top1-acc=92.78%, top5-acc=99.73%, remaining_time=0:00:01.856816, arrival_time=2021-04-10 02:38:27.316809, cost_time=0:00:20.889269 2021-04-10 02:38:26,605 INFO : TRAIN, epoch=0063, iter=00190/00196, fetch data time cost=1.30ms, fps=2235 images/s, loss=0.2217, top1-acc=92.81%, top5-acc=99.73%, remaining_time=0:00:00.695844, arrival_time=2021-04-10 02:38:27.301527, cost_time=0:00:22.034968 2021-04-10 02:38:27,222 INFO : TRAIN, epoch=0063, iter=00196/00196, fetch data time cost=1.76ms, fps=2208 images/s, loss=0.2240, top1-acc=92.80%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-10 02:38:27.221956, cost_time=0:00:22.651185 2021-04-10 02:38:27,758 INFO : EVAL, epoch=0063, iter=00010/00040, fetch data time cost=1.98ms, fps=4786 images/s, loss=0.6184, top1-acc=83.09%, top5-acc=99.30%, remaining_time=0:00:01.604580, arrival_time=2021-04-10 02:38:29.362858, cost_time=0:00:00.534855 2021-04-10 02:38:28,133 INFO : EVAL, epoch=0063, iter=00020/00040, fetch data time cost=1.49ms, fps=6832 images/s, loss=0.6046, top1-acc=83.12%, top5-acc=99.37%, remaining_time=0:00:00.910060, arrival_time=2021-04-10 02:38:29.043560, cost_time=0:00:00.910064 2021-04-10 02:38:28,504 INFO : EVAL, epoch=0063, iter=00030/00040, fetch data time cost=1.43ms, fps=6911 images/s, loss=0.5903, top1-acc=83.59%, top5-acc=99.32%, remaining_time=0:00:00.426970, arrival_time=2021-04-10 02:38:28.931308, cost_time=0:00:01.280923 2021-04-10 02:38:28,846 INFO : EVAL, epoch=0063, iter=00040/00040, fetch data time cost=0.09ms, fps=6800 images/s, loss=0.5965, top1-acc=83.50%, top5-acc=99.26%, remaining_time=0:00:00, arrival_time=2021-04-10 02:38:28.845971, cost_time=0:00:01.622613 2021-04-10 02:38:29,386 INFO : Epoch=0063 complete, best val top1-acc=87.97%, top5-acc=99.01% (epoch=51), remaining_time=0:56:47.434956, arrival_time=2021-04-10 03:35:16.820931, cost_time=0:26:06.922641 2021-04-10 02:38:29,386 INFO : Train start, epoch=0064, lr=0.077451 2021-04-10 02:38:30,764 INFO : TRAIN, epoch=0064, iter=00010/00196, fetch data time cost=0.38ms, fps=1859 images/s, loss=0.2305, top1-acc=92.54%, top5-acc=99.57%, remaining_time=0:00:25.613130, arrival_time=2021-04-10 02:38:56.377212, cost_time=0:00:01.377050 2021-04-10 02:38:31,909 INFO : TRAIN, epoch=0064, iter=00020/00196, fetch data time cost=2.20ms, fps=2237 images/s, loss=0.2164, top1-acc=93.01%, top5-acc=99.71%, remaining_time=0:00:22.195360, arrival_time=2021-04-10 02:38:54.104478, cost_time=0:00:02.522194 2021-04-10 02:38:33,050 INFO : TRAIN, epoch=0064, iter=00030/00196, fetch data time cost=1.45ms, fps=2243 images/s, loss=0.2199, top1-acc=92.70%, top5-acc=99.74%, remaining_time=0:00:20.272916, arrival_time=2021-04-10 02:38:53.323603, cost_time=0:00:03.663777 2021-04-10 02:38:34,198 INFO : TRAIN, epoch=0064, iter=00040/00196, fetch data time cost=5.90ms, fps=2231 images/s, loss=0.2113, top1-acc=93.10%, top5-acc=99.78%, remaining_time=0:00:18.766176, arrival_time=2021-04-10 02:38:52.965055, cost_time=0:00:04.811846 2021-04-10 02:38:35,349 INFO : TRAIN, epoch=0064, iter=00050/00196, fetch data time cost=1.90ms, fps=2227 images/s, loss=0.2160, top1-acc=92.98%, top5-acc=99.76%, remaining_time=0:00:17.409332, arrival_time=2021-04-10 02:38:52.758345, cost_time=0:00:05.962100 2021-04-10 02:38:36,491 INFO : TRAIN, epoch=0064, iter=00060/00196, fetch data time cost=1.47ms, fps=2241 images/s, loss=0.2165, top1-acc=93.05%, top5-acc=99.73%, remaining_time=0:00:16.104168, arrival_time=2021-04-10 02:38:52.595830, cost_time=0:00:07.104757 2021-04-10 02:38:37,634 INFO : TRAIN, epoch=0064, iter=00070/00196, fetch data time cost=1.39ms, fps=2240 images/s, loss=0.2156, top1-acc=93.14%, top5-acc=99.75%, remaining_time=0:00:14.845950, arrival_time=2021-04-10 02:38:52.480665, cost_time=0:00:08.247766 2021-04-10 02:38:38,776 INFO : TRAIN, epoch=0064, iter=00080/00196, fetch data time cost=1.56ms, fps=2244 images/s, loss=0.2145, top1-acc=93.18%, top5-acc=99.75%, remaining_time=0:00:13.614572, arrival_time=2021-04-10 02:38:52.390818, cost_time=0:00:09.389333 2021-04-10 02:38:39,927 INFO : TRAIN, epoch=0064, iter=00090/00196, fetch data time cost=1.65ms, fps=2226 images/s, loss=0.2160, top1-acc=93.11%, top5-acc=99.73%, remaining_time=0:00:12.413554, arrival_time=2021-04-10 02:38:52.340550, cost_time=0:00:10.539819 2021-04-10 02:38:41,081 INFO : TRAIN, epoch=0064, iter=00100/00196, fetch data time cost=1.85ms, fps=2219 images/s, loss=0.2173, top1-acc=93.07%, top5-acc=99.74%, remaining_time=0:00:11.227008, arrival_time=2021-04-10 02:38:52.308677, cost_time=0:00:11.694760 2021-04-10 02:38:42,225 INFO : TRAIN, epoch=0064, iter=00110/00196, fetch data time cost=1.42ms, fps=2239 images/s, loss=0.2193, top1-acc=93.00%, top5-acc=99.73%, remaining_time=0:00:10.037404, arrival_time=2021-04-10 02:38:52.262812, cost_time=0:00:12.838492 2021-04-10 02:38:43,370 INFO : TRAIN, epoch=0064, iter=00120/00196, fetch data time cost=1.41ms, fps=2236 images/s, loss=0.2213, top1-acc=92.91%, top5-acc=99.72%, remaining_time=0:00:08.856508, arrival_time=2021-04-10 02:38:52.227396, cost_time=0:00:13.983987 2021-04-10 02:38:44,515 INFO : TRAIN, epoch=0064, iter=00130/00196, fetch data time cost=1.45ms, fps=2237 images/s, loss=0.2222, top1-acc=92.90%, top5-acc=99.72%, remaining_time=0:00:07.680750, arrival_time=2021-04-10 02:38:52.196397, cost_time=0:00:15.128739 2021-04-10 02:38:45,663 INFO : TRAIN, epoch=0064, iter=00140/00196, fetch data time cost=1.38ms, fps=2231 images/s, loss=0.2223, top1-acc=92.88%, top5-acc=99.72%, remaining_time=0:00:06.510560, arrival_time=2021-04-10 02:38:52.173864, cost_time=0:00:16.276366 2021-04-10 02:38:46,807 INFO : TRAIN, epoch=0064, iter=00150/00196, fetch data time cost=1.47ms, fps=2239 images/s, loss=0.2228, top1-acc=92.88%, top5-acc=99.71%, remaining_time=0:00:05.342210, arrival_time=2021-04-10 02:38:52.149408, cost_time=0:00:17.420295 2021-04-10 02:38:47,956 INFO : TRAIN, epoch=0064, iter=00160/00196, fetch data time cost=1.61ms, fps=2228 images/s, loss=0.2227, top1-acc=92.85%, top5-acc=99.71%, remaining_time=0:00:04.178196, arrival_time=2021-04-10 02:38:52.134900, cost_time=0:00:18.569798 2021-04-10 02:38:49,100 INFO : TRAIN, epoch=0064, iter=00170/00196, fetch data time cost=1.44ms, fps=2239 images/s, loss=0.2239, top1-acc=92.82%, top5-acc=99.71%, remaining_time=0:00:03.015038, arrival_time=2021-04-10 02:38:52.115584, cost_time=0:00:19.713629 2021-04-10 02:38:50,251 INFO : TRAIN, epoch=0064, iter=00180/00196, fetch data time cost=1.85ms, fps=2226 images/s, loss=0.2247, top1-acc=92.81%, top5-acc=99.71%, remaining_time=0:00:01.854592, arrival_time=2021-04-10 02:38:52.105645, cost_time=0:00:20.864146 2021-04-10 02:38:51,396 INFO : TRAIN, epoch=0064, iter=00190/00196, fetch data time cost=1.41ms, fps=2236 images/s, loss=0.2244, top1-acc=92.80%, top5-acc=99.71%, remaining_time=0:00:00.695028, arrival_time=2021-04-10 02:38:52.091244, cost_time=0:00:22.009310 2021-04-10 02:38:52,011 INFO : TRAIN, epoch=0064, iter=00196/00196, fetch data time cost=1.25ms, fps=2213 images/s, loss=0.2242, top1-acc=92.83%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-10 02:38:52.011324, cost_time=0:00:22.624364 2021-04-10 02:38:52,490 INFO : EVAL, epoch=0064, iter=00010/00040, fetch data time cost=0.20ms, fps=5358 images/s, loss=0.3876, top1-acc=88.44%, top5-acc=99.30%, remaining_time=0:00:01.433340, arrival_time=2021-04-10 02:38:53.923511, cost_time=0:00:00.477778 2021-04-10 02:38:52,863 INFO : EVAL, epoch=0064, iter=00020/00040, fetch data time cost=1.27ms, fps=6859 images/s, loss=0.3882, top1-acc=88.32%, top5-acc=99.12%, remaining_time=0:00:00.851480, arrival_time=2021-04-10 02:38:53.715320, cost_time=0:00:00.851489 2021-04-10 02:38:53,237 INFO : EVAL, epoch=0064, iter=00030/00040, fetch data time cost=1.51ms, fps=6860 images/s, loss=0.4087, top1-acc=87.68%, top5-acc=98.96%, remaining_time=0:00:00.408330, arrival_time=2021-04-10 02:38:53.645668, cost_time=0:00:01.225001 2021-04-10 02:38:53,576 INFO : EVAL, epoch=0064, iter=00040/00040, fetch data time cost=0.09ms, fps=6851 images/s, loss=0.4054, top1-acc=87.66%, top5-acc=98.98%, remaining_time=0:00:00, arrival_time=2021-04-10 02:38:53.576285, cost_time=0:00:01.563926 2021-04-10 02:38:54,166 INFO : Epoch=0064 complete, best val top1-acc=87.97%, top5-acc=99.01% (epoch=51), remaining_time=0:56:22.368144, arrival_time=2021-04-10 03:35:16.534105, cost_time=0:26:31.702638 2021-04-10 02:38:54,166 INFO : Train start, epoch=0065, lr=0.076791 2021-04-10 02:38:55,517 INFO : TRAIN, epoch=0065, iter=00010/00196, fetch data time cost=1.56ms, fps=1895 images/s, loss=0.1957, top1-acc=93.71%, top5-acc=99.65%, remaining_time=0:00:25.130460, arrival_time=2021-04-10 02:39:20.648397, cost_time=0:00:01.351102 2021-04-10 02:38:56,664 INFO : TRAIN, epoch=0065, iter=00020/00196, fetch data time cost=1.55ms, fps=2235 images/s, loss=0.2029, top1-acc=93.50%, top5-acc=99.61%, remaining_time=0:00:21.975008, arrival_time=2021-04-10 02:39:18.639057, cost_time=0:00:02.497154 2021-04-10 02:38:57,808 INFO : TRAIN, epoch=0065, iter=00030/00196, fetch data time cost=1.54ms, fps=2238 images/s, loss=0.2087, top1-acc=93.40%, top5-acc=99.58%, remaining_time=0:00:20.149578, arrival_time=2021-04-10 02:39:17.957965, cost_time=0:00:03.641489 2021-04-10 02:38:58,947 INFO : TRAIN, epoch=0065, iter=00040/00196, fetch data time cost=1.36ms, fps=2248 images/s, loss=0.2111, top1-acc=93.40%, top5-acc=99.62%, remaining_time=0:00:18.645744, arrival_time=2021-04-10 02:39:17.593531, cost_time=0:00:04.780959 2021-04-10 02:39:00,089 INFO : TRAIN, epoch=0065, iter=00050/00196, fetch data time cost=1.30ms, fps=2243 images/s, loss=0.2080, top1-acc=93.45%, top5-acc=99.66%, remaining_time=0:00:17.293554, arrival_time=2021-04-10 02:39:17.382808, cost_time=0:00:05.922430 2021-04-10 02:39:01,238 INFO : TRAIN, epoch=0065, iter=00060/00196, fetch data time cost=1.60ms, fps=2228 images/s, loss=0.2099, top1-acc=93.37%, top5-acc=99.68%, remaining_time=0:00:16.029232, arrival_time=2021-04-10 02:39:17.267883, cost_time=0:00:07.071695 2021-04-10 02:39:02,403 INFO : TRAIN, epoch=0065, iter=00070/00196, fetch data time cost=1.35ms, fps=2199 images/s, loss=0.2092, top1-acc=93.41%, top5-acc=99.68%, remaining_time=0:00:14.825538, arrival_time=2021-04-10 02:39:17.228795, cost_time=0:00:08.236423 2021-04-10 02:39:03,553 INFO : TRAIN, epoch=0065, iter=00080/00196, fetch data time cost=1.68ms, fps=2227 images/s, loss=0.2084, top1-acc=93.36%, top5-acc=99.70%, remaining_time=0:00:13.610280, arrival_time=2021-04-10 02:39:17.163598, cost_time=0:00:09.386363 2021-04-10 02:39:04,700 INFO : TRAIN, epoch=0065, iter=00090/00196, fetch data time cost=1.43ms, fps=2234 images/s, loss=0.2117, top1-acc=93.24%, top5-acc=99.68%, remaining_time=0:00:12.405604, arrival_time=2021-04-10 02:39:17.105695, cost_time=0:00:10.533087 2021-04-10 02:39:05,854 INFO : TRAIN, epoch=0065, iter=00100/00196, fetch data time cost=2.65ms, fps=2220 images/s, loss=0.2120, top1-acc=93.22%, top5-acc=99.69%, remaining_time=0:00:11.219424, arrival_time=2021-04-10 02:39:17.073361, cost_time=0:00:11.686910 2021-04-10 02:39:06,999 INFO : TRAIN, epoch=0065, iter=00110/00196, fetch data time cost=1.40ms, fps=2235 images/s, loss=0.2116, top1-acc=93.23%, top5-acc=99.69%, remaining_time=0:00:10.033104, arrival_time=2021-04-10 02:39:17.033015, cost_time=0:00:12.833078 2021-04-10 02:39:08,149 INFO : TRAIN, epoch=0065, iter=00120/00196, fetch data time cost=1.50ms, fps=2227 images/s, loss=0.2130, top1-acc=93.20%, top5-acc=99.70%, remaining_time=0:00:08.855900, arrival_time=2021-04-10 02:39:17.005788, cost_time=0:00:13.982987 2021-04-10 02:39:09,292 INFO : TRAIN, epoch=0065, iter=00130/00196, fetch data time cost=1.56ms, fps=2242 images/s, loss=0.2131, top1-acc=93.22%, top5-acc=99.70%, remaining_time=0:00:07.678968, arrival_time=2021-04-10 02:39:16.971064, cost_time=0:00:15.125267 2021-04-10 02:39:10,431 INFO : TRAIN, epoch=0065, iter=00140/00196, fetch data time cost=1.52ms, fps=2247 images/s, loss=0.2131, top1-acc=93.22%, top5-acc=99.70%, remaining_time=0:00:06.506024, arrival_time=2021-04-10 02:39:16.937861, cost_time=0:00:16.265006 2021-04-10 02:39:11,579 INFO : TRAIN, epoch=0065, iter=00150/00196, fetch data time cost=1.48ms, fps=2232 images/s, loss=0.2130, top1-acc=93.23%, top5-acc=99.70%, remaining_time=0:00:05.339864, arrival_time=2021-04-10 02:39:16.919358, cost_time=0:00:17.412571 2021-04-10 02:39:12,728 INFO : TRAIN, epoch=0065, iter=00160/00196, fetch data time cost=1.58ms, fps=2230 images/s, loss=0.2132, top1-acc=93.20%, top5-acc=99.71%, remaining_time=0:00:04.176324, arrival_time=2021-04-10 02:39:16.904623, cost_time=0:00:18.561474 2021-04-10 02:39:13,872 INFO : TRAIN, epoch=0065, iter=00170/00196, fetch data time cost=1.89ms, fps=2238 images/s, loss=0.2140, top1-acc=93.15%, top5-acc=99.71%, remaining_time=0:00:03.013816, arrival_time=2021-04-10 02:39:16.886390, cost_time=0:00:19.705730 2021-04-10 02:39:15,017 INFO : TRAIN, epoch=0065, iter=00180/00196, fetch data time cost=1.40ms, fps=2238 images/s, loss=0.2130, top1-acc=93.17%, top5-acc=99.72%, remaining_time=0:00:01.853344, arrival_time=2021-04-10 02:39:16.870365, cost_time=0:00:20.850198 2021-04-10 02:39:16,160 INFO : TRAIN, epoch=0065, iter=00190/00196, fetch data time cost=1.35ms, fps=2240 images/s, loss=0.2133, top1-acc=93.13%, top5-acc=99.73%, remaining_time=0:00:00.694536, arrival_time=2021-04-10 02:39:16.854966, cost_time=0:00:21.993560 2021-04-10 02:39:16,775 INFO : TRAIN, epoch=0065, iter=00196/00196, fetch data time cost=1.27ms, fps=2213 images/s, loss=0.2144, top1-acc=93.08%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-10 02:39:16.775460, cost_time=0:00:22.608579 2021-04-10 02:39:17,217 INFO : EVAL, epoch=0065, iter=00010/00040, fetch data time cost=1.43ms, fps=5803 images/s, loss=0.5554, top1-acc=83.67%, top5-acc=99.41%, remaining_time=0:00:01.323330, arrival_time=2021-04-10 02:39:18.540902, cost_time=0:00:00.441107 2021-04-10 02:39:17,590 INFO : EVAL, epoch=0065, iter=00020/00040, fetch data time cost=1.55ms, fps=6869 images/s, loss=0.5690, top1-acc=83.67%, top5-acc=99.18%, remaining_time=0:00:00.814140, arrival_time=2021-04-10 02:39:18.404757, cost_time=0:00:00.814144 2021-04-10 02:39:17,963 INFO : EVAL, epoch=0065, iter=00030/00040, fetch data time cost=1.42ms, fps=6879 images/s, loss=0.5782, top1-acc=83.66%, top5-acc=99.05%, remaining_time=0:00:00.395550, arrival_time=2021-04-10 02:39:18.358665, cost_time=0:00:01.186639 2021-04-10 02:39:18,302 INFO : EVAL, epoch=0065, iter=00040/00040, fetch data time cost=0.07ms, fps=6840 images/s, loss=0.5757, top1-acc=83.72%, top5-acc=99.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:39:18.302633, cost_time=0:00:01.526185 2021-04-10 02:39:18,825 INFO : Epoch=0065 complete, best val top1-acc=87.97%, top5-acc=99.01% (epoch=51), remaining_time=0:55:57.059445, arrival_time=2021-04-10 03:35:15.884701, cost_time=0:26:56.361926 2021-04-10 02:39:18,826 INFO : Train start, epoch=0066, lr=0.076125 2021-04-10 02:39:20,198 INFO : TRAIN, epoch=0066, iter=00010/00196, fetch data time cost=0.46ms, fps=1865 images/s, loss=0.2071, top1-acc=93.12%, top5-acc=99.96%, remaining_time=0:00:25.526454, arrival_time=2021-04-10 02:39:45.725149, cost_time=0:00:01.372391 2021-04-10 02:39:21,337 INFO : TRAIN, epoch=0066, iter=00020/00196, fetch data time cost=1.44ms, fps=2249 images/s, loss=0.2059, top1-acc=93.34%, top5-acc=99.90%, remaining_time=0:00:22.097856, arrival_time=2021-04-10 02:39:43.435228, cost_time=0:00:02.511129 2021-04-10 02:39:22,482 INFO : TRAIN, epoch=0066, iter=00030/00196, fetch data time cost=1.67ms, fps=2237 images/s, loss=0.2104, top1-acc=93.22%, top5-acc=99.83%, remaining_time=0:00:20.228428, arrival_time=2021-04-10 02:39:42.710464, cost_time=0:00:03.655730 2021-04-10 02:39:23,629 INFO : TRAIN, epoch=0066, iter=00040/00196, fetch data time cost=1.56ms, fps=2231 images/s, loss=0.2132, top1-acc=93.11%, top5-acc=99.85%, remaining_time=0:00:18.733884, arrival_time=2021-04-10 02:39:42.363677, cost_time=0:00:04.803555 2021-04-10 02:39:24,776 INFO : TRAIN, epoch=0066, iter=00050/00196, fetch data time cost=1.40ms, fps=2234 images/s, loss=0.2136, top1-acc=93.04%, top5-acc=99.85%, remaining_time=0:00:17.373124, arrival_time=2021-04-10 02:39:42.149148, cost_time=0:00:05.949721 2021-04-10 02:39:25,919 INFO : TRAIN, epoch=0066, iter=00060/00196, fetch data time cost=1.50ms, fps=2240 images/s, loss=0.2139, top1-acc=93.08%, top5-acc=99.86%, remaining_time=0:00:16.077240, arrival_time=2021-04-10 02:39:41.996386, cost_time=0:00:07.092896 2021-04-10 02:39:27,059 INFO : TRAIN, epoch=0066, iter=00070/00196, fetch data time cost=1.37ms, fps=2246 images/s, loss=0.2100, top1-acc=93.30%, top5-acc=99.85%, remaining_time=0:00:14.819616, arrival_time=2021-04-10 02:39:41.878993, cost_time=0:00:08.233136 2021-04-10 02:39:28,198 INFO : TRAIN, epoch=0066, iter=00080/00196, fetch data time cost=1.57ms, fps=2248 images/s, loss=0.2116, top1-acc=93.23%, top5-acc=99.83%, remaining_time=0:00:13.589980, arrival_time=2021-04-10 02:39:41.788631, cost_time=0:00:09.372425 2021-04-10 02:39:29,346 INFO : TRAIN, epoch=0066, iter=00090/00196, fetch data time cost=2.11ms, fps=2230 images/s, loss=0.2094, top1-acc=93.32%, top5-acc=99.84%, remaining_time=0:00:12.391082, arrival_time=2021-04-10 02:39:41.738020, cost_time=0:00:10.520699 2021-04-10 02:39:30,509 INFO : TRAIN, epoch=0066, iter=00100/00196, fetch data time cost=6.43ms, fps=2203 images/s, loss=0.2111, top1-acc=93.25%, top5-acc=99.82%, remaining_time=0:00:11.215680, arrival_time=2021-04-10 02:39:41.724930, cost_time=0:00:11.682976 2021-04-10 02:39:31,670 INFO : TRAIN, epoch=0066, iter=00110/00196, fetch data time cost=1.40ms, fps=2206 images/s, loss=0.2093, top1-acc=93.27%, top5-acc=99.82%, remaining_time=0:00:10.041704, arrival_time=2021-04-10 02:39:41.712081, cost_time=0:00:12.844081 2021-04-10 02:39:32,840 INFO : TRAIN, epoch=0066, iter=00120/00196, fetch data time cost=1.90ms, fps=2188 images/s, loss=0.2094, top1-acc=93.27%, top5-acc=99.81%, remaining_time=0:00:08.875888, arrival_time=2021-04-10 02:39:41.716737, cost_time=0:00:14.014547 2021-04-10 02:39:34,014 INFO : TRAIN, epoch=0066, iter=00130/00196, fetch data time cost=1.53ms, fps=2183 images/s, loss=0.2097, top1-acc=93.29%, top5-acc=99.81%, remaining_time=0:00:07.710714, arrival_time=2021-04-10 02:39:41.724736, cost_time=0:00:15.187711 2021-04-10 02:39:35,162 INFO : TRAIN, epoch=0066, iter=00140/00196, fetch data time cost=1.65ms, fps=2230 images/s, loss=0.2080, top1-acc=93.30%, top5-acc=99.83%, remaining_time=0:00:06.534416, arrival_time=2021-04-10 02:39:41.696885, cost_time=0:00:16.336056 2021-04-10 02:39:36,308 INFO : TRAIN, epoch=0066, iter=00150/00196, fetch data time cost=1.70ms, fps=2236 images/s, loss=0.2088, top1-acc=93.30%, top5-acc=99.81%, remaining_time=0:00:05.361162, arrival_time=2021-04-10 02:39:41.669420, cost_time=0:00:17.482014 2021-04-10 02:39:37,450 INFO : TRAIN, epoch=0066, iter=00160/00196, fetch data time cost=1.51ms, fps=2242 images/s, loss=0.2088, top1-acc=93.27%, top5-acc=99.81%, remaining_time=0:00:04.190472, arrival_time=2021-04-10 02:39:41.641028, cost_time=0:00:18.624323 2021-04-10 02:39:38,591 INFO : TRAIN, epoch=0066, iter=00170/00196, fetch data time cost=1.34ms, fps=2244 images/s, loss=0.2097, top1-acc=93.23%, top5-acc=99.80%, remaining_time=0:00:03.022916, arrival_time=2021-04-10 02:39:41.614529, cost_time=0:00:19.765298 2021-04-10 02:39:39,733 INFO : TRAIN, epoch=0066, iter=00180/00196, fetch data time cost=1.41ms, fps=2244 images/s, loss=0.2092, top1-acc=93.21%, top5-acc=99.80%, remaining_time=0:00:01.858384, arrival_time=2021-04-10 02:39:41.591387, cost_time=0:00:20.906757 2021-04-10 02:39:40,881 INFO : TRAIN, epoch=0066, iter=00190/00196, fetch data time cost=1.26ms, fps=2229 images/s, loss=0.2104, top1-acc=93.17%, top5-acc=99.79%, remaining_time=0:00:00.696492, arrival_time=2021-04-10 02:39:41.578258, cost_time=0:00:22.055527 2021-04-10 02:39:41,496 INFO : TRAIN, epoch=0066, iter=00196/00196, fetch data time cost=1.27ms, fps=2216 images/s, loss=0.2111, top1-acc=93.14%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-10 02:39:41.495987, cost_time=0:00:22.669747 2021-04-10 02:39:41,947 INFO : EVAL, epoch=0066, iter=00010/00040, fetch data time cost=0.19ms, fps=5681 images/s, loss=0.4003, top1-acc=87.07%, top5-acc=99.26%, remaining_time=0:00:01.351770, arrival_time=2021-04-10 02:39:43.299349, cost_time=0:00:00.450589 2021-04-10 02:39:42,317 INFO : EVAL, epoch=0066, iter=00020/00040, fetch data time cost=1.28ms, fps=6930 images/s, loss=0.4037, top1-acc=87.38%, top5-acc=99.26%, remaining_time=0:00:00.820420, arrival_time=2021-04-10 02:39:43.137822, cost_time=0:00:00.820429 2021-04-10 02:39:42,690 INFO : EVAL, epoch=0066, iter=00030/00040, fetch data time cost=1.31ms, fps=6868 images/s, loss=0.4045, top1-acc=87.46%, top5-acc=99.27%, remaining_time=0:00:00.397840, arrival_time=2021-04-10 02:39:43.088345, cost_time=0:00:01.193530 2021-04-10 02:39:43,028 INFO : EVAL, epoch=0066, iter=00040/00040, fetch data time cost=0.07ms, fps=6869 images/s, loss=0.4141, top1-acc=87.21%, top5-acc=99.27%, remaining_time=0:00:00, arrival_time=2021-04-10 02:39:43.028580, cost_time=0:00:01.531618 2021-04-10 02:39:43,697 INFO : Epoch=0066 complete, best val top1-acc=87.97%, top5-acc=99.01% (epoch=51), remaining_time=0:55:32.202254, arrival_time=2021-04-10 03:35:15.899489, cost_time=0:27:21.233933 2021-04-10 02:39:43,697 INFO : Train start, epoch=0067, lr=0.075452 2021-04-10 02:39:45,016 INFO : TRAIN, epoch=0067, iter=00010/00196, fetch data time cost=1.45ms, fps=1942 images/s, loss=0.2232, top1-acc=92.77%, top5-acc=99.80%, remaining_time=0:00:24.524472, arrival_time=2021-04-10 02:40:09.540918, cost_time=0:00:01.318523 2021-04-10 02:39:46,161 INFO : TRAIN, epoch=0067, iter=00020/00196, fetch data time cost=1.88ms, fps=2237 images/s, loss=0.2195, top1-acc=92.99%, top5-acc=99.71%, remaining_time=0:00:21.678096, arrival_time=2021-04-10 02:40:07.839496, cost_time=0:00:02.463421 2021-04-10 02:39:47,310 INFO : TRAIN, epoch=0067, iter=00030/00196, fetch data time cost=1.45ms, fps=2229 images/s, loss=0.2113, top1-acc=93.22%, top5-acc=99.71%, remaining_time=0:00:19.988890, arrival_time=2021-04-10 02:40:07.299222, cost_time=0:00:03.612455 2021-04-10 02:39:48,451 INFO : TRAIN, epoch=0067, iter=00040/00196, fetch data time cost=1.70ms, fps=2244 images/s, loss=0.2103, top1-acc=93.16%, top5-acc=99.70%, remaining_time=0:00:18.540288, arrival_time=2021-04-10 02:40:06.992114, cost_time=0:00:04.753917 2021-04-10 02:39:49,596 INFO : TRAIN, epoch=0067, iter=00050/00196, fetch data time cost=1.58ms, fps=2238 images/s, loss=0.2050, top1-acc=93.30%, top5-acc=99.73%, remaining_time=0:00:17.223474, arrival_time=2021-04-10 02:40:06.819875, cost_time=0:00:05.898463 2021-04-10 02:39:50,739 INFO : TRAIN, epoch=0067, iter=00060/00196, fetch data time cost=1.52ms, fps=2241 images/s, loss=0.2045, top1-acc=93.29%, top5-acc=99.77%, remaining_time=0:00:15.960416, arrival_time=2021-04-10 02:40:06.699625, cost_time=0:00:07.041335 2021-04-10 02:39:51,881 INFO : TRAIN, epoch=0067, iter=00070/00196, fetch data time cost=1.87ms, fps=2242 images/s, loss=0.2038, top1-acc=93.31%, top5-acc=99.78%, remaining_time=0:00:14.730534, arrival_time=2021-04-10 02:40:06.612040, cost_time=0:00:08.183639 2021-04-10 02:39:53,023 INFO : TRAIN, epoch=0067, iter=00080/00196, fetch data time cost=1.65ms, fps=2243 images/s, loss=0.2069, top1-acc=93.25%, top5-acc=99.75%, remaining_time=0:00:13.522004, arrival_time=2021-04-10 02:40:06.545411, cost_time=0:00:09.325534 2021-04-10 02:39:54,166 INFO : TRAIN, epoch=0067, iter=00090/00196, fetch data time cost=1.46ms, fps=2240 images/s, loss=0.2084, top1-acc=93.22%, top5-acc=99.74%, remaining_time=0:00:12.329920, arrival_time=2021-04-10 02:40:06.496621, cost_time=0:00:10.468832 2021-04-10 02:39:55,314 INFO : TRAIN, epoch=0067, iter=00100/00196, fetch data time cost=2.85ms, fps=2231 images/s, loss=0.2104, top1-acc=93.20%, top5-acc=99.73%, remaining_time=0:00:11.152128, arrival_time=2021-04-10 02:40:06.466883, cost_time=0:00:11.616764 2021-04-10 02:39:56,465 INFO : TRAIN, epoch=0067, iter=00110/00196, fetch data time cost=1.58ms, fps=2226 images/s, loss=0.2103, top1-acc=93.19%, top5-acc=99.74%, remaining_time=0:00:09.982192, arrival_time=2021-04-10 02:40:06.447932, cost_time=0:00:12.767868 2021-04-10 02:39:57,614 INFO : TRAIN, epoch=0067, iter=00120/00196, fetch data time cost=2.08ms, fps=2230 images/s, loss=0.2101, top1-acc=93.18%, top5-acc=99.73%, remaining_time=0:00:08.813720, arrival_time=2021-04-10 02:40:06.428084, cost_time=0:00:13.916434 2021-04-10 02:39:58,756 INFO : TRAIN, epoch=0067, iter=00130/00196, fetch data time cost=1.66ms, fps=2242 images/s, loss=0.2104, top1-acc=93.16%, top5-acc=99.73%, remaining_time=0:00:07.645176, arrival_time=2021-04-10 02:40:06.401757, cost_time=0:00:15.058652 2021-04-10 02:39:59,901 INFO : TRAIN, epoch=0067, iter=00140/00196, fetch data time cost=1.54ms, fps=2237 images/s, loss=0.2103, top1-acc=93.18%, top5-acc=99.74%, remaining_time=0:00:06.481328, arrival_time=2021-04-10 02:40:06.382556, cost_time=0:00:16.203359 2021-04-10 02:40:01,049 INFO : TRAIN, epoch=0067, iter=00150/00196, fetch data time cost=2.26ms, fps=2231 images/s, loss=0.2110, top1-acc=93.20%, top5-acc=99.73%, remaining_time=0:00:05.321050, arrival_time=2021-04-10 02:40:06.370192, cost_time=0:00:17.351235 2021-04-10 02:40:02,196 INFO : TRAIN, epoch=0067, iter=00160/00196, fetch data time cost=2.05ms, fps=2232 images/s, loss=0.2110, top1-acc=93.20%, top5-acc=99.72%, remaining_time=0:00:04.162212, arrival_time=2021-04-10 02:40:06.358819, cost_time=0:00:18.498677 2021-04-10 02:40:03,345 INFO : TRAIN, epoch=0067, iter=00170/00196, fetch data time cost=1.38ms, fps=2229 images/s, loss=0.2131, top1-acc=93.17%, top5-acc=99.72%, remaining_time=0:00:03.004976, arrival_time=2021-04-10 02:40:06.350813, cost_time=0:00:19.647972 2021-04-10 02:40:04,486 INFO : TRAIN, epoch=0067, iter=00180/00196, fetch data time cost=1.54ms, fps=2245 images/s, loss=0.2139, top1-acc=93.12%, top5-acc=99.71%, remaining_time=0:00:01.847888, arrival_time=2021-04-10 02:40:06.334587, cost_time=0:00:20.788827 2021-04-10 02:40:05,630 INFO : TRAIN, epoch=0067, iter=00190/00196, fetch data time cost=1.45ms, fps=2238 images/s, loss=0.2151, top1-acc=93.09%, top5-acc=99.70%, remaining_time=0:00:00.692622, arrival_time=2021-04-10 02:40:06.323576, cost_time=0:00:21.933079 2021-04-10 02:40:06,245 INFO : TRAIN, epoch=0067, iter=00196/00196, fetch data time cost=1.33ms, fps=2216 images/s, loss=0.2156, top1-acc=93.08%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-10 02:40:06.245100, cost_time=0:00:22.547236 2021-04-10 02:40:06,727 INFO : EVAL, epoch=0067, iter=00010/00040, fetch data time cost=2.34ms, fps=5322 images/s, loss=0.3703, top1-acc=88.01%, top5-acc=99.57%, remaining_time=0:00:01.443120, arrival_time=2021-04-10 02:40:08.170122, cost_time=0:00:00.481035 2021-04-10 02:40:07,102 INFO : EVAL, epoch=0067, iter=00020/00040, fetch data time cost=2.50ms, fps=6870 images/s, loss=0.3843, top1-acc=87.44%, top5-acc=99.51%, remaining_time=0:00:00.856600, arrival_time=2021-04-10 02:40:07.959171, cost_time=0:00:00.856602 2021-04-10 02:40:07,479 INFO : EVAL, epoch=0067, iter=00030/00040, fetch data time cost=1.84ms, fps=6791 images/s, loss=0.3763, top1-acc=87.76%, top5-acc=99.57%, remaining_time=0:00:00.411290, arrival_time=2021-04-10 02:40:07.891195, cost_time=0:00:01.233875 2021-04-10 02:40:07,815 INFO : EVAL, epoch=0067, iter=00040/00040, fetch data time cost=0.06ms, fps=6918 images/s, loss=0.3875, top1-acc=87.50%, top5-acc=99.51%, remaining_time=0:00:00, arrival_time=2021-04-10 02:40:07.815612, cost_time=0:00:01.569671 2021-04-10 02:40:08,325 INFO : Epoch=0067 complete, best val top1-acc=87.97%, top5-acc=99.01% (epoch=51), remaining_time=0:55:06.859731, arrival_time=2021-04-10 03:35:15.184704, cost_time=0:27:45.861647 2021-04-10 02:40:08,325 INFO : Train start, epoch=0068, lr=0.074773 2021-04-10 02:40:09,642 INFO : TRAIN, epoch=0068, iter=00010/00196, fetch data time cost=0.24ms, fps=1944 images/s, loss=0.1925, top1-acc=94.02%, top5-acc=99.92%, remaining_time=0:00:24.496200, arrival_time=2021-04-10 02:40:34.139116, cost_time=0:00:01.316999 2021-04-10 02:40:10,783 INFO : TRAIN, epoch=0068, iter=00020/00196, fetch data time cost=1.54ms, fps=2247 images/s, loss=0.1967, top1-acc=93.91%, top5-acc=99.84%, remaining_time=0:00:21.620720, arrival_time=2021-04-10 02:40:32.403653, cost_time=0:00:02.456895 2021-04-10 02:40:11,930 INFO : TRAIN, epoch=0068, iter=00030/00196, fetch data time cost=1.36ms, fps=2232 images/s, loss=0.2076, top1-acc=93.46%, top5-acc=99.79%, remaining_time=0:00:19.944402, arrival_time=2021-04-10 02:40:31.874727, cost_time=0:00:03.604413 2021-04-10 02:40:13,072 INFO : TRAIN, epoch=0068, iter=00040/00196, fetch data time cost=1.92ms, fps=2242 images/s, loss=0.2051, top1-acc=93.57%, top5-acc=99.81%, remaining_time=0:00:18.512988, arrival_time=2021-04-10 02:40:31.585824, cost_time=0:00:04.746936 2021-04-10 02:40:14,218 INFO : TRAIN, epoch=0068, iter=00050/00196, fetch data time cost=1.55ms, fps=2235 images/s, loss=0.2139, top1-acc=93.33%, top5-acc=99.76%, remaining_time=0:00:17.206538, arrival_time=2021-04-10 02:40:31.425171, cost_time=0:00:05.892674 2021-04-10 02:40:15,362 INFO : TRAIN, epoch=0068, iter=00060/00196, fetch data time cost=1.42ms, fps=2240 images/s, loss=0.2106, top1-acc=93.39%, top5-acc=99.75%, remaining_time=0:00:15.948720, arrival_time=2021-04-10 02:40:31.310835, cost_time=0:00:07.036212 2021-04-10 02:40:16,504 INFO : TRAIN, epoch=0068, iter=00070/00196, fetch data time cost=1.31ms, fps=2242 images/s, loss=0.2101, top1-acc=93.33%, top5-acc=99.75%, remaining_time=0:00:14.721462, arrival_time=2021-04-10 02:40:31.225952, cost_time=0:00:08.178599 2021-04-10 02:40:17,644 INFO : TRAIN, epoch=0068, iter=00080/00196, fetch data time cost=1.54ms, fps=2246 images/s, loss=0.2086, top1-acc=93.36%, top5-acc=99.77%, remaining_time=0:00:13.512608, arrival_time=2021-04-10 02:40:31.157522, cost_time=0:00:09.319018 2021-04-10 02:40:18,790 INFO : TRAIN, epoch=0068, iter=00090/00196, fetch data time cost=1.55ms, fps=2235 images/s, loss=0.2076, top1-acc=93.39%, top5-acc=99.76%, remaining_time=0:00:12.325256, arrival_time=2021-04-10 02:40:31.115967, cost_time=0:00:10.464819 2021-04-10 02:40:19,937 INFO : TRAIN, epoch=0068, iter=00100/00196, fetch data time cost=2.13ms, fps=2234 images/s, loss=0.2076, top1-acc=93.39%, top5-acc=99.76%, remaining_time=0:00:11.146848, arrival_time=2021-04-10 02:40:31.084263, cost_time=0:00:11.611265 2021-04-10 02:40:21,086 INFO : TRAIN, epoch=0068, iter=00110/00196, fetch data time cost=1.51ms, fps=2230 images/s, loss=0.2068, top1-acc=93.45%, top5-acc=99.76%, remaining_time=0:00:09.976258, arrival_time=2021-04-10 02:40:31.062506, cost_time=0:00:12.760351 2021-04-10 02:40:22,228 INFO : TRAIN, epoch=0068, iter=00120/00196, fetch data time cost=1.48ms, fps=2243 images/s, loss=0.2074, top1-acc=93.41%, top5-acc=99.77%, remaining_time=0:00:08.804752, arrival_time=2021-04-10 02:40:31.032936, cost_time=0:00:13.902282 2021-04-10 02:40:23,371 INFO : TRAIN, epoch=0068, iter=00130/00196, fetch data time cost=1.54ms, fps=2241 images/s, loss=0.2082, top1-acc=93.39%, top5-acc=99.76%, remaining_time=0:00:07.638246, arrival_time=2021-04-10 02:40:31.009221, cost_time=0:00:15.045084 2021-04-10 02:40:24,517 INFO : TRAIN, epoch=0068, iter=00140/00196, fetch data time cost=1.40ms, fps=2234 images/s, loss=0.2096, top1-acc=93.31%, top5-acc=99.76%, remaining_time=0:00:06.476512, arrival_time=2021-04-10 02:40:30.993634, cost_time=0:00:16.191230 2021-04-10 02:40:25,660 INFO : TRAIN, epoch=0068, iter=00150/00196, fetch data time cost=1.86ms, fps=2239 images/s, loss=0.2095, top1-acc=93.28%, top5-acc=99.76%, remaining_time=0:00:05.316036, arrival_time=2021-04-10 02:40:30.976755, cost_time=0:00:17.334825 2021-04-10 02:40:26,802 INFO : TRAIN, epoch=0068, iter=00160/00196, fetch data time cost=1.58ms, fps=2242 images/s, loss=0.2095, top1-acc=93.26%, top5-acc=99.76%, remaining_time=0:00:04.157280, arrival_time=2021-04-10 02:40:30.960075, cost_time=0:00:18.476875 2021-04-10 02:40:27,945 INFO : TRAIN, epoch=0068, iter=00170/00196, fetch data time cost=1.70ms, fps=2241 images/s, loss=0.2119, top1-acc=93.18%, top5-acc=99.74%, remaining_time=0:00:03.000634, arrival_time=2021-04-10 02:40:30.946085, cost_time=0:00:19.619559 2021-04-10 02:40:29,084 INFO : TRAIN, epoch=0068, iter=00180/00196, fetch data time cost=1.43ms, fps=2248 images/s, loss=0.2126, top1-acc=93.14%, top5-acc=99.74%, remaining_time=0:00:01.845200, arrival_time=2021-04-10 02:40:30.929646, cost_time=0:00:20.758560 2021-04-10 02:40:30,233 INFO : TRAIN, epoch=0068, iter=00190/00196, fetch data time cost=1.33ms, fps=2228 images/s, loss=0.2137, top1-acc=93.09%, top5-acc=99.74%, remaining_time=0:00:00.691830, arrival_time=2021-04-10 02:40:30.925739, cost_time=0:00:21.908017 2021-04-10 02:40:30,851 INFO : TRAIN, epoch=0068, iter=00196/00196, fetch data time cost=1.64ms, fps=2204 images/s, loss=0.2129, top1-acc=93.10%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-10 02:40:30.851305, cost_time=0:00:22.525365 2021-04-10 02:40:31,341 INFO : EVAL, epoch=0068, iter=00010/00040, fetch data time cost=2.71ms, fps=5236 images/s, loss=0.3762, top1-acc=88.87%, top5-acc=99.53%, remaining_time=0:00:01.466640, arrival_time=2021-04-10 02:40:32.808210, cost_time=0:00:00.488876 2021-04-10 02:40:31,717 INFO : EVAL, epoch=0068, iter=00020/00040, fetch data time cost=1.80ms, fps=6824 images/s, loss=0.3906, top1-acc=88.01%, top5-acc=99.41%, remaining_time=0:00:00.864340, arrival_time=2021-04-10 02:40:32.581378, cost_time=0:00:00.864343 2021-04-10 02:40:32,102 INFO : EVAL, epoch=0068, iter=00030/00040, fetch data time cost=1.99ms, fps=6657 images/s, loss=0.4090, top1-acc=87.32%, top5-acc=99.39%, remaining_time=0:00:00.416410, arrival_time=2021-04-10 02:40:32.518409, cost_time=0:00:01.249225 2021-04-10 02:40:32,453 INFO : EVAL, epoch=0068, iter=00040/00040, fetch data time cost=0.07ms, fps=6621 images/s, loss=0.4066, top1-acc=87.25%, top5-acc=99.41%, remaining_time=0:00:00, arrival_time=2021-04-10 02:40:32.452968, cost_time=0:00:01.600281 2021-04-10 02:40:33,003 INFO : Epoch=0068 complete, best val top1-acc=87.97%, top5-acc=99.01% (epoch=51), remaining_time=0:54:41.637216, arrival_time=2021-04-10 03:35:14.640887, cost_time=0:28:10.540364 2021-04-10 02:40:33,004 INFO : Train start, epoch=0069, lr=0.074088 2021-04-10 02:40:34,441 INFO : TRAIN, epoch=0069, iter=00010/00196, fetch data time cost=0.63ms, fps=1781 images/s, loss=0.1754, top1-acc=94.37%, top5-acc=99.88%, remaining_time=0:00:26.730432, arrival_time=2021-04-10 02:41:01.171968, cost_time=0:00:01.437116 2021-04-10 02:40:35,586 INFO : TRAIN, epoch=0069, iter=00020/00196, fetch data time cost=1.62ms, fps=2237 images/s, loss=0.1858, top1-acc=93.93%, top5-acc=99.86%, remaining_time=0:00:22.723536, arrival_time=2021-04-10 02:40:58.310289, cost_time=0:00:02.582213 2021-04-10 02:40:36,736 INFO : TRAIN, epoch=0069, iter=00030/00196, fetch data time cost=1.39ms, fps=2228 images/s, loss=0.2068, top1-acc=93.28%, top5-acc=99.80%, remaining_time=0:00:20.649736, arrival_time=2021-04-10 02:40:57.385963, cost_time=0:00:03.731867 2021-04-10 02:40:37,880 INFO : TRAIN, epoch=0069, iter=00040/00196, fetch data time cost=1.58ms, fps=2238 images/s, loss=0.2133, top1-acc=93.00%, top5-acc=99.78%, remaining_time=0:00:19.016868, arrival_time=2021-04-10 02:40:56.897412, cost_time=0:00:04.876137 2021-04-10 02:40:39,026 INFO : TRAIN, epoch=0069, iter=00050/00196, fetch data time cost=2.11ms, fps=2236 images/s, loss=0.2086, top1-acc=93.20%, top5-acc=99.80%, remaining_time=0:00:17.583218, arrival_time=2021-04-10 02:40:56.609279, cost_time=0:00:06.021645 2021-04-10 02:40:40,172 INFO : TRAIN, epoch=0069, iter=00060/00196, fetch data time cost=1.92ms, fps=2234 images/s, loss=0.2077, top1-acc=93.22%, top5-acc=99.80%, remaining_time=0:00:16.248056, arrival_time=2021-04-10 02:40:56.420669, cost_time=0:00:07.168240 2021-04-10 02:40:41,314 INFO : TRAIN, epoch=0069, iter=00070/00196, fetch data time cost=1.56ms, fps=2244 images/s, loss=0.2064, top1-acc=93.34%, top5-acc=99.77%, remaining_time=0:00:14.957334, arrival_time=2021-04-10 02:40:56.271331, cost_time=0:00:08.309641 2021-04-10 02:40:42,456 INFO : TRAIN, epoch=0069, iter=00080/00196, fetch data time cost=1.59ms, fps=2241 images/s, loss=0.2088, top1-acc=93.25%, top5-acc=99.77%, remaining_time=0:00:13.705864, arrival_time=2021-04-10 02:40:56.162509, cost_time=0:00:09.452286 2021-04-10 02:40:43,606 INFO : TRAIN, epoch=0069, iter=00090/00196, fetch data time cost=1.86ms, fps=2227 images/s, loss=0.2087, top1-acc=93.35%, top5-acc=99.77%, remaining_time=0:00:12.487224, arrival_time=2021-04-10 02:40:56.093937, cost_time=0:00:10.602353 2021-04-10 02:40:44,750 INFO : TRAIN, epoch=0069, iter=00100/00196, fetch data time cost=2.29ms, fps=2240 images/s, loss=0.2087, top1-acc=93.36%, top5-acc=99.77%, remaining_time=0:00:11.276064, arrival_time=2021-04-10 02:40:56.026287, cost_time=0:00:11.745866 2021-04-10 02:40:45,893 INFO : TRAIN, epoch=0069, iter=00110/00196, fetch data time cost=1.46ms, fps=2240 images/s, loss=0.2091, top1-acc=93.32%, top5-acc=99.75%, remaining_time=0:00:10.077050, arrival_time=2021-04-10 02:40:55.970689, cost_time=0:00:12.889218 2021-04-10 02:40:47,040 INFO : TRAIN, epoch=0069, iter=00120/00196, fetch data time cost=1.42ms, fps=2233 images/s, loss=0.2075, top1-acc=93.34%, top5-acc=99.76%, remaining_time=0:00:08.889720, arrival_time=2021-04-10 02:40:55.930492, cost_time=0:00:14.036400 2021-04-10 02:40:48,185 INFO : TRAIN, epoch=0069, iter=00130/00196, fetch data time cost=1.30ms, fps=2237 images/s, loss=0.2090, top1-acc=93.29%, top5-acc=99.74%, remaining_time=0:00:07.707282, arrival_time=2021-04-10 02:40:55.892629, cost_time=0:00:15.180995 2021-04-10 02:40:49,325 INFO : TRAIN, epoch=0069, iter=00140/00196, fetch data time cost=1.47ms, fps=2246 images/s, loss=0.2094, top1-acc=93.28%, top5-acc=99.74%, remaining_time=0:00:06.528368, arrival_time=2021-04-10 02:40:55.853711, cost_time=0:00:16.320990 2021-04-10 02:40:50,466 INFO : TRAIN, epoch=0069, iter=00150/00196, fetch data time cost=1.36ms, fps=2244 images/s, loss=0.2103, top1-acc=93.24%, top5-acc=99.74%, remaining_time=0:00:05.355090, arrival_time=2021-04-10 02:40:55.821649, cost_time=0:00:17.462199 2021-04-10 02:40:51,607 INFO : TRAIN, epoch=0069, iter=00160/00196, fetch data time cost=1.43ms, fps=2244 images/s, loss=0.2131, top1-acc=93.17%, top5-acc=99.74%, remaining_time=0:00:04.185756, arrival_time=2021-04-10 02:40:55.793525, cost_time=0:00:18.603411 2021-04-10 02:40:52,757 INFO : TRAIN, epoch=0069, iter=00170/00196, fetch data time cost=1.53ms, fps=2227 images/s, loss=0.2160, top1-acc=93.06%, top5-acc=99.73%, remaining_time=0:00:03.021070, arrival_time=2021-04-10 02:40:55.778644, cost_time=0:00:19.753224 2021-04-10 02:40:53,899 INFO : TRAIN, epoch=0069, iter=00180/00196, fetch data time cost=1.57ms, fps=2243 images/s, loss=0.2168, top1-acc=93.03%, top5-acc=99.71%, remaining_time=0:00:01.857344, arrival_time=2021-04-10 02:40:55.756853, cost_time=0:00:20.895161 2021-04-10 02:40:55,041 INFO : TRAIN, epoch=0069, iter=00190/00196, fetch data time cost=1.22ms, fps=2243 images/s, loss=0.2175, top1-acc=92.99%, top5-acc=99.71%, remaining_time=0:00:00.695904, arrival_time=2021-04-10 02:40:55.737272, cost_time=0:00:22.037016 2021-04-10 02:40:55,657 INFO : TRAIN, epoch=0069, iter=00196/00196, fetch data time cost=1.36ms, fps=2209 images/s, loss=0.2169, top1-acc=93.01%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-10 02:40:55.657390, cost_time=0:00:22.653038 2021-04-10 02:40:56,124 INFO : EVAL, epoch=0069, iter=00010/00040, fetch data time cost=2.95ms, fps=5494 images/s, loss=0.4925, top1-acc=85.39%, top5-acc=98.95%, remaining_time=0:00:01.397820, arrival_time=2021-04-10 02:40:57.522225, cost_time=0:00:00.465944 2021-04-10 02:40:56,500 INFO : EVAL, epoch=0069, iter=00020/00040, fetch data time cost=1.37ms, fps=6814 images/s, loss=0.4815, top1-acc=85.53%, top5-acc=99.02%, remaining_time=0:00:00.842120, arrival_time=2021-04-10 02:40:57.342671, cost_time=0:00:00.842126 2021-04-10 02:40:56,877 INFO : EVAL, epoch=0069, iter=00030/00040, fetch data time cost=1.80ms, fps=6798 images/s, loss=0.4791, top1-acc=85.56%, top5-acc=99.09%, remaining_time=0:00:00.406350, arrival_time=2021-04-10 02:40:57.283810, cost_time=0:00:01.219046 2021-04-10 02:40:57,213 INFO : EVAL, epoch=0069, iter=00040/00040, fetch data time cost=0.06ms, fps=6909 images/s, loss=0.4868, top1-acc=85.35%, top5-acc=99.12%, remaining_time=0:00:00, arrival_time=2021-04-10 02:40:57.213613, cost_time=0:00:01.555173 2021-04-10 02:40:57,968 INFO : Epoch=0069 complete, best val top1-acc=87.97%, top5-acc=99.01% (epoch=51), remaining_time=0:54:16.973221, arrival_time=2021-04-10 03:35:14.941508, cost_time=0:28:35.504974 2021-04-10 02:40:57,968 INFO : Train start, epoch=0070, lr=0.073396 2021-04-10 02:40:59,306 INFO : TRAIN, epoch=0070, iter=00010/00196, fetch data time cost=1.72ms, fps=1915 images/s, loss=0.2074, top1-acc=93.48%, top5-acc=99.69%, remaining_time=0:00:24.863736, arrival_time=2021-04-10 02:41:24.169632, cost_time=0:00:01.336760 2021-04-10 02:41:00,456 INFO : TRAIN, epoch=0070, iter=00020/00196, fetch data time cost=1.47ms, fps=2226 images/s, loss=0.2051, top1-acc=93.32%, top5-acc=99.71%, remaining_time=0:00:21.890176, arrival_time=2021-04-10 02:41:22.346902, cost_time=0:00:02.487530 2021-04-10 02:41:01,606 INFO : TRAIN, epoch=0070, iter=00030/00196, fetch data time cost=1.78ms, fps=2228 images/s, loss=0.2023, top1-acc=93.40%, top5-acc=99.73%, remaining_time=0:00:20.126504, arrival_time=2021-04-10 02:41:21.732824, cost_time=0:00:03.637306 2021-04-10 02:41:02,749 INFO : TRAIN, epoch=0070, iter=00040/00196, fetch data time cost=1.43ms, fps=2241 images/s, loss=0.2068, top1-acc=93.37%, top5-acc=99.75%, remaining_time=0:00:18.642468, arrival_time=2021-04-10 02:41:21.391609, cost_time=0:00:04.780124 2021-04-10 02:41:03,896 INFO : TRAIN, epoch=0070, iter=00050/00196, fetch data time cost=1.76ms, fps=2232 images/s, loss=0.2064, top1-acc=93.34%, top5-acc=99.76%, remaining_time=0:00:17.308300, arrival_time=2021-04-10 02:41:21.204865, cost_time=0:00:05.927479 2021-04-10 02:41:05,038 INFO : TRAIN, epoch=0070, iter=00060/00196, fetch data time cost=1.46ms, fps=2242 images/s, loss=0.2030, top1-acc=93.46%, top5-acc=99.77%, remaining_time=0:00:16.024608, arrival_time=2021-04-10 02:41:21.063308, cost_time=0:00:07.069675 2021-04-10 02:41:06,185 INFO : TRAIN, epoch=0070, iter=00070/00196, fetch data time cost=1.65ms, fps=2233 images/s, loss=0.2008, top1-acc=93.46%, top5-acc=99.77%, remaining_time=0:00:14.789628, arrival_time=2021-04-10 02:41:20.975108, cost_time=0:00:08.216428 2021-04-10 02:41:07,327 INFO : TRAIN, epoch=0070, iter=00080/00196, fetch data time cost=1.50ms, fps=2242 images/s, loss=0.2009, top1-acc=93.47%, top5-acc=99.76%, remaining_time=0:00:13.570144, arrival_time=2021-04-10 02:41:20.897851, cost_time=0:00:09.358680 2021-04-10 02:41:08,469 INFO : TRAIN, epoch=0070, iter=00090/00196, fetch data time cost=1.84ms, fps=2243 images/s, loss=0.2025, top1-acc=93.43%, top5-acc=99.74%, remaining_time=0:00:12.366914, arrival_time=2021-04-10 02:41:20.836138, cost_time=0:00:10.500169 2021-04-10 02:41:09,616 INFO : TRAIN, epoch=0070, iter=00100/00196, fetch data time cost=2.63ms, fps=2232 images/s, loss=0.2035, top1-acc=93.39%, top5-acc=99.71%, remaining_time=0:00:11.181696, arrival_time=2021-04-10 02:41:20.798365, cost_time=0:00:11.647571 2021-04-10 02:41:10,759 INFO : TRAIN, epoch=0070, iter=00110/00196, fetch data time cost=1.41ms, fps=2240 images/s, loss=0.2021, top1-acc=93.42%, top5-acc=99.72%, remaining_time=0:00:10.000080, arrival_time=2021-04-10 02:41:20.759934, cost_time=0:00:12.790840 2021-04-10 02:41:11,904 INFO : TRAIN, epoch=0070, iter=00120/00196, fetch data time cost=2.30ms, fps=2238 images/s, loss=0.2032, top1-acc=93.38%, top5-acc=99.73%, remaining_time=0:00:08.825728, arrival_time=2021-04-10 02:41:20.730124, cost_time=0:00:13.935328 2021-04-10 02:41:13,047 INFO : TRAIN, epoch=0070, iter=00130/00196, fetch data time cost=1.39ms, fps=2241 images/s, loss=0.2043, top1-acc=93.38%, top5-acc=99.73%, remaining_time=0:00:07.655076, arrival_time=2021-04-10 02:41:20.702286, cost_time=0:00:15.078198 2021-04-10 02:41:14,191 INFO : TRAIN, epoch=0070, iter=00140/00196, fetch data time cost=2.08ms, fps=2238 images/s, loss=0.2049, top1-acc=93.35%, top5-acc=99.73%, remaining_time=0:00:06.489056, arrival_time=2021-04-10 02:41:20.680700, cost_time=0:00:16.222595 2021-04-10 02:41:15,330 INFO : TRAIN, epoch=0070, iter=00150/00196, fetch data time cost=1.57ms, fps=2249 images/s, loss=0.2043, top1-acc=93.35%, top5-acc=99.73%, remaining_time=0:00:05.324224, arrival_time=2021-04-10 02:41:20.654762, cost_time=0:00:17.361533 2021-04-10 02:41:16,470 INFO : TRAIN, epoch=0070, iter=00160/00196, fetch data time cost=1.57ms, fps=2247 images/s, loss=0.2059, top1-acc=93.32%, top5-acc=99.73%, remaining_time=0:00:04.162716, arrival_time=2021-04-10 02:41:20.632710, cost_time=0:00:18.500983 2021-04-10 02:41:17,609 INFO : TRAIN, epoch=0070, iter=00170/00196, fetch data time cost=1.34ms, fps=2248 images/s, loss=0.2071, top1-acc=93.28%, top5-acc=99.73%, remaining_time=0:00:03.003806, arrival_time=2021-04-10 02:41:20.613029, cost_time=0:00:19.640212 2021-04-10 02:41:18,770 INFO : TRAIN, epoch=0070, iter=00180/00196, fetch data time cost=1.45ms, fps=2205 images/s, loss=0.2083, top1-acc=93.22%, top5-acc=99.74%, remaining_time=0:00:01.849024, arrival_time=2021-04-10 02:41:20.619494, cost_time=0:00:20.801454 2021-04-10 02:41:19,910 INFO : TRAIN, epoch=0070, iter=00190/00196, fetch data time cost=1.37ms, fps=2247 images/s, loss=0.2086, top1-acc=93.21%, top5-acc=99.73%, remaining_time=0:00:00.692874, arrival_time=2021-04-10 02:41:20.602970, cost_time=0:00:21.941083 2021-04-10 02:41:20,526 INFO : TRAIN, epoch=0070, iter=00196/00196, fetch data time cost=1.45ms, fps=2208 images/s, loss=0.2085, top1-acc=93.23%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-10 02:41:20.526505, cost_time=0:00:22.557497 2021-04-10 02:41:20,979 INFO : EVAL, epoch=0070, iter=00010/00040, fetch data time cost=2.02ms, fps=5657 images/s, loss=0.4560, top1-acc=85.98%, top5-acc=99.18%, remaining_time=0:00:01.357500, arrival_time=2021-04-10 02:41:22.337438, cost_time=0:00:00.452497 2021-04-10 02:41:21,351 INFO : EVAL, epoch=0070, iter=00020/00040, fetch data time cost=1.85ms, fps=6902 images/s, loss=0.4552, top1-acc=86.52%, top5-acc=99.22%, remaining_time=0:00:00.823760, arrival_time=2021-04-10 02:41:22.174999, cost_time=0:00:00.823751 2021-04-10 02:41:21,730 INFO : EVAL, epoch=0070, iter=00030/00040, fetch data time cost=1.50ms, fps=6767 images/s, loss=0.4679, top1-acc=86.21%, top5-acc=99.22%, remaining_time=0:00:00.400840, arrival_time=2021-04-10 02:41:22.130871, cost_time=0:00:01.202528 2021-04-10 02:41:22,070 INFO : EVAL, epoch=0070, iter=00040/00040, fetch data time cost=0.07ms, fps=6816 images/s, loss=0.4709, top1-acc=86.24%, top5-acc=99.23%, remaining_time=0:00:00, arrival_time=2021-04-10 02:41:22.070762, cost_time=0:00:01.543347 2021-04-10 02:41:22,588 INFO : Epoch=0070 complete, best val top1-acc=87.97%, top5-acc=99.01% (epoch=51), remaining_time=0:53:51.660250, arrival_time=2021-04-10 03:35:14.248272, cost_time=0:29:00.124721 2021-04-10 02:41:22,588 INFO : Train start, epoch=0071, lr=0.072700 2021-04-10 02:41:23,948 INFO : TRAIN, epoch=0071, iter=00010/00196, fetch data time cost=1.57ms, fps=1883 images/s, loss=0.2054, top1-acc=93.16%, top5-acc=99.73%, remaining_time=0:00:25.292466, arrival_time=2021-04-10 02:41:49.240980, cost_time=0:00:01.359812 2021-04-10 02:41:25,096 INFO : TRAIN, epoch=0071, iter=00020/00196, fetch data time cost=2.10ms, fps=2232 images/s, loss=0.2150, top1-acc=93.16%, top5-acc=99.80%, remaining_time=0:00:22.065472, arrival_time=2021-04-10 02:41:47.161626, cost_time=0:00:02.507442 2021-04-10 02:41:26,241 INFO : TRAIN, epoch=0071, iter=00030/00196, fetch data time cost=1.33ms, fps=2236 images/s, loss=0.2111, top1-acc=93.20%, top5-acc=99.79%, remaining_time=0:00:20.211994, arrival_time=2021-04-10 02:41:46.453440, cost_time=0:00:03.652771 2021-04-10 02:41:27,380 INFO : TRAIN, epoch=0071, iter=00040/00196, fetch data time cost=1.36ms, fps=2248 images/s, loss=0.2097, top1-acc=93.24%, top5-acc=99.79%, remaining_time=0:00:18.688176, arrival_time=2021-04-10 02:41:46.068720, cost_time=0:00:04.791836 2021-04-10 02:41:28,528 INFO : TRAIN, epoch=0071, iter=00050/00196, fetch data time cost=1.39ms, fps=2231 images/s, loss=0.2081, top1-acc=93.28%, top5-acc=99.80%, remaining_time=0:00:17.343924, arrival_time=2021-04-10 02:41:45.872291, cost_time=0:00:05.939696 2021-04-10 02:41:29,671 INFO : TRAIN, epoch=0071, iter=00060/00196, fetch data time cost=1.90ms, fps=2241 images/s, loss=0.2104, top1-acc=93.18%, top5-acc=99.80%, remaining_time=0:00:16.053848, arrival_time=2021-04-10 02:41:45.725113, cost_time=0:00:07.082598 2021-04-10 02:41:30,817 INFO : TRAIN, epoch=0071, iter=00070/00196, fetch data time cost=2.12ms, fps=2234 images/s, loss=0.2117, top1-acc=93.14%, top5-acc=99.81%, remaining_time=0:00:14.811804, arrival_time=2021-04-10 02:41:45.629285, cost_time=0:00:08.228767 2021-04-10 02:41:31,968 INFO : TRAIN, epoch=0071, iter=00080/00196, fetch data time cost=1.73ms, fps=2225 images/s, loss=0.2083, top1-acc=93.31%, top5-acc=99.79%, remaining_time=0:00:13.600768, arrival_time=2021-04-10 02:41:45.569340, cost_time=0:00:09.379816 2021-04-10 02:41:33,116 INFO : TRAIN, epoch=0071, iter=00090/00196, fetch data time cost=2.07ms, fps=2231 images/s, loss=0.2092, top1-acc=93.27%, top5-acc=99.78%, remaining_time=0:00:12.399456, arrival_time=2021-04-10 02:41:45.516145, cost_time=0:00:10.527871 2021-04-10 02:41:34,263 INFO : TRAIN, epoch=0071, iter=00100/00196, fetch data time cost=2.35ms, fps=2234 images/s, loss=0.2110, top1-acc=93.23%, top5-acc=99.77%, remaining_time=0:00:11.207616, arrival_time=2021-04-10 02:41:45.470891, cost_time=0:00:11.674589 2021-04-10 02:41:35,412 INFO : TRAIN, epoch=0071, iter=00110/00196, fetch data time cost=1.90ms, fps=2228 images/s, loss=0.2093, top1-acc=93.28%, top5-acc=99.78%, remaining_time=0:00:10.026138, arrival_time=2021-04-10 02:41:45.438924, cost_time=0:00:12.824113 2021-04-10 02:41:36,555 INFO : TRAIN, epoch=0071, iter=00120/00196, fetch data time cost=1.58ms, fps=2241 images/s, loss=0.2102, top1-acc=93.23%, top5-acc=99.78%, remaining_time=0:00:08.845716, arrival_time=2021-04-10 02:41:45.401381, cost_time=0:00:13.966916 2021-04-10 02:41:37,700 INFO : TRAIN, epoch=0071, iter=00130/00196, fetch data time cost=1.45ms, fps=2237 images/s, loss=0.2100, top1-acc=93.25%, top5-acc=99.77%, remaining_time=0:00:07.672170, arrival_time=2021-04-10 02:41:45.372706, cost_time=0:00:15.111850 2021-04-10 02:41:38,841 INFO : TRAIN, epoch=0071, iter=00140/00196, fetch data time cost=1.42ms, fps=2245 images/s, loss=0.2109, top1-acc=93.19%, top5-acc=99.77%, remaining_time=0:00:06.500984, arrival_time=2021-04-10 02:41:45.342095, cost_time=0:00:16.252442 2021-04-10 02:41:39,984 INFO : TRAIN, epoch=0071, iter=00150/00196, fetch data time cost=1.63ms, fps=2240 images/s, loss=0.2107, top1-acc=93.22%, top5-acc=99.76%, remaining_time=0:00:05.334666, arrival_time=2021-04-10 02:41:45.318939, cost_time=0:00:17.395599 2021-04-10 02:41:41,127 INFO : TRAIN, epoch=0071, iter=00160/00196, fetch data time cost=1.41ms, fps=2240 images/s, loss=0.2114, top1-acc=93.23%, top5-acc=99.76%, remaining_time=0:00:04.171212, arrival_time=2021-04-10 02:41:45.298682, cost_time=0:00:18.538794 2021-04-10 02:41:42,267 INFO : TRAIN, epoch=0071, iter=00170/00196, fetch data time cost=1.73ms, fps=2247 images/s, loss=0.2113, top1-acc=93.20%, top5-acc=99.76%, remaining_time=0:00:03.009682, arrival_time=2021-04-10 02:41:45.277178, cost_time=0:00:19.678704 2021-04-10 02:41:43,411 INFO : TRAIN, epoch=0071, iter=00180/00196, fetch data time cost=1.42ms, fps=2238 images/s, loss=0.2126, top1-acc=93.17%, top5-acc=99.74%, remaining_time=0:00:01.850944, arrival_time=2021-04-10 02:41:45.262659, cost_time=0:00:20.823044 2021-04-10 02:41:44,555 INFO : TRAIN, epoch=0071, iter=00190/00196, fetch data time cost=1.46ms, fps=2240 images/s, loss=0.2122, top1-acc=93.17%, top5-acc=99.74%, remaining_time=0:00:00.693678, arrival_time=2021-04-10 02:41:45.248877, cost_time=0:00:21.966513 2021-04-10 02:41:45,170 INFO : TRAIN, epoch=0071, iter=00196/00196, fetch data time cost=1.62ms, fps=2211 images/s, loss=0.2140, top1-acc=93.16%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-10 02:41:45.170720, cost_time=0:00:22.582053 2021-04-10 02:41:45,627 INFO : EVAL, epoch=0071, iter=00010/00040, fetch data time cost=1.38ms, fps=5618 images/s, loss=0.5368, top1-acc=83.71%, top5-acc=99.02%, remaining_time=0:00:01.366920, arrival_time=2021-04-10 02:41:46.994151, cost_time=0:00:00.455643 2021-04-10 02:41:46,000 INFO : EVAL, epoch=0071, iter=00020/00040, fetch data time cost=0.30ms, fps=6867 images/s, loss=0.5319, top1-acc=84.08%, top5-acc=99.10%, remaining_time=0:00:00.828780, arrival_time=2021-04-10 02:41:46.829152, cost_time=0:00:00.828777 2021-04-10 02:41:46,371 INFO : EVAL, epoch=0071, iter=00030/00040, fetch data time cost=1.65ms, fps=6908 images/s, loss=0.5299, top1-acc=84.06%, top5-acc=99.15%, remaining_time=0:00:00.399910, arrival_time=2021-04-10 02:41:46.771278, cost_time=0:00:01.199726 2021-04-10 02:41:46,708 INFO : EVAL, epoch=0071, iter=00040/00040, fetch data time cost=0.08ms, fps=6897 images/s, loss=0.5244, top1-acc=83.63%, top5-acc=99.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:41:46.708165, cost_time=0:00:01.536596 2021-04-10 02:41:47,205 INFO : Epoch=0071 complete, best val top1-acc=87.97%, top5-acc=99.01% (epoch=51), remaining_time=0:53:26.363370, arrival_time=2021-04-10 03:35:13.569287, cost_time=0:29:24.742616 2021-04-10 02:41:47,206 INFO : Train start, epoch=0072, lr=0.071997 2021-04-10 02:41:48,530 INFO : TRAIN, epoch=0072, iter=00010/00196, fetch data time cost=0.44ms, fps=1934 images/s, loss=0.2335, top1-acc=92.73%, top5-acc=99.73%, remaining_time=0:00:24.617100, arrival_time=2021-04-10 02:42:13.147230, cost_time=0:00:01.323500 2021-04-10 02:41:49,674 INFO : TRAIN, epoch=0072, iter=00020/00196, fetch data time cost=1.90ms, fps=2238 images/s, loss=0.2267, top1-acc=92.79%, top5-acc=99.75%, remaining_time=0:00:21.719456, arrival_time=2021-04-10 02:42:11.394187, cost_time=0:00:02.468128 2021-04-10 02:41:50,818 INFO : TRAIN, epoch=0072, iter=00030/00196, fetch data time cost=1.44ms, fps=2240 images/s, loss=0.2290, top1-acc=92.58%, top5-acc=99.71%, remaining_time=0:00:19.987064, arrival_time=2021-04-10 02:42:10.805796, cost_time=0:00:03.612109 2021-04-10 02:41:51,961 INFO : TRAIN, epoch=0072, iter=00040/00196, fetch data time cost=1.79ms, fps=2241 images/s, loss=0.2178, top1-acc=93.08%, top5-acc=99.74%, remaining_time=0:00:18.545592, arrival_time=2021-04-10 02:42:10.507419, cost_time=0:00:04.755266 2021-04-10 02:41:53,101 INFO : TRAIN, epoch=0072, iter=00050/00196, fetch data time cost=2.06ms, fps=2247 images/s, loss=0.2134, top1-acc=93.24%, top5-acc=99.72%, remaining_time=0:00:17.213400, arrival_time=2021-04-10 02:42:10.315054, cost_time=0:00:05.895023 2021-04-10 02:41:54,249 INFO : TRAIN, epoch=0072, iter=00060/00196, fetch data time cost=1.43ms, fps=2230 images/s, loss=0.2092, top1-acc=93.39%, top5-acc=99.74%, remaining_time=0:00:15.964904, arrival_time=2021-04-10 02:42:10.214833, cost_time=0:00:07.043364 2021-04-10 02:41:55,389 INFO : TRAIN, epoch=0072, iter=00070/00196, fetch data time cost=1.37ms, fps=2247 images/s, loss=0.2113, top1-acc=93.25%, top5-acc=99.74%, remaining_time=0:00:14.729148, arrival_time=2021-04-10 02:42:10.118564, cost_time=0:00:08.182853 2021-04-10 02:41:56,536 INFO : TRAIN, epoch=0072, iter=00080/00196, fetch data time cost=2.05ms, fps=2232 images/s, loss=0.2093, top1-acc=93.27%, top5-acc=99.75%, remaining_time=0:00:13.528500, arrival_time=2021-04-10 02:42:10.065107, cost_time=0:00:09.329996 2021-04-10 02:41:57,689 INFO : TRAIN, epoch=0072, iter=00090/00196, fetch data time cost=2.35ms, fps=2231 images/s, loss=0.2107, top1-acc=93.25%, top5-acc=99.74%, remaining_time=0:00:12.340732, arrival_time=2021-04-10 02:42:10.029960, cost_time=0:00:10.477968 2021-04-10 02:41:58,850 INFO : TRAIN, epoch=0072, iter=00100/00196, fetch data time cost=1.79ms, fps=2205 images/s, loss=0.2091, top1-acc=93.35%, top5-acc=99.75%, remaining_time=0:00:11.178528, arrival_time=2021-04-10 02:42:10.029379, cost_time=0:00:11.644261 2021-04-10 02:42:00,000 INFO : TRAIN, epoch=0072, iter=00110/00196, fetch data time cost=1.38ms, fps=2227 images/s, loss=0.2092, top1-acc=93.36%, top5-acc=99.74%, remaining_time=0:00:10.002746, arrival_time=2021-04-10 02:42:10.003535, cost_time=0:00:12.794166 2021-04-10 02:42:01,144 INFO : TRAIN, epoch=0072, iter=00120/00196, fetch data time cost=1.91ms, fps=2240 images/s, loss=0.2103, top1-acc=93.31%, top5-acc=99.74%, remaining_time=0:00:08.827096, arrival_time=2021-04-10 02:42:09.971213, cost_time=0:00:13.937520 2021-04-10 02:42:02,288 INFO : TRAIN, epoch=0072, iter=00130/00196, fetch data time cost=1.47ms, fps=2237 images/s, loss=0.2101, top1-acc=93.28%, top5-acc=99.74%, remaining_time=0:00:07.657122, arrival_time=2021-04-10 02:42:09.945916, cost_time=0:00:15.082215 2021-04-10 02:42:03,444 INFO : TRAIN, epoch=0072, iter=00140/00196, fetch data time cost=1.67ms, fps=2217 images/s, loss=0.2109, top1-acc=93.28%, top5-acc=99.73%, remaining_time=0:00:06.495048, arrival_time=2021-04-10 02:42:09.939314, cost_time=0:00:16.237616 2021-04-10 02:42:04,588 INFO : TRAIN, epoch=0072, iter=00150/00196, fetch data time cost=1.41ms, fps=2238 images/s, loss=0.2105, top1-acc=93.29%, top5-acc=99.74%, remaining_time=0:00:05.330618, arrival_time=2021-04-10 02:42:09.919569, cost_time=0:00:17.382389 2021-04-10 02:42:05,738 INFO : TRAIN, epoch=0072, iter=00160/00196, fetch data time cost=1.73ms, fps=2227 images/s, loss=0.2101, top1-acc=93.30%, top5-acc=99.73%, remaining_time=0:00:04.169736, arrival_time=2021-04-10 02:42:09.908496, cost_time=0:00:18.532136 2021-04-10 02:42:06,885 INFO : TRAIN, epoch=0072, iter=00170/00196, fetch data time cost=1.51ms, fps=2234 images/s, loss=0.2094, top1-acc=93.31%, top5-acc=99.73%, remaining_time=0:00:03.009630, arrival_time=2021-04-10 02:42:09.894593, cost_time=0:00:19.678401 2021-04-10 02:42:08,029 INFO : TRAIN, epoch=0072, iter=00180/00196, fetch data time cost=1.48ms, fps=2238 images/s, loss=0.2092, top1-acc=93.31%, top5-acc=99.74%, remaining_time=0:00:01.850912, arrival_time=2021-04-10 02:42:09.880291, cost_time=0:00:20.822750 2021-04-10 02:42:09,173 INFO : TRAIN, epoch=0072, iter=00190/00196, fetch data time cost=1.42ms, fps=2239 images/s, loss=0.2104, top1-acc=93.31%, top5-acc=99.73%, remaining_time=0:00:00.693684, arrival_time=2021-04-10 02:42:09.866910, cost_time=0:00:21.966653 2021-04-10 02:42:09,788 INFO : TRAIN, epoch=0072, iter=00196/00196, fetch data time cost=1.46ms, fps=2211 images/s, loss=0.2110, top1-acc=93.29%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-10 02:42:09.788725, cost_time=0:00:22.582162 2021-04-10 02:42:10,269 INFO : EVAL, epoch=0072, iter=00010/00040, fetch data time cost=0.19ms, fps=5335 images/s, loss=0.4754, top1-acc=86.29%, top5-acc=99.45%, remaining_time=0:00:01.439400, arrival_time=2021-04-10 02:42:11.708888, cost_time=0:00:00.479798 2021-04-10 02:42:10,644 INFO : EVAL, epoch=0072, iter=00020/00040, fetch data time cost=1.89ms, fps=6827 images/s, loss=0.4790, top1-acc=85.92%, top5-acc=99.43%, remaining_time=0:00:00.855140, arrival_time=2021-04-10 02:42:11.500013, cost_time=0:00:00.855133 2021-04-10 02:42:11,019 INFO : EVAL, epoch=0072, iter=00030/00040, fetch data time cost=1.79ms, fps=6845 images/s, loss=0.4661, top1-acc=86.15%, top5-acc=99.41%, remaining_time=0:00:00.409860, arrival_time=2021-04-10 02:42:11.429187, cost_time=0:00:01.229583 2021-04-10 02:42:11,359 INFO : EVAL, epoch=0072, iter=00040/00040, fetch data time cost=0.09ms, fps=6831 images/s, loss=0.4719, top1-acc=86.04%, top5-acc=99.39%, remaining_time=0:00:00, arrival_time=2021-04-10 02:42:11.359395, cost_time=0:00:01.569724 2021-04-10 02:42:11,866 INFO : Epoch=0072 complete, best val top1-acc=87.97%, top5-acc=99.01% (epoch=51), remaining_time=0:53:01.161344, arrival_time=2021-04-10 03:35:13.027898, cost_time=0:29:49.403254 2021-04-10 02:42:11,867 INFO : Train start, epoch=0073, lr=0.071289 2021-04-10 02:42:13,192 INFO : TRAIN, epoch=0073, iter=00010/00196, fetch data time cost=0.24ms, fps=1931 images/s, loss=0.1911, top1-acc=93.55%, top5-acc=99.80%, remaining_time=0:00:24.654858, arrival_time=2021-04-10 02:42:37.847570, cost_time=0:00:01.325530 2021-04-10 02:42:14,343 INFO : TRAIN, epoch=0073, iter=00020/00196, fetch data time cost=1.92ms, fps=2225 images/s, loss=0.1819, top1-acc=94.12%, top5-acc=99.77%, remaining_time=0:00:21.792848, arrival_time=2021-04-10 02:42:36.136499, cost_time=0:00:02.476458 2021-04-10 02:42:15,489 INFO : TRAIN, epoch=0073, iter=00030/00196, fetch data time cost=1.74ms, fps=2234 images/s, loss=0.1785, top1-acc=94.15%, top5-acc=99.84%, remaining_time=0:00:20.045496, arrival_time=2021-04-10 02:42:35.535421, cost_time=0:00:03.622685 2021-04-10 02:42:16,629 INFO : TRAIN, epoch=0073, iter=00040/00196, fetch data time cost=1.44ms, fps=2248 images/s, loss=0.1828, top1-acc=94.04%, top5-acc=99.84%, remaining_time=0:00:18.572424, arrival_time=2021-04-10 02:42:35.201774, cost_time=0:00:04.762148 2021-04-10 02:42:17,771 INFO : TRAIN, epoch=0073, iter=00050/00196, fetch data time cost=1.52ms, fps=2242 images/s, loss=0.1874, top1-acc=93.91%, top5-acc=99.79%, remaining_time=0:00:17.240410, arrival_time=2021-04-10 02:42:35.011872, cost_time=0:00:05.904273 2021-04-10 02:42:18,915 INFO : TRAIN, epoch=0073, iter=00060/00196, fetch data time cost=1.67ms, fps=2239 images/s, loss=0.1919, top1-acc=93.80%, top5-acc=99.78%, remaining_time=0:00:15.975104, arrival_time=2021-04-10 02:42:34.890108, cost_time=0:00:07.047824 2021-04-10 02:42:20,061 INFO : TRAIN, epoch=0073, iter=00070/00196, fetch data time cost=1.47ms, fps=2233 images/s, loss=0.1911, top1-acc=93.79%, top5-acc=99.79%, remaining_time=0:00:14.750316, arrival_time=2021-04-10 02:42:34.812108, cost_time=0:00:08.194600 2021-04-10 02:42:21,206 INFO : TRAIN, epoch=0073, iter=00080/00196, fetch data time cost=1.45ms, fps=2237 images/s, loss=0.1922, top1-acc=93.74%, top5-acc=99.79%, remaining_time=0:00:13.542420, arrival_time=2021-04-10 02:42:34.749238, cost_time=0:00:09.339630 2021-04-10 02:42:22,350 INFO : TRAIN, epoch=0073, iter=00090/00196, fetch data time cost=1.70ms, fps=2240 images/s, loss=0.1907, top1-acc=93.78%, top5-acc=99.79%, remaining_time=0:00:12.346668, arrival_time=2021-04-10 02:42:34.696843, cost_time=0:00:10.482987 2021-04-10 02:42:23,494 INFO : TRAIN, epoch=0073, iter=00100/00196, fetch data time cost=1.43ms, fps=2238 images/s, loss=0.1901, top1-acc=93.78%, top5-acc=99.80%, remaining_time=0:00:11.162112, arrival_time=2021-04-10 02:42:34.656581, cost_time=0:00:11.627241 2021-04-10 02:42:24,650 INFO : TRAIN, epoch=0073, iter=00110/00196, fetch data time cost=1.95ms, fps=2219 images/s, loss=0.1925, top1-acc=93.71%, top5-acc=99.79%, remaining_time=0:00:09.992684, arrival_time=2021-04-10 02:42:34.643394, cost_time=0:00:12.781318 2021-04-10 02:42:25,793 INFO : TRAIN, epoch=0073, iter=00120/00196, fetch data time cost=1.35ms, fps=2240 images/s, loss=0.1953, top1-acc=93.61%, top5-acc=99.79%, remaining_time=0:00:08.820180, arrival_time=2021-04-10 02:42:34.613953, cost_time=0:00:13.926590 2021-04-10 02:42:26,935 INFO : TRAIN, epoch=0073, iter=00130/00196, fetch data time cost=2.25ms, fps=2244 images/s, loss=0.1977, top1-acc=93.53%, top5-acc=99.78%, remaining_time=0:00:07.649796, arrival_time=2021-04-10 02:42:34.584810, cost_time=0:00:15.067783 2021-04-10 02:42:28,081 INFO : TRAIN, epoch=0073, iter=00140/00196, fetch data time cost=1.35ms, fps=2234 images/s, loss=0.1989, top1-acc=93.50%, top5-acc=99.79%, remaining_time=0:00:06.485640, arrival_time=2021-04-10 02:42:34.566887, cost_time=0:00:16.214062 2021-04-10 02:42:29,230 INFO : TRAIN, epoch=0073, iter=00150/00196, fetch data time cost=1.39ms, fps=2230 images/s, loss=0.2005, top1-acc=93.45%, top5-acc=99.79%, remaining_time=0:00:05.324546, arrival_time=2021-04-10 02:42:34.554481, cost_time=0:00:17.362667 2021-04-10 02:42:30,378 INFO : TRAIN, epoch=0073, iter=00160/00196, fetch data time cost=1.45ms, fps=2230 images/s, loss=0.1987, top1-acc=93.54%, top5-acc=99.79%, remaining_time=0:00:04.165092, arrival_time=2021-04-10 02:42:34.543830, cost_time=0:00:18.511458 2021-04-10 02:42:31,528 INFO : TRAIN, epoch=0073, iter=00170/00196, fetch data time cost=1.53ms, fps=2229 images/s, loss=0.1992, top1-acc=93.52%, top5-acc=99.78%, remaining_time=0:00:03.006952, arrival_time=2021-04-10 02:42:34.534961, cost_time=0:00:19.660824 2021-04-10 02:42:32,675 INFO : TRAIN, epoch=0073, iter=00180/00196, fetch data time cost=1.49ms, fps=2232 images/s, loss=0.1994, top1-acc=93.51%, top5-acc=99.79%, remaining_time=0:00:01.849616, arrival_time=2021-04-10 02:42:34.525043, cost_time=0:00:20.808237 2021-04-10 02:42:33,826 INFO : TRAIN, epoch=0073, iter=00190/00196, fetch data time cost=1.41ms, fps=2225 images/s, loss=0.1983, top1-acc=93.56%, top5-acc=99.79%, remaining_time=0:00:00.693456, arrival_time=2021-04-10 02:42:34.520161, cost_time=0:00:21.959430 2021-04-10 02:42:34,441 INFO : TRAIN, epoch=0073, iter=00196/00196, fetch data time cost=1.58ms, fps=2216 images/s, loss=0.1981, top1-acc=93.56%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-10 02:42:34.440972, cost_time=0:00:22.573744 2021-04-10 02:42:34,953 INFO : EVAL, epoch=0073, iter=00010/00040, fetch data time cost=0.19ms, fps=5006 images/s, loss=0.5551, top1-acc=84.06%, top5-acc=99.22%, remaining_time=0:00:01.534110, arrival_time=2021-04-10 02:42:36.487874, cost_time=0:00:00.511372 2021-04-10 02:42:35,328 INFO : EVAL, epoch=0073, iter=00020/00040, fetch data time cost=1.96ms, fps=6831 images/s, loss=0.5756, top1-acc=83.22%, top5-acc=98.96%, remaining_time=0:00:00.886480, arrival_time=2021-04-10 02:42:36.215388, cost_time=0:00:00.886480 2021-04-10 02:42:35,703 INFO : EVAL, epoch=0073, iter=00030/00040, fetch data time cost=1.35ms, fps=6841 images/s, loss=0.5650, top1-acc=83.35%, top5-acc=98.95%, remaining_time=0:00:00.420390, arrival_time=2021-04-10 02:42:36.123939, cost_time=0:00:01.261161 2021-04-10 02:42:36,040 INFO : EVAL, epoch=0073, iter=00040/00040, fetch data time cost=0.07ms, fps=6902 images/s, loss=0.5527, top1-acc=83.65%, top5-acc=99.04%, remaining_time=0:00:00, arrival_time=2021-04-10 02:42:36.039994, cost_time=0:00:01.597628 2021-04-10 02:42:36,558 INFO : Epoch=0073 complete, best val top1-acc=87.97%, top5-acc=99.01% (epoch=51), remaining_time=0:52:36.029121, arrival_time=2021-04-10 03:35:12.587937, cost_time=0:30:14.095514 2021-04-10 02:42:36,559 INFO : Train start, epoch=0074, lr=0.070576 2021-04-10 02:42:37,896 INFO : TRAIN, epoch=0074, iter=00010/00196, fetch data time cost=1.51ms, fps=1915 images/s, loss=0.2302, top1-acc=92.66%, top5-acc=99.84%, remaining_time=0:00:24.861318, arrival_time=2021-04-10 02:43:02.757475, cost_time=0:00:01.336629 2021-04-10 02:42:39,038 INFO : TRAIN, epoch=0074, iter=00020/00196, fetch data time cost=1.44ms, fps=2242 images/s, loss=0.2192, top1-acc=92.64%, top5-acc=99.80%, remaining_time=0:00:21.814848, arrival_time=2021-04-10 02:43:00.853346, cost_time=0:00:02.478970 2021-04-10 02:42:40,182 INFO : TRAIN, epoch=0074, iter=00030/00196, fetch data time cost=2.01ms, fps=2240 images/s, loss=0.2121, top1-acc=92.92%, top5-acc=99.84%, remaining_time=0:00:20.044168, arrival_time=2021-04-10 02:43:00.226127, cost_time=0:00:03.622435 2021-04-10 02:42:41,332 INFO : TRAIN, epoch=0074, iter=00040/00196, fetch data time cost=1.57ms, fps=2227 images/s, loss=0.2046, top1-acc=93.31%, top5-acc=99.84%, remaining_time=0:00:18.612984, arrival_time=2021-04-10 02:42:59.944987, cost_time=0:00:04.772541 2021-04-10 02:42:42,483 INFO : TRAIN, epoch=0074, iter=00050/00196, fetch data time cost=1.77ms, fps=2224 images/s, loss=0.2056, top1-acc=93.22%, top5-acc=99.82%, remaining_time=0:00:17.298810, arrival_time=2021-04-10 02:42:59.782570, cost_time=0:00:05.924231 2021-04-10 02:42:43,626 INFO : TRAIN, epoch=0074, iter=00060/00196, fetch data time cost=1.37ms, fps=2241 images/s, loss=0.2066, top1-acc=93.11%, top5-acc=99.83%, remaining_time=0:00:16.018352, arrival_time=2021-04-10 02:42:59.644722, cost_time=0:00:07.066896 2021-04-10 02:42:44,770 INFO : TRAIN, epoch=0074, iter=00070/00196, fetch data time cost=1.90ms, fps=2238 images/s, loss=0.2090, top1-acc=93.16%, top5-acc=99.79%, remaining_time=0:00:14.780556, arrival_time=2021-04-10 02:42:59.551468, cost_time=0:00:08.211448 2021-04-10 02:42:45,919 INFO : TRAIN, epoch=0074, iter=00080/00196, fetch data time cost=1.49ms, fps=2230 images/s, loss=0.2079, top1-acc=93.16%, top5-acc=99.79%, remaining_time=0:00:13.571768, arrival_time=2021-04-10 02:42:59.491048, cost_time=0:00:09.359820 2021-04-10 02:42:47,072 INFO : TRAIN, epoch=0074, iter=00090/00196, fetch data time cost=1.47ms, fps=2221 images/s, loss=0.2076, top1-acc=93.19%, top5-acc=99.80%, remaining_time=0:00:12.381648, arrival_time=2021-04-10 02:42:59.453857, cost_time=0:00:10.512753 2021-04-10 02:42:48,217 INFO : TRAIN, epoch=0074, iter=00100/00196, fetch data time cost=1.87ms, fps=2237 images/s, loss=0.2084, top1-acc=93.19%, top5-acc=99.78%, remaining_time=0:00:11.191296, arrival_time=2021-04-10 02:42:59.408391, cost_time=0:00:11.657562 2021-04-10 02:42:49,363 INFO : TRAIN, epoch=0074, iter=00110/00196, fetch data time cost=1.40ms, fps=2234 images/s, loss=0.2069, top1-acc=93.25%, top5-acc=99.79%, remaining_time=0:00:10.010314, arrival_time=2021-04-10 02:42:59.373639, cost_time=0:00:12.803857 2021-04-10 02:42:50,509 INFO : TRAIN, epoch=0074, iter=00120/00196, fetch data time cost=1.48ms, fps=2235 images/s, loss=0.2053, top1-acc=93.30%, top5-acc=99.79%, remaining_time=0:00:08.834696, arrival_time=2021-04-10 02:42:59.343654, cost_time=0:00:13.949496 2021-04-10 02:42:51,652 INFO : TRAIN, epoch=0074, iter=00130/00196, fetch data time cost=1.49ms, fps=2240 images/s, loss=0.2052, top1-acc=93.31%, top5-acc=99.78%, remaining_time=0:00:07.662468, arrival_time=2021-04-10 02:42:59.314737, cost_time=0:00:15.092749 2021-04-10 02:42:52,798 INFO : TRAIN, epoch=0074, iter=00140/00196, fetch data time cost=2.23ms, fps=2234 images/s, loss=0.2063, top1-acc=93.28%, top5-acc=99.78%, remaining_time=0:00:06.495776, arrival_time=2021-04-10 02:42:59.294648, cost_time=0:00:16.239410 2021-04-10 02:42:53,949 INFO : TRAIN, epoch=0074, iter=00150/00196, fetch data time cost=2.04ms, fps=2227 images/s, loss=0.2071, top1-acc=93.28%, top5-acc=99.79%, remaining_time=0:00:05.332780, arrival_time=2021-04-10 02:42:59.281766, cost_time=0:00:17.389531 2021-04-10 02:42:55,088 INFO : TRAIN, epoch=0074, iter=00160/00196, fetch data time cost=1.40ms, fps=2247 images/s, loss=0.2083, top1-acc=93.26%, top5-acc=99.78%, remaining_time=0:00:04.169124, arrival_time=2021-04-10 02:42:59.257987, cost_time=0:00:18.529396 2021-04-10 02:42:56,236 INFO : TRAIN, epoch=0074, iter=00170/00196, fetch data time cost=1.53ms, fps=2231 images/s, loss=0.2082, top1-acc=93.26%, top5-acc=99.78%, remaining_time=0:00:03.009474, arrival_time=2021-04-10 02:42:59.246276, cost_time=0:00:19.677345 2021-04-10 02:42:57,380 INFO : TRAIN, epoch=0074, iter=00180/00196, fetch data time cost=1.42ms, fps=2240 images/s, loss=0.2085, top1-acc=93.25%, top5-acc=99.78%, remaining_time=0:00:01.850720, arrival_time=2021-04-10 02:42:59.230777, cost_time=0:00:20.820558 2021-04-10 02:42:58,522 INFO : TRAIN, epoch=0074, iter=00190/00196, fetch data time cost=1.26ms, fps=2243 images/s, loss=0.2086, top1-acc=93.27%, top5-acc=99.78%, remaining_time=0:00:00.693558, arrival_time=2021-04-10 02:42:59.215668, cost_time=0:00:21.962593 2021-04-10 02:42:59,137 INFO : TRAIN, epoch=0074, iter=00196/00196, fetch data time cost=1.26ms, fps=2213 images/s, loss=0.2097, top1-acc=93.26%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-10 02:42:59.137206, cost_time=0:00:22.577760 2021-04-10 02:42:59,608 INFO : EVAL, epoch=0074, iter=00010/00040, fetch data time cost=0.34ms, fps=5439 images/s, loss=0.4127, top1-acc=87.73%, top5-acc=99.53%, remaining_time=0:00:01.411860, arrival_time=2021-04-10 02:43:01.020611, cost_time=0:00:00.470625 2021-04-10 02:42:59,982 INFO : EVAL, epoch=0074, iter=00020/00040, fetch data time cost=1.34ms, fps=6853 images/s, loss=0.3960, top1-acc=87.73%, top5-acc=99.49%, remaining_time=0:00:00.844680, arrival_time=2021-04-10 02:43:00.827437, cost_time=0:00:00.844685 2021-04-10 02:43:00,359 INFO : EVAL, epoch=0074, iter=00030/00040, fetch data time cost=1.73ms, fps=6806 images/s, loss=0.4088, top1-acc=87.47%, top5-acc=99.31%, remaining_time=0:00:00.407040, arrival_time=2021-04-10 02:43:00.766264, cost_time=0:00:01.221110 2021-04-10 02:43:00,697 INFO : EVAL, epoch=0074, iter=00040/00040, fetch data time cost=0.07ms, fps=6872 images/s, loss=0.4149, top1-acc=87.32%, top5-acc=99.34%, remaining_time=0:00:00, arrival_time=2021-04-10 02:43:00.697220, cost_time=0:00:01.559168 2021-04-10 02:43:01,843 INFO : Epoch=0074 complete, best val top1-acc=87.97%, top5-acc=99.01% (epoch=51), remaining_time=0:52:11.917740, arrival_time=2021-04-10 03:35:13.761306, cost_time=0:30:39.380261 2021-04-10 02:43:01,844 INFO : Train start, epoch=0075, lr=0.069857 2021-04-10 02:43:03,159 INFO : TRAIN, epoch=0075, iter=00010/00196, fetch data time cost=0.52ms, fps=1946 images/s, loss=0.1955, top1-acc=93.75%, top5-acc=99.73%, remaining_time=0:00:24.462162, arrival_time=2021-04-10 02:43:27.621728, cost_time=0:00:01.315171 2021-04-10 02:43:04,303 INFO : TRAIN, epoch=0075, iter=00020/00196, fetch data time cost=1.43ms, fps=2239 images/s, loss=0.1891, top1-acc=93.96%, top5-acc=99.77%, remaining_time=0:00:21.641664, arrival_time=2021-04-10 02:43:25.945341, cost_time=0:00:02.459288 2021-04-10 02:43:05,443 INFO : TRAIN, epoch=0075, iter=00030/00196, fetch data time cost=1.36ms, fps=2247 images/s, loss=0.1892, top1-acc=93.93%, top5-acc=99.78%, remaining_time=0:00:19.914024, arrival_time=2021-04-10 02:43:25.357274, cost_time=0:00:03.598923 2021-04-10 02:43:06,590 INFO : TRAIN, epoch=0075, iter=00040/00196, fetch data time cost=1.98ms, fps=2233 images/s, loss=0.1873, top1-acc=93.94%, top5-acc=99.80%, remaining_time=0:00:18.509400, arrival_time=2021-04-10 02:43:25.099733, cost_time=0:00:04.746010 2021-04-10 02:43:07,742 INFO : TRAIN, epoch=0075, iter=00050/00196, fetch data time cost=2.09ms, fps=2224 images/s, loss=0.1864, top1-acc=94.00%, top5-acc=99.82%, remaining_time=0:00:17.221284, arrival_time=2021-04-10 02:43:24.963364, cost_time=0:00:05.897706 2021-04-10 02:43:08,887 INFO : TRAIN, epoch=0075, iter=00060/00196, fetch data time cost=1.69ms, fps=2236 images/s, loss=0.1864, top1-acc=94.10%, top5-acc=99.81%, remaining_time=0:00:15.964088, arrival_time=2021-04-10 02:43:24.851362, cost_time=0:00:07.042951 2021-04-10 02:43:10,030 INFO : TRAIN, epoch=0075, iter=00070/00196, fetch data time cost=1.80ms, fps=2240 images/s, loss=0.1844, top1-acc=94.12%, top5-acc=99.80%, remaining_time=0:00:14.735448, arrival_time=2021-04-10 02:43:24.766145, cost_time=0:00:08.186378 2021-04-10 02:43:11,173 INFO : TRAIN, epoch=0075, iter=00080/00196, fetch data time cost=1.94ms, fps=2242 images/s, loss=0.1889, top1-acc=94.02%, top5-acc=99.79%, remaining_time=0:00:13.526644, arrival_time=2021-04-10 02:43:24.699659, cost_time=0:00:09.328694 2021-04-10 02:43:12,317 INFO : TRAIN, epoch=0075, iter=00090/00196, fetch data time cost=1.43ms, fps=2237 images/s, loss=0.1914, top1-acc=93.87%, top5-acc=99.77%, remaining_time=0:00:12.335326, arrival_time=2021-04-10 02:43:24.653060, cost_time=0:00:10.473372 2021-04-10 02:43:13,467 INFO : TRAIN, epoch=0075, iter=00100/00196, fetch data time cost=1.50ms, fps=2228 images/s, loss=0.1918, top1-acc=93.84%, top5-acc=99.77%, remaining_time=0:00:11.157888, arrival_time=2021-04-10 02:43:24.625114, cost_time=0:00:11.622838 2021-04-10 02:43:14,610 INFO : TRAIN, epoch=0075, iter=00110/00196, fetch data time cost=1.33ms, fps=2240 images/s, loss=0.1913, top1-acc=93.85%, top5-acc=99.76%, remaining_time=0:00:09.980902, arrival_time=2021-04-10 02:43:24.591536, cost_time=0:00:12.766314 2021-04-10 02:43:15,755 INFO : TRAIN, epoch=0075, iter=00120/00196, fetch data time cost=1.66ms, fps=2238 images/s, loss=0.1940, top1-acc=93.76%, top5-acc=99.76%, remaining_time=0:00:08.810148, arrival_time=2021-04-10 02:43:24.565279, cost_time=0:00:13.910754 2021-04-10 02:43:16,899 INFO : TRAIN, epoch=0075, iter=00130/00196, fetch data time cost=1.54ms, fps=2239 images/s, loss=0.1976, top1-acc=93.60%, top5-acc=99.77%, remaining_time=0:00:07.643130, arrival_time=2021-04-10 02:43:24.542126, cost_time=0:00:15.054684 2021-04-10 02:43:18,048 INFO : TRAIN, epoch=0075, iter=00140/00196, fetch data time cost=1.86ms, fps=2228 images/s, loss=0.1975, top1-acc=93.59%, top5-acc=99.78%, remaining_time=0:00:06.481720, arrival_time=2021-04-10 02:43:24.530367, cost_time=0:00:16.204270 2021-04-10 02:43:19,198 INFO : TRAIN, epoch=0075, iter=00150/00196, fetch data time cost=1.54ms, fps=2227 images/s, loss=0.1973, top1-acc=93.57%, top5-acc=99.78%, remaining_time=0:00:05.322016, arrival_time=2021-04-10 02:43:24.520681, cost_time=0:00:17.354347 2021-04-10 02:43:20,341 INFO : TRAIN, epoch=0075, iter=00160/00196, fetch data time cost=1.43ms, fps=2241 images/s, loss=0.1959, top1-acc=93.62%, top5-acc=99.78%, remaining_time=0:00:04.161816, arrival_time=2021-04-10 02:43:24.503161, cost_time=0:00:18.497025 2021-04-10 02:43:21,482 INFO : TRAIN, epoch=0075, iter=00170/00196, fetch data time cost=1.38ms, fps=2244 images/s, loss=0.1959, top1-acc=93.63%, top5-acc=99.78%, remaining_time=0:00:03.003494, arrival_time=2021-04-10 02:43:24.486104, cost_time=0:00:19.638288 2021-04-10 02:43:22,628 INFO : TRAIN, epoch=0075, iter=00180/00196, fetch data time cost=1.77ms, fps=2235 images/s, loss=0.1973, top1-acc=93.58%, top5-acc=99.78%, remaining_time=0:00:01.847472, arrival_time=2021-04-10 02:43:24.475852, cost_time=0:00:20.784018 2021-04-10 02:43:23,772 INFO : TRAIN, epoch=0075, iter=00190/00196, fetch data time cost=1.26ms, fps=2239 images/s, loss=0.1986, top1-acc=93.50%, top5-acc=99.79%, remaining_time=0:00:00.692460, arrival_time=2021-04-10 02:43:24.464743, cost_time=0:00:21.927963 2021-04-10 02:43:24,386 INFO : TRAIN, epoch=0075, iter=00196/00196, fetch data time cost=1.23ms, fps=2217 images/s, loss=0.2003, top1-acc=93.48%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-10 02:43:24.386147, cost_time=0:00:22.541840 2021-04-10 02:43:24,859 INFO : EVAL, epoch=0075, iter=00010/00040, fetch data time cost=0.30ms, fps=5420 images/s, loss=0.4800, top1-acc=85.82%, top5-acc=99.06%, remaining_time=0:00:01.416960, arrival_time=2021-04-10 02:43:26.276307, cost_time=0:00:00.472318 2021-04-10 02:43:25,246 INFO : EVAL, epoch=0075, iter=00020/00040, fetch data time cost=2.03ms, fps=6615 images/s, loss=0.4705, top1-acc=85.72%, top5-acc=99.16%, remaining_time=0:00:00.859760, arrival_time=2021-04-10 02:43:26.106580, cost_time=0:00:00.859765 2021-04-10 02:43:25,619 INFO : EVAL, epoch=0075, iter=00030/00040, fetch data time cost=1.49ms, fps=6868 images/s, loss=0.4845, top1-acc=85.40%, top5-acc=99.22%, remaining_time=0:00:00.410980, arrival_time=2021-04-10 02:43:26.030916, cost_time=0:00:01.232940 2021-04-10 02:43:25,955 INFO : EVAL, epoch=0075, iter=00040/00040, fetch data time cost=0.08ms, fps=6917 images/s, loss=0.4872, top1-acc=85.27%, top5-acc=99.20%, remaining_time=0:00:00, arrival_time=2021-04-10 02:43:25.955670, cost_time=0:00:01.568696 2021-04-10 02:43:26,475 INFO : Epoch=0075 complete, best val top1-acc=87.97%, top5-acc=99.01% (epoch=51), remaining_time=0:51:46.687000, arrival_time=2021-04-10 03:35:13.162477, cost_time=0:31:04.012179 2021-04-10 02:43:26,476 INFO : Train start, epoch=0076, lr=0.069134 2021-04-10 02:43:27,840 INFO : TRAIN, epoch=0076, iter=00010/00196, fetch data time cost=0.35ms, fps=1876 images/s, loss=0.2175, top1-acc=92.89%, top5-acc=99.84%, remaining_time=0:00:25.376352, arrival_time=2021-04-10 02:43:53.216826, cost_time=0:00:01.364324 2021-04-10 02:43:28,982 INFO : TRAIN, epoch=0076, iter=00020/00196, fetch data time cost=1.65ms, fps=2243 images/s, loss=0.2147, top1-acc=92.91%, top5-acc=99.88%, remaining_time=0:00:22.055088, arrival_time=2021-04-10 02:43:51.037533, cost_time=0:00:02.506257 2021-04-10 02:43:30,124 INFO : TRAIN, epoch=0076, iter=00030/00196, fetch data time cost=1.86ms, fps=2244 images/s, loss=0.2065, top1-acc=93.31%, top5-acc=99.86%, remaining_time=0:00:20.184272, arrival_time=2021-04-10 02:43:50.308224, cost_time=0:00:03.647772 2021-04-10 02:43:31,268 INFO : TRAIN, epoch=0076, iter=00040/00196, fetch data time cost=1.60ms, fps=2238 images/s, loss=0.2021, top1-acc=93.40%, top5-acc=99.87%, remaining_time=0:00:18.688644, arrival_time=2021-04-10 02:43:49.956727, cost_time=0:00:04.791962 2021-04-10 02:43:32,424 INFO : TRAIN, epoch=0076, iter=00050/00196, fetch data time cost=1.58ms, fps=2216 images/s, loss=0.1977, top1-acc=93.45%, top5-acc=99.83%, remaining_time=0:00:17.367430, arrival_time=2021-04-10 02:43:49.791368, cost_time=0:00:05.947749 2021-04-10 02:43:33,570 INFO : TRAIN, epoch=0076, iter=00060/00196, fetch data time cost=1.54ms, fps=2234 images/s, loss=0.1996, top1-acc=93.46%, top5-acc=99.80%, remaining_time=0:00:16.080096, arrival_time=2021-04-10 02:43:49.650388, cost_time=0:00:07.094154 2021-04-10 02:43:34,711 INFO : TRAIN, epoch=0076, iter=00070/00196, fetch data time cost=1.42ms, fps=2244 images/s, loss=0.1995, top1-acc=93.50%, top5-acc=99.80%, remaining_time=0:00:14.824026, arrival_time=2021-04-10 02:43:49.535736, cost_time=0:00:08.235576 2021-04-10 02:43:35,856 INFO : TRAIN, epoch=0076, iter=00080/00196, fetch data time cost=1.94ms, fps=2238 images/s, loss=0.1986, top1-acc=93.46%, top5-acc=99.80%, remaining_time=0:00:13.600768, arrival_time=2021-04-10 02:43:49.456828, cost_time=0:00:09.379878 2021-04-10 02:43:37,004 INFO : TRAIN, epoch=0076, iter=00090/00196, fetch data time cost=1.70ms, fps=2230 images/s, loss=0.1985, top1-acc=93.45%, top5-acc=99.78%, remaining_time=0:00:12.399986, arrival_time=2021-04-10 02:43:49.404515, cost_time=0:00:10.528256 2021-04-10 02:43:38,147 INFO : TRAIN, epoch=0076, iter=00100/00196, fetch data time cost=1.36ms, fps=2240 images/s, loss=0.1970, top1-acc=93.53%, top5-acc=99.79%, remaining_time=0:00:11.204640, arrival_time=2021-04-10 02:43:49.352509, cost_time=0:00:11.671546 2021-04-10 02:43:39,294 INFO : TRAIN, epoch=0076, iter=00110/00196, fetch data time cost=1.52ms, fps=2234 images/s, loss=0.1980, top1-acc=93.48%, top5-acc=99.80%, remaining_time=0:00:10.021408, arrival_time=2021-04-10 02:43:49.315660, cost_time=0:00:12.818117 2021-04-10 02:43:40,438 INFO : TRAIN, epoch=0076, iter=00120/00196, fetch data time cost=1.87ms, fps=2237 images/s, loss=0.1998, top1-acc=93.47%, top5-acc=99.80%, remaining_time=0:00:08.843056, arrival_time=2021-04-10 02:43:49.281848, cost_time=0:00:13.962667 2021-04-10 02:43:41,589 INFO : TRAIN, epoch=0076, iter=00130/00196, fetch data time cost=1.46ms, fps=2225 images/s, loss=0.2009, top1-acc=93.45%, top5-acc=99.80%, remaining_time=0:00:07.673028, arrival_time=2021-04-10 02:43:49.262791, cost_time=0:00:15.113569 2021-04-10 02:43:42,738 INFO : TRAIN, epoch=0076, iter=00140/00196, fetch data time cost=1.57ms, fps=2230 images/s, loss=0.2008, top1-acc=93.45%, top5-acc=99.80%, remaining_time=0:00:06.504904, arrival_time=2021-04-10 02:43:49.243355, cost_time=0:00:16.262256 2021-04-10 02:43:43,881 INFO : TRAIN, epoch=0076, iter=00150/00196, fetch data time cost=1.58ms, fps=2241 images/s, loss=0.1990, top1-acc=93.51%, top5-acc=99.80%, remaining_time=0:00:05.337518, arrival_time=2021-04-10 02:43:49.218659, cost_time=0:00:17.404964 2021-04-10 02:43:45,033 INFO : TRAIN, epoch=0076, iter=00160/00196, fetch data time cost=1.46ms, fps=2222 images/s, loss=0.1987, top1-acc=93.54%, top5-acc=99.80%, remaining_time=0:00:04.175424, arrival_time=2021-04-10 02:43:49.208975, cost_time=0:00:18.557423 2021-04-10 02:43:46,180 INFO : TRAIN, epoch=0076, iter=00170/00196, fetch data time cost=1.63ms, fps=2233 images/s, loss=0.1976, top1-acc=93.59%, top5-acc=99.80%, remaining_time=0:00:03.013608, arrival_time=2021-04-10 02:43:49.194132, cost_time=0:00:19.704388 2021-04-10 02:43:47,321 INFO : TRAIN, epoch=0076, iter=00180/00196, fetch data time cost=1.95ms, fps=2245 images/s, loss=0.1973, top1-acc=93.61%, top5-acc=99.80%, remaining_time=0:00:01.852912, arrival_time=2021-04-10 02:43:49.174426, cost_time=0:00:20.845313 2021-04-10 02:43:48,467 INFO : TRAIN, epoch=0076, iter=00190/00196, fetch data time cost=1.21ms, fps=2236 images/s, loss=0.1967, top1-acc=93.62%, top5-acc=99.81%, remaining_time=0:00:00.694452, arrival_time=2021-04-10 02:43:49.161626, cost_time=0:00:21.991042 2021-04-10 02:43:49,080 INFO : TRAIN, epoch=0076, iter=00196/00196, fetch data time cost=1.30ms, fps=2219 images/s, loss=0.1971, top1-acc=93.60%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-10 02:43:49.080425, cost_time=0:00:22.604299 2021-04-10 02:43:49,571 INFO : EVAL, epoch=0076, iter=00010/00040, fetch data time cost=0.29ms, fps=5228 images/s, loss=0.4573, top1-acc=87.07%, top5-acc=99.34%, remaining_time=0:00:01.468860, arrival_time=2021-04-10 02:43:51.039875, cost_time=0:00:00.489617 2021-04-10 02:43:49,941 INFO : EVAL, epoch=0076, iter=00020/00040, fetch data time cost=0.40ms, fps=6918 images/s, loss=0.4577, top1-acc=86.72%, top5-acc=99.39%, remaining_time=0:00:00.860000, arrival_time=2021-04-10 02:43:50.801381, cost_time=0:00:00.859991 2021-04-10 02:43:50,311 INFO : EVAL, epoch=0076, iter=00030/00040, fetch data time cost=1.25ms, fps=6917 images/s, loss=0.4568, top1-acc=86.56%, top5-acc=99.37%, remaining_time=0:00:00.410130, arrival_time=2021-04-10 02:43:50.721960, cost_time=0:00:01.230402 2021-04-10 02:43:50,658 INFO : EVAL, epoch=0076, iter=00040/00040, fetch data time cost=0.11ms, fps=6704 images/s, loss=0.4496, top1-acc=86.48%, top5-acc=99.36%, remaining_time=0:00:00, arrival_time=2021-04-10 02:43:50.658306, cost_time=0:00:01.576898 2021-04-10 02:43:51,233 INFO : Epoch=0076 complete, best val top1-acc=87.97%, top5-acc=99.01% (epoch=51), remaining_time=0:51:21.676768, arrival_time=2021-04-10 03:35:12.909743, cost_time=0:31:28.769645 2021-04-10 02:43:51,233 INFO : Train start, epoch=0077, lr=0.068406 2021-04-10 02:43:52,559 INFO : TRAIN, epoch=0077, iter=00010/00196, fetch data time cost=0.37ms, fps=1932 images/s, loss=0.1878, top1-acc=93.95%, top5-acc=99.88%, remaining_time=0:00:24.649278, arrival_time=2021-04-10 02:44:17.208354, cost_time=0:00:01.325232 2021-04-10 02:43:53,699 INFO : TRAIN, epoch=0077, iter=00020/00196, fetch data time cost=1.37ms, fps=2246 images/s, loss=0.1902, top1-acc=93.73%, top5-acc=99.88%, remaining_time=0:00:21.694640, arrival_time=2021-04-10 02:44:15.393824, cost_time=0:00:02.465303 2021-04-10 02:43:54,847 INFO : TRAIN, epoch=0077, iter=00030/00196, fetch data time cost=1.37ms, fps=2230 images/s, loss=0.1894, top1-acc=93.67%, top5-acc=99.90%, remaining_time=0:00:19.997688, arrival_time=2021-04-10 02:44:14.845551, cost_time=0:00:03.614026 2021-04-10 02:43:55,990 INFO : TRAIN, epoch=0077, iter=00040/00196, fetch data time cost=1.34ms, fps=2240 images/s, loss=0.1887, top1-acc=93.76%, top5-acc=99.86%, remaining_time=0:00:18.552456, arrival_time=2021-04-10 02:44:14.543328, cost_time=0:00:04.757029 2021-04-10 02:43:57,132 INFO : TRAIN, epoch=0077, iter=00050/00196, fetch data time cost=1.45ms, fps=2244 images/s, loss=0.1889, top1-acc=93.76%, top5-acc=99.84%, remaining_time=0:00:17.222744, arrival_time=2021-04-10 02:44:14.354766, cost_time=0:00:05.898178 2021-04-10 02:43:58,274 INFO : TRAIN, epoch=0077, iter=00060/00196, fetch data time cost=1.42ms, fps=2242 images/s, loss=0.1888, top1-acc=93.79%, top5-acc=99.83%, remaining_time=0:00:15.957832, arrival_time=2021-04-10 02:44:14.231875, cost_time=0:00:07.040201 2021-04-10 02:43:59,414 INFO : TRAIN, epoch=0077, iter=00070/00196, fetch data time cost=1.48ms, fps=2247 images/s, loss=0.1911, top1-acc=93.72%, top5-acc=99.82%, remaining_time=0:00:14.724234, arrival_time=2021-04-10 02:44:14.138214, cost_time=0:00:08.180139 2021-04-10 02:44:00,557 INFO : TRAIN, epoch=0077, iter=00080/00196, fetch data time cost=1.89ms, fps=2240 images/s, loss=0.1907, top1-acc=93.75%, top5-acc=99.80%, remaining_time=0:00:13.519220, arrival_time=2021-04-10 02:44:14.076684, cost_time=0:00:09.323597 2021-04-10 02:44:01,736 INFO : TRAIN, epoch=0077, iter=00090/00196, fetch data time cost=2.54ms, fps=2173 images/s, loss=0.1915, top1-acc=93.68%, top5-acc=99.80%, remaining_time=0:00:12.369140, arrival_time=2021-04-10 02:44:14.105191, cost_time=0:00:10.502085 2021-04-10 02:44:02,895 INFO : TRAIN, epoch=0077, iter=00100/00196, fetch data time cost=2.14ms, fps=2210 images/s, loss=0.1907, top1-acc=93.70%, top5-acc=99.80%, remaining_time=0:00:11.194944, arrival_time=2021-04-10 02:44:14.090228, cost_time=0:00:11.661351 2021-04-10 02:44:04,059 INFO : TRAIN, epoch=0077, iter=00110/00196, fetch data time cost=1.59ms, fps=2200 images/s, loss=0.1919, top1-acc=93.63%, top5-acc=99.80%, remaining_time=0:00:10.027256, arrival_time=2021-04-10 02:44:14.086771, cost_time=0:00:12.825581 2021-04-10 02:44:05,207 INFO : TRAIN, epoch=0077, iter=00120/00196, fetch data time cost=1.69ms, fps=2233 images/s, loss=0.1910, top1-acc=93.68%, top5-acc=99.81%, remaining_time=0:00:08.849212, arrival_time=2021-04-10 02:44:14.056159, cost_time=0:00:13.972456 2021-04-10 02:44:06,357 INFO : TRAIN, epoch=0077, iter=00130/00196, fetch data time cost=1.94ms, fps=2228 images/s, loss=0.1910, top1-acc=93.68%, top5-acc=99.80%, remaining_time=0:00:07.677912, arrival_time=2021-04-10 02:44:14.034884, cost_time=0:00:15.123117 2021-04-10 02:44:07,500 INFO : TRAIN, epoch=0077, iter=00140/00196, fetch data time cost=2.11ms, fps=2240 images/s, loss=0.1919, top1-acc=93.65%, top5-acc=99.81%, remaining_time=0:00:06.506528, arrival_time=2021-04-10 02:44:14.006889, cost_time=0:00:16.266317 2021-04-10 02:44:08,653 INFO : TRAIN, epoch=0077, iter=00150/00196, fetch data time cost=2.22ms, fps=2221 images/s, loss=0.1911, top1-acc=93.67%, top5-acc=99.80%, remaining_time=0:00:05.342026, arrival_time=2021-04-10 02:44:13.995691, cost_time=0:00:17.419697 2021-04-10 02:44:09,804 INFO : TRAIN, epoch=0077, iter=00160/00196, fetch data time cost=2.05ms, fps=2227 images/s, loss=0.1901, top1-acc=93.73%, top5-acc=99.81%, remaining_time=0:00:04.178268, arrival_time=2021-04-10 02:44:13.982242, cost_time=0:00:18.570124 2021-04-10 02:44:10,952 INFO : TRAIN, epoch=0077, iter=00170/00196, fetch data time cost=1.87ms, fps=2231 images/s, loss=0.1900, top1-acc=93.72%, top5-acc=99.81%, remaining_time=0:00:03.015688, arrival_time=2021-04-10 02:44:13.967715, cost_time=0:00:19.717996 2021-04-10 02:44:12,096 INFO : TRAIN, epoch=0077, iter=00180/00196, fetch data time cost=1.53ms, fps=2239 images/s, loss=0.1909, top1-acc=93.68%, top5-acc=99.81%, remaining_time=0:00:01.854416, arrival_time=2021-04-10 02:44:13.950375, cost_time=0:00:20.862113 2021-04-10 02:44:13,240 INFO : TRAIN, epoch=0077, iter=00190/00196, fetch data time cost=1.21ms, fps=2238 images/s, loss=0.1915, top1-acc=93.67%, top5-acc=99.81%, remaining_time=0:00:00.694944, arrival_time=2021-04-10 02:44:13.935458, cost_time=0:00:22.006597 2021-04-10 02:44:13,855 INFO : TRAIN, epoch=0077, iter=00196/00196, fetch data time cost=1.78ms, fps=2214 images/s, loss=0.1926, top1-acc=93.67%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-10 02:44:13.855409, cost_time=0:00:22.621502 2021-04-10 02:44:14,346 INFO : EVAL, epoch=0077, iter=00010/00040, fetch data time cost=0.29ms, fps=5226 images/s, loss=0.3806, top1-acc=87.81%, top5-acc=99.37%, remaining_time=0:00:01.469400, arrival_time=2021-04-10 02:44:15.815761, cost_time=0:00:00.489805 2021-04-10 02:44:14,721 INFO : EVAL, epoch=0077, iter=00020/00040, fetch data time cost=1.79ms, fps=6834 images/s, loss=0.3978, top1-acc=87.52%, top5-acc=99.32%, remaining_time=0:00:00.864760, arrival_time=2021-04-10 02:44:15.586120, cost_time=0:00:00.864768 2021-04-10 02:44:15,096 INFO : EVAL, epoch=0077, iter=00030/00040, fetch data time cost=3.23ms, fps=6824 images/s, loss=0.4147, top1-acc=87.02%, top5-acc=99.24%, remaining_time=0:00:00.413460, arrival_time=2021-04-10 02:44:15.510389, cost_time=0:00:01.240368 2021-04-10 02:44:15,433 INFO : EVAL, epoch=0077, iter=00040/00040, fetch data time cost=0.07ms, fps=6903 images/s, loss=0.4174, top1-acc=86.78%, top5-acc=99.24%, remaining_time=0:00:00, arrival_time=2021-04-10 02:44:15.433387, cost_time=0:00:01.576862 2021-04-10 02:44:15,929 INFO : Epoch=0077 complete, best val top1-acc=87.97%, top5-acc=99.01% (epoch=51), remaining_time=0:50:56.574969, arrival_time=2021-04-10 03:35:12.503912, cost_time=0:31:53.465612 2021-04-10 02:44:15,929 INFO : Train start, epoch=0078, lr=0.067674 2021-04-10 02:44:17,271 INFO : TRAIN, epoch=0078, iter=00010/00196, fetch data time cost=2.16ms, fps=1908 images/s, loss=0.1891, top1-acc=93.63%, top5-acc=99.69%, remaining_time=0:00:24.955992, arrival_time=2021-04-10 02:44:42.227659, cost_time=0:00:01.341720 2021-04-10 02:44:18,416 INFO : TRAIN, epoch=0078, iter=00020/00196, fetch data time cost=1.38ms, fps=2238 images/s, loss=0.1837, top1-acc=93.71%, top5-acc=99.82%, remaining_time=0:00:21.876976, arrival_time=2021-04-10 02:44:40.293059, cost_time=0:00:02.486029 2021-04-10 02:44:19,560 INFO : TRAIN, epoch=0078, iter=00030/00196, fetch data time cost=1.45ms, fps=2238 images/s, loss=0.1853, top1-acc=93.82%, top5-acc=99.75%, remaining_time=0:00:20.089984, arrival_time=2021-04-10 02:44:39.650611, cost_time=0:00:03.630708 2021-04-10 02:44:20,702 INFO : TRAIN, epoch=0078, iter=00040/00196, fetch data time cost=1.67ms, fps=2244 images/s, loss=0.1805, top1-acc=94.00%, top5-acc=99.77%, remaining_time=0:00:18.611112, arrival_time=2021-04-10 02:44:39.313072, cost_time=0:00:04.772084 2021-04-10 02:44:21,848 INFO : TRAIN, epoch=0078, iter=00050/00196, fetch data time cost=1.88ms, fps=2235 images/s, loss=0.1837, top1-acc=93.86%, top5-acc=99.77%, remaining_time=0:00:17.280414, arrival_time=2021-04-10 02:44:39.128361, cost_time=0:00:05.917946 2021-04-10 02:44:22,995 INFO : TRAIN, epoch=0078, iter=00060/00196, fetch data time cost=1.41ms, fps=2233 images/s, loss=0.1859, top1-acc=93.78%, top5-acc=99.77%, remaining_time=0:00:16.014272, arrival_time=2021-04-10 02:44:39.009305, cost_time=0:00:07.065149 2021-04-10 02:44:24,139 INFO : TRAIN, epoch=0078, iter=00070/00196, fetch data time cost=1.44ms, fps=2237 images/s, loss=0.1922, top1-acc=93.62%, top5-acc=99.77%, remaining_time=0:00:14.777658, arrival_time=2021-04-10 02:44:38.917368, cost_time=0:00:08.209837 2021-04-10 02:44:25,281 INFO : TRAIN, epoch=0078, iter=00080/00196, fetch data time cost=1.95ms, fps=2242 images/s, loss=0.1906, top1-acc=93.64%, top5-acc=99.78%, remaining_time=0:00:13.560284, arrival_time=2021-04-10 02:44:38.842121, cost_time=0:00:09.351957 2021-04-10 02:44:26,421 INFO : TRAIN, epoch=0078, iter=00090/00196, fetch data time cost=1.38ms, fps=2247 images/s, loss=0.1906, top1-acc=93.66%, top5-acc=99.78%, remaining_time=0:00:12.356844, arrival_time=2021-04-10 02:44:38.778422, cost_time=0:00:10.491699 2021-04-10 02:44:27,565 INFO : TRAIN, epoch=0078, iter=00100/00196, fetch data time cost=1.55ms, fps=2239 images/s, loss=0.1912, top1-acc=93.72%, top5-acc=99.77%, remaining_time=0:00:11.170272, arrival_time=2021-04-10 02:44:38.735841, cost_time=0:00:11.635693 2021-04-10 02:44:28,728 INFO : TRAIN, epoch=0078, iter=00110/00196, fetch data time cost=1.94ms, fps=2202 images/s, loss=0.1952, top1-acc=93.58%, top5-acc=99.76%, remaining_time=0:00:10.006272, arrival_time=2021-04-10 02:44:38.734953, cost_time=0:00:12.798717 2021-04-10 02:44:29,876 INFO : TRAIN, epoch=0078, iter=00120/00196, fetch data time cost=1.33ms, fps=2232 images/s, loss=0.1969, top1-acc=93.51%, top5-acc=99.77%, remaining_time=0:00:08.832720, arrival_time=2021-04-10 02:44:38.709059, cost_time=0:00:13.946450 2021-04-10 02:44:31,027 INFO : TRAIN, epoch=0078, iter=00130/00196, fetch data time cost=1.99ms, fps=2225 images/s, loss=0.1965, top1-acc=93.55%, top5-acc=99.78%, remaining_time=0:00:07.664778, arrival_time=2021-04-10 02:44:38.691893, cost_time=0:00:15.097237 2021-04-10 02:44:32,197 INFO : TRAIN, epoch=0078, iter=00140/00196, fetch data time cost=1.39ms, fps=2187 images/s, loss=0.1951, top1-acc=93.61%, top5-acc=99.79%, remaining_time=0:00:06.507200, arrival_time=2021-04-10 02:44:38.705091, cost_time=0:00:16.267983 2021-04-10 02:44:33,360 INFO : TRAIN, epoch=0078, iter=00150/00196, fetch data time cost=2.05ms, fps=2204 images/s, loss=0.1949, top1-acc=93.61%, top5-acc=99.79%, remaining_time=0:00:05.345246, arrival_time=2021-04-10 02:44:38.705289, cost_time=0:00:17.430114 2021-04-10 02:44:34,508 INFO : TRAIN, epoch=0078, iter=00160/00196, fetch data time cost=1.36ms, fps=2231 images/s, loss=0.1943, top1-acc=93.64%, top5-acc=99.79%, remaining_time=0:00:04.180140, arrival_time=2021-04-10 02:44:38.688389, cost_time=0:00:18.578373 2021-04-10 02:44:35,651 INFO : TRAIN, epoch=0078, iter=00170/00196, fetch data time cost=1.49ms, fps=2240 images/s, loss=0.1955, top1-acc=93.61%, top5-acc=99.79%, remaining_time=0:00:03.016286, arrival_time=2021-04-10 02:44:38.668051, cost_time=0:00:19.721810 2021-04-10 02:44:36,795 INFO : TRAIN, epoch=0078, iter=00180/00196, fetch data time cost=1.87ms, fps=2240 images/s, loss=0.1963, top1-acc=93.60%, top5-acc=99.78%, remaining_time=0:00:01.854672, arrival_time=2021-04-10 02:44:38.649656, cost_time=0:00:20.865034 2021-04-10 02:44:37,938 INFO : TRAIN, epoch=0078, iter=00190/00196, fetch data time cost=1.36ms, fps=2239 images/s, loss=0.1965, top1-acc=93.61%, top5-acc=99.79%, remaining_time=0:00:00.695016, arrival_time=2021-04-10 02:44:38.633841, cost_time=0:00:22.008935 2021-04-10 02:44:38,554 INFO : TRAIN, epoch=0078, iter=00196/00196, fetch data time cost=1.22ms, fps=2212 images/s, loss=0.1960, top1-acc=93.64%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-10 02:44:38.553990, cost_time=0:00:22.624120 2021-04-10 02:44:39,005 INFO : EVAL, epoch=0078, iter=00010/00040, fetch data time cost=1.38ms, fps=5682 images/s, loss=0.3678, top1-acc=88.24%, top5-acc=99.41%, remaining_time=0:00:01.351470, arrival_time=2021-04-10 02:44:40.356902, cost_time=0:00:00.450494 2021-04-10 02:44:39,381 INFO : EVAL, epoch=0078, iter=00020/00040, fetch data time cost=1.83ms, fps=6811 images/s, loss=0.3916, top1-acc=87.89%, top5-acc=99.53%, remaining_time=0:00:00.826840, arrival_time=2021-04-10 02:44:40.208562, cost_time=0:00:00.826833 2021-04-10 02:44:39,757 INFO : EVAL, epoch=0078, iter=00030/00040, fetch data time cost=1.37ms, fps=6822 images/s, loss=0.3985, top1-acc=87.70%, top5-acc=99.52%, remaining_time=0:00:00.400800, arrival_time=2021-04-10 02:44:40.158212, cost_time=0:00:01.202414 2021-04-10 02:44:40,096 INFO : EVAL, epoch=0078, iter=00040/00040, fetch data time cost=0.08ms, fps=6847 images/s, loss=0.4049, top1-acc=87.84%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-10 02:44:40.096734, cost_time=0:00:01.541850 2021-04-10 02:44:40,792 INFO : Epoch=0078 complete, best val top1-acc=87.97%, top5-acc=99.01% (epoch=51), remaining_time=0:50:31.745018, arrival_time=2021-04-10 03:35:12.537152, cost_time=0:32:18.328801 2021-04-10 02:44:40,792 INFO : Train start, epoch=0079, lr=0.066937 2021-04-10 02:44:42,103 INFO : TRAIN, epoch=0079, iter=00010/00196, fetch data time cost=1.70ms, fps=1954 images/s, loss=0.1896, top1-acc=93.67%, top5-acc=99.73%, remaining_time=0:00:24.370092, arrival_time=2021-04-10 02:45:06.473424, cost_time=0:00:01.310217 2021-04-10 02:44:43,248 INFO : TRAIN, epoch=0079, iter=00020/00196, fetch data time cost=1.35ms, fps=2237 images/s, loss=0.1850, top1-acc=94.00%, top5-acc=99.71%, remaining_time=0:00:21.607520, arrival_time=2021-04-10 02:45:04.856033, cost_time=0:00:02.455393 2021-04-10 02:44:44,394 INFO : TRAIN, epoch=0079, iter=00030/00196, fetch data time cost=1.54ms, fps=2235 images/s, loss=0.1765, top1-acc=94.37%, top5-acc=99.77%, remaining_time=0:00:19.926972, arrival_time=2021-04-10 02:45:04.321374, cost_time=0:00:03.601272 2021-04-10 02:44:45,533 INFO : TRAIN, epoch=0079, iter=00040/00196, fetch data time cost=1.47ms, fps=2249 images/s, loss=0.1862, top1-acc=94.03%, top5-acc=99.75%, remaining_time=0:00:18.487248, arrival_time=2021-04-10 02:45:04.020608, cost_time=0:00:04.740305 2021-04-10 02:44:46,674 INFO : TRAIN, epoch=0079, iter=00050/00196, fetch data time cost=1.59ms, fps=2244 images/s, loss=0.1893, top1-acc=94.00%, top5-acc=99.74%, remaining_time=0:00:17.173396, arrival_time=2021-04-10 02:45:03.847803, cost_time=0:00:05.881310 2021-04-10 02:44:47,823 INFO : TRAIN, epoch=0079, iter=00060/00196, fetch data time cost=1.55ms, fps=2229 images/s, loss=0.1891, top1-acc=93.97%, top5-acc=99.77%, remaining_time=0:00:15.935800, arrival_time=2021-04-10 02:45:03.759411, cost_time=0:00:07.030475 2021-04-10 02:44:48,961 INFO : TRAIN, epoch=0079, iter=00070/00196, fetch data time cost=1.42ms, fps=2250 images/s, loss=0.1855, top1-acc=94.07%, top5-acc=99.78%, remaining_time=0:00:14.703948, arrival_time=2021-04-10 02:45:03.665884, cost_time=0:00:08.168873 2021-04-10 02:44:50,105 INFO : TRAIN, epoch=0079, iter=00080/00196, fetch data time cost=1.42ms, fps=2240 images/s, loss=0.1864, top1-acc=94.06%, top5-acc=99.77%, remaining_time=0:00:13.502748, arrival_time=2021-04-10 02:45:03.608083, cost_time=0:00:09.312278 2021-04-10 02:44:51,245 INFO : TRAIN, epoch=0079, iter=00090/00196, fetch data time cost=1.32ms, fps=2246 images/s, loss=0.1870, top1-acc=93.98%, top5-acc=99.77%, remaining_time=0:00:12.310840, arrival_time=2021-04-10 02:45:03.556487, cost_time=0:00:10.452593 2021-04-10 02:44:52,394 INFO : TRAIN, epoch=0079, iter=00100/00196, fetch data time cost=2.70ms, fps=2229 images/s, loss=0.1866, top1-acc=93.99%, top5-acc=99.78%, remaining_time=0:00:11.137344, arrival_time=2021-04-10 02:45:03.531811, cost_time=0:00:11.601409 2021-04-10 02:44:53,548 INFO : TRAIN, epoch=0079, iter=00110/00196, fetch data time cost=1.42ms, fps=2220 images/s, loss=0.1841, top1-acc=94.11%, top5-acc=99.78%, remaining_time=0:00:09.972130, arrival_time=2021-04-10 02:45:03.520378, cost_time=0:00:12.755101 2021-04-10 02:44:54,692 INFO : TRAIN, epoch=0079, iter=00120/00196, fetch data time cost=1.92ms, fps=2239 images/s, loss=0.1855, top1-acc=94.07%, top5-acc=99.79%, remaining_time=0:00:08.802624, arrival_time=2021-04-10 02:45:03.494594, cost_time=0:00:13.898915 2021-04-10 02:44:55,837 INFO : TRAIN, epoch=0079, iter=00130/00196, fetch data time cost=1.48ms, fps=2235 images/s, loss=0.1856, top1-acc=94.08%, top5-acc=99.79%, remaining_time=0:00:07.638048, arrival_time=2021-04-10 02:45:03.475803, cost_time=0:00:15.044627 2021-04-10 02:44:56,987 INFO : TRAIN, epoch=0079, iter=00140/00196, fetch data time cost=1.67ms, fps=2227 images/s, loss=0.1871, top1-acc=94.05%, top5-acc=99.78%, remaining_time=0:00:06.477968, arrival_time=2021-04-10 02:45:03.465900, cost_time=0:00:16.194872 2021-04-10 02:44:58,132 INFO : TRAIN, epoch=0079, iter=00150/00196, fetch data time cost=2.53ms, fps=2237 images/s, loss=0.1863, top1-acc=94.06%, top5-acc=99.79%, remaining_time=0:00:05.317416, arrival_time=2021-04-10 02:45:03.450070, cost_time=0:00:17.339447 2021-04-10 02:44:59,277 INFO : TRAIN, epoch=0079, iter=00160/00196, fetch data time cost=1.85ms, fps=2238 images/s, loss=0.1868, top1-acc=94.05%, top5-acc=99.79%, remaining_time=0:00:04.158972, arrival_time=2021-04-10 02:45:03.436371, cost_time=0:00:18.484345 2021-04-10 02:45:00,422 INFO : TRAIN, epoch=0079, iter=00170/00196, fetch data time cost=1.58ms, fps=2236 images/s, loss=0.1876, top1-acc=94.02%, top5-acc=99.78%, remaining_time=0:00:03.002194, arrival_time=2021-04-10 02:45:03.425118, cost_time=0:00:19.629814 2021-04-10 02:45:01,580 INFO : TRAIN, epoch=0079, iter=00180/00196, fetch data time cost=1.49ms, fps=2213 images/s, loss=0.1882, top1-acc=93.98%, top5-acc=99.78%, remaining_time=0:00:01.847728, arrival_time=2021-04-10 02:45:03.427800, cost_time=0:00:20.787021 2021-04-10 02:45:02,732 INFO : TRAIN, epoch=0079, iter=00190/00196, fetch data time cost=1.40ms, fps=2223 images/s, loss=0.1891, top1-acc=93.96%, top5-acc=99.78%, remaining_time=0:00:00.692814, arrival_time=2021-04-10 02:45:03.425051, cost_time=0:00:21.939142 2021-04-10 02:45:03,357 INFO : TRAIN, epoch=0079, iter=00196/00196, fetch data time cost=1.86ms, fps=2176 images/s, loss=0.1898, top1-acc=93.95%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-10 02:45:03.357746, cost_time=0:00:22.564628 2021-04-10 02:45:03,848 INFO : EVAL, epoch=0079, iter=00010/00040, fetch data time cost=1.46ms, fps=5231 images/s, loss=0.4448, top1-acc=86.76%, top5-acc=99.14%, remaining_time=0:00:01.468170, arrival_time=2021-04-10 02:45:05.316778, cost_time=0:00:00.489394 2021-04-10 02:45:04,221 INFO : EVAL, epoch=0079, iter=00020/00040, fetch data time cost=1.27ms, fps=6865 images/s, loss=0.4290, top1-acc=86.84%, top5-acc=99.22%, remaining_time=0:00:00.862780, arrival_time=2021-04-10 02:45:05.084726, cost_time=0:00:00.862786 2021-04-10 02:45:04,597 INFO : EVAL, epoch=0079, iter=00030/00040, fetch data time cost=1.85ms, fps=6817 images/s, loss=0.4271, top1-acc=86.95%, top5-acc=99.13%, remaining_time=0:00:00.412870, arrival_time=2021-04-10 02:45:05.010684, cost_time=0:00:01.238607 2021-04-10 02:45:04,938 INFO : EVAL, epoch=0079, iter=00040/00040, fetch data time cost=0.07ms, fps=6824 images/s, loss=0.4163, top1-acc=87.06%, top5-acc=99.16%, remaining_time=0:00:00, arrival_time=2021-04-10 02:45:04.938237, cost_time=0:00:01.579056 2021-04-10 02:45:05,455 INFO : Epoch=0079 complete, best val top1-acc=87.97%, top5-acc=99.01% (epoch=51), remaining_time=0:50:06.608242, arrival_time=2021-04-10 03:35:12.063699, cost_time=0:32:42.992154 2021-04-10 02:45:05,456 INFO : Train start, epoch=0080, lr=0.066196 2021-04-10 02:45:06,806 INFO : TRAIN, epoch=0080, iter=00010/00196, fetch data time cost=0.34ms, fps=1896 images/s, loss=0.2025, top1-acc=93.52%, top5-acc=99.65%, remaining_time=0:00:25.110930, arrival_time=2021-04-10 02:45:31.917159, cost_time=0:00:01.350049 2021-04-10 02:45:07,948 INFO : TRAIN, epoch=0080, iter=00020/00196, fetch data time cost=1.71ms, fps=2242 images/s, loss=0.2008, top1-acc=93.75%, top5-acc=99.67%, remaining_time=0:00:21.934880, arrival_time=2021-04-10 02:45:29.883666, cost_time=0:00:02.492610 2021-04-10 02:45:09,097 INFO : TRAIN, epoch=0080, iter=00030/00196, fetch data time cost=1.56ms, fps=2229 images/s, loss=0.1955, top1-acc=93.72%, top5-acc=99.74%, remaining_time=0:00:20.149910, arrival_time=2021-04-10 02:45:29.247563, cost_time=0:00:03.641544 2021-04-10 02:45:10,242 INFO : TRAIN, epoch=0080, iter=00040/00196, fetch data time cost=1.43ms, fps=2237 images/s, loss=0.1917, top1-acc=94.00%, top5-acc=99.77%, remaining_time=0:00:18.667116, arrival_time=2021-04-10 02:45:28.909651, cost_time=0:00:04.786422 2021-04-10 02:45:11,389 INFO : TRAIN, epoch=0080, iter=00050/00196, fetch data time cost=1.56ms, fps=2233 images/s, loss=0.1896, top1-acc=94.05%, top5-acc=99.77%, remaining_time=0:00:17.325382, arrival_time=2021-04-10 02:45:28.714886, cost_time=0:00:05.933326 2021-04-10 02:45:12,539 INFO : TRAIN, epoch=0080, iter=00060/00196, fetch data time cost=2.02ms, fps=2228 images/s, loss=0.1853, top1-acc=94.10%, top5-acc=99.79%, remaining_time=0:00:16.055208, arrival_time=2021-04-10 02:45:28.594478, cost_time=0:00:07.083151 2021-04-10 02:45:13,696 INFO : TRAIN, epoch=0080, iter=00070/00196, fetch data time cost=2.25ms, fps=2214 images/s, loss=0.1853, top1-acc=94.12%, top5-acc=99.79%, remaining_time=0:00:14.831712, arrival_time=2021-04-10 02:45:28.527687, cost_time=0:00:08.239874 2021-04-10 02:45:14,847 INFO : TRAIN, epoch=0080, iter=00080/00196, fetch data time cost=1.86ms, fps=2224 images/s, loss=0.1904, top1-acc=93.90%, top5-acc=99.77%, remaining_time=0:00:13.617356, arrival_time=2021-04-10 02:45:28.464813, cost_time=0:00:09.391278 2021-04-10 02:45:15,992 INFO : TRAIN, epoch=0080, iter=00090/00196, fetch data time cost=1.47ms, fps=2237 images/s, loss=0.1914, top1-acc=93.88%, top5-acc=99.77%, remaining_time=0:00:12.409420, arrival_time=2021-04-10 02:45:28.401933, cost_time=0:00:10.536330 2021-04-10 02:45:17,142 INFO : TRAIN, epoch=0080, iter=00100/00196, fetch data time cost=1.65ms, fps=2227 images/s, loss=0.1913, top1-acc=93.86%, top5-acc=99.79%, remaining_time=0:00:11.218944, arrival_time=2021-04-10 02:45:28.361433, cost_time=0:00:11.686373 2021-04-10 02:45:18,286 INFO : TRAIN, epoch=0080, iter=00110/00196, fetch data time cost=2.10ms, fps=2239 images/s, loss=0.1906, top1-acc=93.87%, top5-acc=99.79%, remaining_time=0:00:10.030782, arrival_time=2021-04-10 02:45:28.316913, cost_time=0:00:12.830017 2021-04-10 02:45:19,439 INFO : TRAIN, epoch=0080, iter=00120/00196, fetch data time cost=1.51ms, fps=2221 images/s, loss=0.1907, top1-acc=93.81%, top5-acc=99.79%, remaining_time=0:00:08.855824, arrival_time=2021-04-10 02:45:28.294933, cost_time=0:00:13.982935 2021-04-10 02:45:20,583 INFO : TRAIN, epoch=0080, iter=00130/00196, fetch data time cost=1.80ms, fps=2237 images/s, loss=0.1903, top1-acc=93.80%, top5-acc=99.80%, remaining_time=0:00:07.680156, arrival_time=2021-04-10 02:45:28.263939, cost_time=0:00:15.127631 2021-04-10 02:45:21,727 INFO : TRAIN, epoch=0080, iter=00140/00196, fetch data time cost=1.58ms, fps=2239 images/s, loss=0.1889, top1-acc=93.83%, top5-acc=99.80%, remaining_time=0:00:06.508544, arrival_time=2021-04-10 02:45:28.236108, cost_time=0:00:16.271414 2021-04-10 02:45:22,873 INFO : TRAIN, epoch=0080, iter=00150/00196, fetch data time cost=1.35ms, fps=2235 images/s, loss=0.1895, top1-acc=93.83%, top5-acc=99.81%, remaining_time=0:00:05.341336, arrival_time=2021-04-10 02:45:28.214879, cost_time=0:00:17.417436 2021-04-10 02:45:24,014 INFO : TRAIN, epoch=0080, iter=00160/00196, fetch data time cost=2.07ms, fps=2245 images/s, loss=0.1887, top1-acc=93.87%, top5-acc=99.80%, remaining_time=0:00:04.175532, arrival_time=2021-04-10 02:45:28.189522, cost_time=0:00:18.557879 2021-04-10 02:45:25,160 INFO : TRAIN, epoch=0080, iter=00170/00196, fetch data time cost=1.39ms, fps=2234 images/s, loss=0.1890, top1-acc=93.86%, top5-acc=99.81%, remaining_time=0:00:03.013582, arrival_time=2021-04-10 02:45:28.174106, cost_time=0:00:19.704121 2021-04-10 02:45:26,304 INFO : TRAIN, epoch=0080, iter=00180/00196, fetch data time cost=1.59ms, fps=2240 images/s, loss=0.1892, top1-acc=93.87%, top5-acc=99.80%, remaining_time=0:00:01.853152, arrival_time=2021-04-10 02:45:28.157191, cost_time=0:00:20.847881 2021-04-10 02:45:27,448 INFO : TRAIN, epoch=0080, iter=00190/00196, fetch data time cost=1.27ms, fps=2239 images/s, loss=0.1876, top1-acc=93.94%, top5-acc=99.80%, remaining_time=0:00:00.694482, arrival_time=2021-04-10 02:45:28.142628, cost_time=0:00:21.992020 2021-04-10 02:45:28,065 INFO : TRAIN, epoch=0080, iter=00196/00196, fetch data time cost=1.22ms, fps=2203 images/s, loss=0.1882, top1-acc=93.92%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-10 02:45:28.065878, cost_time=0:00:22.609778 2021-04-10 02:45:28,515 INFO : EVAL, epoch=0080, iter=00010/00040, fetch data time cost=3.94ms, fps=5712 images/s, loss=0.4710, top1-acc=86.52%, top5-acc=99.41%, remaining_time=0:00:01.344600, arrival_time=2021-04-10 02:45:29.859563, cost_time=0:00:00.448197 2021-04-10 02:45:28,886 INFO : EVAL, epoch=0080, iter=00020/00040, fetch data time cost=1.24ms, fps=6905 images/s, loss=0.4516, top1-acc=86.80%, top5-acc=99.34%, remaining_time=0:00:00.819360, arrival_time=2021-04-10 02:45:29.705464, cost_time=0:00:00.819365 2021-04-10 02:45:29,256 INFO : EVAL, epoch=0080, iter=00030/00040, fetch data time cost=1.45ms, fps=6922 images/s, loss=0.4611, top1-acc=86.89%, top5-acc=99.24%, remaining_time=0:00:00.396510, arrival_time=2021-04-10 02:45:29.652774, cost_time=0:00:01.189530 2021-04-10 02:45:29,589 INFO : EVAL, epoch=0080, iter=00040/00040, fetch data time cost=0.05ms, fps=6962 images/s, loss=0.4636, top1-acc=86.92%, top5-acc=99.27%, remaining_time=0:00:00, arrival_time=2021-04-10 02:45:29.589812, cost_time=0:00:01.523102 2021-04-10 02:45:30,094 INFO : Epoch=0080 complete, best val top1-acc=87.97%, top5-acc=99.01% (epoch=51), remaining_time=0:49:41.446920, arrival_time=2021-04-10 03:35:11.541478, cost_time=0:33:07.631259 2021-04-10 02:45:30,095 INFO : Train start, epoch=0081, lr=0.065451 2021-04-10 02:45:31,446 INFO : TRAIN, epoch=0081, iter=00010/00196, fetch data time cost=1.71ms, fps=1895 images/s, loss=0.2159, top1-acc=92.70%, top5-acc=99.84%, remaining_time=0:00:25.127298, arrival_time=2021-04-10 02:45:56.573495, cost_time=0:00:01.350929 2021-04-10 02:45:32,597 INFO : TRAIN, epoch=0081, iter=00020/00196, fetch data time cost=1.44ms, fps=2224 images/s, loss=0.2020, top1-acc=93.38%, top5-acc=99.86%, remaining_time=0:00:22.022528, arrival_time=2021-04-10 02:45:54.620271, cost_time=0:00:02.502551 2021-04-10 02:45:33,750 INFO : TRAIN, epoch=0081, iter=00030/00196, fetch data time cost=1.64ms, fps=2223 images/s, loss=0.1983, top1-acc=93.45%, top5-acc=99.90%, remaining_time=0:00:20.222618, arrival_time=2021-04-10 02:45:53.972578, cost_time=0:00:03.654693 2021-04-10 02:45:34,898 INFO : TRAIN, epoch=0081, iter=00040/00196, fetch data time cost=2.12ms, fps=2229 images/s, loss=0.1947, top1-acc=93.53%, top5-acc=99.88%, remaining_time=0:00:18.734664, arrival_time=2021-04-10 02:45:53.633612, cost_time=0:00:04.803749 2021-04-10 02:45:36,043 INFO : TRAIN, epoch=0081, iter=00050/00196, fetch data time cost=2.05ms, fps=2238 images/s, loss=0.1903, top1-acc=93.68%, top5-acc=99.88%, remaining_time=0:00:17.368598, arrival_time=2021-04-10 02:45:53.412004, cost_time=0:00:05.948140 2021-04-10 02:45:37,190 INFO : TRAIN, epoch=0081, iter=00060/00196, fetch data time cost=1.61ms, fps=2233 images/s, loss=0.1918, top1-acc=93.65%, top5-acc=99.88%, remaining_time=0:00:16.082952, arrival_time=2021-04-10 02:45:53.273582, cost_time=0:00:07.095425 2021-04-10 02:45:38,331 INFO : TRAIN, epoch=0081, iter=00070/00196, fetch data time cost=1.39ms, fps=2245 images/s, loss=0.1949, top1-acc=93.59%, top5-acc=99.87%, remaining_time=0:00:14.824908, arrival_time=2021-04-10 02:45:53.156144, cost_time=0:00:08.236038 2021-04-10 02:45:39,474 INFO : TRAIN, epoch=0081, iter=00080/00196, fetch data time cost=1.78ms, fps=2240 images/s, loss=0.1931, top1-acc=93.64%, top5-acc=99.87%, remaining_time=0:00:13.600304, arrival_time=2021-04-10 02:45:53.075010, cost_time=0:00:09.379503 2021-04-10 02:45:40,616 INFO : TRAIN, epoch=0081, iter=00090/00196, fetch data time cost=1.44ms, fps=2243 images/s, loss=0.1931, top1-acc=93.62%, top5-acc=99.87%, remaining_time=0:00:12.391506, arrival_time=2021-04-10 02:45:53.007854, cost_time=0:00:10.521114 2021-04-10 02:45:41,765 INFO : TRAIN, epoch=0081, iter=00100/00196, fetch data time cost=1.33ms, fps=2228 images/s, loss=0.1934, top1-acc=93.61%, top5-acc=99.86%, remaining_time=0:00:11.203872, arrival_time=2021-04-10 02:45:52.969761, cost_time=0:00:11.670696 2021-04-10 02:45:42,917 INFO : TRAIN, epoch=0081, iter=00110/00196, fetch data time cost=1.57ms, fps=2225 images/s, loss=0.1941, top1-acc=93.65%, top5-acc=99.84%, remaining_time=0:00:10.024332, arrival_time=2021-04-10 02:45:52.941476, cost_time=0:00:12.821803 2021-04-10 02:45:44,060 INFO : TRAIN, epoch=0081, iter=00120/00196, fetch data time cost=1.40ms, fps=2241 images/s, loss=0.1946, top1-acc=93.65%, top5-acc=99.84%, remaining_time=0:00:08.844804, arrival_time=2021-04-10 02:45:52.905480, cost_time=0:00:13.965472 2021-04-10 02:45:45,206 INFO : TRAIN, epoch=0081, iter=00130/00196, fetch data time cost=1.42ms, fps=2235 images/s, loss=0.1954, top1-acc=93.66%, top5-acc=99.84%, remaining_time=0:00:07.671972, arrival_time=2021-04-10 02:45:52.878741, cost_time=0:00:15.111501 2021-04-10 02:45:46,348 INFO : TRAIN, epoch=0081, iter=00140/00196, fetch data time cost=1.65ms, fps=2244 images/s, loss=0.1943, top1-acc=93.69%, top5-acc=99.83%, remaining_time=0:00:06.501040, arrival_time=2021-04-10 02:45:52.849017, cost_time=0:00:16.252652 2021-04-10 02:45:47,499 INFO : TRAIN, epoch=0081, iter=00150/00196, fetch data time cost=1.97ms, fps=2225 images/s, loss=0.1931, top1-acc=93.72%, top5-acc=99.83%, remaining_time=0:00:05.337288, arrival_time=2021-04-10 02:45:52.836625, cost_time=0:00:17.404136 2021-04-10 02:45:48,644 INFO : TRAIN, epoch=0081, iter=00160/00196, fetch data time cost=1.45ms, fps=2235 images/s, loss=0.1931, top1-acc=93.74%, top5-acc=99.82%, remaining_time=0:00:04.173696, arrival_time=2021-04-10 02:45:52.818624, cost_time=0:00:18.549729 2021-04-10 02:45:49,796 INFO : TRAIN, epoch=0081, iter=00170/00196, fetch data time cost=1.89ms, fps=2223 images/s, loss=0.1932, top1-acc=93.74%, top5-acc=99.82%, remaining_time=0:00:03.013192, arrival_time=2021-04-10 02:45:52.810027, cost_time=0:00:19.701572 2021-04-10 02:45:50,942 INFO : TRAIN, epoch=0081, iter=00180/00196, fetch data time cost=1.60ms, fps=2235 images/s, loss=0.1933, top1-acc=93.74%, top5-acc=99.82%, remaining_time=0:00:01.853120, arrival_time=2021-04-10 02:45:52.795901, cost_time=0:00:20.847576 2021-04-10 02:45:52,092 INFO : TRAIN, epoch=0081, iter=00190/00196, fetch data time cost=1.39ms, fps=2228 images/s, loss=0.1933, top1-acc=93.75%, top5-acc=99.81%, remaining_time=0:00:00.694644, arrival_time=2021-04-10 02:45:52.786863, cost_time=0:00:21.997019 2021-04-10 02:45:52,706 INFO : TRAIN, epoch=0081, iter=00196/00196, fetch data time cost=1.26ms, fps=2215 images/s, loss=0.1922, top1-acc=93.79%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-10 02:45:52.706483, cost_time=0:00:22.611292 2021-04-10 02:45:53,162 INFO : EVAL, epoch=0081, iter=00010/00040, fetch data time cost=1.72ms, fps=5623 images/s, loss=0.4750, top1-acc=86.33%, top5-acc=98.87%, remaining_time=0:00:01.365780, arrival_time=2021-04-10 02:45:54.528486, cost_time=0:00:00.455256 2021-04-10 02:45:53,539 INFO : EVAL, epoch=0081, iter=00020/00040, fetch data time cost=1.48ms, fps=6806 images/s, loss=0.4605, top1-acc=86.89%, top5-acc=98.81%, remaining_time=0:00:00.831880, arrival_time=2021-04-10 02:45:54.371157, cost_time=0:00:00.831870 2021-04-10 02:45:53,916 INFO : EVAL, epoch=0081, iter=00030/00040, fetch data time cost=1.29ms, fps=6799 images/s, loss=0.4563, top1-acc=87.04%, top5-acc=98.88%, remaining_time=0:00:00.402910, arrival_time=2021-04-10 02:45:54.319081, cost_time=0:00:01.208721 2021-04-10 02:45:54,253 INFO : EVAL, epoch=0081, iter=00040/00040, fetch data time cost=0.06ms, fps=6895 images/s, loss=0.4525, top1-acc=87.24%, top5-acc=98.93%, remaining_time=0:00:00, arrival_time=2021-04-10 02:45:54.253061, cost_time=0:00:01.545674 2021-04-10 02:45:54,758 INFO : Epoch=0081 complete, best val top1-acc=87.97%, top5-acc=99.01% (epoch=51), remaining_time=0:49:16.334731, arrival_time=2021-04-10 03:35:11.093062, cost_time=0:33:32.295032 2021-04-10 02:45:54,758 INFO : Train start, epoch=0082, lr=0.064702 2021-04-10 02:45:56,099 INFO : TRAIN, epoch=0082, iter=00010/00196, fetch data time cost=0.26ms, fps=1910 images/s, loss=0.1857, top1-acc=94.06%, top5-acc=99.84%, remaining_time=0:00:24.929952, arrival_time=2021-04-10 02:46:21.029316, cost_time=0:00:01.340321 2021-04-10 02:45:57,242 INFO : TRAIN, epoch=0082, iter=00020/00196, fetch data time cost=1.87ms, fps=2241 images/s, loss=0.1797, top1-acc=94.06%, top5-acc=99.90%, remaining_time=0:00:21.852864, arrival_time=2021-04-10 02:46:19.095183, cost_time=0:00:02.483271 2021-04-10 02:45:58,385 INFO : TRAIN, epoch=0082, iter=00030/00196, fetch data time cost=1.71ms, fps=2241 images/s, loss=0.1895, top1-acc=93.92%, top5-acc=99.83%, remaining_time=0:00:20.064420, arrival_time=2021-04-10 02:46:18.449487, cost_time=0:00:03.626086 2021-04-10 02:45:59,527 INFO : TRAIN, epoch=0082, iter=00040/00196, fetch data time cost=2.10ms, fps=2242 images/s, loss=0.1859, top1-acc=94.00%, top5-acc=99.84%, remaining_time=0:00:18.596448, arrival_time=2021-04-10 02:46:18.123728, cost_time=0:00:04.768306 2021-04-10 02:46:00,668 INFO : TRAIN, epoch=0082, iter=00050/00196, fetch data time cost=1.48ms, fps=2244 images/s, loss=0.1826, top1-acc=94.07%, top5-acc=99.86%, remaining_time=0:00:17.255302, arrival_time=2021-04-10 02:46:17.923710, cost_time=0:00:05.909370 2021-04-10 02:46:01,816 INFO : TRAIN, epoch=0082, iter=00060/00196, fetch data time cost=1.49ms, fps=2230 images/s, loss=0.1803, top1-acc=94.21%, top5-acc=99.85%, remaining_time=0:00:15.997816, arrival_time=2021-04-10 02:46:17.814668, cost_time=0:00:07.057839 2021-04-10 02:46:02,966 INFO : TRAIN, epoch=0082, iter=00070/00196, fetch data time cost=1.48ms, fps=2228 images/s, loss=0.1808, top1-acc=94.14%, top5-acc=99.82%, remaining_time=0:00:14.773122, arrival_time=2021-04-10 02:46:17.739348, cost_time=0:00:08.207259 2021-04-10 02:46:04,114 INFO : TRAIN, epoch=0082, iter=00080/00196, fetch data time cost=1.46ms, fps=2231 images/s, loss=0.1833, top1-acc=94.03%, top5-acc=99.83%, remaining_time=0:00:13.565040, arrival_time=2021-04-10 02:46:17.679278, cost_time=0:00:09.355200 2021-04-10 02:46:05,256 INFO : TRAIN, epoch=0082, iter=00090/00196, fetch data time cost=1.39ms, fps=2242 images/s, loss=0.1855, top1-acc=94.01%, top5-acc=99.82%, remaining_time=0:00:12.363840, arrival_time=2021-04-10 02:46:17.620655, cost_time=0:00:10.497623 2021-04-10 02:46:06,404 INFO : TRAIN, epoch=0082, iter=00100/00196, fetch data time cost=1.94ms, fps=2231 images/s, loss=0.1863, top1-acc=93.98%, top5-acc=99.82%, remaining_time=0:00:11.180064, arrival_time=2021-04-10 02:46:17.584982, cost_time=0:00:11.645940 2021-04-10 02:46:07,549 INFO : TRAIN, epoch=0082, iter=00110/00196, fetch data time cost=1.47ms, fps=2238 images/s, loss=0.1875, top1-acc=93.98%, top5-acc=99.82%, remaining_time=0:00:09.999478, arrival_time=2021-04-10 02:46:17.548522, cost_time=0:00:12.790068 2021-04-10 02:46:08,692 INFO : TRAIN, epoch=0082, iter=00120/00196, fetch data time cost=1.88ms, fps=2240 images/s, loss=0.1876, top1-acc=93.97%, top5-acc=99.82%, remaining_time=0:00:08.824360, arrival_time=2021-04-10 02:46:17.516580, cost_time=0:00:13.933250 2021-04-10 02:46:09,835 INFO : TRAIN, epoch=0082, iter=00130/00196, fetch data time cost=1.55ms, fps=2241 images/s, loss=0.1893, top1-acc=93.92%, top5-acc=99.83%, remaining_time=0:00:07.653888, arrival_time=2021-04-10 02:46:17.488842, cost_time=0:00:15.075887 2021-04-10 02:46:10,979 INFO : TRAIN, epoch=0082, iter=00140/00196, fetch data time cost=1.47ms, fps=2237 images/s, loss=0.1896, top1-acc=93.92%, top5-acc=99.82%, remaining_time=0:00:06.488328, arrival_time=2021-04-10 02:46:17.468107, cost_time=0:00:16.220809 2021-04-10 02:46:12,121 INFO : TRAIN, epoch=0082, iter=00150/00196, fetch data time cost=1.94ms, fps=2242 images/s, loss=0.1890, top1-acc=93.95%, top5-acc=99.82%, remaining_time=0:00:05.324638, arrival_time=2021-04-10 02:46:17.446504, cost_time=0:00:17.362895 2021-04-10 02:46:13,262 INFO : TRAIN, epoch=0082, iter=00160/00196, fetch data time cost=1.34ms, fps=2245 images/s, loss=0.1898, top1-acc=93.92%, top5-acc=99.82%, remaining_time=0:00:04.163328, arrival_time=2021-04-10 02:46:17.425920, cost_time=0:00:18.503626 2021-04-10 02:46:14,406 INFO : TRAIN, epoch=0082, iter=00170/00196, fetch data time cost=1.35ms, fps=2239 images/s, loss=0.1907, top1-acc=93.91%, top5-acc=99.81%, remaining_time=0:00:03.004872, arrival_time=2021-04-10 02:46:17.410999, cost_time=0:00:19.647159 2021-04-10 02:46:15,557 INFO : TRAIN, epoch=0082, iter=00180/00196, fetch data time cost=1.53ms, fps=2225 images/s, loss=0.1910, top1-acc=93.92%, top5-acc=99.81%, remaining_time=0:00:01.848720, arrival_time=2021-04-10 02:46:17.405916, cost_time=0:00:20.798179 2021-04-10 02:46:16,709 INFO : TRAIN, epoch=0082, iter=00190/00196, fetch data time cost=1.45ms, fps=2223 images/s, loss=0.1902, top1-acc=93.93%, top5-acc=99.81%, remaining_time=0:00:00.693168, arrival_time=2021-04-10 02:46:17.402614, cost_time=0:00:21.950413 2021-04-10 02:46:17,322 INFO : TRAIN, epoch=0082, iter=00196/00196, fetch data time cost=1.29ms, fps=2221 images/s, loss=0.1900, top1-acc=93.95%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-10 02:46:17.322320, cost_time=0:00:22.563354 2021-04-10 02:46:17,788 INFO : EVAL, epoch=0082, iter=00010/00040, fetch data time cost=0.18ms, fps=5501 images/s, loss=0.3946, top1-acc=88.20%, top5-acc=99.53%, remaining_time=0:00:01.396110, arrival_time=2021-04-10 02:46:19.184663, cost_time=0:00:00.465373 2021-04-10 02:46:18,155 INFO : EVAL, epoch=0082, iter=00020/00040, fetch data time cost=1.29ms, fps=6978 images/s, loss=0.3894, top1-acc=88.55%, top5-acc=99.49%, remaining_time=0:00:00.832580, arrival_time=2021-04-10 02:46:18.988341, cost_time=0:00:00.832575 2021-04-10 02:46:18,535 INFO : EVAL, epoch=0082, iter=00030/00040, fetch data time cost=4.02ms, fps=6756 images/s, loss=0.3840, top1-acc=88.61%, top5-acc=99.48%, remaining_time=0:00:00.403940, arrival_time=2021-04-10 02:46:18.938993, cost_time=0:00:01.211823 2021-04-10 02:46:18,871 INFO : EVAL, epoch=0082, iter=00040/00040, fetch data time cost=0.06ms, fps=6904 images/s, loss=0.4059, top1-acc=88.17%, top5-acc=99.51%, remaining_time=0:00:00, arrival_time=2021-04-10 02:46:18.871721, cost_time=0:00:01.548563 2021-04-10 02:46:20,515 INFO : Epoch=0082 complete, best val top1-acc=88.17%, top5-acc=99.51% (epoch=82), remaining_time=0:48:52.806692, arrival_time=2021-04-10 03:35:13.322085, cost_time=0:33:58.052085 2021-04-10 02:46:20,515 INFO : Train start, epoch=0083, lr=0.063950 2021-04-10 02:46:21,897 INFO : TRAIN, epoch=0083, iter=00010/00196, fetch data time cost=0.48ms, fps=1853 images/s, loss=0.1761, top1-acc=94.26%, top5-acc=99.92%, remaining_time=0:00:25.690506, arrival_time=2021-04-10 02:46:47.587772, cost_time=0:00:01.381207 2021-04-10 02:46:23,042 INFO : TRAIN, epoch=0083, iter=00020/00196, fetch data time cost=1.92ms, fps=2236 images/s, loss=0.1687, top1-acc=94.65%, top5-acc=99.82%, remaining_time=0:00:22.233904, arrival_time=2021-04-10 02:46:45.276536, cost_time=0:00:02.526574 2021-04-10 02:46:24,188 INFO : TRAIN, epoch=0083, iter=00030/00196, fetch data time cost=1.84ms, fps=2234 images/s, loss=0.1758, top1-acc=94.52%, top5-acc=99.84%, remaining_time=0:00:20.322384, arrival_time=2021-04-10 02:46:44.511147, cost_time=0:00:03.672711 2021-04-10 02:46:25,330 INFO : TRAIN, epoch=0083, iter=00040/00196, fetch data time cost=1.90ms, fps=2243 images/s, loss=0.1805, top1-acc=94.40%, top5-acc=99.85%, remaining_time=0:00:18.776004, arrival_time=2021-04-10 02:46:44.106407, cost_time=0:00:04.814353 2021-04-10 02:46:26,472 INFO : TRAIN, epoch=0083, iter=00050/00196, fetch data time cost=1.56ms, fps=2242 images/s, loss=0.1835, top1-acc=94.32%, top5-acc=99.84%, remaining_time=0:00:17.392688, arrival_time=2021-04-10 02:46:43.865122, cost_time=0:00:05.956380 2021-04-10 02:46:27,616 INFO : TRAIN, epoch=0083, iter=00060/00196, fetch data time cost=1.46ms, fps=2239 images/s, loss=0.1819, top1-acc=94.30%, top5-acc=99.86%, remaining_time=0:00:16.093696, arrival_time=2021-04-10 02:46:43.709893, cost_time=0:00:07.100131 2021-04-10 02:46:28,760 INFO : TRAIN, epoch=0083, iter=00070/00196, fetch data time cost=1.31ms, fps=2238 images/s, loss=0.1791, top1-acc=94.41%, top5-acc=99.85%, remaining_time=0:00:14.839902, arrival_time=2021-04-10 02:46:43.600357, cost_time=0:00:08.244363 2021-04-10 02:46:29,906 INFO : TRAIN, epoch=0083, iter=00080/00196, fetch data time cost=1.34ms, fps=2234 images/s, loss=0.1820, top1-acc=94.29%, top5-acc=99.85%, remaining_time=0:00:13.616660, arrival_time=2021-04-10 02:46:43.523573, cost_time=0:00:09.390808 2021-04-10 02:46:31,050 INFO : TRAIN, epoch=0083, iter=00090/00196, fetch data time cost=1.60ms, fps=2241 images/s, loss=0.1787, top1-acc=94.37%, top5-acc=99.85%, remaining_time=0:00:12.406558, arrival_time=2021-04-10 02:46:43.456516, cost_time=0:00:10.533906 2021-04-10 02:46:32,197 INFO : TRAIN, epoch=0083, iter=00100/00196, fetch data time cost=1.50ms, fps=2231 images/s, loss=0.1797, top1-acc=94.33%, top5-acc=99.84%, remaining_time=0:00:11.214432, arrival_time=2021-04-10 02:46:43.412271, cost_time=0:00:11.681724 2021-04-10 02:46:33,349 INFO : TRAIN, epoch=0083, iter=00110/00196, fetch data time cost=1.43ms, fps=2224 images/s, loss=0.1790, top1-acc=94.36%, top5-acc=99.85%, remaining_time=0:00:10.033362, arrival_time=2021-04-10 02:46:43.382798, cost_time=0:00:12.833347 2021-04-10 02:46:34,492 INFO : TRAIN, epoch=0083, iter=00120/00196, fetch data time cost=1.46ms, fps=2240 images/s, loss=0.1820, top1-acc=94.25%, top5-acc=99.84%, remaining_time=0:00:08.851796, arrival_time=2021-04-10 02:46:43.344374, cost_time=0:00:13.976513 2021-04-10 02:46:35,634 INFO : TRAIN, epoch=0083, iter=00130/00196, fetch data time cost=1.52ms, fps=2242 images/s, loss=0.1830, top1-acc=94.20%, top5-acc=99.84%, remaining_time=0:00:07.675668, arrival_time=2021-04-10 02:46:43.310550, cost_time=0:00:15.118786 2021-04-10 02:46:36,776 INFO : TRAIN, epoch=0083, iter=00140/00196, fetch data time cost=1.42ms, fps=2244 images/s, loss=0.1818, top1-acc=94.21%, top5-acc=99.83%, remaining_time=0:00:06.504008, arrival_time=2021-04-10 02:46:43.280058, cost_time=0:00:16.259998 2021-04-10 02:46:37,915 INFO : TRAIN, epoch=0083, iter=00150/00196, fetch data time cost=1.41ms, fps=2247 images/s, loss=0.1843, top1-acc=94.10%, top5-acc=99.82%, remaining_time=0:00:05.335954, arrival_time=2021-04-10 02:46:43.251820, cost_time=0:00:17.399816 2021-04-10 02:46:39,059 INFO : TRAIN, epoch=0083, iter=00160/00196, fetch data time cost=1.57ms, fps=2239 images/s, loss=0.1843, top1-acc=94.09%, top5-acc=99.82%, remaining_time=0:00:04.172328, arrival_time=2021-04-10 02:46:43.232081, cost_time=0:00:18.543700 2021-04-10 02:46:40,204 INFO : TRAIN, epoch=0083, iter=00170/00196, fetch data time cost=1.50ms, fps=2237 images/s, loss=0.1843, top1-acc=94.09%, top5-acc=99.82%, remaining_time=0:00:03.011216, arrival_time=2021-04-10 02:46:43.215937, cost_time=0:00:19.688663 2021-04-10 02:46:41,351 INFO : TRAIN, epoch=0083, iter=00180/00196, fetch data time cost=1.44ms, fps=2234 images/s, loss=0.1861, top1-acc=94.02%, top5-acc=99.82%, remaining_time=0:00:01.852016, arrival_time=2021-04-10 02:46:43.203280, cost_time=0:00:20.835211 2021-04-10 02:46:42,497 INFO : TRAIN, epoch=0083, iter=00190/00196, fetch data time cost=1.41ms, fps=2234 images/s, loss=0.1863, top1-acc=94.00%, top5-acc=99.82%, remaining_time=0:00:00.694158, arrival_time=2021-04-10 02:46:43.191939, cost_time=0:00:21.981732 2021-04-10 02:46:43,111 INFO : TRAIN, epoch=0083, iter=00196/00196, fetch data time cost=1.34ms, fps=2219 images/s, loss=0.1863, top1-acc=93.99%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-10 02:46:43.111172, cost_time=0:00:22.595131 2021-04-10 02:46:43,575 INFO : EVAL, epoch=0083, iter=00010/00040, fetch data time cost=0.20ms, fps=5519 images/s, loss=0.4229, top1-acc=87.93%, top5-acc=99.10%, remaining_time=0:00:01.391550, arrival_time=2021-04-10 02:46:44.967436, cost_time=0:00:00.463848 2021-04-10 02:46:43,945 INFO : EVAL, epoch=0083, iter=00020/00040, fetch data time cost=1.26ms, fps=6925 images/s, loss=0.4460, top1-acc=87.17%, top5-acc=99.14%, remaining_time=0:00:00.833860, arrival_time=2021-04-10 02:46:44.779763, cost_time=0:00:00.833860 2021-04-10 02:46:44,322 INFO : EVAL, epoch=0083, iter=00030/00040, fetch data time cost=2.48ms, fps=6800 images/s, loss=0.4403, top1-acc=87.23%, top5-acc=99.21%, remaining_time=0:00:00.403560, arrival_time=2021-04-10 02:46:44.726281, cost_time=0:00:01.210682 2021-04-10 02:46:44,660 INFO : EVAL, epoch=0083, iter=00040/00040, fetch data time cost=0.08ms, fps=6876 images/s, loss=0.4494, top1-acc=87.35%, top5-acc=99.28%, remaining_time=0:00:00, arrival_time=2021-04-10 02:46:44.660449, cost_time=0:00:01.548434 2021-04-10 02:46:45,155 INFO : Epoch=0083 complete, best val top1-acc=88.17%, top5-acc=99.51% (epoch=82), remaining_time=0:48:27.650538, arrival_time=2021-04-10 03:35:12.806058, cost_time=0:34:22.692221 2021-04-10 02:46:45,156 INFO : Train start, epoch=0084, lr=0.063194 2021-04-10 02:46:46,487 INFO : TRAIN, epoch=0084, iter=00010/00196, fetch data time cost=1.45ms, fps=1923 images/s, loss=0.1663, top1-acc=95.16%, top5-acc=99.73%, remaining_time=0:00:24.761808, arrival_time=2021-04-10 02:47:11.249276, cost_time=0:00:01.331285 2021-04-10 02:46:47,631 INFO : TRAIN, epoch=0084, iter=00020/00196, fetch data time cost=2.57ms, fps=2239 images/s, loss=0.1602, top1-acc=95.23%, top5-acc=99.80%, remaining_time=0:00:21.780528, arrival_time=2021-04-10 02:47:09.411841, cost_time=0:00:02.475065 2021-04-10 02:46:48,780 INFO : TRAIN, epoch=0084, iter=00030/00196, fetch data time cost=1.87ms, fps=2230 images/s, loss=0.1630, top1-acc=95.00%, top5-acc=99.83%, remaining_time=0:00:20.051638, arrival_time=2021-04-10 02:47:08.831616, cost_time=0:00:03.623787 2021-04-10 02:46:49,923 INFO : TRAIN, epoch=0084, iter=00040/00196, fetch data time cost=1.59ms, fps=2239 images/s, loss=0.1584, top1-acc=94.94%, top5-acc=99.85%, remaining_time=0:00:18.594108, arrival_time=2021-04-10 02:47:08.518017, cost_time=0:00:04.767719 2021-04-10 02:46:51,069 INFO : TRAIN, epoch=0084, iter=00050/00196, fetch data time cost=1.46ms, fps=2236 images/s, loss=0.1656, top1-acc=94.63%, top5-acc=99.84%, remaining_time=0:00:17.265960, arrival_time=2021-04-10 02:47:08.335128, cost_time=0:00:05.912981 2021-04-10 02:46:52,215 INFO : TRAIN, epoch=0084, iter=00060/00196, fetch data time cost=1.54ms, fps=2235 images/s, loss=0.1686, top1-acc=94.48%, top5-acc=99.84%, remaining_time=0:00:16.000400, arrival_time=2021-04-10 02:47:08.215555, cost_time=0:00:07.058971 2021-04-10 02:46:53,358 INFO : TRAIN, epoch=0084, iter=00070/00196, fetch data time cost=2.08ms, fps=2240 images/s, loss=0.1732, top1-acc=94.37%, top5-acc=99.84%, remaining_time=0:00:14.764302, arrival_time=2021-04-10 02:47:08.122880, cost_time=0:00:08.202362 2021-04-10 02:46:54,507 INFO : TRAIN, epoch=0084, iter=00080/00196, fetch data time cost=1.36ms, fps=2229 images/s, loss=0.1750, top1-acc=94.37%, top5-acc=99.83%, remaining_time=0:00:13.559356, arrival_time=2021-04-10 02:47:08.066887, cost_time=0:00:09.351300 2021-04-10 02:46:55,652 INFO : TRAIN, epoch=0084, iter=00090/00196, fetch data time cost=1.89ms, fps=2237 images/s, loss=0.1752, top1-acc=94.34%, top5-acc=99.83%, remaining_time=0:00:12.362144, arrival_time=2021-04-10 02:47:08.014511, cost_time=0:00:10.496181 2021-04-10 02:46:56,792 INFO : TRAIN, epoch=0084, iter=00100/00196, fetch data time cost=1.63ms, fps=2247 images/s, loss=0.1756, top1-acc=94.38%, top5-acc=99.82%, remaining_time=0:00:11.170560, arrival_time=2021-04-10 02:47:07.962790, cost_time=0:00:11.636047 2021-04-10 02:46:57,936 INFO : TRAIN, epoch=0084, iter=00110/00196, fetch data time cost=1.88ms, fps=2238 images/s, loss=0.1756, top1-acc=94.38%, top5-acc=99.83%, remaining_time=0:00:09.991910, arrival_time=2021-04-10 02:47:07.928438, cost_time=0:00:12.780325 2021-04-10 02:46:59,081 INFO : TRAIN, epoch=0084, iter=00120/00196, fetch data time cost=1.41ms, fps=2236 images/s, loss=0.1747, top1-acc=94.39%, top5-acc=99.84%, remaining_time=0:00:08.819572, arrival_time=2021-04-10 02:47:07.901436, cost_time=0:00:13.925678 2021-04-10 02:47:00,221 INFO : TRAIN, epoch=0084, iter=00130/00196, fetch data time cost=1.42ms, fps=2247 images/s, loss=0.1760, top1-acc=94.36%, top5-acc=99.83%, remaining_time=0:00:07.648476, arrival_time=2021-04-10 02:47:07.869954, cost_time=0:00:15.065241 2021-04-10 02:47:01,366 INFO : TRAIN, epoch=0084, iter=00140/00196, fetch data time cost=1.86ms, fps=2236 images/s, loss=0.1764, top1-acc=94.33%, top5-acc=99.83%, remaining_time=0:00:06.484240, arrival_time=2021-04-10 02:47:07.851064, cost_time=0:00:16.210636 2021-04-10 02:47:02,509 INFO : TRAIN, epoch=0084, iter=00150/00196, fetch data time cost=1.87ms, fps=2242 images/s, loss=0.1768, top1-acc=94.32%, top5-acc=99.83%, remaining_time=0:00:05.321602, arrival_time=2021-04-10 02:47:07.830857, cost_time=0:00:17.353032 2021-04-10 02:47:03,659 INFO : TRAIN, epoch=0084, iter=00160/00196, fetch data time cost=3.04ms, fps=2228 images/s, loss=0.1764, top1-acc=94.34%, top5-acc=99.82%, remaining_time=0:00:04.163184, arrival_time=2021-04-10 02:47:07.822643, cost_time=0:00:18.503103 2021-04-10 02:47:04,803 INFO : TRAIN, epoch=0084, iter=00170/00196, fetch data time cost=1.38ms, fps=2238 images/s, loss=0.1774, top1-acc=94.34%, top5-acc=99.82%, remaining_time=0:00:03.004950, arrival_time=2021-04-10 02:47:07.808807, cost_time=0:00:19.647670 2021-04-10 02:47:05,950 INFO : TRAIN, epoch=0084, iter=00180/00196, fetch data time cost=1.78ms, fps=2234 images/s, loss=0.1773, top1-acc=94.33%, top5-acc=99.82%, remaining_time=0:00:01.848352, arrival_time=2021-04-10 02:47:07.798423, cost_time=0:00:20.793884 2021-04-10 02:47:07,093 INFO : TRAIN, epoch=0084, iter=00190/00196, fetch data time cost=1.48ms, fps=2240 images/s, loss=0.1776, top1-acc=94.34%, top5-acc=99.81%, remaining_time=0:00:00.692760, arrival_time=2021-04-10 02:47:07.786297, cost_time=0:00:21.937319 2021-04-10 02:47:07,707 INFO : TRAIN, epoch=0084, iter=00196/00196, fetch data time cost=1.31ms, fps=2216 images/s, loss=0.1778, top1-acc=94.34%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-10 02:47:07.707733, cost_time=0:00:22.551546 2021-04-10 02:47:08,169 INFO : EVAL, epoch=0084, iter=00010/00040, fetch data time cost=3.06ms, fps=5557 images/s, loss=0.3612, top1-acc=88.83%, top5-acc=99.30%, remaining_time=0:00:01.382100, arrival_time=2021-04-10 02:47:09.551463, cost_time=0:00:00.460704 2021-04-10 02:47:08,542 INFO : EVAL, epoch=0084, iter=00020/00040, fetch data time cost=2.00ms, fps=6869 images/s, loss=0.4030, top1-acc=87.54%, top5-acc=99.14%, remaining_time=0:00:00.833740, arrival_time=2021-04-10 02:47:09.376171, cost_time=0:00:00.833731 2021-04-10 02:47:08,918 INFO : EVAL, epoch=0084, iter=00030/00040, fetch data time cost=1.45ms, fps=6815 images/s, loss=0.4161, top1-acc=87.41%, top5-acc=99.15%, remaining_time=0:00:00.403270, arrival_time=2021-04-10 02:47:09.321846, cost_time=0:00:01.209810 2021-04-10 02:47:09,256 INFO : EVAL, epoch=0084, iter=00040/00040, fetch data time cost=0.08ms, fps=6880 images/s, loss=0.4064, top1-acc=87.69%, top5-acc=99.17%, remaining_time=0:00:00, arrival_time=2021-04-10 02:47:09.256282, cost_time=0:00:01.547632 2021-04-10 02:47:09,856 INFO : Epoch=0084 complete, best val top1-acc=88.17%, top5-acc=99.51% (epoch=82), remaining_time=0:48:02.590720, arrival_time=2021-04-10 03:35:12.447317, cost_time=0:34:47.393270 2021-04-10 02:47:09,857 INFO : Train start, epoch=0085, lr=0.062434 2021-04-10 02:47:11,205 INFO : TRAIN, epoch=0085, iter=00010/00196, fetch data time cost=1.62ms, fps=1898 images/s, loss=0.1721, top1-acc=94.34%, top5-acc=99.92%, remaining_time=0:00:25.082286, arrival_time=2021-04-10 02:47:36.288181, cost_time=0:00:01.348511 2021-04-10 02:47:12,351 INFO : TRAIN, epoch=0085, iter=00020/00196, fetch data time cost=1.49ms, fps=2236 images/s, loss=0.1788, top1-acc=94.16%, top5-acc=99.92%, remaining_time=0:00:21.949312, arrival_time=2021-04-10 02:47:34.300861, cost_time=0:00:02.494232 2021-04-10 02:47:13,494 INFO : TRAIN, epoch=0085, iter=00030/00196, fetch data time cost=1.59ms, fps=2241 images/s, loss=0.1760, top1-acc=94.28%, top5-acc=99.82%, remaining_time=0:00:20.126006, arrival_time=2021-04-10 02:47:33.620675, cost_time=0:00:03.637228 2021-04-10 02:47:14,650 INFO : TRAIN, epoch=0085, iter=00040/00196, fetch data time cost=1.41ms, fps=2217 images/s, loss=0.1710, top1-acc=94.48%, top5-acc=99.83%, remaining_time=0:00:18.692388, arrival_time=2021-04-10 02:47:33.342685, cost_time=0:00:04.792921 2021-04-10 02:47:15,793 INFO : TRAIN, epoch=0085, iter=00050/00196, fetch data time cost=2.05ms, fps=2242 images/s, loss=0.1671, top1-acc=94.62%, top5-acc=99.84%, remaining_time=0:00:17.331514, arrival_time=2021-04-10 02:47:33.124537, cost_time=0:00:05.935432 2021-04-10 02:47:16,941 INFO : TRAIN, epoch=0085, iter=00060/00196, fetch data time cost=1.54ms, fps=2232 images/s, loss=0.1681, top1-acc=94.55%, top5-acc=99.82%, remaining_time=0:00:16.056568, arrival_time=2021-04-10 02:47:32.997668, cost_time=0:00:07.083783 2021-04-10 02:47:18,084 INFO : TRAIN, epoch=0085, iter=00070/00196, fetch data time cost=1.53ms, fps=2239 images/s, loss=0.1678, top1-acc=94.53%, top5-acc=99.83%, remaining_time=0:00:14.809158, arrival_time=2021-04-10 02:47:32.893801, cost_time=0:00:08.227329 2021-04-10 02:47:19,231 INFO : TRAIN, epoch=0085, iter=00080/00196, fetch data time cost=1.46ms, fps=2233 images/s, loss=0.1674, top1-acc=94.53%, top5-acc=99.82%, remaining_time=0:00:13.592764, arrival_time=2021-04-10 02:47:32.824491, cost_time=0:00:09.374346 2021-04-10 02:47:20,369 INFO : TRAIN, epoch=0085, iter=00090/00196, fetch data time cost=1.44ms, fps=2250 images/s, loss=0.1710, top1-acc=94.40%, top5-acc=99.81%, remaining_time=0:00:12.381330, arrival_time=2021-04-10 02:47:32.751132, cost_time=0:00:10.512479 2021-04-10 02:47:21,515 INFO : TRAIN, epoch=0085, iter=00100/00196, fetch data time cost=1.84ms, fps=2236 images/s, loss=0.1736, top1-acc=94.30%, top5-acc=99.79%, remaining_time=0:00:11.191680, arrival_time=2021-04-10 02:47:32.707017, cost_time=0:00:11.658024 2021-04-10 02:47:22,659 INFO : TRAIN, epoch=0085, iter=00110/00196, fetch data time cost=1.47ms, fps=2237 images/s, loss=0.1744, top1-acc=94.31%, top5-acc=99.79%, remaining_time=0:00:10.009282, arrival_time=2021-04-10 02:47:32.669176, cost_time=0:00:12.802582 2021-04-10 02:47:23,804 INFO : TRAIN, epoch=0085, iter=00120/00196, fetch data time cost=1.43ms, fps=2238 images/s, loss=0.1755, top1-acc=94.28%, top5-acc=99.79%, remaining_time=0:00:08.832872, arrival_time=2021-04-10 02:47:32.636860, cost_time=0:00:13.946675 2021-04-10 02:47:24,949 INFO : TRAIN, epoch=0085, iter=00130/00196, fetch data time cost=1.83ms, fps=2236 images/s, loss=0.1751, top1-acc=94.31%, top5-acc=99.80%, remaining_time=0:00:07.662138, arrival_time=2021-04-10 02:47:32.611842, cost_time=0:00:15.092115 2021-04-10 02:47:26,096 INFO : TRAIN, epoch=0085, iter=00140/00196, fetch data time cost=1.44ms, fps=2235 images/s, loss=0.1764, top1-acc=94.29%, top5-acc=99.80%, remaining_time=0:00:06.495440, arrival_time=2021-04-10 02:47:32.591396, cost_time=0:00:16.238601 2021-04-10 02:47:27,252 INFO : TRAIN, epoch=0085, iter=00150/00196, fetch data time cost=1.60ms, fps=2214 images/s, loss=0.1760, top1-acc=94.31%, top5-acc=99.80%, remaining_time=0:00:05.334620, arrival_time=2021-04-10 02:47:32.587446, cost_time=0:00:17.395446 2021-04-10 02:47:28,393 INFO : TRAIN, epoch=0085, iter=00160/00196, fetch data time cost=1.45ms, fps=2244 images/s, loss=0.1761, top1-acc=94.28%, top5-acc=99.80%, remaining_time=0:00:04.170744, arrival_time=2021-04-10 02:47:32.564664, cost_time=0:00:18.536618 2021-04-10 02:47:29,540 INFO : TRAIN, epoch=0085, iter=00170/00196, fetch data time cost=1.99ms, fps=2233 images/s, loss=0.1771, top1-acc=94.25%, top5-acc=99.80%, remaining_time=0:00:03.010358, arrival_time=2021-04-10 02:47:32.550829, cost_time=0:00:19.683162 2021-04-10 02:47:30,682 INFO : TRAIN, epoch=0085, iter=00180/00196, fetch data time cost=1.51ms, fps=2242 images/s, loss=0.1790, top1-acc=94.19%, top5-acc=99.80%, remaining_time=0:00:01.851152, arrival_time=2021-04-10 02:47:32.533995, cost_time=0:00:20.825530 2021-04-10 02:47:31,827 INFO : TRAIN, epoch=0085, iter=00190/00196, fetch data time cost=1.30ms, fps=2237 images/s, loss=0.1798, top1-acc=94.16%, top5-acc=99.79%, remaining_time=0:00:00.693804, arrival_time=2021-04-10 02:47:32.521556, cost_time=0:00:21.970445 2021-04-10 02:47:32,443 INFO : TRAIN, epoch=0085, iter=00196/00196, fetch data time cost=1.34ms, fps=2210 images/s, loss=0.1804, top1-acc=94.15%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-10 02:47:32.443547, cost_time=0:00:22.586236 2021-04-10 02:47:32,977 INFO : EVAL, epoch=0085, iter=00010/00040, fetch data time cost=6.08ms, fps=4802 images/s, loss=0.3510, top1-acc=88.87%, top5-acc=99.61%, remaining_time=0:00:01.599390, arrival_time=2021-04-10 02:47:34.577168, cost_time=0:00:00.533128 2021-04-10 02:47:33,349 INFO : EVAL, epoch=0085, iter=00020/00040, fetch data time cost=1.31ms, fps=6904 images/s, loss=0.3611, top1-acc=88.83%, top5-acc=99.36%, remaining_time=0:00:00.904420, arrival_time=2021-04-10 02:47:34.253445, cost_time=0:00:00.904422 2021-04-10 02:47:33,731 INFO : EVAL, epoch=0085, iter=00030/00040, fetch data time cost=2.28ms, fps=6692 images/s, loss=0.3541, top1-acc=88.72%, top5-acc=99.51%, remaining_time=0:00:00.429090, arrival_time=2021-04-10 02:47:34.161011, cost_time=0:00:01.287271 2021-04-10 02:47:34,074 INFO : EVAL, epoch=0085, iter=00040/00040, fetch data time cost=0.10ms, fps=6785 images/s, loss=0.3429, top1-acc=89.00%, top5-acc=99.51%, remaining_time=0:00:00, arrival_time=2021-04-10 02:47:34.074278, cost_time=0:00:01.629693 2021-04-10 02:47:35,117 INFO : Epoch=0085 complete, best val top1-acc=89.00%, top5-acc=99.51% (epoch=85), remaining_time=0:47:38.296710, arrival_time=2021-04-10 03:35:13.414090, cost_time=0:35:12.654072 2021-04-10 02:47:35,117 INFO : Train start, epoch=0086, lr=0.061672 2021-04-10 02:47:36,444 INFO : TRAIN, epoch=0086, iter=00010/00196, fetch data time cost=0.25ms, fps=1930 images/s, loss=0.1619, top1-acc=95.00%, top5-acc=99.80%, remaining_time=0:00:24.666576, arrival_time=2021-04-10 02:48:01.110812, cost_time=0:00:01.326160 2021-04-10 02:47:37,585 INFO : TRAIN, epoch=0086, iter=00020/00196, fetch data time cost=1.56ms, fps=2244 images/s, loss=0.1592, top1-acc=95.02%, top5-acc=99.88%, remaining_time=0:00:21.712592, arrival_time=2021-04-10 02:47:59.297965, cost_time=0:00:02.467349 2021-04-10 02:47:38,732 INFO : TRAIN, epoch=0086, iter=00030/00196, fetch data time cost=1.87ms, fps=2233 images/s, loss=0.1564, top1-acc=95.07%, top5-acc=99.86%, remaining_time=0:00:19.997522, arrival_time=2021-04-10 02:47:58.729575, cost_time=0:00:03.614019 2021-04-10 02:47:39,872 INFO : TRAIN, epoch=0086, iter=00040/00196, fetch data time cost=1.78ms, fps=2246 images/s, loss=0.1575, top1-acc=94.84%, top5-acc=99.85%, remaining_time=0:00:18.541380, arrival_time=2021-04-10 02:47:58.413629, cost_time=0:00:04.754194 2021-04-10 02:47:41,013 INFO : TRAIN, epoch=0086, iter=00050/00196, fetch data time cost=1.55ms, fps=2244 images/s, loss=0.1633, top1-acc=94.69%, top5-acc=99.85%, remaining_time=0:00:17.215444, arrival_time=2021-04-10 02:47:58.229151, cost_time=0:00:05.895681 2021-04-10 02:47:42,159 INFO : TRAIN, epoch=0086, iter=00060/00196, fetch data time cost=1.41ms, fps=2235 images/s, loss=0.1685, top1-acc=94.47%, top5-acc=99.86%, remaining_time=0:00:15.961232, arrival_time=2021-04-10 02:47:58.120995, cost_time=0:00:07.041731 2021-04-10 02:47:43,307 INFO : TRAIN, epoch=0086, iter=00070/00196, fetch data time cost=1.56ms, fps=2231 images/s, loss=0.1672, top1-acc=94.50%, top5-acc=99.88%, remaining_time=0:00:14.741370, arrival_time=2021-04-10 02:47:58.049055, cost_time=0:00:08.189658 2021-04-10 02:47:44,453 INFO : TRAIN, epoch=0086, iter=00080/00196, fetch data time cost=1.42ms, fps=2235 images/s, loss=0.1687, top1-acc=94.50%, top5-acc=99.88%, remaining_time=0:00:13.536504, arrival_time=2021-04-10 02:47:57.990040, cost_time=0:00:09.335507 2021-04-10 02:47:45,592 INFO : TRAIN, epoch=0086, iter=00090/00196, fetch data time cost=1.38ms, fps=2248 images/s, loss=0.1693, top1-acc=94.48%, top5-acc=99.87%, remaining_time=0:00:12.336704, arrival_time=2021-04-10 02:47:57.929262, cost_time=0:00:10.474522 2021-04-10 02:47:46,738 INFO : TRAIN, epoch=0086, iter=00100/00196, fetch data time cost=1.58ms, fps=2234 images/s, loss=0.1694, top1-acc=94.49%, top5-acc=99.87%, remaining_time=0:00:11.155968, arrival_time=2021-04-10 02:47:57.894805, cost_time=0:00:11.620827 2021-04-10 02:47:47,886 INFO : TRAIN, epoch=0086, iter=00110/00196, fetch data time cost=1.38ms, fps=2231 images/s, loss=0.1684, top1-acc=94.50%, top5-acc=99.88%, remaining_time=0:00:09.982708, arrival_time=2021-04-10 02:47:57.869261, cost_time=0:00:12.768533 2021-04-10 02:47:49,026 INFO : TRAIN, epoch=0086, iter=00120/00196, fetch data time cost=1.60ms, fps=2247 images/s, loss=0.1680, top1-acc=94.50%, top5-acc=99.87%, remaining_time=0:00:08.808552, arrival_time=2021-04-10 02:47:57.834831, cost_time=0:00:13.908252 2021-04-10 02:47:50,174 INFO : TRAIN, epoch=0086, iter=00130/00196, fetch data time cost=1.53ms, fps=2230 images/s, loss=0.1691, top1-acc=94.45%, top5-acc=99.86%, remaining_time=0:00:07.644186, arrival_time=2021-04-10 02:47:57.818978, cost_time=0:00:15.056768 2021-04-10 02:47:51,318 INFO : TRAIN, epoch=0086, iter=00140/00196, fetch data time cost=1.50ms, fps=2240 images/s, loss=0.1708, top1-acc=94.39%, top5-acc=99.84%, remaining_time=0:00:06.480096, arrival_time=2021-04-10 02:47:57.798372, cost_time=0:00:16.200256 2021-04-10 02:47:52,458 INFO : TRAIN, epoch=0086, iter=00150/00196, fetch data time cost=1.91ms, fps=2245 images/s, loss=0.1724, top1-acc=94.35%, top5-acc=99.84%, remaining_time=0:00:05.317876, arrival_time=2021-04-10 02:47:57.776753, cost_time=0:00:17.340857 2021-04-10 02:47:53,602 INFO : TRAIN, epoch=0086, iter=00160/00196, fetch data time cost=1.38ms, fps=2240 images/s, loss=0.1729, top1-acc=94.32%, top5-acc=99.84%, remaining_time=0:00:04.158972, arrival_time=2021-04-10 02:47:57.761267, cost_time=0:00:18.484278 2021-04-10 02:47:54,749 INFO : TRAIN, epoch=0086, iter=00170/00196, fetch data time cost=1.52ms, fps=2233 images/s, loss=0.1742, top1-acc=94.28%, top5-acc=99.85%, remaining_time=0:00:03.002376, arrival_time=2021-04-10 02:47:57.751358, cost_time=0:00:19.630961 2021-04-10 02:47:55,892 INFO : TRAIN, epoch=0086, iter=00180/00196, fetch data time cost=1.87ms, fps=2240 images/s, loss=0.1742, top1-acc=94.27%, top5-acc=99.85%, remaining_time=0:00:01.846576, arrival_time=2021-04-10 02:47:57.738650, cost_time=0:00:20.774054 2021-04-10 02:47:57,036 INFO : TRAIN, epoch=0086, iter=00190/00196, fetch data time cost=1.35ms, fps=2237 images/s, loss=0.1753, top1-acc=94.25%, top5-acc=99.84%, remaining_time=0:00:00.692178, arrival_time=2021-04-10 02:47:57.729086, cost_time=0:00:21.918880 2021-04-10 02:47:57,653 INFO : TRAIN, epoch=0086, iter=00196/00196, fetch data time cost=1.28ms, fps=2208 images/s, loss=0.1750, top1-acc=94.25%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-10 02:47:57.653142, cost_time=0:00:22.535120 2021-04-10 02:47:58,127 INFO : EVAL, epoch=0086, iter=00010/00040, fetch data time cost=2.23ms, fps=5407 images/s, loss=0.4858, top1-acc=86.60%, top5-acc=98.98%, remaining_time=0:00:01.420380, arrival_time=2021-04-10 02:47:59.547929, cost_time=0:00:00.473455 2021-04-10 02:47:58,495 INFO : EVAL, epoch=0086, iter=00020/00040, fetch data time cost=1.28ms, fps=6964 images/s, loss=0.4986, top1-acc=86.43%, top5-acc=99.04%, remaining_time=0:00:00.841420, arrival_time=2021-04-10 02:47:59.336914, cost_time=0:00:00.841412 2021-04-10 02:47:58,871 INFO : EVAL, epoch=0086, iter=00030/00040, fetch data time cost=2.54ms, fps=6823 images/s, loss=0.5023, top1-acc=86.07%, top5-acc=99.14%, remaining_time=0:00:00.405630, arrival_time=2021-04-10 02:47:59.276656, cost_time=0:00:01.216904 2021-04-10 02:47:59,213 INFO : EVAL, epoch=0086, iter=00040/00040, fetch data time cost=0.09ms, fps=6796 images/s, loss=0.5112, top1-acc=85.83%, top5-acc=99.15%, remaining_time=0:00:00, arrival_time=2021-04-10 02:47:59.212982, cost_time=0:00:01.558928 2021-04-10 02:47:59,704 INFO : Epoch=0086 complete, best val top1-acc=89.00%, top5-acc=99.51% (epoch=85), remaining_time=0:47:13.087416, arrival_time=2021-04-10 03:35:12.792093, cost_time=0:35:37.241374 2021-04-10 02:47:59,705 INFO : Train start, epoch=0087, lr=0.060907 2021-04-10 02:48:01,016 INFO : TRAIN, epoch=0087, iter=00010/00196, fetch data time cost=1.37ms, fps=1952 images/s, loss=0.1584, top1-acc=95.04%, top5-acc=99.88%, remaining_time=0:00:24.388692, arrival_time=2021-04-10 02:48:25.405366, cost_time=0:00:01.311221 2021-04-10 02:48:02,160 INFO : TRAIN, epoch=0087, iter=00020/00196, fetch data time cost=1.34ms, fps=2240 images/s, loss=0.1557, top1-acc=94.96%, top5-acc=99.88%, remaining_time=0:00:21.600832, arrival_time=2021-04-10 02:48:23.760943, cost_time=0:00:02.454631 2021-04-10 02:48:03,317 INFO : TRAIN, epoch=0087, iter=00030/00196, fetch data time cost=2.12ms, fps=2214 images/s, loss=0.1567, top1-acc=94.80%, top5-acc=99.90%, remaining_time=0:00:19.983910, arrival_time=2021-04-10 02:48:23.300896, cost_time=0:00:03.611551 2021-04-10 02:48:04,467 INFO : TRAIN, epoch=0087, iter=00040/00196, fetch data time cost=1.37ms, fps=2227 images/s, loss=0.1595, top1-acc=94.69%, top5-acc=99.90%, remaining_time=0:00:18.570396, arrival_time=2021-04-10 02:48:23.037416, cost_time=0:00:04.761658 2021-04-10 02:48:05,614 INFO : TRAIN, epoch=0087, iter=00050/00196, fetch data time cost=1.41ms, fps=2233 images/s, loss=0.1645, top1-acc=94.50%, top5-acc=99.90%, remaining_time=0:00:17.253404, arrival_time=2021-04-10 02:48:22.867559, cost_time=0:00:05.908711 2021-04-10 02:48:06,756 INFO : TRAIN, epoch=0087, iter=00060/00196, fetch data time cost=2.06ms, fps=2243 images/s, loss=0.1645, top1-acc=94.54%, top5-acc=99.89%, remaining_time=0:00:15.981632, arrival_time=2021-04-10 02:48:22.737702, cost_time=0:00:07.050696 2021-04-10 02:48:07,898 INFO : TRAIN, epoch=0087, iter=00070/00196, fetch data time cost=1.55ms, fps=2242 images/s, loss=0.1683, top1-acc=94.44%, top5-acc=99.89%, remaining_time=0:00:14.747292, arrival_time=2021-04-10 02:48:22.645619, cost_time=0:00:08.192959 2021-04-10 02:48:09,040 INFO : TRAIN, epoch=0087, iter=00080/00196, fetch data time cost=1.50ms, fps=2243 images/s, loss=0.1695, top1-acc=94.43%, top5-acc=99.90%, remaining_time=0:00:13.535228, arrival_time=2021-04-10 02:48:22.575278, cost_time=0:00:09.334638 2021-04-10 02:48:10,185 INFO : TRAIN, epoch=0087, iter=00090/00196, fetch data time cost=1.40ms, fps=2237 images/s, loss=0.1685, top1-acc=94.43%, top5-acc=99.90%, remaining_time=0:00:12.342640, arrival_time=2021-04-10 02:48:22.527638, cost_time=0:00:10.479631 2021-04-10 02:48:11,338 INFO : TRAIN, epoch=0087, iter=00100/00196, fetch data time cost=2.35ms, fps=2221 images/s, loss=0.1690, top1-acc=94.41%, top5-acc=99.90%, remaining_time=0:00:11.167296, arrival_time=2021-04-10 02:48:22.505349, cost_time=0:00:11.632559 2021-04-10 02:48:12,481 INFO : TRAIN, epoch=0087, iter=00110/00196, fetch data time cost=2.16ms, fps=2240 images/s, loss=0.1681, top1-acc=94.42%, top5-acc=99.90%, remaining_time=0:00:09.988728, arrival_time=2021-04-10 02:48:22.470457, cost_time=0:00:12.776331 2021-04-10 02:48:13,627 INFO : TRAIN, epoch=0087, iter=00120/00196, fetch data time cost=1.42ms, fps=2235 images/s, loss=0.1684, top1-acc=94.44%, top5-acc=99.90%, remaining_time=0:00:08.817444, arrival_time=2021-04-10 02:48:22.445088, cost_time=0:00:13.922268 2021-04-10 02:48:14,771 INFO : TRAIN, epoch=0087, iter=00130/00196, fetch data time cost=1.53ms, fps=2239 images/s, loss=0.1701, top1-acc=94.43%, top5-acc=99.89%, remaining_time=0:00:07.649004, arrival_time=2021-04-10 02:48:22.420566, cost_time=0:00:15.066196 2021-04-10 02:48:15,914 INFO : TRAIN, epoch=0087, iter=00140/00196, fetch data time cost=1.37ms, fps=2240 images/s, loss=0.1716, top1-acc=94.39%, top5-acc=99.89%, remaining_time=0:00:06.483680, arrival_time=2021-04-10 02:48:22.398274, cost_time=0:00:16.209228 2021-04-10 02:48:17,063 INFO : TRAIN, epoch=0087, iter=00150/00196, fetch data time cost=1.94ms, fps=2228 images/s, loss=0.1719, top1-acc=94.38%, top5-acc=99.89%, remaining_time=0:00:05.323304, arrival_time=2021-04-10 02:48:22.387244, cost_time=0:00:17.358573 2021-04-10 02:48:18,208 INFO : TRAIN, epoch=0087, iter=00160/00196, fetch data time cost=1.56ms, fps=2237 images/s, loss=0.1713, top1-acc=94.38%, top5-acc=99.89%, remaining_time=0:00:04.163292, arrival_time=2021-04-10 02:48:22.372211, cost_time=0:00:18.503557 2021-04-10 02:48:19,349 INFO : TRAIN, epoch=0087, iter=00170/00196, fetch data time cost=1.39ms, fps=2246 images/s, loss=0.1726, top1-acc=94.35%, top5-acc=99.88%, remaining_time=0:00:03.004326, arrival_time=2021-04-10 02:48:22.353415, cost_time=0:00:19.643688 2021-04-10 02:48:20,498 INFO : TRAIN, epoch=0087, iter=00180/00196, fetch data time cost=1.87ms, fps=2228 images/s, loss=0.1739, top1-acc=94.34%, top5-acc=99.88%, remaining_time=0:00:01.848288, arrival_time=2021-04-10 02:48:22.346859, cost_time=0:00:20.793206 2021-04-10 02:48:21,646 INFO : TRAIN, epoch=0087, iter=00190/00196, fetch data time cost=1.26ms, fps=2231 images/s, loss=0.1754, top1-acc=94.29%, top5-acc=99.88%, remaining_time=0:00:00.692868, arrival_time=2021-04-10 02:48:22.339095, cost_time=0:00:21.940872 2021-04-10 02:48:22,262 INFO : TRAIN, epoch=0087, iter=00196/00196, fetch data time cost=1.44ms, fps=2209 images/s, loss=0.1749, top1-acc=94.31%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-10 02:48:22.262252, cost_time=0:00:22.556888 2021-04-10 02:48:22,713 INFO : EVAL, epoch=0087, iter=00010/00040, fetch data time cost=1.90ms, fps=5685 images/s, loss=0.4408, top1-acc=85.62%, top5-acc=99.37%, remaining_time=0:00:01.350960, arrival_time=2021-04-10 02:48:24.064525, cost_time=0:00:00.450318 2021-04-10 02:48:23,087 INFO : EVAL, epoch=0087, iter=00020/00040, fetch data time cost=1.74ms, fps=6863 images/s, loss=0.4415, top1-acc=86.39%, top5-acc=99.30%, remaining_time=0:00:00.823820, arrival_time=2021-04-10 02:48:23.910885, cost_time=0:00:00.823813 2021-04-10 02:48:23,460 INFO : EVAL, epoch=0087, iter=00030/00040, fetch data time cost=1.35ms, fps=6874 images/s, loss=0.4380, top1-acc=86.46%, top5-acc=99.32%, remaining_time=0:00:00.398900, arrival_time=2021-04-10 02:48:23.858872, cost_time=0:00:01.196695 2021-04-10 02:48:23,797 INFO : EVAL, epoch=0087, iter=00040/00040, fetch data time cost=0.06ms, fps=6889 images/s, loss=0.4402, top1-acc=86.57%, top5-acc=99.33%, remaining_time=0:00:00, arrival_time=2021-04-10 02:48:23.797210, cost_time=0:00:01.534035 2021-04-10 02:48:24,337 INFO : Epoch=0087 complete, best val top1-acc=89.00%, top5-acc=99.51% (epoch=85), remaining_time=0:46:47.951351, arrival_time=2021-04-10 03:35:12.288757, cost_time=0:36:01.874080 2021-04-10 02:48:24,338 INFO : Train start, epoch=0088, lr=0.060139 2021-04-10 02:48:25,724 INFO : TRAIN, epoch=0088, iter=00010/00196, fetch data time cost=0.49ms, fps=1847 images/s, loss=0.1857, top1-acc=94.14%, top5-acc=99.73%, remaining_time=0:00:25.778856, arrival_time=2021-04-10 02:48:51.503221, cost_time=0:00:01.385963 2021-04-10 02:48:26,868 INFO : TRAIN, epoch=0088, iter=00020/00196, fetch data time cost=1.83ms, fps=2238 images/s, loss=0.1817, top1-acc=94.32%, top5-acc=99.80%, remaining_time=0:00:22.268928, arrival_time=2021-04-10 02:48:49.137759, cost_time=0:00:02.530551 2021-04-10 02:48:28,014 INFO : TRAIN, epoch=0088, iter=00030/00196, fetch data time cost=1.95ms, fps=2236 images/s, loss=0.1747, top1-acc=94.57%, top5-acc=99.82%, remaining_time=0:00:20.338486, arrival_time=2021-04-10 02:48:48.352482, cost_time=0:00:03.675640 2021-04-10 02:48:29,159 INFO : TRAIN, epoch=0088, iter=00040/00196, fetch data time cost=1.46ms, fps=2236 images/s, loss=0.1748, top1-acc=94.55%, top5-acc=99.83%, remaining_time=0:00:18.803148, arrival_time=2021-04-10 02:48:47.962766, cost_time=0:00:04.821339 2021-04-10 02:48:30,305 INFO : TRAIN, epoch=0088, iter=00050/00196, fetch data time cost=1.65ms, fps=2236 images/s, loss=0.1730, top1-acc=94.60%, top5-acc=99.83%, remaining_time=0:00:17.423056, arrival_time=2021-04-10 02:48:47.728206, cost_time=0:00:05.966808 2021-04-10 02:48:31,447 INFO : TRAIN, epoch=0088, iter=00060/00196, fetch data time cost=1.75ms, fps=2241 images/s, loss=0.1733, top1-acc=94.58%, top5-acc=99.82%, remaining_time=0:00:16.114912, arrival_time=2021-04-10 02:48:47.562714, cost_time=0:00:07.109512 2021-04-10 02:48:32,593 INFO : TRAIN, epoch=0088, iter=00070/00196, fetch data time cost=1.33ms, fps=2235 images/s, loss=0.1777, top1-acc=94.39%, top5-acc=99.83%, remaining_time=0:00:14.859180, arrival_time=2021-04-10 02:48:47.452555, cost_time=0:00:08.255095 2021-04-10 02:48:33,745 INFO : TRAIN, epoch=0088, iter=00080/00196, fetch data time cost=2.58ms, fps=2224 images/s, loss=0.1734, top1-acc=94.54%, top5-acc=99.82%, remaining_time=0:00:13.639744, arrival_time=2021-04-10 02:48:47.384846, cost_time=0:00:09.406733 2021-04-10 02:48:34,898 INFO : TRAIN, epoch=0088, iter=00090/00196, fetch data time cost=1.57ms, fps=2220 images/s, loss=0.1715, top1-acc=94.53%, top5-acc=99.83%, remaining_time=0:00:12.437722, arrival_time=2021-04-10 02:48:47.336439, cost_time=0:00:10.560304 2021-04-10 02:48:36,049 INFO : TRAIN, epoch=0088, iter=00100/00196, fetch data time cost=2.37ms, fps=2226 images/s, loss=0.1731, top1-acc=94.50%, top5-acc=99.81%, remaining_time=0:00:11.242464, arrival_time=2021-04-10 02:48:47.291706, cost_time=0:00:11.710926 2021-04-10 02:48:37,191 INFO : TRAIN, epoch=0088, iter=00110/00196, fetch data time cost=1.34ms, fps=2242 images/s, loss=0.1707, top1-acc=94.54%, top5-acc=99.81%, remaining_time=0:00:10.048928, arrival_time=2021-04-10 02:48:47.240541, cost_time=0:00:12.853266 2021-04-10 02:48:38,333 INFO : TRAIN, epoch=0088, iter=00120/00196, fetch data time cost=1.90ms, fps=2243 images/s, loss=0.1706, top1-acc=94.52%, top5-acc=99.82%, remaining_time=0:00:08.863576, arrival_time=2021-04-10 02:48:47.197031, cost_time=0:00:13.995175 2021-04-10 02:48:39,477 INFO : TRAIN, epoch=0088, iter=00130/00196, fetch data time cost=1.53ms, fps=2238 images/s, loss=0.1709, top1-acc=94.52%, top5-acc=99.82%, remaining_time=0:00:07.686228, arrival_time=2021-04-10 02:48:47.164058, cost_time=0:00:15.139483 2021-04-10 02:48:40,619 INFO : TRAIN, epoch=0088, iter=00140/00196, fetch data time cost=1.33ms, fps=2244 images/s, loss=0.1714, top1-acc=94.50%, top5-acc=99.80%, remaining_time=0:00:06.512352, arrival_time=2021-04-10 02:48:47.131591, cost_time=0:00:16.280925 2021-04-10 02:48:41,771 INFO : TRAIN, epoch=0088, iter=00150/00196, fetch data time cost=1.58ms, fps=2223 images/s, loss=0.1700, top1-acc=94.55%, top5-acc=99.81%, remaining_time=0:00:05.346166, arrival_time=2021-04-10 02:48:47.117582, cost_time=0:00:17.433085 2021-04-10 02:48:42,916 INFO : TRAIN, epoch=0088, iter=00160/00196, fetch data time cost=1.90ms, fps=2236 images/s, loss=0.1702, top1-acc=94.55%, top5-acc=99.80%, remaining_time=0:00:04.180140, arrival_time=2021-04-10 02:48:47.096766, cost_time=0:00:18.578333 2021-04-10 02:48:44,055 INFO : TRAIN, epoch=0088, iter=00170/00196, fetch data time cost=1.36ms, fps=2248 images/s, loss=0.1699, top1-acc=94.57%, top5-acc=99.81%, remaining_time=0:00:03.015636, arrival_time=2021-04-10 02:48:47.071475, cost_time=0:00:19.717559 2021-04-10 02:48:45,203 INFO : TRAIN, epoch=0088, iter=00180/00196, fetch data time cost=1.60ms, fps=2232 images/s, loss=0.1696, top1-acc=94.58%, top5-acc=99.82%, remaining_time=0:00:01.854672, arrival_time=2021-04-10 02:48:47.058069, cost_time=0:00:20.864988 2021-04-10 02:48:46,347 INFO : TRAIN, epoch=0088, iter=00190/00196, fetch data time cost=1.34ms, fps=2240 images/s, loss=0.1696, top1-acc=94.58%, top5-acc=99.82%, remaining_time=0:00:00.695010, arrival_time=2021-04-10 02:48:47.041984, cost_time=0:00:22.008654 2021-04-10 02:48:46,964 INFO : TRAIN, epoch=0088, iter=00196/00196, fetch data time cost=1.66ms, fps=2205 images/s, loss=0.1700, top1-acc=94.57%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-10 02:48:46.964146, cost_time=0:00:22.625836 2021-04-10 02:48:47,444 INFO : EVAL, epoch=0088, iter=00010/00040, fetch data time cost=3.09ms, fps=5343 images/s, loss=0.3561, top1-acc=89.10%, top5-acc=99.41%, remaining_time=0:00:01.437270, arrival_time=2021-04-10 02:48:48.881808, cost_time=0:00:00.479087 2021-04-10 02:48:47,818 INFO : EVAL, epoch=0088, iter=00020/00040, fetch data time cost=1.63ms, fps=6858 images/s, loss=0.3497, top1-acc=88.87%, top5-acc=99.55%, remaining_time=0:00:00.852720, arrival_time=2021-04-10 02:48:48.670920, cost_time=0:00:00.852726 2021-04-10 02:48:48,195 INFO : EVAL, epoch=0088, iter=00030/00040, fetch data time cost=2.40ms, fps=6794 images/s, loss=0.3590, top1-acc=88.59%, top5-acc=99.56%, remaining_time=0:00:00.409990, arrival_time=2021-04-10 02:48:48.605404, cost_time=0:00:01.229981 2021-04-10 02:48:48,531 INFO : EVAL, epoch=0088, iter=00040/00040, fetch data time cost=0.11ms, fps=6921 images/s, loss=0.3678, top1-acc=88.53%, top5-acc=99.49%, remaining_time=0:00:00, arrival_time=2021-04-10 02:48:48.531028, cost_time=0:00:01.565578 2021-04-10 02:48:49,094 INFO : Epoch=0088 complete, best val top1-acc=89.00%, top5-acc=99.51% (epoch=85), remaining_time=0:46:22.984512, arrival_time=2021-04-10 03:35:12.078497, cost_time=0:36:26.630660 2021-04-10 02:48:49,095 INFO : Train start, epoch=0089, lr=0.059369 2021-04-10 02:48:50,419 INFO : TRAIN, epoch=0089, iter=00010/00196, fetch data time cost=0.24ms, fps=1933 images/s, loss=0.1493, top1-acc=95.27%, top5-acc=99.77%, remaining_time=0:00:24.630120, arrival_time=2021-04-10 02:49:15.050035, cost_time=0:00:01.324201 2021-04-10 02:48:51,561 INFO : TRAIN, epoch=0089, iter=00020/00196, fetch data time cost=1.54ms, fps=2244 images/s, loss=0.1339, top1-acc=95.74%, top5-acc=99.86%, remaining_time=0:00:21.697632, arrival_time=2021-04-10 02:49:13.258977, cost_time=0:00:02.465636 2021-04-10 02:48:52,707 INFO : TRAIN, epoch=0089, iter=00030/00196, fetch data time cost=1.44ms, fps=2235 images/s, loss=0.1486, top1-acc=95.38%, top5-acc=99.87%, remaining_time=0:00:19.984740, arrival_time=2021-04-10 02:49:12.692195, cost_time=0:00:03.611702 2021-04-10 02:48:53,854 INFO : TRAIN, epoch=0089, iter=00040/00196, fetch data time cost=1.65ms, fps=2233 images/s, loss=0.1569, top1-acc=95.07%, top5-acc=99.83%, remaining_time=0:00:18.559008, arrival_time=2021-04-10 02:49:12.413437, cost_time=0:00:04.758719 2021-04-10 02:48:55,004 INFO : TRAIN, epoch=0089, iter=00050/00196, fetch data time cost=2.00ms, fps=2228 images/s, loss=0.1590, top1-acc=94.98%, top5-acc=99.82%, remaining_time=0:00:17.252090, arrival_time=2021-04-10 02:49:12.256091, cost_time=0:00:05.908244 2021-04-10 02:48:56,153 INFO : TRAIN, epoch=0089, iter=00060/00196, fetch data time cost=1.42ms, fps=2227 images/s, loss=0.1594, top1-acc=94.94%, top5-acc=99.82%, remaining_time=0:00:15.998360, arrival_time=2021-04-10 02:49:12.152173, cost_time=0:00:07.058114 2021-04-10 02:48:57,297 INFO : TRAIN, epoch=0089, iter=00070/00196, fetch data time cost=1.43ms, fps=2238 images/s, loss=0.1621, top1-acc=94.84%, top5-acc=99.80%, remaining_time=0:00:14.763798, arrival_time=2021-04-10 02:49:12.061612, cost_time=0:00:08.202104 2021-04-10 02:48:58,438 INFO : TRAIN, epoch=0089, iter=00080/00196, fetch data time cost=1.40ms, fps=2244 images/s, loss=0.1626, top1-acc=94.81%, top5-acc=99.82%, remaining_time=0:00:13.547640, arrival_time=2021-04-10 02:49:11.986576, cost_time=0:00:09.343227 2021-04-10 02:48:59,588 INFO : TRAIN, epoch=0089, iter=00090/00196, fetch data time cost=2.13ms, fps=2229 images/s, loss=0.1623, top1-acc=94.79%, top5-acc=99.83%, remaining_time=0:00:12.357586, arrival_time=2021-04-10 02:49:11.945605, cost_time=0:00:10.492298 2021-04-10 02:49:00,729 INFO : TRAIN, epoch=0089, iter=00100/00196, fetch data time cost=1.38ms, fps=2243 images/s, loss=0.1614, top1-acc=94.82%, top5-acc=99.84%, remaining_time=0:00:11.168832, arrival_time=2021-04-10 02:49:11.898695, cost_time=0:00:11.634153 2021-04-10 02:49:01,873 INFO : TRAIN, epoch=0089, iter=00110/00196, fetch data time cost=1.36ms, fps=2240 images/s, loss=0.1620, top1-acc=94.80%, top5-acc=99.84%, remaining_time=0:00:09.989588, arrival_time=2021-04-10 02:49:11.862750, cost_time=0:00:12.777401 2021-04-10 02:49:03,024 INFO : TRAIN, epoch=0089, iter=00120/00196, fetch data time cost=2.22ms, fps=2225 images/s, loss=0.1625, top1-acc=94.77%, top5-acc=99.85%, remaining_time=0:00:08.821472, arrival_time=2021-04-10 02:49:11.845941, cost_time=0:00:13.928694 2021-04-10 02:49:04,202 INFO : TRAIN, epoch=0089, iter=00130/00196, fetch data time cost=1.92ms, fps=2174 images/s, loss=0.1622, top1-acc=94.77%, top5-acc=99.86%, remaining_time=0:00:07.669662, arrival_time=2021-04-10 02:49:11.872354, cost_time=0:00:15.106939 2021-04-10 02:49:05,341 INFO : TRAIN, epoch=0089, iter=00140/00196, fetch data time cost=1.41ms, fps=2249 images/s, loss=0.1634, top1-acc=94.72%, top5-acc=99.86%, remaining_time=0:00:06.498240, arrival_time=2021-04-10 02:49:11.839590, cost_time=0:00:16.245640 2021-04-10 02:49:06,484 INFO : TRAIN, epoch=0089, iter=00150/00196, fetch data time cost=1.39ms, fps=2241 images/s, loss=0.1634, top1-acc=94.71%, top5-acc=99.86%, remaining_time=0:00:05.332412, arrival_time=2021-04-10 02:49:11.816414, cost_time=0:00:17.388238 2021-04-10 02:49:07,634 INFO : TRAIN, epoch=0089, iter=00160/00196, fetch data time cost=2.04ms, fps=2226 images/s, loss=0.1628, top1-acc=94.72%, top5-acc=99.87%, remaining_time=0:00:04.171176, arrival_time=2021-04-10 02:49:11.805554, cost_time=0:00:18.538623 2021-04-10 02:49:08,776 INFO : TRAIN, epoch=0089, iter=00170/00196, fetch data time cost=1.32ms, fps=2243 images/s, loss=0.1619, top1-acc=94.73%, top5-acc=99.88%, remaining_time=0:00:03.009994, arrival_time=2021-04-10 02:49:11.786411, cost_time=0:00:19.680717 2021-04-10 02:49:09,921 INFO : TRAIN, epoch=0089, iter=00180/00196, fetch data time cost=1.41ms, fps=2237 images/s, loss=0.1624, top1-acc=94.72%, top5-acc=99.87%, remaining_time=0:00:01.851152, arrival_time=2021-04-10 02:49:11.772256, cost_time=0:00:20.825404 2021-04-10 02:49:11,066 INFO : TRAIN, epoch=0089, iter=00190/00196, fetch data time cost=1.23ms, fps=2235 images/s, loss=0.1639, top1-acc=94.68%, top5-acc=99.87%, remaining_time=0:00:00.693822, arrival_time=2021-04-10 02:49:11.760589, cost_time=0:00:21.971054 2021-04-10 02:49:11,680 INFO : TRAIN, epoch=0089, iter=00196/00196, fetch data time cost=1.24ms, fps=2219 images/s, loss=0.1637, top1-acc=94.68%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-10 02:49:11.680061, cost_time=0:00:22.584353 2021-04-10 02:49:12,132 INFO : EVAL, epoch=0089, iter=00010/00040, fetch data time cost=2.65ms, fps=5672 images/s, loss=0.4488, top1-acc=86.84%, top5-acc=99.41%, remaining_time=0:00:01.353870, arrival_time=2021-04-10 02:49:13.486234, cost_time=0:00:00.451288 2021-04-10 02:49:12,500 INFO : EVAL, epoch=0089, iter=00020/00040, fetch data time cost=1.52ms, fps=6954 images/s, loss=0.4271, top1-acc=87.48%, top5-acc=99.49%, remaining_time=0:00:00.819900, arrival_time=2021-04-10 02:49:13.320838, cost_time=0:00:00.819897 2021-04-10 02:49:12,874 INFO : EVAL, epoch=0089, iter=00030/00040, fetch data time cost=1.71ms, fps=6862 images/s, loss=0.4240, top1-acc=87.50%, top5-acc=99.37%, remaining_time=0:00:00.397770, arrival_time=2021-04-10 02:49:13.272166, cost_time=0:00:01.193317 2021-04-10 02:49:13,212 INFO : EVAL, epoch=0089, iter=00040/00040, fetch data time cost=0.07ms, fps=6866 images/s, loss=0.4276, top1-acc=87.48%, top5-acc=99.35%, remaining_time=0:00:00, arrival_time=2021-04-10 02:49:13.212690, cost_time=0:00:01.531682 2021-04-10 02:49:13,711 INFO : Epoch=0089 complete, best val top1-acc=89.00%, top5-acc=99.51% (epoch=85), remaining_time=0:45:57.849168, arrival_time=2021-04-10 03:35:11.560867, cost_time=0:36:51.248401 2021-04-10 02:49:13,712 INFO : Train start, epoch=0090, lr=0.058596 2021-04-10 02:49:15,080 INFO : TRAIN, epoch=0090, iter=00010/00196, fetch data time cost=0.25ms, fps=1871 images/s, loss=0.1394, top1-acc=95.20%, top5-acc=99.88%, remaining_time=0:00:25.448706, arrival_time=2021-04-10 02:49:40.529323, cost_time=0:00:01.368207 2021-04-10 02:49:16,227 INFO : TRAIN, epoch=0090, iter=00020/00196, fetch data time cost=1.51ms, fps=2233 images/s, loss=0.1447, top1-acc=95.04%, top5-acc=99.92%, remaining_time=0:00:22.133232, arrival_time=2021-04-10 02:49:38.360769, cost_time=0:00:02.515141 2021-04-10 02:49:17,373 INFO : TRAIN, epoch=0090, iter=00030/00196, fetch data time cost=1.53ms, fps=2236 images/s, loss=0.1552, top1-acc=94.78%, top5-acc=99.92%, remaining_time=0:00:20.254822, arrival_time=2021-04-10 02:49:37.627770, cost_time=0:00:03.660515 2021-04-10 02:49:18,516 INFO : TRAIN, epoch=0090, iter=00040/00196, fetch data time cost=1.96ms, fps=2241 images/s, loss=0.1583, top1-acc=94.62%, top5-acc=99.91%, remaining_time=0:00:18.733884, arrival_time=2021-04-10 02:49:37.249941, cost_time=0:00:04.803575 2021-04-10 02:49:19,657 INFO : TRAIN, epoch=0090, iter=00050/00196, fetch data time cost=1.35ms, fps=2244 images/s, loss=0.1587, top1-acc=94.65%, top5-acc=99.88%, remaining_time=0:00:17.360568, arrival_time=2021-04-10 02:49:37.018339, cost_time=0:00:05.945393 2021-04-10 02:49:20,797 INFO : TRAIN, epoch=0090, iter=00060/00196, fetch data time cost=1.65ms, fps=2247 images/s, loss=0.1604, top1-acc=94.63%, top5-acc=99.88%, remaining_time=0:00:16.059560, arrival_time=2021-04-10 02:49:36.857004, cost_time=0:00:07.085072 2021-04-10 02:49:21,942 INFO : TRAIN, epoch=0090, iter=00070/00196, fetch data time cost=1.46ms, fps=2238 images/s, loss=0.1603, top1-acc=94.70%, top5-acc=99.89%, remaining_time=0:00:14.813190, arrival_time=2021-04-10 02:49:36.755220, cost_time=0:00:08.229538 2021-04-10 02:49:23,088 INFO : TRAIN, epoch=0090, iter=00080/00196, fetch data time cost=1.55ms, fps=2234 images/s, loss=0.1619, top1-acc=94.64%, top5-acc=99.90%, remaining_time=0:00:13.595664, arrival_time=2021-04-10 02:49:36.684444, cost_time=0:00:09.376355 2021-04-10 02:49:24,232 INFO : TRAIN, epoch=0090, iter=00090/00196, fetch data time cost=1.38ms, fps=2239 images/s, loss=0.1609, top1-acc=94.63%, top5-acc=99.90%, remaining_time=0:00:12.390340, arrival_time=2021-04-10 02:49:36.622861, cost_time=0:00:10.520139 2021-04-10 02:49:25,376 INFO : TRAIN, epoch=0090, iter=00100/00196, fetch data time cost=1.42ms, fps=2240 images/s, loss=0.1635, top1-acc=94.61%, top5-acc=99.90%, remaining_time=0:00:11.197056, arrival_time=2021-04-10 02:49:36.573007, cost_time=0:00:11.663555 2021-04-10 02:49:26,517 INFO : TRAIN, epoch=0090, iter=00110/00196, fetch data time cost=1.43ms, fps=2244 images/s, loss=0.1639, top1-acc=94.64%, top5-acc=99.89%, remaining_time=0:00:10.011174, arrival_time=2021-04-10 02:49:36.528519, cost_time=0:00:12.804978 2021-04-10 02:49:27,666 INFO : TRAIN, epoch=0090, iter=00120/00196, fetch data time cost=1.38ms, fps=2229 images/s, loss=0.1666, top1-acc=94.53%, top5-acc=99.90%, remaining_time=0:00:08.837432, arrival_time=2021-04-10 02:49:36.503760, cost_time=0:00:13.953841 2021-04-10 02:49:28,810 INFO : TRAIN, epoch=0090, iter=00130/00196, fetch data time cost=1.53ms, fps=2239 images/s, loss=0.1674, top1-acc=94.50%, top5-acc=99.89%, remaining_time=0:00:07.665108, arrival_time=2021-04-10 02:49:36.475448, cost_time=0:00:15.097970 2021-04-10 02:49:29,957 INFO : TRAIN, epoch=0090, iter=00140/00196, fetch data time cost=1.61ms, fps=2233 images/s, loss=0.1677, top1-acc=94.49%, top5-acc=99.88%, remaining_time=0:00:06.497960, arrival_time=2021-04-10 02:49:36.455333, cost_time=0:00:16.244951 2021-04-10 02:49:31,097 INFO : TRAIN, epoch=0090, iter=00150/00196, fetch data time cost=1.33ms, fps=2247 images/s, loss=0.1672, top1-acc=94.51%, top5-acc=99.88%, remaining_time=0:00:05.331354, arrival_time=2021-04-10 02:49:36.428637, cost_time=0:00:17.384912 2021-04-10 02:49:32,244 INFO : TRAIN, epoch=0090, iter=00160/00196, fetch data time cost=2.24ms, fps=2232 images/s, loss=0.1681, top1-acc=94.46%, top5-acc=99.87%, remaining_time=0:00:04.169700, arrival_time=2021-04-10 02:49:36.414178, cost_time=0:00:18.532064 2021-04-10 02:49:33,395 INFO : TRAIN, epoch=0090, iter=00170/00196, fetch data time cost=1.93ms, fps=2226 images/s, loss=0.1682, top1-acc=94.46%, top5-acc=99.86%, remaining_time=0:00:03.010332, arrival_time=2021-04-10 02:49:36.405599, cost_time=0:00:19.682863 2021-04-10 02:49:34,543 INFO : TRAIN, epoch=0090, iter=00180/00196, fetch data time cost=2.04ms, fps=2231 images/s, loss=0.1676, top1-acc=94.48%, top5-acc=99.86%, remaining_time=0:00:01.851648, arrival_time=2021-04-10 02:49:36.395032, cost_time=0:00:20.831019 2021-04-10 02:49:35,696 INFO : TRAIN, epoch=0090, iter=00190/00196, fetch data time cost=1.89ms, fps=2221 images/s, loss=0.1672, top1-acc=94.48%, top5-acc=99.86%, remaining_time=0:00:00.694236, arrival_time=2021-04-10 02:49:36.390811, cost_time=0:00:21.984181 2021-04-10 02:49:36,313 INFO : TRAIN, epoch=0090, iter=00196/00196, fetch data time cost=1.30ms, fps=2208 images/s, loss=0.1681, top1-acc=94.48%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-10 02:49:36.313021, cost_time=0:00:22.600602 2021-04-10 02:49:36,798 INFO : EVAL, epoch=0090, iter=00010/00040, fetch data time cost=0.21ms, fps=5289 images/s, loss=0.5725, top1-acc=84.77%, top5-acc=98.79%, remaining_time=0:00:01.452120, arrival_time=2021-04-10 02:49:38.250213, cost_time=0:00:00.484039 2021-04-10 02:49:37,166 INFO : EVAL, epoch=0090, iter=00020/00040, fetch data time cost=1.73ms, fps=6958 images/s, loss=0.5770, top1-acc=84.14%, top5-acc=98.65%, remaining_time=0:00:00.852320, arrival_time=2021-04-10 02:49:38.018719, cost_time=0:00:00.852327 2021-04-10 02:49:37,545 INFO : EVAL, epoch=0090, iter=00030/00040, fetch data time cost=2.44ms, fps=6760 images/s, loss=0.5736, top1-acc=84.15%, top5-acc=98.80%, remaining_time=0:00:00.410480, arrival_time=2021-04-10 02:49:37.956003, cost_time=0:00:01.231437 2021-04-10 02:49:37,885 INFO : EVAL, epoch=0090, iter=00040/00040, fetch data time cost=0.07ms, fps=6827 images/s, loss=0.5511, top1-acc=84.33%, top5-acc=98.80%, remaining_time=0:00:00, arrival_time=2021-04-10 02:49:37.885834, cost_time=0:00:01.571749 2021-04-10 02:49:38,391 INFO : Epoch=0090 complete, best val top1-acc=89.00%, top5-acc=99.51% (epoch=85), remaining_time=0:45:32.801500, arrival_time=2021-04-10 03:35:11.193355, cost_time=0:37:15.928543 2021-04-10 02:49:38,392 INFO : Train start, epoch=0091, lr=0.057822 2021-04-10 02:49:39,736 INFO : TRAIN, epoch=0091, iter=00010/00196, fetch data time cost=0.32ms, fps=1905 images/s, loss=0.1993, top1-acc=93.87%, top5-acc=99.80%, remaining_time=0:00:24.999330, arrival_time=2021-04-10 02:50:04.736030, cost_time=0:00:01.344052 2021-04-10 02:49:40,888 INFO : TRAIN, epoch=0091, iter=00020/00196, fetch data time cost=1.39ms, fps=2225 images/s, loss=0.1753, top1-acc=94.47%, top5-acc=99.84%, remaining_time=0:00:21.957232, arrival_time=2021-04-10 02:50:02.845216, cost_time=0:00:02.495143 2021-04-10 02:49:42,035 INFO : TRAIN, epoch=0091, iter=00030/00196, fetch data time cost=1.53ms, fps=2233 images/s, loss=0.1683, top1-acc=94.73%, top5-acc=99.83%, remaining_time=0:00:20.155056, arrival_time=2021-04-10 02:50:02.190098, cost_time=0:00:03.642469 2021-04-10 02:49:43,179 INFO : TRAIN, epoch=0091, iter=00040/00196, fetch data time cost=1.91ms, fps=2238 images/s, loss=0.1637, top1-acc=94.87%, top5-acc=99.84%, remaining_time=0:00:18.668520, arrival_time=2021-04-10 02:50:01.847875, cost_time=0:00:04.786797 2021-04-10 02:49:44,321 INFO : TRAIN, epoch=0091, iter=00050/00196, fetch data time cost=1.71ms, fps=2242 images/s, loss=0.1600, top1-acc=94.91%, top5-acc=99.84%, remaining_time=0:00:17.312972, arrival_time=2021-04-10 02:50:01.634678, cost_time=0:00:05.929082 2021-04-10 02:49:45,467 INFO : TRAIN, epoch=0091, iter=00060/00196, fetch data time cost=1.48ms, fps=2235 images/s, loss=0.1570, top1-acc=95.03%, top5-acc=99.86%, remaining_time=0:00:16.037392, arrival_time=2021-04-10 02:50:01.505262, cost_time=0:00:07.075306 2021-04-10 02:49:46,611 INFO : TRAIN, epoch=0091, iter=00070/00196, fetch data time cost=1.45ms, fps=2239 images/s, loss=0.1547, top1-acc=94.98%, top5-acc=99.86%, remaining_time=0:00:14.793912, arrival_time=2021-04-10 02:50:01.405353, cost_time=0:00:08.218869 2021-04-10 02:49:47,754 INFO : TRAIN, epoch=0091, iter=00080/00196, fetch data time cost=1.60ms, fps=2241 images/s, loss=0.1557, top1-acc=94.96%, top5-acc=99.84%, remaining_time=0:00:13.574552, arrival_time=2021-04-10 02:50:01.328874, cost_time=0:00:09.361761 2021-04-10 02:49:48,896 INFO : TRAIN, epoch=0091, iter=00090/00196, fetch data time cost=1.48ms, fps=2242 images/s, loss=0.1571, top1-acc=94.90%, top5-acc=99.85%, remaining_time=0:00:12.371260, arrival_time=2021-04-10 02:50:01.267779, cost_time=0:00:10.503944 2021-04-10 02:49:50,040 INFO : TRAIN, epoch=0091, iter=00100/00196, fetch data time cost=1.53ms, fps=2238 images/s, loss=0.1580, top1-acc=94.84%, top5-acc=99.85%, remaining_time=0:00:11.182272, arrival_time=2021-04-10 02:50:01.223054, cost_time=0:00:11.648212 2021-04-10 02:49:51,184 INFO : TRAIN, epoch=0091, iter=00110/00196, fetch data time cost=4.00ms, fps=2238 images/s, loss=0.1602, top1-acc=94.78%, top5-acc=99.85%, remaining_time=0:00:10.001198, arrival_time=2021-04-10 02:50:01.186075, cost_time=0:00:12.792248 2021-04-10 02:49:52,332 INFO : TRAIN, epoch=0091, iter=00120/00196, fetch data time cost=1.52ms, fps=2231 images/s, loss=0.1612, top1-acc=94.74%, top5-acc=99.84%, remaining_time=0:00:08.828844, arrival_time=2021-04-10 02:50:01.161674, cost_time=0:00:13.940269 2021-04-10 02:49:53,483 INFO : TRAIN, epoch=0091, iter=00130/00196, fetch data time cost=1.83ms, fps=2225 images/s, loss=0.1612, top1-acc=94.74%, top5-acc=99.83%, remaining_time=0:00:07.661676, arrival_time=2021-04-10 02:50:01.145406, cost_time=0:00:15.091160 2021-04-10 02:49:54,626 INFO : TRAIN, epoch=0091, iter=00140/00196, fetch data time cost=1.35ms, fps=2240 images/s, loss=0.1627, top1-acc=94.71%, top5-acc=99.81%, remaining_time=0:00:06.493704, arrival_time=2021-04-10 02:50:01.120567, cost_time=0:00:16.234297 2021-04-10 02:49:55,768 INFO : TRAIN, epoch=0091, iter=00150/00196, fetch data time cost=1.41ms, fps=2242 images/s, loss=0.1616, top1-acc=94.77%, top5-acc=99.81%, remaining_time=0:00:05.328778, arrival_time=2021-04-10 02:50:01.097725, cost_time=0:00:17.376384 2021-04-10 02:49:56,908 INFO : TRAIN, epoch=0091, iter=00160/00196, fetch data time cost=1.40ms, fps=2248 images/s, loss=0.1622, top1-acc=94.76%, top5-acc=99.82%, remaining_time=0:00:04.165992, arrival_time=2021-04-10 02:50:01.074058, cost_time=0:00:18.515507 2021-04-10 02:49:58,050 INFO : TRAIN, epoch=0091, iter=00170/00196, fetch data time cost=1.53ms, fps=2243 images/s, loss=0.1623, top1-acc=94.75%, top5-acc=99.82%, remaining_time=0:00:03.006432, arrival_time=2021-04-10 02:50:01.056397, cost_time=0:00:19.657369 2021-04-10 02:49:59,189 INFO : TRAIN, epoch=0091, iter=00180/00196, fetch data time cost=1.36ms, fps=2248 images/s, loss=0.1623, top1-acc=94.72%, top5-acc=99.83%, remaining_time=0:00:01.848592, arrival_time=2021-04-10 02:50:01.037878, cost_time=0:00:20.796718 2021-04-10 02:50:00,330 INFO : TRAIN, epoch=0091, iter=00190/00196, fetch data time cost=1.43ms, fps=2245 images/s, loss=0.1621, top1-acc=94.74%, top5-acc=99.82%, remaining_time=0:00:00.692766, arrival_time=2021-04-10 02:50:01.022987, cost_time=0:00:21.937657 2021-04-10 02:50:00,943 INFO : TRAIN, epoch=0091, iter=00196/00196, fetch data time cost=1.25ms, fps=2219 images/s, loss=0.1622, top1-acc=94.74%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-10 02:50:00.943524, cost_time=0:00:22.550966 2021-04-10 02:50:01,429 INFO : EVAL, epoch=0091, iter=00010/00040, fetch data time cost=0.29ms, fps=5276 images/s, loss=0.4075, top1-acc=88.09%, top5-acc=99.61%, remaining_time=0:00:01.455720, arrival_time=2021-04-10 02:50:02.885377, cost_time=0:00:00.485237 2021-04-10 02:50:01,804 INFO : EVAL, epoch=0091, iter=00020/00040, fetch data time cost=2.07ms, fps=6844 images/s, loss=0.4089, top1-acc=87.99%, top5-acc=99.43%, remaining_time=0:00:00.859600, arrival_time=2021-04-10 02:50:02.663676, cost_time=0:00:00.859609 2021-04-10 02:50:02,177 INFO : EVAL, epoch=0091, iter=00030/00040, fetch data time cost=1.32ms, fps=6869 images/s, loss=0.4083, top1-acc=88.16%, top5-acc=99.44%, remaining_time=0:00:00.410930, arrival_time=2021-04-10 02:50:02.588146, cost_time=0:00:01.232787 2021-04-10 02:50:02,514 INFO : EVAL, epoch=0091, iter=00040/00040, fetch data time cost=0.08ms, fps=6888 images/s, loss=0.4472, top1-acc=87.94%, top5-acc=99.42%, remaining_time=0:00:00, arrival_time=2021-04-10 02:50:02.514323, cost_time=0:00:01.569924 2021-04-10 02:50:03,167 INFO : Epoch=0091 complete, best val top1-acc=89.00%, top5-acc=99.51% (epoch=85), remaining_time=0:45:07.876100, arrival_time=2021-04-10 03:35:11.043296, cost_time=0:37:40.703867 2021-04-10 02:50:03,170 INFO : Train start, epoch=0092, lr=0.057045 2021-04-10 02:50:04,605 INFO : TRAIN, epoch=0092, iter=00010/00196, fetch data time cost=1.80ms, fps=1784 images/s, loss=0.1568, top1-acc=94.88%, top5-acc=99.88%, remaining_time=0:00:26.686908, arrival_time=2021-04-10 02:50:31.292608, cost_time=0:00:01.434784 2021-04-10 02:50:05,752 INFO : TRAIN, epoch=0092, iter=00020/00196, fetch data time cost=1.53ms, fps=2233 images/s, loss=0.1570, top1-acc=94.75%, top5-acc=99.86%, remaining_time=0:00:22.718960, arrival_time=2021-04-10 02:50:28.471585, cost_time=0:00:02.581696 2021-04-10 02:50:06,898 INFO : TRAIN, epoch=0092, iter=00030/00196, fetch data time cost=1.63ms, fps=2235 images/s, loss=0.1612, top1-acc=94.69%, top5-acc=99.87%, remaining_time=0:00:20.626164, arrival_time=2021-04-10 02:50:27.524663, cost_time=0:00:03.727615 2021-04-10 02:50:08,051 INFO : TRAIN, epoch=0092, iter=00040/00196, fetch data time cost=1.37ms, fps=2221 images/s, loss=0.1617, top1-acc=94.60%, top5-acc=99.88%, remaining_time=0:00:19.034340, arrival_time=2021-04-10 02:50:27.085876, cost_time=0:00:04.880617 2021-04-10 02:50:09,195 INFO : TRAIN, epoch=0092, iter=00050/00196, fetch data time cost=1.62ms, fps=2240 images/s, loss=0.1594, top1-acc=94.69%, top5-acc=99.87%, remaining_time=0:00:17.590372, arrival_time=2021-04-10 02:50:26.785330, cost_time=0:00:06.024098 2021-04-10 02:50:10,338 INFO : TRAIN, epoch=0092, iter=00060/00196, fetch data time cost=2.23ms, fps=2240 images/s, loss=0.1565, top1-acc=94.85%, top5-acc=99.87%, remaining_time=0:00:16.246288, arrival_time=2021-04-10 02:50:26.584700, cost_time=0:00:07.167488 2021-04-10 02:50:11,482 INFO : TRAIN, epoch=0092, iter=00070/00196, fetch data time cost=1.64ms, fps=2239 images/s, loss=0.1563, top1-acc=94.87%, top5-acc=99.88%, remaining_time=0:00:14.960988, arrival_time=2021-04-10 02:50:26.443509, cost_time=0:00:08.311661 2021-04-10 02:50:12,628 INFO : TRAIN, epoch=0092, iter=00080/00196, fetch data time cost=1.57ms, fps=2235 images/s, loss=0.1544, top1-acc=94.90%, top5-acc=99.89%, remaining_time=0:00:13.713636, arrival_time=2021-04-10 02:50:26.342210, cost_time=0:00:09.457702 2021-04-10 02:50:13,769 INFO : TRAIN, epoch=0092, iter=00090/00196, fetch data time cost=1.42ms, fps=2244 images/s, loss=0.1549, top1-acc=94.85%, top5-acc=99.89%, remaining_time=0:00:12.482984, arrival_time=2021-04-10 02:50:26.252601, cost_time=0:00:10.598715 2021-04-10 02:50:14,913 INFO : TRAIN, epoch=0092, iter=00100/00196, fetch data time cost=1.45ms, fps=2239 images/s, loss=0.1573, top1-acc=94.79%, top5-acc=99.89%, remaining_time=0:00:11.272896, arrival_time=2021-04-10 02:50:26.186354, cost_time=0:00:11.742565 2021-04-10 02:50:16,056 INFO : TRAIN, epoch=0092, iter=00110/00196, fetch data time cost=1.99ms, fps=2240 images/s, loss=0.1564, top1-acc=94.78%, top5-acc=99.90%, remaining_time=0:00:10.074384, arrival_time=2021-04-10 02:50:26.131244, cost_time=0:00:12.885861 2021-04-10 02:50:17,203 INFO : TRAIN, epoch=0092, iter=00120/00196, fetch data time cost=1.84ms, fps=2233 images/s, loss=0.1549, top1-acc=94.85%, top5-acc=99.90%, remaining_time=0:00:08.887592, arrival_time=2021-04-10 02:50:26.091544, cost_time=0:00:14.033089 2021-04-10 02:50:18,348 INFO : TRAIN, epoch=0092, iter=00130/00196, fetch data time cost=1.70ms, fps=2238 images/s, loss=0.1559, top1-acc=94.84%, top5-acc=99.90%, remaining_time=0:00:07.705434, arrival_time=2021-04-10 02:50:26.053670, cost_time=0:00:15.177334 2021-04-10 02:50:19,493 INFO : TRAIN, epoch=0092, iter=00140/00196, fetch data time cost=1.85ms, fps=2236 images/s, loss=0.1574, top1-acc=94.82%, top5-acc=99.89%, remaining_time=0:00:06.529208, arrival_time=2021-04-10 02:50:26.023050, cost_time=0:00:16.322982 2021-04-10 02:50:20,636 INFO : TRAIN, epoch=0092, iter=00150/00196, fetch data time cost=1.41ms, fps=2241 images/s, loss=0.1587, top1-acc=94.77%, top5-acc=99.90%, remaining_time=0:00:05.356148, arrival_time=2021-04-10 02:50:25.992760, cost_time=0:00:17.465748 2021-04-10 02:50:21,774 INFO : TRAIN, epoch=0092, iter=00160/00196, fetch data time cost=1.51ms, fps=2251 images/s, loss=0.1590, top1-acc=94.71%, top5-acc=99.90%, remaining_time=0:00:04.185756, arrival_time=2021-04-10 02:50:25.960024, cost_time=0:00:18.603410 2021-04-10 02:50:22,915 INFO : TRAIN, epoch=0092, iter=00170/00196, fetch data time cost=1.52ms, fps=2244 images/s, loss=0.1606, top1-acc=94.67%, top5-acc=99.90%, remaining_time=0:00:03.019744, arrival_time=2021-04-10 02:50:25.935164, cost_time=0:00:19.744562 2021-04-10 02:50:24,057 INFO : TRAIN, epoch=0092, iter=00180/00196, fetch data time cost=1.58ms, fps=2243 images/s, loss=0.1608, top1-acc=94.64%, top5-acc=99.90%, remaining_time=0:00:01.856576, arrival_time=2021-04-10 02:50:25.913950, cost_time=0:00:20.886467 2021-04-10 02:50:25,199 INFO : TRAIN, epoch=0092, iter=00190/00196, fetch data time cost=1.39ms, fps=2242 images/s, loss=0.1604, top1-acc=94.67%, top5-acc=99.90%, remaining_time=0:00:00.695646, arrival_time=2021-04-10 02:50:25.895387, cost_time=0:00:22.028880 2021-04-10 02:50:25,814 INFO : TRAIN, epoch=0092, iter=00196/00196, fetch data time cost=1.27ms, fps=2214 images/s, loss=0.1612, top1-acc=94.68%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-10 02:50:25.814473, cost_time=0:00:22.643625 2021-04-10 02:50:26,280 INFO : EVAL, epoch=0092, iter=00010/00040, fetch data time cost=0.32ms, fps=5510 images/s, loss=0.4575, top1-acc=86.76%, top5-acc=99.30%, remaining_time=0:00:01.393680, arrival_time=2021-04-10 02:50:27.673644, cost_time=0:00:00.464562 2021-04-10 02:50:26,653 INFO : EVAL, epoch=0092, iter=00020/00040, fetch data time cost=1.28ms, fps=6853 images/s, loss=0.4404, top1-acc=87.17%, top5-acc=99.30%, remaining_time=0:00:00.838440, arrival_time=2021-04-10 02:50:27.492313, cost_time=0:00:00.838434 2021-04-10 02:50:27,026 INFO : EVAL, epoch=0092, iter=00030/00040, fetch data time cost=1.35ms, fps=6874 images/s, loss=0.4392, top1-acc=87.15%, top5-acc=99.28%, remaining_time=0:00:00.403780, arrival_time=2021-04-10 02:50:27.430544, cost_time=0:00:01.211336 2021-04-10 02:50:27,366 INFO : EVAL, epoch=0092, iter=00040/00040, fetch data time cost=0.07ms, fps=6836 images/s, loss=0.4435, top1-acc=87.22%, top5-acc=99.26%, remaining_time=0:00:00, arrival_time=2021-04-10 02:50:27.366555, cost_time=0:00:01.551190 2021-04-10 02:50:27,881 INFO : Epoch=0092 complete, best val top1-acc=89.00%, top5-acc=99.51% (epoch=85), remaining_time=0:44:42.882432, arrival_time=2021-04-10 03:35:10.764136, cost_time=0:38:05.418379 2021-04-10 02:50:27,882 INFO : Train start, epoch=0093, lr=0.056267 2021-04-10 02:50:29,256 INFO : TRAIN, epoch=0093, iter=00010/00196, fetch data time cost=1.40ms, fps=1864 images/s, loss=0.1778, top1-acc=94.41%, top5-acc=99.69%, remaining_time=0:00:25.550820, arrival_time=2021-04-10 02:50:54.807191, cost_time=0:00:01.373704 2021-04-10 02:50:30,396 INFO : TRAIN, epoch=0093, iter=00020/00196, fetch data time cost=1.47ms, fps=2247 images/s, loss=0.1761, top1-acc=94.43%, top5-acc=99.77%, remaining_time=0:00:22.123024, arrival_time=2021-04-10 02:50:52.519625, cost_time=0:00:02.513974 2021-04-10 02:50:31,537 INFO : TRAIN, epoch=0093, iter=00030/00196, fetch data time cost=1.38ms, fps=2245 images/s, loss=0.1696, top1-acc=94.53%, top5-acc=99.83%, remaining_time=0:00:20.223282, arrival_time=2021-04-10 02:50:51.760683, cost_time=0:00:03.654800 2021-04-10 02:50:32,683 INFO : TRAIN, epoch=0093, iter=00040/00196, fetch data time cost=1.75ms, fps=2235 images/s, loss=0.1673, top1-acc=94.64%, top5-acc=99.83%, remaining_time=0:00:18.723432, arrival_time=2021-04-10 02:50:51.406850, cost_time=0:00:04.800860 2021-04-10 02:50:33,847 INFO : TRAIN, epoch=0093, iter=00050/00196, fetch data time cost=1.45ms, fps=2199 images/s, loss=0.1645, top1-acc=94.71%, top5-acc=99.83%, remaining_time=0:00:17.418530, arrival_time=2021-04-10 02:50:51.266412, cost_time=0:00:05.965270 2021-04-10 02:50:34,992 INFO : TRAIN, epoch=0093, iter=00060/00196, fetch data time cost=1.44ms, fps=2239 images/s, loss=0.1638, top1-acc=94.78%, top5-acc=99.82%, remaining_time=0:00:16.114504, arrival_time=2021-04-10 02:50:51.106446, cost_time=0:00:07.109347 2021-04-10 02:50:36,144 INFO : TRAIN, epoch=0093, iter=00070/00196, fetch data time cost=1.72ms, fps=2223 images/s, loss=0.1610, top1-acc=94.83%, top5-acc=99.83%, remaining_time=0:00:14.870394, arrival_time=2021-04-10 02:50:51.014313, cost_time=0:00:08.261297 2021-04-10 02:50:37,285 INFO : TRAIN, epoch=0093, iter=00080/00196, fetch data time cost=1.57ms, fps=2243 images/s, loss=0.1622, top1-acc=94.76%, top5-acc=99.81%, remaining_time=0:00:13.634756, arrival_time=2021-04-10 02:50:50.920639, cost_time=0:00:09.403289 2021-04-10 02:50:38,429 INFO : TRAIN, epoch=0093, iter=00090/00196, fetch data time cost=1.54ms, fps=2239 images/s, loss=0.1626, top1-acc=94.72%, top5-acc=99.81%, remaining_time=0:00:12.422140, arrival_time=2021-04-10 02:50:50.851855, cost_time=0:00:10.547101 2021-04-10 02:50:39,585 INFO : TRAIN, epoch=0093, iter=00100/00196, fetch data time cost=2.11ms, fps=2216 images/s, loss=0.1627, top1-acc=94.68%, top5-acc=99.82%, remaining_time=0:00:11.234688, arrival_time=2021-04-10 02:50:50.820154, cost_time=0:00:11.702782 2021-04-10 02:50:40,735 INFO : TRAIN, epoch=0093, iter=00110/00196, fetch data time cost=1.31ms, fps=2227 images/s, loss=0.1662, top1-acc=94.60%, top5-acc=99.82%, remaining_time=0:00:10.048842, arrival_time=2021-04-10 02:50:50.784611, cost_time=0:00:12.853143 2021-04-10 02:50:41,886 INFO : TRAIN, epoch=0093, iter=00120/00196, fetch data time cost=2.00ms, fps=2225 images/s, loss=0.1671, top1-acc=94.55%, top5-acc=99.82%, remaining_time=0:00:08.869352, arrival_time=2021-04-10 02:50:50.756190, cost_time=0:00:14.004213 2021-04-10 02:50:43,035 INFO : TRAIN, epoch=0093, iter=00130/00196, fetch data time cost=2.05ms, fps=2230 images/s, loss=0.1685, top1-acc=94.55%, top5-acc=99.81%, remaining_time=0:00:07.692828, arrival_time=2021-04-10 02:50:50.728049, cost_time=0:00:15.152544 2021-04-10 02:50:44,182 INFO : TRAIN, epoch=0093, iter=00140/00196, fetch data time cost=1.47ms, fps=2233 images/s, loss=0.1676, top1-acc=94.59%, top5-acc=99.81%, remaining_time=0:00:06.519800, arrival_time=2021-04-10 02:50:50.701926, cost_time=0:00:16.299531 2021-04-10 02:50:45,329 INFO : TRAIN, epoch=0093, iter=00150/00196, fetch data time cost=1.35ms, fps=2233 images/s, loss=0.1673, top1-acc=94.55%, top5-acc=99.81%, remaining_time=0:00:05.350260, arrival_time=2021-04-10 02:50:50.679331, cost_time=0:00:17.446524 2021-04-10 02:50:46,473 INFO : TRAIN, epoch=0093, iter=00160/00196, fetch data time cost=1.55ms, fps=2238 images/s, loss=0.1670, top1-acc=94.57%, top5-acc=99.81%, remaining_time=0:00:04.182984, arrival_time=2021-04-10 02:50:50.656624, cost_time=0:00:18.590993 2021-04-10 02:50:47,616 INFO : TRAIN, epoch=0093, iter=00170/00196, fetch data time cost=1.54ms, fps=2241 images/s, loss=0.1668, top1-acc=94.57%, top5-acc=99.81%, remaining_time=0:00:03.018158, arrival_time=2021-04-10 02:50:50.634815, cost_time=0:00:19.734046 2021-04-10 02:50:48,767 INFO : TRAIN, epoch=0093, iter=00180/00196, fetch data time cost=1.47ms, fps=2225 images/s, loss=0.1656, top1-acc=94.59%, top5-acc=99.82%, remaining_time=0:00:01.856448, arrival_time=2021-04-10 02:50:50.624077, cost_time=0:00:20.885077 2021-04-10 02:50:49,912 INFO : TRAIN, epoch=0093, iter=00190/00196, fetch data time cost=1.60ms, fps=2237 images/s, loss=0.1668, top1-acc=94.58%, top5-acc=99.81%, remaining_time=0:00:00.695682, arrival_time=2021-04-10 02:50:50.608094, cost_time=0:00:22.029862 2021-04-10 02:50:50,525 INFO : TRAIN, epoch=0093, iter=00196/00196, fetch data time cost=0.08ms, fps=2219 images/s, loss=0.1664, top1-acc=94.59%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-10 02:50:50.525709, cost_time=0:00:22.643166 2021-04-10 02:50:50,978 INFO : EVAL, epoch=0093, iter=00010/00040, fetch data time cost=2.05ms, fps=5660 images/s, loss=0.4320, top1-acc=86.29%, top5-acc=99.37%, remaining_time=0:00:01.356930, arrival_time=2021-04-10 02:50:52.335882, cost_time=0:00:00.452307 2021-04-10 02:50:51,349 INFO : EVAL, epoch=0093, iter=00020/00040, fetch data time cost=1.78ms, fps=6908 images/s, loss=0.4369, top1-acc=86.74%, top5-acc=99.45%, remaining_time=0:00:00.823220, arrival_time=2021-04-10 02:50:52.173089, cost_time=0:00:00.823224 2021-04-10 02:50:51,725 INFO : EVAL, epoch=0093, iter=00030/00040, fetch data time cost=1.29ms, fps=6825 images/s, loss=0.4445, top1-acc=86.52%, top5-acc=99.45%, remaining_time=0:00:00.399550, arrival_time=2021-04-10 02:50:52.124947, cost_time=0:00:01.198656 2021-04-10 02:50:52,063 INFO : EVAL, epoch=0093, iter=00040/00040, fetch data time cost=0.07ms, fps=6879 images/s, loss=0.4441, top1-acc=86.48%, top5-acc=99.39%, remaining_time=0:00:00, arrival_time=2021-04-10 02:50:52.063158, cost_time=0:00:01.536542 2021-04-10 02:50:52,561 INFO : Epoch=0093 complete, best val top1-acc=89.00%, top5-acc=99.51% (epoch=85), remaining_time=0:44:17.854962, arrival_time=2021-04-10 03:35:10.416511, cost_time=0:38:30.098219 2021-04-10 02:50:52,562 INFO : Train start, epoch=0094, lr=0.055487 2021-04-10 02:50:53,898 INFO : TRAIN, epoch=0094, iter=00010/00196, fetch data time cost=0.24ms, fps=1916 images/s, loss=0.1756, top1-acc=94.22%, top5-acc=99.88%, remaining_time=0:00:24.854436, arrival_time=2021-04-10 02:51:18.753151, cost_time=0:00:01.336263 2021-04-10 02:50:55,041 INFO : TRAIN, epoch=0094, iter=00020/00196, fetch data time cost=1.60ms, fps=2242 images/s, loss=0.1715, top1-acc=94.45%, top5-acc=99.82%, remaining_time=0:00:21.813968, arrival_time=2021-04-10 02:51:16.855326, cost_time=0:00:02.478861 2021-04-10 02:50:56,184 INFO : TRAIN, epoch=0094, iter=00030/00196, fetch data time cost=1.89ms, fps=2241 images/s, loss=0.1646, top1-acc=94.74%, top5-acc=99.86%, remaining_time=0:00:20.040184, arrival_time=2021-04-10 02:51:16.224326, cost_time=0:00:03.621718 2021-04-10 02:50:57,323 INFO : TRAIN, epoch=0094, iter=00040/00196, fetch data time cost=1.68ms, fps=2248 images/s, loss=0.1616, top1-acc=94.83%, top5-acc=99.85%, remaining_time=0:00:18.566808, arrival_time=2021-04-10 02:51:15.889967, cost_time=0:00:04.760715 2021-04-10 02:50:58,472 INFO : TRAIN, epoch=0094, iter=00050/00196, fetch data time cost=1.92ms, fps=2228 images/s, loss=0.1588, top1-acc=94.93%, top5-acc=99.88%, remaining_time=0:00:17.257346, arrival_time=2021-04-10 02:51:15.729890, cost_time=0:00:05.910036 2021-04-10 02:50:59,615 INFO : TRAIN, epoch=0094, iter=00060/00196, fetch data time cost=1.42ms, fps=2240 images/s, loss=0.1586, top1-acc=94.97%, top5-acc=99.87%, remaining_time=0:00:15.988024, arrival_time=2021-04-10 02:51:15.603971, cost_time=0:00:07.053527 2021-04-10 02:51:00,759 INFO : TRAIN, epoch=0094, iter=00070/00196, fetch data time cost=1.89ms, fps=2239 images/s, loss=0.1544, top1-acc=95.07%, top5-acc=99.87%, remaining_time=0:00:14.754726, arrival_time=2021-04-10 02:51:15.514240, cost_time=0:00:08.197043 2021-04-10 02:51:01,909 INFO : TRAIN, epoch=0094, iter=00080/00196, fetch data time cost=2.15ms, fps=2227 images/s, loss=0.1521, top1-acc=95.16%, top5-acc=99.87%, remaining_time=0:00:13.553208, arrival_time=2021-04-10 02:51:15.462667, cost_time=0:00:09.347036 2021-04-10 02:51:03,053 INFO : TRAIN, epoch=0094, iter=00090/00196, fetch data time cost=1.79ms, fps=2239 images/s, loss=0.1536, top1-acc=95.13%, top5-acc=99.86%, remaining_time=0:00:12.355572, arrival_time=2021-04-10 02:51:15.408588, cost_time=0:00:10.490596 2021-04-10 02:51:04,208 INFO : TRAIN, epoch=0094, iter=00100/00196, fetch data time cost=1.60ms, fps=2217 images/s, loss=0.1536, top1-acc=95.12%, top5-acc=99.86%, remaining_time=0:00:11.179968, arrival_time=2021-04-10 02:51:15.388294, cost_time=0:00:11.645831 2021-04-10 02:51:05,358 INFO : TRAIN, epoch=0094, iter=00110/00196, fetch data time cost=1.45ms, fps=2228 images/s, loss=0.1541, top1-acc=95.08%, top5-acc=99.86%, remaining_time=0:00:10.003864, arrival_time=2021-04-10 02:51:15.361920, cost_time=0:00:12.795589 2021-04-10 02:51:06,501 INFO : TRAIN, epoch=0094, iter=00120/00196, fetch data time cost=1.83ms, fps=2240 images/s, loss=0.1534, top1-acc=95.11%, top5-acc=99.87%, remaining_time=0:00:08.828008, arrival_time=2021-04-10 02:51:15.329351, cost_time=0:00:13.938905 2021-04-10 02:51:07,649 INFO : TRAIN, epoch=0094, iter=00130/00196, fetch data time cost=1.40ms, fps=2230 images/s, loss=0.1534, top1-acc=95.09%, top5-acc=99.87%, remaining_time=0:00:07.659630, arrival_time=2021-04-10 02:51:15.309150, cost_time=0:00:15.087099 2021-04-10 02:51:08,789 INFO : TRAIN, epoch=0094, iter=00140/00196, fetch data time cost=1.44ms, fps=2246 images/s, loss=0.1534, top1-acc=95.07%, top5-acc=99.87%, remaining_time=0:00:06.490848, arrival_time=2021-04-10 02:51:15.280423, cost_time=0:00:16.227147 2021-04-10 02:51:09,929 INFO : TRAIN, epoch=0094, iter=00150/00196, fetch data time cost=1.39ms, fps=2246 images/s, loss=0.1538, top1-acc=95.05%, top5-acc=99.87%, remaining_time=0:00:05.325926, arrival_time=2021-04-10 02:51:15.255568, cost_time=0:00:17.367216 2021-04-10 02:51:11,070 INFO : TRAIN, epoch=0094, iter=00160/00196, fetch data time cost=1.45ms, fps=2244 images/s, loss=0.1547, top1-acc=95.00%, top5-acc=99.87%, remaining_time=0:00:04.164408, arrival_time=2021-04-10 02:51:15.235326, cost_time=0:00:18.508491 2021-04-10 02:51:12,214 INFO : TRAIN, epoch=0094, iter=00170/00196, fetch data time cost=1.53ms, fps=2240 images/s, loss=0.1543, top1-acc=95.01%, top5-acc=99.86%, remaining_time=0:00:03.005548, arrival_time=2021-04-10 02:51:15.219577, cost_time=0:00:19.651604 2021-04-10 02:51:13,355 INFO : TRAIN, epoch=0094, iter=00180/00196, fetch data time cost=1.32ms, fps=2244 images/s, loss=0.1546, top1-acc=95.01%, top5-acc=99.86%, remaining_time=0:00:01.848272, arrival_time=2021-04-10 02:51:15.203726, cost_time=0:00:20.793030 2021-04-10 02:51:14,502 INFO : TRAIN, epoch=0094, iter=00190/00196, fetch data time cost=1.42ms, fps=2234 images/s, loss=0.1551, top1-acc=94.99%, top5-acc=99.86%, remaining_time=0:00:00.692826, arrival_time=2021-04-10 02:51:15.194784, cost_time=0:00:21.939528 2021-04-10 02:51:15,117 INFO : TRAIN, epoch=0094, iter=00196/00196, fetch data time cost=1.44ms, fps=2212 images/s, loss=0.1547, top1-acc=94.98%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-10 02:51:15.117073, cost_time=0:00:22.554655 2021-04-10 02:51:15,595 INFO : EVAL, epoch=0094, iter=00010/00040, fetch data time cost=0.18ms, fps=5363 images/s, loss=0.4067, top1-acc=89.02%, top5-acc=99.45%, remaining_time=0:00:01.431960, arrival_time=2021-04-10 02:51:17.027297, cost_time=0:00:00.477320 2021-04-10 02:51:15,972 INFO : EVAL, epoch=0094, iter=00020/00040, fetch data time cost=2.10ms, fps=6799 images/s, loss=0.3873, top1-acc=88.69%, top5-acc=99.41%, remaining_time=0:00:00.854320, arrival_time=2021-04-10 02:51:16.826715, cost_time=0:00:00.854312 2021-04-10 02:51:16,351 INFO : EVAL, epoch=0094, iter=00030/00040, fetch data time cost=1.67ms, fps=6766 images/s, loss=0.3983, top1-acc=88.41%, top5-acc=99.45%, remaining_time=0:00:00.411100, arrival_time=2021-04-10 02:51:16.762410, cost_time=0:00:01.233288 2021-04-10 02:51:16,692 INFO : EVAL, epoch=0094, iter=00040/00040, fetch data time cost=0.07ms, fps=6800 images/s, loss=0.4114, top1-acc=88.50%, top5-acc=99.45%, remaining_time=0:00:00, arrival_time=2021-04-10 02:51:16.692879, cost_time=0:00:01.574927 2021-04-10 02:51:17,178 INFO : Epoch=0094 complete, best val top1-acc=89.00%, top5-acc=99.51% (epoch=85), remaining_time=0:43:52.763552, arrival_time=2021-04-10 03:35:09.941675, cost_time=0:38:54.714801 2021-04-10 02:51:17,178 INFO : Train start, epoch=0095, lr=0.054705 2021-04-10 02:51:18,494 INFO : TRAIN, epoch=0095, iter=00010/00196, fetch data time cost=1.43ms, fps=1946 images/s, loss=0.1390, top1-acc=95.59%, top5-acc=99.96%, remaining_time=0:00:24.474810, arrival_time=2021-04-10 02:51:42.969710, cost_time=0:00:01.315848 2021-04-10 02:51:19,644 INFO : TRAIN, epoch=0095, iter=00020/00196, fetch data time cost=2.00ms, fps=2228 images/s, loss=0.1471, top1-acc=95.37%, top5-acc=99.88%, remaining_time=0:00:21.696928, arrival_time=2021-04-10 02:51:41.341586, cost_time=0:00:02.465552 2021-04-10 02:51:20,791 INFO : TRAIN, epoch=0095, iter=00030/00196, fetch data time cost=1.52ms, fps=2234 images/s, loss=0.1495, top1-acc=95.36%, top5-acc=99.90%, remaining_time=0:00:19.986068, arrival_time=2021-04-10 02:51:40.777086, cost_time=0:00:03.611936 2021-04-10 02:51:21,934 INFO : TRAIN, epoch=0095, iter=00040/00196, fetch data time cost=1.34ms, fps=2241 images/s, loss=0.1468, top1-acc=95.36%, top5-acc=99.88%, remaining_time=0:00:18.544812, arrival_time=2021-04-10 02:51:40.478913, cost_time=0:00:04.755064 2021-04-10 02:51:23,077 INFO : TRAIN, epoch=0095, iter=00050/00196, fetch data time cost=1.48ms, fps=2240 images/s, loss=0.1446, top1-acc=95.48%, top5-acc=99.91%, remaining_time=0:00:17.222890, arrival_time=2021-04-10 02:51:40.300233, cost_time=0:00:05.898247 2021-04-10 02:51:24,222 INFO : TRAIN, epoch=0095, iter=00060/00196, fetch data time cost=1.44ms, fps=2236 images/s, loss=0.1423, top1-acc=95.64%, top5-acc=99.90%, remaining_time=0:00:15.965720, arrival_time=2021-04-10 02:51:40.188462, cost_time=0:00:07.043706 2021-04-10 02:51:25,362 INFO : TRAIN, epoch=0095, iter=00070/00196, fetch data time cost=1.54ms, fps=2247 images/s, loss=0.1452, top1-acc=95.49%, top5-acc=99.89%, remaining_time=0:00:14.729904, arrival_time=2021-04-10 02:51:40.092273, cost_time=0:00:08.183292 2021-04-10 02:51:26,508 INFO : TRAIN, epoch=0095, iter=00080/00196, fetch data time cost=1.59ms, fps=2236 images/s, loss=0.1443, top1-acc=95.49%, top5-acc=99.89%, remaining_time=0:00:13.526992, arrival_time=2021-04-10 02:51:40.035002, cost_time=0:00:09.328936 2021-04-10 02:51:27,657 INFO : TRAIN, epoch=0095, iter=00090/00196, fetch data time cost=1.48ms, fps=2227 images/s, loss=0.1456, top1-acc=95.47%, top5-acc=99.88%, remaining_time=0:00:12.341792, arrival_time=2021-04-10 02:51:39.999733, cost_time=0:00:10.478908 2021-04-10 02:51:28,798 INFO : TRAIN, epoch=0095, iter=00100/00196, fetch data time cost=1.64ms, fps=2245 images/s, loss=0.1458, top1-acc=95.40%, top5-acc=99.89%, remaining_time=0:00:11.154624, arrival_time=2021-04-10 02:51:39.953142, cost_time=0:00:11.619418 2021-04-10 02:51:29,939 INFO : TRAIN, epoch=0095, iter=00110/00196, fetch data time cost=1.42ms, fps=2244 images/s, loss=0.1485, top1-acc=95.28%, top5-acc=99.89%, remaining_time=0:00:09.976516, arrival_time=2021-04-10 02:51:39.916249, cost_time=0:00:12.760710 2021-04-10 02:51:31,078 INFO : TRAIN, epoch=0095, iter=00120/00196, fetch data time cost=1.35ms, fps=2249 images/s, loss=0.1491, top1-acc=95.25%, top5-acc=99.89%, remaining_time=0:00:08.803080, arrival_time=2021-04-10 02:51:39.881706, cost_time=0:00:13.899583 2021-04-10 02:51:32,227 INFO : TRAIN, epoch=0095, iter=00130/00196, fetch data time cost=1.41ms, fps=2229 images/s, loss=0.1507, top1-acc=95.20%, top5-acc=99.88%, remaining_time=0:00:07.640028, arrival_time=2021-04-10 02:51:39.867554, cost_time=0:00:15.048496 2021-04-10 02:51:33,371 INFO : TRAIN, epoch=0095, iter=00140/00196, fetch data time cost=1.93ms, fps=2239 images/s, loss=0.1527, top1-acc=95.16%, top5-acc=99.87%, remaining_time=0:00:06.476960, arrival_time=2021-04-10 02:51:39.848426, cost_time=0:00:16.192390 2021-04-10 02:51:34,526 INFO : TRAIN, epoch=0095, iter=00150/00196, fetch data time cost=2.01ms, fps=2218 images/s, loss=0.1545, top1-acc=95.10%, top5-acc=99.86%, remaining_time=0:00:05.319808, arrival_time=2021-04-10 02:51:39.846099, cost_time=0:00:17.347217 2021-04-10 02:51:35,671 INFO : TRAIN, epoch=0095, iter=00160/00196, fetch data time cost=1.41ms, fps=2237 images/s, loss=0.1534, top1-acc=95.12%, top5-acc=99.87%, remaining_time=0:00:04.160736, arrival_time=2021-04-10 02:51:39.831964, cost_time=0:00:18.492196 2021-04-10 02:51:36,812 INFO : TRAIN, epoch=0095, iter=00170/00196, fetch data time cost=1.55ms, fps=2245 images/s, loss=0.1537, top1-acc=95.12%, top5-acc=99.87%, remaining_time=0:00:03.002688, arrival_time=2021-04-10 02:51:39.814765, cost_time=0:00:19.633044 2021-04-10 02:51:37,955 INFO : TRAIN, epoch=0095, iter=00180/00196, fetch data time cost=1.53ms, fps=2240 images/s, loss=0.1533, top1-acc=95.12%, top5-acc=99.87%, remaining_time=0:00:01.846768, arrival_time=2021-04-10 02:51:39.802007, cost_time=0:00:20.776206 2021-04-10 02:51:39,096 INFO : TRAIN, epoch=0095, iter=00190/00196, fetch data time cost=1.24ms, fps=2245 images/s, loss=0.1538, top1-acc=95.12%, top5-acc=99.87%, remaining_time=0:00:00.692118, arrival_time=2021-04-10 02:51:39.788156, cost_time=0:00:21.917006 2021-04-10 02:51:39,712 INFO : TRAIN, epoch=0095, iter=00196/00196, fetch data time cost=0.08ms, fps=2208 images/s, loss=0.1554, top1-acc=95.10%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-10 02:51:39.712466, cost_time=0:00:22.533390 2021-04-10 02:51:40,187 INFO : EVAL, epoch=0095, iter=00010/00040, fetch data time cost=0.39ms, fps=5407 images/s, loss=0.4125, top1-acc=87.66%, top5-acc=99.22%, remaining_time=0:00:01.420380, arrival_time=2021-04-10 02:51:41.607709, cost_time=0:00:00.473458 2021-04-10 02:51:40,564 INFO : EVAL, epoch=0095, iter=00020/00040, fetch data time cost=1.45ms, fps=6793 images/s, loss=0.4553, top1-acc=86.84%, top5-acc=99.20%, remaining_time=0:00:00.850640, arrival_time=2021-04-10 02:51:41.415282, cost_time=0:00:00.850650 2021-04-10 02:51:40,940 INFO : EVAL, epoch=0095, iter=00030/00040, fetch data time cost=1.34ms, fps=6821 images/s, loss=0.4524, top1-acc=86.76%, top5-acc=99.34%, remaining_time=0:00:00.408860, arrival_time=2021-04-10 02:51:41.349299, cost_time=0:00:01.226573 2021-04-10 02:51:41,275 INFO : EVAL, epoch=0095, iter=00040/00040, fetch data time cost=0.07ms, fps=6922 images/s, loss=0.4427, top1-acc=87.09%, top5-acc=99.32%, remaining_time=0:00:00, arrival_time=2021-04-10 02:51:41.275924, cost_time=0:00:01.562083 2021-04-10 02:51:41,783 INFO : Epoch=0095 complete, best val top1-acc=89.00%, top5-acc=99.51% (epoch=85), remaining_time=0:43:27.669750, arrival_time=2021-04-10 03:35:09.453276, cost_time=0:39:19.320220 2021-04-10 02:51:41,784 INFO : Train start, epoch=0096, lr=0.053923 2021-04-10 02:51:43,102 INFO : TRAIN, epoch=0096, iter=00010/00196, fetch data time cost=1.53ms, fps=1943 images/s, loss=0.1532, top1-acc=94.88%, top5-acc=99.88%, remaining_time=0:00:24.511080, arrival_time=2021-04-10 02:52:07.613634, cost_time=0:00:01.317797 2021-04-10 02:51:44,254 INFO : TRAIN, epoch=0096, iter=00020/00196, fetch data time cost=1.56ms, fps=2224 images/s, loss=0.1568, top1-acc=94.96%, top5-acc=99.82%, remaining_time=0:00:21.731248, arrival_time=2021-04-10 02:52:05.985444, cost_time=0:00:02.469456 2021-04-10 02:51:45,397 INFO : TRAIN, epoch=0096, iter=00030/00196, fetch data time cost=1.76ms, fps=2241 images/s, loss=0.1609, top1-acc=94.96%, top5-acc=99.82%, remaining_time=0:00:19.988392, arrival_time=2021-04-10 02:52:05.385487, cost_time=0:00:03.612351 2021-04-10 02:51:46,539 INFO : TRAIN, epoch=0096, iter=00040/00196, fetch data time cost=2.17ms, fps=2242 images/s, loss=0.1532, top1-acc=95.17%, top5-acc=99.84%, remaining_time=0:00:18.543096, arrival_time=2021-04-10 02:52:05.082422, cost_time=0:00:04.754634 2021-04-10 02:51:47,685 INFO : TRAIN, epoch=0096, iter=00050/00196, fetch data time cost=1.85ms, fps=2235 images/s, loss=0.1521, top1-acc=95.20%, top5-acc=99.86%, remaining_time=0:00:17.229314, arrival_time=2021-04-10 02:52:04.914487, cost_time=0:00:05.900458 2021-04-10 02:51:48,829 INFO : TRAIN, epoch=0096, iter=00060/00196, fetch data time cost=1.40ms, fps=2238 images/s, loss=0.1527, top1-acc=95.19%, top5-acc=99.86%, remaining_time=0:00:15.968168, arrival_time=2021-04-10 02:52:04.797650, cost_time=0:00:07.044785 2021-04-10 02:51:49,977 INFO : TRAIN, epoch=0096, iter=00070/00196, fetch data time cost=1.87ms, fps=2231 images/s, loss=0.1521, top1-acc=95.18%, top5-acc=99.88%, remaining_time=0:00:14.747166, arrival_time=2021-04-10 02:52:04.724744, cost_time=0:00:08.192892 2021-04-10 02:51:51,120 INFO : TRAIN, epoch=0096, iter=00080/00196, fetch data time cost=1.42ms, fps=2241 images/s, loss=0.1536, top1-acc=95.10%, top5-acc=99.88%, remaining_time=0:00:13.536852, arrival_time=2021-04-10 02:52:04.657299, cost_time=0:00:09.335751 2021-04-10 02:51:52,266 INFO : TRAIN, epoch=0096, iter=00090/00196, fetch data time cost=1.48ms, fps=2234 images/s, loss=0.1564, top1-acc=95.00%, top5-acc=99.86%, remaining_time=0:00:12.345290, arrival_time=2021-04-10 02:52:04.611875, cost_time=0:00:10.481887 2021-04-10 02:51:53,412 INFO : TRAIN, epoch=0096, iter=00100/00196, fetch data time cost=1.50ms, fps=2236 images/s, loss=0.1564, top1-acc=94.96%, top5-acc=99.87%, remaining_time=0:00:11.162304, arrival_time=2021-04-10 02:52:04.574403, cost_time=0:00:11.627398 2021-04-10 02:51:54,555 INFO : TRAIN, epoch=0096, iter=00110/00196, fetch data time cost=1.52ms, fps=2240 images/s, loss=0.1561, top1-acc=94.94%, top5-acc=99.87%, remaining_time=0:00:09.984428, arrival_time=2021-04-10 02:52:04.539853, cost_time=0:00:12.770726 2021-04-10 02:51:55,702 INFO : TRAIN, epoch=0096, iter=00120/00196, fetch data time cost=1.61ms, fps=2232 images/s, loss=0.1568, top1-acc=94.87%, top5-acc=99.87%, remaining_time=0:00:08.814784, arrival_time=2021-04-10 02:52:04.517594, cost_time=0:00:13.918114 2021-04-10 02:51:56,843 INFO : TRAIN, epoch=0096, iter=00130/00196, fetch data time cost=1.36ms, fps=2246 images/s, loss=0.1563, top1-acc=94.89%, top5-acc=99.86%, remaining_time=0:00:07.645044, arrival_time=2021-04-10 02:52:04.488157, cost_time=0:00:15.058418 2021-04-10 02:51:57,986 INFO : TRAIN, epoch=0096, iter=00140/00196, fetch data time cost=1.91ms, fps=2241 images/s, loss=0.1574, top1-acc=94.85%, top5-acc=99.85%, remaining_time=0:00:06.480544, arrival_time=2021-04-10 02:52:04.466626, cost_time=0:00:16.201388 2021-04-10 02:51:59,137 INFO : TRAIN, epoch=0096, iter=00150/00196, fetch data time cost=1.38ms, fps=2225 images/s, loss=0.1566, top1-acc=94.87%, top5-acc=99.85%, remaining_time=0:00:05.321372, arrival_time=2021-04-10 02:52:04.458363, cost_time=0:00:17.352292 2021-04-10 02:52:00,283 INFO : TRAIN, epoch=0096, iter=00160/00196, fetch data time cost=1.45ms, fps=2233 images/s, loss=0.1561, top1-acc=94.89%, top5-acc=99.85%, remaining_time=0:00:04.162320, arrival_time=2021-04-10 02:52:04.446155, cost_time=0:00:18.499135 2021-04-10 02:52:01,425 INFO : TRAIN, epoch=0096, iter=00170/00196, fetch data time cost=1.47ms, fps=2243 images/s, loss=0.1569, top1-acc=94.86%, top5-acc=99.85%, remaining_time=0:00:03.003858, arrival_time=2021-04-10 02:52:04.429198, cost_time=0:00:19.640640 2021-04-10 02:52:02,567 INFO : TRAIN, epoch=0096, iter=00180/00196, fetch data time cost=1.73ms, fps=2242 images/s, loss=0.1577, top1-acc=94.82%, top5-acc=99.85%, remaining_time=0:00:01.847376, arrival_time=2021-04-10 02:52:04.415015, cost_time=0:00:20.782944 2021-04-10 02:52:03,713 INFO : TRAIN, epoch=0096, iter=00190/00196, fetch data time cost=1.39ms, fps=2234 images/s, loss=0.1570, top1-acc=94.84%, top5-acc=99.85%, remaining_time=0:00:00.692496, arrival_time=2021-04-10 02:52:04.406266, cost_time=0:00:21.929028 2021-04-10 02:52:04,335 INFO : TRAIN, epoch=0096, iter=00196/00196, fetch data time cost=1.26ms, fps=2190 images/s, loss=0.1572, top1-acc=94.83%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-10 02:52:04.335306, cost_time=0:00:22.550574 2021-04-10 02:52:04,790 INFO : EVAL, epoch=0096, iter=00010/00040, fetch data time cost=2.34ms, fps=5646 images/s, loss=0.4701, top1-acc=87.15%, top5-acc=99.49%, remaining_time=0:00:01.360230, arrival_time=2021-04-10 02:52:06.150323, cost_time=0:00:00.453413 2021-04-10 02:52:05,164 INFO : EVAL, epoch=0096, iter=00020/00040, fetch data time cost=1.47ms, fps=6851 images/s, loss=0.4748, top1-acc=87.01%, top5-acc=99.45%, remaining_time=0:00:00.827560, arrival_time=2021-04-10 02:52:05.991792, cost_time=0:00:00.827554 2021-04-10 02:52:05,539 INFO : EVAL, epoch=0096, iter=00030/00040, fetch data time cost=1.70ms, fps=6829 images/s, loss=0.4775, top1-acc=86.97%, top5-acc=99.41%, remaining_time=0:00:00.400980, arrival_time=2021-04-10 02:52:05.940538, cost_time=0:00:01.202934 2021-04-10 02:52:05,874 INFO : EVAL, epoch=0096, iter=00040/00040, fetch data time cost=0.07ms, fps=6927 images/s, loss=0.4657, top1-acc=87.02%, top5-acc=99.36%, remaining_time=0:00:00, arrival_time=2021-04-10 02:52:05.874771, cost_time=0:00:01.538168 2021-04-10 02:52:06,378 INFO : Epoch=0096 complete, best val top1-acc=89.00%, top5-acc=99.51% (epoch=85), remaining_time=0:43:02.574384, arrival_time=2021-04-10 03:35:08.952488, cost_time=0:39:43.914802 2021-04-10 02:52:06,378 INFO : Train start, epoch=0097, lr=0.053140 2021-04-10 02:52:07,722 INFO : TRAIN, epoch=0097, iter=00010/00196, fetch data time cost=0.35ms, fps=1905 images/s, loss=0.1797, top1-acc=94.14%, top5-acc=99.77%, remaining_time=0:00:24.996168, arrival_time=2021-04-10 02:52:32.718776, cost_time=0:00:01.343881 2021-04-10 02:52:08,867 INFO : TRAIN, epoch=0097, iter=00020/00196, fetch data time cost=1.47ms, fps=2237 images/s, loss=0.1648, top1-acc=94.65%, top5-acc=99.84%, remaining_time=0:00:21.898448, arrival_time=2021-04-10 02:52:30.765698, cost_time=0:00:02.488455 2021-04-10 02:52:10,015 INFO : TRAIN, epoch=0097, iter=00030/00196, fetch data time cost=1.46ms, fps=2230 images/s, loss=0.1561, top1-acc=94.93%, top5-acc=99.86%, remaining_time=0:00:20.124180, arrival_time=2021-04-10 02:52:30.139878, cost_time=0:00:03.636904 2021-04-10 02:52:11,163 INFO : TRAIN, epoch=0097, iter=00040/00196, fetch data time cost=1.39ms, fps=2231 images/s, loss=0.1568, top1-acc=95.01%, top5-acc=99.86%, remaining_time=0:00:18.660876, arrival_time=2021-04-10 02:52:29.824453, cost_time=0:00:04.784837 2021-04-10 02:52:12,306 INFO : TRAIN, epoch=0097, iter=00050/00196, fetch data time cost=1.51ms, fps=2240 images/s, loss=0.1528, top1-acc=95.08%, top5-acc=99.86%, remaining_time=0:00:17.309322, arrival_time=2021-04-10 02:52:29.615919, cost_time=0:00:05.927870 2021-04-10 02:52:13,451 INFO : TRAIN, epoch=0097, iter=00060/00196, fetch data time cost=1.66ms, fps=2236 images/s, loss=0.1487, top1-acc=95.23%, top5-acc=99.87%, remaining_time=0:00:16.032088, arrival_time=2021-04-10 02:52:29.483852, cost_time=0:00:07.072968 2021-04-10 02:52:14,594 INFO : TRAIN, epoch=0097, iter=00070/00196, fetch data time cost=1.90ms, fps=2242 images/s, loss=0.1496, top1-acc=95.17%, top5-acc=99.87%, remaining_time=0:00:14.787990, arrival_time=2021-04-10 02:52:29.382276, cost_time=0:00:08.215547 2021-04-10 02:52:15,739 INFO : TRAIN, epoch=0097, iter=00080/00196, fetch data time cost=1.97ms, fps=2236 images/s, loss=0.1477, top1-acc=95.19%, top5-acc=99.87%, remaining_time=0:00:13.573160, arrival_time=2021-04-10 02:52:29.312734, cost_time=0:00:09.360840 2021-04-10 02:52:16,882 INFO : TRAIN, epoch=0097, iter=00090/00196, fetch data time cost=1.36ms, fps=2242 images/s, loss=0.1472, top1-acc=95.20%, top5-acc=99.87%, remaining_time=0:00:12.370412, arrival_time=2021-04-10 02:52:29.252361, cost_time=0:00:10.503176 2021-04-10 02:52:18,033 INFO : TRAIN, epoch=0097, iter=00100/00196, fetch data time cost=1.39ms, fps=2225 images/s, loss=0.1477, top1-acc=95.16%, top5-acc=99.87%, remaining_time=0:00:11.188128, arrival_time=2021-04-10 02:52:29.221177, cost_time=0:00:11.654317 2021-04-10 02:52:19,176 INFO : TRAIN, epoch=0097, iter=00110/00196, fetch data time cost=1.45ms, fps=2240 images/s, loss=0.1488, top1-acc=95.15%, top5-acc=99.88%, remaining_time=0:00:10.005412, arrival_time=2021-04-10 02:52:29.181841, cost_time=0:00:12.797630 2021-04-10 02:52:20,324 INFO : TRAIN, epoch=0097, iter=00120/00196, fetch data time cost=1.55ms, fps=2231 images/s, loss=0.1485, top1-acc=95.16%, top5-acc=99.88%, remaining_time=0:00:08.832188, arrival_time=2021-04-10 02:52:29.156498, cost_time=0:00:13.945582 2021-04-10 02:52:21,466 INFO : TRAIN, epoch=0097, iter=00130/00196, fetch data time cost=1.37ms, fps=2243 images/s, loss=0.1483, top1-acc=95.18%, top5-acc=99.88%, remaining_time=0:00:07.659828, arrival_time=2021-04-10 02:52:29.126104, cost_time=0:00:15.087537 2021-04-10 02:52:22,611 INFO : TRAIN, epoch=0097, iter=00140/00196, fetch data time cost=1.40ms, fps=2237 images/s, loss=0.1487, top1-acc=95.15%, top5-acc=99.89%, remaining_time=0:00:06.493032, arrival_time=2021-04-10 02:52:29.104322, cost_time=0:00:16.232564 2021-04-10 02:52:23,754 INFO : TRAIN, epoch=0097, iter=00150/00196, fetch data time cost=1.45ms, fps=2240 images/s, loss=0.1492, top1-acc=95.12%, top5-acc=99.88%, remaining_time=0:00:05.328548, arrival_time=2021-04-10 02:52:29.083025, cost_time=0:00:17.375694 2021-04-10 02:52:24,901 INFO : TRAIN, epoch=0097, iter=00160/00196, fetch data time cost=1.58ms, fps=2233 images/s, loss=0.1511, top1-acc=95.09%, top5-acc=99.88%, remaining_time=0:00:04.167648, arrival_time=2021-04-10 02:52:29.069244, cost_time=0:00:18.522868 2021-04-10 02:52:26,048 INFO : TRAIN, epoch=0097, iter=00170/00196, fetch data time cost=1.49ms, fps=2234 images/s, loss=0.1521, top1-acc=95.05%, top5-acc=99.87%, remaining_time=0:00:03.008252, arrival_time=2021-04-10 02:52:29.056251, cost_time=0:00:19.669268 2021-04-10 02:52:27,193 INFO : TRAIN, epoch=0097, iter=00180/00196, fetch data time cost=1.44ms, fps=2236 images/s, loss=0.1527, top1-acc=95.03%, top5-acc=99.87%, remaining_time=0:00:01.850160, arrival_time=2021-04-10 02:52:29.043199, cost_time=0:00:20.814315 2021-04-10 02:52:28,339 INFO : TRAIN, epoch=0097, iter=00190/00196, fetch data time cost=1.97ms, fps=2235 images/s, loss=0.1535, top1-acc=95.03%, top5-acc=99.86%, remaining_time=0:00:00.693486, arrival_time=2021-04-10 02:52:29.032518, cost_time=0:00:21.960302 2021-04-10 02:52:28,954 INFO : TRAIN, epoch=0097, iter=00196/00196, fetch data time cost=1.37ms, fps=2212 images/s, loss=0.1527, top1-acc=95.06%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-10 02:52:28.954340, cost_time=0:00:22.575620 2021-04-10 02:52:29,405 INFO : EVAL, epoch=0097, iter=00010/00040, fetch data time cost=2.62ms, fps=5679 images/s, loss=0.3578, top1-acc=89.30%, top5-acc=99.57%, remaining_time=0:00:01.352220, arrival_time=2021-04-10 02:52:30.758162, cost_time=0:00:00.450737 2021-04-10 02:52:29,783 INFO : EVAL, epoch=0097, iter=00020/00040, fetch data time cost=3.20ms, fps=6794 images/s, loss=0.3223, top1-acc=90.16%, top5-acc=99.69%, remaining_time=0:00:00.827860, arrival_time=2021-04-10 02:52:30.610933, cost_time=0:00:00.827865 2021-04-10 02:52:30,155 INFO : EVAL, epoch=0097, iter=00030/00040, fetch data time cost=2.10ms, fps=6885 images/s, loss=0.3281, top1-acc=89.95%, top5-acc=99.71%, remaining_time=0:00:00.400010, arrival_time=2021-04-10 02:52:30.555273, cost_time=0:00:01.200022 2021-04-10 02:52:30,493 INFO : EVAL, epoch=0097, iter=00040/00040, fetch data time cost=0.08ms, fps=6868 images/s, loss=0.3172, top1-acc=90.13%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-10 02:52:30.493421, cost_time=0:00:01.538242 2021-04-10 02:52:31,451 INFO : Epoch=0097 complete, best val top1-acc=90.13%, top5-acc=99.67% (epoch=97), remaining_time=0:42:37.998099, arrival_time=2021-04-10 03:35:09.449914, cost_time=0:40:08.988485 2021-04-10 02:52:31,452 INFO : Train start, epoch=0098, lr=0.052355 2021-04-10 02:52:32,772 INFO : TRAIN, epoch=0098, iter=00010/00196, fetch data time cost=1.44ms, fps=1940 images/s, loss=0.1451, top1-acc=95.35%, top5-acc=99.92%, remaining_time=0:00:24.548838, arrival_time=2021-04-10 02:52:57.321528, cost_time=0:00:01.319829 2021-04-10 02:52:33,926 INFO : TRAIN, epoch=0098, iter=00020/00196, fetch data time cost=2.30ms, fps=2221 images/s, loss=0.1411, top1-acc=95.55%, top5-acc=99.88%, remaining_time=0:00:21.764864, arrival_time=2021-04-10 02:52:55.690946, cost_time=0:00:02.473287 2021-04-10 02:52:35,093 INFO : TRAIN, epoch=0098, iter=00030/00196, fetch data time cost=1.63ms, fps=2196 images/s, loss=0.1448, top1-acc=95.26%, top5-acc=99.87%, remaining_time=0:00:20.141942, arrival_time=2021-04-10 02:52:55.234892, cost_time=0:00:03.640121 2021-04-10 02:52:36,256 INFO : TRAIN, epoch=0098, iter=00040/00196, fetch data time cost=1.82ms, fps=2200 images/s, loss=0.1426, top1-acc=95.36%, top5-acc=99.88%, remaining_time=0:00:18.735912, arrival_time=2021-04-10 02:52:54.992829, cost_time=0:00:04.804094 2021-04-10 02:52:37,403 INFO : TRAIN, epoch=0098, iter=00050/00196, fetch data time cost=1.74ms, fps=2233 images/s, loss=0.1439, top1-acc=95.37%, top5-acc=99.88%, remaining_time=0:00:17.376920, arrival_time=2021-04-10 02:52:54.780672, cost_time=0:00:05.950987 2021-04-10 02:52:38,549 INFO : TRAIN, epoch=0098, iter=00060/00196, fetch data time cost=1.69ms, fps=2235 images/s, loss=0.1431, top1-acc=95.36%, top5-acc=99.88%, remaining_time=0:00:16.085808, arrival_time=2021-04-10 02:52:54.635297, cost_time=0:00:07.096655 2021-04-10 02:52:39,695 INFO : TRAIN, epoch=0098, iter=00070/00196, fetch data time cost=1.54ms, fps=2235 images/s, loss=0.1460, top1-acc=95.23%, top5-acc=99.87%, remaining_time=0:00:14.836878, arrival_time=2021-04-10 02:52:54.532363, cost_time=0:00:08.242718 2021-04-10 02:52:40,840 INFO : TRAIN, epoch=0098, iter=00080/00196, fetch data time cost=1.53ms, fps=2236 images/s, loss=0.1481, top1-acc=95.23%, top5-acc=99.87%, remaining_time=0:00:13.612600, arrival_time=2021-04-10 02:52:54.453438, cost_time=0:00:09.388034 2021-04-10 02:52:41,986 INFO : TRAIN, epoch=0098, iter=00090/00196, fetch data time cost=1.52ms, fps=2237 images/s, loss=0.1472, top1-acc=95.27%, top5-acc=99.87%, remaining_time=0:00:12.405816, arrival_time=2021-04-10 02:52:54.391896, cost_time=0:00:10.533199 2021-04-10 02:52:43,134 INFO : TRAIN, epoch=0098, iter=00100/00196, fetch data time cost=1.51ms, fps=2230 images/s, loss=0.1466, top1-acc=95.30%, top5-acc=99.87%, remaining_time=0:00:11.214432, arrival_time=2021-04-10 02:52:54.348923, cost_time=0:00:11.681732 2021-04-10 02:52:44,278 INFO : TRAIN, epoch=0098, iter=00110/00196, fetch data time cost=1.36ms, fps=2239 images/s, loss=0.1475, top1-acc=95.31%, top5-acc=99.87%, remaining_time=0:00:10.026998, arrival_time=2021-04-10 02:52:54.304996, cost_time=0:00:12.825223 2021-04-10 02:52:45,422 INFO : TRAIN, epoch=0098, iter=00120/00196, fetch data time cost=1.37ms, fps=2238 images/s, loss=0.1468, top1-acc=95.31%, top5-acc=99.87%, remaining_time=0:00:08.847236, arrival_time=2021-04-10 02:52:54.269269, cost_time=0:00:13.969271 2021-04-10 02:52:46,566 INFO : TRAIN, epoch=0098, iter=00130/00196, fetch data time cost=1.46ms, fps=2237 images/s, loss=0.1486, top1-acc=95.21%, top5-acc=99.87%, remaining_time=0:00:07.673358, arrival_time=2021-04-10 02:52:54.240258, cost_time=0:00:15.114135 2021-04-10 02:52:47,709 INFO : TRAIN, epoch=0098, iter=00140/00196, fetch data time cost=1.70ms, fps=2242 images/s, loss=0.1507, top1-acc=95.11%, top5-acc=99.86%, remaining_time=0:00:06.502496, arrival_time=2021-04-10 02:52:54.211527, cost_time=0:00:16.256270 2021-04-10 02:52:48,868 INFO : TRAIN, epoch=0098, iter=00150/00196, fetch data time cost=1.48ms, fps=2209 images/s, loss=0.1528, top1-acc=95.02%, top5-acc=99.86%, remaining_time=0:00:05.340784, arrival_time=2021-04-10 02:52:54.209102, cost_time=0:00:17.415558 2021-04-10 02:52:50,015 INFO : TRAIN, epoch=0098, iter=00160/00196, fetch data time cost=1.90ms, fps=2232 images/s, loss=0.1528, top1-acc=95.02%, top5-acc=99.85%, remaining_time=0:00:04.176612, arrival_time=2021-04-10 02:52:54.192196, cost_time=0:00:18.562762 2021-04-10 02:52:51,160 INFO : TRAIN, epoch=0098, iter=00170/00196, fetch data time cost=1.39ms, fps=2236 images/s, loss=0.1518, top1-acc=95.04%, top5-acc=99.85%, remaining_time=0:00:03.014180, arrival_time=2021-04-10 02:52:54.175097, cost_time=0:00:19.708162 2021-04-10 02:52:52,304 INFO : TRAIN, epoch=0098, iter=00180/00196, fetch data time cost=1.44ms, fps=2240 images/s, loss=0.1523, top1-acc=95.03%, top5-acc=99.85%, remaining_time=0:00:01.853456, arrival_time=2021-04-10 02:52:54.157553, cost_time=0:00:20.851327 2021-04-10 02:52:53,450 INFO : TRAIN, epoch=0098, iter=00190/00196, fetch data time cost=1.58ms, fps=2235 images/s, loss=0.1523, top1-acc=95.03%, top5-acc=99.85%, remaining_time=0:00:00.694650, arrival_time=2021-04-10 02:52:54.144722, cost_time=0:00:21.997310 2021-04-10 02:52:54,064 INFO : TRAIN, epoch=0098, iter=00196/00196, fetch data time cost=1.48ms, fps=2214 images/s, loss=0.1532, top1-acc=95.01%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-10 02:52:54.064820, cost_time=0:00:22.612059 2021-04-10 02:52:54,553 INFO : EVAL, epoch=0098, iter=00010/00040, fetch data time cost=4.97ms, fps=5248 images/s, loss=0.4631, top1-acc=86.84%, top5-acc=99.06%, remaining_time=0:00:01.463280, arrival_time=2021-04-10 02:52:56.016883, cost_time=0:00:00.487764 2021-04-10 02:52:54,926 INFO : EVAL, epoch=0098, iter=00020/00040, fetch data time cost=1.74ms, fps=6866 images/s, loss=0.4504, top1-acc=87.25%, top5-acc=99.28%, remaining_time=0:00:00.861100, arrival_time=2021-04-10 02:52:55.788036, cost_time=0:00:00.861102 2021-04-10 02:52:55,302 INFO : EVAL, epoch=0098, iter=00030/00040, fetch data time cost=1.78ms, fps=6818 images/s, loss=0.4507, top1-acc=87.60%, top5-acc=99.31%, remaining_time=0:00:00.412350, arrival_time=2021-04-10 02:52:55.715178, cost_time=0:00:01.237042 2021-04-10 02:52:55,637 INFO : EVAL, epoch=0098, iter=00040/00040, fetch data time cost=0.08ms, fps=6933 images/s, loss=0.4585, top1-acc=87.46%, top5-acc=99.33%, remaining_time=0:00:00, arrival_time=2021-04-10 02:52:55.637814, cost_time=0:00:01.572042 2021-04-10 02:52:56,419 INFO : Epoch=0098 complete, best val top1-acc=90.13%, top5-acc=99.67% (epoch=97), remaining_time=0:42:13.301172, arrival_time=2021-04-10 03:35:09.720512, cost_time=0:40:33.956038 2021-04-10 02:52:56,419 INFO : Train start, epoch=0099, lr=0.051571 2021-04-10 02:52:57,784 INFO : TRAIN, epoch=0099, iter=00010/00196, fetch data time cost=1.54ms, fps=1877 images/s, loss=0.1465, top1-acc=96.02%, top5-acc=99.80%, remaining_time=0:00:25.370772, arrival_time=2021-04-10 02:53:23.154745, cost_time=0:00:01.364015 2021-04-10 02:52:58,928 INFO : TRAIN, epoch=0099, iter=00020/00196, fetch data time cost=1.47ms, fps=2237 images/s, loss=0.1365, top1-acc=95.90%, top5-acc=99.84%, remaining_time=0:00:22.076032, arrival_time=2021-04-10 02:53:21.004728, cost_time=0:00:02.508648 2021-04-10 02:53:00,077 INFO : TRAIN, epoch=0099, iter=00030/00196, fetch data time cost=1.39ms, fps=2230 images/s, loss=0.1337, top1-acc=95.95%, top5-acc=99.87%, remaining_time=0:00:20.237392, arrival_time=2021-04-10 02:53:20.314838, cost_time=0:00:03.657345 2021-04-10 02:53:01,224 INFO : TRAIN, epoch=0099, iter=00040/00196, fetch data time cost=1.43ms, fps=2233 images/s, loss=0.1303, top1-acc=96.02%, top5-acc=99.86%, remaining_time=0:00:18.737160, arrival_time=2021-04-10 02:53:19.961533, cost_time=0:00:04.804405 2021-04-10 02:53:02,365 INFO : TRAIN, epoch=0099, iter=00050/00196, fetch data time cost=1.34ms, fps=2245 images/s, loss=0.1358, top1-acc=95.82%, top5-acc=99.85%, remaining_time=0:00:17.359692, arrival_time=2021-04-10 02:53:19.724814, cost_time=0:00:05.945122 2021-04-10 02:53:03,514 INFO : TRAIN, epoch=0099, iter=00060/00196, fetch data time cost=1.97ms, fps=2230 images/s, loss=0.1375, top1-acc=95.69%, top5-acc=99.86%, remaining_time=0:00:16.079416, arrival_time=2021-04-10 02:53:19.593343, cost_time=0:00:07.093837 2021-04-10 02:53:04,664 INFO : TRAIN, epoch=0099, iter=00070/00196, fetch data time cost=1.49ms, fps=2226 images/s, loss=0.1405, top1-acc=95.61%, top5-acc=99.84%, remaining_time=0:00:14.840784, arrival_time=2021-04-10 02:53:19.505690, cost_time=0:00:08.244906 2021-04-10 02:53:05,832 INFO : TRAIN, epoch=0099, iter=00080/00196, fetch data time cost=1.49ms, fps=2195 images/s, loss=0.1424, top1-acc=95.56%, top5-acc=99.86%, remaining_time=0:00:13.647168, arrival_time=2021-04-10 02:53:19.479224, cost_time=0:00:09.411802 2021-04-10 02:53:06,982 INFO : TRAIN, epoch=0099, iter=00090/00196, fetch data time cost=1.48ms, fps=2227 images/s, loss=0.1400, top1-acc=95.59%, top5-acc=99.87%, remaining_time=0:00:12.439948, arrival_time=2021-04-10 02:53:19.422128, cost_time=0:00:10.562209 2021-04-10 02:53:08,126 INFO : TRAIN, epoch=0099, iter=00100/00196, fetch data time cost=1.48ms, fps=2238 images/s, loss=0.1388, top1-acc=95.60%, top5-acc=99.87%, remaining_time=0:00:11.238336, arrival_time=2021-04-10 02:53:19.364936, cost_time=0:00:11.706563 2021-04-10 02:53:09,273 INFO : TRAIN, epoch=0099, iter=00110/00196, fetch data time cost=2.42ms, fps=2234 images/s, loss=0.1400, top1-acc=95.56%, top5-acc=99.88%, remaining_time=0:00:10.048928, arrival_time=2021-04-10 02:53:19.322161, cost_time=0:00:12.853265 2021-04-10 02:53:10,414 INFO : TRAIN, epoch=0099, iter=00120/00196, fetch data time cost=1.56ms, fps=2244 images/s, loss=0.1426, top1-acc=95.47%, top5-acc=99.88%, remaining_time=0:00:08.863196, arrival_time=2021-04-10 02:53:19.277674, cost_time=0:00:13.994518 2021-04-10 02:53:11,559 INFO : TRAIN, epoch=0099, iter=00130/00196, fetch data time cost=1.33ms, fps=2236 images/s, loss=0.1436, top1-acc=95.43%, top5-acc=99.88%, remaining_time=0:00:07.686294, arrival_time=2021-04-10 02:53:19.246039, cost_time=0:00:15.139697 2021-04-10 02:53:12,700 INFO : TRAIN, epoch=0099, iter=00140/00196, fetch data time cost=1.44ms, fps=2245 images/s, loss=0.1441, top1-acc=95.39%, top5-acc=99.88%, remaining_time=0:00:06.512240, arrival_time=2021-04-10 02:53:19.212826, cost_time=0:00:16.280623 2021-04-10 02:53:13,848 INFO : TRAIN, epoch=0099, iter=00150/00196, fetch data time cost=1.49ms, fps=2232 images/s, loss=0.1459, top1-acc=95.31%, top5-acc=99.89%, remaining_time=0:00:05.344602, arrival_time=2021-04-10 02:53:19.192672, cost_time=0:00:17.428107 2021-04-10 02:53:14,995 INFO : TRAIN, epoch=0099, iter=00160/00196, fetch data time cost=1.68ms, fps=2231 images/s, loss=0.1452, top1-acc=95.32%, top5-acc=99.89%, remaining_time=0:00:04.179600, arrival_time=2021-04-10 02:53:19.175530, cost_time=0:00:18.575921 2021-04-10 02:53:16,144 INFO : TRAIN, epoch=0099, iter=00170/00196, fetch data time cost=1.64ms, fps=2229 images/s, loss=0.1448, top1-acc=95.32%, top5-acc=99.89%, remaining_time=0:00:03.016754, arrival_time=2021-04-10 02:53:19.161578, cost_time=0:00:19.724857 2021-04-10 02:53:17,291 INFO : TRAIN, epoch=0099, iter=00180/00196, fetch data time cost=1.61ms, fps=2233 images/s, loss=0.1446, top1-acc=95.34%, top5-acc=99.89%, remaining_time=0:00:01.855248, arrival_time=2021-04-10 02:53:19.146844, cost_time=0:00:20.871565 2021-04-10 02:53:18,435 INFO : TRAIN, epoch=0099, iter=00190/00196, fetch data time cost=1.36ms, fps=2239 images/s, loss=0.1449, top1-acc=95.35%, top5-acc=99.88%, remaining_time=0:00:00.695226, arrival_time=2021-04-10 02:53:19.130659, cost_time=0:00:22.015418 2021-04-10 02:53:19,050 INFO : TRAIN, epoch=0099, iter=00196/00196, fetch data time cost=1.32ms, fps=2212 images/s, loss=0.1459, top1-acc=95.33%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-10 02:53:19.050902, cost_time=0:00:22.630942 2021-04-10 02:53:19,503 INFO : EVAL, epoch=0099, iter=00010/00040, fetch data time cost=0.30ms, fps=5672 images/s, loss=0.3997, top1-acc=88.20%, top5-acc=99.41%, remaining_time=0:00:01.354020, arrival_time=2021-04-10 02:53:20.857176, cost_time=0:00:00.451344 2021-04-10 02:53:19,874 INFO : EVAL, epoch=0099, iter=00020/00040, fetch data time cost=1.75ms, fps=6901 images/s, loss=0.4295, top1-acc=87.44%, top5-acc=99.45%, remaining_time=0:00:00.822640, arrival_time=2021-04-10 02:53:20.697145, cost_time=0:00:00.822649 2021-04-10 02:53:20,255 INFO : EVAL, epoch=0099, iter=00030/00040, fetch data time cost=1.43ms, fps=6733 images/s, loss=0.4206, top1-acc=88.11%, top5-acc=99.44%, remaining_time=0:00:00.401110, arrival_time=2021-04-10 02:53:20.656300, cost_time=0:00:01.203342 2021-04-10 02:53:20,593 INFO : EVAL, epoch=0099, iter=00040/00040, fetch data time cost=0.08ms, fps=6867 images/s, loss=0.4100, top1-acc=88.16%, top5-acc=99.45%, remaining_time=0:00:00, arrival_time=2021-04-10 02:53:20.593432, cost_time=0:00:01.541647 2021-04-10 02:53:21,148 INFO : Epoch=0099 complete, best val top1-acc=90.13%, top5-acc=99.67% (epoch=97), remaining_time=0:41:48.355806, arrival_time=2021-04-10 03:35:09.504484, cost_time=0:40:58.685374 2021-04-10 02:53:21,149 INFO : Train start, epoch=0100, lr=0.050785 2021-04-10 02:53:22,511 INFO : TRAIN, epoch=0100, iter=00010/00196, fetch data time cost=2.12ms, fps=1880 images/s, loss=0.1382, top1-acc=95.47%, top5-acc=99.96%, remaining_time=0:00:25.325016, arrival_time=2021-04-10 02:53:47.835954, cost_time=0:00:01.361561 2021-04-10 02:53:23,660 INFO : TRAIN, epoch=0100, iter=00020/00196, fetch data time cost=1.86ms, fps=2228 images/s, loss=0.1409, top1-acc=95.16%, top5-acc=99.96%, remaining_time=0:00:22.095744, arrival_time=2021-04-10 02:53:45.756228, cost_time=0:00:02.510881 2021-04-10 02:53:24,804 INFO : TRAIN, epoch=0100, iter=00030/00196, fetch data time cost=1.58ms, fps=2240 images/s, loss=0.1424, top1-acc=95.27%, top5-acc=99.95%, remaining_time=0:00:20.223448, arrival_time=2021-04-10 02:53:45.027631, cost_time=0:00:03.654845 2021-04-10 02:53:25,951 INFO : TRAIN, epoch=0100, iter=00040/00196, fetch data time cost=1.95ms, fps=2233 images/s, loss=0.1426, top1-acc=95.38%, top5-acc=99.94%, remaining_time=0:00:18.727020, arrival_time=2021-04-10 02:53:44.678158, cost_time=0:00:04.801808 2021-04-10 02:53:27,095 INFO : TRAIN, epoch=0100, iter=00050/00196, fetch data time cost=1.76ms, fps=2239 images/s, loss=0.1400, top1-acc=95.45%, top5-acc=99.95%, remaining_time=0:00:17.361006, arrival_time=2021-04-10 02:53:44.455964, cost_time=0:00:05.945562 2021-04-10 02:53:28,239 INFO : TRAIN, epoch=0100, iter=00060/00196, fetch data time cost=1.34ms, fps=2238 images/s, loss=0.1406, top1-acc=95.44%, top5-acc=99.95%, remaining_time=0:00:16.071120, arrival_time=2021-04-10 02:53:44.310656, cost_time=0:00:07.090217 2021-04-10 02:53:29,383 INFO : TRAIN, epoch=0100, iter=00070/00196, fetch data time cost=1.41ms, fps=2239 images/s, loss=0.1431, top1-acc=95.32%, top5-acc=99.92%, remaining_time=0:00:14.821128, arrival_time=2021-04-10 02:53:44.204469, cost_time=0:00:08.233971 2021-04-10 02:53:30,526 INFO : TRAIN, epoch=0100, iter=00080/00196, fetch data time cost=1.57ms, fps=2241 images/s, loss=0.1423, top1-acc=95.34%, top5-acc=99.92%, remaining_time=0:00:13.596824, arrival_time=2021-04-10 02:53:44.123224, cost_time=0:00:09.377083 2021-04-10 02:53:31,672 INFO : TRAIN, epoch=0100, iter=00090/00196, fetch data time cost=1.91ms, fps=2234 images/s, loss=0.1435, top1-acc=95.31%, top5-acc=99.91%, remaining_time=0:00:12.394050, arrival_time=2021-04-10 02:53:44.066596, cost_time=0:00:10.523207 2021-04-10 02:53:32,814 INFO : TRAIN, epoch=0100, iter=00100/00196, fetch data time cost=1.42ms, fps=2242 images/s, loss=0.1427, top1-acc=95.39%, top5-acc=99.91%, remaining_time=0:00:11.198976, arrival_time=2021-04-10 02:53:44.013897, cost_time=0:00:11.665597 2021-04-10 02:53:33,966 INFO : TRAIN, epoch=0100, iter=00110/00196, fetch data time cost=2.14ms, fps=2223 images/s, loss=0.1440, top1-acc=95.37%, top5-acc=99.90%, remaining_time=0:00:10.020806, arrival_time=2021-04-10 02:53:43.987583, cost_time=0:00:12.817323 2021-04-10 02:53:35,126 INFO : TRAIN, epoch=0100, iter=00120/00196, fetch data time cost=2.22ms, fps=2209 images/s, loss=0.1453, top1-acc=95.31%, top5-acc=99.90%, remaining_time=0:00:08.852024, arrival_time=2021-04-10 02:53:43.978275, cost_time=0:00:13.976835 2021-04-10 02:53:36,275 INFO : TRAIN, epoch=0100, iter=00130/00196, fetch data time cost=1.80ms, fps=2230 images/s, loss=0.1465, top1-acc=95.27%, top5-acc=99.90%, remaining_time=0:00:07.679166, arrival_time=2021-04-10 02:53:43.954171, cost_time=0:00:15.125619 2021-04-10 02:53:37,415 INFO : TRAIN, epoch=0100, iter=00140/00196, fetch data time cost=1.53ms, fps=2246 images/s, loss=0.1465, top1-acc=95.27%, top5-acc=99.91%, remaining_time=0:00:06.506304, arrival_time=2021-04-10 02:53:43.921431, cost_time=0:00:16.265802 2021-04-10 02:53:38,558 INFO : TRAIN, epoch=0100, iter=00150/00196, fetch data time cost=1.35ms, fps=2241 images/s, loss=0.1463, top1-acc=95.26%, top5-acc=99.91%, remaining_time=0:00:05.338622, arrival_time=2021-04-10 02:53:43.896615, cost_time=0:00:17.408603 2021-04-10 02:53:39,701 INFO : TRAIN, epoch=0100, iter=00160/00196, fetch data time cost=1.54ms, fps=2239 images/s, loss=0.1457, top1-acc=95.27%, top5-acc=99.90%, remaining_time=0:00:04.174344, arrival_time=2021-04-10 02:53:43.876256, cost_time=0:00:18.552585 2021-04-10 02:53:40,850 INFO : TRAIN, epoch=0100, iter=00170/00196, fetch data time cost=1.51ms, fps=2230 images/s, loss=0.1459, top1-acc=95.26%, top5-acc=99.90%, remaining_time=0:00:03.013088, arrival_time=2021-04-10 02:53:43.863481, cost_time=0:00:19.700994 2021-04-10 02:53:41,995 INFO : TRAIN, epoch=0100, iter=00180/00196, fetch data time cost=1.50ms, fps=2236 images/s, loss=0.1471, top1-acc=95.23%, top5-acc=99.90%, remaining_time=0:00:01.853008, arrival_time=2021-04-10 02:53:43.848762, cost_time=0:00:20.846421 2021-04-10 02:53:43,139 INFO : TRAIN, epoch=0100, iter=00190/00196, fetch data time cost=1.38ms, fps=2240 images/s, loss=0.1479, top1-acc=95.22%, top5-acc=99.90%, remaining_time=0:00:00.694410, arrival_time=2021-04-10 02:53:43.833388, cost_time=0:00:21.989653 2021-04-10 02:53:43,753 INFO : TRAIN, epoch=0100, iter=00196/00196, fetch data time cost=1.46ms, fps=2215 images/s, loss=0.1487, top1-acc=95.21%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-10 02:53:43.753472, cost_time=0:00:22.604146 2021-04-10 02:53:44,224 INFO : EVAL, epoch=0100, iter=00010/00040, fetch data time cost=0.20ms, fps=5446 images/s, loss=0.5318, top1-acc=84.61%, top5-acc=98.63%, remaining_time=0:00:01.410270, arrival_time=2021-04-10 02:53:45.634875, cost_time=0:00:00.470089 2021-04-10 02:53:44,594 INFO : EVAL, epoch=0100, iter=00020/00040, fetch data time cost=1.54ms, fps=6921 images/s, loss=0.5326, top1-acc=84.90%, top5-acc=98.63%, remaining_time=0:00:00.840460, arrival_time=2021-04-10 02:53:45.435391, cost_time=0:00:00.840464 2021-04-10 02:53:44,970 INFO : EVAL, epoch=0100, iter=00030/00040, fetch data time cost=1.29ms, fps=6817 images/s, loss=0.5314, top1-acc=84.78%, top5-acc=98.63%, remaining_time=0:00:00.405440, arrival_time=2021-04-10 02:53:45.376268, cost_time=0:00:01.216329 2021-04-10 02:53:45,309 INFO : EVAL, epoch=0100, iter=00040/00040, fetch data time cost=0.09ms, fps=6854 images/s, loss=0.5363, top1-acc=84.80%, top5-acc=98.64%, remaining_time=0:00:00, arrival_time=2021-04-10 02:53:45.309730, cost_time=0:00:01.555266 2021-04-10 02:53:45,798 INFO : Epoch=0100 complete, best val top1-acc=90.13%, top5-acc=99.67% (epoch=97), remaining_time=0:41:23.334900, arrival_time=2021-04-10 03:35:09.133078, cost_time=0:41:23.334875 2021-04-10 02:53:45,798 INFO : Train start, epoch=0101, lr=0.050000 2021-04-10 02:53:47,165 INFO : TRAIN, epoch=0101, iter=00010/00196, fetch data time cost=0.35ms, fps=1873 images/s, loss=0.1762, top1-acc=94.14%, top5-acc=99.88%, remaining_time=0:00:25.415598, arrival_time=2021-04-10 02:54:12.581015, cost_time=0:00:01.366434 2021-04-10 02:53:48,305 INFO : TRAIN, epoch=0101, iter=00020/00196, fetch data time cost=1.56ms, fps=2247 images/s, loss=0.1644, top1-acc=94.65%, top5-acc=99.86%, remaining_time=0:00:22.058256, arrival_time=2021-04-10 02:54:10.363734, cost_time=0:00:02.506629 2021-04-10 02:53:49,449 INFO : TRAIN, epoch=0101, iter=00030/00196, fetch data time cost=1.43ms, fps=2238 images/s, loss=0.1599, top1-acc=94.82%, top5-acc=99.87%, remaining_time=0:00:20.200540, arrival_time=2021-04-10 02:54:09.650114, cost_time=0:00:03.650706 2021-04-10 02:53:50,598 INFO : TRAIN, epoch=0101, iter=00040/00196, fetch data time cost=2.01ms, fps=2228 images/s, loss=0.1553, top1-acc=94.97%, top5-acc=99.87%, remaining_time=0:00:18.719844, arrival_time=2021-04-10 02:54:09.318632, cost_time=0:00:04.799947 2021-04-10 02:53:51,744 INFO : TRAIN, epoch=0101, iter=00050/00196, fetch data time cost=2.11ms, fps=2235 images/s, loss=0.1509, top1-acc=95.09%, top5-acc=99.90%, remaining_time=0:00:17.362028, arrival_time=2021-04-10 02:54:09.106797, cost_time=0:00:05.945904 2021-04-10 02:53:52,890 INFO : TRAIN, epoch=0101, iter=00060/00196, fetch data time cost=1.60ms, fps=2235 images/s, loss=0.1488, top1-acc=95.15%, top5-acc=99.90%, remaining_time=0:00:16.075336, arrival_time=2021-04-10 02:54:08.966233, cost_time=0:00:07.092067 2021-04-10 02:53:54,052 INFO : TRAIN, epoch=0101, iter=00070/00196, fetch data time cost=1.47ms, fps=2204 images/s, loss=0.1501, top1-acc=95.06%, top5-acc=99.88%, remaining_time=0:00:14.857038, arrival_time=2021-04-10 02:54:08.909805, cost_time=0:00:08.253885 2021-04-10 02:53:55,197 INFO : TRAIN, epoch=0101, iter=00080/00196, fetch data time cost=1.48ms, fps=2237 images/s, loss=0.1494, top1-acc=95.08%, top5-acc=99.88%, remaining_time=0:00:13.628028, arrival_time=2021-04-10 02:54:08.825500, cost_time=0:00:09.398641 2021-04-10 02:53:56,344 INFO : TRAIN, epoch=0101, iter=00090/00196, fetch data time cost=1.60ms, fps=2233 images/s, loss=0.1502, top1-acc=95.07%, top5-acc=99.89%, remaining_time=0:00:12.420232, arrival_time=2021-04-10 02:54:08.764557, cost_time=0:00:10.545440 2021-04-10 02:53:57,488 INFO : TRAIN, epoch=0101, iter=00100/00196, fetch data time cost=1.66ms, fps=2239 images/s, loss=0.1476, top1-acc=95.16%, top5-acc=99.90%, remaining_time=0:00:11.221632, arrival_time=2021-04-10 02:54:08.709662, cost_time=0:00:11.689203 2021-04-10 02:53:58,640 INFO : TRAIN, epoch=0101, iter=00110/00196, fetch data time cost=2.09ms, fps=2222 images/s, loss=0.1481, top1-acc=95.11%, top5-acc=99.90%, remaining_time=0:00:10.039898, arrival_time=2021-04-10 02:54:08.680544, cost_time=0:00:12.841763 2021-04-10 02:53:59,788 INFO : TRAIN, epoch=0101, iter=00120/00196, fetch data time cost=1.70ms, fps=2231 images/s, loss=0.1480, top1-acc=95.10%, top5-acc=99.90%, remaining_time=0:00:08.860308, arrival_time=2021-04-10 02:54:08.649083, cost_time=0:00:13.989940 2021-04-10 02:54:00,934 INFO : TRAIN, epoch=0101, iter=00130/00196, fetch data time cost=1.57ms, fps=2235 images/s, loss=0.1467, top1-acc=95.15%, top5-acc=99.90%, remaining_time=0:00:07.684446, arrival_time=2021-04-10 02:54:08.619343, cost_time=0:00:15.136000 2021-04-10 02:54:02,078 INFO : TRAIN, epoch=0101, iter=00140/00196, fetch data time cost=1.46ms, fps=2240 images/s, loss=0.1455, top1-acc=95.20%, top5-acc=99.90%, remaining_time=0:00:06.511792, arrival_time=2021-04-10 02:54:08.590124, cost_time=0:00:16.279499 2021-04-10 02:54:03,224 INFO : TRAIN, epoch=0101, iter=00150/00196, fetch data time cost=2.08ms, fps=2234 images/s, loss=0.1444, top1-acc=95.22%, top5-acc=99.91%, remaining_time=0:00:05.343958, arrival_time=2021-04-10 02:54:08.568742, cost_time=0:00:17.425954 2021-04-10 02:54:04,381 INFO : TRAIN, epoch=0101, iter=00160/00196, fetch data time cost=2.44ms, fps=2215 images/s, loss=0.1440, top1-acc=95.21%, top5-acc=99.90%, remaining_time=0:00:04.180968, arrival_time=2021-04-10 02:54:08.561902, cost_time=0:00:18.582044 2021-04-10 02:54:05,542 INFO : TRAIN, epoch=0101, iter=00170/00196, fetch data time cost=1.80ms, fps=2206 images/s, loss=0.1440, top1-acc=95.22%, top5-acc=99.91%, remaining_time=0:00:03.019614, arrival_time=2021-04-10 02:54:08.562132, cost_time=0:00:19.743687 2021-04-10 02:54:06,684 INFO : TRAIN, epoch=0101, iter=00180/00196, fetch data time cost=1.45ms, fps=2243 images/s, loss=0.1427, top1-acc=95.29%, top5-acc=99.91%, remaining_time=0:00:01.856480, arrival_time=2021-04-10 02:54:08.540742, cost_time=0:00:20.885429 2021-04-10 02:54:07,830 INFO : TRAIN, epoch=0101, iter=00190/00196, fetch data time cost=1.69ms, fps=2235 images/s, loss=0.1432, top1-acc=95.28%, top5-acc=99.90%, remaining_time=0:00:00.695724, arrival_time=2021-04-10 02:54:08.525944, cost_time=0:00:22.031325 2021-04-10 02:54:08,444 INFO : TRAIN, epoch=0101, iter=00196/00196, fetch data time cost=1.20ms, fps=2215 images/s, loss=0.1431, top1-acc=95.31%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-10 02:54:08.444626, cost_time=0:00:22.645789 2021-04-10 02:54:08,911 INFO : EVAL, epoch=0101, iter=00010/00040, fetch data time cost=0.31ms, fps=5498 images/s, loss=0.4156, top1-acc=88.95%, top5-acc=99.45%, remaining_time=0:00:01.396950, arrival_time=2021-04-10 02:54:10.308136, cost_time=0:00:00.465646 2021-04-10 02:54:09,283 INFO : EVAL, epoch=0101, iter=00020/00040, fetch data time cost=1.49ms, fps=6893 images/s, loss=0.3932, top1-acc=89.32%, top5-acc=99.47%, remaining_time=0:00:00.837480, arrival_time=2021-04-10 02:54:10.120540, cost_time=0:00:00.837490 2021-04-10 02:54:09,659 INFO : EVAL, epoch=0101, iter=00030/00040, fetch data time cost=1.38ms, fps=6810 images/s, loss=0.4153, top1-acc=88.29%, top5-acc=99.51%, remaining_time=0:00:00.404650, arrival_time=2021-04-10 02:54:10.064109, cost_time=0:00:01.213954 2021-04-10 02:54:09,998 INFO : EVAL, epoch=0101, iter=00040/00040, fetch data time cost=0.06ms, fps=6842 images/s, loss=0.4310, top1-acc=88.14%, top5-acc=99.49%, remaining_time=0:00:00, arrival_time=2021-04-10 02:54:09.998868, cost_time=0:00:01.553381 2021-04-10 02:54:10,585 INFO : Epoch=0101 complete, best val top1-acc=90.13%, top5-acc=99.67% (epoch=97), remaining_time=0:40:58.456110, arrival_time=2021-04-10 03:35:09.041314, cost_time=0:41:48.121863 2021-04-10 02:54:10,586 INFO : Train start, epoch=0102, lr=0.049215 2021-04-10 02:54:11,948 INFO : TRAIN, epoch=0102, iter=00010/00196, fetch data time cost=0.33ms, fps=1880 images/s, loss=0.1256, top1-acc=95.62%, top5-acc=99.92%, remaining_time=0:00:25.331154, arrival_time=2021-04-10 02:54:37.279310, cost_time=0:00:01.361890 2021-04-10 02:54:13,088 INFO : TRAIN, epoch=0102, iter=00020/00196, fetch data time cost=1.67ms, fps=2247 images/s, loss=0.1385, top1-acc=95.27%, top5-acc=99.84%, remaining_time=0:00:22.016192, arrival_time=2021-04-10 02:54:35.104246, cost_time=0:00:02.501848 2021-04-10 02:54:14,229 INFO : TRAIN, epoch=0102, iter=00030/00196, fetch data time cost=1.36ms, fps=2243 images/s, loss=0.1361, top1-acc=95.33%, top5-acc=99.86%, remaining_time=0:00:20.161032, arrival_time=2021-04-10 02:54:34.390860, cost_time=0:00:03.643565 2021-04-10 02:54:15,371 INFO : TRAIN, epoch=0102, iter=00040/00196, fetch data time cost=1.79ms, fps=2243 images/s, loss=0.1330, top1-acc=95.47%, top5-acc=99.88%, remaining_time=0:00:18.663372, arrival_time=2021-04-10 02:54:34.035073, cost_time=0:00:04.785489 2021-04-10 02:54:16,521 INFO : TRAIN, epoch=0102, iter=00050/00196, fetch data time cost=1.40ms, fps=2227 images/s, loss=0.1328, top1-acc=95.47%, top5-acc=99.88%, remaining_time=0:00:17.331076, arrival_time=2021-04-10 02:54:33.852644, cost_time=0:00:05.935298 2021-04-10 02:54:17,662 INFO : TRAIN, epoch=0102, iter=00060/00196, fetch data time cost=1.44ms, fps=2244 images/s, loss=0.1306, top1-acc=95.62%, top5-acc=99.89%, remaining_time=0:00:16.039976, arrival_time=2021-04-10 02:54:33.702639, cost_time=0:00:07.076451 2021-04-10 02:54:18,805 INFO : TRAIN, epoch=0102, iter=00070/00196, fetch data time cost=1.36ms, fps=2241 images/s, loss=0.1321, top1-acc=95.56%, top5-acc=99.89%, remaining_time=0:00:14.794542, arrival_time=2021-04-10 02:54:33.599940, cost_time=0:00:08.219201 2021-04-10 02:54:19,946 INFO : TRAIN, epoch=0102, iter=00080/00196, fetch data time cost=1.41ms, fps=2245 images/s, loss=0.1323, top1-acc=95.46%, top5-acc=99.90%, remaining_time=0:00:13.571884, arrival_time=2021-04-10 02:54:33.518016, cost_time=0:00:09.359902 2021-04-10 02:54:21,087 INFO : TRAIN, epoch=0102, iter=00090/00196, fetch data time cost=1.43ms, fps=2244 images/s, loss=0.1314, top1-acc=95.50%, top5-acc=99.90%, remaining_time=0:00:12.368186, arrival_time=2021-04-10 02:54:33.455706, cost_time=0:00:10.501317 2021-04-10 02:54:22,236 INFO : TRAIN, epoch=0102, iter=00100/00196, fetch data time cost=2.75ms, fps=2230 images/s, loss=0.1323, top1-acc=95.51%, top5-acc=99.88%, remaining_time=0:00:11.183904, arrival_time=2021-04-10 02:54:33.420074, cost_time=0:00:11.649897 2021-04-10 02:54:23,382 INFO : TRAIN, epoch=0102, iter=00110/00196, fetch data time cost=1.31ms, fps=2234 images/s, loss=0.1343, top1-acc=95.46%, top5-acc=99.88%, remaining_time=0:00:10.004638, arrival_time=2021-04-10 02:54:33.387425, cost_time=0:00:12.796581 2021-04-10 02:54:24,525 INFO : TRAIN, epoch=0102, iter=00120/00196, fetch data time cost=1.43ms, fps=2241 images/s, loss=0.1339, top1-acc=95.46%, top5-acc=99.88%, remaining_time=0:00:08.828084, arrival_time=2021-04-10 02:54:33.353481, cost_time=0:00:13.939139 2021-04-10 02:54:25,673 INFO : TRAIN, epoch=0102, iter=00130/00196, fetch data time cost=1.95ms, fps=2231 images/s, loss=0.1350, top1-acc=95.42%, top5-acc=99.88%, remaining_time=0:00:07.659630, arrival_time=2021-04-10 02:54:33.332930, cost_time=0:00:15.087093 2021-04-10 02:54:26,817 INFO : TRAIN, epoch=0102, iter=00140/00196, fetch data time cost=1.53ms, fps=2238 images/s, loss=0.1354, top1-acc=95.43%, top5-acc=99.88%, remaining_time=0:00:06.492528, arrival_time=2021-04-10 02:54:33.309992, cost_time=0:00:16.231255 2021-04-10 02:54:27,957 INFO : TRAIN, epoch=0102, iter=00150/00196, fetch data time cost=1.54ms, fps=2247 images/s, loss=0.1381, top1-acc=95.33%, top5-acc=99.88%, remaining_time=0:00:05.327122, arrival_time=2021-04-10 02:54:33.284328, cost_time=0:00:17.371000 2021-04-10 02:54:29,101 INFO : TRAIN, epoch=0102, iter=00160/00196, fetch data time cost=1.83ms, fps=2238 images/s, loss=0.1380, top1-acc=95.37%, top5-acc=99.88%, remaining_time=0:00:04.165956, arrival_time=2021-04-10 02:54:33.267504, cost_time=0:00:18.515282 2021-04-10 02:54:30,249 INFO : TRAIN, epoch=0102, iter=00170/00196, fetch data time cost=1.52ms, fps=2231 images/s, loss=0.1378, top1-acc=95.39%, top5-acc=99.89%, remaining_time=0:00:03.007316, arrival_time=2021-04-10 02:54:33.256795, cost_time=0:00:19.663227 2021-04-10 02:54:31,398 INFO : TRAIN, epoch=0102, iter=00180/00196, fetch data time cost=2.08ms, fps=2230 images/s, loss=0.1380, top1-acc=95.39%, top5-acc=99.89%, remaining_time=0:00:01.849936, arrival_time=2021-04-10 02:54:33.248037, cost_time=0:00:20.811863 2021-04-10 02:54:32,540 INFO : TRAIN, epoch=0102, iter=00190/00196, fetch data time cost=1.36ms, fps=2242 images/s, loss=0.1373, top1-acc=95.41%, top5-acc=99.89%, remaining_time=0:00:00.693294, arrival_time=2021-04-10 02:54:33.233749, cost_time=0:00:21.954251 2021-04-10 02:54:33,156 INFO : TRAIN, epoch=0102, iter=00196/00196, fetch data time cost=1.50ms, fps=2209 images/s, loss=0.1381, top1-acc=95.39%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-10 02:54:33.156578, cost_time=0:00:22.570357 2021-04-10 02:54:33,613 INFO : EVAL, epoch=0102, iter=00010/00040, fetch data time cost=1.68ms, fps=5611 images/s, loss=0.4644, top1-acc=86.64%, top5-acc=99.41%, remaining_time=0:00:01.368630, arrival_time=2021-04-10 02:54:34.982442, cost_time=0:00:00.456214 2021-04-10 02:54:33,998 INFO : EVAL, epoch=0102, iter=00020/00040, fetch data time cost=3.99ms, fps=6669 images/s, loss=0.4768, top1-acc=86.50%, top5-acc=99.39%, remaining_time=0:00:00.840580, arrival_time=2021-04-10 02:54:34.838744, cost_time=0:00:00.840571 2021-04-10 02:54:34,379 INFO : EVAL, epoch=0102, iter=00030/00040, fetch data time cost=1.93ms, fps=6718 images/s, loss=0.4839, top1-acc=86.33%, top5-acc=99.45%, remaining_time=0:00:00.407360, arrival_time=2021-04-10 02:54:34.787114, cost_time=0:00:01.222082 2021-04-10 02:54:34,761 INFO : EVAL, epoch=0102, iter=00040/00040, fetch data time cost=0.11ms, fps=6086 images/s, loss=0.4697, top1-acc=86.52%, top5-acc=99.46%, remaining_time=0:00:00, arrival_time=2021-04-10 02:54:34.761438, cost_time=0:00:01.603870 2021-04-10 02:54:35,363 INFO : Epoch=0102 complete, best val top1-acc=90.13%, top5-acc=99.67% (epoch=97), remaining_time=0:40:33.571084, arrival_time=2021-04-10 03:35:08.934961, cost_time=0:42:12.900556 2021-04-10 02:54:35,364 INFO : Train start, epoch=0103, lr=0.048429 2021-04-10 02:54:36,691 INFO : TRAIN, epoch=0103, iter=00010/00196, fetch data time cost=0.25ms, fps=1930 images/s, loss=0.1348, top1-acc=96.09%, top5-acc=99.84%, remaining_time=0:00:24.670854, arrival_time=2021-04-10 02:55:01.362058, cost_time=0:00:01.326389 2021-04-10 02:54:37,834 INFO : TRAIN, epoch=0103, iter=00020/00196, fetch data time cost=1.97ms, fps=2241 images/s, loss=0.1332, top1-acc=95.96%, top5-acc=99.86%, remaining_time=0:00:21.730368, arrival_time=2021-04-10 02:54:59.564581, cost_time=0:00:02.469360 2021-04-10 02:54:38,983 INFO : TRAIN, epoch=0103, iter=00030/00196, fetch data time cost=2.11ms, fps=2228 images/s, loss=0.1291, top1-acc=96.00%, top5-acc=99.86%, remaining_time=0:00:20.023916, arrival_time=2021-04-10 02:54:59.007496, cost_time=0:00:03.618775 2021-04-10 02:54:40,126 INFO : TRAIN, epoch=0103, iter=00040/00196, fetch data time cost=1.45ms, fps=2241 images/s, loss=0.1288, top1-acc=95.99%, top5-acc=99.85%, remaining_time=0:00:18.570552, arrival_time=2021-04-10 02:54:58.697023, cost_time=0:00:04.761678 2021-04-10 02:54:41,272 INFO : TRAIN, epoch=0103, iter=00050/00196, fetch data time cost=1.45ms, fps=2236 images/s, loss=0.1283, top1-acc=95.94%, top5-acc=99.87%, remaining_time=0:00:17.249024, arrival_time=2021-04-10 02:54:58.521063, cost_time=0:00:05.907176 2021-04-10 02:54:42,419 INFO : TRAIN, epoch=0103, iter=00060/00196, fetch data time cost=1.86ms, fps=2231 images/s, loss=0.1298, top1-acc=95.94%, top5-acc=99.86%, remaining_time=0:00:15.991560, arrival_time=2021-04-10 02:54:58.411483, cost_time=0:00:07.055124 2021-04-10 02:54:43,561 INFO : TRAIN, epoch=0103, iter=00070/00196, fetch data time cost=1.54ms, fps=2243 images/s, loss=0.1344, top1-acc=95.86%, top5-acc=99.87%, remaining_time=0:00:14.753970, arrival_time=2021-04-10 02:54:58.315398, cost_time=0:00:08.196638 2021-04-10 02:54:44,702 INFO : TRAIN, epoch=0103, iter=00080/00196, fetch data time cost=1.61ms, fps=2245 images/s, loss=0.1349, top1-acc=95.80%, top5-acc=99.85%, remaining_time=0:00:13.539056, arrival_time=2021-04-10 02:54:58.241150, cost_time=0:00:09.337299 2021-04-10 02:54:45,843 INFO : TRAIN, epoch=0103, iter=00090/00196, fetch data time cost=1.58ms, fps=2243 images/s, loss=0.1355, top1-acc=95.77%, top5-acc=99.85%, remaining_time=0:00:12.341898, arrival_time=2021-04-10 02:54:58.185672, cost_time=0:00:10.478943 2021-04-10 02:54:46,982 INFO : TRAIN, epoch=0103, iter=00100/00196, fetch data time cost=1.78ms, fps=2249 images/s, loss=0.1346, top1-acc=95.78%, top5-acc=99.85%, remaining_time=0:00:11.153088, arrival_time=2021-04-10 02:54:58.135864, cost_time=0:00:11.617792 2021-04-10 02:54:48,131 INFO : TRAIN, epoch=0103, iter=00110/00196, fetch data time cost=1.67ms, fps=2230 images/s, loss=0.1353, top1-acc=95.70%, top5-acc=99.86%, remaining_time=0:00:09.980988, arrival_time=2021-04-10 02:54:58.112185, cost_time=0:00:12.766362 2021-04-10 02:54:49,279 INFO : TRAIN, epoch=0103, iter=00120/00196, fetch data time cost=1.33ms, fps=2230 images/s, loss=0.1353, top1-acc=95.67%, top5-acc=99.87%, remaining_time=0:00:08.812884, arrival_time=2021-04-10 02:54:58.092771, cost_time=0:00:13.915088 2021-04-10 02:54:50,429 INFO : TRAIN, epoch=0103, iter=00130/00196, fetch data time cost=1.76ms, fps=2228 images/s, loss=0.1366, top1-acc=95.63%, top5-acc=99.87%, remaining_time=0:00:07.648212, arrival_time=2021-04-10 02:54:58.077710, cost_time=0:00:15.064703 2021-04-10 02:54:51,577 INFO : TRAIN, epoch=0103, iter=00140/00196, fetch data time cost=1.89ms, fps=2231 images/s, loss=0.1380, top1-acc=95.57%, top5-acc=99.87%, remaining_time=0:00:06.485136, arrival_time=2021-04-10 02:54:58.062707, cost_time=0:00:16.212784 2021-04-10 02:54:52,724 INFO : TRAIN, epoch=0103, iter=00150/00196, fetch data time cost=1.86ms, fps=2233 images/s, loss=0.1393, top1-acc=95.55%, top5-acc=99.87%, remaining_time=0:00:05.323580, arrival_time=2021-04-10 02:54:58.047839, cost_time=0:00:17.359464 2021-04-10 02:54:53,866 INFO : TRAIN, epoch=0103, iter=00160/00196, fetch data time cost=1.59ms, fps=2242 images/s, loss=0.1387, top1-acc=95.55%, top5-acc=99.87%, remaining_time=0:00:04.162860, arrival_time=2021-04-10 02:54:58.029252, cost_time=0:00:18.501604 2021-04-10 02:54:55,007 INFO : TRAIN, epoch=0103, iter=00170/00196, fetch data time cost=1.62ms, fps=2245 images/s, loss=0.1395, top1-acc=95.52%, top5-acc=99.86%, remaining_time=0:00:03.004144, arrival_time=2021-04-10 02:54:58.011384, cost_time=0:00:19.642452 2021-04-10 02:54:56,152 INFO : TRAIN, epoch=0103, iter=00180/00196, fetch data time cost=1.53ms, fps=2236 images/s, loss=0.1400, top1-acc=95.52%, top5-acc=99.86%, remaining_time=0:00:01.847808, arrival_time=2021-04-10 02:54:58.000508, cost_time=0:00:20.787908 2021-04-10 02:54:57,297 INFO : TRAIN, epoch=0103, iter=00190/00196, fetch data time cost=2.03ms, fps=2236 images/s, loss=0.1399, top1-acc=95.52%, top5-acc=99.86%, remaining_time=0:00:00.692622, arrival_time=2021-04-10 02:54:57.990546, cost_time=0:00:21.933091 2021-04-10 02:54:57,915 INFO : TRAIN, epoch=0103, iter=00196/00196, fetch data time cost=0.08ms, fps=2205 images/s, loss=0.1402, top1-acc=95.50%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-10 02:54:57.915448, cost_time=0:00:22.550661 2021-04-10 02:54:58,388 INFO : EVAL, epoch=0103, iter=00010/00040, fetch data time cost=1.84ms, fps=5427 images/s, loss=0.3595, top1-acc=90.16%, top5-acc=99.77%, remaining_time=0:00:01.415130, arrival_time=2021-04-10 02:54:59.803246, cost_time=0:00:00.471711 2021-04-10 02:54:58,759 INFO : EVAL, epoch=0103, iter=00020/00040, fetch data time cost=1.49ms, fps=6896 images/s, loss=0.3633, top1-acc=89.67%, top5-acc=99.65%, remaining_time=0:00:00.843260, arrival_time=2021-04-10 02:54:59.602923, cost_time=0:00:00.843256 2021-04-10 02:54:59,140 INFO : EVAL, epoch=0103, iter=00030/00040, fetch data time cost=1.33ms, fps=6738 images/s, loss=0.3649, top1-acc=89.75%, top5-acc=99.66%, remaining_time=0:00:00.407840, arrival_time=2021-04-10 02:54:59.547809, cost_time=0:00:01.223512 2021-04-10 02:54:59,477 INFO : EVAL, epoch=0103, iter=00040/00040, fetch data time cost=0.06ms, fps=6886 images/s, loss=0.3639, top1-acc=89.84%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-10 02:54:59.477205, cost_time=0:00:01.560829 2021-04-10 02:54:59,975 INFO : Epoch=0103 complete, best val top1-acc=90.13%, top5-acc=99.67% (epoch=97), remaining_time=0:40:08.530855, arrival_time=2021-04-10 03:35:08.506304, cost_time=0:42:37.512148 2021-04-10 02:54:59,975 INFO : Train start, epoch=0104, lr=0.047645 2021-04-10 02:55:01,303 INFO : TRAIN, epoch=0104, iter=00010/00196, fetch data time cost=0.30ms, fps=1929 images/s, loss=0.1167, top1-acc=96.02%, top5-acc=100.00%, remaining_time=0:00:24.684804, arrival_time=2021-04-10 02:55:25.988046, cost_time=0:00:01.327135 2021-04-10 02:55:02,448 INFO : TRAIN, epoch=0104, iter=00020/00196, fetch data time cost=1.36ms, fps=2237 images/s, loss=0.1211, top1-acc=95.94%, top5-acc=99.98%, remaining_time=0:00:21.755360, arrival_time=2021-04-10 02:55:24.203633, cost_time=0:00:02.472193 2021-04-10 02:55:03,588 INFO : TRAIN, epoch=0104, iter=00030/00196, fetch data time cost=1.34ms, fps=2246 images/s, loss=0.1219, top1-acc=96.08%, top5-acc=99.92%, remaining_time=0:00:19.989388, arrival_time=2021-04-10 02:55:23.578057, cost_time=0:00:03.612532 2021-04-10 02:55:04,749 INFO : TRAIN, epoch=0104, iter=00040/00196, fetch data time cost=2.63ms, fps=2207 images/s, loss=0.1261, top1-acc=96.04%, top5-acc=99.91%, remaining_time=0:00:18.614856, arrival_time=2021-04-10 02:55:23.364016, cost_time=0:00:04.773021 2021-04-10 02:55:05,904 INFO : TRAIN, epoch=0104, iter=00050/00196, fetch data time cost=1.83ms, fps=2216 images/s, loss=0.1318, top1-acc=95.91%, top5-acc=99.90%, remaining_time=0:00:17.312242, arrival_time=2021-04-10 02:55:23.217176, cost_time=0:00:05.928845 2021-04-10 02:55:07,045 INFO : TRAIN, epoch=0104, iter=00060/00196, fetch data time cost=1.46ms, fps=2245 images/s, loss=0.1305, top1-acc=95.87%, top5-acc=99.90%, remaining_time=0:00:16.023928, arrival_time=2021-04-10 02:55:23.069371, cost_time=0:00:07.069361 2021-04-10 02:55:08,186 INFO : TRAIN, epoch=0104, iter=00070/00196, fetch data time cost=1.41ms, fps=2245 images/s, loss=0.1269, top1-acc=96.03%, top5-acc=99.90%, remaining_time=0:00:14.778414, arrival_time=2021-04-10 02:55:22.964792, cost_time=0:00:08.210250 2021-04-10 02:55:09,335 INFO : TRAIN, epoch=0104, iter=00080/00196, fetch data time cost=1.55ms, fps=2230 images/s, loss=0.1265, top1-acc=96.08%, top5-acc=99.90%, remaining_time=0:00:13.570260, arrival_time=2021-04-10 02:55:22.905244, cost_time=0:00:09.358785 2021-04-10 02:55:10,482 INFO : TRAIN, epoch=0104, iter=00090/00196, fetch data time cost=1.58ms, fps=2234 images/s, loss=0.1272, top1-acc=96.09%, top5-acc=99.90%, remaining_time=0:00:12.373910, arrival_time=2021-04-10 02:55:22.856206, cost_time=0:00:10.506142 2021-04-10 02:55:11,626 INFO : TRAIN, epoch=0104, iter=00100/00196, fetch data time cost=1.51ms, fps=2239 images/s, loss=0.1286, top1-acc=96.04%, top5-acc=99.90%, remaining_time=0:00:11.184000, arrival_time=2021-04-10 02:55:22.810044, cost_time=0:00:11.649956 2021-04-10 02:55:12,767 INFO : TRAIN, epoch=0104, iter=00110/00196, fetch data time cost=1.49ms, fps=2244 images/s, loss=0.1280, top1-acc=96.04%, top5-acc=99.89%, remaining_time=0:00:10.000252, arrival_time=2021-04-10 02:55:22.767299, cost_time=0:00:12.790965 2021-04-10 02:55:13,911 INFO : TRAIN, epoch=0104, iter=00120/00196, fetch data time cost=1.42ms, fps=2239 images/s, loss=0.1295, top1-acc=96.00%, top5-acc=99.89%, remaining_time=0:00:08.825424, arrival_time=2021-04-10 02:55:22.736481, cost_time=0:00:13.934860 2021-04-10 02:55:15,058 INFO : TRAIN, epoch=0104, iter=00130/00196, fetch data time cost=1.49ms, fps=2232 images/s, loss=0.1307, top1-acc=95.91%, top5-acc=99.89%, remaining_time=0:00:07.657254, arrival_time=2021-04-10 02:55:22.715790, cost_time=0:00:15.082456 2021-04-10 02:55:16,200 INFO : TRAIN, epoch=0104, iter=00140/00196, fetch data time cost=1.67ms, fps=2242 images/s, loss=0.1305, top1-acc=95.92%, top5-acc=99.89%, remaining_time=0:00:06.489896, arrival_time=2021-04-10 02:55:22.690768, cost_time=0:00:16.224783 2021-04-10 02:55:17,347 INFO : TRAIN, epoch=0104, iter=00150/00196, fetch data time cost=1.91ms, fps=2233 images/s, loss=0.1316, top1-acc=95.87%, top5-acc=99.89%, remaining_time=0:00:05.327260, arrival_time=2021-04-10 02:55:22.674815, cost_time=0:00:17.371445 2021-04-10 02:55:18,491 INFO : TRAIN, epoch=0104, iter=00160/00196, fetch data time cost=1.39ms, fps=2240 images/s, loss=0.1333, top1-acc=95.80%, top5-acc=99.89%, remaining_time=0:00:04.165848, arrival_time=2021-04-10 02:55:22.656855, cost_time=0:00:18.514887 2021-04-10 02:55:19,638 INFO : TRAIN, epoch=0104, iter=00170/00196, fetch data time cost=1.42ms, fps=2233 images/s, loss=0.1331, top1-acc=95.78%, top5-acc=99.89%, remaining_time=0:00:03.007108, arrival_time=2021-04-10 02:55:22.645074, cost_time=0:00:19.661883 2021-04-10 02:55:20,781 INFO : TRAIN, epoch=0104, iter=00180/00196, fetch data time cost=1.48ms, fps=2240 images/s, loss=0.1346, top1-acc=95.72%, top5-acc=99.89%, remaining_time=0:00:01.849360, arrival_time=2021-04-10 02:55:22.630928, cost_time=0:00:20.805348 2021-04-10 02:55:21,929 INFO : TRAIN, epoch=0104, iter=00190/00196, fetch data time cost=1.46ms, fps=2232 images/s, loss=0.1358, top1-acc=95.69%, top5-acc=99.89%, remaining_time=0:00:00.693252, arrival_time=2021-04-10 02:55:22.622374, cost_time=0:00:21.953042 2021-04-10 02:55:22,544 INFO : TRAIN, epoch=0104, iter=00196/00196, fetch data time cost=1.24ms, fps=2213 images/s, loss=0.1368, top1-acc=95.69%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-10 02:55:22.544223, cost_time=0:00:22.568104 2021-04-10 02:55:23,010 INFO : EVAL, epoch=0104, iter=00010/00040, fetch data time cost=0.19ms, fps=5500 images/s, loss=0.3135, top1-acc=90.55%, top5-acc=99.49%, remaining_time=0:00:01.396380, arrival_time=2021-04-10 02:55:24.407188, cost_time=0:00:00.465458 2021-04-10 02:55:23,382 INFO : EVAL, epoch=0104, iter=00020/00040, fetch data time cost=1.52ms, fps=6893 images/s, loss=0.3271, top1-acc=89.86%, top5-acc=99.55%, remaining_time=0:00:00.837200, arrival_time=2021-04-10 02:55:24.219742, cost_time=0:00:00.837199 2021-04-10 02:55:23,752 INFO : EVAL, epoch=0104, iter=00030/00040, fetch data time cost=1.50ms, fps=6926 images/s, loss=0.3392, top1-acc=89.77%, top5-acc=99.54%, remaining_time=0:00:00.402380, arrival_time=2021-04-10 02:55:24.154853, cost_time=0:00:01.207127 2021-04-10 02:55:24,088 INFO : EVAL, epoch=0104, iter=00040/00040, fetch data time cost=0.07ms, fps=6919 images/s, loss=0.3467, top1-acc=89.71%, top5-acc=99.48%, remaining_time=0:00:00, arrival_time=2021-04-10 02:55:24.088139, cost_time=0:00:01.542821 2021-04-10 02:55:24,633 INFO : Epoch=0104 complete, best val top1-acc=90.13%, top5-acc=99.67% (epoch=97), remaining_time=0:39:43.541376, arrival_time=2021-04-10 03:35:08.174517, cost_time=0:43:02.169840 2021-04-10 02:55:24,633 INFO : Train start, epoch=0105, lr=0.046860 2021-04-10 02:55:25,969 INFO : TRAIN, epoch=0105, iter=00010/00196, fetch data time cost=0.24ms, fps=1917 images/s, loss=0.1444, top1-acc=95.55%, top5-acc=99.92%, remaining_time=0:00:24.835650, arrival_time=2021-04-10 02:55:50.804682, cost_time=0:00:01.335254 2021-04-10 02:55:27,109 INFO : TRAIN, epoch=0105, iter=00020/00196, fetch data time cost=1.32ms, fps=2245 images/s, loss=0.1435, top1-acc=95.37%, top5-acc=99.88%, remaining_time=0:00:21.789328, arrival_time=2021-04-10 02:55:48.899167, cost_time=0:00:02.476061 2021-04-10 02:55:28,253 INFO : TRAIN, epoch=0105, iter=00030/00196, fetch data time cost=1.51ms, fps=2240 images/s, loss=0.1332, top1-acc=95.64%, top5-acc=99.92%, remaining_time=0:00:20.027900, arrival_time=2021-04-10 02:55:48.281205, cost_time=0:00:03.619489 2021-04-10 02:55:29,399 INFO : TRAIN, epoch=0105, iter=00040/00196, fetch data time cost=1.83ms, fps=2235 images/s, loss=0.1263, top1-acc=95.87%, top5-acc=99.93%, remaining_time=0:00:18.585372, arrival_time=2021-04-10 02:55:47.984616, cost_time=0:00:04.765467 2021-04-10 02:55:30,546 INFO : TRAIN, epoch=0105, iter=00050/00196, fetch data time cost=1.39ms, fps=2231 images/s, loss=0.1275, top1-acc=95.88%, top5-acc=99.91%, remaining_time=0:00:17.266398, arrival_time=2021-04-10 02:55:47.813323, cost_time=0:00:05.913148 2021-04-10 02:55:31,692 INFO : TRAIN, epoch=0105, iter=00060/00196, fetch data time cost=1.48ms, fps=2235 images/s, loss=0.1269, top1-acc=95.90%, top5-acc=99.92%, remaining_time=0:00:16.000672, arrival_time=2021-04-10 02:55:47.693552, cost_time=0:00:07.059110 2021-04-10 02:55:32,834 INFO : TRAIN, epoch=0105, iter=00070/00196, fetch data time cost=1.51ms, fps=2243 images/s, loss=0.1256, top1-acc=95.93%, top5-acc=99.93%, remaining_time=0:00:14.761278, arrival_time=2021-04-10 02:55:47.595755, cost_time=0:00:08.200703 2021-04-10 02:55:33,977 INFO : TRAIN, epoch=0105, iter=00080/00196, fetch data time cost=1.95ms, fps=2240 images/s, loss=0.1284, top1-acc=95.85%, top5-acc=99.91%, remaining_time=0:00:13.548336, arrival_time=2021-04-10 02:55:47.525855, cost_time=0:00:09.343700 2021-04-10 02:55:35,127 INFO : TRAIN, epoch=0105, iter=00090/00196, fetch data time cost=1.75ms, fps=2227 images/s, loss=0.1315, top1-acc=95.79%, top5-acc=99.88%, remaining_time=0:00:12.359494, arrival_time=2021-04-10 02:55:47.487214, cost_time=0:00:10.493886 2021-04-10 02:55:36,275 INFO : TRAIN, epoch=0105, iter=00100/00196, fetch data time cost=1.57ms, fps=2232 images/s, loss=0.1303, top1-acc=95.82%, top5-acc=99.88%, remaining_time=0:00:11.175552, arrival_time=2021-04-10 02:55:47.450524, cost_time=0:00:11.641158 2021-04-10 02:55:37,421 INFO : TRAIN, epoch=0105, iter=00110/00196, fetch data time cost=1.87ms, fps=2234 images/s, loss=0.1299, top1-acc=95.84%, top5-acc=99.87%, remaining_time=0:00:09.997672, arrival_time=2021-04-10 02:55:47.419251, cost_time=0:00:12.787750 2021-04-10 02:55:38,567 INFO : TRAIN, epoch=0105, iter=00120/00196, fetch data time cost=2.01ms, fps=2235 images/s, loss=0.1300, top1-acc=95.84%, top5-acc=99.87%, remaining_time=0:00:08.824816, arrival_time=2021-04-10 02:55:47.392502, cost_time=0:00:13.933911 2021-04-10 02:55:39,713 INFO : TRAIN, epoch=0105, iter=00130/00196, fetch data time cost=1.76ms, fps=2236 images/s, loss=0.1291, top1-acc=95.90%, top5-acc=99.88%, remaining_time=0:00:07.655604, arrival_time=2021-04-10 02:55:47.368609, cost_time=0:00:15.079191 2021-04-10 02:55:40,856 INFO : TRAIN, epoch=0105, iter=00140/00196, fetch data time cost=1.40ms, fps=2239 images/s, loss=0.1302, top1-acc=95.82%, top5-acc=99.89%, remaining_time=0:00:06.489224, arrival_time=2021-04-10 02:55:47.346047, cost_time=0:00:16.223040 2021-04-10 02:55:42,000 INFO : TRAIN, epoch=0105, iter=00150/00196, fetch data time cost=1.88ms, fps=2240 images/s, loss=0.1302, top1-acc=95.82%, top5-acc=99.89%, remaining_time=0:00:05.325742, arrival_time=2021-04-10 02:55:47.326078, cost_time=0:00:17.366559 2021-04-10 02:55:43,144 INFO : TRAIN, epoch=0105, iter=00160/00196, fetch data time cost=1.42ms, fps=2239 images/s, loss=0.1300, top1-acc=95.83%, top5-acc=99.89%, remaining_time=0:00:04.164876, arrival_time=2021-04-10 02:55:47.309142, cost_time=0:00:18.510492 2021-04-10 02:55:44,286 INFO : TRAIN, epoch=0105, iter=00170/00196, fetch data time cost=1.60ms, fps=2243 images/s, loss=0.1291, top1-acc=95.84%, top5-acc=99.89%, remaining_time=0:00:03.005652, arrival_time=2021-04-10 02:55:47.291825, cost_time=0:00:19.652356 2021-04-10 02:55:45,440 INFO : TRAIN, epoch=0105, iter=00180/00196, fetch data time cost=1.84ms, fps=2219 images/s, loss=0.1290, top1-acc=95.84%, top5-acc=99.89%, remaining_time=0:00:01.849456, arrival_time=2021-04-10 02:55:47.289675, cost_time=0:00:20.806411 2021-04-10 02:55:46,583 INFO : TRAIN, epoch=0105, iter=00190/00196, fetch data time cost=1.21ms, fps=2239 images/s, loss=0.1301, top1-acc=95.81%, top5-acc=99.89%, remaining_time=0:00:00.693162, arrival_time=2021-04-10 02:55:47.277006, cost_time=0:00:21.950068 2021-04-10 02:55:47,213 INFO : TRAIN, epoch=0105, iter=00196/00196, fetch data time cost=1.78ms, fps=2162 images/s, loss=0.1304, top1-acc=95.80%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-10 02:55:47.213425, cost_time=0:00:22.579602 2021-04-10 02:55:47,689 INFO : EVAL, epoch=0105, iter=00010/00040, fetch data time cost=2.13ms, fps=5394 images/s, loss=0.4024, top1-acc=88.67%, top5-acc=99.49%, remaining_time=0:00:01.423650, arrival_time=2021-04-10 02:55:49.112860, cost_time=0:00:00.474546 2021-04-10 02:55:48,079 INFO : EVAL, epoch=0105, iter=00020/00040, fetch data time cost=0.39ms, fps=6566 images/s, loss=0.4132, top1-acc=87.91%, top5-acc=99.36%, remaining_time=0:00:00.865120, arrival_time=2021-04-10 02:55:48.944734, cost_time=0:00:00.865111 2021-04-10 02:55:48,454 INFO : EVAL, epoch=0105, iter=00030/00040, fetch data time cost=1.91ms, fps=6842 images/s, loss=0.4193, top1-acc=87.83%, top5-acc=99.30%, remaining_time=0:00:00.413240, arrival_time=2021-04-10 02:55:48.867548, cost_time=0:00:01.239708 2021-04-10 02:55:48,801 INFO : EVAL, epoch=0105, iter=00040/00040, fetch data time cost=0.11ms, fps=6701 images/s, loss=0.4333, top1-acc=87.71%, top5-acc=99.35%, remaining_time=0:00:00, arrival_time=2021-04-10 02:55:48.801070, cost_time=0:00:01.586631 2021-04-10 02:55:49,400 INFO : Epoch=0105 complete, best val top1-acc=90.13%, top5-acc=99.67% (epoch=97), remaining_time=0:39:18.657625, arrival_time=2021-04-10 03:35:08.058334, cost_time=0:43:26.937401 2021-04-10 02:55:49,401 INFO : Train start, epoch=0106, lr=0.046077 2021-04-10 02:55:50,829 INFO : TRAIN, epoch=0106, iter=00010/00196, fetch data time cost=1.56ms, fps=1792 images/s, loss=0.1425, top1-acc=95.35%, top5-acc=99.84%, remaining_time=0:00:26.569170, arrival_time=2021-04-10 02:56:17.399042, cost_time=0:00:01.428451 2021-04-10 02:55:51,983 INFO : TRAIN, epoch=0106, iter=00020/00196, fetch data time cost=2.63ms, fps=2221 images/s, loss=0.1381, top1-acc=95.55%, top5-acc=99.86%, remaining_time=0:00:22.719488, arrival_time=2021-04-10 02:56:14.702729, cost_time=0:00:02.581756 2021-04-10 02:55:53,130 INFO : TRAIN, epoch=0106, iter=00030/00196, fetch data time cost=1.74ms, fps=2233 images/s, loss=0.1305, top1-acc=95.90%, top5-acc=99.88%, remaining_time=0:00:20.632638, arrival_time=2021-04-10 02:56:13.762776, cost_time=0:00:03.728777 2021-04-10 02:55:54,274 INFO : TRAIN, epoch=0106, iter=00040/00196, fetch data time cost=1.66ms, fps=2239 images/s, loss=0.1312, top1-acc=95.80%, top5-acc=99.91%, remaining_time=0:00:19.003296, arrival_time=2021-04-10 02:56:13.277325, cost_time=0:00:04.872631 2021-04-10 02:55:55,417 INFO : TRAIN, epoch=0106, iter=00050/00196, fetch data time cost=1.57ms, fps=2240 images/s, loss=0.1337, top1-acc=95.76%, top5-acc=99.91%, remaining_time=0:00:17.566282, arrival_time=2021-04-10 02:56:12.983565, cost_time=0:00:06.015863 2021-04-10 02:55:56,562 INFO : TRAIN, epoch=0106, iter=00060/00196, fetch data time cost=1.85ms, fps=2236 images/s, loss=0.1377, top1-acc=95.61%, top5-acc=99.92%, remaining_time=0:00:16.232552, arrival_time=2021-04-10 02:56:12.795318, cost_time=0:00:07.161408 2021-04-10 02:55:57,704 INFO : TRAIN, epoch=0106, iter=00070/00196, fetch data time cost=1.54ms, fps=2243 images/s, loss=0.1354, top1-acc=95.68%, top5-acc=99.92%, remaining_time=0:00:14.945868, arrival_time=2021-04-10 02:56:12.650483, cost_time=0:00:08.303249 2021-04-10 02:55:58,853 INFO : TRAIN, epoch=0106, iter=00080/00196, fetch data time cost=1.85ms, fps=2228 images/s, loss=0.1383, top1-acc=95.62%, top5-acc=99.91%, remaining_time=0:00:13.706096, arrival_time=2021-04-10 02:56:12.559971, cost_time=0:00:09.452519 2021-04-10 02:55:59,997 INFO : TRAIN, epoch=0106, iter=00090/00196, fetch data time cost=1.51ms, fps=2240 images/s, loss=0.1371, top1-acc=95.66%, top5-acc=99.90%, remaining_time=0:00:12.479698, arrival_time=2021-04-10 02:56:12.476995, cost_time=0:00:10.595945 2021-04-10 02:56:01,140 INFO : TRAIN, epoch=0106, iter=00100/00196, fetch data time cost=2.66ms, fps=2240 images/s, loss=0.1381, top1-acc=95.68%, top5-acc=99.91%, remaining_time=0:00:11.269728, arrival_time=2021-04-10 02:56:12.410500, cost_time=0:00:11.739347 2021-04-10 02:56:02,289 INFO : TRAIN, epoch=0106, iter=00110/00196, fetch data time cost=2.83ms, fps=2231 images/s, loss=0.1401, top1-acc=95.64%, top5-acc=99.90%, remaining_time=0:00:10.075674, arrival_time=2021-04-10 02:56:12.364594, cost_time=0:00:12.887444 2021-04-10 02:56:03,440 INFO : TRAIN, epoch=0106, iter=00120/00196, fetch data time cost=1.88ms, fps=2225 images/s, loss=0.1404, top1-acc=95.63%, top5-acc=99.90%, remaining_time=0:00:08.891316, arrival_time=2021-04-10 02:56:12.331661, cost_time=0:00:14.038864 2021-04-10 02:56:04,588 INFO : TRAIN, epoch=0106, iter=00130/00196, fetch data time cost=1.41ms, fps=2231 images/s, loss=0.1400, top1-acc=95.64%, top5-acc=99.90%, remaining_time=0:00:07.710318, arrival_time=2021-04-10 02:56:12.298692, cost_time=0:00:15.186973 2021-04-10 02:56:05,740 INFO : TRAIN, epoch=0106, iter=00140/00196, fetch data time cost=2.80ms, fps=2224 images/s, loss=0.1392, top1-acc=95.64%, top5-acc=99.91%, remaining_time=0:00:06.535480, arrival_time=2021-04-10 02:56:12.275616, cost_time=0:00:16.338663 2021-04-10 02:56:06,885 INFO : TRAIN, epoch=0106, iter=00150/00196, fetch data time cost=1.61ms, fps=2238 images/s, loss=0.1396, top1-acc=95.60%, top5-acc=99.91%, remaining_time=0:00:05.361622, arrival_time=2021-04-10 02:56:12.246598, cost_time=0:00:17.483622 2021-04-10 02:56:08,029 INFO : TRAIN, epoch=0106, iter=00160/00196, fetch data time cost=1.46ms, fps=2237 images/s, loss=0.1400, top1-acc=95.59%, top5-acc=99.91%, remaining_time=0:00:04.191444, arrival_time=2021-04-10 02:56:12.221389, cost_time=0:00:18.628591 2021-04-10 02:56:09,175 INFO : TRAIN, epoch=0106, iter=00170/00196, fetch data time cost=1.79ms, fps=2237 images/s, loss=0.1397, top1-acc=95.61%, top5-acc=99.91%, remaining_time=0:00:03.024190, arrival_time=2021-04-10 02:56:12.199196, cost_time=0:00:19.773515 2021-04-10 02:56:10,317 INFO : TRAIN, epoch=0106, iter=00180/00196, fetch data time cost=1.49ms, fps=2242 images/s, loss=0.1401, top1-acc=95.59%, top5-acc=99.91%, remaining_time=0:00:01.859200, arrival_time=2021-04-10 02:56:12.176615, cost_time=0:00:20.916050 2021-04-10 02:56:11,459 INFO : TRAIN, epoch=0106, iter=00190/00196, fetch data time cost=1.25ms, fps=2242 images/s, loss=0.1393, top1-acc=95.65%, top5-acc=99.91%, remaining_time=0:00:00.696582, arrival_time=2021-04-10 02:56:12.156386, cost_time=0:00:22.058451 2021-04-10 02:56:12,073 INFO : TRAIN, epoch=0106, iter=00196/00196, fetch data time cost=1.39ms, fps=2218 images/s, loss=0.1392, top1-acc=95.65%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-10 02:56:12.073224, cost_time=0:00:22.671873 2021-04-10 02:56:12,524 INFO : EVAL, epoch=0106, iter=00010/00040, fetch data time cost=1.44ms, fps=5683 images/s, loss=0.3816, top1-acc=88.91%, top5-acc=99.34%, remaining_time=0:00:01.351320, arrival_time=2021-04-10 02:56:13.875892, cost_time=0:00:00.450440 2021-04-10 02:56:12,893 INFO : EVAL, epoch=0106, iter=00020/00040, fetch data time cost=1.37ms, fps=6945 images/s, loss=0.3542, top1-acc=89.45%, top5-acc=99.43%, remaining_time=0:00:00.819400, arrival_time=2021-04-10 02:56:13.712906, cost_time=0:00:00.819391 2021-04-10 02:56:13,264 INFO : EVAL, epoch=0106, iter=00030/00040, fetch data time cost=1.91ms, fps=6914 images/s, loss=0.3512, top1-acc=89.54%, top5-acc=99.47%, remaining_time=0:00:00.396660, arrival_time=2021-04-10 02:56:13.660775, cost_time=0:00:01.189992 2021-04-10 02:56:13,602 INFO : EVAL, epoch=0106, iter=00040/00040, fetch data time cost=0.08ms, fps=6859 images/s, loss=0.3443, top1-acc=89.49%, top5-acc=99.48%, remaining_time=0:00:00, arrival_time=2021-04-10 02:56:13.602650, cost_time=0:00:01.528548 2021-04-10 02:56:14,116 INFO : Epoch=0106 complete, best val top1-acc=90.13%, top5-acc=99.67% (epoch=97), remaining_time=0:38:53.730386, arrival_time=2021-04-10 03:35:07.847051, cost_time=0:43:51.653365 2021-04-10 02:56:14,117 INFO : Train start, epoch=0107, lr=0.045295 2021-04-10 02:56:15,438 INFO : TRAIN, epoch=0107, iter=00010/00196, fetch data time cost=1.61ms, fps=1938 images/s, loss=0.1171, top1-acc=96.25%, top5-acc=99.80%, remaining_time=0:00:24.567810, arrival_time=2021-04-10 02:56:40.006103, cost_time=0:00:01.320848 2021-04-10 02:56:16,586 INFO : TRAIN, epoch=0107, iter=00020/00196, fetch data time cost=1.43ms, fps=2230 images/s, loss=0.1175, top1-acc=96.00%, top5-acc=99.90%, remaining_time=0:00:21.729664, arrival_time=2021-04-10 02:56:38.316378, cost_time=0:00:02.469275 2021-04-10 02:56:17,731 INFO : TRAIN, epoch=0107, iter=00030/00196, fetch data time cost=1.54ms, fps=2237 images/s, loss=0.1212, top1-acc=95.90%, top5-acc=99.90%, remaining_time=0:00:19.998684, arrival_time=2021-04-10 02:56:37.730296, cost_time=0:00:03.614229 2021-04-10 02:56:18,871 INFO : TRAIN, epoch=0107, iter=00040/00196, fetch data time cost=1.53ms, fps=2246 images/s, loss=0.1230, top1-acc=95.92%, top5-acc=99.91%, remaining_time=0:00:18.542160, arrival_time=2021-04-10 02:56:37.413938, cost_time=0:00:04.754409 2021-04-10 02:56:20,015 INFO : TRAIN, epoch=0107, iter=00050/00196, fetch data time cost=1.43ms, fps=2239 images/s, loss=0.1240, top1-acc=95.96%, top5-acc=99.91%, remaining_time=0:00:17.223328, arrival_time=2021-04-10 02:56:37.239184, cost_time=0:00:05.898410 2021-04-10 02:56:21,162 INFO : TRAIN, epoch=0107, iter=00060/00196, fetch data time cost=1.52ms, fps=2234 images/s, loss=0.1228, top1-acc=96.04%, top5-acc=99.90%, remaining_time=0:00:15.968168, arrival_time=2021-04-10 02:56:37.130334, cost_time=0:00:07.044783 2021-04-10 02:56:22,306 INFO : TRAIN, epoch=0107, iter=00070/00196, fetch data time cost=1.42ms, fps=2238 images/s, loss=0.1213, top1-acc=96.07%, top5-acc=99.91%, remaining_time=0:00:14.740362, arrival_time=2021-04-10 02:56:37.046862, cost_time=0:00:08.189077 2021-04-10 02:56:23,455 INFO : TRAIN, epoch=0107, iter=00080/00196, fetch data time cost=1.90ms, fps=2230 images/s, loss=0.1235, top1-acc=96.01%, top5-acc=99.91%, remaining_time=0:00:13.539752, arrival_time=2021-04-10 02:56:36.994913, cost_time=0:00:09.337788 2021-04-10 02:56:24,598 INFO : TRAIN, epoch=0107, iter=00090/00196, fetch data time cost=1.41ms, fps=2240 images/s, loss=0.1257, top1-acc=95.94%, top5-acc=99.91%, remaining_time=0:00:12.344548, arrival_time=2021-04-10 02:56:36.943133, cost_time=0:00:10.481214 2021-04-10 02:56:25,750 INFO : TRAIN, epoch=0107, iter=00100/00196, fetch data time cost=1.99ms, fps=2223 images/s, loss=0.1267, top1-acc=95.89%, top5-acc=99.91%, remaining_time=0:00:11.167680, arrival_time=2021-04-10 02:56:36.918124, cost_time=0:00:11.633001 2021-04-10 02:56:26,898 INFO : TRAIN, epoch=0107, iter=00110/00196, fetch data time cost=1.54ms, fps=2231 images/s, loss=0.1256, top1-acc=95.91%, top5-acc=99.91%, remaining_time=0:00:09.992512, arrival_time=2021-04-10 02:56:36.890985, cost_time=0:00:12.781108 2021-04-10 02:56:28,053 INFO : TRAIN, epoch=0107, iter=00120/00196, fetch data time cost=1.90ms, fps=2217 images/s, loss=0.1256, top1-acc=95.92%, top5-acc=99.91%, remaining_time=0:00:08.826412, arrival_time=2021-04-10 02:56:36.880199, cost_time=0:00:13.936413 2021-04-10 02:56:29,196 INFO : TRAIN, epoch=0107, iter=00130/00196, fetch data time cost=1.60ms, fps=2241 images/s, loss=0.1252, top1-acc=95.94%, top5-acc=99.91%, remaining_time=0:00:07.655604, arrival_time=2021-04-10 02:56:36.852224, cost_time=0:00:15.079241 2021-04-10 02:56:30,344 INFO : TRAIN, epoch=0107, iter=00140/00196, fetch data time cost=1.94ms, fps=2231 images/s, loss=0.1268, top1-acc=95.89%, top5-acc=99.90%, remaining_time=0:00:06.490904, arrival_time=2021-04-10 02:56:36.835605, cost_time=0:00:16.227280 2021-04-10 02:56:31,491 INFO : TRAIN, epoch=0107, iter=00150/00196, fetch data time cost=1.67ms, fps=2234 images/s, loss=0.1278, top1-acc=95.86%, top5-acc=99.89%, remaining_time=0:00:05.327950, arrival_time=2021-04-10 02:56:36.819056, cost_time=0:00:17.373730 2021-04-10 02:56:32,633 INFO : TRAIN, epoch=0107, iter=00160/00196, fetch data time cost=1.60ms, fps=2241 images/s, loss=0.1292, top1-acc=95.80%, top5-acc=99.89%, remaining_time=0:00:04.166244, arrival_time=2021-04-10 02:56:36.800181, cost_time=0:00:18.516565 2021-04-10 02:56:33,776 INFO : TRAIN, epoch=0107, iter=00170/00196, fetch data time cost=1.80ms, fps=2242 images/s, loss=0.1301, top1-acc=95.76%, top5-acc=99.89%, remaining_time=0:00:03.006666, arrival_time=2021-04-10 02:56:36.783092, cost_time=0:00:19.659023 2021-04-10 02:56:34,927 INFO : TRAIN, epoch=0107, iter=00180/00196, fetch data time cost=1.34ms, fps=2224 images/s, loss=0.1314, top1-acc=95.73%, top5-acc=99.89%, remaining_time=0:00:01.849808, arrival_time=2021-04-10 02:56:36.777583, cost_time=0:00:20.810367 2021-04-10 02:56:36,087 INFO : TRAIN, epoch=0107, iter=00190/00196, fetch data time cost=1.91ms, fps=2209 images/s, loss=0.1322, top1-acc=95.70%, top5-acc=99.89%, remaining_time=0:00:00.693786, arrival_time=2021-04-10 02:56:36.781083, cost_time=0:00:21.969878 2021-04-10 02:56:36,701 INFO : TRAIN, epoch=0107, iter=00196/00196, fetch data time cost=1.31ms, fps=2216 images/s, loss=0.1328, top1-acc=95.67%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-10 02:56:36.701477, cost_time=0:00:22.584115 2021-04-10 02:56:37,172 INFO : EVAL, epoch=0107, iter=00010/00040, fetch data time cost=1.45ms, fps=5448 images/s, loss=0.4061, top1-acc=88.20%, top5-acc=99.53%, remaining_time=0:00:01.409610, arrival_time=2021-04-10 02:56:38.581881, cost_time=0:00:00.469870 2021-04-10 02:56:37,542 INFO : EVAL, epoch=0107, iter=00020/00040, fetch data time cost=1.47ms, fps=6914 images/s, loss=0.4120, top1-acc=87.81%, top5-acc=99.53%, remaining_time=0:00:00.840440, arrival_time=2021-04-10 02:56:38.383347, cost_time=0:00:00.840441 2021-04-10 02:56:37,912 INFO : EVAL, epoch=0107, iter=00030/00040, fetch data time cost=1.45ms, fps=6939 images/s, loss=0.4079, top1-acc=87.96%, top5-acc=99.58%, remaining_time=0:00:00.403270, arrival_time=2021-04-10 02:56:38.315501, cost_time=0:00:01.209820 2021-04-10 02:56:38,251 INFO : EVAL, epoch=0107, iter=00040/00040, fetch data time cost=0.08ms, fps=6842 images/s, loss=0.3926, top1-acc=88.24%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-10 02:56:38.251640, cost_time=0:00:01.549255 2021-04-10 02:56:38,789 INFO : Epoch=0107 complete, best val top1-acc=90.13%, top5-acc=99.67% (epoch=97), remaining_time=0:38:28.769175, arrival_time=2021-04-10 03:35:07.558282, cost_time=0:44:16.325802 2021-04-10 02:56:38,789 INFO : Train start, epoch=0108, lr=0.044513 2021-04-10 02:56:40,159 INFO : TRAIN, epoch=0108, iter=00010/00196, fetch data time cost=0.24ms, fps=1869 images/s, loss=0.1267, top1-acc=95.74%, top5-acc=99.96%, remaining_time=0:00:25.470096, arrival_time=2021-04-10 02:57:05.629296, cost_time=0:00:01.369358 2021-04-10 02:56:41,308 INFO : TRAIN, epoch=0108, iter=00020/00196, fetch data time cost=1.42ms, fps=2229 images/s, loss=0.1181, top1-acc=96.04%, top5-acc=99.98%, remaining_time=0:00:22.162096, arrival_time=2021-04-10 02:57:03.470355, cost_time=0:00:02.518426 2021-04-10 02:56:42,451 INFO : TRAIN, epoch=0108, iter=00030/00196, fetch data time cost=1.80ms, fps=2240 images/s, loss=0.1226, top1-acc=95.92%, top5-acc=99.93%, remaining_time=0:00:20.263122, arrival_time=2021-04-10 02:57:02.714906, cost_time=0:00:03.662008 2021-04-10 02:56:43,594 INFO : TRAIN, epoch=0108, iter=00040/00196, fetch data time cost=1.42ms, fps=2240 images/s, loss=0.1205, top1-acc=95.92%, top5-acc=99.92%, remaining_time=0:00:18.739968, arrival_time=2021-04-10 02:57:02.334864, cost_time=0:00:04.805130 2021-04-10 02:56:44,736 INFO : TRAIN, epoch=0108, iter=00050/00196, fetch data time cost=1.40ms, fps=2243 images/s, loss=0.1207, top1-acc=95.91%, top5-acc=99.90%, remaining_time=0:00:17.364802, arrival_time=2021-04-10 02:57:02.101505, cost_time=0:00:05.946874 2021-04-10 02:56:45,884 INFO : TRAIN, epoch=0108, iter=00060/00196, fetch data time cost=1.42ms, fps=2231 images/s, loss=0.1199, top1-acc=96.00%, top5-acc=99.89%, remaining_time=0:00:16.081456, arrival_time=2021-04-10 02:57:01.966020, cost_time=0:00:07.094780 2021-04-10 02:56:47,028 INFO : TRAIN, epoch=0108, iter=00070/00196, fetch data time cost=1.36ms, fps=2239 images/s, loss=0.1202, top1-acc=96.01%, top5-acc=99.90%, remaining_time=0:00:14.829318, arrival_time=2021-04-10 02:57:01.857581, cost_time=0:00:08.238482 2021-04-10 02:56:48,167 INFO : TRAIN, epoch=0108, iter=00080/00196, fetch data time cost=1.30ms, fps=2248 images/s, loss=0.1221, top1-acc=96.01%, top5-acc=99.90%, remaining_time=0:00:13.597984, arrival_time=2021-04-10 02:57:01.765705, cost_time=0:00:09.377954 2021-04-10 02:56:49,309 INFO : TRAIN, epoch=0108, iter=00090/00196, fetch data time cost=1.73ms, fps=2243 images/s, loss=0.1218, top1-acc=96.03%, top5-acc=99.90%, remaining_time=0:00:12.389916, arrival_time=2021-04-10 02:57:01.699422, cost_time=0:00:10.519740 2021-04-10 02:56:50,457 INFO : TRAIN, epoch=0108, iter=00100/00196, fetch data time cost=1.39ms, fps=2230 images/s, loss=0.1210, top1-acc=96.05%, top5-acc=99.90%, remaining_time=0:00:11.201184, arrival_time=2021-04-10 02:57:01.658858, cost_time=0:00:11.667871 2021-04-10 02:56:51,601 INFO : TRAIN, epoch=0108, iter=00110/00196, fetch data time cost=1.44ms, fps=2239 images/s, loss=0.1205, top1-acc=96.10%, top5-acc=99.91%, remaining_time=0:00:10.016592, arrival_time=2021-04-10 02:57:01.618378, cost_time=0:00:12.811955 2021-04-10 02:56:52,750 INFO : TRAIN, epoch=0108, iter=00120/00196, fetch data time cost=1.43ms, fps=2230 images/s, loss=0.1209, top1-acc=96.09%, top5-acc=99.91%, remaining_time=0:00:08.841612, arrival_time=2021-04-10 02:57:01.591899, cost_time=0:00:13.960483 2021-04-10 02:56:53,893 INFO : TRAIN, epoch=0108, iter=00130/00196, fetch data time cost=1.51ms, fps=2240 images/s, loss=0.1216, top1-acc=96.09%, top5-acc=99.91%, remaining_time=0:00:07.668012, arrival_time=2021-04-10 02:57:01.561385, cost_time=0:00:15.103599 2021-04-10 02:56:55,031 INFO : TRAIN, epoch=0108, iter=00140/00196, fetch data time cost=1.66ms, fps=2250 images/s, loss=0.1217, top1-acc=96.09%, top5-acc=99.91%, remaining_time=0:00:06.496728, arrival_time=2021-04-10 02:57:01.528348, cost_time=0:00:16.241849 2021-04-10 02:56:56,173 INFO : TRAIN, epoch=0108, iter=00150/00196, fetch data time cost=1.88ms, fps=2243 images/s, loss=0.1221, top1-acc=96.06%, top5-acc=99.91%, remaining_time=0:00:05.330894, arrival_time=2021-04-10 02:57:01.504031, cost_time=0:00:17.383374 2021-04-10 02:56:57,317 INFO : TRAIN, epoch=0108, iter=00160/00196, fetch data time cost=1.53ms, fps=2238 images/s, loss=0.1226, top1-acc=96.06%, top5-acc=99.91%, remaining_time=0:00:04.168728, arrival_time=2021-04-10 02:57:01.486249, cost_time=0:00:18.527758 2021-04-10 02:56:58,465 INFO : TRAIN, epoch=0108, iter=00170/00196, fetch data time cost=1.36ms, fps=2231 images/s, loss=0.1230, top1-acc=96.05%, top5-acc=99.91%, remaining_time=0:00:03.009214, arrival_time=2021-04-10 02:57:01.474617, cost_time=0:00:19.675639 2021-04-10 02:56:59,614 INFO : TRAIN, epoch=0108, iter=00180/00196, fetch data time cost=2.06ms, fps=2230 images/s, loss=0.1225, top1-acc=96.06%, top5-acc=99.91%, remaining_time=0:00:01.851040, arrival_time=2021-04-10 02:57:01.465038, cost_time=0:00:20.824228 2021-04-10 02:57:00,753 INFO : TRAIN, epoch=0108, iter=00190/00196, fetch data time cost=1.25ms, fps=2247 images/s, loss=0.1239, top1-acc=96.03%, top5-acc=99.90%, remaining_time=0:00:00.693606, arrival_time=2021-04-10 02:57:01.447516, cost_time=0:00:21.964140 2021-04-10 02:57:01,368 INFO : TRAIN, epoch=0108, iter=00196/00196, fetch data time cost=1.29ms, fps=2213 images/s, loss=0.1246, top1-acc=96.03%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-10 02:57:01.368728, cost_time=0:00:22.578963 2021-04-10 02:57:01,829 INFO : EVAL, epoch=0108, iter=00010/00040, fetch data time cost=5.50ms, fps=5571 images/s, loss=0.4890, top1-acc=86.02%, top5-acc=99.34%, remaining_time=0:00:01.378530, arrival_time=2021-04-10 02:57:03.207725, cost_time=0:00:00.459511 2021-04-10 02:57:02,198 INFO : EVAL, epoch=0108, iter=00020/00040, fetch data time cost=1.41ms, fps=6936 images/s, loss=0.4939, top1-acc=86.17%, top5-acc=99.32%, remaining_time=0:00:00.829040, arrival_time=2021-04-10 02:57:03.027737, cost_time=0:00:00.829048 2021-04-10 02:57:02,571 INFO : EVAL, epoch=0108, iter=00030/00040, fetch data time cost=1.43ms, fps=6867 images/s, loss=0.5074, top1-acc=85.92%, top5-acc=99.28%, remaining_time=0:00:00.400740, arrival_time=2021-04-10 02:57:02.972608, cost_time=0:00:01.202220 2021-04-10 02:57:02,913 INFO : EVAL, epoch=0108, iter=00040/00040, fetch data time cost=0.11ms, fps=6805 images/s, loss=0.5173, top1-acc=85.83%, top5-acc=99.24%, remaining_time=0:00:00, arrival_time=2021-04-10 02:57:02.913133, cost_time=0:00:01.543475 2021-04-10 02:57:03,471 INFO : Epoch=0108 complete, best val top1-acc=90.13%, top5-acc=99.67% (epoch=97), remaining_time=0:38:03.821432, arrival_time=2021-04-10 03:35:07.292567, cost_time=0:44:41.007799 2021-04-10 02:57:03,472 INFO : Train start, epoch=0109, lr=0.043733 2021-04-10 02:57:04,806 INFO : TRAIN, epoch=0109, iter=00010/00196, fetch data time cost=0.50ms, fps=1919 images/s, loss=0.1527, top1-acc=95.12%, top5-acc=99.96%, remaining_time=0:00:24.809796, arrival_time=2021-04-10 02:57:29.615806, cost_time=0:00:01.333864 2021-04-10 02:57:05,948 INFO : TRAIN, epoch=0109, iter=00020/00196, fetch data time cost=1.58ms, fps=2242 images/s, loss=0.1475, top1-acc=95.21%, top5-acc=99.86%, remaining_time=0:00:21.790736, arrival_time=2021-04-10 02:57:27.739041, cost_time=0:00:02.476213 2021-04-10 02:57:07,098 INFO : TRAIN, epoch=0109, iter=00030/00196, fetch data time cost=1.45ms, fps=2226 images/s, loss=0.1416, top1-acc=95.44%, top5-acc=99.87%, remaining_time=0:00:20.067408, arrival_time=2021-04-10 02:57:27.166229, cost_time=0:00:03.626652 2021-04-10 02:57:08,258 INFO : TRAIN, epoch=0109, iter=00040/00196, fetch data time cost=2.10ms, fps=2210 images/s, loss=0.1353, top1-acc=95.60%, top5-acc=99.88%, remaining_time=0:00:18.664776, arrival_time=2021-04-10 02:57:26.922951, cost_time=0:00:04.785835 2021-04-10 02:57:09,407 INFO : TRAIN, epoch=0109, iter=00050/00196, fetch data time cost=1.57ms, fps=2228 images/s, loss=0.1322, top1-acc=95.74%, top5-acc=99.87%, remaining_time=0:00:17.332098, arrival_time=2021-04-10 02:57:26.739828, cost_time=0:00:05.935638 2021-04-10 02:57:10,551 INFO : TRAIN, epoch=0109, iter=00060/00196, fetch data time cost=1.45ms, fps=2238 images/s, loss=0.1295, top1-acc=95.80%, top5-acc=99.88%, remaining_time=0:00:16.047456, arrival_time=2021-04-10 02:57:26.599283, cost_time=0:00:07.079747 2021-04-10 02:57:11,697 INFO : TRAIN, epoch=0109, iter=00070/00196, fetch data time cost=1.34ms, fps=2235 images/s, loss=0.1278, top1-acc=95.89%, top5-acc=99.88%, remaining_time=0:00:14.805504, arrival_time=2021-04-10 02:57:26.503032, cost_time=0:00:08.225300 2021-04-10 02:57:12,845 INFO : TRAIN, epoch=0109, iter=00080/00196, fetch data time cost=1.50ms, fps=2232 images/s, loss=0.1262, top1-acc=95.92%, top5-acc=99.89%, remaining_time=0:00:13.590908, arrival_time=2021-04-10 02:57:26.436037, cost_time=0:00:09.373031 2021-04-10 02:57:13,994 INFO : TRAIN, epoch=0109, iter=00090/00196, fetch data time cost=2.13ms, fps=2227 images/s, loss=0.1276, top1-acc=95.91%, top5-acc=99.90%, remaining_time=0:00:12.393414, arrival_time=2021-04-10 02:57:26.388265, cost_time=0:00:10.522727 2021-04-10 02:57:15,138 INFO : TRAIN, epoch=0109, iter=00100/00196, fetch data time cost=1.41ms, fps=2239 images/s, loss=0.1270, top1-acc=95.91%, top5-acc=99.90%, remaining_time=0:00:11.199936, arrival_time=2021-04-10 02:57:26.338645, cost_time=0:00:11.666579 2021-04-10 02:57:16,281 INFO : TRAIN, epoch=0109, iter=00110/00196, fetch data time cost=1.45ms, fps=2241 images/s, loss=0.1278, top1-acc=95.85%, top5-acc=99.90%, remaining_time=0:00:10.014528, arrival_time=2021-04-10 02:57:26.295940, cost_time=0:00:12.809334 2021-04-10 02:57:17,432 INFO : TRAIN, epoch=0109, iter=00120/00196, fetch data time cost=2.45ms, fps=2224 images/s, loss=0.1284, top1-acc=95.81%, top5-acc=99.90%, remaining_time=0:00:08.841688, arrival_time=2021-04-10 02:57:26.274425, cost_time=0:00:13.960582 2021-04-10 02:57:18,577 INFO : TRAIN, epoch=0109, iter=00130/00196, fetch data time cost=1.50ms, fps=2238 images/s, loss=0.1276, top1-acc=95.85%, top5-acc=99.90%, remaining_time=0:00:07.668738, arrival_time=2021-04-10 02:57:26.245939, cost_time=0:00:15.105117 2021-04-10 02:57:19,722 INFO : TRAIN, epoch=0109, iter=00140/00196, fetch data time cost=2.11ms, fps=2236 images/s, loss=0.1270, top1-acc=95.85%, top5-acc=99.90%, remaining_time=0:00:06.500088, arrival_time=2021-04-10 02:57:26.222444, cost_time=0:00:16.250263 2021-04-10 02:57:20,868 INFO : TRAIN, epoch=0109, iter=00150/00196, fetch data time cost=1.40ms, fps=2235 images/s, loss=0.1283, top1-acc=95.82%, top5-acc=99.90%, remaining_time=0:00:05.334850, arrival_time=2021-04-10 02:57:26.203194, cost_time=0:00:17.396256 2021-04-10 02:57:22,011 INFO : TRAIN, epoch=0109, iter=00160/00196, fetch data time cost=1.59ms, fps=2240 images/s, loss=0.1278, top1-acc=95.82%, top5-acc=99.90%, remaining_time=0:00:04.171356, arrival_time=2021-04-10 02:57:26.182862, cost_time=0:00:18.539423 2021-04-10 02:57:23,149 INFO : TRAIN, epoch=0109, iter=00170/00196, fetch data time cost=1.39ms, fps=2250 images/s, loss=0.1283, top1-acc=95.80%, top5-acc=99.91%, remaining_time=0:00:03.009526, arrival_time=2021-04-10 02:57:26.159302, cost_time=0:00:19.677685 2021-04-10 02:57:24,292 INFO : TRAIN, epoch=0109, iter=00180/00196, fetch data time cost=1.42ms, fps=2242 images/s, loss=0.1291, top1-acc=95.77%, top5-acc=99.90%, remaining_time=0:00:01.850656, arrival_time=2021-04-10 02:57:26.142670, cost_time=0:00:20.819925 2021-04-10 02:57:25,431 INFO : TRAIN, epoch=0109, iter=00190/00196, fetch data time cost=1.41ms, fps=2247 images/s, loss=0.1294, top1-acc=95.79%, top5-acc=99.90%, remaining_time=0:00:00.693456, arrival_time=2021-04-10 02:57:26.125071, cost_time=0:00:21.959529 2021-04-10 02:57:26,046 INFO : TRAIN, epoch=0109, iter=00196/00196, fetch data time cost=1.32ms, fps=2212 images/s, loss=0.1302, top1-acc=95.77%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-10 02:57:26.046787, cost_time=0:00:22.574703 2021-04-10 02:57:26,526 INFO : EVAL, epoch=0109, iter=00010/00040, fetch data time cost=1.33ms, fps=5344 images/s, loss=0.4177, top1-acc=88.16%, top5-acc=99.57%, remaining_time=0:00:01.437000, arrival_time=2021-04-10 02:57:27.963737, cost_time=0:00:00.478997 2021-04-10 02:57:26,901 INFO : EVAL, epoch=0109, iter=00020/00040, fetch data time cost=1.78ms, fps=6847 images/s, loss=0.3983, top1-acc=88.61%, top5-acc=99.57%, remaining_time=0:00:00.853220, arrival_time=2021-04-10 02:57:27.754215, cost_time=0:00:00.853216 2021-04-10 02:57:27,271 INFO : EVAL, epoch=0109, iter=00030/00040, fetch data time cost=1.45ms, fps=6921 images/s, loss=0.4028, top1-acc=88.58%, top5-acc=99.56%, remaining_time=0:00:00.407860, arrival_time=2021-04-10 02:57:27.679175, cost_time=0:00:01.223581 2021-04-10 02:57:27,606 INFO : EVAL, epoch=0109, iter=00040/00040, fetch data time cost=0.08ms, fps=6938 images/s, loss=0.4090, top1-acc=88.63%, top5-acc=99.57%, remaining_time=0:00:00, arrival_time=2021-04-10 02:57:27.606033, cost_time=0:00:01.558321 2021-04-10 02:57:28,122 INFO : Epoch=0109 complete, best val top1-acc=90.13%, top5-acc=99.67% (epoch=97), remaining_time=0:37:38.853324, arrival_time=2021-04-10 03:35:06.976065, cost_time=0:45:05.659439 2021-04-10 02:57:28,123 INFO : Train start, epoch=0110, lr=0.042955 2021-04-10 02:57:29,518 INFO : TRAIN, epoch=0110, iter=00010/00196, fetch data time cost=0.57ms, fps=1835 images/s, loss=0.1213, top1-acc=96.05%, top5-acc=99.88%, remaining_time=0:00:25.953138, arrival_time=2021-04-10 02:57:55.472007, cost_time=0:00:01.395334 2021-04-10 02:57:30,666 INFO : TRAIN, epoch=0110, iter=00020/00196, fetch data time cost=1.71ms, fps=2232 images/s, loss=0.1201, top1-acc=96.15%, top5-acc=99.92%, remaining_time=0:00:22.381216, arrival_time=2021-04-10 02:57:53.047916, cost_time=0:00:02.543313 2021-04-10 02:57:31,807 INFO : TRAIN, epoch=0110, iter=00030/00196, fetch data time cost=1.80ms, fps=2246 images/s, loss=0.1204, top1-acc=96.09%, top5-acc=99.95%, remaining_time=0:00:20.381314, arrival_time=2021-04-10 02:57:52.188226, cost_time=0:00:03.683369 2021-04-10 02:57:32,951 INFO : TRAIN, epoch=0110, iter=00040/00196, fetch data time cost=1.45ms, fps=2238 images/s, loss=0.1164, top1-acc=96.18%, top5-acc=99.95%, remaining_time=0:00:18.829200, arrival_time=2021-04-10 02:57:51.780601, cost_time=0:00:04.828018 2021-04-10 02:57:34,098 INFO : TRAIN, epoch=0110, iter=00050/00196, fetch data time cost=1.54ms, fps=2233 images/s, loss=0.1160, top1-acc=96.20%, top5-acc=99.96%, remaining_time=0:00:17.446708, arrival_time=2021-04-10 02:57:51.545000, cost_time=0:00:05.974908 2021-04-10 02:57:35,254 INFO : TRAIN, epoch=0110, iter=00060/00196, fetch data time cost=1.90ms, fps=2214 images/s, loss=0.1162, top1-acc=96.23%, top5-acc=99.95%, remaining_time=0:00:16.164552, arrival_time=2021-04-10 02:57:51.419415, cost_time=0:00:07.131414 2021-04-10 02:57:36,408 INFO : TRAIN, epoch=0110, iter=00070/00196, fetch data time cost=1.99ms, fps=2221 images/s, loss=0.1163, top1-acc=96.25%, top5-acc=99.92%, remaining_time=0:00:14.912478, arrival_time=2021-04-10 02:57:51.320563, cost_time=0:00:08.284692 2021-04-10 02:57:37,549 INFO : TRAIN, epoch=0110, iter=00080/00196, fetch data time cost=1.58ms, fps=2243 images/s, loss=0.1183, top1-acc=96.21%, top5-acc=99.93%, remaining_time=0:00:13.668048, arrival_time=2021-04-10 02:57:51.217658, cost_time=0:00:09.426226 2021-04-10 02:57:38,696 INFO : TRAIN, epoch=0110, iter=00090/00196, fetch data time cost=1.42ms, fps=2234 images/s, loss=0.1208, top1-acc=96.12%, top5-acc=99.92%, remaining_time=0:00:12.452350, arrival_time=2021-04-10 02:57:51.148470, cost_time=0:00:10.572733 2021-04-10 02:57:39,838 INFO : TRAIN, epoch=0110, iter=00100/00196, fetch data time cost=1.58ms, fps=2241 images/s, loss=0.1207, top1-acc=96.10%, top5-acc=99.91%, remaining_time=0:00:11.246688, arrival_time=2021-04-10 02:57:51.085419, cost_time=0:00:11.715341 2021-04-10 02:57:40,988 INFO : TRAIN, epoch=0110, iter=00110/00196, fetch data time cost=1.42ms, fps=2227 images/s, loss=0.1233, top1-acc=96.03%, top5-acc=99.90%, remaining_time=0:00:10.058388, arrival_time=2021-04-10 02:57:51.047134, cost_time=0:00:12.865356 2021-04-10 02:57:42,131 INFO : TRAIN, epoch=0110, iter=00120/00196, fetch data time cost=1.58ms, fps=2241 images/s, loss=0.1242, top1-acc=96.02%, top5-acc=99.91%, remaining_time=0:00:08.871860, arrival_time=2021-04-10 02:57:51.003600, cost_time=0:00:14.008238 2021-04-10 02:57:43,284 INFO : TRAIN, epoch=0110, iter=00130/00196, fetch data time cost=1.84ms, fps=2221 images/s, loss=0.1243, top1-acc=95.99%, top5-acc=99.91%, remaining_time=0:00:07.697382, arrival_time=2021-04-10 02:57:50.982214, cost_time=0:00:15.161450 2021-04-10 02:57:44,427 INFO : TRAIN, epoch=0110, iter=00140/00196, fetch data time cost=1.45ms, fps=2241 images/s, loss=0.1234, top1-acc=96.01%, top5-acc=99.91%, remaining_time=0:00:06.521760, arrival_time=2021-04-10 02:57:50.949520, cost_time=0:00:16.304367 2021-04-10 02:57:45,572 INFO : TRAIN, epoch=0110, iter=00150/00196, fetch data time cost=1.96ms, fps=2237 images/s, loss=0.1232, top1-acc=96.03%, top5-acc=99.91%, remaining_time=0:00:05.351088, arrival_time=2021-04-10 02:57:50.923672, cost_time=0:00:17.449154 2021-04-10 02:57:46,719 INFO : TRAIN, epoch=0110, iter=00160/00196, fetch data time cost=1.56ms, fps=2234 images/s, loss=0.1225, top1-acc=96.05%, top5-acc=99.91%, remaining_time=0:00:04.184028, arrival_time=2021-04-10 02:57:50.903090, cost_time=0:00:18.595674 2021-04-10 02:57:47,860 INFO : TRAIN, epoch=0110, iter=00170/00196, fetch data time cost=1.42ms, fps=2244 images/s, loss=0.1232, top1-acc=96.01%, top5-acc=99.91%, remaining_time=0:00:03.018548, arrival_time=2021-04-10 02:57:50.878674, cost_time=0:00:19.736744 2021-04-10 02:57:49,000 INFO : TRAIN, epoch=0110, iter=00180/00196, fetch data time cost=1.41ms, fps=2246 images/s, loss=0.1238, top1-acc=96.00%, top5-acc=99.92%, remaining_time=0:00:01.855712, arrival_time=2021-04-10 02:57:50.855805, cost_time=0:00:20.876712 2021-04-10 02:57:50,141 INFO : TRAIN, epoch=0110, iter=00190/00196, fetch data time cost=1.26ms, fps=2243 images/s, loss=0.1244, top1-acc=95.98%, top5-acc=99.92%, remaining_time=0:00:00.695322, arrival_time=2021-04-10 02:57:50.837249, cost_time=0:00:22.018545 2021-04-10 02:57:50,757 INFO : TRAIN, epoch=0110, iter=00196/00196, fetch data time cost=1.35ms, fps=2212 images/s, loss=0.1237, top1-acc=95.99%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-10 02:57:50.757214, cost_time=0:00:22.633839 2021-04-10 02:57:51,241 INFO : EVAL, epoch=0110, iter=00010/00040, fetch data time cost=0.29ms, fps=5298 images/s, loss=0.4156, top1-acc=88.16%, top5-acc=99.73%, remaining_time=0:00:01.449480, arrival_time=2021-04-10 02:57:52.691051, cost_time=0:00:00.483159 2021-04-10 02:57:51,616 INFO : EVAL, epoch=0110, iter=00020/00040, fetch data time cost=2.52ms, fps=6846 images/s, loss=0.3909, top1-acc=88.75%, top5-acc=99.65%, remaining_time=0:00:00.857600, arrival_time=2021-04-10 02:57:52.473570, cost_time=0:00:00.857592 2021-04-10 02:57:51,988 INFO : EVAL, epoch=0110, iter=00030/00040, fetch data time cost=1.79ms, fps=6882 images/s, loss=0.3979, top1-acc=88.52%, top5-acc=99.67%, remaining_time=0:00:00.409990, arrival_time=2021-04-10 02:57:52.398311, cost_time=0:00:01.229960 2021-04-10 02:57:52,323 INFO : EVAL, epoch=0110, iter=00040/00040, fetch data time cost=0.07ms, fps=6932 images/s, loss=0.3993, top1-acc=88.63%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-10 02:57:52.323366, cost_time=0:00:01.565023 2021-04-10 02:57:52,830 INFO : Epoch=0110 complete, best val top1-acc=90.13%, top5-acc=99.67% (epoch=97), remaining_time=0:37:13.936440, arrival_time=2021-04-10 03:35:06.766547, cost_time=0:45:30.366809 2021-04-10 02:57:52,830 INFO : Train start, epoch=0111, lr=0.042178 2021-04-10 02:57:54,163 INFO : TRAIN, epoch=0111, iter=00010/00196, fetch data time cost=0.25ms, fps=1921 images/s, loss=0.1141, top1-acc=96.29%, top5-acc=100.00%, remaining_time=0:00:24.788406, arrival_time=2021-04-10 02:58:18.951904, cost_time=0:00:01.332708 2021-04-10 02:57:55,307 INFO : TRAIN, epoch=0111, iter=00020/00196, fetch data time cost=1.58ms, fps=2238 images/s, loss=0.1071, top1-acc=96.52%, top5-acc=99.94%, remaining_time=0:00:21.796896, arrival_time=2021-04-10 02:58:17.104548, cost_time=0:00:02.476916 2021-04-10 02:57:56,451 INFO : TRAIN, epoch=0111, iter=00030/00196, fetch data time cost=2.12ms, fps=2238 images/s, loss=0.1054, top1-acc=96.68%, top5-acc=99.95%, remaining_time=0:00:20.036366, arrival_time=2021-04-10 02:58:16.488157, cost_time=0:00:03.621018 2021-04-10 02:57:57,596 INFO : TRAIN, epoch=0111, iter=00040/00196, fetch data time cost=1.53ms, fps=2237 images/s, loss=0.1069, top1-acc=96.54%, top5-acc=99.95%, remaining_time=0:00:18.587868, arrival_time=2021-04-10 02:58:16.184727, cost_time=0:00:04.766138 2021-04-10 02:57:58,741 INFO : TRAIN, epoch=0111, iter=00050/00196, fetch data time cost=1.66ms, fps=2237 images/s, loss=0.1093, top1-acc=96.47%, top5-acc=99.95%, remaining_time=0:00:17.259244, arrival_time=2021-04-10 02:58:16.000716, cost_time=0:00:05.910687 2021-04-10 02:57:59,887 INFO : TRAIN, epoch=0111, iter=00060/00196, fetch data time cost=1.43ms, fps=2236 images/s, loss=0.1153, top1-acc=96.26%, top5-acc=99.95%, remaining_time=0:00:15.994008, arrival_time=2021-04-10 02:58:15.880994, cost_time=0:00:07.056208 2021-04-10 02:58:01,033 INFO : TRAIN, epoch=0111, iter=00070/00196, fetch data time cost=1.41ms, fps=2235 images/s, loss=0.1163, top1-acc=96.26%, top5-acc=99.94%, remaining_time=0:00:14.764050, arrival_time=2021-04-10 02:58:15.797047, cost_time=0:00:08.202281 2021-04-10 02:58:02,174 INFO : TRAIN, epoch=0111, iter=00080/00196, fetch data time cost=1.52ms, fps=2243 images/s, loss=0.1169, top1-acc=96.27%, top5-acc=99.93%, remaining_time=0:00:13.548916, arrival_time=2021-04-10 02:58:15.723706, cost_time=0:00:09.344072 2021-04-10 02:58:03,314 INFO : TRAIN, epoch=0111, iter=00090/00196, fetch data time cost=1.34ms, fps=2246 images/s, loss=0.1172, top1-acc=96.24%, top5-acc=99.93%, remaining_time=0:00:12.347940, arrival_time=2021-04-10 02:58:15.662710, cost_time=0:00:10.484059 2021-04-10 02:58:04,461 INFO : TRAIN, epoch=0111, iter=00100/00196, fetch data time cost=2.85ms, fps=2233 images/s, loss=0.1164, top1-acc=96.23%, top5-acc=99.93%, remaining_time=0:00:11.165760, arrival_time=2021-04-10 02:58:15.627619, cost_time=0:00:11.631021 2021-04-10 02:58:05,616 INFO : TRAIN, epoch=0111, iter=00110/00196, fetch data time cost=2.41ms, fps=2218 images/s, loss=0.1173, top1-acc=96.19%, top5-acc=99.93%, remaining_time=0:00:09.996124, arrival_time=2021-04-10 02:58:15.612700, cost_time=0:00:12.785791 2021-04-10 02:58:06,786 INFO : TRAIN, epoch=0111, iter=00120/00196, fetch data time cost=1.99ms, fps=2193 images/s, loss=0.1178, top1-acc=96.18%, top5-acc=99.93%, remaining_time=0:00:08.837432, arrival_time=2021-04-10 02:58:15.623447, cost_time=0:00:13.953811 2021-04-10 02:58:07,933 INFO : TRAIN, epoch=0111, iter=00130/00196, fetch data time cost=2.19ms, fps=2232 images/s, loss=0.1177, top1-acc=96.21%, top5-acc=99.93%, remaining_time=0:00:07.667484, arrival_time=2021-04-10 02:58:15.600932, cost_time=0:00:15.102584 2021-04-10 02:58:09,089 INFO : TRAIN, epoch=0111, iter=00140/00196, fetch data time cost=1.99ms, fps=2217 images/s, loss=0.1167, top1-acc=96.23%, top5-acc=99.93%, remaining_time=0:00:06.503336, arrival_time=2021-04-10 02:58:15.592463, cost_time=0:00:16.258313 2021-04-10 02:58:10,232 INFO : TRAIN, epoch=0111, iter=00150/00196, fetch data time cost=1.35ms, fps=2240 images/s, loss=0.1170, top1-acc=96.23%, top5-acc=99.93%, remaining_time=0:00:05.336644, arrival_time=2021-04-10 02:58:15.569428, cost_time=0:00:17.402068 2021-04-10 02:58:11,401 INFO : TRAIN, epoch=0111, iter=00160/00196, fetch data time cost=1.45ms, fps=2190 images/s, loss=0.1168, top1-acc=96.24%, top5-acc=99.93%, remaining_time=0:00:04.178520, arrival_time=2021-04-10 02:58:15.580456, cost_time=0:00:18.571220 2021-04-10 02:58:12,548 INFO : TRAIN, epoch=0111, iter=00170/00196, fetch data time cost=1.40ms, fps=2233 images/s, loss=0.1172, top1-acc=96.22%, top5-acc=99.93%, remaining_time=0:00:03.015714, arrival_time=2021-04-10 02:58:15.564619, cost_time=0:00:19.718118 2021-04-10 02:58:13,695 INFO : TRAIN, epoch=0111, iter=00180/00196, fetch data time cost=1.49ms, fps=2234 images/s, loss=0.1178, top1-acc=96.21%, top5-acc=99.92%, remaining_time=0:00:01.854640, arrival_time=2021-04-10 02:58:15.549997, cost_time=0:00:20.864632 2021-04-10 02:58:14,840 INFO : TRAIN, epoch=0111, iter=00190/00196, fetch data time cost=1.25ms, fps=2236 images/s, loss=0.1184, top1-acc=96.19%, top5-acc=99.93%, remaining_time=0:00:00.695058, arrival_time=2021-04-10 02:58:15.535956, cost_time=0:00:22.010174 2021-04-10 02:58:15,453 INFO : TRAIN, epoch=0111, iter=00196/00196, fetch data time cost=1.27ms, fps=2222 images/s, loss=0.1195, top1-acc=96.17%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-10 02:58:15.453460, cost_time=0:00:22.622764 2021-04-10 02:58:15,903 INFO : EVAL, epoch=0111, iter=00010/00040, fetch data time cost=1.36ms, fps=5698 images/s, loss=0.3968, top1-acc=88.52%, top5-acc=99.26%, remaining_time=0:00:01.347720, arrival_time=2021-04-10 02:58:17.251247, cost_time=0:00:00.449235 2021-04-10 02:58:16,275 INFO : EVAL, epoch=0111, iter=00020/00040, fetch data time cost=1.68ms, fps=6902 images/s, loss=0.3973, top1-acc=88.61%, top5-acc=99.30%, remaining_time=0:00:00.820460, arrival_time=2021-04-10 02:58:17.095393, cost_time=0:00:00.820463 2021-04-10 02:58:16,645 INFO : EVAL, epoch=0111, iter=00030/00040, fetch data time cost=1.57ms, fps=6915 images/s, loss=0.3843, top1-acc=88.87%, top5-acc=99.43%, remaining_time=0:00:00.397120, arrival_time=2021-04-10 02:58:17.042756, cost_time=0:00:01.191356 2021-04-10 02:58:16,981 INFO : EVAL, epoch=0111, iter=00040/00040, fetch data time cost=0.08ms, fps=6911 images/s, loss=0.3908, top1-acc=89.06%, top5-acc=99.49%, remaining_time=0:00:00, arrival_time=2021-04-10 02:58:16.981597, cost_time=0:00:01.527331 2021-04-10 02:58:17,554 INFO : Epoch=0111 complete, best val top1-acc=90.13%, top5-acc=99.67% (epoch=97), remaining_time=0:36:49.036871, arrival_time=2021-04-10 03:35:06.591125, cost_time=0:45:55.090953 2021-04-10 02:58:17,554 INFO : Train start, epoch=0112, lr=0.041404 2021-04-10 02:58:18,907 INFO : TRAIN, epoch=0112, iter=00010/00196, fetch data time cost=0.26ms, fps=1893 images/s, loss=0.1209, top1-acc=96.13%, top5-acc=99.96%, remaining_time=0:00:25.155012, arrival_time=2021-04-10 02:58:44.062392, cost_time=0:00:01.352417 2021-04-10 02:58:20,046 INFO : TRAIN, epoch=0112, iter=00020/00196, fetch data time cost=1.38ms, fps=2247 images/s, loss=0.1265, top1-acc=95.84%, top5-acc=99.92%, remaining_time=0:00:21.929600, arrival_time=2021-04-10 02:58:41.976532, cost_time=0:00:02.492008 2021-04-10 02:58:21,190 INFO : TRAIN, epoch=0112, iter=00030/00196, fetch data time cost=1.49ms, fps=2239 images/s, loss=0.1301, top1-acc=95.78%, top5-acc=99.92%, remaining_time=0:00:20.119366, arrival_time=2021-04-10 02:58:41.310304, cost_time=0:00:03.636023 2021-04-10 02:58:22,331 INFO : TRAIN, epoch=0112, iter=00040/00196, fetch data time cost=1.50ms, fps=2246 images/s, loss=0.1258, top1-acc=95.96%, top5-acc=99.91%, remaining_time=0:00:18.628116, arrival_time=2021-04-10 02:58:40.959445, cost_time=0:00:04.776423 2021-04-10 02:58:23,470 INFO : TRAIN, epoch=0112, iter=00050/00196, fetch data time cost=1.36ms, fps=2247 images/s, loss=0.1196, top1-acc=96.19%, top5-acc=99.91%, remaining_time=0:00:17.274428, arrival_time=2021-04-10 02:58:40.745212, cost_time=0:00:05.915876 2021-04-10 02:58:24,616 INFO : TRAIN, epoch=0112, iter=00060/00196, fetch data time cost=1.45ms, fps=2235 images/s, loss=0.1178, top1-acc=96.25%, top5-acc=99.93%, remaining_time=0:00:16.006248, arrival_time=2021-04-10 02:58:40.622764, cost_time=0:00:07.061602 2021-04-10 02:58:25,761 INFO : TRAIN, epoch=0112, iter=00070/00196, fetch data time cost=1.40ms, fps=2237 images/s, loss=0.1164, top1-acc=96.26%, top5-acc=99.93%, remaining_time=0:00:14.771610, arrival_time=2021-04-10 02:58:40.532998, cost_time=0:00:08.206484 2021-04-10 02:58:26,903 INFO : TRAIN, epoch=0112, iter=00080/00196, fetch data time cost=1.53ms, fps=2241 images/s, loss=0.1142, top1-acc=96.31%, top5-acc=99.93%, remaining_time=0:00:13.555992, arrival_time=2021-04-10 02:58:40.459853, cost_time=0:00:09.348954 2021-04-10 02:58:28,043 INFO : TRAIN, epoch=0112, iter=00090/00196, fetch data time cost=1.46ms, fps=2248 images/s, loss=0.1152, top1-acc=96.26%, top5-acc=99.93%, remaining_time=0:00:12.352710, arrival_time=2021-04-10 02:58:40.395735, cost_time=0:00:10.488120 2021-04-10 02:58:29,188 INFO : TRAIN, epoch=0112, iter=00100/00196, fetch data time cost=1.34ms, fps=2235 images/s, loss=0.1147, top1-acc=96.27%, top5-acc=99.93%, remaining_time=0:00:11.168640, arrival_time=2021-04-10 02:58:40.357527, cost_time=0:00:11.633977 2021-04-10 02:58:30,332 INFO : TRAIN, epoch=0112, iter=00110/00196, fetch data time cost=1.32ms, fps=2239 images/s, loss=0.1150, top1-acc=96.27%, top5-acc=99.93%, remaining_time=0:00:09.989932, arrival_time=2021-04-10 02:58:40.322669, cost_time=0:00:12.777824 2021-04-10 02:58:31,476 INFO : TRAIN, epoch=0112, iter=00120/00196, fetch data time cost=2.17ms, fps=2239 images/s, loss=0.1138, top1-acc=96.33%, top5-acc=99.93%, remaining_time=0:00:08.817064, arrival_time=2021-04-10 02:58:40.293675, cost_time=0:00:13.921669 2021-04-10 02:58:32,621 INFO : TRAIN, epoch=0112, iter=00130/00196, fetch data time cost=1.72ms, fps=2237 images/s, loss=0.1136, top1-acc=96.33%, top5-acc=99.93%, remaining_time=0:00:07.649070, arrival_time=2021-04-10 02:58:40.270337, cost_time=0:00:15.066356 2021-04-10 02:58:33,760 INFO : TRAIN, epoch=0112, iter=00140/00196, fetch data time cost=1.41ms, fps=2248 images/s, loss=0.1141, top1-acc=96.31%, top5-acc=99.93%, remaining_time=0:00:06.482224, arrival_time=2021-04-10 02:58:40.242676, cost_time=0:00:16.205501 2021-04-10 02:58:34,905 INFO : TRAIN, epoch=0112, iter=00150/00196, fetch data time cost=1.89ms, fps=2237 images/s, loss=0.1154, top1-acc=96.26%, top5-acc=99.93%, remaining_time=0:00:05.320774, arrival_time=2021-04-10 02:58:40.226064, cost_time=0:00:17.350387 2021-04-10 02:58:36,061 INFO : TRAIN, epoch=0112, iter=00160/00196, fetch data time cost=2.13ms, fps=2216 images/s, loss=0.1156, top1-acc=96.25%, top5-acc=99.94%, remaining_time=0:00:04.163868, arrival_time=2021-04-10 02:58:40.224922, cost_time=0:00:18.506144 2021-04-10 02:58:37,219 INFO : TRAIN, epoch=0112, iter=00170/00196, fetch data time cost=1.97ms, fps=2211 images/s, loss=0.1164, top1-acc=96.24%, top5-acc=99.93%, remaining_time=0:00:03.007498, arrival_time=2021-04-10 02:58:40.226912, cost_time=0:00:19.664382 2021-04-10 02:58:38,366 INFO : TRAIN, epoch=0112, iter=00180/00196, fetch data time cost=1.51ms, fps=2233 images/s, loss=0.1170, top1-acc=96.20%, top5-acc=99.93%, remaining_time=0:00:01.849904, arrival_time=2021-04-10 02:58:40.216309, cost_time=0:00:20.811490 2021-04-10 02:58:39,530 INFO : TRAIN, epoch=0112, iter=00190/00196, fetch data time cost=13.95ms, fps=2201 images/s, loss=0.1183, top1-acc=96.17%, top5-acc=99.93%, remaining_time=0:00:00.693948, arrival_time=2021-04-10 02:58:40.223950, cost_time=0:00:21.975034 2021-04-10 02:58:40,146 INFO : TRAIN, epoch=0112, iter=00196/00196, fetch data time cost=1.29ms, fps=2210 images/s, loss=0.1189, top1-acc=96.15%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-10 02:58:40.145987, cost_time=0:00:22.591010 2021-04-10 02:58:40,637 INFO : EVAL, epoch=0112, iter=00010/00040, fetch data time cost=0.44ms, fps=5225 images/s, loss=0.3617, top1-acc=89.57%, top5-acc=99.57%, remaining_time=0:00:01.469790, arrival_time=2021-04-10 02:58:42.106810, cost_time=0:00:00.489927 2021-04-10 02:58:41,009 INFO : EVAL, epoch=0112, iter=00020/00040, fetch data time cost=2.04ms, fps=6879 images/s, loss=0.3583, top1-acc=89.61%, top5-acc=99.59%, remaining_time=0:00:00.862420, arrival_time=2021-04-10 02:58:41.871975, cost_time=0:00:00.862423 2021-04-10 02:58:41,384 INFO : EVAL, epoch=0112, iter=00030/00040, fetch data time cost=1.61ms, fps=6829 images/s, loss=0.3518, top1-acc=89.77%, top5-acc=99.57%, remaining_time=0:00:00.412580, arrival_time=2021-04-10 02:58:41.797473, cost_time=0:00:01.237737 2021-04-10 02:58:41,727 INFO : EVAL, epoch=0112, iter=00040/00040, fetch data time cost=0.16ms, fps=6789 images/s, loss=0.3529, top1-acc=89.52%, top5-acc=99.52%, remaining_time=0:00:00, arrival_time=2021-04-10 02:58:41.727071, cost_time=0:00:01.579956 2021-04-10 02:58:42,306 INFO : Epoch=0112 complete, best val top1-acc=90.13%, top5-acc=99.67% (epoch=97), remaining_time=0:36:24.162464, arrival_time=2021-04-10 03:35:06.468950, cost_time=0:46:19.843174 2021-04-10 02:58:42,307 INFO : Train start, epoch=0113, lr=0.040631 2021-04-10 02:58:43,663 INFO : TRAIN, epoch=0113, iter=00010/00196, fetch data time cost=1.58ms, fps=1888 images/s, loss=0.1304, top1-acc=95.62%, top5-acc=99.96%, remaining_time=0:00:25.223460, arrival_time=2021-04-10 02:59:08.886826, cost_time=0:00:01.356102 2021-04-10 02:58:44,808 INFO : TRAIN, epoch=0113, iter=00020/00196, fetch data time cost=1.38ms, fps=2237 images/s, loss=0.1232, top1-acc=96.05%, top5-acc=99.94%, remaining_time=0:00:22.011088, arrival_time=2021-04-10 02:59:06.819692, cost_time=0:00:02.501266 2021-04-10 02:58:45,957 INFO : TRAIN, epoch=0113, iter=00030/00196, fetch data time cost=1.90ms, fps=2229 images/s, loss=0.1245, top1-acc=95.83%, top5-acc=99.93%, remaining_time=0:00:20.199876, arrival_time=2021-04-10 02:59:06.157613, cost_time=0:00:03.650595 2021-04-10 02:58:47,099 INFO : TRAIN, epoch=0113, iter=00040/00196, fetch data time cost=1.61ms, fps=2243 images/s, loss=0.1241, top1-acc=95.87%, top5-acc=99.94%, remaining_time=0:00:18.689892, arrival_time=2021-04-10 02:59:05.789315, cost_time=0:00:04.792288 2021-04-10 02:58:48,248 INFO : TRAIN, epoch=0113, iter=00050/00196, fetch data time cost=1.89ms, fps=2229 images/s, loss=0.1231, top1-acc=95.95%, top5-acc=99.95%, remaining_time=0:00:17.348888, arrival_time=2021-04-10 02:59:05.597502, cost_time=0:00:05.941392 2021-04-10 02:58:49,393 INFO : TRAIN, epoch=0113, iter=00060/00196, fetch data time cost=1.32ms, fps=2237 images/s, loss=0.1193, top1-acc=96.07%, top5-acc=99.95%, remaining_time=0:00:16.062688, arrival_time=2021-04-10 02:59:05.456328, cost_time=0:00:07.086484 2021-04-10 02:58:50,537 INFO : TRAIN, epoch=0113, iter=00070/00196, fetch data time cost=1.43ms, fps=2239 images/s, loss=0.1175, top1-acc=96.08%, top5-acc=99.95%, remaining_time=0:00:14.814450, arrival_time=2021-04-10 02:59:05.351821, cost_time=0:00:08.230222 2021-04-10 02:58:51,683 INFO : TRAIN, epoch=0113, iter=00080/00196, fetch data time cost=1.58ms, fps=2235 images/s, loss=0.1165, top1-acc=96.12%, top5-acc=99.95%, remaining_time=0:00:13.595548, arrival_time=2021-04-10 02:59:05.278969, cost_time=0:00:09.376275 2021-04-10 02:58:52,829 INFO : TRAIN, epoch=0113, iter=00090/00196, fetch data time cost=1.47ms, fps=2235 images/s, loss=0.1153, top1-acc=96.16%, top5-acc=99.95%, remaining_time=0:00:12.392566, arrival_time=2021-04-10 02:59:05.221714, cost_time=0:00:10.521956 2021-04-10 02:58:53,973 INFO : TRAIN, epoch=0113, iter=00100/00196, fetch data time cost=2.67ms, fps=2238 images/s, loss=0.1145, top1-acc=96.18%, top5-acc=99.95%, remaining_time=0:00:11.199648, arrival_time=2021-04-10 02:59:05.173179, cost_time=0:00:11.666259 2021-04-10 02:58:55,119 INFO : TRAIN, epoch=0113, iter=00110/00196, fetch data time cost=1.51ms, fps=2236 images/s, loss=0.1140, top1-acc=96.21%, top5-acc=99.95%, remaining_time=0:00:10.016678, arrival_time=2021-04-10 02:59:05.135937, cost_time=0:00:12.812077 2021-04-10 02:58:56,261 INFO : TRAIN, epoch=0113, iter=00120/00196, fetch data time cost=1.54ms, fps=2243 images/s, loss=0.1145, top1-acc=96.20%, top5-acc=99.95%, remaining_time=0:00:08.837432, arrival_time=2021-04-10 02:59:05.098512, cost_time=0:00:13.953895 2021-04-10 02:58:57,408 INFO : TRAIN, epoch=0113, iter=00130/00196, fetch data time cost=1.72ms, fps=2233 images/s, loss=0.1157, top1-acc=96.14%, top5-acc=99.96%, remaining_time=0:00:07.666560, arrival_time=2021-04-10 02:59:05.074561, cost_time=0:00:15.100860 2021-04-10 02:58:58,551 INFO : TRAIN, epoch=0113, iter=00140/00196, fetch data time cost=1.53ms, fps=2240 images/s, loss=0.1155, top1-acc=96.17%, top5-acc=99.96%, remaining_time=0:00:06.497568, arrival_time=2021-04-10 02:59:05.048685, cost_time=0:00:16.243983 2021-04-10 02:58:59,696 INFO : TRAIN, epoch=0113, iter=00150/00196, fetch data time cost=1.43ms, fps=2236 images/s, loss=0.1159, top1-acc=96.15%, top5-acc=99.94%, remaining_time=0:00:05.332734, arrival_time=2021-04-10 02:59:05.029262, cost_time=0:00:17.389372 2021-04-10 02:59:00,842 INFO : TRAIN, epoch=0113, iter=00160/00196, fetch data time cost=1.66ms, fps=2236 images/s, loss=0.1159, top1-acc=96.14%, top5-acc=99.94%, remaining_time=0:00:04.170312, arrival_time=2021-04-10 02:59:05.012274, cost_time=0:00:18.534782 2021-04-10 02:59:01,985 INFO : TRAIN, epoch=0113, iter=00170/00196, fetch data time cost=2.50ms, fps=2240 images/s, loss=0.1163, top1-acc=96.15%, top5-acc=99.94%, remaining_time=0:00:03.009604, arrival_time=2021-04-10 02:59:04.995022, cost_time=0:00:19.678236 2021-04-10 02:59:03,127 INFO : TRAIN, epoch=0113, iter=00180/00196, fetch data time cost=1.44ms, fps=2243 images/s, loss=0.1165, top1-acc=96.14%, top5-acc=99.94%, remaining_time=0:00:01.850688, arrival_time=2021-04-10 02:59:04.978082, cost_time=0:00:20.820252 2021-04-10 02:59:04,268 INFO : TRAIN, epoch=0113, iter=00190/00196, fetch data time cost=1.19ms, fps=2245 images/s, loss=0.1165, top1-acc=96.17%, top5-acc=99.94%, remaining_time=0:00:00.693510, arrival_time=2021-04-10 02:59:04.961786, cost_time=0:00:21.961146 2021-04-10 02:59:04,885 INFO : TRAIN, epoch=0113, iter=00196/00196, fetch data time cost=1.28ms, fps=2205 images/s, loss=0.1170, top1-acc=96.17%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-10 02:59:04.885513, cost_time=0:00:22.578371 2021-04-10 02:59:05,374 INFO : EVAL, epoch=0113, iter=00010/00040, fetch data time cost=1.68ms, fps=5245 images/s, loss=0.3439, top1-acc=90.23%, top5-acc=99.53%, remaining_time=0:00:01.464120, arrival_time=2021-04-10 02:59:06.838972, cost_time=0:00:00.488039 2021-04-10 02:59:05,762 INFO : EVAL, epoch=0113, iter=00020/00040, fetch data time cost=7.41ms, fps=6610 images/s, loss=0.3669, top1-acc=89.30%, top5-acc=99.41%, remaining_time=0:00:00.875800, arrival_time=2021-04-10 02:59:06.638541, cost_time=0:00:00.875802 2021-04-10 02:59:06,164 INFO : EVAL, epoch=0113, iter=00030/00040, fetch data time cost=1.42ms, fps=6391 images/s, loss=0.3743, top1-acc=89.37%, top5-acc=99.39%, remaining_time=0:00:00.425760, arrival_time=2021-04-10 02:59:06.589842, cost_time=0:00:01.277279 2021-04-10 02:59:06,506 INFO : EVAL, epoch=0113, iter=00040/00040, fetch data time cost=0.11ms, fps=6792 images/s, loss=0.3842, top1-acc=89.24%, top5-acc=99.46%, remaining_time=0:00:00, arrival_time=2021-04-10 02:59:06.506137, cost_time=0:00:01.619321 2021-04-10 02:59:07,486 INFO : Epoch=0113 complete, best val top1-acc=90.13%, top5-acc=99.67% (epoch=97), remaining_time=0:35:59.619183, arrival_time=2021-04-10 03:35:07.105146, cost_time=0:46:45.022623 2021-04-10 02:59:07,486 INFO : Train start, epoch=0114, lr=0.039861 2021-04-10 02:59:08,831 INFO : TRAIN, epoch=0114, iter=00010/00196, fetch data time cost=0.25ms, fps=1904 images/s, loss=0.1134, top1-acc=96.37%, top5-acc=99.77%, remaining_time=0:00:25.010862, arrival_time=2021-04-10 02:59:33.842489, cost_time=0:00:01.344670 2021-04-10 02:59:09,977 INFO : TRAIN, epoch=0114, iter=00020/00196, fetch data time cost=1.93ms, fps=2235 images/s, loss=0.1185, top1-acc=96.15%, top5-acc=99.82%, remaining_time=0:00:21.917280, arrival_time=2021-04-10 02:59:31.894840, cost_time=0:00:02.490601 2021-04-10 02:59:11,123 INFO : TRAIN, epoch=0114, iter=00030/00196, fetch data time cost=1.66ms, fps=2234 images/s, loss=0.1115, top1-acc=96.33%, top5-acc=99.88%, remaining_time=0:00:20.124014, arrival_time=2021-04-10 02:59:31.247785, cost_time=0:00:03.636872 2021-04-10 02:59:12,272 INFO : TRAIN, epoch=0114, iter=00040/00196, fetch data time cost=1.45ms, fps=2230 images/s, loss=0.1079, top1-acc=96.50%, top5-acc=99.90%, remaining_time=0:00:18.662124, arrival_time=2021-04-10 02:59:30.934168, cost_time=0:00:04.785153 2021-04-10 02:59:13,420 INFO : TRAIN, epoch=0114, iter=00050/00196, fetch data time cost=1.68ms, fps=2231 images/s, loss=0.1045, top1-acc=96.62%, top5-acc=99.91%, remaining_time=0:00:17.324944, arrival_time=2021-04-10 02:59:30.745084, cost_time=0:00:05.933188 2021-04-10 02:59:14,566 INFO : TRAIN, epoch=0114, iter=00060/00196, fetch data time cost=2.15ms, fps=2234 images/s, loss=0.1032, top1-acc=96.62%, top5-acc=99.92%, remaining_time=0:00:16.047184, arrival_time=2021-04-10 02:59:30.613759, cost_time=0:00:07.079617 2021-04-10 02:59:15,714 INFO : TRAIN, epoch=0114, iter=00070/00196, fetch data time cost=1.57ms, fps=2231 images/s, loss=0.1008, top1-acc=96.70%, top5-acc=99.93%, remaining_time=0:00:14.809788, arrival_time=2021-04-10 02:59:30.524346, cost_time=0:00:08.227633 2021-04-10 02:59:16,864 INFO : TRAIN, epoch=0114, iter=00080/00196, fetch data time cost=1.91ms, fps=2227 images/s, loss=0.0999, top1-acc=96.74%, top5-acc=99.94%, remaining_time=0:00:13.597752, arrival_time=2021-04-10 02:59:30.462509, cost_time=0:00:09.377756 2021-04-10 02:59:18,010 INFO : TRAIN, epoch=0114, iter=00090/00196, fetch data time cost=1.58ms, fps=2235 images/s, loss=0.1005, top1-acc=96.73%, top5-acc=99.94%, remaining_time=0:00:12.394686, arrival_time=2021-04-10 02:59:30.405371, cost_time=0:00:10.523798 2021-04-10 02:59:19,161 INFO : TRAIN, epoch=0114, iter=00100/00196, fetch data time cost=1.96ms, fps=2226 images/s, loss=0.1052, top1-acc=96.59%, top5-acc=99.93%, remaining_time=0:00:11.207040, arrival_time=2021-04-10 02:59:30.367994, cost_time=0:00:11.674004 2021-04-10 02:59:20,300 INFO : TRAIN, epoch=0114, iter=00110/00196, fetch data time cost=1.44ms, fps=2247 images/s, loss=0.1058, top1-acc=96.58%, top5-acc=99.94%, remaining_time=0:00:10.018140, arrival_time=2021-04-10 02:59:30.318981, cost_time=0:00:12.813947 2021-04-10 02:59:21,446 INFO : TRAIN, epoch=0114, iter=00120/00196, fetch data time cost=1.40ms, fps=2236 images/s, loss=0.1062, top1-acc=96.57%, top5-acc=99.93%, remaining_time=0:00:08.840776, arrival_time=2021-04-10 02:59:30.286735, cost_time=0:00:13.959073 2021-04-10 02:59:22,595 INFO : TRAIN, epoch=0114, iter=00130/00196, fetch data time cost=1.62ms, fps=2228 images/s, loss=0.1069, top1-acc=96.56%, top5-acc=99.94%, remaining_time=0:00:07.670586, arrival_time=2021-04-10 02:59:30.266153, cost_time=0:00:15.108680 2021-04-10 02:59:23,741 INFO : TRAIN, epoch=0114, iter=00140/00196, fetch data time cost=1.48ms, fps=2235 images/s, loss=0.1087, top1-acc=96.51%, top5-acc=99.93%, remaining_time=0:00:06.501768, arrival_time=2021-04-10 02:59:30.243129, cost_time=0:00:16.254435 2021-04-10 02:59:24,886 INFO : TRAIN, epoch=0114, iter=00150/00196, fetch data time cost=1.58ms, fps=2238 images/s, loss=0.1110, top1-acc=96.46%, top5-acc=99.93%, remaining_time=0:00:05.335724, arrival_time=2021-04-10 02:59:30.221693, cost_time=0:00:17.399089 2021-04-10 02:59:26,033 INFO : TRAIN, epoch=0114, iter=00160/00196, fetch data time cost=1.87ms, fps=2231 images/s, loss=0.1119, top1-acc=96.43%, top5-acc=99.92%, remaining_time=0:00:04.173048, arrival_time=2021-04-10 02:59:30.206872, cost_time=0:00:18.546816 2021-04-10 02:59:27,179 INFO : TRAIN, epoch=0114, iter=00170/00196, fetch data time cost=1.68ms, fps=2236 images/s, loss=0.1121, top1-acc=96.40%, top5-acc=99.93%, remaining_time=0:00:03.011788, arrival_time=2021-04-10 02:59:30.191137, cost_time=0:00:19.692452 2021-04-10 02:59:28,326 INFO : TRAIN, epoch=0114, iter=00180/00196, fetch data time cost=1.45ms, fps=2233 images/s, loss=0.1119, top1-acc=96.40%, top5-acc=99.93%, remaining_time=0:00:01.852384, arrival_time=2021-04-10 02:59:30.178518, cost_time=0:00:20.839246 2021-04-10 02:59:29,468 INFO : TRAIN, epoch=0114, iter=00190/00196, fetch data time cost=1.40ms, fps=2243 images/s, loss=0.1120, top1-acc=96.41%, top5-acc=99.92%, remaining_time=0:00:00.694140, arrival_time=2021-04-10 02:59:30.162093, cost_time=0:00:21.981020 2021-04-10 02:59:30,084 INFO : TRAIN, epoch=0114, iter=00196/00196, fetch data time cost=1.27ms, fps=2208 images/s, loss=0.1120, top1-acc=96.41%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-10 02:59:30.084306, cost_time=0:00:22.597432 2021-04-10 02:59:30,574 INFO : EVAL, epoch=0114, iter=00010/00040, fetch data time cost=2.25ms, fps=5229 images/s, loss=0.4379, top1-acc=88.16%, top5-acc=99.41%, remaining_time=0:00:01.468740, arrival_time=2021-04-10 02:59:32.043552, cost_time=0:00:00.489583 2021-04-10 02:59:30,953 INFO : EVAL, epoch=0114, iter=00020/00040, fetch data time cost=1.59ms, fps=6771 images/s, loss=0.4148, top1-acc=88.32%, top5-acc=99.41%, remaining_time=0:00:00.868000, arrival_time=2021-04-10 02:59:31.821244, cost_time=0:00:00.868009 2021-04-10 02:59:31,332 INFO : EVAL, epoch=0114, iter=00030/00040, fetch data time cost=1.88ms, fps=6758 images/s, loss=0.3945, top1-acc=88.70%, top5-acc=99.45%, remaining_time=0:00:00.415710, arrival_time=2021-04-10 02:59:31.748111, cost_time=0:00:01.247133 2021-04-10 02:59:31,671 INFO : EVAL, epoch=0114, iter=00040/00040, fetch data time cost=0.07ms, fps=6849 images/s, loss=0.3943, top1-acc=88.76%, top5-acc=99.42%, remaining_time=0:00:00, arrival_time=2021-04-10 02:59:31.671525, cost_time=0:00:01.586314 2021-04-10 02:59:32,166 INFO : Epoch=0114 complete, best val top1-acc=90.13%, top5-acc=99.67% (epoch=97), remaining_time=0:35:34.688388, arrival_time=2021-04-10 03:35:06.854895, cost_time=0:47:09.703181 2021-04-10 02:59:32,167 INFO : Train start, epoch=0115, lr=0.039093 2021-04-10 02:59:33,495 INFO : TRAIN, epoch=0115, iter=00010/00196, fetch data time cost=1.68ms, fps=1928 images/s, loss=0.0997, top1-acc=96.56%, top5-acc=99.96%, remaining_time=0:00:24.702474, arrival_time=2021-04-10 02:59:58.198046, cost_time=0:00:01.328092 2021-04-10 02:59:34,645 INFO : TRAIN, epoch=0115, iter=00020/00196, fetch data time cost=1.56ms, fps=2228 images/s, loss=0.1141, top1-acc=96.17%, top5-acc=99.94%, remaining_time=0:00:21.801824, arrival_time=2021-04-10 02:59:56.446973, cost_time=0:00:02.477475 2021-04-10 02:59:35,798 INFO : TRAIN, epoch=0115, iter=00030/00196, fetch data time cost=1.93ms, fps=2221 images/s, loss=0.1103, top1-acc=96.32%, top5-acc=99.95%, remaining_time=0:00:20.092972, arrival_time=2021-04-10 02:59:55.891650, cost_time=0:00:03.631274 2021-04-10 02:59:36,950 INFO : TRAIN, epoch=0115, iter=00040/00196, fetch data time cost=1.92ms, fps=2224 images/s, loss=0.1103, top1-acc=96.18%, top5-acc=99.94%, remaining_time=0:00:18.652920, arrival_time=2021-04-10 02:59:55.603130, cost_time=0:00:04.782808 2021-04-10 02:59:38,097 INFO : TRAIN, epoch=0115, iter=00050/00196, fetch data time cost=2.23ms, fps=2233 images/s, loss=0.1106, top1-acc=96.22%, top5-acc=99.95%, remaining_time=0:00:17.313848, arrival_time=2021-04-10 02:59:55.410774, cost_time=0:00:05.929406 2021-04-10 02:59:39,246 INFO : TRAIN, epoch=0115, iter=00060/00196, fetch data time cost=1.96ms, fps=2227 images/s, loss=0.1098, top1-acc=96.33%, top5-acc=99.95%, remaining_time=0:00:16.046504, arrival_time=2021-04-10 02:59:55.293281, cost_time=0:00:07.079368 2021-04-10 02:59:40,393 INFO : TRAIN, epoch=0115, iter=00070/00196, fetch data time cost=1.71ms, fps=2233 images/s, loss=0.1084, top1-acc=96.41%, top5-acc=99.95%, remaining_time=0:00:14.806890, arrival_time=2021-04-10 02:59:55.200351, cost_time=0:00:08.226055 2021-04-10 02:59:41,541 INFO : TRAIN, epoch=0115, iter=00080/00196, fetch data time cost=1.36ms, fps=2230 images/s, loss=0.1085, top1-acc=96.43%, top5-acc=99.95%, remaining_time=0:00:13.592764, arrival_time=2021-04-10 02:59:55.134505, cost_time=0:00:09.374342 2021-04-10 02:59:42,685 INFO : TRAIN, epoch=0115, iter=00090/00196, fetch data time cost=1.40ms, fps=2240 images/s, loss=0.1122, top1-acc=96.34%, top5-acc=99.95%, remaining_time=0:00:12.387478, arrival_time=2021-04-10 02:59:55.072555, cost_time=0:00:10.517674 2021-04-10 02:59:43,827 INFO : TRAIN, epoch=0115, iter=00100/00196, fetch data time cost=1.61ms, fps=2241 images/s, loss=0.1164, top1-acc=96.21%, top5-acc=99.95%, remaining_time=0:00:11.193792, arrival_time=2021-04-10 02:59:55.021357, cost_time=0:00:11.660166 2021-04-10 02:59:44,973 INFO : TRAIN, epoch=0115, iter=00110/00196, fetch data time cost=1.85ms, fps=2235 images/s, loss=0.1177, top1-acc=96.16%, top5-acc=99.95%, remaining_time=0:00:10.012120, arrival_time=2021-04-10 02:59:54.985781, cost_time=0:00:12.806193 2021-04-10 02:59:46,119 INFO : TRAIN, epoch=0115, iter=00120/00196, fetch data time cost=1.43ms, fps=2235 images/s, loss=0.1166, top1-acc=96.18%, top5-acc=99.95%, remaining_time=0:00:08.836444, arrival_time=2021-04-10 02:59:54.956088, cost_time=0:00:13.952231 2021-04-10 02:59:47,266 INFO : TRAIN, epoch=0115, iter=00130/00196, fetch data time cost=1.67ms, fps=2232 images/s, loss=0.1161, top1-acc=96.21%, top5-acc=99.95%, remaining_time=0:00:07.665900, arrival_time=2021-04-10 02:59:54.932814, cost_time=0:00:15.099478 2021-04-10 02:59:48,408 INFO : TRAIN, epoch=0115, iter=00140/00196, fetch data time cost=1.54ms, fps=2243 images/s, loss=0.1175, top1-acc=96.16%, top5-acc=99.95%, remaining_time=0:00:06.496504, arrival_time=2021-04-10 02:59:54.905264, cost_time=0:00:16.241320 2021-04-10 02:59:49,554 INFO : TRAIN, epoch=0115, iter=00150/00196, fetch data time cost=1.43ms, fps=2235 images/s, loss=0.1184, top1-acc=96.14%, top5-acc=99.95%, remaining_time=0:00:05.332182, arrival_time=2021-04-10 02:59:54.887069, cost_time=0:00:17.387484 2021-04-10 02:59:50,700 INFO : TRAIN, epoch=0115, iter=00160/00196, fetch data time cost=1.44ms, fps=2236 images/s, loss=0.1195, top1-acc=96.10%, top5-acc=99.95%, remaining_time=0:00:04.169916, arrival_time=2021-04-10 02:59:54.870310, cost_time=0:00:18.532991 2021-04-10 02:59:51,842 INFO : TRAIN, epoch=0115, iter=00170/00196, fetch data time cost=1.41ms, fps=2242 images/s, loss=0.1183, top1-acc=96.14%, top5-acc=99.94%, remaining_time=0:00:03.009136, arrival_time=2021-04-10 02:59:54.851616, cost_time=0:00:19.675037 2021-04-10 02:59:52,995 INFO : TRAIN, epoch=0115, iter=00180/00196, fetch data time cost=2.12ms, fps=2222 images/s, loss=0.1177, top1-acc=96.17%, top5-acc=99.94%, remaining_time=0:00:01.851360, arrival_time=2021-04-10 02:59:54.846576, cost_time=0:00:20.827814 2021-04-10 02:59:54,135 INFO : TRAIN, epoch=0115, iter=00190/00196, fetch data time cost=1.22ms, fps=2246 images/s, loss=0.1171, top1-acc=96.18%, top5-acc=99.94%, remaining_time=0:00:00.693732, arrival_time=2021-04-10 02:59:54.829268, cost_time=0:00:21.968130 2021-04-10 02:59:54,750 INFO : TRAIN, epoch=0115, iter=00196/00196, fetch data time cost=1.30ms, fps=2215 images/s, loss=0.1165, top1-acc=96.19%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-10 02:59:54.750006, cost_time=0:00:22.582612 2021-04-10 02:59:55,227 INFO : EVAL, epoch=0115, iter=00010/00040, fetch data time cost=1.91ms, fps=5376 images/s, loss=0.3124, top1-acc=91.29%, top5-acc=99.80%, remaining_time=0:00:01.428600, arrival_time=2021-04-10 02:59:56.655770, cost_time=0:00:00.476205 2021-04-10 02:59:55,601 INFO : EVAL, epoch=0115, iter=00020/00040, fetch data time cost=1.79ms, fps=6856 images/s, loss=0.3280, top1-acc=90.84%, top5-acc=99.67%, remaining_time=0:00:00.850080, arrival_time=2021-04-10 02:59:56.451078, cost_time=0:00:00.850088 2021-04-10 02:59:55,975 INFO : EVAL, epoch=0115, iter=00030/00040, fetch data time cost=1.35ms, fps=6850 images/s, loss=0.3330, top1-acc=90.64%, top5-acc=99.65%, remaining_time=0:00:00.408050, arrival_time=2021-04-10 02:59:56.383110, cost_time=0:00:01.224155 2021-04-10 02:59:56,313 INFO : EVAL, epoch=0115, iter=00040/00040, fetch data time cost=0.07ms, fps=6854 images/s, loss=0.3335, top1-acc=90.59%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-10 02:59:56.313915, cost_time=0:00:01.562920 2021-04-10 02:59:57,303 INFO : Epoch=0115 complete, best val top1-acc=90.59%, top5-acc=99.67% (epoch=115), remaining_time=0:35:10.099330, arrival_time=2021-04-10 03:35:07.402958, cost_time=0:47:34.840319 2021-04-10 02:59:57,304 INFO : Train start, epoch=0116, lr=0.038328 2021-04-10 02:59:58,670 INFO : TRAIN, epoch=0116, iter=00010/00196, fetch data time cost=1.54ms, fps=1874 images/s, loss=0.0996, top1-acc=96.91%, top5-acc=100.00%, remaining_time=0:00:25.411692, arrival_time=2021-04-10 03:00:24.082273, cost_time=0:00:01.366224 2021-04-10 02:59:59,812 INFO : TRAIN, epoch=0116, iter=00020/00196, fetch data time cost=1.41ms, fps=2243 images/s, loss=0.0955, top1-acc=96.97%, top5-acc=99.98%, remaining_time=0:00:22.070400, arrival_time=2021-04-10 03:00:21.882722, cost_time=0:00:02.507993 2021-04-10 03:00:00,964 INFO : TRAIN, epoch=0116, iter=00030/00196, fetch data time cost=1.75ms, fps=2223 images/s, loss=0.0990, top1-acc=96.87%, top5-acc=99.97%, remaining_time=0:00:20.251004, arrival_time=2021-04-10 03:00:21.215167, cost_time=0:00:03.659805 2021-04-10 03:00:02,106 INFO : TRAIN, epoch=0116, iter=00040/00196, fetch data time cost=1.74ms, fps=2243 images/s, loss=0.1041, top1-acc=96.63%, top5-acc=99.97%, remaining_time=0:00:18.726552, arrival_time=2021-04-10 03:00:20.832565, cost_time=0:00:04.801679 2021-04-10 03:00:03,258 INFO : TRAIN, epoch=0116, iter=00050/00196, fetch data time cost=1.84ms, fps=2222 images/s, loss=0.1037, top1-acc=96.62%, top5-acc=99.97%, remaining_time=0:00:17.386118, arrival_time=2021-04-10 03:00:20.644601, cost_time=0:00:05.954152 2021-04-10 03:00:04,400 INFO : TRAIN, epoch=0116, iter=00060/00196, fetch data time cost=1.42ms, fps=2243 images/s, loss=0.1068, top1-acc=96.54%, top5-acc=99.95%, remaining_time=0:00:16.083904, arrival_time=2021-04-10 03:00:20.484134, cost_time=0:00:07.095870 2021-04-10 03:00:05,553 INFO : TRAIN, epoch=0116, iter=00070/00196, fetch data time cost=1.92ms, fps=2221 images/s, loss=0.1079, top1-acc=96.52%, top5-acc=99.94%, remaining_time=0:00:14.848596, arrival_time=2021-04-10 03:00:20.402215, cost_time=0:00:08.249254 2021-04-10 03:00:06,700 INFO : TRAIN, epoch=0116, iter=00080/00196, fetch data time cost=1.95ms, fps=2233 images/s, loss=0.1107, top1-acc=96.39%, top5-acc=99.94%, remaining_time=0:00:13.624780, arrival_time=2021-04-10 03:00:20.325500, cost_time=0:00:09.396361 2021-04-10 03:00:07,844 INFO : TRAIN, epoch=0116, iter=00090/00196, fetch data time cost=1.65ms, fps=2240 images/s, loss=0.1109, top1-acc=96.36%, top5-acc=99.94%, remaining_time=0:00:12.413872, arrival_time=2021-04-10 03:00:20.258247, cost_time=0:00:10.540046 2021-04-10 03:00:08,985 INFO : TRAIN, epoch=0116, iter=00100/00196, fetch data time cost=1.68ms, fps=2245 images/s, loss=0.1111, top1-acc=96.39%, top5-acc=99.93%, remaining_time=0:00:11.213472, arrival_time=2021-04-10 03:00:20.198477, cost_time=0:00:11.680673 2021-04-10 03:00:10,128 INFO : TRAIN, epoch=0116, iter=00110/00196, fetch data time cost=1.41ms, fps=2240 images/s, loss=0.1098, top1-acc=96.43%, top5-acc=99.94%, remaining_time=0:00:10.025966, arrival_time=2021-04-10 03:00:20.154225, cost_time=0:00:12.823885 2021-04-10 03:00:11,272 INFO : TRAIN, epoch=0116, iter=00120/00196, fetch data time cost=2.51ms, fps=2239 images/s, loss=0.1101, top1-acc=96.39%, top5-acc=99.94%, remaining_time=0:00:08.846172, arrival_time=2021-04-10 03:00:20.118194, cost_time=0:00:13.967656 2021-04-10 03:00:12,416 INFO : TRAIN, epoch=0116, iter=00130/00196, fetch data time cost=1.84ms, fps=2237 images/s, loss=0.1115, top1-acc=96.34%, top5-acc=99.93%, remaining_time=0:00:07.672500, arrival_time=2021-04-10 03:00:20.089374, cost_time=0:00:15.112508 2021-04-10 03:00:13,562 INFO : TRAIN, epoch=0116, iter=00140/00196, fetch data time cost=1.49ms, fps=2235 images/s, loss=0.1111, top1-acc=96.35%, top5-acc=99.93%, remaining_time=0:00:06.503336, arrival_time=2021-04-10 03:00:20.066028, cost_time=0:00:16.258367 2021-04-10 03:00:14,705 INFO : TRAIN, epoch=0116, iter=00150/00196, fetch data time cost=1.39ms, fps=2241 images/s, loss=0.1106, top1-acc=96.40%, top5-acc=99.93%, remaining_time=0:00:05.336414, arrival_time=2021-04-10 03:00:20.042044, cost_time=0:00:17.401303 2021-04-10 03:00:15,852 INFO : TRAIN, epoch=0116, iter=00160/00196, fetch data time cost=1.99ms, fps=2232 images/s, loss=0.1097, top1-acc=96.42%, top5-acc=99.93%, remaining_time=0:00:04.173408, arrival_time=2021-04-10 03:00:20.026331, cost_time=0:00:18.548558 2021-04-10 03:00:16,999 INFO : TRAIN, epoch=0116, iter=00170/00196, fetch data time cost=1.54ms, fps=2235 images/s, loss=0.1087, top1-acc=96.47%, top5-acc=99.94%, remaining_time=0:00:03.012126, arrival_time=2021-04-10 03:00:20.011105, cost_time=0:00:19.694651 2021-04-10 03:00:18,148 INFO : TRAIN, epoch=0116, iter=00180/00196, fetch data time cost=1.71ms, fps=2227 images/s, loss=0.1080, top1-acc=96.50%, top5-acc=99.93%, remaining_time=0:00:01.852848, arrival_time=2021-04-10 03:00:20.001725, cost_time=0:00:20.844555 2021-04-10 03:00:19,294 INFO : TRAIN, epoch=0116, iter=00190/00196, fetch data time cost=1.22ms, fps=2236 images/s, loss=0.1074, top1-acc=96.51%, top5-acc=99.94%, remaining_time=0:00:00.694410, arrival_time=2021-04-10 03:00:19.988462, cost_time=0:00:21.989728 2021-04-10 03:00:19,907 INFO : TRAIN, epoch=0116, iter=00196/00196, fetch data time cost=1.35ms, fps=2218 images/s, loss=0.1073, top1-acc=96.54%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-10 03:00:19.907645, cost_time=0:00:22.603325 2021-04-10 03:00:20,399 INFO : EVAL, epoch=0116, iter=00010/00040, fetch data time cost=0.31ms, fps=5220 images/s, loss=0.3623, top1-acc=90.35%, top5-acc=99.30%, remaining_time=0:00:01.471290, arrival_time=2021-04-10 03:00:21.870313, cost_time=0:00:00.490434 2021-04-10 03:00:20,770 INFO : EVAL, epoch=0116, iter=00020/00040, fetch data time cost=1.46ms, fps=6893 images/s, loss=0.3702, top1-acc=90.10%, top5-acc=99.41%, remaining_time=0:00:00.862280, arrival_time=2021-04-10 03:00:21.633099, cost_time=0:00:00.862272 2021-04-10 03:00:21,145 INFO : EVAL, epoch=0116, iter=00030/00040, fetch data time cost=1.85ms, fps=6845 images/s, loss=0.3680, top1-acc=89.84%, top5-acc=99.44%, remaining_time=0:00:00.412190, arrival_time=2021-04-10 03:00:21.557320, cost_time=0:00:01.236582 2021-04-10 03:00:21,479 INFO : EVAL, epoch=0116, iter=00040/00040, fetch data time cost=0.07ms, fps=6942 images/s, loss=0.3936, top1-acc=89.54%, top5-acc=99.38%, remaining_time=0:00:00, arrival_time=2021-04-10 03:00:21.479650, cost_time=0:00:01.571124 2021-04-10 03:00:21,960 INFO : Epoch=0116 complete, best val top1-acc=90.59%, top5-acc=99.67% (epoch=115), remaining_time=0:34:45.153084, arrival_time=2021-04-10 03:35:07.113557, cost_time=0:47:59.497169 2021-04-10 03:00:21,961 INFO : Train start, epoch=0117, lr=0.037566 2021-04-10 03:00:23,330 INFO : TRAIN, epoch=0117, iter=00010/00196, fetch data time cost=0.25ms, fps=1870 images/s, loss=0.1021, top1-acc=96.72%, top5-acc=99.88%, remaining_time=0:00:25.461540, arrival_time=2021-04-10 03:00:48.791687, cost_time=0:00:01.368901 2021-04-10 03:00:24,476 INFO : TRAIN, epoch=0117, iter=00020/00196, fetch data time cost=1.67ms, fps=2234 images/s, loss=0.0955, top1-acc=96.89%, top5-acc=99.94%, remaining_time=0:00:22.136928, arrival_time=2021-04-10 03:00:46.613689, cost_time=0:00:02.515570 2021-04-10 03:00:25,623 INFO : TRAIN, epoch=0117, iter=00030/00196, fetch data time cost=1.52ms, fps=2233 images/s, loss=0.0988, top1-acc=96.89%, top5-acc=99.93%, remaining_time=0:00:20.267438, arrival_time=2021-04-10 03:00:45.891357, cost_time=0:00:03.662790 2021-04-10 03:00:26,770 INFO : TRAIN, epoch=0117, iter=00040/00196, fetch data time cost=1.99ms, fps=2234 images/s, loss=0.0988, top1-acc=96.87%, top5-acc=99.93%, remaining_time=0:00:18.756504, arrival_time=2021-04-10 03:00:45.526984, cost_time=0:00:04.809364 2021-04-10 03:00:27,916 INFO : TRAIN, epoch=0117, iter=00050/00196, fetch data time cost=1.56ms, fps=2234 images/s, loss=0.0989, top1-acc=96.86%, top5-acc=99.95%, remaining_time=0:00:17.390644, arrival_time=2021-04-10 03:00:45.307560, cost_time=0:00:05.955719 2021-04-10 03:00:29,058 INFO : TRAIN, epoch=0117, iter=00060/00196, fetch data time cost=1.41ms, fps=2243 images/s, loss=0.0989, top1-acc=96.86%, top5-acc=99.94%, remaining_time=0:00:16.087712, arrival_time=2021-04-10 03:00:45.146363, cost_time=0:00:07.097522 2021-04-10 03:00:30,203 INFO : TRAIN, epoch=0117, iter=00070/00196, fetch data time cost=1.63ms, fps=2236 images/s, loss=0.1009, top1-acc=96.81%, top5-acc=99.93%, remaining_time=0:00:14.836752, arrival_time=2021-04-10 03:00:45.040548, cost_time=0:00:08.242669 2021-04-10 03:00:31,358 INFO : TRAIN, epoch=0117, iter=00080/00196, fetch data time cost=1.95ms, fps=2218 images/s, loss=0.1001, top1-acc=96.81%, top5-acc=99.93%, remaining_time=0:00:13.626172, arrival_time=2021-04-10 03:00:44.984883, cost_time=0:00:09.397398 2021-04-10 03:00:32,499 INFO : TRAIN, epoch=0117, iter=00090/00196, fetch data time cost=1.43ms, fps=2245 images/s, loss=0.0985, top1-acc=96.86%, top5-acc=99.93%, remaining_time=0:00:12.412282, arrival_time=2021-04-10 03:00:44.912120, cost_time=0:00:10.538709 2021-04-10 03:00:33,651 INFO : TRAIN, epoch=0117, iter=00100/00196, fetch data time cost=7.87ms, fps=2223 images/s, loss=0.0990, top1-acc=96.82%, top5-acc=99.93%, remaining_time=0:00:11.222880, arrival_time=2021-04-10 03:00:44.874677, cost_time=0:00:11.690481 2021-04-10 03:00:34,799 INFO : TRAIN, epoch=0117, iter=00110/00196, fetch data time cost=1.41ms, fps=2232 images/s, loss=0.1006, top1-acc=96.76%, top5-acc=99.93%, remaining_time=0:00:10.037404, arrival_time=2021-04-10 03:00:44.837234, cost_time=0:00:12.838550 2021-04-10 03:00:35,950 INFO : TRAIN, epoch=0117, iter=00120/00196, fetch data time cost=1.65ms, fps=2227 images/s, loss=0.1010, top1-acc=96.74%, top5-acc=99.93%, remaining_time=0:00:08.859548, arrival_time=2021-04-10 03:00:44.809651, cost_time=0:00:13.988706 2021-04-10 03:00:37,113 INFO : TRAIN, epoch=0117, iter=00130/00196, fetch data time cost=2.08ms, fps=2202 images/s, loss=0.1038, top1-acc=96.66%, top5-acc=99.93%, remaining_time=0:00:07.692762, arrival_time=2021-04-10 03:00:44.806422, cost_time=0:00:15.152445 2021-04-10 03:00:38,266 INFO : TRAIN, epoch=0117, iter=00140/00196, fetch data time cost=1.36ms, fps=2221 images/s, loss=0.1038, top1-acc=96.67%, top5-acc=99.94%, remaining_time=0:00:06.522264, arrival_time=2021-04-10 03:00:44.789051, cost_time=0:00:16.305596 2021-04-10 03:00:39,408 INFO : TRAIN, epoch=0117, iter=00150/00196, fetch data time cost=1.47ms, fps=2244 images/s, loss=0.1056, top1-acc=96.64%, top5-acc=99.94%, remaining_time=0:00:05.350398, arrival_time=2021-04-10 03:00:44.758491, cost_time=0:00:17.446895 2021-04-10 03:00:40,552 INFO : TRAIN, epoch=0117, iter=00160/00196, fetch data time cost=1.87ms, fps=2238 images/s, loss=0.1060, top1-acc=96.63%, top5-acc=99.94%, remaining_time=0:00:04.183092, arrival_time=2021-04-10 03:00:44.735756, cost_time=0:00:18.591542 2021-04-10 03:00:41,695 INFO : TRAIN, epoch=0117, iter=00170/00196, fetch data time cost=1.45ms, fps=2242 images/s, loss=0.1058, top1-acc=96.65%, top5-acc=99.94%, remaining_time=0:00:03.018132, arrival_time=2021-04-10 03:00:44.713217, cost_time=0:00:19.733898 2021-04-10 03:00:42,842 INFO : TRAIN, epoch=0117, iter=00180/00196, fetch data time cost=1.65ms, fps=2232 images/s, loss=0.1062, top1-acc=96.66%, top5-acc=99.94%, remaining_time=0:00:01.856112, arrival_time=2021-04-10 03:00:44.698551, cost_time=0:00:20.881260 2021-04-10 03:00:43,986 INFO : TRAIN, epoch=0117, iter=00190/00196, fetch data time cost=1.29ms, fps=2239 images/s, loss=0.1063, top1-acc=96.64%, top5-acc=99.94%, remaining_time=0:00:00.695526, arrival_time=2021-04-10 03:00:44.681641, cost_time=0:00:22.024993 2021-04-10 03:00:44,599 INFO : TRAIN, epoch=0117, iter=00196/00196, fetch data time cost=0.08ms, fps=2218 images/s, loss=0.1061, top1-acc=96.63%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-10 03:00:44.599749, cost_time=0:00:22.638635 2021-04-10 03:00:45,093 INFO : EVAL, epoch=0117, iter=00010/00040, fetch data time cost=1.77ms, fps=5190 images/s, loss=0.3669, top1-acc=89.49%, top5-acc=99.37%, remaining_time=0:00:01.479750, arrival_time=2021-04-10 03:00:46.573663, cost_time=0:00:00.493249 2021-04-10 03:00:45,463 INFO : EVAL, epoch=0117, iter=00020/00040, fetch data time cost=1.41ms, fps=6943 images/s, loss=0.3730, top1-acc=89.61%, top5-acc=99.49%, remaining_time=0:00:00.862320, arrival_time=2021-04-10 03:00:46.325299, cost_time=0:00:00.862316 2021-04-10 03:00:45,836 INFO : EVAL, epoch=0117, iter=00030/00040, fetch data time cost=1.49ms, fps=6869 images/s, loss=0.3887, top1-acc=89.34%, top5-acc=99.53%, remaining_time=0:00:00.411790, arrival_time=2021-04-10 03:00:46.247833, cost_time=0:00:01.235381 2021-04-10 03:00:46,174 INFO : EVAL, epoch=0117, iter=00040/00040, fetch data time cost=0.08ms, fps=6868 images/s, loss=0.3813, top1-acc=89.23%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-10 03:00:46.174149, cost_time=0:00:01.573512 2021-04-10 03:00:46,623 INFO : Epoch=0117 complete, best val top1-acc=90.59%, top5-acc=99.67% (epoch=115), remaining_time=0:34:20.216206, arrival_time=2021-04-10 03:35:06.839724, cost_time=0:48:24.160216 2021-04-10 03:00:46,624 INFO : Train start, epoch=0118, lr=0.036806 2021-04-10 03:00:47,941 INFO : TRAIN, epoch=0118, iter=00010/00196, fetch data time cost=2.42ms, fps=1944 images/s, loss=0.1041, top1-acc=96.95%, top5-acc=99.96%, remaining_time=0:00:24.499548, arrival_time=2021-04-10 03:01:12.440950, cost_time=0:00:01.317184 2021-04-10 03:00:49,083 INFO : TRAIN, epoch=0118, iter=00020/00196, fetch data time cost=1.53ms, fps=2243 images/s, loss=0.1039, top1-acc=96.72%, top5-acc=99.94%, remaining_time=0:00:21.640960, arrival_time=2021-04-10 03:01:10.724369, cost_time=0:00:02.459210 2021-04-10 03:00:50,229 INFO : TRAIN, epoch=0118, iter=00030/00196, fetch data time cost=1.56ms, fps=2235 images/s, loss=0.1014, top1-acc=96.80%, top5-acc=99.95%, remaining_time=0:00:19.947722, arrival_time=2021-04-10 03:01:10.176991, cost_time=0:00:03.604999 2021-04-10 03:00:51,378 INFO : TRAIN, epoch=0118, iter=00040/00196, fetch data time cost=1.42ms, fps=2230 images/s, loss=0.0990, top1-acc=96.76%, top5-acc=99.94%, remaining_time=0:00:18.540444, arrival_time=2021-04-10 03:01:09.918594, cost_time=0:00:04.753950 2021-04-10 03:00:52,526 INFO : TRAIN, epoch=0118, iter=00050/00196, fetch data time cost=1.38ms, fps=2229 images/s, loss=0.0974, top1-acc=96.83%, top5-acc=99.94%, remaining_time=0:00:17.236030, arrival_time=2021-04-10 03:01:09.762944, cost_time=0:00:05.902762 2021-04-10 03:00:53,680 INFO : TRAIN, epoch=0118, iter=00060/00196, fetch data time cost=1.84ms, fps=2220 images/s, loss=0.0960, top1-acc=96.90%, top5-acc=99.94%, remaining_time=0:00:15.993872, arrival_time=2021-04-10 03:01:09.674287, cost_time=0:00:07.056145 2021-04-10 03:00:54,824 INFO : TRAIN, epoch=0118, iter=00070/00196, fetch data time cost=1.46ms, fps=2240 images/s, loss=0.0949, top1-acc=96.93%, top5-acc=99.95%, remaining_time=0:00:14.759892, arrival_time=2021-04-10 03:01:09.583996, cost_time=0:00:08.199949 2021-04-10 03:00:55,975 INFO : TRAIN, epoch=0118, iter=00080/00196, fetch data time cost=8.20ms, fps=2224 images/s, loss=0.0940, top1-acc=96.94%, top5-acc=99.96%, remaining_time=0:00:13.559240, arrival_time=2021-04-10 03:01:09.534589, cost_time=0:00:09.351193 2021-04-10 03:00:57,127 INFO : TRAIN, epoch=0118, iter=00090/00196, fetch data time cost=1.40ms, fps=2223 images/s, loss=0.0924, top1-acc=96.98%, top5-acc=99.96%, remaining_time=0:00:12.370624, arrival_time=2021-04-10 03:01:09.498094, cost_time=0:00:10.503322 2021-04-10 03:00:58,270 INFO : TRAIN, epoch=0118, iter=00100/00196, fetch data time cost=1.45ms, fps=2241 images/s, loss=0.0929, top1-acc=96.94%, top5-acc=99.96%, remaining_time=0:00:11.180160, arrival_time=2021-04-10 03:01:09.450304, cost_time=0:00:11.646002 2021-04-10 03:00:59,410 INFO : TRAIN, epoch=0118, iter=00110/00196, fetch data time cost=1.40ms, fps=2246 images/s, loss=0.0930, top1-acc=96.95%, top5-acc=99.95%, remaining_time=0:00:09.996468, arrival_time=2021-04-10 03:01:09.406794, cost_time=0:00:12.786132 2021-04-10 03:01:00,559 INFO : TRAIN, epoch=0118, iter=00120/00196, fetch data time cost=2.18ms, fps=2229 images/s, loss=0.0932, top1-acc=96.94%, top5-acc=99.96%, remaining_time=0:00:08.825728, arrival_time=2021-04-10 03:01:09.385369, cost_time=0:00:13.935365 2021-04-10 03:01:01,703 INFO : TRAIN, epoch=0118, iter=00130/00196, fetch data time cost=1.41ms, fps=2240 images/s, loss=0.0956, top1-acc=96.89%, top5-acc=99.94%, remaining_time=0:00:07.655472, arrival_time=2021-04-10 03:01:09.358631, cost_time=0:00:15.078967 2021-04-10 03:01:02,846 INFO : TRAIN, epoch=0118, iter=00140/00196, fetch data time cost=1.99ms, fps=2240 images/s, loss=0.0961, top1-acc=96.84%, top5-acc=99.94%, remaining_time=0:00:06.488832, arrival_time=2021-04-10 03:01:09.335096, cost_time=0:00:16.222078 2021-04-10 03:01:03,989 INFO : TRAIN, epoch=0118, iter=00150/00196, fetch data time cost=1.42ms, fps=2240 images/s, loss=0.0966, top1-acc=96.84%, top5-acc=99.94%, remaining_time=0:00:05.325420, arrival_time=2021-04-10 03:01:09.315074, cost_time=0:00:17.365508 2021-04-10 03:01:05,131 INFO : TRAIN, epoch=0118, iter=00160/00196, fetch data time cost=2.05ms, fps=2242 images/s, loss=0.0971, top1-acc=96.81%, top5-acc=99.94%, remaining_time=0:00:04.164228, arrival_time=2021-04-10 03:01:09.296156, cost_time=0:00:18.507737 2021-04-10 03:01:06,285 INFO : TRAIN, epoch=0118, iter=00170/00196, fetch data time cost=1.93ms, fps=2219 images/s, loss=0.0992, top1-acc=96.75%, top5-acc=99.94%, remaining_time=0:00:03.007082, arrival_time=2021-04-10 03:01:09.292907, cost_time=0:00:19.661683 2021-04-10 03:01:07,456 INFO : TRAIN, epoch=0118, iter=00180/00196, fetch data time cost=1.69ms, fps=2188 images/s, loss=0.0997, top1-acc=96.76%, top5-acc=99.94%, remaining_time=0:00:01.851760, arrival_time=2021-04-10 03:01:09.308189, cost_time=0:00:20.832275 2021-04-10 03:01:08,605 INFO : TRAIN, epoch=0118, iter=00190/00196, fetch data time cost=1.45ms, fps=2229 images/s, loss=0.0999, top1-acc=96.74%, top5-acc=99.94%, remaining_time=0:00:00.694140, arrival_time=2021-04-10 03:01:09.299447, cost_time=0:00:21.981089 2021-04-10 03:01:09,219 INFO : TRAIN, epoch=0118, iter=00196/00196, fetch data time cost=1.36ms, fps=2215 images/s, loss=0.1000, top1-acc=96.74%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-10 03:01:09.219745, cost_time=0:00:22.595594 2021-04-10 03:01:09,692 INFO : EVAL, epoch=0118, iter=00010/00040, fetch data time cost=8.61ms, fps=5427 images/s, loss=0.4253, top1-acc=87.93%, top5-acc=99.37%, remaining_time=0:00:01.414980, arrival_time=2021-04-10 03:01:11.107568, cost_time=0:00:00.471665 2021-04-10 03:01:10,062 INFO : EVAL, epoch=0118, iter=00020/00040, fetch data time cost=2.06ms, fps=6941 images/s, loss=0.4143, top1-acc=88.09%, top5-acc=99.32%, remaining_time=0:00:00.841060, arrival_time=2021-04-10 03:01:10.902995, cost_time=0:00:00.841064 2021-04-10 03:01:10,432 INFO : EVAL, epoch=0118, iter=00030/00040, fetch data time cost=1.27ms, fps=6914 images/s, loss=0.4149, top1-acc=88.07%, top5-acc=99.39%, remaining_time=0:00:00.403980, arrival_time=2021-04-10 03:01:10.836765, cost_time=0:00:01.211930 2021-04-10 03:01:10,774 INFO : EVAL, epoch=0118, iter=00040/00040, fetch data time cost=0.07ms, fps=6807 images/s, loss=0.4183, top1-acc=87.94%, top5-acc=99.28%, remaining_time=0:00:00, arrival_time=2021-04-10 03:01:10.774031, cost_time=0:00:01.553242 2021-04-10 03:01:11,274 INFO : Epoch=0118 complete, best val top1-acc=90.59%, top5-acc=99.67% (epoch=115), remaining_time=0:33:55.275670, arrival_time=2021-04-10 03:35:06.550362, cost_time=0:48:48.811362 2021-04-10 03:01:11,275 INFO : Train start, epoch=0119, lr=0.036050 2021-04-10 03:01:12,620 INFO : TRAIN, epoch=0119, iter=00010/00196, fetch data time cost=0.25ms, fps=1904 images/s, loss=0.1057, top1-acc=96.72%, top5-acc=99.92%, remaining_time=0:00:25.012164, arrival_time=2021-04-10 03:01:37.632544, cost_time=0:00:01.344740 2021-04-10 03:01:13,765 INFO : TRAIN, epoch=0119, iter=00020/00196, fetch data time cost=1.53ms, fps=2237 images/s, loss=0.1109, top1-acc=96.45%, top5-acc=99.90%, remaining_time=0:00:21.909184, arrival_time=2021-04-10 03:01:35.674403, cost_time=0:00:02.489671 2021-04-10 03:01:14,910 INFO : TRAIN, epoch=0119, iter=00030/00196, fetch data time cost=1.62ms, fps=2237 images/s, loss=0.1064, top1-acc=96.61%, top5-acc=99.92%, remaining_time=0:00:20.109904, arrival_time=2021-04-10 03:01:35.019911, cost_time=0:00:03.634320 2021-04-10 03:01:16,060 INFO : TRAIN, epoch=0119, iter=00040/00196, fetch data time cost=1.93ms, fps=2227 images/s, loss=0.0995, top1-acc=96.80%, top5-acc=99.94%, remaining_time=0:00:18.661032, arrival_time=2021-04-10 03:01:34.721463, cost_time=0:00:04.784879 2021-04-10 03:01:17,201 INFO : TRAIN, epoch=0119, iter=00050/00196, fetch data time cost=1.45ms, fps=2244 images/s, loss=0.0986, top1-acc=96.84%, top5-acc=99.94%, remaining_time=0:00:17.303920, arrival_time=2021-04-10 03:01:34.505598, cost_time=0:00:05.925996 2021-04-10 03:01:18,343 INFO : TRAIN, epoch=0119, iter=00060/00196, fetch data time cost=1.56ms, fps=2244 images/s, loss=0.1009, top1-acc=96.78%, top5-acc=99.92%, remaining_time=0:00:16.019848, arrival_time=2021-04-10 03:01:34.363002, cost_time=0:00:07.067594 2021-04-10 03:01:19,487 INFO : TRAIN, epoch=0119, iter=00070/00196, fetch data time cost=1.86ms, fps=2238 images/s, loss=0.0983, top1-acc=96.78%, top5-acc=99.93%, remaining_time=0:00:14.781060, arrival_time=2021-04-10 03:01:34.268338, cost_time=0:00:08.211732 2021-04-10 03:01:20,628 INFO : TRAIN, epoch=0119, iter=00080/00196, fetch data time cost=1.94ms, fps=2245 images/s, loss=0.0992, top1-acc=96.72%, top5-acc=99.93%, remaining_time=0:00:13.560980, arrival_time=2021-04-10 03:01:34.188955, cost_time=0:00:09.352425 2021-04-10 03:01:21,777 INFO : TRAIN, epoch=0119, iter=00090/00196, fetch data time cost=1.97ms, fps=2227 images/s, loss=0.1002, top1-acc=96.63%, top5-acc=99.92%, remaining_time=0:00:12.369458, arrival_time=2021-04-10 03:01:34.147364, cost_time=0:00:10.502357 2021-04-10 03:01:22,929 INFO : TRAIN, epoch=0119, iter=00100/00196, fetch data time cost=1.42ms, fps=2225 images/s, loss=0.1010, top1-acc=96.62%, top5-acc=99.92%, remaining_time=0:00:11.187264, arrival_time=2021-04-10 03:01:34.116296, cost_time=0:00:11.653414 2021-04-10 03:01:24,073 INFO : TRAIN, epoch=0119, iter=00110/00196, fetch data time cost=2.28ms, fps=2238 images/s, loss=0.1011, top1-acc=96.62%, top5-acc=99.92%, remaining_time=0:00:10.005670, arrival_time=2021-04-10 03:01:34.079246, cost_time=0:00:12.797899 2021-04-10 03:01:25,219 INFO : TRAIN, epoch=0119, iter=00120/00196, fetch data time cost=2.00ms, fps=2236 images/s, loss=0.1016, top1-acc=96.60%, top5-acc=99.93%, remaining_time=0:00:08.831048, arrival_time=2021-04-10 03:01:34.050442, cost_time=0:00:13.943789 2021-04-10 03:01:26,370 INFO : TRAIN, epoch=0119, iter=00130/00196, fetch data time cost=1.50ms, fps=2226 images/s, loss=0.1015, top1-acc=96.60%, top5-acc=99.93%, remaining_time=0:00:07.663590, arrival_time=2021-04-10 03:01:34.034105, cost_time=0:00:15.094967 2021-04-10 03:01:27,516 INFO : TRAIN, epoch=0119, iter=00140/00196, fetch data time cost=1.39ms, fps=2236 images/s, loss=0.1010, top1-acc=96.63%, top5-acc=99.93%, remaining_time=0:00:06.496168, arrival_time=2021-04-10 03:01:34.012161, cost_time=0:00:16.240378 2021-04-10 03:01:28,659 INFO : TRAIN, epoch=0119, iter=00150/00196, fetch data time cost=1.42ms, fps=2241 images/s, loss=0.1001, top1-acc=96.67%, top5-acc=99.93%, remaining_time=0:00:05.330940, arrival_time=2021-04-10 03:01:33.990037, cost_time=0:00:17.383539 2021-04-10 03:01:29,800 INFO : TRAIN, epoch=0119, iter=00160/00196, fetch data time cost=1.64ms, fps=2243 images/s, loss=0.1007, top1-acc=96.67%, top5-acc=99.93%, remaining_time=0:00:04.168224, arrival_time=2021-04-10 03:01:33.969141, cost_time=0:00:18.525362 2021-04-10 03:01:30,944 INFO : TRAIN, epoch=0119, iter=00170/00196, fetch data time cost=2.04ms, fps=2239 images/s, loss=0.0996, top1-acc=96.70%, top5-acc=99.94%, remaining_time=0:00:03.008200, arrival_time=2021-04-10 03:01:33.952744, cost_time=0:00:19.668933 2021-04-10 03:01:32,107 INFO : TRAIN, epoch=0119, iter=00180/00196, fetch data time cost=2.53ms, fps=2202 images/s, loss=0.1007, top1-acc=96.67%, top5-acc=99.94%, remaining_time=0:00:01.851712, arrival_time=2021-04-10 03:01:33.959164, cost_time=0:00:20.831830 2021-04-10 03:01:33,254 INFO : TRAIN, epoch=0119, iter=00190/00196, fetch data time cost=1.44ms, fps=2233 images/s, loss=0.1025, top1-acc=96.62%, top5-acc=99.94%, remaining_time=0:00:00.694068, arrival_time=2021-04-10 03:01:33.948398, cost_time=0:00:21.978767 2021-04-10 03:01:33,870 INFO : TRAIN, epoch=0119, iter=00196/00196, fetch data time cost=2.29ms, fps=2210 images/s, loss=0.1034, top1-acc=96.61%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-10 03:01:33.870368, cost_time=0:00:22.594706 2021-04-10 03:01:34,360 INFO : EVAL, epoch=0119, iter=00010/00040, fetch data time cost=1.58ms, fps=5234 images/s, loss=0.4125, top1-acc=88.09%, top5-acc=99.37%, remaining_time=0:00:01.467210, arrival_time=2021-04-10 03:01:35.828049, cost_time=0:00:00.489073 2021-04-10 03:01:34,729 INFO : EVAL, epoch=0119, iter=00020/00040, fetch data time cost=1.31ms, fps=6951 images/s, loss=0.4110, top1-acc=88.67%, top5-acc=99.22%, remaining_time=0:00:00.857720, arrival_time=2021-04-10 03:01:35.587208, cost_time=0:00:00.857727 2021-04-10 03:01:35,100 INFO : EVAL, epoch=0119, iter=00030/00040, fetch data time cost=2.00ms, fps=6907 images/s, loss=0.3926, top1-acc=89.10%, top5-acc=99.19%, remaining_time=0:00:00.409560, arrival_time=2021-04-10 03:01:35.510034, cost_time=0:00:01.228672 2021-04-10 03:01:35,441 INFO : EVAL, epoch=0119, iter=00040/00040, fetch data time cost=0.07ms, fps=6807 images/s, loss=0.3962, top1-acc=89.01%, top5-acc=99.20%, remaining_time=0:00:00, arrival_time=2021-04-10 03:01:35.441709, cost_time=0:00:01.569973 2021-04-10 03:01:35,980 INFO : Epoch=0119 complete, best val top1-acc=90.59%, top5-acc=99.67% (epoch=115), remaining_time=0:33:30.377394, arrival_time=2021-04-10 03:35:06.358164, cost_time=0:49:13.517456 2021-04-10 03:01:35,981 INFO : Train start, epoch=0120, lr=0.035298 2021-04-10 03:01:37,333 INFO : TRAIN, epoch=0120, iter=00010/00196, fetch data time cost=2.48ms, fps=1894 images/s, loss=0.1058, top1-acc=96.52%, top5-acc=99.88%, remaining_time=0:00:25.143480, arrival_time=2021-04-10 03:02:02.476945, cost_time=0:00:01.351800 2021-04-10 03:01:38,476 INFO : TRAIN, epoch=0120, iter=00020/00196, fetch data time cost=1.54ms, fps=2241 images/s, loss=0.1059, top1-acc=96.66%, top5-acc=99.90%, remaining_time=0:00:21.955296, arrival_time=2021-04-10 03:02:00.431832, cost_time=0:00:02.494910 2021-04-10 03:01:39,621 INFO : TRAIN, epoch=0120, iter=00030/00196, fetch data time cost=1.97ms, fps=2236 images/s, loss=0.1017, top1-acc=96.80%, top5-acc=99.93%, remaining_time=0:00:20.143104, arrival_time=2021-04-10 03:01:59.765019, cost_time=0:00:03.640310 2021-04-10 03:01:40,769 INFO : TRAIN, epoch=0120, iter=00040/00196, fetch data time cost=2.10ms, fps=2233 images/s, loss=0.0974, top1-acc=96.86%, top5-acc=99.92%, remaining_time=0:00:18.671328, arrival_time=2021-04-10 03:01:59.440412, cost_time=0:00:04.787535 2021-04-10 03:01:41,908 INFO : TRAIN, epoch=0120, iter=00050/00196, fetch data time cost=1.38ms, fps=2248 images/s, loss=0.0982, top1-acc=96.79%, top5-acc=99.94%, remaining_time=0:00:17.306840, arrival_time=2021-04-10 03:01:59.215373, cost_time=0:00:05.926982 2021-04-10 03:01:43,050 INFO : TRAIN, epoch=0120, iter=00060/00196, fetch data time cost=1.45ms, fps=2242 images/s, loss=0.1031, top1-acc=96.63%, top5-acc=99.94%, remaining_time=0:00:16.023656, arrival_time=2021-04-10 03:01:59.074527, cost_time=0:00:07.069265 2021-04-10 03:01:44,198 INFO : TRAIN, epoch=0120, iter=00070/00196, fetch data time cost=1.41ms, fps=2233 images/s, loss=0.1017, top1-acc=96.69%, top5-acc=99.94%, remaining_time=0:00:14.789502, arrival_time=2021-04-10 03:01:58.987462, cost_time=0:00:08.216414 2021-04-10 03:01:45,344 INFO : TRAIN, epoch=0120, iter=00080/00196, fetch data time cost=1.59ms, fps=2234 images/s, loss=0.1006, top1-acc=96.71%, top5-acc=99.94%, remaining_time=0:00:13.575828, arrival_time=2021-04-10 03:01:58.919979, cost_time=0:00:09.362611 2021-04-10 03:01:46,489 INFO : TRAIN, epoch=0120, iter=00090/00196, fetch data time cost=1.39ms, fps=2236 images/s, loss=0.0994, top1-acc=96.74%, top5-acc=99.93%, remaining_time=0:00:12.376136, arrival_time=2021-04-10 03:01:58.865701, cost_time=0:00:10.508023 2021-04-10 03:01:47,632 INFO : TRAIN, epoch=0120, iter=00100/00196, fetch data time cost=1.36ms, fps=2240 images/s, loss=0.0994, top1-acc=96.76%, top5-acc=99.94%, remaining_time=0:00:11.185152, arrival_time=2021-04-10 03:01:58.817917, cost_time=0:00:11.651226 2021-04-10 03:01:48,773 INFO : TRAIN, epoch=0120, iter=00110/00196, fetch data time cost=1.90ms, fps=2245 images/s, loss=0.0985, top1-acc=96.81%, top5-acc=99.95%, remaining_time=0:00:10.001112, arrival_time=2021-04-10 03:01:58.774786, cost_time=0:00:12.792066 2021-04-10 03:01:49,916 INFO : TRAIN, epoch=0120, iter=00120/00196, fetch data time cost=1.37ms, fps=2241 images/s, loss=0.0994, top1-acc=96.79%, top5-acc=99.95%, remaining_time=0:00:08.825652, arrival_time=2021-04-10 03:01:58.742438, cost_time=0:00:13.935208 2021-04-10 03:01:51,064 INFO : TRAIN, epoch=0120, iter=00130/00196, fetch data time cost=1.39ms, fps=2232 images/s, loss=0.0997, top1-acc=96.79%, top5-acc=99.95%, remaining_time=0:00:07.657254, arrival_time=2021-04-10 03:01:58.721315, cost_time=0:00:15.082506 2021-04-10 03:01:52,208 INFO : TRAIN, epoch=0120, iter=00140/00196, fetch data time cost=1.99ms, fps=2239 images/s, loss=0.0998, top1-acc=96.80%, top5-acc=99.95%, remaining_time=0:00:06.490568, arrival_time=2021-04-10 03:01:58.698594, cost_time=0:00:16.226487 2021-04-10 03:01:53,350 INFO : TRAIN, epoch=0120, iter=00150/00196, fetch data time cost=1.46ms, fps=2242 images/s, loss=0.0995, top1-acc=96.81%, top5-acc=99.95%, remaining_time=0:00:05.326386, arrival_time=2021-04-10 03:01:58.676586, cost_time=0:00:17.368664 2021-04-10 03:01:54,493 INFO : TRAIN, epoch=0120, iter=00160/00196, fetch data time cost=1.56ms, fps=2239 images/s, loss=0.1003, top1-acc=96.80%, top5-acc=99.95%, remaining_time=0:00:04.165236, arrival_time=2021-04-10 03:01:58.658946, cost_time=0:00:18.512183 2021-04-10 03:01:55,636 INFO : TRAIN, epoch=0120, iter=00170/00196, fetch data time cost=1.87ms, fps=2241 images/s, loss=0.1006, top1-acc=96.78%, top5-acc=99.94%, remaining_time=0:00:03.006042, arrival_time=2021-04-10 03:01:58.642496, cost_time=0:00:19.654872 2021-04-10 03:01:56,778 INFO : TRAIN, epoch=0120, iter=00180/00196, fetch data time cost=1.55ms, fps=2242 images/s, loss=0.1007, top1-acc=96.76%, top5-acc=99.95%, remaining_time=0:00:01.848624, arrival_time=2021-04-10 03:01:58.627237, cost_time=0:00:20.797027 2021-04-10 03:01:57,931 INFO : TRAIN, epoch=0120, iter=00190/00196, fetch data time cost=1.39ms, fps=2222 images/s, loss=0.1006, top1-acc=96.77%, top5-acc=99.95%, remaining_time=0:00:00.693150, arrival_time=2021-04-10 03:01:58.624531, cost_time=0:00:21.949841 2021-04-10 03:01:58,546 INFO : TRAIN, epoch=0120, iter=00196/00196, fetch data time cost=0.08ms, fps=2211 images/s, loss=0.1003, top1-acc=96.78%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-10 03:01:58.546934, cost_time=0:00:22.565387 2021-04-10 03:01:58,996 INFO : EVAL, epoch=0120, iter=00010/00040, fetch data time cost=0.37ms, fps=5705 images/s, loss=0.3425, top1-acc=90.20%, top5-acc=99.61%, remaining_time=0:00:01.346190, arrival_time=2021-04-10 03:02:00.342885, cost_time=0:00:00.448734 2021-04-10 03:01:59,366 INFO : EVAL, epoch=0120, iter=00020/00040, fetch data time cost=2.12ms, fps=6926 images/s, loss=0.3363, top1-acc=90.12%, top5-acc=99.51%, remaining_time=0:00:00.818700, arrival_time=2021-04-10 03:02:00.185391, cost_time=0:00:00.818705 2021-04-10 03:01:59,748 INFO : EVAL, epoch=0120, iter=00030/00040, fetch data time cost=1.75ms, fps=6721 images/s, loss=0.3378, top1-acc=90.07%, top5-acc=99.44%, remaining_time=0:00:00.400020, arrival_time=2021-04-10 03:02:00.148036, cost_time=0:00:01.200057 2021-04-10 03:02:00,097 INFO : EVAL, epoch=0120, iter=00040/00040, fetch data time cost=0.07ms, fps=6643 images/s, loss=0.3378, top1-acc=90.13%, top5-acc=99.44%, remaining_time=0:00:00, arrival_time=2021-04-10 03:02:00.097555, cost_time=0:00:01.549626 2021-04-10 03:02:00,614 INFO : Epoch=0120 complete, best val top1-acc=90.59%, top5-acc=99.67% (epoch=115), remaining_time=0:33:05.434080, arrival_time=2021-04-10 03:35:06.048461, cost_time=0:49:38.151081 2021-04-10 03:02:00,614 INFO : Train start, epoch=0121, lr=0.034549 2021-04-10 03:02:01,976 INFO : TRAIN, epoch=0121, iter=00010/00196, fetch data time cost=0.25ms, fps=1881 images/s, loss=0.0948, top1-acc=97.11%, top5-acc=99.96%, remaining_time=0:00:25.315344, arrival_time=2021-04-10 03:02:27.291443, cost_time=0:00:01.361037 2021-04-10 03:02:03,124 INFO : TRAIN, epoch=0121, iter=00020/00196, fetch data time cost=1.62ms, fps=2230 images/s, loss=0.0967, top1-acc=97.01%, top5-acc=99.92%, remaining_time=0:00:22.083776, arrival_time=2021-04-10 03:02:25.208367, cost_time=0:00:02.509516 2021-04-10 03:02:04,270 INFO : TRAIN, epoch=0121, iter=00030/00196, fetch data time cost=1.37ms, fps=2235 images/s, loss=0.0939, top1-acc=97.02%, top5-acc=99.93%, remaining_time=0:00:20.228262, arrival_time=2021-04-10 03:02:24.499034, cost_time=0:00:03.655724 2021-04-10 03:02:05,414 INFO : TRAIN, epoch=0121, iter=00040/00196, fetch data time cost=1.44ms, fps=2243 images/s, loss=0.0934, top1-acc=97.02%, top5-acc=99.94%, remaining_time=0:00:18.710172, arrival_time=2021-04-10 03:02:24.122668, cost_time=0:00:04.797492 2021-04-10 03:02:06,574 INFO : TRAIN, epoch=0121, iter=00050/00196, fetch data time cost=1.81ms, fps=2208 images/s, loss=0.0890, top1-acc=97.11%, top5-acc=99.95%, remaining_time=0:00:17.402032, arrival_time=2021-04-10 03:02:23.976755, cost_time=0:00:05.959592 2021-04-10 03:02:07,738 INFO : TRAIN, epoch=0121, iter=00060/00196, fetch data time cost=1.89ms, fps=2200 images/s, loss=0.0886, top1-acc=97.17%, top5-acc=99.93%, remaining_time=0:00:16.147416, arrival_time=2021-04-10 03:02:23.886267, cost_time=0:00:07.123839 2021-04-10 03:02:08,885 INFO : TRAIN, epoch=0121, iter=00070/00196, fetch data time cost=1.43ms, fps=2234 images/s, loss=0.0910, top1-acc=97.10%, top5-acc=99.94%, remaining_time=0:00:14.886270, arrival_time=2021-04-10 03:02:23.771531, cost_time=0:00:08.270139 2021-04-10 03:02:10,029 INFO : TRAIN, epoch=0121, iter=00080/00196, fetch data time cost=1.77ms, fps=2239 images/s, loss=0.0923, top1-acc=97.08%, top5-acc=99.93%, remaining_time=0:00:13.650416, arrival_time=2021-04-10 03:02:23.679510, cost_time=0:00:09.414104 2021-04-10 03:02:11,169 INFO : TRAIN, epoch=0121, iter=00090/00196, fetch data time cost=1.40ms, fps=2246 images/s, loss=0.0930, top1-acc=97.05%, top5-acc=99.93%, remaining_time=0:00:12.430514, arrival_time=2021-04-10 03:02:23.599721, cost_time=0:00:10.554215 2021-04-10 03:02:12,317 INFO : TRAIN, epoch=0121, iter=00100/00196, fetch data time cost=1.47ms, fps=2230 images/s, loss=0.0925, top1-acc=97.04%, top5-acc=99.92%, remaining_time=0:00:11.234400, arrival_time=2021-04-10 03:02:23.552028, cost_time=0:00:11.702532 2021-04-10 03:02:13,463 INFO : TRAIN, epoch=0121, iter=00110/00196, fetch data time cost=1.58ms, fps=2236 images/s, loss=0.0931, top1-acc=97.02%, top5-acc=99.92%, remaining_time=0:00:10.044886, arrival_time=2021-04-10 03:02:23.508055, cost_time=0:00:12.848121 2021-04-10 03:02:14,611 INFO : TRAIN, epoch=0121, iter=00120/00196, fetch data time cost=1.58ms, fps=2230 images/s, loss=0.0933, top1-acc=97.00%, top5-acc=99.92%, remaining_time=0:00:08.864412, arrival_time=2021-04-10 03:02:23.475877, cost_time=0:00:13.996465 2021-04-10 03:02:15,759 INFO : TRAIN, epoch=0121, iter=00130/00196, fetch data time cost=1.39ms, fps=2231 images/s, loss=0.0936, top1-acc=96.98%, top5-acc=99.92%, remaining_time=0:00:07.688670, arrival_time=2021-04-10 03:02:23.448009, cost_time=0:00:15.144295 2021-04-10 03:02:16,900 INFO : TRAIN, epoch=0121, iter=00140/00196, fetch data time cost=1.41ms, fps=2244 images/s, loss=0.0927, top1-acc=97.01%, top5-acc=99.93%, remaining_time=0:00:06.514312, arrival_time=2021-04-10 03:02:23.415077, cost_time=0:00:16.285766 2021-04-10 03:02:18,046 INFO : TRAIN, epoch=0121, iter=00150/00196, fetch data time cost=1.35ms, fps=2236 images/s, loss=0.0934, top1-acc=96.96%, top5-acc=99.93%, remaining_time=0:00:05.345568, arrival_time=2021-04-10 03:02:23.391806, cost_time=0:00:17.431160 2021-04-10 03:02:19,192 INFO : TRAIN, epoch=0121, iter=00160/00196, fetch data time cost=1.83ms, fps=2234 images/s, loss=0.0944, top1-acc=96.94%, top5-acc=99.93%, remaining_time=0:00:04.179960, arrival_time=2021-04-10 03:02:23.372515, cost_time=0:00:18.577543 2021-04-10 03:02:20,336 INFO : TRAIN, epoch=0121, iter=00170/00196, fetch data time cost=1.61ms, fps=2238 images/s, loss=0.0946, top1-acc=96.93%, top5-acc=99.94%, remaining_time=0:00:03.016260, arrival_time=2021-04-10 03:02:23.352946, cost_time=0:00:19.721675 2021-04-10 03:02:21,482 INFO : TRAIN, epoch=0121, iter=00180/00196, fetch data time cost=1.63ms, fps=2235 images/s, loss=0.0951, top1-acc=96.92%, top5-acc=99.93%, remaining_time=0:00:01.854896, arrival_time=2021-04-10 03:02:23.337575, cost_time=0:00:20.867634 2021-04-10 03:02:22,622 INFO : TRAIN, epoch=0121, iter=00190/00196, fetch data time cost=1.49ms, fps=2246 images/s, loss=0.0954, top1-acc=96.92%, top5-acc=99.94%, remaining_time=0:00:00.694980, arrival_time=2021-04-10 03:02:23.317713, cost_time=0:00:22.007734 2021-04-10 03:02:23,236 INFO : TRAIN, epoch=0121, iter=00196/00196, fetch data time cost=1.42ms, fps=2218 images/s, loss=0.0955, top1-acc=96.92%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-10 03:02:23.236321, cost_time=0:00:22.621322 2021-04-10 03:02:23,715 INFO : EVAL, epoch=0121, iter=00010/00040, fetch data time cost=0.29ms, fps=5355 images/s, loss=0.3537, top1-acc=90.55%, top5-acc=99.49%, remaining_time=0:00:01.434060, arrival_time=2021-04-10 03:02:25.149350, cost_time=0:00:00.478018 2021-04-10 03:02:24,088 INFO : EVAL, epoch=0121, iter=00020/00040, fetch data time cost=1.52ms, fps=6867 images/s, loss=0.3544, top1-acc=90.45%, top5-acc=99.36%, remaining_time=0:00:00.851140, arrival_time=2021-04-10 03:02:24.939589, cost_time=0:00:00.851141 2021-04-10 03:02:24,458 INFO : EVAL, epoch=0121, iter=00030/00040, fetch data time cost=1.35ms, fps=6919 images/s, loss=0.3501, top1-acc=90.30%, top5-acc=99.49%, remaining_time=0:00:00.407200, arrival_time=2021-04-10 03:02:24.866075, cost_time=0:00:01.221602 2021-04-10 03:02:24,792 INFO : EVAL, epoch=0121, iter=00040/00040, fetch data time cost=0.08ms, fps=6959 images/s, loss=0.3421, top1-acc=90.27%, top5-acc=99.54%, remaining_time=0:00:00, arrival_time=2021-04-10 03:02:24.792581, cost_time=0:00:01.555323 2021-04-10 03:02:25,674 INFO : Epoch=0121 complete, best val top1-acc=90.59%, top5-acc=99.67% (epoch=115), remaining_time=0:32:40.773838, arrival_time=2021-04-10 03:35:06.447777, cost_time=0:50:03.210606 2021-04-10 03:02:25,674 INFO : Train start, epoch=0122, lr=0.033804 2021-04-10 03:02:26,952 INFO : TRAIN, epoch=0122, iter=00010/00196, fetch data time cost=2.58ms, fps=2004 images/s, loss=0.0900, top1-acc=97.19%, top5-acc=99.96%, remaining_time=0:00:23.761314, arrival_time=2021-04-10 03:02:50.713744, cost_time=0:00:01.277487 2021-04-10 03:02:28,103 INFO : TRAIN, epoch=0122, iter=00020/00196, fetch data time cost=1.61ms, fps=2226 images/s, loss=0.1016, top1-acc=96.89%, top5-acc=99.94%, remaining_time=0:00:21.371856, arrival_time=2021-04-10 03:02:49.475307, cost_time=0:00:02.428627 2021-04-10 03:02:29,247 INFO : TRAIN, epoch=0122, iter=00030/00196, fetch data time cost=1.41ms, fps=2239 images/s, loss=0.0987, top1-acc=96.94%, top5-acc=99.96%, remaining_time=0:00:19.768608, arrival_time=2021-04-10 03:02:49.016181, cost_time=0:00:03.572655 2021-04-10 03:02:30,392 INFO : TRAIN, epoch=0122, iter=00040/00196, fetch data time cost=1.37ms, fps=2237 images/s, loss=0.0943, top1-acc=96.91%, top5-acc=99.97%, remaining_time=0:00:18.400200, arrival_time=2021-04-10 03:02:48.792989, cost_time=0:00:04.718017 2021-04-10 03:02:31,534 INFO : TRAIN, epoch=0122, iter=00050/00196, fetch data time cost=1.43ms, fps=2243 images/s, loss=0.0928, top1-acc=96.97%, top5-acc=99.96%, remaining_time=0:00:17.110178, arrival_time=2021-04-10 03:02:48.644687, cost_time=0:00:05.859666 2021-04-10 03:02:32,678 INFO : TRAIN, epoch=0122, iter=00060/00196, fetch data time cost=1.56ms, fps=2238 images/s, loss=0.0938, top1-acc=96.97%, top5-acc=99.96%, remaining_time=0:00:15.875960, arrival_time=2021-04-10 03:02:48.554875, cost_time=0:00:07.004086 2021-04-10 03:02:33,826 INFO : TRAIN, epoch=0122, iter=00070/00196, fetch data time cost=1.55ms, fps=2232 images/s, loss=0.0910, top1-acc=97.06%, top5-acc=99.96%, remaining_time=0:00:14.673078, arrival_time=2021-04-10 03:02:48.499582, cost_time=0:00:08.151733 2021-04-10 03:02:34,963 INFO : TRAIN, epoch=0122, iter=00080/00196, fetch data time cost=1.48ms, fps=2252 images/s, loss=0.0935, top1-acc=96.98%, top5-acc=99.95%, remaining_time=0:00:13.468528, arrival_time=2021-04-10 03:02:48.431944, cost_time=0:00:09.288642 2021-04-10 03:02:36,111 INFO : TRAIN, epoch=0122, iter=00090/00196, fetch data time cost=1.93ms, fps=2231 images/s, loss=0.0967, top1-acc=96.90%, top5-acc=99.95%, remaining_time=0:00:12.291654, arrival_time=2021-04-10 03:02:48.402759, cost_time=0:00:10.436329 2021-04-10 03:02:37,261 INFO : TRAIN, epoch=0122, iter=00100/00196, fetch data time cost=2.78ms, fps=2226 images/s, loss=0.0975, top1-acc=96.86%, top5-acc=99.95%, remaining_time=0:00:11.123232, arrival_time=2021-04-10 03:02:48.384886, cost_time=0:00:11.586673 2021-04-10 03:02:38,414 INFO : TRAIN, epoch=0122, iter=00110/00196, fetch data time cost=1.46ms, fps=2223 images/s, loss=0.0979, top1-acc=96.87%, top5-acc=99.94%, remaining_time=0:00:09.959918, arrival_time=2021-04-10 03:02:48.374173, cost_time=0:00:12.739409 2021-04-10 03:02:39,553 INFO : TRAIN, epoch=0122, iter=00120/00196, fetch data time cost=1.45ms, fps=2248 images/s, loss=0.0974, top1-acc=96.88%, top5-acc=99.94%, remaining_time=0:00:08.790008, arrival_time=2021-04-10 03:02:48.343721, cost_time=0:00:13.878920 2021-04-10 03:02:40,710 INFO : TRAIN, epoch=0122, iter=00130/00196, fetch data time cost=1.93ms, fps=2213 images/s, loss=0.0976, top1-acc=96.86%, top5-acc=99.94%, remaining_time=0:00:07.633692, arrival_time=2021-04-10 03:02:48.344609, cost_time=0:00:15.036071 2021-04-10 03:02:41,859 INFO : TRAIN, epoch=0122, iter=00140/00196, fetch data time cost=1.66ms, fps=2230 images/s, loss=0.0972, top1-acc=96.89%, top5-acc=99.94%, remaining_time=0:00:06.473768, arrival_time=2021-04-10 03:02:48.333063, cost_time=0:00:16.184481 2021-04-10 03:02:43,003 INFO : TRAIN, epoch=0122, iter=00150/00196, fetch data time cost=1.54ms, fps=2239 images/s, loss=0.0973, top1-acc=96.89%, top5-acc=99.93%, remaining_time=0:00:05.314104, arrival_time=2021-04-10 03:02:48.317478, cost_time=0:00:17.328599 2021-04-10 03:02:44,145 INFO : TRAIN, epoch=0122, iter=00160/00196, fetch data time cost=1.86ms, fps=2242 images/s, loss=0.0969, top1-acc=96.89%, top5-acc=99.94%, remaining_time=0:00:04.155948, arrival_time=2021-04-10 03:02:48.301721, cost_time=0:00:18.470934 2021-04-10 03:02:45,285 INFO : TRAIN, epoch=0122, iter=00170/00196, fetch data time cost=1.39ms, fps=2247 images/s, loss=0.0972, top1-acc=96.90%, top5-acc=99.94%, remaining_time=0:00:02.999282, arrival_time=2021-04-10 03:02:48.284808, cost_time=0:00:19.610747 2021-04-10 03:02:46,431 INFO : TRAIN, epoch=0122, iter=00180/00196, fetch data time cost=1.46ms, fps=2235 images/s, loss=0.0985, top1-acc=96.86%, top5-acc=99.93%, remaining_time=0:00:01.845008, arrival_time=2021-04-10 03:02:48.276083, cost_time=0:00:20.756300 2021-04-10 03:02:47,579 INFO : TRAIN, epoch=0122, iter=00190/00196, fetch data time cost=1.23ms, fps=2230 images/s, loss=0.0984, top1-acc=96.86%, top5-acc=99.93%, remaining_time=0:00:00.691728, arrival_time=2021-04-10 03:02:48.271167, cost_time=0:00:21.904660 2021-04-10 03:02:48,192 INFO : TRAIN, epoch=0122, iter=00196/00196, fetch data time cost=1.26ms, fps=2218 images/s, loss=0.0986, top1-acc=96.86%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-10 03:02:48.192906, cost_time=0:00:22.518136 2021-04-10 03:02:48,664 INFO : EVAL, epoch=0122, iter=00010/00040, fetch data time cost=0.30ms, fps=5442 images/s, loss=0.3809, top1-acc=89.69%, top5-acc=99.61%, remaining_time=0:00:01.411320, arrival_time=2021-04-10 03:02:50.075622, cost_time=0:00:00.470440 2021-04-10 03:02:49,038 INFO : EVAL, epoch=0122, iter=00020/00040, fetch data time cost=0.20ms, fps=6847 images/s, loss=0.3662, top1-acc=89.73%, top5-acc=99.57%, remaining_time=0:00:00.844880, arrival_time=2021-04-10 03:02:49.883599, cost_time=0:00:00.844872 2021-04-10 03:02:49,416 INFO : EVAL, epoch=0122, iter=00030/00040, fetch data time cost=2.05ms, fps=6793 images/s, loss=0.3723, top1-acc=89.66%, top5-acc=99.56%, remaining_time=0:00:00.407390, arrival_time=2021-04-10 03:02:49.823483, cost_time=0:00:01.222171 2021-04-10 03:02:49,757 INFO : EVAL, epoch=0122, iter=00040/00040, fetch data time cost=0.07ms, fps=6809 images/s, loss=0.3796, top1-acc=89.70%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-10 03:02:49.757266, cost_time=0:00:01.563486 2021-04-10 03:02:50,300 INFO : Epoch=0122 complete, best val top1-acc=90.59%, top5-acc=99.67% (epoch=115), remaining_time=0:32:15.830520, arrival_time=2021-04-10 03:35:06.131303, cost_time=0:50:27.837476 2021-04-10 03:02:50,301 INFO : Train start, epoch=0123, lr=0.033063 2021-04-10 03:02:51,653 INFO : TRAIN, epoch=0123, iter=00010/00196, fetch data time cost=0.45ms, fps=1894 images/s, loss=0.0718, top1-acc=97.70%, top5-acc=100.00%, remaining_time=0:00:25.143294, arrival_time=2021-04-10 03:03:16.796533, cost_time=0:00:01.351788 2021-04-10 03:02:52,796 INFO : TRAIN, epoch=0123, iter=00020/00196, fetch data time cost=1.45ms, fps=2240 images/s, loss=0.0778, top1-acc=97.50%, top5-acc=99.96%, remaining_time=0:00:21.957232, arrival_time=2021-04-10 03:03:14.753807, cost_time=0:00:02.495137 2021-04-10 03:02:53,941 INFO : TRAIN, epoch=0123, iter=00030/00196, fetch data time cost=1.78ms, fps=2237 images/s, loss=0.0839, top1-acc=97.30%, top5-acc=99.97%, remaining_time=0:00:20.140116, arrival_time=2021-04-10 03:03:14.081329, cost_time=0:00:03.639775 2021-04-10 03:02:55,082 INFO : TRAIN, epoch=0123, iter=00040/00196, fetch data time cost=1.67ms, fps=2244 images/s, loss=0.0849, top1-acc=97.29%, top5-acc=99.98%, remaining_time=0:00:18.646680, arrival_time=2021-04-10 03:03:13.729304, cost_time=0:00:04.781201 2021-04-10 03:02:56,228 INFO : TRAIN, epoch=0123, iter=00050/00196, fetch data time cost=1.84ms, fps=2235 images/s, loss=0.0839, top1-acc=97.28%, top5-acc=99.98%, remaining_time=0:00:17.307132, arrival_time=2021-04-10 03:03:13.535688, cost_time=0:00:05.927098 2021-04-10 03:02:57,371 INFO : TRAIN, epoch=0123, iter=00060/00196, fetch data time cost=1.58ms, fps=2241 images/s, loss=0.0842, top1-acc=97.30%, top5-acc=99.99%, remaining_time=0:00:16.025560, arrival_time=2021-04-10 03:03:13.397103, cost_time=0:00:07.070112 2021-04-10 03:02:58,518 INFO : TRAIN, epoch=0123, iter=00070/00196, fetch data time cost=1.69ms, fps=2233 images/s, loss=0.0825, top1-acc=97.35%, top5-acc=99.98%, remaining_time=0:00:14.790888, arrival_time=2021-04-10 03:03:13.309446, cost_time=0:00:08.217128 2021-04-10 03:02:59,658 INFO : TRAIN, epoch=0123, iter=00080/00196, fetch data time cost=1.52ms, fps=2246 images/s, loss=0.0822, top1-acc=97.38%, top5-acc=99.98%, remaining_time=0:00:13.567824, arrival_time=2021-04-10 03:03:13.226402, cost_time=0:00:09.357155 2021-04-10 03:03:00,805 INFO : TRAIN, epoch=0123, iter=00090/00196, fetch data time cost=1.80ms, fps=2234 images/s, loss=0.0841, top1-acc=97.33%, top5-acc=99.98%, remaining_time=0:00:12.371048, arrival_time=2021-04-10 03:03:13.176159, cost_time=0:00:10.503682 2021-04-10 03:03:01,948 INFO : TRAIN, epoch=0123, iter=00100/00196, fetch data time cost=1.51ms, fps=2240 images/s, loss=0.0837, top1-acc=97.34%, top5-acc=99.98%, remaining_time=0:00:11.181120, arrival_time=2021-04-10 03:03:13.129502, cost_time=0:00:11.646956 2021-04-10 03:03:03,092 INFO : TRAIN, epoch=0123, iter=00110/00196, fetch data time cost=1.89ms, fps=2239 images/s, loss=0.0842, top1-acc=97.31%, top5-acc=99.98%, remaining_time=0:00:10.000166, arrival_time=2021-04-10 03:03:13.092532, cost_time=0:00:12.790890 2021-04-10 03:03:04,241 INFO : TRAIN, epoch=0123, iter=00120/00196, fetch data time cost=1.98ms, fps=2229 images/s, loss=0.0848, top1-acc=97.27%, top5-acc=99.98%, remaining_time=0:00:08.828692, arrival_time=2021-04-10 03:03:13.070168, cost_time=0:00:13.940040 2021-04-10 03:03:05,387 INFO : TRAIN, epoch=0123, iter=00130/00196, fetch data time cost=1.64ms, fps=2235 images/s, loss=0.0852, top1-acc=97.26%, top5-acc=99.97%, remaining_time=0:00:07.658970, arrival_time=2021-04-10 03:03:13.046375, cost_time=0:00:15.085909 2021-04-10 03:03:06,538 INFO : TRAIN, epoch=0123, iter=00140/00196, fetch data time cost=1.36ms, fps=2225 images/s, loss=0.0858, top1-acc=97.24%, top5-acc=99.97%, remaining_time=0:00:06.494768, arrival_time=2021-04-10 03:03:13.033179, cost_time=0:00:16.236946 2021-04-10 03:03:07,690 INFO : TRAIN, epoch=0123, iter=00150/00196, fetch data time cost=1.46ms, fps=2224 images/s, loss=0.0859, top1-acc=97.22%, top5-acc=99.97%, remaining_time=0:00:05.332504, arrival_time=2021-04-10 03:03:13.022551, cost_time=0:00:17.388602 2021-04-10 03:03:08,832 INFO : TRAIN, epoch=0123, iter=00160/00196, fetch data time cost=1.45ms, fps=2241 images/s, loss=0.0871, top1-acc=97.18%, top5-acc=99.98%, remaining_time=0:00:04.169520, arrival_time=2021-04-10 03:03:13.002227, cost_time=0:00:18.531236 2021-04-10 03:03:09,976 INFO : TRAIN, epoch=0123, iter=00170/00196, fetch data time cost=1.61ms, fps=2239 images/s, loss=0.0884, top1-acc=97.13%, top5-acc=99.97%, remaining_time=0:00:03.009136, arrival_time=2021-04-10 03:03:12.985699, cost_time=0:00:19.675084 2021-04-10 03:03:11,120 INFO : TRAIN, epoch=0123, iter=00180/00196, fetch data time cost=1.38ms, fps=2240 images/s, loss=0.0888, top1-acc=97.14%, top5-acc=99.97%, remaining_time=0:00:01.850512, arrival_time=2021-04-10 03:03:12.970403, cost_time=0:00:20.818323 2021-04-10 03:03:12,271 INFO : TRAIN, epoch=0123, iter=00190/00196, fetch data time cost=1.41ms, fps=2226 images/s, loss=0.0890, top1-acc=97.13%, top5-acc=99.97%, remaining_time=0:00:00.693768, arrival_time=2021-04-10 03:03:12.964761, cost_time=0:00:21.969373 2021-04-10 03:03:12,888 INFO : TRAIN, epoch=0123, iter=00196/00196, fetch data time cost=1.23ms, fps=2204 images/s, loss=0.0895, top1-acc=97.11%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 03:03:12.888740, cost_time=0:00:22.587303 2021-04-10 03:03:13,341 INFO : EVAL, epoch=0123, iter=00010/00040, fetch data time cost=0.41ms, fps=5665 images/s, loss=0.2948, top1-acc=91.76%, top5-acc=99.41%, remaining_time=0:00:01.355640, arrival_time=2021-04-10 03:03:14.697313, cost_time=0:00:00.451879 2021-04-10 03:03:13,717 INFO : EVAL, epoch=0123, iter=00020/00040, fetch data time cost=1.61ms, fps=6829 images/s, loss=0.3238, top1-acc=90.94%, top5-acc=99.49%, remaining_time=0:00:00.827200, arrival_time=2021-04-10 03:03:14.544192, cost_time=0:00:00.827192 2021-04-10 03:03:14,089 INFO : EVAL, epoch=0123, iter=00030/00040, fetch data time cost=0.20ms, fps=6877 images/s, loss=0.3299, top1-acc=90.66%, top5-acc=99.58%, remaining_time=0:00:00.399980, arrival_time=2021-04-10 03:03:14.489665, cost_time=0:00:01.199938 2021-04-10 03:03:14,426 INFO : EVAL, epoch=0123, iter=00040/00040, fetch data time cost=0.08ms, fps=6901 images/s, loss=0.3495, top1-acc=90.46%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-10 03:03:14.426175, cost_time=0:00:01.536449 2021-04-10 03:03:15,023 INFO : Epoch=0123 complete, best val top1-acc=90.59%, top5-acc=99.67% (epoch=115), remaining_time=0:31:50.952505, arrival_time=2021-04-10 03:35:05.976292, cost_time=0:50:52.560484 2021-04-10 03:03:15,024 INFO : Train start, epoch=0124, lr=0.032326 2021-04-10 03:03:16,336 INFO : TRAIN, epoch=0124, iter=00010/00196, fetch data time cost=0.37ms, fps=1952 images/s, loss=0.0786, top1-acc=97.66%, top5-acc=99.96%, remaining_time=0:00:24.390366, arrival_time=2021-04-10 03:03:40.726344, cost_time=0:00:01.311306 2021-04-10 03:03:17,476 INFO : TRAIN, epoch=0124, iter=00020/00196, fetch data time cost=1.42ms, fps=2246 images/s, loss=0.0758, top1-acc=97.42%, top5-acc=99.96%, remaining_time=0:00:21.573200, arrival_time=2021-04-10 03:03:39.049333, cost_time=0:00:02.451491 2021-04-10 03:03:18,619 INFO : TRAIN, epoch=0124, iter=00030/00196, fetch data time cost=1.36ms, fps=2241 images/s, loss=0.0776, top1-acc=97.43%, top5-acc=99.93%, remaining_time=0:00:19.888958, arrival_time=2021-04-10 03:03:38.508017, cost_time=0:00:03.594401 2021-04-10 03:03:19,759 INFO : TRAIN, epoch=0124, iter=00040/00196, fetch data time cost=1.62ms, fps=2246 images/s, loss=0.0751, top1-acc=97.54%, top5-acc=99.94%, remaining_time=0:00:18.465720, arrival_time=2021-04-10 03:03:38.225160, cost_time=0:00:04.734781 2021-04-10 03:03:20,902 INFO : TRAIN, epoch=0124, iter=00050/00196, fetch data time cost=1.43ms, fps=2240 images/s, loss=0.0773, top1-acc=97.49%, top5-acc=99.94%, remaining_time=0:00:17.164052, arrival_time=2021-04-10 03:03:38.066752, cost_time=0:00:05.878085 2021-04-10 03:03:22,048 INFO : TRAIN, epoch=0124, iter=00060/00196, fetch data time cost=1.40ms, fps=2236 images/s, loss=0.0777, top1-acc=97.50%, top5-acc=99.95%, remaining_time=0:00:15.919616, arrival_time=2021-04-10 03:03:37.967593, cost_time=0:00:07.023370 2021-04-10 03:03:23,189 INFO : TRAIN, epoch=0124, iter=00070/00196, fetch data time cost=1.52ms, fps=2243 images/s, loss=0.0786, top1-acc=97.47%, top5-acc=99.96%, remaining_time=0:00:14.696892, arrival_time=2021-04-10 03:03:37.886429, cost_time=0:00:08.164911 2021-04-10 03:03:24,339 INFO : TRAIN, epoch=0124, iter=00080/00196, fetch data time cost=2.51ms, fps=2228 images/s, loss=0.0775, top1-acc=97.47%, top5-acc=99.96%, remaining_time=0:00:13.505880, arrival_time=2021-04-10 03:03:37.845008, cost_time=0:00:09.314394 2021-04-10 03:03:25,489 INFO : TRAIN, epoch=0124, iter=00090/00196, fetch data time cost=1.55ms, fps=2227 images/s, loss=0.0777, top1-acc=97.47%, top5-acc=99.97%, remaining_time=0:00:12.324832, arrival_time=2021-04-10 03:03:37.813916, cost_time=0:00:10.464460 2021-04-10 03:03:26,634 INFO : TRAIN, epoch=0124, iter=00100/00196, fetch data time cost=1.41ms, fps=2237 images/s, loss=0.0791, top1-acc=97.45%, top5-acc=99.96%, remaining_time=0:00:11.145120, arrival_time=2021-04-10 03:03:37.779215, cost_time=0:00:11.609478 2021-04-10 03:03:27,782 INFO : TRAIN, epoch=0124, iter=00110/00196, fetch data time cost=1.74ms, fps=2230 images/s, loss=0.0788, top1-acc=97.44%, top5-acc=99.96%, remaining_time=0:00:09.974280, arrival_time=2021-04-10 03:03:37.756754, cost_time=0:00:12.757817 2021-04-10 03:03:28,929 INFO : TRAIN, epoch=0124, iter=00120/00196, fetch data time cost=1.40ms, fps=2233 images/s, loss=0.0799, top1-acc=97.42%, top5-acc=99.96%, remaining_time=0:00:08.806424, arrival_time=2021-04-10 03:03:37.735893, cost_time=0:00:13.904860 2021-04-10 03:03:30,073 INFO : TRAIN, epoch=0124, iter=00130/00196, fetch data time cost=1.92ms, fps=2238 images/s, loss=0.0821, top1-acc=97.38%, top5-acc=99.95%, remaining_time=0:00:07.640226, arrival_time=2021-04-10 03:03:37.713846, cost_time=0:00:15.048961 2021-04-10 03:03:31,219 INFO : TRAIN, epoch=0124, iter=00140/00196, fetch data time cost=2.18ms, fps=2234 images/s, loss=0.0821, top1-acc=97.37%, top5-acc=99.96%, remaining_time=0:00:06.478136, arrival_time=2021-04-10 03:03:37.698089, cost_time=0:00:16.195337 2021-04-10 03:03:32,363 INFO : TRAIN, epoch=0124, iter=00150/00196, fetch data time cost=1.47ms, fps=2240 images/s, loss=0.0824, top1-acc=97.36%, top5-acc=99.96%, remaining_time=0:00:05.317232, arrival_time=2021-04-10 03:03:37.680740, cost_time=0:00:17.338854 2021-04-10 03:03:33,503 INFO : TRAIN, epoch=0124, iter=00160/00196, fetch data time cost=1.38ms, fps=2247 images/s, loss=0.0829, top1-acc=97.34%, top5-acc=99.96%, remaining_time=0:00:04.157712, arrival_time=2021-04-10 03:03:37.660974, cost_time=0:00:18.478647 2021-04-10 03:03:34,651 INFO : TRAIN, epoch=0124, iter=00170/00196, fetch data time cost=1.44ms, fps=2231 images/s, loss=0.0853, top1-acc=97.26%, top5-acc=99.96%, remaining_time=0:00:03.001700, arrival_time=2021-04-10 03:03:37.652871, cost_time=0:00:19.626558 2021-04-10 03:03:35,798 INFO : TRAIN, epoch=0124, iter=00180/00196, fetch data time cost=2.17ms, fps=2232 images/s, loss=0.0857, top1-acc=97.25%, top5-acc=99.96%, remaining_time=0:00:01.846560, arrival_time=2021-04-10 03:03:37.645032, cost_time=0:00:20.773793 2021-04-10 03:03:36,952 INFO : TRAIN, epoch=0124, iter=00190/00196, fetch data time cost=1.23ms, fps=2220 images/s, loss=0.0864, top1-acc=97.23%, top5-acc=99.96%, remaining_time=0:00:00.692448, arrival_time=2021-04-10 03:03:37.644690, cost_time=0:00:21.927593 2021-04-10 03:03:37,567 INFO : TRAIN, epoch=0124, iter=00196/00196, fetch data time cost=0.09ms, fps=2213 images/s, loss=0.0874, top1-acc=97.22%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 03:03:37.567216, cost_time=0:00:22.542599 2021-04-10 03:03:38,016 INFO : EVAL, epoch=0124, iter=00010/00040, fetch data time cost=0.20ms, fps=5708 images/s, loss=0.3185, top1-acc=90.62%, top5-acc=99.57%, remaining_time=0:00:01.345560, arrival_time=2021-04-10 03:03:39.362282, cost_time=0:00:00.448515 2021-04-10 03:03:38,386 INFO : EVAL, epoch=0124, iter=00020/00040, fetch data time cost=1.25ms, fps=6939 images/s, loss=0.3106, top1-acc=90.92%, top5-acc=99.67%, remaining_time=0:00:00.817820, arrival_time=2021-04-10 03:03:39.203831, cost_time=0:00:00.817811 2021-04-10 03:03:38,753 INFO : EVAL, epoch=0124, iter=00030/00040, fetch data time cost=1.42ms, fps=6969 images/s, loss=0.2991, top1-acc=91.37%, top5-acc=99.64%, remaining_time=0:00:00.395150, arrival_time=2021-04-10 03:03:39.148817, cost_time=0:00:01.185462 2021-04-10 03:03:39,086 INFO : EVAL, epoch=0124, iter=00040/00040, fetch data time cost=0.06ms, fps=6985 images/s, loss=0.3130, top1-acc=91.22%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-10 03:03:39.086120, cost_time=0:00:01.517950 2021-04-10 03:03:40,110 INFO : Epoch=0124 complete, best val top1-acc=91.22%, top5-acc=99.61% (epoch=124), remaining_time=0:31:26.299936, arrival_time=2021-04-10 03:35:06.410484, cost_time=0:51:17.647208 2021-04-10 03:03:40,111 INFO : Train start, epoch=0125, lr=0.031594 2021-04-10 03:03:41,467 INFO : TRAIN, epoch=0125, iter=00010/00196, fetch data time cost=0.24ms, fps=1889 images/s, loss=0.0832, top1-acc=97.34%, top5-acc=100.00%, remaining_time=0:00:25.210440, arrival_time=2021-04-10 03:04:06.677417, cost_time=0:00:01.355396 2021-04-10 03:03:42,607 INFO : TRAIN, epoch=0125, iter=00020/00196, fetch data time cost=1.52ms, fps=2246 images/s, loss=0.0888, top1-acc=97.07%, top5-acc=100.00%, remaining_time=0:00:21.962512, arrival_time=2021-04-10 03:04:04.569846, cost_time=0:00:02.495747 2021-04-10 03:03:43,751 INFO : TRAIN, epoch=0125, iter=00030/00196, fetch data time cost=1.41ms, fps=2239 images/s, loss=0.0845, top1-acc=97.14%, top5-acc=99.99%, remaining_time=0:00:20.139950, arrival_time=2021-04-10 03:04:03.891237, cost_time=0:00:03.639754 2021-04-10 03:03:44,887 INFO : TRAIN, epoch=0125, iter=00040/00196, fetch data time cost=1.37ms, fps=2254 images/s, loss=0.0848, top1-acc=97.15%, top5-acc=99.98%, remaining_time=0:00:18.626244, arrival_time=2021-04-10 03:04:03.513734, cost_time=0:00:04.775962 2021-04-10 03:03:46,024 INFO : TRAIN, epoch=0125, iter=00050/00196, fetch data time cost=1.37ms, fps=2252 images/s, loss=0.0855, top1-acc=97.17%, top5-acc=99.96%, remaining_time=0:00:17.266252, arrival_time=2021-04-10 03:04:03.290964, cost_time=0:00:05.913119 2021-04-10 03:03:47,164 INFO : TRAIN, epoch=0125, iter=00060/00196, fetch data time cost=1.51ms, fps=2246 images/s, loss=0.0852, top1-acc=97.17%, top5-acc=99.96%, remaining_time=0:00:15.987480, arrival_time=2021-04-10 03:04:03.152296, cost_time=0:00:07.053280 2021-04-10 03:03:48,312 INFO : TRAIN, epoch=0125, iter=00070/00196, fetch data time cost=1.46ms, fps=2232 images/s, loss=0.0870, top1-acc=97.11%, top5-acc=99.96%, remaining_time=0:00:14.760900, arrival_time=2021-04-10 03:04:03.072955, cost_time=0:00:08.200492 2021-04-10 03:03:49,459 INFO : TRAIN, epoch=0125, iter=00080/00196, fetch data time cost=1.44ms, fps=2233 images/s, loss=0.0871, top1-acc=97.15%, top5-acc=99.96%, remaining_time=0:00:13.553788, arrival_time=2021-04-10 03:04:03.012881, cost_time=0:00:09.347476 2021-04-10 03:03:50,603 INFO : TRAIN, epoch=0125, iter=00090/00196, fetch data time cost=1.87ms, fps=2237 images/s, loss=0.0859, top1-acc=97.19%, top5-acc=99.95%, remaining_time=0:00:12.357586, arrival_time=2021-04-10 03:04:02.961441, cost_time=0:00:10.492329 2021-04-10 03:03:51,743 INFO : TRAIN, epoch=0125, iter=00100/00196, fetch data time cost=1.34ms, fps=2247 images/s, loss=0.0880, top1-acc=97.13%, top5-acc=99.95%, remaining_time=0:00:11.166720, arrival_time=2021-04-10 03:04:02.910366, cost_time=0:00:11.632045 2021-04-10 03:03:52,887 INFO : TRAIN, epoch=0125, iter=00110/00196, fetch data time cost=2.00ms, fps=2240 images/s, loss=0.0885, top1-acc=97.10%, top5-acc=99.96%, remaining_time=0:00:09.988126, arrival_time=2021-04-10 03:04:02.875149, cost_time=0:00:12.775494 2021-04-10 03:03:54,034 INFO : TRAIN, epoch=0125, iter=00120/00196, fetch data time cost=2.14ms, fps=2231 images/s, loss=0.0886, top1-acc=97.07%, top5-acc=99.96%, remaining_time=0:00:08.817976, arrival_time=2021-04-10 03:04:02.852671, cost_time=0:00:13.923098 2021-04-10 03:03:55,178 INFO : TRAIN, epoch=0125, iter=00130/00196, fetch data time cost=1.56ms, fps=2239 images/s, loss=0.0878, top1-acc=97.10%, top5-acc=99.96%, remaining_time=0:00:07.649400, arrival_time=2021-04-10 03:04:02.827909, cost_time=0:00:15.066964 2021-04-10 03:03:56,325 INFO : TRAIN, epoch=0125, iter=00140/00196, fetch data time cost=1.74ms, fps=2233 images/s, loss=0.0881, top1-acc=97.10%, top5-acc=99.96%, remaining_time=0:00:06.485584, arrival_time=2021-04-10 03:04:02.811132, cost_time=0:00:16.213981 2021-04-10 03:03:57,472 INFO : TRAIN, epoch=0125, iter=00150/00196, fetch data time cost=1.74ms, fps=2233 images/s, loss=0.0880, top1-acc=97.10%, top5-acc=99.96%, remaining_time=0:00:05.324040, arrival_time=2021-04-10 03:04:02.796593, cost_time=0:00:17.361004 2021-04-10 03:03:58,618 INFO : TRAIN, epoch=0125, iter=00160/00196, fetch data time cost=1.53ms, fps=2235 images/s, loss=0.0875, top1-acc=97.15%, top5-acc=99.96%, remaining_time=0:00:04.164084, arrival_time=2021-04-10 03:04:02.782657, cost_time=0:00:18.507047 2021-04-10 03:03:59,761 INFO : TRAIN, epoch=0125, iter=00170/00196, fetch data time cost=2.11ms, fps=2241 images/s, loss=0.0872, top1-acc=97.17%, top5-acc=99.96%, remaining_time=0:00:03.005236, arrival_time=2021-04-10 03:04:02.766513, cost_time=0:00:19.649683 2021-04-10 03:04:00,908 INFO : TRAIN, epoch=0125, iter=00180/00196, fetch data time cost=2.01ms, fps=2233 images/s, loss=0.0857, top1-acc=97.23%, top5-acc=99.96%, remaining_time=0:00:01.848576, arrival_time=2021-04-10 03:04:02.756620, cost_time=0:00:20.796517 2021-04-10 03:04:02,053 INFO : TRAIN, epoch=0125, iter=00190/00196, fetch data time cost=1.25ms, fps=2236 images/s, loss=0.0853, top1-acc=97.25%, top5-acc=99.96%, remaining_time=0:00:00.692904, arrival_time=2021-04-10 03:04:02.746327, cost_time=0:00:21.941883 2021-04-10 03:04:02,668 INFO : TRAIN, epoch=0125, iter=00196/00196, fetch data time cost=1.25ms, fps=2212 images/s, loss=0.0853, top1-acc=97.26%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 03:04:02.668540, cost_time=0:00:22.557003 2021-04-10 03:04:03,171 INFO : EVAL, epoch=0125, iter=00010/00040, fetch data time cost=0.18ms, fps=5105 images/s, loss=0.3483, top1-acc=90.62%, top5-acc=99.30%, remaining_time=0:00:01.504470, arrival_time=2021-04-10 03:04:04.675448, cost_time=0:00:00.501494 2021-04-10 03:04:03,549 INFO : EVAL, epoch=0125, iter=00020/00040, fetch data time cost=1.43ms, fps=6769 images/s, loss=0.3552, top1-acc=90.35%, top5-acc=99.36%, remaining_time=0:00:00.880120, arrival_time=2021-04-10 03:04:04.429691, cost_time=0:00:00.880126 2021-04-10 03:04:03,927 INFO : EVAL, epoch=0125, iter=00030/00040, fetch data time cost=2.01ms, fps=6790 images/s, loss=0.3482, top1-acc=90.57%, top5-acc=99.53%, remaining_time=0:00:00.419160, arrival_time=2021-04-10 03:04:04.346154, cost_time=0:00:01.257473 2021-04-10 03:04:04,266 INFO : EVAL, epoch=0125, iter=00040/00040, fetch data time cost=0.08ms, fps=6835 images/s, loss=0.3644, top1-acc=90.40%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-10 03:04:04.266884, cost_time=0:00:01.597445 2021-04-10 03:04:04,769 INFO : Epoch=0125 complete, best val top1-acc=91.22%, top5-acc=99.61% (epoch=124), remaining_time=0:31:01.383600, arrival_time=2021-04-10 03:35:06.152906, cost_time=0:51:42.305996 2021-04-10 03:04:04,769 INFO : Train start, epoch=0126, lr=0.030866 2021-04-10 03:04:06,176 INFO : TRAIN, epoch=0126, iter=00010/00196, fetch data time cost=2.11ms, fps=1821 images/s, loss=0.0632, top1-acc=97.93%, top5-acc=100.00%, remaining_time=0:00:26.152158, arrival_time=2021-04-10 03:04:32.328203, cost_time=0:00:01.406031 2021-04-10 03:04:07,319 INFO : TRAIN, epoch=0126, iter=00020/00196, fetch data time cost=1.56ms, fps=2241 images/s, loss=0.0748, top1-acc=97.70%, top5-acc=100.00%, remaining_time=0:00:22.433136, arrival_time=2021-04-10 03:04:29.752324, cost_time=0:00:02.549213 2021-04-10 03:04:08,466 INFO : TRAIN, epoch=0126, iter=00030/00196, fetch data time cost=1.92ms, fps=2232 images/s, loss=0.0797, top1-acc=97.53%, top5-acc=100.00%, remaining_time=0:00:20.454188, arrival_time=2021-04-10 03:04:28.920691, cost_time=0:00:03.696543 2021-04-10 03:04:09,607 INFO : TRAIN, epoch=0126, iter=00040/00196, fetch data time cost=2.73ms, fps=2246 images/s, loss=0.0816, top1-acc=97.45%, top5-acc=99.99%, remaining_time=0:00:18.863832, arrival_time=2021-04-10 03:04:28.470800, cost_time=0:00:04.836882 2021-04-10 03:04:10,751 INFO : TRAIN, epoch=0126, iter=00050/00196, fetch data time cost=1.49ms, fps=2238 images/s, loss=0.0793, top1-acc=97.49%, top5-acc=99.98%, remaining_time=0:00:17.466710, arrival_time=2021-04-10 03:04:28.218422, cost_time=0:00:05.981747 2021-04-10 03:04:11,895 INFO : TRAIN, epoch=0126, iter=00060/00196, fetch data time cost=1.53ms, fps=2240 images/s, loss=0.0796, top1-acc=97.51%, top5-acc=99.98%, remaining_time=0:00:16.150272, arrival_time=2021-04-10 03:04:28.045349, cost_time=0:00:07.125115 2021-04-10 03:04:13,038 INFO : TRAIN, epoch=0126, iter=00070/00196, fetch data time cost=1.41ms, fps=2241 images/s, loss=0.0818, top1-acc=97.44%, top5-acc=99.97%, remaining_time=0:00:14.882490, arrival_time=2021-04-10 03:04:27.920516, cost_time=0:00:08.268070 2021-04-10 03:04:14,179 INFO : TRAIN, epoch=0126, iter=00080/00196, fetch data time cost=1.40ms, fps=2243 images/s, loss=0.0831, top1-acc=97.41%, top5-acc=99.97%, remaining_time=0:00:13.644152, arrival_time=2021-04-10 03:04:27.823899, cost_time=0:00:09.409792 2021-04-10 03:04:15,326 INFO : TRAIN, epoch=0126, iter=00090/00196, fetch data time cost=2.00ms, fps=2233 images/s, loss=0.0825, top1-acc=97.42%, top5-acc=99.97%, remaining_time=0:00:12.433164, arrival_time=2021-04-10 03:04:27.759572, cost_time=0:00:10.556454 2021-04-10 03:04:16,474 INFO : TRAIN, epoch=0126, iter=00100/00196, fetch data time cost=1.55ms, fps=2231 images/s, loss=0.0849, top1-acc=97.36%, top5-acc=99.95%, remaining_time=0:00:11.236416, arrival_time=2021-04-10 03:04:27.710984, cost_time=0:00:11.704553 2021-04-10 03:04:17,637 INFO : TRAIN, epoch=0126, iter=00110/00196, fetch data time cost=1.83ms, fps=2202 images/s, loss=0.0849, top1-acc=97.35%, top5-acc=99.95%, remaining_time=0:00:10.060194, arrival_time=2021-04-10 03:04:27.697991, cost_time=0:00:12.867720 2021-04-10 03:04:18,803 INFO : TRAIN, epoch=0126, iter=00120/00196, fetch data time cost=5.29ms, fps=2198 images/s, loss=0.0850, top1-acc=97.35%, top5-acc=99.94%, remaining_time=0:00:08.887744, arrival_time=2021-04-10 03:04:27.691012, cost_time=0:00:14.033266 2021-04-10 03:04:19,951 INFO : TRAIN, epoch=0126, iter=00130/00196, fetch data time cost=1.46ms, fps=2232 images/s, loss=0.0836, top1-acc=97.40%, top5-acc=99.95%, remaining_time=0:00:07.707216, arrival_time=2021-04-10 03:04:27.658193, cost_time=0:00:15.180937 2021-04-10 03:04:21,101 INFO : TRAIN, epoch=0126, iter=00140/00196, fetch data time cost=1.53ms, fps=2226 images/s, loss=0.0846, top1-acc=97.36%, top5-acc=99.95%, remaining_time=0:00:06.532624, arrival_time=2021-04-10 03:04:27.634136, cost_time=0:00:16.331492 2021-04-10 03:04:22,251 INFO : TRAIN, epoch=0126, iter=00150/00196, fetch data time cost=1.47ms, fps=2227 images/s, loss=0.0850, top1-acc=97.34%, top5-acc=99.95%, remaining_time=0:00:05.361070, arrival_time=2021-04-10 03:04:27.612770, cost_time=0:00:17.481693 2021-04-10 03:04:23,398 INFO : TRAIN, epoch=0126, iter=00160/00196, fetch data time cost=1.55ms, fps=2233 images/s, loss=0.0856, top1-acc=97.30%, top5-acc=99.95%, remaining_time=0:00:04.191480, arrival_time=2021-04-10 03:04:27.590294, cost_time=0:00:18.628861 2021-04-10 03:04:24,558 INFO : TRAIN, epoch=0126, iter=00170/00196, fetch data time cost=1.89ms, fps=2209 images/s, loss=0.0861, top1-acc=97.29%, top5-acc=99.95%, remaining_time=0:00:03.026400, arrival_time=2021-04-10 03:04:27.584459, cost_time=0:00:19.788039 2021-04-10 03:04:25,698 INFO : TRAIN, epoch=0126, iter=00180/00196, fetch data time cost=1.33ms, fps=2245 images/s, loss=0.0868, top1-acc=97.25%, top5-acc=99.95%, remaining_time=0:00:01.860336, arrival_time=2021-04-10 03:04:27.559124, cost_time=0:00:20.928783 2021-04-10 03:04:26,842 INFO : TRAIN, epoch=0126, iter=00190/00196, fetch data time cost=1.28ms, fps=2240 images/s, loss=0.0866, top1-acc=97.24%, top5-acc=99.94%, remaining_time=0:00:00.697020, arrival_time=2021-04-10 03:04:27.539331, cost_time=0:00:22.072353 2021-04-10 03:04:27,456 INFO : TRAIN, epoch=0126, iter=00196/00196, fetch data time cost=1.55ms, fps=2215 images/s, loss=0.0866, top1-acc=97.24%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-10 03:04:27.456812, cost_time=0:00:22.686860 2021-04-10 03:04:27,944 INFO : EVAL, epoch=0126, iter=00010/00040, fetch data time cost=0.19ms, fps=5256 images/s, loss=0.3396, top1-acc=90.74%, top5-acc=99.41%, remaining_time=0:00:01.461060, arrival_time=2021-04-10 03:04:29.405800, cost_time=0:00:00.487021 2021-04-10 03:04:28,317 INFO : EVAL, epoch=0126, iter=00020/00040, fetch data time cost=1.78ms, fps=6866 images/s, loss=0.3436, top1-acc=90.78%, top5-acc=99.53%, remaining_time=0:00:00.860200, arrival_time=2021-04-10 03:04:29.178120, cost_time=0:00:00.860208 2021-04-10 03:04:28,690 INFO : EVAL, epoch=0126, iter=00030/00040, fetch data time cost=1.63ms, fps=6884 images/s, loss=0.3477, top1-acc=90.78%, top5-acc=99.53%, remaining_time=0:00:00.410800, arrival_time=2021-04-10 03:04:29.100940, cost_time=0:00:01.232393 2021-04-10 03:04:29,026 INFO : EVAL, epoch=0126, iter=00040/00040, fetch data time cost=0.07ms, fps=6909 images/s, loss=0.3541, top1-acc=90.73%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-10 03:04:29.026290, cost_time=0:00:01.568599 2021-04-10 03:04:29,528 INFO : Epoch=0126 complete, best val top1-acc=91.22%, top5-acc=99.61% (epoch=124), remaining_time=0:30:36.530224, arrival_time=2021-04-10 03:35:06.058494, cost_time=0:52:07.064967 2021-04-10 03:04:29,528 INFO : Train start, epoch=0127, lr=0.030143 2021-04-10 03:04:30,882 INFO : TRAIN, epoch=0127, iter=00010/00196, fetch data time cost=1.51ms, fps=1891 images/s, loss=0.0851, top1-acc=96.95%, top5-acc=99.92%, remaining_time=0:00:25.173798, arrival_time=2021-04-10 03:04:56.056235, cost_time=0:00:01.353433 2021-04-10 03:04:32,028 INFO : TRAIN, epoch=0127, iter=00020/00196, fetch data time cost=1.36ms, fps=2234 images/s, loss=0.0814, top1-acc=97.34%, top5-acc=99.96%, remaining_time=0:00:21.998944, arrival_time=2021-04-10 03:04:54.027840, cost_time=0:00:02.499882 2021-04-10 03:04:33,171 INFO : TRAIN, epoch=0127, iter=00030/00196, fetch data time cost=1.37ms, fps=2242 images/s, loss=0.0783, top1-acc=97.40%, top5-acc=99.96%, remaining_time=0:00:20.153894, arrival_time=2021-04-10 03:04:53.325146, cost_time=0:00:03.642273 2021-04-10 03:04:34,316 INFO : TRAIN, epoch=0127, iter=00040/00196, fetch data time cost=1.45ms, fps=2237 images/s, loss=0.0807, top1-acc=97.36%, top5-acc=99.94%, remaining_time=0:00:18.670548, arrival_time=2021-04-10 03:04:52.986833, cost_time=0:00:04.787310 2021-04-10 03:04:35,473 INFO : TRAIN, epoch=0127, iter=00050/00196, fetch data time cost=1.87ms, fps=2213 images/s, loss=0.0802, top1-acc=97.41%, top5-acc=99.94%, remaining_time=0:00:17.358816, arrival_time=2021-04-10 03:04:52.832581, cost_time=0:00:05.944801 2021-04-10 03:04:36,617 INFO : TRAIN, epoch=0127, iter=00060/00196, fetch data time cost=1.54ms, fps=2240 images/s, loss=0.0803, top1-acc=97.42%, top5-acc=99.93%, remaining_time=0:00:16.066632, arrival_time=2021-04-10 03:04:52.683809, cost_time=0:00:07.088216 2021-04-10 03:04:37,760 INFO : TRAIN, epoch=0127, iter=00070/00196, fetch data time cost=1.57ms, fps=2240 images/s, loss=0.0788, top1-acc=97.47%, top5-acc=99.94%, remaining_time=0:00:14.816970, arrival_time=2021-04-10 03:04:52.577555, cost_time=0:00:08.231616 2021-04-10 03:04:38,906 INFO : TRAIN, epoch=0127, iter=00080/00196, fetch data time cost=2.12ms, fps=2234 images/s, loss=0.0778, top1-acc=97.45%, top5-acc=99.95%, remaining_time=0:00:13.597636, arrival_time=2021-04-10 03:04:52.504310, cost_time=0:00:09.377715 2021-04-10 03:04:40,046 INFO : TRAIN, epoch=0127, iter=00090/00196, fetch data time cost=1.45ms, fps=2247 images/s, loss=0.0779, top1-acc=97.48%, top5-acc=99.95%, remaining_time=0:00:12.387372, arrival_time=2021-04-10 03:04:52.433899, cost_time=0:00:10.517568 2021-04-10 03:04:41,186 INFO : TRAIN, epoch=0127, iter=00100/00196, fetch data time cost=1.47ms, fps=2247 images/s, loss=0.0792, top1-acc=97.48%, top5-acc=99.95%, remaining_time=0:00:11.190912, arrival_time=2021-04-10 03:04:52.377034, cost_time=0:00:11.657161 2021-04-10 03:04:42,336 INFO : TRAIN, epoch=0127, iter=00110/00196, fetch data time cost=1.35ms, fps=2226 images/s, loss=0.0780, top1-acc=97.51%, top5-acc=99.95%, remaining_time=0:00:10.013410, arrival_time=2021-04-10 03:04:52.350182, cost_time=0:00:12.807809 2021-04-10 03:04:43,481 INFO : TRAIN, epoch=0127, iter=00120/00196, fetch data time cost=2.09ms, fps=2237 images/s, loss=0.0778, top1-acc=97.50%, top5-acc=99.94%, remaining_time=0:00:08.836520, arrival_time=2021-04-10 03:04:52.317900, cost_time=0:00:13.952420 2021-04-10 03:04:44,635 INFO : TRAIN, epoch=0127, iter=00130/00196, fetch data time cost=1.62ms, fps=2218 images/s, loss=0.0781, top1-acc=97.48%, top5-acc=99.94%, remaining_time=0:00:07.669662, arrival_time=2021-04-10 03:04:52.305542, cost_time=0:00:15.106853 2021-04-10 03:04:45,772 INFO : TRAIN, epoch=0127, iter=00140/00196, fetch data time cost=1.41ms, fps=2253 images/s, loss=0.0777, top1-acc=97.49%, top5-acc=99.94%, remaining_time=0:00:06.497568, arrival_time=2021-04-10 03:04:52.270406, cost_time=0:00:16.243878 2021-04-10 03:04:46,922 INFO : TRAIN, epoch=0127, iter=00150/00196, fetch data time cost=1.52ms, fps=2228 images/s, loss=0.0785, top1-acc=97.45%, top5-acc=99.95%, remaining_time=0:00:05.333930, arrival_time=2021-04-10 03:04:52.256204, cost_time=0:00:17.393312 2021-04-10 03:04:48,068 INFO : TRAIN, epoch=0127, iter=00160/00196, fetch data time cost=1.85ms, fps=2234 images/s, loss=0.0780, top1-acc=97.45%, top5-acc=99.94%, remaining_time=0:00:04.171428, arrival_time=2021-04-10 03:04:52.240050, cost_time=0:00:18.539644 2021-04-10 03:04:49,211 INFO : TRAIN, epoch=0127, iter=00170/00196, fetch data time cost=1.36ms, fps=2241 images/s, loss=0.0786, top1-acc=97.45%, top5-acc=99.95%, remaining_time=0:00:03.010254, arrival_time=2021-04-10 03:04:52.221689, cost_time=0:00:19.682473 2021-04-10 03:04:50,358 INFO : TRAIN, epoch=0127, iter=00180/00196, fetch data time cost=1.87ms, fps=2233 images/s, loss=0.0797, top1-acc=97.42%, top5-acc=99.95%, remaining_time=0:00:01.851472, arrival_time=2021-04-10 03:04:52.209495, cost_time=0:00:20.829059 2021-04-10 03:04:51,498 INFO : TRAIN, epoch=0127, iter=00190/00196, fetch data time cost=1.26ms, fps=2246 images/s, loss=0.0799, top1-acc=97.42%, top5-acc=99.94%, remaining_time=0:00:00.693762, arrival_time=2021-04-10 03:04:52.191836, cost_time=0:00:21.969118 2021-04-10 03:04:52,158 INFO : TRAIN, epoch=0127, iter=00196/00196, fetch data time cost=1.83ms, fps=2216 images/s, loss=0.0804, top1-acc=97.41%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-10 03:04:52.158637, cost_time=0:00:22.629683 2021-04-10 03:04:52,628 INFO : EVAL, epoch=0127, iter=00010/00040, fetch data time cost=0.25ms, fps=5456 images/s, loss=0.3749, top1-acc=90.16%, top5-acc=99.57%, remaining_time=0:00:01.407720, arrival_time=2021-04-10 03:04:54.036579, cost_time=0:00:00.469241 2021-04-10 03:04:52,996 INFO : EVAL, epoch=0127, iter=00020/00040, fetch data time cost=1.47ms, fps=6964 images/s, loss=0.3725, top1-acc=89.86%, top5-acc=99.47%, remaining_time=0:00:00.837160, arrival_time=2021-04-10 03:04:53.833945, cost_time=0:00:00.837164 2021-04-10 03:04:53,366 INFO : EVAL, epoch=0127, iter=00030/00040, fetch data time cost=1.38ms, fps=6932 images/s, loss=0.3754, top1-acc=89.92%, top5-acc=99.51%, remaining_time=0:00:00.402260, arrival_time=2021-04-10 03:04:53.768648, cost_time=0:00:01.206770 2021-04-10 03:04:53,704 INFO : EVAL, epoch=0127, iter=00040/00040, fetch data time cost=0.09ms, fps=6877 images/s, loss=0.3950, top1-acc=89.63%, top5-acc=99.47%, remaining_time=0:00:00, arrival_time=2021-04-10 03:04:53.704093, cost_time=0:00:01.544465 2021-04-10 03:04:54,247 INFO : Epoch=0127 complete, best val top1-acc=91.22%, top5-acc=99.61% (epoch=124), remaining_time=0:30:11.655673, arrival_time=2021-04-10 03:35:05.903535, cost_time=0:52:31.784559 2021-04-10 03:04:54,248 INFO : Train start, epoch=0128, lr=0.029424 2021-04-10 03:04:55,550 INFO : TRAIN, epoch=0128, iter=00010/00196, fetch data time cost=1.63ms, fps=1967 images/s, loss=0.0919, top1-acc=97.03%, top5-acc=99.96%, remaining_time=0:00:24.211992, arrival_time=2021-04-10 03:05:19.762269, cost_time=0:00:01.301717 2021-04-10 03:04:56,690 INFO : TRAIN, epoch=0128, iter=00020/00196, fetch data time cost=2.08ms, fps=2247 images/s, loss=0.0894, top1-acc=97.07%, top5-acc=99.96%, remaining_time=0:00:21.484496, arrival_time=2021-04-10 03:05:18.174481, cost_time=0:00:02.441429 2021-04-10 03:04:57,831 INFO : TRAIN, epoch=0128, iter=00030/00196, fetch data time cost=1.43ms, fps=2244 images/s, loss=0.0848, top1-acc=97.25%, top5-acc=99.93%, remaining_time=0:00:19.826044, arrival_time=2021-04-10 03:05:17.657564, cost_time=0:00:03.583017 2021-04-10 03:04:58,976 INFO : TRAIN, epoch=0128, iter=00040/00196, fetch data time cost=1.45ms, fps=2237 images/s, loss=0.0845, top1-acc=97.30%, top5-acc=99.94%, remaining_time=0:00:18.439512, arrival_time=2021-04-10 03:05:17.416116, cost_time=0:00:04.728072 2021-04-10 03:05:00,124 INFO : TRAIN, epoch=0128, iter=00050/00196, fetch data time cost=2.24ms, fps=2232 images/s, loss=0.0839, top1-acc=97.30%, top5-acc=99.94%, remaining_time=0:00:17.157190, arrival_time=2021-04-10 03:05:17.281477, cost_time=0:00:05.875733 2021-04-10 03:05:01,268 INFO : TRAIN, epoch=0128, iter=00060/00196, fetch data time cost=1.49ms, fps=2238 images/s, loss=0.0841, top1-acc=97.29%, top5-acc=99.94%, remaining_time=0:00:15.912816, arrival_time=2021-04-10 03:05:17.181667, cost_time=0:00:07.020356 2021-04-10 03:05:02,410 INFO : TRAIN, epoch=0128, iter=00070/00196, fetch data time cost=1.35ms, fps=2243 images/s, loss=0.0857, top1-acc=97.21%, top5-acc=99.95%, remaining_time=0:00:14.691726, arrival_time=2021-04-10 03:05:17.102343, cost_time=0:00:08.162086 2021-04-10 03:05:03,551 INFO : TRAIN, epoch=0128, iter=00080/00196, fetch data time cost=1.40ms, fps=2244 images/s, loss=0.0868, top1-acc=97.17%, top5-acc=99.94%, remaining_time=0:00:13.489756, arrival_time=2021-04-10 03:05:17.041507, cost_time=0:00:09.303263 2021-04-10 03:05:04,698 INFO : TRAIN, epoch=0128, iter=00090/00196, fetch data time cost=1.78ms, fps=2233 images/s, loss=0.0859, top1-acc=97.18%, top5-acc=99.94%, remaining_time=0:00:12.308084, arrival_time=2021-04-10 03:05:17.006856, cost_time=0:00:10.450281 2021-04-10 03:05:05,841 INFO : TRAIN, epoch=0128, iter=00100/00196, fetch data time cost=1.54ms, fps=2242 images/s, loss=0.0851, top1-acc=97.20%, top5-acc=99.94%, remaining_time=0:00:11.128608, arrival_time=2021-04-10 03:05:16.969621, cost_time=0:00:11.592344 2021-04-10 03:05:06,986 INFO : TRAIN, epoch=0128, iter=00110/00196, fetch data time cost=1.54ms, fps=2236 images/s, loss=0.0836, top1-acc=97.26%, top5-acc=99.94%, remaining_time=0:00:09.958714, arrival_time=2021-04-10 03:05:16.945081, cost_time=0:00:12.737882 2021-04-10 03:05:08,149 INFO : TRAIN, epoch=0128, iter=00120/00196, fetch data time cost=2.46ms, fps=2201 images/s, loss=0.0851, top1-acc=97.21%, top5-acc=99.93%, remaining_time=0:00:08.804068, arrival_time=2021-04-10 03:05:16.953827, cost_time=0:00:13.901170 2021-04-10 03:05:09,300 INFO : TRAIN, epoch=0128, iter=00130/00196, fetch data time cost=1.78ms, fps=2225 images/s, loss=0.0852, top1-acc=97.20%, top5-acc=99.94%, remaining_time=0:00:07.641942, arrival_time=2021-04-10 03:05:16.942798, cost_time=0:00:15.052293 2021-04-10 03:05:10,448 INFO : TRAIN, epoch=0128, iter=00140/00196, fetch data time cost=1.72ms, fps=2232 images/s, loss=0.0849, top1-acc=97.22%, top5-acc=99.94%, remaining_time=0:00:06.479872, arrival_time=2021-04-10 03:05:16.928040, cost_time=0:00:16.199611 2021-04-10 03:05:11,587 INFO : TRAIN, epoch=0128, iter=00150/00196, fetch data time cost=1.52ms, fps=2249 images/s, loss=0.0848, top1-acc=97.22%, top5-acc=99.95%, remaining_time=0:00:05.317186, arrival_time=2021-04-10 03:05:16.904342, cost_time=0:00:17.338661 2021-04-10 03:05:12,735 INFO : TRAIN, epoch=0128, iter=00160/00196, fetch data time cost=1.86ms, fps=2229 images/s, loss=0.0855, top1-acc=97.21%, top5-acc=99.95%, remaining_time=0:00:04.159656, arrival_time=2021-04-10 03:05:16.895542, cost_time=0:00:18.487399 2021-04-10 03:05:13,877 INFO : TRAIN, epoch=0128, iter=00170/00196, fetch data time cost=1.55ms, fps=2243 images/s, loss=0.0865, top1-acc=97.19%, top5-acc=99.94%, remaining_time=0:00:03.002090, arrival_time=2021-04-10 03:05:16.879727, cost_time=0:00:19.629086 2021-04-10 03:05:15,015 INFO : TRAIN, epoch=0128, iter=00180/00196, fetch data time cost=1.70ms, fps=2251 images/s, loss=0.0870, top1-acc=97.18%, top5-acc=99.95%, remaining_time=0:00:01.845920, arrival_time=2021-04-10 03:05:16.861113, cost_time=0:00:20.766656 2021-04-10 03:05:16,164 INFO : TRAIN, epoch=0128, iter=00190/00196, fetch data time cost=1.36ms, fps=2229 images/s, loss=0.0868, top1-acc=97.19%, top5-acc=99.94%, remaining_time=0:00:00.692082, arrival_time=2021-04-10 03:05:16.856492, cost_time=0:00:21.915922 2021-04-10 03:05:16,783 INFO : TRAIN, epoch=0128, iter=00196/00196, fetch data time cost=1.26ms, fps=2197 images/s, loss=0.0867, top1-acc=97.20%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-10 03:05:16.783680, cost_time=0:00:22.535196 2021-04-10 03:05:17,274 INFO : EVAL, epoch=0128, iter=00010/00040, fetch data time cost=1.81ms, fps=5224 images/s, loss=0.3477, top1-acc=90.66%, top5-acc=99.41%, remaining_time=0:00:01.469940, arrival_time=2021-04-10 03:05:18.744616, cost_time=0:00:00.489977 2021-04-10 03:05:17,655 INFO : EVAL, epoch=0128, iter=00020/00040, fetch data time cost=1.28ms, fps=6847 images/s, loss=0.3330, top1-acc=90.74%, top5-acc=99.43%, remaining_time=0:00:00.870640, arrival_time=2021-04-10 03:05:18.525921, cost_time=0:00:00.870650 2021-04-10 03:05:18,022 INFO : EVAL, epoch=0128, iter=00030/00040, fetch data time cost=1.39ms, fps=6988 images/s, loss=0.3271, top1-acc=90.70%, top5-acc=99.47%, remaining_time=0:00:00.412440, arrival_time=2021-04-10 03:05:18.434401, cost_time=0:00:01.237316 2021-04-10 03:05:18,358 INFO : EVAL, epoch=0128, iter=00040/00040, fetch data time cost=0.07ms, fps=6909 images/s, loss=0.3227, top1-acc=90.64%, top5-acc=99.47%, remaining_time=0:00:00, arrival_time=2021-04-10 03:05:18.358029, cost_time=0:00:01.573413 2021-04-10 03:05:19,161 INFO : Epoch=0128 complete, best val top1-acc=91.22%, top5-acc=99.61% (epoch=124), remaining_time=0:29:46.892688, arrival_time=2021-04-10 03:35:06.054123, cost_time=0:52:56.698099 2021-04-10 03:05:19,162 INFO : Train start, epoch=0129, lr=0.028711 2021-04-10 03:05:20,586 INFO : TRAIN, epoch=0129, iter=00010/00196, fetch data time cost=0.25ms, fps=1798 images/s, loss=0.0819, top1-acc=97.30%, top5-acc=99.92%, remaining_time=0:00:26.486772, arrival_time=2021-04-10 03:05:47.073225, cost_time=0:00:01.424019 2021-04-10 03:05:21,723 INFO : TRAIN, epoch=0129, iter=00020/00196, fetch data time cost=1.74ms, fps=2253 images/s, loss=0.0845, top1-acc=97.36%, top5-acc=99.88%, remaining_time=0:00:22.535920, arrival_time=2021-04-10 03:05:44.259179, cost_time=0:00:02.560902 2021-04-10 03:05:22,869 INFO : TRAIN, epoch=0129, iter=00030/00196, fetch data time cost=1.45ms, fps=2235 images/s, loss=0.0792, top1-acc=97.58%, top5-acc=99.90%, remaining_time=0:00:20.511790, arrival_time=2021-04-10 03:05:43.381097, cost_time=0:00:03.706950 2021-04-10 03:05:24,019 INFO : TRAIN, epoch=0129, iter=00040/00196, fetch data time cost=1.61ms, fps=2227 images/s, loss=0.0749, top1-acc=97.71%, top5-acc=99.92%, remaining_time=0:00:18.941676, arrival_time=2021-04-10 03:05:42.960830, cost_time=0:00:04.856831 2021-04-10 03:05:25,160 INFO : TRAIN, epoch=0129, iter=00050/00196, fetch data time cost=1.46ms, fps=2243 images/s, loss=0.0736, top1-acc=97.77%, top5-acc=99.93%, remaining_time=0:00:17.515328, arrival_time=2021-04-10 03:05:42.676051, cost_time=0:00:05.998395 2021-04-10 03:05:26,298 INFO : TRAIN, epoch=0129, iter=00060/00196, fetch data time cost=1.46ms, fps=2251 images/s, loss=0.0745, top1-acc=97.68%, top5-acc=99.93%, remaining_time=0:00:16.175568, arrival_time=2021-04-10 03:05:42.474168, cost_time=0:00:07.136276 2021-04-10 03:05:27,448 INFO : TRAIN, epoch=0129, iter=00070/00196, fetch data time cost=1.50ms, fps=2227 images/s, loss=0.0764, top1-acc=97.62%, top5-acc=99.93%, remaining_time=0:00:14.914872, arrival_time=2021-04-10 03:05:42.363204, cost_time=0:00:08.286007 2021-04-10 03:05:28,589 INFO : TRAIN, epoch=0129, iter=00080/00196, fetch data time cost=1.36ms, fps=2244 images/s, loss=0.0796, top1-acc=97.54%, top5-acc=99.93%, remaining_time=0:00:13.669324, arrival_time=2021-04-10 03:05:42.258758, cost_time=0:00:09.427108 2021-04-10 03:05:29,733 INFO : TRAIN, epoch=0129, iter=00090/00196, fetch data time cost=1.48ms, fps=2238 images/s, loss=0.0815, top1-acc=97.49%, top5-acc=99.93%, remaining_time=0:00:12.450442, arrival_time=2021-04-10 03:05:42.183946, cost_time=0:00:10.571136 2021-04-10 03:05:30,877 INFO : TRAIN, epoch=0129, iter=00100/00196, fetch data time cost=1.42ms, fps=2238 images/s, loss=0.0814, top1-acc=97.51%, top5-acc=99.93%, remaining_time=0:00:11.246784, arrival_time=2021-04-10 03:05:42.124518, cost_time=0:00:11.715411 2021-04-10 03:05:32,014 INFO : TRAIN, epoch=0129, iter=00110/00196, fetch data time cost=1.40ms, fps=2253 images/s, loss=0.0809, top1-acc=97.48%, top5-acc=99.94%, remaining_time=0:00:10.047982, arrival_time=2021-04-10 03:05:42.062378, cost_time=0:00:12.852069 2021-04-10 03:05:33,157 INFO : TRAIN, epoch=0129, iter=00120/00196, fetch data time cost=1.45ms, fps=2241 images/s, loss=0.0807, top1-acc=97.46%, top5-acc=99.94%, remaining_time=0:00:08.863348, arrival_time=2021-04-10 03:05:42.020477, cost_time=0:00:13.994726 2021-04-10 03:05:34,311 INFO : TRAIN, epoch=0129, iter=00130/00196, fetch data time cost=1.86ms, fps=2218 images/s, loss=0.0809, top1-acc=97.46%, top5-acc=99.94%, remaining_time=0:00:07.691310, arrival_time=2021-04-10 03:05:42.003191, cost_time=0:00:15.149507 2021-04-10 03:05:35,453 INFO : TRAIN, epoch=0129, iter=00140/00196, fetch data time cost=1.36ms, fps=2243 images/s, loss=0.0803, top1-acc=97.47%, top5-acc=99.94%, remaining_time=0:00:06.516496, arrival_time=2021-04-10 03:05:41.970146, cost_time=0:00:16.291281 2021-04-10 03:05:36,599 INFO : TRAIN, epoch=0129, iter=00150/00196, fetch data time cost=1.52ms, fps=2235 images/s, loss=0.0788, top1-acc=97.51%, top5-acc=99.94%, remaining_time=0:00:05.347408, arrival_time=2021-04-10 03:05:41.946908, cost_time=0:00:17.437175 2021-04-10 03:05:37,743 INFO : TRAIN, epoch=0129, iter=00160/00196, fetch data time cost=1.88ms, fps=2238 images/s, loss=0.0791, top1-acc=97.49%, top5-acc=99.94%, remaining_time=0:00:04.180860, arrival_time=2021-04-10 03:05:41.924744, cost_time=0:00:18.581543 2021-04-10 03:05:38,885 INFO : TRAIN, epoch=0129, iter=00170/00196, fetch data time cost=1.74ms, fps=2243 images/s, loss=0.0793, top1-acc=97.48%, top5-acc=99.94%, remaining_time=0:00:03.016520, arrival_time=2021-04-10 03:05:41.902217, cost_time=0:00:19.723372 2021-04-10 03:05:40,027 INFO : TRAIN, epoch=0129, iter=00180/00196, fetch data time cost=1.44ms, fps=2242 images/s, loss=0.0793, top1-acc=97.47%, top5-acc=99.94%, remaining_time=0:00:01.854688, arrival_time=2021-04-10 03:05:41.882343, cost_time=0:00:20.865330 2021-04-10 03:05:41,173 INFO : TRAIN, epoch=0129, iter=00190/00196, fetch data time cost=1.36ms, fps=2235 images/s, loss=0.0794, top1-acc=97.48%, top5-acc=99.94%, remaining_time=0:00:00.695088, arrival_time=2021-04-10 03:05:41.868619, cost_time=0:00:22.011208 2021-04-10 03:05:41,790 INFO : TRAIN, epoch=0129, iter=00196/00196, fetch data time cost=1.84ms, fps=2206 images/s, loss=0.0791, top1-acc=97.48%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-10 03:05:41.790543, cost_time=0:00:22.628180 2021-04-10 03:05:42,237 INFO : EVAL, epoch=0129, iter=00010/00040, fetch data time cost=1.19ms, fps=5749 images/s, loss=0.3717, top1-acc=90.70%, top5-acc=99.49%, remaining_time=0:00:01.335960, arrival_time=2021-04-10 03:05:43.573173, cost_time=0:00:00.445315 2021-04-10 03:05:42,605 INFO : EVAL, epoch=0129, iter=00020/00040, fetch data time cost=1.57ms, fps=6961 images/s, loss=0.3641, top1-acc=90.74%, top5-acc=99.57%, remaining_time=0:00:00.813400, arrival_time=2021-04-10 03:05:43.418683, cost_time=0:00:00.813398 2021-04-10 03:05:42,972 INFO : EVAL, epoch=0129, iter=00030/00040, fetch data time cost=1.26ms, fps=6984 images/s, loss=0.3475, top1-acc=90.95%, top5-acc=99.65%, remaining_time=0:00:00.393410, arrival_time=2021-04-10 03:05:43.365555, cost_time=0:00:01.180229 2021-04-10 03:05:43,308 INFO : EVAL, epoch=0129, iter=00040/00040, fetch data time cost=0.07ms, fps=6897 images/s, loss=0.3549, top1-acc=90.82%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-10 03:05:43.308896, cost_time=0:00:01.517030 2021-04-10 03:05:44,202 INFO : Epoch=0129 complete, best val top1-acc=91.22%, top5-acc=99.61% (epoch=124), remaining_time=0:29:22.197422, arrival_time=2021-04-10 03:35:06.399729, cost_time=0:53:21.738977 2021-04-10 03:05:44,203 INFO : Train start, epoch=0130, lr=0.028003 2021-04-10 03:05:45,598 INFO : TRAIN, epoch=0130, iter=00010/00196, fetch data time cost=1.64ms, fps=1835 images/s, loss=0.0753, top1-acc=97.62%, top5-acc=99.96%, remaining_time=0:00:25.950906, arrival_time=2021-04-10 03:06:11.549565, cost_time=0:00:01.395209 2021-04-10 03:05:46,745 INFO : TRAIN, epoch=0130, iter=00020/00196, fetch data time cost=1.44ms, fps=2232 images/s, loss=0.0718, top1-acc=97.70%, top5-acc=99.94%, remaining_time=0:00:22.374176, arrival_time=2021-04-10 03:06:09.120106, cost_time=0:00:02.542524 2021-04-10 03:05:47,890 INFO : TRAIN, epoch=0130, iter=00030/00196, fetch data time cost=1.91ms, fps=2238 images/s, loss=0.0683, top1-acc=97.79%, top5-acc=99.95%, remaining_time=0:00:20.401068, arrival_time=2021-04-10 03:06:08.291384, cost_time=0:00:03.686926 2021-04-10 03:05:49,041 INFO : TRAIN, epoch=0130, iter=00040/00196, fetch data time cost=1.87ms, fps=2224 images/s, loss=0.0653, top1-acc=97.94%, top5-acc=99.96%, remaining_time=0:00:18.868824, arrival_time=2021-04-10 03:06:07.910440, cost_time=0:00:04.838153 2021-04-10 03:05:50,182 INFO : TRAIN, epoch=0130, iter=00050/00196, fetch data time cost=1.47ms, fps=2245 images/s, loss=0.0660, top1-acc=97.88%, top5-acc=99.96%, remaining_time=0:00:17.459118, arrival_time=2021-04-10 03:06:07.641784, cost_time=0:00:05.979138 2021-04-10 03:05:51,325 INFO : TRAIN, epoch=0130, iter=00060/00196, fetch data time cost=1.52ms, fps=2241 images/s, loss=0.0670, top1-acc=97.84%, top5-acc=99.97%, remaining_time=0:00:16.143336, arrival_time=2021-04-10 03:06:07.468804, cost_time=0:00:07.122058 2021-04-10 03:05:52,468 INFO : TRAIN, epoch=0130, iter=00070/00196, fetch data time cost=1.60ms, fps=2240 images/s, loss=0.0665, top1-acc=97.89%, top5-acc=99.97%, remaining_time=0:00:14.877954, arrival_time=2021-04-10 03:06:07.346863, cost_time=0:00:08.265512 2021-04-10 03:05:53,612 INFO : TRAIN, epoch=0130, iter=00080/00196, fetch data time cost=1.47ms, fps=2240 images/s, loss=0.0661, top1-acc=97.90%, top5-acc=99.98%, remaining_time=0:00:13.642760, arrival_time=2021-04-10 03:06:07.255038, cost_time=0:00:09.408774 2021-04-10 03:05:54,756 INFO : TRAIN, epoch=0130, iter=00090/00196, fetch data time cost=1.38ms, fps=2238 images/s, loss=0.0687, top1-acc=97.77%, top5-acc=99.97%, remaining_time=0:00:12.429454, arrival_time=2021-04-10 03:06:07.186180, cost_time=0:00:10.553320 2021-04-10 03:05:55,903 INFO : TRAIN, epoch=0130, iter=00100/00196, fetch data time cost=1.97ms, fps=2233 images/s, loss=0.0680, top1-acc=97.82%, top5-acc=99.97%, remaining_time=0:00:11.232384, arrival_time=2021-04-10 03:06:07.136144, cost_time=0:00:11.700364 2021-04-10 03:05:57,047 INFO : TRAIN, epoch=0130, iter=00110/00196, fetch data time cost=1.40ms, fps=2240 images/s, loss=0.0704, top1-acc=97.76%, top5-acc=99.97%, remaining_time=0:00:10.041360, arrival_time=2021-04-10 03:06:07.088373, cost_time=0:00:12.843622 2021-04-10 03:05:58,188 INFO : TRAIN, epoch=0130, iter=00120/00196, fetch data time cost=1.52ms, fps=2243 images/s, loss=0.0718, top1-acc=97.71%, top5-acc=99.97%, remaining_time=0:00:08.857344, arrival_time=2021-04-10 03:06:07.046045, cost_time=0:00:13.985305 2021-04-10 03:05:59,334 INFO : TRAIN, epoch=0130, iter=00130/00196, fetch data time cost=2.14ms, fps=2236 images/s, loss=0.0738, top1-acc=97.65%, top5-acc=99.96%, remaining_time=0:00:07.681674, arrival_time=2021-04-10 03:06:07.015745, cost_time=0:00:15.130617 2021-04-10 03:06:00,533 INFO : TRAIN, epoch=0130, iter=00140/00196, fetch data time cost=1.59ms, fps=2135 images/s, loss=0.0747, top1-acc=97.61%, top5-acc=99.97%, remaining_time=0:00:06.532064, arrival_time=2021-04-10 03:06:07.065623, cost_time=0:00:16.330125 2021-04-10 03:06:01,672 INFO : TRAIN, epoch=0130, iter=00150/00196, fetch data time cost=1.59ms, fps=2248 images/s, loss=0.0753, top1-acc=97.57%, top5-acc=99.97%, remaining_time=0:00:05.357298, arrival_time=2021-04-10 03:06:07.030215, cost_time=0:00:17.469508 2021-04-10 03:06:02,819 INFO : TRAIN, epoch=0130, iter=00160/00196, fetch data time cost=1.89ms, fps=2233 images/s, loss=0.0763, top1-acc=97.55%, top5-acc=99.97%, remaining_time=0:00:04.188672, arrival_time=2021-04-10 03:06:07.008439, cost_time=0:00:18.616330 2021-04-10 03:06:03,965 INFO : TRAIN, epoch=0130, iter=00170/00196, fetch data time cost=1.94ms, fps=2236 images/s, loss=0.0759, top1-acc=97.56%, top5-acc=99.97%, remaining_time=0:00:03.022396, arrival_time=2021-04-10 03:06:06.987545, cost_time=0:00:19.761756 2021-04-10 03:06:05,109 INFO : TRAIN, epoch=0130, iter=00180/00196, fetch data time cost=1.32ms, fps=2238 images/s, loss=0.0768, top1-acc=97.55%, top5-acc=99.97%, remaining_time=0:00:01.858288, arrival_time=2021-04-10 03:06:06.967455, cost_time=0:00:20.905776 2021-04-10 03:06:06,258 INFO : TRAIN, epoch=0130, iter=00190/00196, fetch data time cost=1.23ms, fps=2227 images/s, loss=0.0764, top1-acc=97.56%, top5-acc=99.97%, remaining_time=0:00:00.696492, arrival_time=2021-04-10 03:06:06.955433, cost_time=0:00:22.055540 2021-04-10 03:06:06,870 INFO : TRAIN, epoch=0130, iter=00196/00196, fetch data time cost=1.27ms, fps=2224 images/s, loss=0.0763, top1-acc=97.57%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 03:06:06.870945, cost_time=0:00:22.667557 2021-04-10 03:06:07,359 INFO : EVAL, epoch=0130, iter=00010/00040, fetch data time cost=0.19ms, fps=5249 images/s, loss=0.3806, top1-acc=89.73%, top5-acc=99.73%, remaining_time=0:00:01.463160, arrival_time=2021-04-10 03:06:08.822787, cost_time=0:00:00.487723 2021-04-10 03:06:07,734 INFO : EVAL, epoch=0130, iter=00020/00040, fetch data time cost=1.42ms, fps=6829 images/s, loss=0.3812, top1-acc=90.00%, top5-acc=99.55%, remaining_time=0:00:00.863040, arrival_time=2021-04-10 03:06:08.597935, cost_time=0:00:00.863041 2021-04-10 03:06:08,105 INFO : EVAL, epoch=0130, iter=00030/00040, fetch data time cost=1.32ms, fps=6911 images/s, loss=0.3732, top1-acc=90.12%, top5-acc=99.60%, remaining_time=0:00:00.411250, arrival_time=2021-04-10 03:06:08.516871, cost_time=0:00:01.233762 2021-04-10 03:06:08,442 INFO : EVAL, epoch=0130, iter=00040/00040, fetch data time cost=0.07ms, fps=6895 images/s, loss=0.3668, top1-acc=90.13%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-10 03:06:08.442427, cost_time=0:00:01.570597 2021-04-10 03:06:08,948 INFO : Epoch=0130 complete, best val top1-acc=91.22%, top5-acc=99.61% (epoch=124), remaining_time=0:28:57.338330, arrival_time=2021-04-10 03:35:06.287163, cost_time=0:53:46.485505 2021-04-10 03:06:08,949 INFO : Train start, epoch=0131, lr=0.027300 2021-04-10 03:06:10,283 INFO : TRAIN, epoch=0131, iter=00010/00196, fetch data time cost=1.60ms, fps=1919 images/s, loss=0.0677, top1-acc=97.66%, top5-acc=99.96%, remaining_time=0:00:24.816120, arrival_time=2021-04-10 03:06:35.100026, cost_time=0:00:01.334203 2021-04-10 03:06:11,424 INFO : TRAIN, epoch=0131, iter=00020/00196, fetch data time cost=1.33ms, fps=2245 images/s, loss=0.0730, top1-acc=97.56%, top5-acc=99.98%, remaining_time=0:00:21.778592, arrival_time=2021-04-10 03:06:33.203152, cost_time=0:00:02.474843 2021-04-10 03:06:12,578 INFO : TRAIN, epoch=0131, iter=00030/00196, fetch data time cost=1.42ms, fps=2220 images/s, loss=0.0705, top1-acc=97.70%, top5-acc=99.96%, remaining_time=0:00:20.076870, arrival_time=2021-04-10 03:06:32.654938, cost_time=0:00:03.628353 2021-04-10 03:06:13,721 INFO : TRAIN, epoch=0131, iter=00040/00196, fetch data time cost=1.44ms, fps=2240 images/s, loss=0.0696, top1-acc=97.70%, top5-acc=99.97%, remaining_time=0:00:18.609552, arrival_time=2021-04-10 03:06:32.331006, cost_time=0:00:04.771693 2021-04-10 03:06:14,862 INFO : TRAIN, epoch=0131, iter=00050/00196, fetch data time cost=1.36ms, fps=2244 images/s, loss=0.0709, top1-acc=97.70%, top5-acc=99.95%, remaining_time=0:00:17.266544, arrival_time=2021-04-10 03:06:32.129442, cost_time=0:00:05.913189 2021-04-10 03:06:16,012 INFO : TRAIN, epoch=0131, iter=00060/00196, fetch data time cost=2.22ms, fps=2228 images/s, loss=0.0698, top1-acc=97.75%, top5-acc=99.95%, remaining_time=0:00:16.008968, arrival_time=2021-04-10 03:06:32.021448, cost_time=0:00:07.062755 2021-04-10 03:06:17,157 INFO : TRAIN, epoch=0131, iter=00070/00196, fetch data time cost=1.63ms, fps=2236 images/s, loss=0.0699, top1-acc=97.73%, top5-acc=99.96%, remaining_time=0:00:14.774130, arrival_time=2021-04-10 03:06:31.931721, cost_time=0:00:08.207846 2021-04-10 03:06:18,303 INFO : TRAIN, epoch=0131, iter=00080/00196, fetch data time cost=2.12ms, fps=2234 images/s, loss=0.0686, top1-acc=97.77%, top5-acc=99.97%, remaining_time=0:00:13.563532, arrival_time=2021-04-10 03:06:31.867434, cost_time=0:00:09.354196 2021-04-10 03:06:19,447 INFO : TRAIN, epoch=0131, iter=00090/00196, fetch data time cost=1.90ms, fps=2240 images/s, loss=0.0690, top1-acc=97.79%, top5-acc=99.97%, remaining_time=0:00:12.363840, arrival_time=2021-04-10 03:06:31.811181, cost_time=0:00:10.497626 2021-04-10 03:06:20,583 INFO : TRAIN, epoch=0131, iter=00100/00196, fetch data time cost=1.52ms, fps=2254 images/s, loss=0.0701, top1-acc=97.75%, top5-acc=99.97%, remaining_time=0:00:11.168352, arrival_time=2021-04-10 03:06:31.751827, cost_time=0:00:11.633725 2021-04-10 03:06:21,731 INFO : TRAIN, epoch=0131, iter=00110/00196, fetch data time cost=1.58ms, fps=2231 images/s, loss=0.0709, top1-acc=97.70%, top5-acc=99.97%, remaining_time=0:00:09.993114, arrival_time=2021-04-10 03:06:31.724775, cost_time=0:00:12.781911 2021-04-10 03:06:22,877 INFO : TRAIN, epoch=0131, iter=00120/00196, fetch data time cost=1.99ms, fps=2236 images/s, loss=0.0712, top1-acc=97.70%, top5-acc=99.97%, remaining_time=0:00:08.820712, arrival_time=2021-04-10 03:06:31.697836, cost_time=0:00:13.927415 2021-04-10 03:06:24,024 INFO : TRAIN, epoch=0131, iter=00130/00196, fetch data time cost=2.22ms, fps=2233 images/s, loss=0.0716, top1-acc=97.70%, top5-acc=99.98%, remaining_time=0:00:07.653096, arrival_time=2021-04-10 03:06:31.677108, cost_time=0:00:15.074303 2021-04-10 03:06:25,162 INFO : TRAIN, epoch=0131, iter=00140/00196, fetch data time cost=1.45ms, fps=2250 images/s, loss=0.0728, top1-acc=97.68%, top5-acc=99.97%, remaining_time=0:00:06.484968, arrival_time=2021-04-10 03:06:31.647121, cost_time=0:00:16.212445 2021-04-10 03:06:26,310 INFO : TRAIN, epoch=0131, iter=00150/00196, fetch data time cost=1.42ms, fps=2229 images/s, loss=0.0742, top1-acc=97.62%, top5-acc=99.97%, remaining_time=0:00:05.324086, arrival_time=2021-04-10 03:06:31.634901, cost_time=0:00:17.361109 2021-04-10 03:06:27,455 INFO : TRAIN, epoch=0131, iter=00160/00196, fetch data time cost=1.39ms, fps=2236 images/s, loss=0.0744, top1-acc=97.60%, top5-acc=99.97%, remaining_time=0:00:04.163904, arrival_time=2021-04-10 03:06:31.619779, cost_time=0:00:18.506172 2021-04-10 03:06:28,601 INFO : TRAIN, epoch=0131, iter=00170/00196, fetch data time cost=1.44ms, fps=2236 images/s, loss=0.0758, top1-acc=97.57%, top5-acc=99.97%, remaining_time=0:00:03.005522, arrival_time=2021-04-10 03:06:31.606696, cost_time=0:00:19.651472 2021-04-10 03:06:29,751 INFO : TRAIN, epoch=0131, iter=00180/00196, fetch data time cost=1.89ms, fps=2227 images/s, loss=0.0756, top1-acc=97.58%, top5-acc=99.97%, remaining_time=0:00:01.849024, arrival_time=2021-04-10 03:06:31.600239, cost_time=0:00:20.801510 2021-04-10 03:06:30,896 INFO : TRAIN, epoch=0131, iter=00190/00196, fetch data time cost=1.43ms, fps=2236 images/s, loss=0.0756, top1-acc=97.58%, top5-acc=99.97%, remaining_time=0:00:00.693060, arrival_time=2021-04-10 03:06:31.589765, cost_time=0:00:21.946995 2021-04-10 03:06:31,509 INFO : TRAIN, epoch=0131, iter=00196/00196, fetch data time cost=1.24ms, fps=2221 images/s, loss=0.0755, top1-acc=97.59%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 03:06:31.509531, cost_time=0:00:22.559815 2021-04-10 03:06:31,954 INFO : EVAL, epoch=0131, iter=00010/00040, fetch data time cost=3.65ms, fps=5769 images/s, loss=0.3119, top1-acc=90.98%, top5-acc=99.53%, remaining_time=0:00:01.331160, arrival_time=2021-04-10 03:06:33.285424, cost_time=0:00:00.443724 2021-04-10 03:06:32,321 INFO : EVAL, epoch=0131, iter=00020/00040, fetch data time cost=1.33ms, fps=6970 images/s, loss=0.3269, top1-acc=90.76%, top5-acc=99.41%, remaining_time=0:00:00.811320, arrival_time=2021-04-10 03:06:33.133181, cost_time=0:00:00.811324 2021-04-10 03:06:32,698 INFO : EVAL, epoch=0131, iter=00030/00040, fetch data time cost=2.11ms, fps=6805 images/s, loss=0.3265, top1-acc=90.91%, top5-acc=99.45%, remaining_time=0:00:00.395950, arrival_time=2021-04-10 03:06:33.094376, cost_time=0:00:01.187842 2021-04-10 03:06:33,045 INFO : EVAL, epoch=0131, iter=00040/00040, fetch data time cost=0.11ms, fps=6704 images/s, loss=0.3245, top1-acc=90.96%, top5-acc=99.47%, remaining_time=0:00:00, arrival_time=2021-04-10 03:06:33.044961, cost_time=0:00:01.534413 2021-04-10 03:06:33,579 INFO : Epoch=0131 complete, best val top1-acc=91.22%, top5-acc=99.61% (epoch=124), remaining_time=0:28:32.419782, arrival_time=2021-04-10 03:35:05.998865, cost_time=0:54:11.115776 2021-04-10 03:06:33,579 INFO : Train start, epoch=0132, lr=0.026604 2021-04-10 03:06:34,933 INFO : TRAIN, epoch=0132, iter=00010/00196, fetch data time cost=0.24ms, fps=1891 images/s, loss=0.0649, top1-acc=97.85%, top5-acc=99.96%, remaining_time=0:00:25.176774, arrival_time=2021-04-10 03:07:00.110111, cost_time=0:00:01.353594 2021-04-10 03:06:36,079 INFO : TRAIN, epoch=0132, iter=00020/00196, fetch data time cost=2.52ms, fps=2235 images/s, loss=0.0652, top1-acc=97.81%, top5-acc=99.98%, remaining_time=0:00:21.996304, arrival_time=2021-04-10 03:06:58.075678, cost_time=0:00:02.499583 2021-04-10 03:06:37,229 INFO : TRAIN, epoch=0132, iter=00030/00196, fetch data time cost=1.94ms, fps=2226 images/s, loss=0.0650, top1-acc=97.81%, top5-acc=99.96%, remaining_time=0:00:20.196888, arrival_time=2021-04-10 03:06:57.426669, cost_time=0:00:03.650035 2021-04-10 03:06:38,371 INFO : TRAIN, epoch=0132, iter=00040/00196, fetch data time cost=1.90ms, fps=2243 images/s, loss=0.0628, top1-acc=97.99%, top5-acc=99.97%, remaining_time=0:00:18.687708, arrival_time=2021-04-10 03:06:57.059179, cost_time=0:00:04.791724 2021-04-10 03:06:39,515 INFO : TRAIN, epoch=0132, iter=00050/00196, fetch data time cost=1.99ms, fps=2239 images/s, loss=0.0637, top1-acc=98.02%, top5-acc=99.98%, remaining_time=0:00:17.331076, arrival_time=2021-04-10 03:06:56.846116, cost_time=0:00:05.935285 2021-04-10 03:06:40,660 INFO : TRAIN, epoch=0132, iter=00060/00196, fetch data time cost=1.44ms, fps=2236 images/s, loss=0.0676, top1-acc=97.90%, top5-acc=99.97%, remaining_time=0:00:16.048952, arrival_time=2021-04-10 03:06:56.709120, cost_time=0:00:07.080416 2021-04-10 03:06:41,798 INFO : TRAIN, epoch=0132, iter=00070/00196, fetch data time cost=1.50ms, fps=2250 images/s, loss=0.0672, top1-acc=97.91%, top5-acc=99.97%, remaining_time=0:00:14.793408, arrival_time=2021-04-10 03:06:56.591733, cost_time=0:00:08.218538 2021-04-10 03:06:42,949 INFO : TRAIN, epoch=0132, iter=00080/00196, fetch data time cost=2.46ms, fps=2225 images/s, loss=0.0680, top1-acc=97.88%, top5-acc=99.97%, remaining_time=0:00:13.585920, arrival_time=2021-04-10 03:06:56.535309, cost_time=0:00:09.369589 2021-04-10 03:06:44,089 INFO : TRAIN, epoch=0132, iter=00090/00196, fetch data time cost=1.55ms, fps=2247 images/s, loss=0.0698, top1-acc=97.79%, top5-acc=99.96%, remaining_time=0:00:12.378044, arrival_time=2021-04-10 03:06:56.467435, cost_time=0:00:10.509642 2021-04-10 03:06:45,231 INFO : TRAIN, epoch=0132, iter=00100/00196, fetch data time cost=1.51ms, fps=2242 images/s, loss=0.0714, top1-acc=97.70%, top5-acc=99.96%, remaining_time=0:00:11.185632, arrival_time=2021-04-10 03:06:56.417100, cost_time=0:00:11.651719 2021-04-10 03:06:46,371 INFO : TRAIN, epoch=0132, iter=00110/00196, fetch data time cost=1.36ms, fps=2247 images/s, loss=0.0710, top1-acc=97.71%, top5-acc=99.96%, remaining_time=0:00:10.000682, arrival_time=2021-04-10 03:06:56.372020, cost_time=0:00:12.791562 2021-04-10 03:06:47,515 INFO : TRAIN, epoch=0132, iter=00120/00196, fetch data time cost=1.60ms, fps=2239 images/s, loss=0.0711, top1-acc=97.71%, top5-acc=99.96%, remaining_time=0:00:08.825652, arrival_time=2021-04-10 03:06:56.340627, cost_time=0:00:13.935229 2021-04-10 03:06:48,661 INFO : TRAIN, epoch=0132, iter=00130/00196, fetch data time cost=1.40ms, fps=2233 images/s, loss=0.0716, top1-acc=97.70%, top5-acc=99.96%, remaining_time=0:00:07.656924, arrival_time=2021-04-10 03:06:56.318468, cost_time=0:00:15.081799 2021-04-10 03:06:49,805 INFO : TRAIN, epoch=0132, iter=00140/00196, fetch data time cost=1.61ms, fps=2238 images/s, loss=0.0712, top1-acc=97.70%, top5-acc=99.96%, remaining_time=0:00:06.490344, arrival_time=2021-04-10 03:06:56.296004, cost_time=0:00:16.225869 2021-04-10 03:06:50,949 INFO : TRAIN, epoch=0132, iter=00150/00196, fetch data time cost=1.48ms, fps=2239 images/s, loss=0.0719, top1-acc=97.68%, top5-acc=99.96%, remaining_time=0:00:05.326800, arrival_time=2021-04-10 03:06:56.276559, cost_time=0:00:17.370009 2021-04-10 03:06:52,089 INFO : TRAIN, epoch=0132, iter=00160/00196, fetch data time cost=1.36ms, fps=2246 images/s, loss=0.0719, top1-acc=97.68%, top5-acc=99.96%, remaining_time=0:00:04.164768, arrival_time=2021-04-10 03:06:56.254531, cost_time=0:00:18.510004 2021-04-10 03:06:53,233 INFO : TRAIN, epoch=0132, iter=00170/00196, fetch data time cost=1.58ms, fps=2240 images/s, loss=0.0722, top1-acc=97.67%, top5-acc=99.97%, remaining_time=0:00:03.005808, arrival_time=2021-04-10 03:06:56.238946, cost_time=0:00:19.653395 2021-04-10 03:06:54,379 INFO : TRAIN, epoch=0132, iter=00180/00196, fetch data time cost=2.04ms, fps=2235 images/s, loss=0.0717, top1-acc=97.70%, top5-acc=99.97%, remaining_time=0:00:01.848816, arrival_time=2021-04-10 03:06:56.227863, cost_time=0:00:20.799268 2021-04-10 03:06:55,521 INFO : TRAIN, epoch=0132, iter=00190/00196, fetch data time cost=1.23ms, fps=2242 images/s, loss=0.0711, top1-acc=97.73%, top5-acc=99.97%, remaining_time=0:00:00.692886, arrival_time=2021-04-10 03:06:56.214031, cost_time=0:00:21.941399 2021-04-10 03:06:56,134 INFO : TRAIN, epoch=0132, iter=00196/00196, fetch data time cost=0.08ms, fps=2219 images/s, loss=0.0715, top1-acc=97.72%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 03:06:56.134313, cost_time=0:00:22.554582 2021-04-10 03:06:56,616 INFO : EVAL, epoch=0132, iter=00010/00040, fetch data time cost=1.42ms, fps=5323 images/s, loss=0.3557, top1-acc=90.86%, top5-acc=99.37%, remaining_time=0:00:01.442820, arrival_time=2021-04-10 03:06:58.058942, cost_time=0:00:00.480939 2021-04-10 03:06:56,989 INFO : EVAL, epoch=0132, iter=00020/00040, fetch data time cost=1.28ms, fps=6863 images/s, loss=0.3496, top1-acc=90.90%, top5-acc=99.49%, remaining_time=0:00:00.854280, arrival_time=2021-04-10 03:06:57.843752, cost_time=0:00:00.854290 2021-04-10 03:06:57,363 INFO : EVAL, epoch=0132, iter=00030/00040, fetch data time cost=1.82ms, fps=6843 images/s, loss=0.3427, top1-acc=91.05%, top5-acc=99.56%, remaining_time=0:00:00.409580, arrival_time=2021-04-10 03:06:57.773508, cost_time=0:00:01.228748 2021-04-10 03:06:57,698 INFO : EVAL, epoch=0132, iter=00040/00040, fetch data time cost=0.07ms, fps=6932 images/s, loss=0.3287, top1-acc=91.30%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-10 03:06:57.698898, cost_time=0:00:01.563741 2021-04-10 03:06:58,708 INFO : Epoch=0132 complete, best val top1-acc=91.30%, top5-acc=99.58% (epoch=132), remaining_time=0:28:07.762720, arrival_time=2021-04-10 03:35:06.471295, cost_time=0:54:36.245223 2021-04-10 03:06:58,709 INFO : Train start, epoch=0133, lr=0.025912 2021-04-10 03:07:00,042 INFO : TRAIN, epoch=0133, iter=00010/00196, fetch data time cost=0.45ms, fps=1920 images/s, loss=0.0523, top1-acc=98.44%, top5-acc=99.96%, remaining_time=0:00:24.793986, arrival_time=2021-04-10 03:07:24.836536, cost_time=0:00:01.333007 2021-04-10 03:07:01,183 INFO : TRAIN, epoch=0133, iter=00020/00196, fetch data time cost=1.53ms, fps=2244 images/s, loss=0.0572, top1-acc=98.18%, top5-acc=99.98%, remaining_time=0:00:21.772960, arrival_time=2021-04-10 03:07:22.956649, cost_time=0:00:02.474209 2021-04-10 03:07:02,330 INFO : TRAIN, epoch=0133, iter=00030/00196, fetch data time cost=1.39ms, fps=2233 images/s, loss=0.0570, top1-acc=98.12%, top5-acc=99.99%, remaining_time=0:00:20.036698, arrival_time=2021-04-10 03:07:22.367288, cost_time=0:00:03.621097 2021-04-10 03:07:03,474 INFO : TRAIN, epoch=0133, iter=00040/00196, fetch data time cost=1.39ms, fps=2239 images/s, loss=0.0604, top1-acc=97.93%, top5-acc=99.95%, remaining_time=0:00:18.583812, arrival_time=2021-04-10 03:07:22.058423, cost_time=0:00:04.765096 2021-04-10 03:07:04,614 INFO : TRAIN, epoch=0133, iter=00050/00196, fetch data time cost=1.43ms, fps=2247 images/s, loss=0.0587, top1-acc=98.01%, top5-acc=99.96%, remaining_time=0:00:17.242454, arrival_time=2021-04-10 03:07:21.856887, cost_time=0:00:05.904950 2021-04-10 03:07:05,761 INFO : TRAIN, epoch=0133, iter=00060/00196, fetch data time cost=1.52ms, fps=2234 images/s, loss=0.0601, top1-acc=97.94%, top5-acc=99.96%, remaining_time=0:00:15.983400, arrival_time=2021-04-10 03:07:21.744417, cost_time=0:00:07.051491 2021-04-10 03:07:06,901 INFO : TRAIN, epoch=0133, iter=00070/00196, fetch data time cost=1.39ms, fps=2245 images/s, loss=0.0628, top1-acc=97.84%, top5-acc=99.97%, remaining_time=0:00:14.745780, arrival_time=2021-04-10 03:07:21.647378, cost_time=0:00:08.192122 2021-04-10 03:07:08,044 INFO : TRAIN, epoch=0133, iter=00080/00196, fetch data time cost=1.40ms, fps=2240 images/s, loss=0.0655, top1-acc=97.80%, top5-acc=99.97%, remaining_time=0:00:13.536040, arrival_time=2021-04-10 03:07:21.580752, cost_time=0:00:09.335231 2021-04-10 03:07:09,190 INFO : TRAIN, epoch=0133, iter=00090/00196, fetch data time cost=1.86ms, fps=2236 images/s, loss=0.0674, top1-acc=97.75%, top5-acc=99.97%, remaining_time=0:00:12.343912, arrival_time=2021-04-10 03:07:21.534051, cost_time=0:00:10.480662 2021-04-10 03:07:10,335 INFO : TRAIN, epoch=0133, iter=00100/00196, fetch data time cost=1.42ms, fps=2237 images/s, loss=0.0685, top1-acc=97.73%, top5-acc=99.97%, remaining_time=0:00:11.160576, arrival_time=2021-04-10 03:07:21.495622, cost_time=0:00:11.625564 2021-04-10 03:07:11,491 INFO : TRAIN, epoch=0133, iter=00110/00196, fetch data time cost=1.93ms, fps=2214 images/s, loss=0.0687, top1-acc=97.75%, top5-acc=99.98%, remaining_time=0:00:09.993544, arrival_time=2021-04-10 03:07:21.485474, cost_time=0:00:12.782398 2021-04-10 03:07:12,641 INFO : TRAIN, epoch=0133, iter=00120/00196, fetch data time cost=1.51ms, fps=2229 images/s, loss=0.0690, top1-acc=97.75%, top5-acc=99.98%, remaining_time=0:00:08.823372, arrival_time=2021-04-10 03:07:21.464536, cost_time=0:00:13.931619 2021-04-10 03:07:13,793 INFO : TRAIN, epoch=0133, iter=00130/00196, fetch data time cost=4.45ms, fps=2223 images/s, loss=0.0693, top1-acc=97.75%, top5-acc=99.98%, remaining_time=0:00:07.657914, arrival_time=2021-04-10 03:07:21.451292, cost_time=0:00:15.083771 2021-04-10 03:07:14,946 INFO : TRAIN, epoch=0133, iter=00140/00196, fetch data time cost=2.01ms, fps=2222 images/s, loss=0.0688, top1-acc=97.77%, top5-acc=99.98%, remaining_time=0:00:06.494768, arrival_time=2021-04-10 03:07:21.441138, cost_time=0:00:16.236888 2021-04-10 03:07:16,090 INFO : TRAIN, epoch=0133, iter=00150/00196, fetch data time cost=1.69ms, fps=2238 images/s, loss=0.0690, top1-acc=97.78%, top5-acc=99.98%, remaining_time=0:00:05.330204, arrival_time=2021-04-10 03:07:21.420842, cost_time=0:00:17.381157 2021-04-10 03:07:17,236 INFO : TRAIN, epoch=0133, iter=00160/00196, fetch data time cost=1.42ms, fps=2236 images/s, loss=0.0697, top1-acc=97.77%, top5-acc=99.98%, remaining_time=0:00:04.168476, arrival_time=2021-04-10 03:07:21.404566, cost_time=0:00:18.526548 2021-04-10 03:07:18,382 INFO : TRAIN, epoch=0133, iter=00170/00196, fetch data time cost=1.89ms, fps=2234 images/s, loss=0.0699, top1-acc=97.75%, top5-acc=99.98%, remaining_time=0:00:03.008772, arrival_time=2021-04-10 03:07:21.391125, cost_time=0:00:19.672821 2021-04-10 03:07:19,524 INFO : TRAIN, epoch=0133, iter=00180/00196, fetch data time cost=1.46ms, fps=2243 images/s, loss=0.0693, top1-acc=97.76%, top5-acc=99.98%, remaining_time=0:00:01.850192, arrival_time=2021-04-10 03:07:21.374360, cost_time=0:00:20.814686 2021-04-10 03:07:20,676 INFO : TRAIN, epoch=0133, iter=00190/00196, fetch data time cost=1.49ms, fps=2223 images/s, loss=0.0703, top1-acc=97.73%, top5-acc=99.98%, remaining_time=0:00:00.693684, arrival_time=2021-04-10 03:07:21.369855, cost_time=0:00:21.966687 2021-04-10 03:07:21,291 INFO : TRAIN, epoch=0133, iter=00196/00196, fetch data time cost=1.22ms, fps=2211 images/s, loss=0.0699, top1-acc=97.76%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 03:07:21.291820, cost_time=0:00:22.582297 2021-04-10 03:07:21,746 INFO : EVAL, epoch=0133, iter=00010/00040, fetch data time cost=0.30ms, fps=5648 images/s, loss=0.3735, top1-acc=90.55%, top5-acc=99.77%, remaining_time=0:00:01.359690, arrival_time=2021-04-10 03:07:23.105802, cost_time=0:00:00.453234 2021-04-10 03:07:22,115 INFO : EVAL, epoch=0133, iter=00020/00040, fetch data time cost=1.42ms, fps=6945 images/s, loss=0.3531, top1-acc=91.17%, top5-acc=99.65%, remaining_time=0:00:00.822300, arrival_time=2021-04-10 03:07:22.937457, cost_time=0:00:00.822306 2021-04-10 03:07:22,485 INFO : EVAL, epoch=0133, iter=00030/00040, fetch data time cost=1.72ms, fps=6931 images/s, loss=0.3534, top1-acc=90.98%, top5-acc=99.64%, remaining_time=0:00:00.397330, arrival_time=2021-04-10 03:07:22.882257, cost_time=0:00:01.191978 2021-04-10 03:07:22,822 INFO : EVAL, epoch=0133, iter=00040/00040, fetch data time cost=0.07ms, fps=6881 images/s, loss=0.3494, top1-acc=90.84%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-10 03:07:22.822543, cost_time=0:00:01.529731 2021-04-10 03:07:23,336 INFO : Epoch=0133 complete, best val top1-acc=91.30%, top5-acc=99.58% (epoch=132), remaining_time=0:27:42.845865, arrival_time=2021-04-10 03:35:06.182341, cost_time=0:55:00.873167 2021-04-10 03:07:23,337 INFO : Train start, epoch=0134, lr=0.025227 2021-04-10 03:07:24,741 INFO : TRAIN, epoch=0134, iter=00010/00196, fetch data time cost=0.23ms, fps=1823 images/s, loss=0.0763, top1-acc=97.66%, top5-acc=100.00%, remaining_time=0:00:26.125188, arrival_time=2021-04-10 03:07:50.866933, cost_time=0:00:01.404582 2021-04-10 03:07:25,882 INFO : TRAIN, epoch=0134, iter=00020/00196, fetch data time cost=1.34ms, fps=2244 images/s, loss=0.0710, top1-acc=97.85%, top5-acc=100.00%, remaining_time=0:00:22.402864, arrival_time=2021-04-10 03:07:48.285813, cost_time=0:00:02.545777 2021-04-10 03:07:27,025 INFO : TRAIN, epoch=0134, iter=00030/00196, fetch data time cost=1.52ms, fps=2242 images/s, loss=0.0674, top1-acc=97.90%, top5-acc=100.00%, remaining_time=0:00:20.406048, arrival_time=2021-04-10 03:07:47.431032, cost_time=0:00:03.687848 2021-04-10 03:07:28,164 INFO : TRAIN, epoch=0134, iter=00040/00196, fetch data time cost=1.45ms, fps=2247 images/s, loss=0.0700, top1-acc=97.77%, top5-acc=99.99%, remaining_time=0:00:18.826548, arrival_time=2021-04-10 03:07:46.991040, cost_time=0:00:04.827306 2021-04-10 03:07:29,309 INFO : TRAIN, epoch=0134, iter=00050/00196, fetch data time cost=1.42ms, fps=2238 images/s, loss=0.0705, top1-acc=97.82%, top5-acc=99.96%, remaining_time=0:00:17.437802, arrival_time=2021-04-10 03:07:46.746788, cost_time=0:00:05.971850 2021-04-10 03:07:30,457 INFO : TRAIN, epoch=0134, iter=00060/00196, fetch data time cost=1.68ms, fps=2231 images/s, loss=0.0692, top1-acc=97.85%, top5-acc=99.96%, remaining_time=0:00:16.138440, arrival_time=2021-04-10 03:07:46.595502, cost_time=0:00:07.119924 2021-04-10 03:07:31,595 INFO : TRAIN, epoch=0134, iter=00070/00196, fetch data time cost=1.58ms, fps=2249 images/s, loss=0.0686, top1-acc=97.84%, top5-acc=99.96%, remaining_time=0:00:14.865606, arrival_time=2021-04-10 03:07:46.461440, cost_time=0:00:08.258699 2021-04-10 03:07:32,741 INFO : TRAIN, epoch=0134, iter=00080/00196, fetch data time cost=1.58ms, fps=2235 images/s, loss=0.0673, top1-acc=97.91%, top5-acc=99.96%, remaining_time=0:00:13.636844, arrival_time=2021-04-10 03:07:46.378707, cost_time=0:00:09.404716 2021-04-10 03:07:33,881 INFO : TRAIN, epoch=0134, iter=00090/00196, fetch data time cost=1.51ms, fps=2248 images/s, loss=0.0695, top1-acc=97.84%, top5-acc=99.96%, remaining_time=0:00:12.418324, arrival_time=2021-04-10 03:07:46.299302, cost_time=0:00:10.543837 2021-04-10 03:07:35,034 INFO : TRAIN, epoch=0134, iter=00100/00196, fetch data time cost=1.99ms, fps=2220 images/s, loss=0.0683, top1-acc=97.86%, top5-acc=99.96%, remaining_time=0:00:11.229600, arrival_time=2021-04-10 03:07:46.264209, cost_time=0:00:11.697455 2021-04-10 03:07:36,180 INFO : TRAIN, epoch=0134, iter=00110/00196, fetch data time cost=1.64ms, fps=2236 images/s, loss=0.0679, top1-acc=97.85%, top5-acc=99.97%, remaining_time=0:00:10.040844, arrival_time=2021-04-10 03:07:46.220968, cost_time=0:00:12.842967 2021-04-10 03:07:37,326 INFO : TRAIN, epoch=0134, iter=00120/00196, fetch data time cost=2.28ms, fps=2234 images/s, loss=0.0674, top1-acc=97.86%, top5-acc=99.97%, remaining_time=0:00:08.859928, arrival_time=2021-04-10 03:07:46.186510, cost_time=0:00:13.989385 2021-04-10 03:07:38,471 INFO : TRAIN, epoch=0134, iter=00130/00196, fetch data time cost=1.47ms, fps=2237 images/s, loss=0.0662, top1-acc=97.91%, top5-acc=99.97%, remaining_time=0:00:07.683654, arrival_time=2021-04-10 03:07:46.155230, cost_time=0:00:15.134419 2021-04-10 03:07:39,613 INFO : TRAIN, epoch=0134, iter=00140/00196, fetch data time cost=1.44ms, fps=2243 images/s, loss=0.0658, top1-acc=97.92%, top5-acc=99.97%, remaining_time=0:00:06.510504, arrival_time=2021-04-10 03:07:46.123894, cost_time=0:00:16.276203 2021-04-10 03:07:40,765 INFO : TRAIN, epoch=0134, iter=00150/00196, fetch data time cost=1.58ms, fps=2224 images/s, loss=0.0657, top1-acc=97.91%, top5-acc=99.97%, remaining_time=0:00:05.344602, arrival_time=2021-04-10 03:07:46.109795, cost_time=0:00:17.428058 2021-04-10 03:07:41,907 INFO : TRAIN, epoch=0134, iter=00160/00196, fetch data time cost=1.44ms, fps=2243 images/s, loss=0.0665, top1-acc=97.88%, top5-acc=99.98%, remaining_time=0:00:04.178232, arrival_time=2021-04-10 03:07:46.085347, cost_time=0:00:18.569968 2021-04-10 03:07:43,052 INFO : TRAIN, epoch=0134, iter=00170/00196, fetch data time cost=1.82ms, fps=2237 images/s, loss=0.0670, top1-acc=97.84%, top5-acc=99.98%, remaining_time=0:00:03.015220, arrival_time=2021-04-10 03:07:46.067495, cost_time=0:00:19.714928 2021-04-10 03:07:44,197 INFO : TRAIN, epoch=0134, iter=00180/00196, fetch data time cost=1.43ms, fps=2237 images/s, loss=0.0674, top1-acc=97.83%, top5-acc=99.98%, remaining_time=0:00:01.854272, arrival_time=2021-04-10 03:07:46.052012, cost_time=0:00:20.860529 2021-04-10 03:07:45,345 INFO : TRAIN, epoch=0134, iter=00190/00196, fetch data time cost=1.26ms, fps=2231 images/s, loss=0.0684, top1-acc=97.81%, top5-acc=99.98%, remaining_time=0:00:00.695010, arrival_time=2021-04-10 03:07:46.040850, cost_time=0:00:22.008626 2021-04-10 03:07:45,962 INFO : TRAIN, epoch=0134, iter=00196/00196, fetch data time cost=1.43ms, fps=2208 images/s, loss=0.0690, top1-acc=97.80%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 03:07:45.962254, cost_time=0:00:22.625106 2021-04-10 03:07:46,450 INFO : EVAL, epoch=0134, iter=00010/00040, fetch data time cost=0.20ms, fps=5258 images/s, loss=0.4029, top1-acc=89.41%, top5-acc=99.49%, remaining_time=0:00:01.460430, arrival_time=2021-04-10 03:07:47.910498, cost_time=0:00:00.486812 2021-04-10 03:07:46,824 INFO : EVAL, epoch=0134, iter=00020/00040, fetch data time cost=1.32ms, fps=6849 images/s, loss=0.3748, top1-acc=90.00%, top5-acc=99.47%, remaining_time=0:00:00.861020, arrival_time=2021-04-10 03:07:47.685270, cost_time=0:00:00.861026 2021-04-10 03:07:47,196 INFO : EVAL, epoch=0134, iter=00030/00040, fetch data time cost=1.35ms, fps=6890 images/s, loss=0.3785, top1-acc=89.96%, top5-acc=99.44%, remaining_time=0:00:00.410980, arrival_time=2021-04-10 03:07:47.607124, cost_time=0:00:01.232929 2021-04-10 03:07:47,531 INFO : EVAL, epoch=0134, iter=00040/00040, fetch data time cost=0.06ms, fps=6930 images/s, loss=0.3779, top1-acc=89.89%, top5-acc=99.44%, remaining_time=0:00:00, arrival_time=2021-04-10 03:07:47.531206, cost_time=0:00:01.568012 2021-04-10 03:07:48,568 INFO : Epoch=0134 complete, best val top1-acc=91.30%, top5-acc=99.58% (epoch=132), remaining_time=0:27:18.230814, arrival_time=2021-04-10 03:35:06.799118, cost_time=0:55:26.104999 2021-04-10 03:07:48,568 INFO : Train start, epoch=0135, lr=0.024548 2021-04-10 03:07:49,910 INFO : TRAIN, epoch=0135, iter=00010/00196, fetch data time cost=1.59ms, fps=1908 images/s, loss=0.0731, top1-acc=97.46%, top5-acc=100.00%, remaining_time=0:00:24.952086, arrival_time=2021-04-10 03:08:14.862630, cost_time=0:00:01.341508 2021-04-10 03:07:51,052 INFO : TRAIN, epoch=0135, iter=00020/00196, fetch data time cost=1.41ms, fps=2243 images/s, loss=0.0709, top1-acc=97.52%, top5-acc=99.98%, remaining_time=0:00:21.854624, arrival_time=2021-04-10 03:08:12.907209, cost_time=0:00:02.483472 2021-04-10 03:07:52,197 INFO : TRAIN, epoch=0135, iter=00030/00196, fetch data time cost=1.44ms, fps=2237 images/s, loss=0.0696, top1-acc=97.66%, top5-acc=99.97%, remaining_time=0:00:20.079194, arrival_time=2021-04-10 03:08:12.276938, cost_time=0:00:03.628768 2021-04-10 03:07:53,346 INFO : TRAIN, epoch=0135, iter=00040/00196, fetch data time cost=1.91ms, fps=2229 images/s, loss=0.0697, top1-acc=97.70%, top5-acc=99.98%, remaining_time=0:00:18.633576, arrival_time=2021-04-10 03:08:11.980465, cost_time=0:00:04.777859 2021-04-10 03:07:54,495 INFO : TRAIN, epoch=0135, iter=00050/00196, fetch data time cost=1.54ms, fps=2231 images/s, loss=0.0675, top1-acc=97.80%, top5-acc=99.98%, remaining_time=0:00:17.303482, arrival_time=2021-04-10 03:08:11.798452, cost_time=0:00:05.925872 2021-04-10 03:07:55,635 INFO : TRAIN, epoch=0135, iter=00060/00196, fetch data time cost=1.55ms, fps=2246 images/s, loss=0.0667, top1-acc=97.85%, top5-acc=99.98%, remaining_time=0:00:16.017536, arrival_time=2021-04-10 03:08:11.653101, cost_time=0:00:07.066587 2021-04-10 03:07:56,775 INFO : TRAIN, epoch=0135, iter=00070/00196, fetch data time cost=1.34ms, fps=2247 images/s, loss=0.0665, top1-acc=97.86%, top5-acc=99.98%, remaining_time=0:00:14.771358, arrival_time=2021-04-10 03:08:11.546635, cost_time=0:00:08.206305 2021-04-10 03:07:57,921 INFO : TRAIN, epoch=0135, iter=00080/00196, fetch data time cost=1.93ms, fps=2235 images/s, loss=0.0649, top1-acc=97.92%, top5-acc=99.98%, remaining_time=0:00:13.560632, arrival_time=2021-04-10 03:08:11.481762, cost_time=0:00:09.352164 2021-04-10 03:07:59,062 INFO : TRAIN, epoch=0135, iter=00090/00196, fetch data time cost=1.53ms, fps=2244 images/s, loss=0.0646, top1-acc=97.93%, top5-acc=99.98%, remaining_time=0:00:12.358752, arrival_time=2021-04-10 03:08:11.421044, cost_time=0:00:10.493324 2021-04-10 03:08:00,209 INFO : TRAIN, epoch=0135, iter=00100/00196, fetch data time cost=1.54ms, fps=2232 images/s, loss=0.0632, top1-acc=97.98%, top5-acc=99.98%, remaining_time=0:00:11.174880, arrival_time=2021-04-10 03:08:11.384497, cost_time=0:00:11.640523 2021-04-10 03:08:01,352 INFO : TRAIN, epoch=0135, iter=00110/00196, fetch data time cost=1.38ms, fps=2242 images/s, loss=0.0640, top1-acc=97.94%, top5-acc=99.98%, remaining_time=0:00:09.994060, arrival_time=2021-04-10 03:08:11.346177, cost_time=0:00:12.783147 2021-04-10 03:08:02,495 INFO : TRAIN, epoch=0135, iter=00120/00196, fetch data time cost=1.46ms, fps=2240 images/s, loss=0.0648, top1-acc=97.91%, top5-acc=99.98%, remaining_time=0:00:08.819876, arrival_time=2021-04-10 03:08:11.315008, cost_time=0:00:13.926153 2021-04-10 03:08:03,643 INFO : TRAIN, epoch=0135, iter=00130/00196, fetch data time cost=1.41ms, fps=2229 images/s, loss=0.0647, top1-acc=97.91%, top5-acc=99.98%, remaining_time=0:00:07.653426, arrival_time=2021-04-10 03:08:11.297295, cost_time=0:00:15.074899 2021-04-10 03:08:04,791 INFO : TRAIN, epoch=0135, iter=00140/00196, fetch data time cost=1.44ms, fps=2232 images/s, loss=0.0649, top1-acc=97.89%, top5-acc=99.98%, remaining_time=0:00:06.488944, arrival_time=2021-04-10 03:08:11.280246, cost_time=0:00:16.222301 2021-04-10 03:08:05,938 INFO : TRAIN, epoch=0135, iter=00150/00196, fetch data time cost=1.50ms, fps=2232 images/s, loss=0.0650, top1-acc=97.89%, top5-acc=99.98%, remaining_time=0:00:05.326662, arrival_time=2021-04-10 03:08:11.265213, cost_time=0:00:17.369542 2021-04-10 03:08:07,081 INFO : TRAIN, epoch=0135, iter=00160/00196, fetch data time cost=1.58ms, fps=2240 images/s, loss=0.0655, top1-acc=97.89%, top5-acc=99.98%, remaining_time=0:00:04.165380, arrival_time=2021-04-10 03:08:11.247177, cost_time=0:00:18.512789 2021-04-10 03:08:08,219 INFO : TRAIN, epoch=0135, iter=00170/00196, fetch data time cost=1.32ms, fps=2252 images/s, loss=0.0661, top1-acc=97.86%, top5-acc=99.98%, remaining_time=0:00:03.005340, arrival_time=2021-04-10 03:08:11.224604, cost_time=0:00:19.650302 2021-04-10 03:08:09,364 INFO : TRAIN, epoch=0135, iter=00180/00196, fetch data time cost=1.49ms, fps=2237 images/s, loss=0.0664, top1-acc=97.85%, top5-acc=99.97%, remaining_time=0:00:01.848448, arrival_time=2021-04-10 03:08:11.212483, cost_time=0:00:20.795063 2021-04-10 03:08:10,507 INFO : TRAIN, epoch=0135, iter=00190/00196, fetch data time cost=1.38ms, fps=2240 images/s, loss=0.0666, top1-acc=97.85%, top5-acc=99.98%, remaining_time=0:00:00.692784, arrival_time=2021-04-10 03:08:11.200002, cost_time=0:00:21.938241 2021-04-10 03:08:11,121 INFO : TRAIN, epoch=0135, iter=00196/00196, fetch data time cost=1.36ms, fps=2216 images/s, loss=0.0668, top1-acc=97.83%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 03:08:11.121347, cost_time=0:00:22.552387 2021-04-10 03:08:11,578 INFO : EVAL, epoch=0135, iter=00010/00040, fetch data time cost=3.13ms, fps=5606 images/s, loss=0.4139, top1-acc=88.67%, top5-acc=99.41%, remaining_time=0:00:01.369920, arrival_time=2021-04-10 03:08:12.948799, cost_time=0:00:00.456639 2021-04-10 03:08:11,945 INFO : EVAL, epoch=0135, iter=00020/00040, fetch data time cost=1.62ms, fps=7000 images/s, loss=0.3797, top1-acc=89.65%, top5-acc=99.51%, remaining_time=0:00:00.822680, arrival_time=2021-04-10 03:08:12.767657, cost_time=0:00:00.822672 2021-04-10 03:08:12,331 INFO : EVAL, epoch=0135, iter=00030/00040, fetch data time cost=3.48ms, fps=6624 images/s, loss=0.3734, top1-acc=89.82%, top5-acc=99.51%, remaining_time=0:00:00.403190, arrival_time=2021-04-10 03:08:12.735056, cost_time=0:00:01.209570 2021-04-10 03:08:12,669 INFO : EVAL, epoch=0135, iter=00040/00040, fetch data time cost=0.08ms, fps=6886 images/s, loss=0.3642, top1-acc=89.79%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-10 03:08:12.669186, cost_time=0:00:01.546961 2021-04-10 03:08:13,173 INFO : Epoch=0135 complete, best val top1-acc=91.30%, top5-acc=99.58% (epoch=132), remaining_time=0:26:53.304875, arrival_time=2021-04-10 03:35:06.478338, cost_time=0:55:50.710129 2021-04-10 03:08:13,174 INFO : Train start, epoch=0136, lr=0.023875 2021-04-10 03:08:14,482 INFO : TRAIN, epoch=0136, iter=00010/00196, fetch data time cost=1.54ms, fps=1957 images/s, loss=0.0655, top1-acc=97.73%, top5-acc=99.88%, remaining_time=0:00:24.330102, arrival_time=2021-04-10 03:08:38.812560, cost_time=0:00:01.308069 2021-04-10 03:08:15,629 INFO : TRAIN, epoch=0136, iter=00020/00196, fetch data time cost=1.58ms, fps=2234 images/s, loss=0.0643, top1-acc=97.99%, top5-acc=99.92%, remaining_time=0:00:21.600832, arrival_time=2021-04-10 03:08:37.229901, cost_time=0:00:02.454637 2021-04-10 03:08:16,767 INFO : TRAIN, epoch=0136, iter=00030/00196, fetch data time cost=1.55ms, fps=2249 images/s, loss=0.0661, top1-acc=97.98%, top5-acc=99.95%, remaining_time=0:00:19.883812, arrival_time=2021-04-10 03:08:36.651650, cost_time=0:00:03.593475 2021-04-10 03:08:17,911 INFO : TRAIN, epoch=0136, iter=00040/00196, fetch data time cost=2.07ms, fps=2239 images/s, loss=0.0629, top1-acc=98.03%, top5-acc=99.96%, remaining_time=0:00:18.476016, arrival_time=2021-04-10 03:08:36.387818, cost_time=0:00:04.737446 2021-04-10 03:08:19,060 INFO : TRAIN, epoch=0136, iter=00050/00196, fetch data time cost=1.49ms, fps=2230 images/s, loss=0.0633, top1-acc=97.99%, top5-acc=99.97%, remaining_time=0:00:17.185952, arrival_time=2021-04-10 03:08:36.246025, cost_time=0:00:05.885587 2021-04-10 03:08:20,208 INFO : TRAIN, epoch=0136, iter=00060/00196, fetch data time cost=2.45ms, fps=2231 images/s, loss=0.0618, top1-acc=98.05%, top5-acc=99.97%, remaining_time=0:00:15.943280, arrival_time=2021-04-10 03:08:36.151419, cost_time=0:00:07.033773 2021-04-10 03:08:21,355 INFO : TRAIN, epoch=0136, iter=00070/00196, fetch data time cost=1.38ms, fps=2233 images/s, loss=0.0626, top1-acc=97.99%, top5-acc=99.97%, remaining_time=0:00:14.725242, arrival_time=2021-04-10 03:08:36.080287, cost_time=0:00:08.180695 2021-04-10 03:08:22,494 INFO : TRAIN, epoch=0136, iter=00080/00196, fetch data time cost=1.34ms, fps=2247 images/s, loss=0.0615, top1-acc=98.02%, top5-acc=99.98%, remaining_time=0:00:13.514464, arrival_time=2021-04-10 03:08:36.009177, cost_time=0:00:09.320357 2021-04-10 03:08:23,641 INFO : TRAIN, epoch=0136, iter=00090/00196, fetch data time cost=1.45ms, fps=2232 images/s, loss=0.0624, top1-acc=97.98%, top5-acc=99.97%, remaining_time=0:00:12.328436, arrival_time=2021-04-10 03:08:35.970382, cost_time=0:00:10.467582 2021-04-10 03:08:24,787 INFO : TRAIN, epoch=0136, iter=00100/00196, fetch data time cost=1.71ms, fps=2236 images/s, loss=0.0631, top1-acc=97.95%, top5-acc=99.98%, remaining_time=0:00:11.148192, arrival_time=2021-04-10 03:08:35.935338, cost_time=0:00:11.612719 2021-04-10 03:08:25,930 INFO : TRAIN, epoch=0136, iter=00110/00196, fetch data time cost=1.43ms, fps=2240 images/s, loss=0.0638, top1-acc=97.96%, top5-acc=99.98%, remaining_time=0:00:09.973162, arrival_time=2021-04-10 03:08:35.903884, cost_time=0:00:12.756326 2021-04-10 03:08:27,070 INFO : TRAIN, epoch=0136, iter=00120/00196, fetch data time cost=1.35ms, fps=2247 images/s, loss=0.0633, top1-acc=97.99%, top5-acc=99.98%, remaining_time=0:00:08.800800, arrival_time=2021-04-10 03:08:35.871262, cost_time=0:00:13.896057 2021-04-10 03:08:28,219 INFO : TRAIN, epoch=0136, iter=00130/00196, fetch data time cost=1.58ms, fps=2229 images/s, loss=0.0628, top1-acc=97.99%, top5-acc=99.98%, remaining_time=0:00:07.638246, arrival_time=2021-04-10 03:08:35.857624, cost_time=0:00:15.045016 2021-04-10 03:08:29,361 INFO : TRAIN, epoch=0136, iter=00140/00196, fetch data time cost=1.57ms, fps=2242 images/s, loss=0.0623, top1-acc=98.00%, top5-acc=99.98%, remaining_time=0:00:06.474776, arrival_time=2021-04-10 03:08:35.836144, cost_time=0:00:16.187009 2021-04-10 03:08:30,506 INFO : TRAIN, epoch=0136, iter=00150/00196, fetch data time cost=2.05ms, fps=2237 images/s, loss=0.0616, top1-acc=98.02%, top5-acc=99.98%, remaining_time=0:00:05.315070, arrival_time=2021-04-10 03:08:35.821275, cost_time=0:00:17.331814 2021-04-10 03:08:31,650 INFO : TRAIN, epoch=0136, iter=00160/00196, fetch data time cost=1.76ms, fps=2238 images/s, loss=0.0619, top1-acc=98.01%, top5-acc=99.98%, remaining_time=0:00:04.157208, arrival_time=2021-04-10 03:08:35.808039, cost_time=0:00:18.476433 2021-04-10 03:08:32,794 INFO : TRAIN, epoch=0136, iter=00170/00196, fetch data time cost=1.42ms, fps=2240 images/s, loss=0.0623, top1-acc=98.01%, top5-acc=99.98%, remaining_time=0:00:03.000712, arrival_time=2021-04-10 03:08:35.795076, cost_time=0:00:19.620004 2021-04-10 03:08:33,939 INFO : TRAIN, epoch=0136, iter=00180/00196, fetch data time cost=1.64ms, fps=2236 images/s, loss=0.0621, top1-acc=98.01%, top5-acc=99.98%, remaining_time=0:00:01.845808, arrival_time=2021-04-10 03:08:35.785500, cost_time=0:00:20.765333 2021-04-10 03:08:35,082 INFO : TRAIN, epoch=0136, iter=00190/00196, fetch data time cost=1.24ms, fps=2241 images/s, loss=0.0628, top1-acc=97.98%, top5-acc=99.98%, remaining_time=0:00:00.691836, arrival_time=2021-04-10 03:08:35.774314, cost_time=0:00:21.908121 2021-04-10 03:08:35,694 INFO : TRAIN, epoch=0136, iter=00196/00196, fetch data time cost=1.49ms, fps=2225 images/s, loss=0.0632, top1-acc=97.97%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 03:08:35.693967, cost_time=0:00:22.519610 2021-04-10 03:08:36,143 INFO : EVAL, epoch=0136, iter=00010/00040, fetch data time cost=4.10ms, fps=5700 images/s, loss=0.4076, top1-acc=88.79%, top5-acc=99.73%, remaining_time=0:00:01.347210, arrival_time=2021-04-10 03:08:37.491162, cost_time=0:00:00.449073 2021-04-10 03:08:36,517 INFO : EVAL, epoch=0136, iter=00020/00040, fetch data time cost=1.82ms, fps=6867 images/s, loss=0.4124, top1-acc=88.91%, top5-acc=99.69%, remaining_time=0:00:00.822220, arrival_time=2021-04-10 03:08:37.339320, cost_time=0:00:00.822215 2021-04-10 03:08:36,885 INFO : EVAL, epoch=0136, iter=00030/00040, fetch data time cost=1.49ms, fps=6956 images/s, loss=0.4080, top1-acc=89.22%, top5-acc=99.64%, remaining_time=0:00:00.396870, arrival_time=2021-04-10 03:08:37.282343, cost_time=0:00:01.190606 2021-04-10 03:08:37,220 INFO : EVAL, epoch=0136, iter=00040/00040, fetch data time cost=0.08ms, fps=6932 images/s, loss=0.4117, top1-acc=89.26%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-10 03:08:37.220484, cost_time=0:00:01.525628 2021-04-10 03:08:37,706 INFO : Epoch=0136 complete, best val top1-acc=91.30%, top5-acc=99.58% (epoch=132), remaining_time=0:26:28.349824, arrival_time=2021-04-10 03:35:06.056466, cost_time=0:56:15.243340 2021-04-10 03:08:37,707 INFO : Train start, epoch=0137, lr=0.023209 2021-04-10 03:08:39,067 INFO : TRAIN, epoch=0137, iter=00010/00196, fetch data time cost=0.37ms, fps=1882 images/s, loss=0.0700, top1-acc=97.81%, top5-acc=100.00%, remaining_time=0:00:25.302324, arrival_time=2021-04-10 03:09:04.370006, cost_time=0:00:01.360344 2021-04-10 03:08:40,215 INFO : TRAIN, epoch=0137, iter=00020/00196, fetch data time cost=1.38ms, fps=2232 images/s, loss=0.0697, top1-acc=97.73%, top5-acc=100.00%, remaining_time=0:00:22.068112, arrival_time=2021-04-10 03:09:02.283124, cost_time=0:00:02.507737 2021-04-10 03:08:41,364 INFO : TRAIN, epoch=0137, iter=00030/00196, fetch data time cost=4.25ms, fps=2227 images/s, loss=0.0713, top1-acc=97.71%, top5-acc=99.97%, remaining_time=0:00:20.238222, arrival_time=2021-04-10 03:09:01.603123, cost_time=0:00:03.657502 2021-04-10 03:08:42,514 INFO : TRAIN, epoch=0137, iter=00040/00196, fetch data time cost=1.36ms, fps=2229 images/s, loss=0.0730, top1-acc=97.71%, top5-acc=99.98%, remaining_time=0:00:18.746208, arrival_time=2021-04-10 03:09:01.260199, cost_time=0:00:04.806721 2021-04-10 03:08:43,658 INFO : TRAIN, epoch=0137, iter=00050/00196, fetch data time cost=1.58ms, fps=2238 images/s, loss=0.0709, top1-acc=97.68%, top5-acc=99.97%, remaining_time=0:00:17.376920, arrival_time=2021-04-10 03:09:01.035239, cost_time=0:00:05.950980 2021-04-10 03:08:44,813 INFO : TRAIN, epoch=0137, iter=00060/00196, fetch data time cost=1.70ms, fps=2218 images/s, loss=0.0704, top1-acc=97.70%, top5-acc=99.97%, remaining_time=0:00:16.106072, arrival_time=2021-04-10 03:09:00.919078, cost_time=0:00:07.105598 2021-04-10 03:08:45,961 INFO : TRAIN, epoch=0137, iter=00070/00196, fetch data time cost=1.85ms, fps=2230 images/s, loss=0.0677, top1-acc=97.81%, top5-acc=99.98%, remaining_time=0:00:14.857920, arrival_time=2021-04-10 03:09:00.819782, cost_time=0:00:08.254404 2021-04-10 03:08:47,108 INFO : TRAIN, epoch=0137, iter=00080/00196, fetch data time cost=2.12ms, fps=2234 images/s, loss=0.0670, top1-acc=97.84%, top5-acc=99.98%, remaining_time=0:00:13.631972, arrival_time=2021-04-10 03:09:00.740610, cost_time=0:00:09.401343 2021-04-10 03:08:48,255 INFO : TRAIN, epoch=0137, iter=00090/00196, fetch data time cost=1.82ms, fps=2232 images/s, loss=0.0671, top1-acc=97.85%, top5-acc=99.98%, remaining_time=0:00:12.423836, arrival_time=2021-04-10 03:09:00.679615, cost_time=0:00:10.548505 2021-04-10 03:08:49,397 INFO : TRAIN, epoch=0137, iter=00100/00196, fetch data time cost=1.39ms, fps=2242 images/s, loss=0.0677, top1-acc=97.84%, top5-acc=99.98%, remaining_time=0:00:11.222880, arrival_time=2021-04-10 03:09:00.620746, cost_time=0:00:11.690521 2021-04-10 03:08:50,542 INFO : TRAIN, epoch=0137, iter=00110/00196, fetch data time cost=1.81ms, fps=2238 images/s, loss=0.0662, top1-acc=97.88%, top5-acc=99.98%, remaining_time=0:00:10.034738, arrival_time=2021-04-10 03:09:00.577164, cost_time=0:00:12.835144 2021-04-10 03:08:51,682 INFO : TRAIN, epoch=0137, iter=00120/00196, fetch data time cost=1.42ms, fps=2246 images/s, loss=0.0645, top1-acc=97.96%, top5-acc=99.98%, remaining_time=0:00:08.851036, arrival_time=2021-04-10 03:09:00.533627, cost_time=0:00:13.975325 2021-04-10 03:08:52,825 INFO : TRAIN, epoch=0137, iter=00130/00196, fetch data time cost=2.16ms, fps=2240 images/s, loss=0.0636, top1-acc=97.98%, top5-acc=99.98%, remaining_time=0:00:07.675536, arrival_time=2021-04-10 03:09:00.501344, cost_time=0:00:15.118501 2021-04-10 03:08:53,972 INFO : TRAIN, epoch=0137, iter=00140/00196, fetch data time cost=1.41ms, fps=2234 images/s, loss=0.0626, top1-acc=98.01%, top5-acc=99.98%, remaining_time=0:00:06.506080, arrival_time=2021-04-10 03:09:00.478579, cost_time=0:00:16.265228 2021-04-10 03:08:55,113 INFO : TRAIN, epoch=0137, iter=00150/00196, fetch data time cost=2.11ms, fps=2245 images/s, loss=0.0625, top1-acc=98.03%, top5-acc=99.98%, remaining_time=0:00:05.337794, arrival_time=2021-04-10 03:09:00.450923, cost_time=0:00:17.405782 2021-04-10 03:08:56,257 INFO : TRAIN, epoch=0137, iter=00160/00196, fetch data time cost=1.65ms, fps=2239 images/s, loss=0.0635, top1-acc=98.01%, top5-acc=99.98%, remaining_time=0:00:04.173660, arrival_time=2021-04-10 03:09:00.430644, cost_time=0:00:18.549670 2021-04-10 03:08:57,399 INFO : TRAIN, epoch=0137, iter=00170/00196, fetch data time cost=1.67ms, fps=2242 images/s, loss=0.0640, top1-acc=97.97%, top5-acc=99.97%, remaining_time=0:00:03.011762, arrival_time=2021-04-10 03:09:00.411273, cost_time=0:00:19.692225 2021-04-10 03:08:58,539 INFO : TRAIN, epoch=0137, iter=00180/00196, fetch data time cost=1.40ms, fps=2247 images/s, loss=0.0642, top1-acc=97.97%, top5-acc=99.97%, remaining_time=0:00:01.851728, arrival_time=2021-04-10 03:09:00.391013, cost_time=0:00:20.832013 2021-04-10 03:08:59,677 INFO : TRAIN, epoch=0137, iter=00190/00196, fetch data time cost=1.32ms, fps=2249 images/s, loss=0.0650, top1-acc=97.94%, top5-acc=99.98%, remaining_time=0:00:00.693804, arrival_time=2021-04-10 03:09:00.371626, cost_time=0:00:21.970548 2021-04-10 03:09:00,298 INFO : TRAIN, epoch=0137, iter=00196/00196, fetch data time cost=0.08ms, fps=2194 images/s, loss=0.0649, top1-acc=97.94%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 03:09:00.298075, cost_time=0:00:22.590816 2021-04-10 03:09:00,747 INFO : EVAL, epoch=0137, iter=00010/00040, fetch data time cost=3.12ms, fps=5706 images/s, loss=0.3817, top1-acc=90.27%, top5-acc=99.37%, remaining_time=0:00:01.345890, arrival_time=2021-04-10 03:09:02.093464, cost_time=0:00:00.448626 2021-04-10 03:09:01,119 INFO : EVAL, epoch=0137, iter=00020/00040, fetch data time cost=1.24ms, fps=6883 images/s, loss=0.3732, top1-acc=90.45%, top5-acc=99.43%, remaining_time=0:00:00.820900, arrival_time=2021-04-10 03:09:01.940746, cost_time=0:00:00.820895 2021-04-10 03:09:01,494 INFO : EVAL, epoch=0137, iter=00030/00040, fetch data time cost=2.01ms, fps=6835 images/s, loss=0.3659, top1-acc=90.70%, top5-acc=99.53%, remaining_time=0:00:00.398580, arrival_time=2021-04-10 03:09:01.893324, cost_time=0:00:01.195748 2021-04-10 03:09:01,836 INFO : EVAL, epoch=0137, iter=00040/00040, fetch data time cost=0.08ms, fps=6792 images/s, loss=0.3837, top1-acc=90.81%, top5-acc=99.50%, remaining_time=0:00:00, arrival_time=2021-04-10 03:09:01.836711, cost_time=0:00:01.537788 2021-04-10 03:09:02,369 INFO : Epoch=0137 complete, best val top1-acc=91.30%, top5-acc=99.58% (epoch=132), remaining_time=0:26:03.460353, arrival_time=2021-04-10 03:35:05.829533, cost_time=0:56:39.905848 2021-04-10 03:09:02,369 INFO : Train start, epoch=0138, lr=0.022549 2021-04-10 03:09:03,742 INFO : TRAIN, epoch=0138, iter=00010/00196, fetch data time cost=1.50ms, fps=1865 images/s, loss=0.0646, top1-acc=98.09%, top5-acc=99.96%, remaining_time=0:00:25.531476, arrival_time=2021-04-10 03:09:29.274260, cost_time=0:00:01.372662 2021-04-10 03:09:04,889 INFO : TRAIN, epoch=0138, iter=00020/00196, fetch data time cost=2.31ms, fps=2235 images/s, loss=0.0691, top1-acc=97.97%, top5-acc=99.98%, remaining_time=0:00:22.166672, arrival_time=2021-04-10 03:09:27.055796, cost_time=0:00:02.518942 2021-04-10 03:09:06,032 INFO : TRAIN, epoch=0138, iter=00030/00196, fetch data time cost=1.54ms, fps=2241 images/s, loss=0.0639, top1-acc=98.07%, top5-acc=99.97%, remaining_time=0:00:20.266442, arrival_time=2021-04-10 03:09:26.299197, cost_time=0:00:03.662622 2021-04-10 03:09:07,173 INFO : TRAIN, epoch=0138, iter=00040/00196, fetch data time cost=1.71ms, fps=2246 images/s, loss=0.0654, top1-acc=98.04%, top5-acc=99.98%, remaining_time=0:00:18.732168, arrival_time=2021-04-10 03:09:25.905418, cost_time=0:00:04.803114 2021-04-10 03:09:08,321 INFO : TRAIN, epoch=0138, iter=00050/00196, fetch data time cost=1.45ms, fps=2230 images/s, loss=0.0628, top1-acc=98.09%, top5-acc=99.98%, remaining_time=0:00:17.379256, arrival_time=2021-04-10 03:09:25.701134, cost_time=0:00:05.951804 2021-04-10 03:09:09,461 INFO : TRAIN, epoch=0138, iter=00060/00196, fetch data time cost=1.39ms, fps=2247 images/s, loss=0.0632, top1-acc=98.06%, top5-acc=99.98%, remaining_time=0:00:16.074248, arrival_time=2021-04-10 03:09:25.535916, cost_time=0:00:07.091596 2021-04-10 03:09:10,615 INFO : TRAIN, epoch=0138, iter=00070/00196, fetch data time cost=1.79ms, fps=2219 images/s, loss=0.0630, top1-acc=98.01%, top5-acc=99.98%, remaining_time=0:00:14.842170, arrival_time=2021-04-10 03:09:25.458033, cost_time=0:00:08.245662 2021-04-10 03:09:11,761 INFO : TRAIN, epoch=0138, iter=00080/00196, fetch data time cost=2.10ms, fps=2235 images/s, loss=0.0631, top1-acc=98.02%, top5-acc=99.99%, remaining_time=0:00:13.617936, arrival_time=2021-04-10 03:09:25.379719, cost_time=0:00:09.391640 2021-04-10 03:09:12,902 INFO : TRAIN, epoch=0138, iter=00090/00196, fetch data time cost=1.45ms, fps=2244 images/s, loss=0.0628, top1-acc=98.03%, top5-acc=99.98%, remaining_time=0:00:12.405392, arrival_time=2021-04-10 03:09:25.308313, cost_time=0:00:10.532846 2021-04-10 03:09:14,049 INFO : TRAIN, epoch=0138, iter=00100/00196, fetch data time cost=1.41ms, fps=2234 images/s, loss=0.0621, top1-acc=98.05%, top5-acc=99.98%, remaining_time=0:00:11.212032, arrival_time=2021-04-10 03:09:25.261407, cost_time=0:00:11.679243 2021-04-10 03:09:15,193 INFO : TRAIN, epoch=0138, iter=00110/00196, fetch data time cost=1.56ms, fps=2239 images/s, loss=0.0611, top1-acc=98.09%, top5-acc=99.98%, remaining_time=0:00:10.025278, arrival_time=2021-04-10 03:09:25.218346, cost_time=0:00:12.822996 2021-04-10 03:09:16,332 INFO : TRAIN, epoch=0138, iter=00120/00196, fetch data time cost=1.48ms, fps=2248 images/s, loss=0.0612, top1-acc=98.08%, top5-acc=99.98%, remaining_time=0:00:08.842752, arrival_time=2021-04-10 03:09:25.175292, cost_time=0:00:13.962274 2021-04-10 03:09:17,474 INFO : TRAIN, epoch=0138, iter=00130/00196, fetch data time cost=1.53ms, fps=2244 images/s, loss=0.0619, top1-acc=98.06%, top5-acc=99.97%, remaining_time=0:00:07.668144, arrival_time=2021-04-10 03:09:25.142224, cost_time=0:00:15.103966 2021-04-10 03:09:18,621 INFO : TRAIN, epoch=0138, iter=00140/00196, fetch data time cost=1.43ms, fps=2232 images/s, loss=0.0611, top1-acc=98.07%, top5-acc=99.97%, remaining_time=0:00:06.500704, arrival_time=2021-04-10 03:09:25.122470, cost_time=0:00:16.251700 2021-04-10 03:09:19,762 INFO : TRAIN, epoch=0138, iter=00150/00196, fetch data time cost=1.91ms, fps=2245 images/s, loss=0.0607, top1-acc=98.08%, top5-acc=99.98%, remaining_time=0:00:05.333654, arrival_time=2021-04-10 03:09:25.096157, cost_time=0:00:17.392396 2021-04-10 03:09:20,904 INFO : TRAIN, epoch=0138, iter=00160/00196, fetch data time cost=1.61ms, fps=2243 images/s, loss=0.0603, top1-acc=98.10%, top5-acc=99.98%, remaining_time=0:00:04.170204, arrival_time=2021-04-10 03:09:25.074438, cost_time=0:00:18.534167 2021-04-10 03:09:22,050 INFO : TRAIN, epoch=0138, iter=00170/00196, fetch data time cost=1.91ms, fps=2235 images/s, loss=0.0608, top1-acc=98.08%, top5-acc=99.98%, remaining_time=0:00:03.009916, arrival_time=2021-04-10 03:09:25.060182, cost_time=0:00:19.680201 2021-04-10 03:09:23,191 INFO : TRAIN, epoch=0138, iter=00180/00196, fetch data time cost=1.43ms, fps=2245 images/s, loss=0.0606, top1-acc=98.07%, top5-acc=99.98%, remaining_time=0:00:01.850752, arrival_time=2021-04-10 03:09:25.041899, cost_time=0:00:20.821016 2021-04-10 03:09:24,335 INFO : TRAIN, epoch=0138, iter=00190/00196, fetch data time cost=1.25ms, fps=2239 images/s, loss=0.0605, top1-acc=98.07%, top5-acc=99.98%, remaining_time=0:00:00.693630, arrival_time=2021-04-10 03:09:25.028580, cost_time=0:00:21.964874 2021-04-10 03:09:24,960 INFO : TRAIN, epoch=0138, iter=00196/00196, fetch data time cost=1.74ms, fps=2176 images/s, loss=0.0610, top1-acc=98.06%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 03:09:24.960276, cost_time=0:00:22.590218 2021-04-10 03:09:25,435 INFO : EVAL, epoch=0138, iter=00010/00040, fetch data time cost=0.29ms, fps=5403 images/s, loss=0.3560, top1-acc=91.37%, top5-acc=99.53%, remaining_time=0:00:01.421370, arrival_time=2021-04-10 03:09:26.856416, cost_time=0:00:00.473788 2021-04-10 03:09:25,815 INFO : EVAL, epoch=0138, iter=00020/00040, fetch data time cost=1.83ms, fps=6742 images/s, loss=0.3435, top1-acc=91.60%, top5-acc=99.61%, remaining_time=0:00:00.853960, arrival_time=2021-04-10 03:09:26.669125, cost_time=0:00:00.853951 2021-04-10 03:09:26,191 INFO : EVAL, epoch=0138, iter=00030/00040, fetch data time cost=1.72ms, fps=6803 images/s, loss=0.3460, top1-acc=91.32%, top5-acc=99.61%, remaining_time=0:00:00.410190, arrival_time=2021-04-10 03:09:26.602011, cost_time=0:00:01.230569 2021-04-10 03:09:26,530 INFO : EVAL, epoch=0138, iter=00040/00040, fetch data time cost=0.08ms, fps=6867 images/s, loss=0.3409, top1-acc=91.11%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-10 03:09:26.530032, cost_time=0:00:01.568826 2021-04-10 03:09:27,038 INFO : Epoch=0138 complete, best val top1-acc=91.30%, top5-acc=99.58% (epoch=132), remaining_time=0:25:38.577306, arrival_time=2021-04-10 03:35:05.615981, cost_time=0:57:04.575341 2021-04-10 03:09:27,039 INFO : Train start, epoch=0139, lr=0.021896 2021-04-10 03:09:28,367 INFO : TRAIN, epoch=0139, iter=00010/00196, fetch data time cost=0.33ms, fps=1928 images/s, loss=0.0596, top1-acc=98.24%, top5-acc=99.96%, remaining_time=0:00:24.692616, arrival_time=2021-04-10 03:09:53.059579, cost_time=0:00:01.327557 2021-04-10 03:09:29,506 INFO : TRAIN, epoch=0139, iter=00020/00196, fetch data time cost=1.40ms, fps=2247 images/s, loss=0.0514, top1-acc=98.36%, top5-acc=99.98%, remaining_time=0:00:21.712944, arrival_time=2021-04-10 03:09:51.219838, cost_time=0:00:02.467382 2021-04-10 03:09:30,651 INFO : TRAIN, epoch=0139, iter=00030/00196, fetch data time cost=1.69ms, fps=2238 images/s, loss=0.0528, top1-acc=98.29%, top5-acc=99.96%, remaining_time=0:00:19.986898, arrival_time=2021-04-10 03:09:50.638387, cost_time=0:00:03.612103 2021-04-10 03:09:31,802 INFO : TRAIN, epoch=0139, iter=00040/00196, fetch data time cost=2.01ms, fps=2226 images/s, loss=0.0519, top1-acc=98.35%, top5-acc=99.97%, remaining_time=0:00:18.574920, arrival_time=2021-04-10 03:09:50.377045, cost_time=0:00:04.762792 2021-04-10 03:09:32,941 INFO : TRAIN, epoch=0139, iter=00050/00196, fetch data time cost=1.40ms, fps=2248 images/s, loss=0.0500, top1-acc=98.40%, top5-acc=99.98%, remaining_time=0:00:17.233840, arrival_time=2021-04-10 03:09:50.175371, cost_time=0:00:05.901984 2021-04-10 03:09:34,109 INFO : TRAIN, epoch=0139, iter=00060/00196, fetch data time cost=1.42ms, fps=2193 images/s, loss=0.0504, top1-acc=98.40%, top5-acc=99.98%, remaining_time=0:00:16.025288, arrival_time=2021-04-10 03:09:50.134638, cost_time=0:00:07.069963 2021-04-10 03:09:35,253 INFO : TRAIN, epoch=0139, iter=00070/00196, fetch data time cost=1.38ms, fps=2240 images/s, loss=0.0484, top1-acc=98.43%, top5-acc=99.98%, remaining_time=0:00:14.784588, arrival_time=2021-04-10 03:09:50.037640, cost_time=0:00:08.213647 2021-04-10 03:09:36,402 INFO : TRAIN, epoch=0139, iter=00080/00196, fetch data time cost=2.08ms, fps=2228 images/s, loss=0.0475, top1-acc=98.44%, top5-acc=99.99%, remaining_time=0:00:13.576640, arrival_time=2021-04-10 03:09:49.979267, cost_time=0:00:09.363232 2021-04-10 03:09:37,554 INFO : TRAIN, epoch=0139, iter=00090/00196, fetch data time cost=1.54ms, fps=2224 images/s, loss=0.0472, top1-acc=98.45%, top5-acc=99.99%, remaining_time=0:00:12.384298, arrival_time=2021-04-10 03:09:49.938587, cost_time=0:00:10.514952 2021-04-10 03:09:38,697 INFO : TRAIN, epoch=0139, iter=00100/00196, fetch data time cost=2.29ms, fps=2241 images/s, loss=0.0501, top1-acc=98.38%, top5-acc=99.99%, remaining_time=0:00:11.191296, arrival_time=2021-04-10 03:09:49.888375, cost_time=0:00:11.657597 2021-04-10 03:09:39,845 INFO : TRAIN, epoch=0139, iter=00110/00196, fetch data time cost=1.69ms, fps=2231 images/s, loss=0.0506, top1-acc=98.38%, top5-acc=99.98%, remaining_time=0:00:10.011776, arrival_time=2021-04-10 03:09:49.856931, cost_time=0:00:12.805779 2021-04-10 03:09:40,988 INFO : TRAIN, epoch=0139, iter=00120/00196, fetch data time cost=1.58ms, fps=2240 images/s, loss=0.0509, top1-acc=98.39%, top5-acc=99.98%, remaining_time=0:00:08.834468, arrival_time=2021-04-10 03:09:49.823066, cost_time=0:00:13.949184 2021-04-10 03:09:42,133 INFO : TRAIN, epoch=0139, iter=00130/00196, fetch data time cost=1.81ms, fps=2237 images/s, loss=0.0515, top1-acc=98.36%, top5-acc=99.98%, remaining_time=0:00:07.663128, arrival_time=2021-04-10 03:09:49.796522, cost_time=0:00:15.094021 2021-04-10 03:09:43,285 INFO : TRAIN, epoch=0139, iter=00140/00196, fetch data time cost=1.89ms, fps=2224 images/s, loss=0.0517, top1-acc=98.33%, top5-acc=99.99%, remaining_time=0:00:06.498296, arrival_time=2021-04-10 03:09:49.783438, cost_time=0:00:16.245762 2021-04-10 03:09:44,430 INFO : TRAIN, epoch=0139, iter=00150/00196, fetch data time cost=1.96ms, fps=2237 images/s, loss=0.0529, top1-acc=98.29%, top5-acc=99.98%, remaining_time=0:00:05.333194, arrival_time=2021-04-10 03:09:49.763500, cost_time=0:00:17.390895 2021-04-10 03:09:45,574 INFO : TRAIN, epoch=0139, iter=00160/00196, fetch data time cost=1.70ms, fps=2238 images/s, loss=0.0536, top1-acc=98.26%, top5-acc=99.98%, remaining_time=0:00:04.170492, arrival_time=2021-04-10 03:09:49.745380, cost_time=0:00:18.535553 2021-04-10 03:09:46,718 INFO : TRAIN, epoch=0139, iter=00170/00196, fetch data time cost=2.02ms, fps=2239 images/s, loss=0.0542, top1-acc=98.24%, top5-acc=99.98%, remaining_time=0:00:03.009760, arrival_time=2021-04-10 03:09:49.728300, cost_time=0:00:19.679166 2021-04-10 03:09:47,866 INFO : TRAIN, epoch=0139, iter=00180/00196, fetch data time cost=1.77ms, fps=2231 images/s, loss=0.0555, top1-acc=98.21%, top5-acc=99.98%, remaining_time=0:00:01.851312, arrival_time=2021-04-10 03:09:49.717934, cost_time=0:00:20.827243 2021-04-10 03:09:49,010 INFO : TRAIN, epoch=0139, iter=00190/00196, fetch data time cost=1.31ms, fps=2239 images/s, loss=0.0562, top1-acc=98.19%, top5-acc=99.98%, remaining_time=0:00:00.693828, arrival_time=2021-04-10 03:09:49.704362, cost_time=0:00:21.971196 2021-04-10 03:09:49,625 INFO : TRAIN, epoch=0139, iter=00196/00196, fetch data time cost=1.38ms, fps=2213 images/s, loss=0.0569, top1-acc=98.16%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 03:09:49.625458, cost_time=0:00:22.586068 2021-04-10 03:09:50,078 INFO : EVAL, epoch=0139, iter=00010/00040, fetch data time cost=3.28ms, fps=5665 images/s, loss=0.4067, top1-acc=89.26%, top5-acc=99.61%, remaining_time=0:00:01.355550, arrival_time=2021-04-10 03:09:51.433905, cost_time=0:00:00.451846 2021-04-10 03:09:50,450 INFO : EVAL, epoch=0139, iter=00020/00040, fetch data time cost=1.80ms, fps=6887 images/s, loss=0.3809, top1-acc=89.92%, top5-acc=99.65%, remaining_time=0:00:00.824040, arrival_time=2021-04-10 03:09:51.274597, cost_time=0:00:00.824045 2021-04-10 03:09:50,825 INFO : EVAL, epoch=0139, iter=00030/00040, fetch data time cost=1.25ms, fps=6839 images/s, loss=0.3642, top1-acc=90.40%, top5-acc=99.60%, remaining_time=0:00:00.399610, arrival_time=2021-04-10 03:09:51.224916, cost_time=0:00:01.198843 2021-04-10 03:09:51,165 INFO : EVAL, epoch=0139, iter=00040/00040, fetch data time cost=0.09ms, fps=6835 images/s, loss=0.3546, top1-acc=90.39%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-10 03:09:51.165045, cost_time=0:00:01.538598 2021-04-10 03:09:51,692 INFO : Epoch=0139 complete, best val top1-acc=91.30%, top5-acc=99.58% (epoch=132), remaining_time=0:25:13.690478, arrival_time=2021-04-10 03:35:05.382963, cost_time=0:57:29.229150 2021-04-10 03:09:51,693 INFO : Train start, epoch=0140, lr=0.021250 2021-04-10 03:09:53,078 INFO : TRAIN, epoch=0140, iter=00010/00196, fetch data time cost=1.49ms, fps=1849 images/s, loss=0.0685, top1-acc=97.85%, top5-acc=99.92%, remaining_time=0:00:25.757280, arrival_time=2021-04-10 03:10:18.835257, cost_time=0:00:01.384797 2021-04-10 03:09:54,218 INFO : TRAIN, epoch=0140, iter=00020/00196, fetch data time cost=1.34ms, fps=2245 images/s, loss=0.0638, top1-acc=98.07%, top5-acc=99.94%, remaining_time=0:00:22.224048, arrival_time=2021-04-10 03:10:16.442736, cost_time=0:00:02.525466 2021-04-10 03:09:55,362 INFO : TRAIN, epoch=0140, iter=00030/00196, fetch data time cost=1.84ms, fps=2238 images/s, loss=0.0650, top1-acc=98.06%, top5-acc=99.95%, remaining_time=0:00:20.305784, arrival_time=2021-04-10 03:10:15.668691, cost_time=0:00:03.669722 2021-04-10 03:09:56,535 INFO : TRAIN, epoch=0140, iter=00040/00196, fetch data time cost=1.83ms, fps=2184 images/s, loss=0.0612, top1-acc=98.16%, top5-acc=99.96%, remaining_time=0:00:18.884112, arrival_time=2021-04-10 03:10:15.419376, cost_time=0:00:04.842080 2021-04-10 03:09:57,676 INFO : TRAIN, epoch=0140, iter=00050/00196, fetch data time cost=1.60ms, fps=2244 images/s, loss=0.0588, top1-acc=98.22%, top5-acc=99.97%, remaining_time=0:00:17.470652, arrival_time=2021-04-10 03:10:15.146914, cost_time=0:00:05.983083 2021-04-10 03:09:58,820 INFO : TRAIN, epoch=0140, iter=00060/00196, fetch data time cost=1.90ms, fps=2239 images/s, loss=0.0607, top1-acc=98.16%, top5-acc=99.97%, remaining_time=0:00:16.154488, arrival_time=2021-04-10 03:10:14.974683, cost_time=0:00:07.126977 2021-04-10 03:09:59,966 INFO : TRAIN, epoch=0140, iter=00070/00196, fetch data time cost=1.90ms, fps=2235 images/s, loss=0.0603, top1-acc=98.14%, top5-acc=99.98%, remaining_time=0:00:14.891436, arrival_time=2021-04-10 03:10:14.857635, cost_time=0:00:08.273022 2021-04-10 03:10:01,108 INFO : TRAIN, epoch=0140, iter=00080/00196, fetch data time cost=2.16ms, fps=2241 images/s, loss=0.0597, top1-acc=98.14%, top5-acc=99.98%, remaining_time=0:00:13.652620, arrival_time=2021-04-10 03:10:14.761433, cost_time=0:00:09.415600 2021-04-10 03:10:02,256 INFO : TRAIN, epoch=0140, iter=00090/00196, fetch data time cost=1.43ms, fps=2232 images/s, loss=0.0594, top1-acc=98.14%, top5-acc=99.98%, remaining_time=0:00:12.441220, arrival_time=2021-04-10 03:10:14.697687, cost_time=0:00:10.563277 2021-04-10 03:10:03,395 INFO : TRAIN, epoch=0140, iter=00100/00196, fetch data time cost=1.42ms, fps=2248 images/s, loss=0.0595, top1-acc=98.13%, top5-acc=99.97%, remaining_time=0:00:11.234496, arrival_time=2021-04-10 03:10:14.630274, cost_time=0:00:11.702604 2021-04-10 03:10:04,539 INFO : TRAIN, epoch=0140, iter=00110/00196, fetch data time cost=2.16ms, fps=2240 images/s, loss=0.0585, top1-acc=98.19%, top5-acc=99.98%, remaining_time=0:00:10.043166, arrival_time=2021-04-10 03:10:14.582332, cost_time=0:00:12.845930 2021-04-10 03:10:05,684 INFO : TRAIN, epoch=0140, iter=00120/00196, fetch data time cost=1.44ms, fps=2235 images/s, loss=0.0575, top1-acc=98.20%, top5-acc=99.98%, remaining_time=0:00:08.861448, arrival_time=2021-04-10 03:10:14.546389, cost_time=0:00:13.991745 2021-04-10 03:10:06,825 INFO : TRAIN, epoch=0140, iter=00130/00196, fetch data time cost=1.60ms, fps=2245 images/s, loss=0.0579, top1-acc=98.16%, top5-acc=99.98%, remaining_time=0:00:07.682730, arrival_time=2021-04-10 03:10:14.508583, cost_time=0:00:15.132638 2021-04-10 03:10:07,978 INFO : TRAIN, epoch=0140, iter=00140/00196, fetch data time cost=2.01ms, fps=2223 images/s, loss=0.0577, top1-acc=98.16%, top5-acc=99.97%, remaining_time=0:00:06.513920, arrival_time=2021-04-10 03:10:14.491904, cost_time=0:00:16.284806 2021-04-10 03:10:09,125 INFO : TRAIN, epoch=0140, iter=00150/00196, fetch data time cost=1.46ms, fps=2233 images/s, loss=0.0572, top1-acc=98.16%, top5-acc=99.97%, remaining_time=0:00:05.345752, arrival_time=2021-04-10 03:10:14.470835, cost_time=0:00:17.431852 2021-04-10 03:10:10,272 INFO : TRAIN, epoch=0140, iter=00160/00196, fetch data time cost=1.45ms, fps=2232 images/s, loss=0.0577, top1-acc=98.15%, top5-acc=99.97%, remaining_time=0:00:04.180392, arrival_time=2021-04-10 03:10:14.453116, cost_time=0:00:18.579544 2021-04-10 03:10:11,415 INFO : TRAIN, epoch=0140, iter=00170/00196, fetch data time cost=1.53ms, fps=2241 images/s, loss=0.0584, top1-acc=98.12%, top5-acc=99.97%, remaining_time=0:00:03.016364, arrival_time=2021-04-10 03:10:14.431929, cost_time=0:00:19.722347 2021-04-10 03:10:12,558 INFO : TRAIN, epoch=0140, iter=00180/00196, fetch data time cost=1.39ms, fps=2242 images/s, loss=0.0581, top1-acc=98.14%, top5-acc=99.97%, remaining_time=0:00:01.854656, arrival_time=2021-04-10 03:10:14.412764, cost_time=0:00:20.864925 2021-04-10 03:10:13,704 INFO : TRAIN, epoch=0140, iter=00190/00196, fetch data time cost=1.62ms, fps=2234 images/s, loss=0.0580, top1-acc=98.14%, top5-acc=99.97%, remaining_time=0:00:00.695094, arrival_time=2021-04-10 03:10:14.399660, cost_time=0:00:22.011362 2021-04-10 03:10:14,318 INFO : TRAIN, epoch=0140, iter=00196/00196, fetch data time cost=1.26ms, fps=2218 images/s, loss=0.0590, top1-acc=98.12%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 03:10:14.318004, cost_time=0:00:22.624830 2021-04-10 03:10:14,771 INFO : EVAL, epoch=0140, iter=00010/00040, fetch data time cost=2.73ms, fps=5657 images/s, loss=0.3386, top1-acc=91.41%, top5-acc=99.49%, remaining_time=0:00:01.357620, arrival_time=2021-04-10 03:10:16.129146, cost_time=0:00:00.452535 2021-04-10 03:10:15,144 INFO : EVAL, epoch=0140, iter=00020/00040, fetch data time cost=1.38ms, fps=6867 images/s, loss=0.3254, top1-acc=91.52%, top5-acc=99.59%, remaining_time=0:00:00.825680, arrival_time=2021-04-10 03:10:15.970347, cost_time=0:00:00.825673 2021-04-10 03:10:15,521 INFO : EVAL, epoch=0140, iter=00030/00040, fetch data time cost=1.70ms, fps=6805 images/s, loss=0.3380, top1-acc=91.46%, top5-acc=99.62%, remaining_time=0:00:00.400740, arrival_time=2021-04-10 03:10:15.921932, cost_time=0:00:01.202205 2021-04-10 03:10:15,859 INFO : EVAL, epoch=0140, iter=00040/00040, fetch data time cost=0.08ms, fps=6875 images/s, loss=0.3388, top1-acc=91.36%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-10 03:10:15.858966, cost_time=0:00:01.539982 2021-04-10 03:10:17,678 INFO : Epoch=0140 complete, best val top1-acc=91.36%, top5-acc=99.55% (epoch=140), remaining_time=0:24:49.377840, arrival_time=2021-04-10 03:35:07.056116, cost_time=0:57:55.214954 2021-04-10 03:10:17,679 INFO : Train start, epoch=0141, lr=0.020611 2021-04-10 03:10:19,026 INFO : TRAIN, epoch=0141, iter=00010/00196, fetch data time cost=1.33ms, fps=1901 images/s, loss=0.0472, top1-acc=98.52%, top5-acc=99.96%, remaining_time=0:00:25.053642, arrival_time=2021-04-10 03:10:44.079933, cost_time=0:00:01.346966 2021-04-10 03:10:20,171 INFO : TRAIN, epoch=0141, iter=00020/00196, fetch data time cost=1.44ms, fps=2237 images/s, loss=0.0447, top1-acc=98.61%, top5-acc=99.96%, remaining_time=0:00:21.927664, arrival_time=2021-04-10 03:10:42.098824, cost_time=0:00:02.491775 2021-04-10 03:10:21,346 INFO : TRAIN, epoch=0141, iter=00030/00196, fetch data time cost=2.04ms, fps=2180 images/s, loss=0.0465, top1-acc=98.61%, top5-acc=99.96%, remaining_time=0:00:20.291342, arrival_time=2021-04-10 03:10:41.637765, cost_time=0:00:03.667102 2021-04-10 03:10:22,491 INFO : TRAIN, epoch=0141, iter=00040/00196, fetch data time cost=1.83ms, fps=2237 images/s, loss=0.0446, top1-acc=98.62%, top5-acc=99.96%, remaining_time=0:00:18.766800, arrival_time=2021-04-10 03:10:41.258062, cost_time=0:00:04.811987 2021-04-10 03:10:23,631 INFO : TRAIN, epoch=0141, iter=00050/00196, fetch data time cost=1.37ms, fps=2246 images/s, loss=0.0436, top1-acc=98.66%, top5-acc=99.97%, remaining_time=0:00:17.380570, arrival_time=2021-04-10 03:10:41.012100, cost_time=0:00:05.952272 2021-04-10 03:10:24,777 INFO : TRAIN, epoch=0141, iter=00060/00196, fetch data time cost=1.59ms, fps=2235 images/s, loss=0.0441, top1-acc=98.65%, top5-acc=99.97%, remaining_time=0:00:16.089208, arrival_time=2021-04-10 03:10:40.866780, cost_time=0:00:07.098209 2021-04-10 03:10:25,929 INFO : TRAIN, epoch=0141, iter=00070/00196, fetch data time cost=1.76ms, fps=2225 images/s, loss=0.0447, top1-acc=98.66%, top5-acc=99.97%, remaining_time=0:00:14.849856, arrival_time=2021-04-10 03:10:40.779096, cost_time=0:00:08.249935 2021-04-10 03:10:27,077 INFO : TRAIN, epoch=0141, iter=00080/00196, fetch data time cost=1.95ms, fps=2230 images/s, loss=0.0443, top1-acc=98.67%, top5-acc=99.97%, remaining_time=0:00:13.627912, arrival_time=2021-04-10 03:10:40.705707, cost_time=0:00:09.398538 2021-04-10 03:10:28,220 INFO : TRAIN, epoch=0141, iter=00090/00196, fetch data time cost=1.40ms, fps=2241 images/s, loss=0.0467, top1-acc=98.61%, top5-acc=99.97%, remaining_time=0:00:12.415356, arrival_time=2021-04-10 03:10:40.635947, cost_time=0:00:10.541317 2021-04-10 03:10:29,358 INFO : TRAIN, epoch=0141, iter=00100/00196, fetch data time cost=1.69ms, fps=2250 images/s, loss=0.0480, top1-acc=98.54%, top5-acc=99.97%, remaining_time=0:00:11.212128, arrival_time=2021-04-10 03:10:40.570649, cost_time=0:00:11.679264 2021-04-10 03:10:30,506 INFO : TRAIN, epoch=0141, iter=00110/00196, fetch data time cost=1.51ms, fps=2231 images/s, loss=0.0496, top1-acc=98.46%, top5-acc=99.98%, remaining_time=0:00:10.028374, arrival_time=2021-04-10 03:10:40.534900, cost_time=0:00:12.826976 2021-04-10 03:10:31,650 INFO : TRAIN, epoch=0141, iter=00120/00196, fetch data time cost=1.56ms, fps=2239 images/s, loss=0.0499, top1-acc=98.46%, top5-acc=99.98%, remaining_time=0:00:08.848528, arrival_time=2021-04-10 03:10:40.499145, cost_time=0:00:13.971316 2021-04-10 03:10:32,794 INFO : TRAIN, epoch=0141, iter=00130/00196, fetch data time cost=1.56ms, fps=2240 images/s, loss=0.0496, top1-acc=98.47%, top5-acc=99.98%, remaining_time=0:00:07.673622, arrival_time=2021-04-10 03:10:40.467712, cost_time=0:00:15.114772 2021-04-10 03:10:33,944 INFO : TRAIN, epoch=0141, iter=00140/00196, fetch data time cost=1.99ms, fps=2226 images/s, loss=0.0494, top1-acc=98.45%, top5-acc=99.98%, remaining_time=0:00:06.506080, arrival_time=2021-04-10 03:10:40.450553, cost_time=0:00:16.265173 2021-04-10 03:10:35,085 INFO : TRAIN, epoch=0141, iter=00150/00196, fetch data time cost=1.52ms, fps=2244 images/s, loss=0.0496, top1-acc=98.44%, top5-acc=99.98%, remaining_time=0:00:05.337978, arrival_time=2021-04-10 03:10:40.423699, cost_time=0:00:17.406466 2021-04-10 03:10:36,236 INFO : TRAIN, epoch=0141, iter=00160/00196, fetch data time cost=1.50ms, fps=2225 images/s, loss=0.0505, top1-acc=98.42%, top5-acc=99.98%, remaining_time=0:00:04.175352, arrival_time=2021-04-10 03:10:40.411808, cost_time=0:00:18.557156 2021-04-10 03:10:37,384 INFO : TRAIN, epoch=0141, iter=00170/00196, fetch data time cost=1.39ms, fps=2231 images/s, loss=0.0512, top1-acc=98.39%, top5-acc=99.98%, remaining_time=0:00:03.013738, arrival_time=2021-04-10 03:10:40.398252, cost_time=0:00:19.705209 2021-04-10 03:10:38,529 INFO : TRAIN, epoch=0141, iter=00180/00196, fetch data time cost=1.57ms, fps=2237 images/s, loss=0.0510, top1-acc=98.38%, top5-acc=99.98%, remaining_time=0:00:01.853328, arrival_time=2021-04-10 03:10:40.382696, cost_time=0:00:20.849986 2021-04-10 03:10:39,675 INFO : TRAIN, epoch=0141, iter=00190/00196, fetch data time cost=1.84ms, fps=2234 images/s, loss=0.0511, top1-acc=98.37%, top5-acc=99.98%, remaining_time=0:00:00.694626, arrival_time=2021-04-10 03:10:40.370377, cost_time=0:00:21.996419 2021-04-10 03:10:40,295 INFO : TRAIN, epoch=0141, iter=00196/00196, fetch data time cost=1.52ms, fps=2196 images/s, loss=0.0514, top1-acc=98.37%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 03:10:40.295664, cost_time=0:00:22.616364 2021-04-10 03:10:40,747 INFO : EVAL, epoch=0141, iter=00010/00040, fetch data time cost=1.37ms, fps=5683 images/s, loss=0.3733, top1-acc=90.04%, top5-acc=99.45%, remaining_time=0:00:01.351290, arrival_time=2021-04-10 03:10:42.098600, cost_time=0:00:00.450431 2021-04-10 03:10:41,117 INFO : EVAL, epoch=0141, iter=00020/00040, fetch data time cost=1.49ms, fps=6927 images/s, loss=0.3679, top1-acc=90.21%, top5-acc=99.61%, remaining_time=0:00:00.820340, arrival_time=2021-04-10 03:10:41.937548, cost_time=0:00:00.820331 2021-04-10 03:10:41,491 INFO : EVAL, epoch=0141, iter=00030/00040, fetch data time cost=1.31ms, fps=6847 images/s, loss=0.3672, top1-acc=90.43%, top5-acc=99.52%, remaining_time=0:00:00.398190, arrival_time=2021-04-10 03:10:41.889633, cost_time=0:00:01.194558 2021-04-10 03:10:41,829 INFO : EVAL, epoch=0141, iter=00040/00040, fetch data time cost=0.11ms, fps=6880 images/s, loss=0.3634, top1-acc=90.52%, top5-acc=99.50%, remaining_time=0:00:00, arrival_time=2021-04-10 03:10:41.829025, cost_time=0:00:01.532131 2021-04-10 03:10:42,346 INFO : Epoch=0141 complete, best val top1-acc=91.36%, top5-acc=99.55% (epoch=140), remaining_time=0:24:24.490271, arrival_time=2021-04-10 03:35:06.837196, cost_time=0:58:19.883585 2021-04-10 03:10:42,347 INFO : Train start, epoch=0142, lr=0.019979 2021-04-10 03:10:43,710 INFO : TRAIN, epoch=0142, iter=00010/00196, fetch data time cost=0.26ms, fps=1879 images/s, loss=0.0652, top1-acc=97.85%, top5-acc=100.00%, remaining_time=0:00:25.338036, arrival_time=2021-04-10 03:11:09.048189, cost_time=0:00:01.362255 2021-04-10 03:10:44,854 INFO : TRAIN, epoch=0142, iter=00020/00196, fetch data time cost=1.76ms, fps=2238 images/s, loss=0.0629, top1-acc=97.89%, top5-acc=100.00%, remaining_time=0:00:22.059312, arrival_time=2021-04-10 03:11:06.914010, cost_time=0:00:02.506747 2021-04-10 03:10:46,012 INFO : TRAIN, epoch=0142, iter=00030/00196, fetch data time cost=2.00ms, fps=2213 images/s, loss=0.0649, top1-acc=97.93%, top5-acc=99.97%, remaining_time=0:00:20.275074, arrival_time=2021-04-10 03:11:06.287074, cost_time=0:00:03.664167 2021-04-10 03:10:47,154 INFO : TRAIN, epoch=0142, iter=00040/00196, fetch data time cost=1.39ms, fps=2242 images/s, loss=0.0608, top1-acc=98.12%, top5-acc=99.98%, remaining_time=0:00:18.744648, arrival_time=2021-04-10 03:11:05.898817, cost_time=0:00:04.806304 2021-04-10 03:10:48,306 INFO : TRAIN, epoch=0142, iter=00050/00196, fetch data time cost=1.96ms, fps=2223 images/s, loss=0.0589, top1-acc=98.19%, top5-acc=99.98%, remaining_time=0:00:17.398674, arrival_time=2021-04-10 03:11:05.705012, cost_time=0:00:05.958448 2021-04-10 03:10:49,455 INFO : TRAIN, epoch=0142, iter=00060/00196, fetch data time cost=1.66ms, fps=2228 images/s, loss=0.0573, top1-acc=98.20%, top5-acc=99.99%, remaining_time=0:00:16.111376, arrival_time=2021-04-10 03:11:05.567181, cost_time=0:00:07.107968 2021-04-10 03:10:50,596 INFO : TRAIN, epoch=0142, iter=00070/00196, fetch data time cost=1.43ms, fps=2246 images/s, loss=0.0571, top1-acc=98.24%, top5-acc=99.98%, remaining_time=0:00:14.847084, arrival_time=2021-04-10 03:11:05.443299, cost_time=0:00:08.248355 2021-04-10 03:10:51,738 INFO : TRAIN, epoch=0142, iter=00080/00196, fetch data time cost=1.38ms, fps=2242 images/s, loss=0.0569, top1-acc=98.25%, top5-acc=99.98%, remaining_time=0:00:13.616660, arrival_time=2021-04-10 03:11:05.355358, cost_time=0:00:09.390828 2021-04-10 03:10:52,880 INFO : TRAIN, epoch=0142, iter=00090/00196, fetch data time cost=1.44ms, fps=2243 images/s, loss=0.0565, top1-acc=98.22%, top5-acc=99.98%, remaining_time=0:00:12.405286, arrival_time=2021-04-10 03:11:05.285936, cost_time=0:00:10.532824 2021-04-10 03:10:54,026 INFO : TRAIN, epoch=0142, iter=00100/00196, fetch data time cost=1.95ms, fps=2235 images/s, loss=0.0562, top1-acc=98.22%, top5-acc=99.98%, remaining_time=0:00:11.211648, arrival_time=2021-04-10 03:11:05.238258, cost_time=0:00:11.678782 2021-04-10 03:10:55,168 INFO : TRAIN, epoch=0142, iter=00110/00196, fetch data time cost=1.38ms, fps=2244 images/s, loss=0.0568, top1-acc=98.20%, top5-acc=99.98%, remaining_time=0:00:10.022956, arrival_time=2021-04-10 03:11:05.190956, cost_time=0:00:12.820047 2021-04-10 03:10:56,317 INFO : TRAIN, epoch=0142, iter=00120/00196, fetch data time cost=2.04ms, fps=2229 images/s, loss=0.0568, top1-acc=98.18%, top5-acc=99.98%, remaining_time=0:00:08.847160, arrival_time=2021-04-10 03:11:05.164163, cost_time=0:00:13.969171 2021-04-10 03:10:57,463 INFO : TRAIN, epoch=0142, iter=00130/00196, fetch data time cost=1.59ms, fps=2234 images/s, loss=0.0558, top1-acc=98.22%, top5-acc=99.98%, remaining_time=0:00:07.674084, arrival_time=2021-04-10 03:11:05.137605, cost_time=0:00:15.115650 2021-04-10 03:10:58,612 INFO : TRAIN, epoch=0142, iter=00140/00196, fetch data time cost=1.82ms, fps=2230 images/s, loss=0.0564, top1-acc=98.21%, top5-acc=99.98%, remaining_time=0:00:06.505632, arrival_time=2021-04-10 03:11:05.117587, cost_time=0:00:16.264122 2021-04-10 03:10:59,760 INFO : TRAIN, epoch=0142, iter=00150/00196, fetch data time cost=1.66ms, fps=2230 images/s, loss=0.0555, top1-acc=98.22%, top5-acc=99.98%, remaining_time=0:00:05.339818, arrival_time=2021-04-10 03:11:05.100275, cost_time=0:00:17.412459 2021-04-10 03:11:00,902 INFO : TRAIN, epoch=0142, iter=00160/00196, fetch data time cost=1.36ms, fps=2242 images/s, loss=0.0559, top1-acc=98.20%, top5-acc=99.98%, remaining_time=0:00:04.174848, arrival_time=2021-04-10 03:11:05.077564, cost_time=0:00:18.554879 2021-04-10 03:11:02,049 INFO : TRAIN, epoch=0142, iter=00170/00196, fetch data time cost=1.91ms, fps=2234 images/s, loss=0.0557, top1-acc=98.20%, top5-acc=99.98%, remaining_time=0:00:03.013114, arrival_time=2021-04-10 03:11:05.062200, cost_time=0:00:19.701189 2021-04-10 03:11:03,214 INFO : TRAIN, epoch=0142, iter=00180/00196, fetch data time cost=3.99ms, fps=2198 images/s, loss=0.0558, top1-acc=98.19%, top5-acc=99.98%, remaining_time=0:00:01.854816, arrival_time=2021-04-10 03:11:05.069312, cost_time=0:00:20.866666 2021-04-10 03:11:04,358 INFO : TRAIN, epoch=0142, iter=00190/00196, fetch data time cost=1.25ms, fps=2239 images/s, loss=0.0558, top1-acc=98.20%, top5-acc=99.98%, remaining_time=0:00:00.695070, arrival_time=2021-04-10 03:11:05.053423, cost_time=0:00:22.010479 2021-04-10 03:11:04,981 INFO : TRAIN, epoch=0142, iter=00196/00196, fetch data time cost=1.36ms, fps=2183 images/s, loss=0.0558, top1-acc=98.20%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 03:11:04.981899, cost_time=0:00:22.634016 2021-04-10 03:11:05,466 INFO : EVAL, epoch=0142, iter=00010/00040, fetch data time cost=0.19ms, fps=5296 images/s, loss=0.3074, top1-acc=92.38%, top5-acc=99.77%, remaining_time=0:00:01.450200, arrival_time=2021-04-10 03:11:06.916532, cost_time=0:00:00.483397 2021-04-10 03:11:05,838 INFO : EVAL, epoch=0142, iter=00020/00040, fetch data time cost=1.54ms, fps=6877 images/s, loss=0.3410, top1-acc=91.33%, top5-acc=99.73%, remaining_time=0:00:00.855980, arrival_time=2021-04-10 03:11:06.694896, cost_time=0:00:00.855987 2021-04-10 03:11:06,214 INFO : EVAL, epoch=0142, iter=00030/00040, fetch data time cost=1.76ms, fps=6820 images/s, loss=0.3409, top1-acc=91.21%, top5-acc=99.70%, remaining_time=0:00:00.410570, arrival_time=2021-04-10 03:11:06.625214, cost_time=0:00:01.231717 2021-04-10 03:11:06,553 INFO : EVAL, epoch=0142, iter=00040/00040, fetch data time cost=0.07ms, fps=6846 images/s, loss=0.3375, top1-acc=91.04%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-10 03:11:06.553821, cost_time=0:00:01.570920 2021-04-10 03:11:07,056 INFO : Epoch=0142 complete, best val top1-acc=91.36%, top5-acc=99.55% (epoch=140), remaining_time=0:23:59.622292, arrival_time=2021-04-10 03:35:06.678094, cost_time=0:58:44.592477 2021-04-10 03:11:07,057 INFO : Train start, epoch=0143, lr=0.019355 2021-04-10 03:11:08,399 INFO : TRAIN, epoch=0143, iter=00010/00196, fetch data time cost=1.86ms, fps=1908 images/s, loss=0.0476, top1-acc=98.67%, top5-acc=100.00%, remaining_time=0:00:24.958596, arrival_time=2021-04-10 03:11:33.357566, cost_time=0:00:01.341859 2021-04-10 03:11:09,543 INFO : TRAIN, epoch=0143, iter=00020/00196, fetch data time cost=1.40ms, fps=2237 images/s, loss=0.0444, top1-acc=98.61%, top5-acc=100.00%, remaining_time=0:00:21.881024, arrival_time=2021-04-10 03:11:31.424623, cost_time=0:00:02.486490 2021-04-10 03:11:10,687 INFO : TRAIN, epoch=0143, iter=00030/00196, fetch data time cost=1.86ms, fps=2238 images/s, loss=0.0452, top1-acc=98.57%, top5-acc=100.00%, remaining_time=0:00:20.089818, arrival_time=2021-04-10 03:11:30.777625, cost_time=0:00:03.630685 2021-04-10 03:11:11,831 INFO : TRAIN, epoch=0143, iter=00040/00196, fetch data time cost=1.45ms, fps=2240 images/s, loss=0.0471, top1-acc=98.51%, top5-acc=100.00%, remaining_time=0:00:18.619068, arrival_time=2021-04-10 03:11:30.450344, cost_time=0:00:04.774109 2021-04-10 03:11:12,972 INFO : TRAIN, epoch=0143, iter=00050/00196, fetch data time cost=1.38ms, fps=2244 images/s, loss=0.0474, top1-acc=98.52%, top5-acc=100.00%, remaining_time=0:00:17.273260, arrival_time=2021-04-10 03:11:30.245924, cost_time=0:00:05.915475 2021-04-10 03:11:14,114 INFO : TRAIN, epoch=0143, iter=00060/00196, fetch data time cost=2.03ms, fps=2243 images/s, loss=0.0466, top1-acc=98.52%, top5-acc=100.00%, remaining_time=0:00:15.997136, arrival_time=2021-04-10 03:11:30.111817, cost_time=0:00:07.057568 2021-04-10 03:11:15,258 INFO : TRAIN, epoch=0143, iter=00070/00196, fetch data time cost=2.11ms, fps=2239 images/s, loss=0.0455, top1-acc=98.56%, top5-acc=99.99%, remaining_time=0:00:14.762034, arrival_time=2021-04-10 03:11:30.020288, cost_time=0:00:08.201143 2021-04-10 03:11:16,397 INFO : TRAIN, epoch=0143, iter=00080/00196, fetch data time cost=1.40ms, fps=2249 images/s, loss=0.0452, top1-acc=98.54%, top5-acc=100.00%, remaining_time=0:00:13.542884, arrival_time=2021-04-10 03:11:29.939956, cost_time=0:00:09.339897 2021-04-10 03:11:17,542 INFO : TRAIN, epoch=0143, iter=00090/00196, fetch data time cost=1.54ms, fps=2237 images/s, loss=0.0463, top1-acc=98.52%, top5-acc=99.99%, remaining_time=0:00:12.349106, arrival_time=2021-04-10 03:11:29.891291, cost_time=0:00:10.485068 2021-04-10 03:11:18,684 INFO : TRAIN, epoch=0143, iter=00100/00196, fetch data time cost=1.45ms, fps=2242 images/s, loss=0.0469, top1-acc=98.51%, top5-acc=99.98%, remaining_time=0:00:11.162304, arrival_time=2021-04-10 03:11:29.846791, cost_time=0:00:11.627371 2021-04-10 03:11:19,830 INFO : TRAIN, epoch=0143, iter=00110/00196, fetch data time cost=1.42ms, fps=2235 images/s, loss=0.0465, top1-acc=98.54%, top5-acc=99.99%, remaining_time=0:00:09.986234, arrival_time=2021-04-10 03:11:29.816456, cost_time=0:00:12.773105 2021-04-10 03:11:20,976 INFO : TRAIN, epoch=0143, iter=00120/00196, fetch data time cost=1.83ms, fps=2235 images/s, loss=0.0464, top1-acc=98.54%, top5-acc=99.99%, remaining_time=0:00:08.815468, arrival_time=2021-04-10 03:11:29.791701, cost_time=0:00:13.919119 2021-04-10 03:11:22,115 INFO : TRAIN, epoch=0143, iter=00130/00196, fetch data time cost=1.39ms, fps=2249 images/s, loss=0.0464, top1-acc=98.55%, top5-acc=99.99%, remaining_time=0:00:07.644780, arrival_time=2021-04-10 03:11:29.759758, cost_time=0:00:15.057860 2021-04-10 03:11:23,257 INFO : TRAIN, epoch=0143, iter=00140/00196, fetch data time cost=1.47ms, fps=2243 images/s, loss=0.0464, top1-acc=98.54%, top5-acc=99.99%, remaining_time=0:00:06.479928, arrival_time=2021-04-10 03:11:29.736883, cost_time=0:00:16.199809 2021-04-10 03:11:24,401 INFO : TRAIN, epoch=0143, iter=00150/00196, fetch data time cost=1.42ms, fps=2238 images/s, loss=0.0460, top1-acc=98.55%, top5-acc=99.99%, remaining_time=0:00:05.318842, arrival_time=2021-04-10 03:11:29.720047, cost_time=0:00:17.344052 2021-04-10 03:11:25,547 INFO : TRAIN, epoch=0143, iter=00160/00196, fetch data time cost=1.66ms, fps=2234 images/s, loss=0.0460, top1-acc=98.55%, top5-acc=99.99%, remaining_time=0:00:04.160304, arrival_time=2021-04-10 03:11:29.707853, cost_time=0:00:18.490257 2021-04-10 03:11:26,704 INFO : TRAIN, epoch=0143, iter=00170/00196, fetch data time cost=1.73ms, fps=2214 images/s, loss=0.0455, top1-acc=98.56%, top5-acc=99.99%, remaining_time=0:00:03.004924, arrival_time=2021-04-10 03:11:29.709612, cost_time=0:00:19.647515 2021-04-10 03:11:27,859 INFO : TRAIN, epoch=0143, iter=00180/00196, fetch data time cost=1.66ms, fps=2218 images/s, loss=0.0461, top1-acc=98.54%, top5-acc=99.99%, remaining_time=0:00:01.849104, arrival_time=2021-04-10 03:11:29.708640, cost_time=0:00:20.802422 2021-04-10 03:11:29,018 INFO : TRAIN, epoch=0143, iter=00190/00196, fetch data time cost=1.47ms, fps=2210 images/s, loss=0.0457, top1-acc=98.56%, top5-acc=99.99%, remaining_time=0:00:00.693516, arrival_time=2021-04-10 03:11:29.711916, cost_time=0:00:21.961284 2021-04-10 03:11:29,634 INFO : TRAIN, epoch=0143, iter=00196/00196, fetch data time cost=2.16ms, fps=2209 images/s, loss=0.0459, top1-acc=98.56%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 03:11:29.634576, cost_time=0:00:22.577416 2021-04-10 03:11:30,085 INFO : EVAL, epoch=0143, iter=00010/00040, fetch data time cost=0.29ms, fps=5692 images/s, loss=0.3339, top1-acc=91.64%, top5-acc=99.80%, remaining_time=0:00:01.349220, arrival_time=2021-04-10 03:11:31.434547, cost_time=0:00:00.449743 2021-04-10 03:11:30,461 INFO : EVAL, epoch=0143, iter=00020/00040, fetch data time cost=1.59ms, fps=6820 images/s, loss=0.3272, top1-acc=91.68%, top5-acc=99.75%, remaining_time=0:00:00.825460, arrival_time=2021-04-10 03:11:31.286529, cost_time=0:00:00.825454 2021-04-10 03:11:30,838 INFO : EVAL, epoch=0143, iter=00030/00040, fetch data time cost=1.89ms, fps=6794 images/s, loss=0.3344, top1-acc=91.38%, top5-acc=99.70%, remaining_time=0:00:00.400900, arrival_time=2021-04-10 03:11:31.239226, cost_time=0:00:01.202712 2021-04-10 03:11:31,179 INFO : EVAL, epoch=0143, iter=00040/00040, fetch data time cost=0.08ms, fps=6815 images/s, loss=0.3251, top1-acc=91.58%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-10 03:11:31.179151, cost_time=0:00:01.543600 2021-04-10 03:11:32,599 INFO : Epoch=0143 complete, best val top1-acc=91.58%, top5-acc=99.66% (epoch=143), remaining_time=0:23:35.089011, arrival_time=2021-04-10 03:35:07.687899, cost_time=0:59:10.135518 2021-04-10 03:11:32,600 INFO : Train start, epoch=0144, lr=0.018738 2021-04-10 03:11:33,954 INFO : TRAIN, epoch=0144, iter=00010/00196, fetch data time cost=7.12ms, fps=1892 images/s, loss=0.0476, top1-acc=98.44%, top5-acc=100.00%, remaining_time=0:00:25.173240, arrival_time=2021-04-10 03:11:59.127415, cost_time=0:00:01.353396 2021-04-10 03:11:35,108 INFO : TRAIN, epoch=0144, iter=00020/00196, fetch data time cost=2.15ms, fps=2218 images/s, loss=0.0476, top1-acc=98.55%, top5-acc=100.00%, remaining_time=0:00:22.072160, arrival_time=2021-04-10 03:11:57.181042, cost_time=0:00:02.508201 2021-04-10 03:11:36,250 INFO : TRAIN, epoch=0144, iter=00030/00196, fetch data time cost=1.73ms, fps=2243 images/s, loss=0.0470, top1-acc=98.58%, top5-acc=99.99%, remaining_time=0:00:20.197220, arrival_time=2021-04-10 03:11:56.447993, cost_time=0:00:03.650088 2021-04-10 03:11:37,394 INFO : TRAIN, epoch=0144, iter=00040/00196, fetch data time cost=1.46ms, fps=2240 images/s, loss=0.0444, top1-acc=98.61%, top5-acc=99.99%, remaining_time=0:00:18.694884, arrival_time=2021-04-10 03:11:56.089061, cost_time=0:00:04.793558 2021-04-10 03:11:38,540 INFO : TRAIN, epoch=0144, iter=00050/00196, fetch data time cost=2.09ms, fps=2234 images/s, loss=0.0446, top1-acc=98.56%, top5-acc=99.99%, remaining_time=0:00:17.344070, arrival_time=2021-04-10 03:11:55.884530, cost_time=0:00:05.939756 2021-04-10 03:11:39,685 INFO : TRAIN, epoch=0144, iter=00060/00196, fetch data time cost=1.78ms, fps=2237 images/s, loss=0.0467, top1-acc=98.48%, top5-acc=99.99%, remaining_time=0:00:16.059152, arrival_time=2021-04-10 03:11:55.744802, cost_time=0:00:07.084919 2021-04-10 03:11:40,828 INFO : TRAIN, epoch=0144, iter=00070/00196, fetch data time cost=1.38ms, fps=2242 images/s, loss=0.0481, top1-acc=98.44%, top5-acc=99.99%, remaining_time=0:00:14.809662, arrival_time=2021-04-10 03:11:55.637891, cost_time=0:00:08.227565 2021-04-10 03:11:41,976 INFO : TRAIN, epoch=0144, iter=00080/00196, fetch data time cost=1.53ms, fps=2230 images/s, loss=0.0489, top1-acc=98.44%, top5-acc=100.00%, remaining_time=0:00:13.595548, arrival_time=2021-04-10 03:11:55.572465, cost_time=0:00:09.376262 2021-04-10 03:11:43,120 INFO : TRAIN, epoch=0144, iter=00090/00196, fetch data time cost=1.46ms, fps=2240 images/s, loss=0.0482, top1-acc=98.46%, top5-acc=100.00%, remaining_time=0:00:12.389810, arrival_time=2021-04-10 03:11:55.510100, cost_time=0:00:10.519679 2021-04-10 03:11:44,265 INFO : TRAIN, epoch=0144, iter=00100/00196, fetch data time cost=1.62ms, fps=2236 images/s, loss=0.0485, top1-acc=98.45%, top5-acc=100.00%, remaining_time=0:00:11.198496, arrival_time=2021-04-10 03:11:55.464209, cost_time=0:00:11.665101 2021-04-10 03:11:45,406 INFO : TRAIN, epoch=0144, iter=00110/00196, fetch data time cost=1.63ms, fps=2245 images/s, loss=0.0497, top1-acc=98.39%, top5-acc=100.00%, remaining_time=0:00:10.011776, arrival_time=2021-04-10 03:11:55.418220, cost_time=0:00:12.805759 2021-04-10 03:11:46,548 INFO : TRAIN, epoch=0144, iter=00120/00196, fetch data time cost=1.42ms, fps=2243 images/s, loss=0.0511, top1-acc=98.33%, top5-acc=100.00%, remaining_time=0:00:08.833404, arrival_time=2021-04-10 03:11:55.381547, cost_time=0:00:13.947533 2021-04-10 03:11:47,703 INFO : TRAIN, epoch=0144, iter=00130/00196, fetch data time cost=13.45ms, fps=2217 images/s, loss=0.0521, top1-acc=98.29%, top5-acc=100.00%, remaining_time=0:00:07.667484, arrival_time=2021-04-10 03:11:55.370707, cost_time=0:00:15.102568 2021-04-10 03:11:48,848 INFO : TRAIN, epoch=0144, iter=00140/00196, fetch data time cost=1.40ms, fps=2236 images/s, loss=0.0523, top1-acc=98.30%, top5-acc=99.99%, remaining_time=0:00:06.499192, arrival_time=2021-04-10 03:11:55.347819, cost_time=0:00:16.248003 2021-04-10 03:11:49,993 INFO : TRAIN, epoch=0144, iter=00150/00196, fetch data time cost=1.40ms, fps=2238 images/s, loss=0.0520, top1-acc=98.30%, top5-acc=99.99%, remaining_time=0:00:05.333700, arrival_time=2021-04-10 03:11:55.326851, cost_time=0:00:17.392499 2021-04-10 03:11:51,133 INFO : TRAIN, epoch=0144, iter=00160/00196, fetch data time cost=1.46ms, fps=2246 images/s, loss=0.0518, top1-acc=98.30%, top5-acc=100.00%, remaining_time=0:00:04.169880, arrival_time=2021-04-10 03:11:55.303352, cost_time=0:00:18.532866 2021-04-10 03:11:52,279 INFO : TRAIN, epoch=0144, iter=00170/00196, fetch data time cost=1.61ms, fps=2235 images/s, loss=0.0510, top1-acc=98.32%, top5-acc=100.00%, remaining_time=0:00:03.009708, arrival_time=2021-04-10 03:11:55.289151, cost_time=0:00:19.678831 2021-04-10 03:11:53,427 INFO : TRAIN, epoch=0144, iter=00180/00196, fetch data time cost=1.59ms, fps=2231 images/s, loss=0.0510, top1-acc=98.33%, top5-acc=99.99%, remaining_time=0:00:01.851264, arrival_time=2021-04-10 03:11:55.278641, cost_time=0:00:20.826764 2021-04-10 03:11:54,566 INFO : TRAIN, epoch=0144, iter=00190/00196, fetch data time cost=1.44ms, fps=2248 images/s, loss=0.0502, top1-acc=98.35%, top5-acc=99.99%, remaining_time=0:00:00.693666, arrival_time=2021-04-10 03:11:55.260463, cost_time=0:00:21.966132 2021-04-10 03:11:55,182 INFO : TRAIN, epoch=0144, iter=00196/00196, fetch data time cost=1.26ms, fps=2210 images/s, loss=0.0502, top1-acc=98.36%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 03:11:55.182766, cost_time=0:00:22.582158 2021-04-10 03:11:55,654 INFO : EVAL, epoch=0144, iter=00010/00040, fetch data time cost=0.34ms, fps=5443 images/s, loss=0.2949, top1-acc=92.27%, top5-acc=99.49%, remaining_time=0:00:01.411050, arrival_time=2021-04-10 03:11:57.065164, cost_time=0:00:00.470349 2021-04-10 03:11:56,033 INFO : EVAL, epoch=0144, iter=00020/00040, fetch data time cost=1.97ms, fps=6759 images/s, loss=0.3179, top1-acc=91.99%, top5-acc=99.49%, remaining_time=0:00:00.849480, arrival_time=2021-04-10 03:11:56.882773, cost_time=0:00:00.849470 2021-04-10 03:11:56,409 INFO : EVAL, epoch=0144, iter=00030/00040, fetch data time cost=2.44ms, fps=6808 images/s, loss=0.3146, top1-acc=92.02%, top5-acc=99.57%, remaining_time=0:00:00.408740, arrival_time=2021-04-10 03:11:56.818659, cost_time=0:00:01.226207 2021-04-10 03:11:56,745 INFO : EVAL, epoch=0144, iter=00040/00040, fetch data time cost=0.08ms, fps=6911 images/s, loss=0.3186, top1-acc=91.95%, top5-acc=99.57%, remaining_time=0:00:00, arrival_time=2021-04-10 03:11:56.745921, cost_time=0:00:01.562234 2021-04-10 03:11:57,768 INFO : Epoch=0144 complete, best val top1-acc=91.95%, top5-acc=99.57% (epoch=144), remaining_time=0:23:10.396336, arrival_time=2021-04-10 03:35:08.164631, cost_time=0:59:35.304916 2021-04-10 03:11:57,769 INFO : Train start, epoch=0145, lr=0.018129 2021-04-10 03:11:59,090 INFO : TRAIN, epoch=0145, iter=00010/00196, fetch data time cost=0.25ms, fps=1938 images/s, loss=0.0389, top1-acc=98.75%, top5-acc=100.00%, remaining_time=0:00:24.568368, arrival_time=2021-04-10 03:12:23.658976, cost_time=0:00:01.320880 2021-04-10 03:12:00,243 INFO : TRAIN, epoch=0145, iter=00020/00196, fetch data time cost=1.60ms, fps=2222 images/s, loss=0.0358, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:00:21.765568, arrival_time=2021-04-10 03:12:22.008834, cost_time=0:00:02.473369 2021-04-10 03:12:01,392 INFO : TRAIN, epoch=0145, iter=00030/00196, fetch data time cost=1.35ms, fps=2229 images/s, loss=0.0335, top1-acc=98.89%, top5-acc=100.00%, remaining_time=0:00:20.046492, arrival_time=2021-04-10 03:12:21.438956, cost_time=0:00:03.622855 2021-04-10 03:12:02,531 INFO : TRAIN, epoch=0145, iter=00040/00196, fetch data time cost=1.37ms, fps=2247 images/s, loss=0.0348, top1-acc=98.85%, top5-acc=100.00%, remaining_time=0:00:18.573048, arrival_time=2021-04-10 03:12:21.104968, cost_time=0:00:04.762312 2021-04-10 03:12:03,680 INFO : TRAIN, epoch=0145, iter=00050/00196, fetch data time cost=1.44ms, fps=2231 images/s, loss=0.0358, top1-acc=98.83%, top5-acc=99.99%, remaining_time=0:00:17.258222, arrival_time=2021-04-10 03:12:20.938305, cost_time=0:00:05.910374 2021-04-10 03:12:04,828 INFO : TRAIN, epoch=0145, iter=00060/00196, fetch data time cost=1.92ms, fps=2230 images/s, loss=0.0351, top1-acc=98.86%, top5-acc=99.99%, remaining_time=0:00:16.000264, arrival_time=2021-04-10 03:12:20.828832, cost_time=0:00:07.058942 2021-04-10 03:12:05,973 INFO : TRAIN, epoch=0145, iter=00070/00196, fetch data time cost=1.45ms, fps=2236 images/s, loss=0.0340, top1-acc=98.88%, top5-acc=99.99%, remaining_time=0:00:14.767452, arrival_time=2021-04-10 03:12:20.741293, cost_time=0:00:08.204164 2021-04-10 03:12:07,126 INFO : TRAIN, epoch=0145, iter=00080/00196, fetch data time cost=1.49ms, fps=2226 images/s, loss=0.0333, top1-acc=98.90%, top5-acc=100.00%, remaining_time=0:00:13.564692, arrival_time=2021-04-10 03:12:20.691045, cost_time=0:00:09.354939 2021-04-10 03:12:08,270 INFO : TRAIN, epoch=0145, iter=00090/00196, fetch data time cost=1.90ms, fps=2239 images/s, loss=0.0327, top1-acc=98.91%, top5-acc=100.00%, remaining_time=0:00:12.367550, arrival_time=2021-04-10 03:12:20.637934, cost_time=0:00:10.500707 2021-04-10 03:12:09,417 INFO : TRAIN, epoch=0145, iter=00100/00196, fetch data time cost=1.37ms, fps=2234 images/s, loss=0.0356, top1-acc=98.83%, top5-acc=100.00%, remaining_time=0:00:11.181504, arrival_time=2021-04-10 03:12:20.598528, cost_time=0:00:11.647404 2021-04-10 03:12:10,554 INFO : TRAIN, epoch=0145, iter=00110/00196, fetch data time cost=1.43ms, fps=2252 images/s, loss=0.0357, top1-acc=98.84%, top5-acc=100.00%, remaining_time=0:00:09.995350, arrival_time=2021-04-10 03:12:20.549725, cost_time=0:00:12.784758 2021-04-10 03:12:11,695 INFO : TRAIN, epoch=0145, iter=00120/00196, fetch data time cost=1.44ms, fps=2245 images/s, loss=0.0370, top1-acc=98.81%, top5-acc=100.00%, remaining_time=0:00:08.819420, arrival_time=2021-04-10 03:12:20.514471, cost_time=0:00:13.925405 2021-04-10 03:12:12,835 INFO : TRAIN, epoch=0145, iter=00130/00196, fetch data time cost=1.86ms, fps=2245 images/s, loss=0.0375, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:07.648872, arrival_time=2021-04-10 03:12:20.484544, cost_time=0:00:15.066024 2021-04-10 03:12:13,984 INFO : TRAIN, epoch=0145, iter=00140/00196, fetch data time cost=1.71ms, fps=2231 images/s, loss=0.0375, top1-acc=98.81%, top5-acc=100.00%, remaining_time=0:00:06.485752, arrival_time=2021-04-10 03:12:20.469860, cost_time=0:00:16.214326 2021-04-10 03:12:15,129 INFO : TRAIN, epoch=0145, iter=00150/00196, fetch data time cost=1.46ms, fps=2236 images/s, loss=0.0394, top1-acc=98.74%, top5-acc=100.00%, remaining_time=0:00:05.323764, arrival_time=2021-04-10 03:12:20.453435, cost_time=0:00:17.360061 2021-04-10 03:12:16,275 INFO : TRAIN, epoch=0145, iter=00160/00196, fetch data time cost=1.40ms, fps=2235 images/s, loss=0.0396, top1-acc=98.73%, top5-acc=99.99%, remaining_time=0:00:04.163796, arrival_time=2021-04-10 03:12:20.439257, cost_time=0:00:18.505808 2021-04-10 03:12:17,421 INFO : TRAIN, epoch=0145, iter=00170/00196, fetch data time cost=1.37ms, fps=2235 images/s, loss=0.0394, top1-acc=98.74%, top5-acc=99.99%, remaining_time=0:00:03.005574, arrival_time=2021-04-10 03:12:20.426939, cost_time=0:00:19.651756 2021-04-10 03:12:18,563 INFO : TRAIN, epoch=0145, iter=00180/00196, fetch data time cost=1.51ms, fps=2243 images/s, loss=0.0401, top1-acc=98.72%, top5-acc=99.99%, remaining_time=0:00:01.848304, arrival_time=2021-04-10 03:12:20.411316, cost_time=0:00:20.793406 2021-04-10 03:12:19,704 INFO : TRAIN, epoch=0145, iter=00190/00196, fetch data time cost=1.46ms, fps=2244 images/s, loss=0.0403, top1-acc=98.70%, top5-acc=99.99%, remaining_time=0:00:00.692664, arrival_time=2021-04-10 03:12:20.396731, cost_time=0:00:21.934424 2021-04-10 03:12:20,318 INFO : TRAIN, epoch=0145, iter=00196/00196, fetch data time cost=1.25ms, fps=2217 images/s, loss=0.0405, top1-acc=98.70%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 03:12:20.317951, cost_time=0:00:22.548299 2021-04-10 03:12:20,772 INFO : EVAL, epoch=0145, iter=00010/00040, fetch data time cost=1.76ms, fps=5645 images/s, loss=0.3647, top1-acc=90.86%, top5-acc=99.73%, remaining_time=0:00:01.360470, arrival_time=2021-04-10 03:12:22.133307, cost_time=0:00:00.453494 2021-04-10 03:12:21,149 INFO : EVAL, epoch=0145, iter=00020/00040, fetch data time cost=1.51ms, fps=6794 images/s, loss=0.3465, top1-acc=91.04%, top5-acc=99.65%, remaining_time=0:00:00.830620, arrival_time=2021-04-10 03:12:21.980560, cost_time=0:00:00.830618 2021-04-10 03:12:21,519 INFO : EVAL, epoch=0145, iter=00030/00040, fetch data time cost=1.38ms, fps=6927 images/s, loss=0.3366, top1-acc=91.30%, top5-acc=99.64%, remaining_time=0:00:00.400170, arrival_time=2021-04-10 03:12:21.920009, cost_time=0:00:01.200521 2021-04-10 03:12:21,855 INFO : EVAL, epoch=0145, iter=00040/00040, fetch data time cost=0.09ms, fps=6915 images/s, loss=0.3302, top1-acc=91.29%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-10 03:12:21.855615, cost_time=0:00:01.536318 2021-04-10 03:12:22,659 INFO : Epoch=0145 complete, best val top1-acc=91.95%, top5-acc=99.57% (epoch=144), remaining_time=0:22:45.591755, arrival_time=2021-04-10 03:35:08.251557, cost_time=1:00:00.196499 2021-04-10 03:12:22,660 INFO : Train start, epoch=0146, lr=0.017528 2021-04-10 03:12:23,995 INFO : TRAIN, epoch=0146, iter=00010/00196, fetch data time cost=0.26ms, fps=1917 images/s, loss=0.0416, top1-acc=98.75%, top5-acc=99.96%, remaining_time=0:00:24.836394, arrival_time=2021-04-10 03:12:48.832235, cost_time=0:00:01.335294 2021-04-10 03:12:25,139 INFO : TRAIN, epoch=0146, iter=00020/00196, fetch data time cost=2.11ms, fps=2241 images/s, loss=0.0431, top1-acc=98.67%, top5-acc=99.98%, remaining_time=0:00:21.811328, arrival_time=2021-04-10 03:12:46.950383, cost_time=0:00:02.478566 2021-04-10 03:12:26,287 INFO : TRAIN, epoch=0146, iter=00030/00196, fetch data time cost=2.10ms, fps=2231 images/s, loss=0.0422, top1-acc=98.61%, top5-acc=99.99%, remaining_time=0:00:20.066744, arrival_time=2021-04-10 03:12:46.353705, cost_time=0:00:03.626531 2021-04-10 03:12:27,428 INFO : TRAIN, epoch=0146, iter=00040/00196, fetch data time cost=1.27ms, fps=2243 images/s, loss=0.0420, top1-acc=98.70%, top5-acc=99.98%, remaining_time=0:00:18.595356, arrival_time=2021-04-10 03:12:46.023815, cost_time=0:00:04.768040 2021-04-10 03:12:28,580 INFO : TRAIN, epoch=0146, iter=00050/00196, fetch data time cost=1.42ms, fps=2223 images/s, loss=0.0390, top1-acc=98.79%, top5-acc=99.98%, remaining_time=0:00:17.286692, arrival_time=2021-04-10 03:12:45.867309, cost_time=0:00:05.920108 2021-04-10 03:12:29,723 INFO : TRAIN, epoch=0146, iter=00060/00196, fetch data time cost=2.60ms, fps=2241 images/s, loss=0.0380, top1-acc=98.80%, top5-acc=99.99%, remaining_time=0:00:16.009512, arrival_time=2021-04-10 03:12:45.733033, cost_time=0:00:07.063024 2021-04-10 03:12:30,866 INFO : TRAIN, epoch=0146, iter=00070/00196, fetch data time cost=1.52ms, fps=2242 images/s, loss=0.0380, top1-acc=98.79%, top5-acc=99.99%, remaining_time=0:00:14.770224, arrival_time=2021-04-10 03:12:45.636316, cost_time=0:00:08.205660 2021-04-10 03:12:32,013 INFO : TRAIN, epoch=0146, iter=00080/00196, fetch data time cost=1.70ms, fps=2233 images/s, loss=0.0391, top1-acc=98.76%, top5-acc=99.99%, remaining_time=0:00:13.560864, arrival_time=2021-04-10 03:12:45.573773, cost_time=0:00:09.352294 2021-04-10 03:12:33,156 INFO : TRAIN, epoch=0146, iter=00090/00196, fetch data time cost=1.54ms, fps=2239 images/s, loss=0.0396, top1-acc=98.72%, top5-acc=99.99%, remaining_time=0:00:12.362462, arrival_time=2021-04-10 03:12:45.519341, cost_time=0:00:10.496448 2021-04-10 03:12:34,303 INFO : TRAIN, epoch=0146, iter=00100/00196, fetch data time cost=1.45ms, fps=2233 images/s, loss=0.0400, top1-acc=98.71%, top5-acc=99.98%, remaining_time=0:00:11.177376, arrival_time=2021-04-10 03:12:45.480968, cost_time=0:00:11.643101 2021-04-10 03:12:35,445 INFO : TRAIN, epoch=0146, iter=00110/00196, fetch data time cost=1.53ms, fps=2242 images/s, loss=0.0412, top1-acc=98.66%, top5-acc=99.98%, remaining_time=0:00:09.995866, arrival_time=2021-04-10 03:12:45.441753, cost_time=0:00:12.785417 2021-04-10 03:12:36,597 INFO : TRAIN, epoch=0146, iter=00120/00196, fetch data time cost=2.06ms, fps=2224 images/s, loss=0.0406, top1-acc=98.68%, top5-acc=99.98%, remaining_time=0:00:08.826640, arrival_time=2021-04-10 03:12:45.423904, cost_time=0:00:13.936781 2021-04-10 03:12:37,740 INFO : TRAIN, epoch=0146, iter=00130/00196, fetch data time cost=1.60ms, fps=2240 images/s, loss=0.0398, top1-acc=98.71%, top5-acc=99.98%, remaining_time=0:00:07.656066, arrival_time=2021-04-10 03:12:45.396638, cost_time=0:00:15.080082 2021-04-10 03:12:38,886 INFO : TRAIN, epoch=0146, iter=00140/00196, fetch data time cost=1.93ms, fps=2235 images/s, loss=0.0395, top1-acc=98.72%, top5-acc=99.98%, remaining_time=0:00:06.490512, arrival_time=2021-04-10 03:12:45.377203, cost_time=0:00:16.226267 2021-04-10 03:12:40,037 INFO : TRAIN, epoch=0146, iter=00150/00196, fetch data time cost=1.72ms, fps=2225 images/s, loss=0.0403, top1-acc=98.71%, top5-acc=99.98%, remaining_time=0:00:05.329008, arrival_time=2021-04-10 03:12:45.366653, cost_time=0:00:17.377223 2021-04-10 03:12:41,182 INFO : TRAIN, epoch=0146, iter=00160/00196, fetch data time cost=1.39ms, fps=2237 images/s, loss=0.0407, top1-acc=98.71%, top5-acc=99.98%, remaining_time=0:00:04.167504, arrival_time=2021-04-10 03:12:45.350136, cost_time=0:00:18.522212 2021-04-10 03:12:42,329 INFO : TRAIN, epoch=0146, iter=00170/00196, fetch data time cost=1.42ms, fps=2233 images/s, loss=0.0412, top1-acc=98.69%, top5-acc=99.98%, remaining_time=0:00:03.008174, arrival_time=2021-04-10 03:12:45.337480, cost_time=0:00:19.668881 2021-04-10 03:12:43,474 INFO : TRAIN, epoch=0146, iter=00180/00196, fetch data time cost=1.41ms, fps=2236 images/s, loss=0.0420, top1-acc=98.67%, top5-acc=99.98%, remaining_time=0:00:01.850144, arrival_time=2021-04-10 03:12:45.324805, cost_time=0:00:20.814169 2021-04-10 03:12:44,618 INFO : TRAIN, epoch=0146, iter=00190/00196, fetch data time cost=1.37ms, fps=2239 images/s, loss=0.0425, top1-acc=98.66%, top5-acc=99.98%, remaining_time=0:00:00.693414, arrival_time=2021-04-10 03:12:45.312009, cost_time=0:00:21.958162 2021-04-10 03:12:45,231 INFO : TRAIN, epoch=0146, iter=00196/00196, fetch data time cost=1.28ms, fps=2221 images/s, loss=0.0428, top1-acc=98.65%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 03:12:45.231348, cost_time=0:00:22.570919 2021-04-10 03:12:45,726 INFO : EVAL, epoch=0146, iter=00010/00040, fetch data time cost=2.71ms, fps=5186 images/s, loss=0.3803, top1-acc=90.47%, top5-acc=99.61%, remaining_time=0:00:01.480890, arrival_time=2021-04-10 03:12:47.206836, cost_time=0:00:00.493628 2021-04-10 03:12:46,098 INFO : EVAL, epoch=0146, iter=00020/00040, fetch data time cost=1.66ms, fps=6889 images/s, loss=0.3470, top1-acc=91.23%, top5-acc=99.57%, remaining_time=0:00:00.865640, arrival_time=2021-04-10 03:12:46.963613, cost_time=0:00:00.865648 2021-04-10 03:12:46,470 INFO : EVAL, epoch=0146, iter=00030/00040, fetch data time cost=1.91ms, fps=6879 images/s, loss=0.3456, top1-acc=91.30%, top5-acc=99.64%, remaining_time=0:00:00.412750, arrival_time=2021-04-10 03:12:46.883342, cost_time=0:00:01.238250 2021-04-10 03:12:46,808 INFO : EVAL, epoch=0146, iter=00040/00040, fetch data time cost=0.08ms, fps=6866 images/s, loss=0.3565, top1-acc=91.20%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-10 03:12:46.808910, cost_time=0:00:01.576646 2021-04-10 03:12:47,306 INFO : Epoch=0146 complete, best val top1-acc=91.95%, top5-acc=99.57% (epoch=144), remaining_time=0:22:20.695530, arrival_time=2021-04-10 03:35:08.002382, cost_time=1:00:24.843522 2021-04-10 03:12:47,307 INFO : Train start, epoch=0147, lr=0.016934 2021-04-10 03:12:48,671 INFO : TRAIN, epoch=0147, iter=00010/00196, fetch data time cost=0.38ms, fps=1877 images/s, loss=0.0369, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:00:25.367796, arrival_time=2021-04-10 03:13:14.039520, cost_time=0:00:01.363855 2021-04-10 03:12:49,818 INFO : TRAIN, epoch=0147, iter=00020/00196, fetch data time cost=1.58ms, fps=2234 images/s, loss=0.0369, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:22.092576, arrival_time=2021-04-10 03:13:11.910814, cost_time=0:00:02.510510 2021-04-10 03:12:50,957 INFO : TRAIN, epoch=0147, iter=00030/00196, fetch data time cost=1.31ms, fps=2248 images/s, loss=0.0390, top1-acc=98.76%, top5-acc=100.00%, remaining_time=0:00:20.194066, arrival_time=2021-04-10 03:13:11.151376, cost_time=0:00:03.649531 2021-04-10 03:12:52,099 INFO : TRAIN, epoch=0147, iter=00040/00196, fetch data time cost=2.39ms, fps=2243 images/s, loss=0.0400, top1-acc=98.68%, top5-acc=100.00%, remaining_time=0:00:18.685992, arrival_time=2021-04-10 03:13:10.784999, cost_time=0:00:04.791280 2021-04-10 03:12:53,242 INFO : TRAIN, epoch=0147, iter=00050/00196, fetch data time cost=1.40ms, fps=2239 images/s, loss=0.0397, top1-acc=98.70%, top5-acc=100.00%, remaining_time=0:00:17.330200, arrival_time=2021-04-10 03:13:10.573046, cost_time=0:00:05.934995 2021-04-10 03:12:54,385 INFO : TRAIN, epoch=0147, iter=00060/00196, fetch data time cost=1.39ms, fps=2242 images/s, loss=0.0382, top1-acc=98.74%, top5-acc=100.00%, remaining_time=0:00:16.042560, arrival_time=2021-04-10 03:13:10.427895, cost_time=0:00:07.077572 2021-04-10 03:12:55,528 INFO : TRAIN, epoch=0147, iter=00070/00196, fetch data time cost=1.38ms, fps=2241 images/s, loss=0.0374, top1-acc=98.77%, top5-acc=100.00%, remaining_time=0:00:14.796306, arrival_time=2021-04-10 03:13:10.324238, cost_time=0:00:08.220154 2021-04-10 03:12:56,671 INFO : TRAIN, epoch=0147, iter=00080/00196, fetch data time cost=1.39ms, fps=2240 images/s, loss=0.0360, top1-acc=98.81%, top5-acc=100.00%, remaining_time=0:00:13.577452, arrival_time=2021-04-10 03:13:10.248910, cost_time=0:00:09.363726 2021-04-10 03:12:57,837 INFO : TRAIN, epoch=0147, iter=00090/00196, fetch data time cost=13.36ms, fps=2196 images/s, loss=0.0365, top1-acc=98.81%, top5-acc=100.00%, remaining_time=0:00:12.401576, arrival_time=2021-04-10 03:13:10.238967, cost_time=0:00:10.529663 2021-04-10 03:12:58,981 INFO : TRAIN, epoch=0147, iter=00100/00196, fetch data time cost=1.38ms, fps=2238 images/s, loss=0.0364, top1-acc=98.84%, top5-acc=100.00%, remaining_time=0:00:11.206848, arrival_time=2021-04-10 03:13:10.188419, cost_time=0:00:11.673844 2021-04-10 03:13:00,127 INFO : TRAIN, epoch=0147, iter=00110/00196, fetch data time cost=4.10ms, fps=2236 images/s, loss=0.0364, top1-acc=98.83%, top5-acc=100.00%, remaining_time=0:00:10.022268, arrival_time=2021-04-10 03:13:10.149339, cost_time=0:00:12.819223 2021-04-10 03:13:01,293 INFO : TRAIN, epoch=0147, iter=00120/00196, fetch data time cost=1.83ms, fps=2196 images/s, loss=0.0376, top1-acc=98.80%, top5-acc=99.99%, remaining_time=0:00:08.857420, arrival_time=2021-04-10 03:13:10.150609, cost_time=0:00:13.985459 2021-04-10 03:13:02,439 INFO : TRAIN, epoch=0147, iter=00130/00196, fetch data time cost=1.98ms, fps=2234 images/s, loss=0.0381, top1-acc=98.78%, top5-acc=99.99%, remaining_time=0:00:07.682400, arrival_time=2021-04-10 03:13:10.122141, cost_time=0:00:15.131998 2021-04-10 03:13:03,586 INFO : TRAIN, epoch=0147, iter=00140/00196, fetch data time cost=1.58ms, fps=2233 images/s, loss=0.0383, top1-acc=98.78%, top5-acc=99.99%, remaining_time=0:00:06.511624, arrival_time=2021-04-10 03:13:10.098390, cost_time=0:00:16.279038 2021-04-10 03:13:04,736 INFO : TRAIN, epoch=0147, iter=00150/00196, fetch data time cost=1.54ms, fps=2228 images/s, loss=0.0389, top1-acc=98.76%, top5-acc=99.99%, remaining_time=0:00:05.344694, arrival_time=2021-04-10 03:13:10.080784, cost_time=0:00:17.428286 2021-04-10 03:13:05,881 INFO : TRAIN, epoch=0147, iter=00160/00196, fetch data time cost=1.92ms, fps=2236 images/s, loss=0.0387, top1-acc=98.77%, top5-acc=99.99%, remaining_time=0:00:04.179096, arrival_time=2021-04-10 03:13:10.060676, cost_time=0:00:18.573785 2021-04-10 03:13:07,025 INFO : TRAIN, epoch=0147, iter=00170/00196, fetch data time cost=1.42ms, fps=2240 images/s, loss=0.0388, top1-acc=98.77%, top5-acc=99.99%, remaining_time=0:00:03.015584, arrival_time=2021-04-10 03:13:10.040665, cost_time=0:00:19.717341 2021-04-10 03:13:08,169 INFO : TRAIN, epoch=0147, iter=00180/00196, fetch data time cost=1.52ms, fps=2237 images/s, loss=0.0389, top1-acc=98.76%, top5-acc=99.99%, remaining_time=0:00:01.854416, arrival_time=2021-04-10 03:13:10.024359, cost_time=0:00:20.862213 2021-04-10 03:13:09,314 INFO : TRAIN, epoch=0147, iter=00190/00196, fetch data time cost=1.33ms, fps=2238 images/s, loss=0.0393, top1-acc=98.75%, top5-acc=99.99%, remaining_time=0:00:00.694950, arrival_time=2021-04-10 03:13:10.009445, cost_time=0:00:22.006707 2021-04-10 03:13:09,927 INFO : TRAIN, epoch=0147, iter=00196/00196, fetch data time cost=1.33ms, fps=2220 images/s, loss=0.0396, top1-acc=98.73%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 03:13:09.927701, cost_time=0:00:22.619967 2021-04-10 03:13:10,400 INFO : EVAL, epoch=0147, iter=00010/00040, fetch data time cost=2.39ms, fps=5434 images/s, loss=0.3240, top1-acc=92.27%, top5-acc=99.73%, remaining_time=0:00:01.413390, arrival_time=2021-04-10 03:13:11.813251, cost_time=0:00:00.471129 2021-04-10 03:13:10,814 INFO : EVAL, epoch=0147, iter=00020/00040, fetch data time cost=1.51ms, fps=6186 images/s, loss=0.3168, top1-acc=91.93%, top5-acc=99.63%, remaining_time=0:00:00.885940, arrival_time=2021-04-10 03:13:11.700575, cost_time=0:00:00.885946 2021-04-10 03:13:11,193 INFO : EVAL, epoch=0147, iter=00030/00040, fetch data time cost=1.74ms, fps=6765 images/s, loss=0.3394, top1-acc=91.34%, top5-acc=99.66%, remaining_time=0:00:00.421610, arrival_time=2021-04-10 03:13:11.615123, cost_time=0:00:01.264822 2021-04-10 03:13:11,532 INFO : EVAL, epoch=0147, iter=00040/00040, fetch data time cost=0.08ms, fps=6843 images/s, loss=0.3284, top1-acc=91.41%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-10 03:13:11.532901, cost_time=0:00:01.604271 2021-04-10 03:13:12,095 INFO : Epoch=0147 complete, best val top1-acc=91.95%, top5-acc=99.57% (epoch=144), remaining_time=0:21:55.853684, arrival_time=2021-04-10 03:35:07.948849, cost_time=1:00:49.631851 2021-04-10 03:13:12,095 INFO : Train start, epoch=0148, lr=0.016349 2021-04-10 03:13:13,433 INFO : TRAIN, epoch=0148, iter=00010/00196, fetch data time cost=1.45ms, fps=1914 images/s, loss=0.0337, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:00:24.881034, arrival_time=2021-04-10 03:13:38.314611, cost_time=0:00:01.337691 2021-04-10 03:13:14,574 INFO : TRAIN, epoch=0148, iter=00020/00196, fetch data time cost=2.04ms, fps=2244 images/s, loss=0.0330, top1-acc=98.83%, top5-acc=100.00%, remaining_time=0:00:21.814848, arrival_time=2021-04-10 03:13:36.389679, cost_time=0:00:02.478950 2021-04-10 03:13:15,717 INFO : TRAIN, epoch=0148, iter=00030/00196, fetch data time cost=1.49ms, fps=2241 images/s, loss=0.0330, top1-acc=98.85%, top5-acc=100.00%, remaining_time=0:00:20.039686, arrival_time=2021-04-10 03:13:35.757147, cost_time=0:00:03.621641 2021-04-10 03:13:16,861 INFO : TRAIN, epoch=0148, iter=00040/00196, fetch data time cost=1.91ms, fps=2238 images/s, loss=0.0347, top1-acc=98.84%, top5-acc=99.99%, remaining_time=0:00:18.587868, arrival_time=2021-04-10 03:13:35.449802, cost_time=0:00:04.766119 2021-04-10 03:13:18,003 INFO : TRAIN, epoch=0148, iter=00050/00196, fetch data time cost=1.66ms, fps=2244 images/s, loss=0.0345, top1-acc=98.85%, top5-acc=99.99%, remaining_time=0:00:17.249900, arrival_time=2021-04-10 03:13:35.253269, cost_time=0:00:05.907494 2021-04-10 03:13:19,145 INFO : TRAIN, epoch=0148, iter=00060/00196, fetch data time cost=1.34ms, fps=2242 images/s, loss=0.0336, top1-acc=98.88%, top5-acc=99.99%, remaining_time=0:00:15.980136, arrival_time=2021-04-10 03:13:35.126052, cost_time=0:00:07.050082 2021-04-10 03:13:20,296 INFO : TRAIN, epoch=0148, iter=00070/00196, fetch data time cost=1.86ms, fps=2225 images/s, loss=0.0339, top1-acc=98.87%, top5-acc=99.99%, remaining_time=0:00:14.761656, arrival_time=2021-04-10 03:13:35.058433, cost_time=0:00:08.200923 2021-04-10 03:13:21,443 INFO : TRAIN, epoch=0148, iter=00080/00196, fetch data time cost=1.66ms, fps=2234 images/s, loss=0.0332, top1-acc=98.91%, top5-acc=99.99%, remaining_time=0:00:13.553904, arrival_time=2021-04-10 03:13:34.997224, cost_time=0:00:09.347514 2021-04-10 03:13:22,586 INFO : TRAIN, epoch=0148, iter=00090/00196, fetch data time cost=1.59ms, fps=2241 images/s, loss=0.0326, top1-acc=98.93%, top5-acc=99.99%, remaining_time=0:00:12.355042, arrival_time=2021-04-10 03:13:34.941020, cost_time=0:00:10.490132 2021-04-10 03:13:23,728 INFO : TRAIN, epoch=0148, iter=00100/00196, fetch data time cost=2.01ms, fps=2243 images/s, loss=0.0327, top1-acc=98.94%, top5-acc=99.99%, remaining_time=0:00:11.166816, arrival_time=2021-04-10 03:13:34.894820, cost_time=0:00:11.632086 2021-04-10 03:13:24,868 INFO : TRAIN, epoch=0148, iter=00110/00196, fetch data time cost=1.40ms, fps=2247 images/s, loss=0.0323, top1-acc=98.95%, top5-acc=99.99%, remaining_time=0:00:09.985546, arrival_time=2021-04-10 03:13:34.853513, cost_time=0:00:12.772161 2021-04-10 03:13:26,010 INFO : TRAIN, epoch=0148, iter=00120/00196, fetch data time cost=1.48ms, fps=2241 images/s, loss=0.0317, top1-acc=98.97%, top5-acc=99.99%, remaining_time=0:00:08.812808, arrival_time=2021-04-10 03:13:34.823603, cost_time=0:00:13.914983 2021-04-10 03:13:27,152 INFO : TRAIN, epoch=0148, iter=00130/00196, fetch data time cost=1.34ms, fps=2244 images/s, loss=0.0326, top1-acc=98.96%, top5-acc=99.99%, remaining_time=0:00:07.643922, arrival_time=2021-04-10 03:13:34.795887, cost_time=0:00:15.056158 2021-04-10 03:13:28,302 INFO : TRAIN, epoch=0148, iter=00140/00196, fetch data time cost=1.90ms, fps=2226 images/s, loss=0.0323, top1-acc=98.96%, top5-acc=99.99%, remaining_time=0:00:06.482616, arrival_time=2021-04-10 03:13:34.784904, cost_time=0:00:16.206484 2021-04-10 03:13:29,457 INFO : TRAIN, epoch=0148, iter=00150/00196, fetch data time cost=2.77ms, fps=2216 images/s, loss=0.0327, top1-acc=98.95%, top5-acc=99.99%, remaining_time=0:00:05.324316, arrival_time=2021-04-10 03:13:34.782001, cost_time=0:00:17.361846 2021-04-10 03:13:30,609 INFO : TRAIN, epoch=0148, iter=00160/00196, fetch data time cost=1.47ms, fps=2224 images/s, loss=0.0332, top1-acc=98.94%, top5-acc=99.99%, remaining_time=0:00:04.165488, arrival_time=2021-04-10 03:13:34.774548, cost_time=0:00:18.513250 2021-04-10 03:13:31,749 INFO : TRAIN, epoch=0148, iter=00170/00196, fetch data time cost=1.43ms, fps=2247 images/s, loss=0.0328, top1-acc=98.95%, top5-acc=99.99%, remaining_time=0:00:03.005782, arrival_time=2021-04-10 03:13:34.754822, cost_time=0:00:19.653158 2021-04-10 03:13:32,893 INFO : TRAIN, epoch=0148, iter=00180/00196, fetch data time cost=1.58ms, fps=2239 images/s, loss=0.0328, top1-acc=98.95%, top5-acc=99.98%, remaining_time=0:00:01.848640, arrival_time=2021-04-10 03:13:34.741737, cost_time=0:00:20.797213 2021-04-10 03:13:34,032 INFO : TRAIN, epoch=0148, iter=00190/00196, fetch data time cost=1.22ms, fps=2247 images/s, loss=0.0325, top1-acc=98.96%, top5-acc=99.99%, remaining_time=0:00:00.692742, arrival_time=2021-04-10 03:13:34.725448, cost_time=0:00:21.936887 2021-04-10 03:13:34,645 INFO : TRAIN, epoch=0148, iter=00196/00196, fetch data time cost=1.40ms, fps=2220 images/s, loss=0.0326, top1-acc=98.95%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 03:13:34.645689, cost_time=0:00:22.549883 2021-04-10 03:13:35,130 INFO : EVAL, epoch=0148, iter=00010/00040, fetch data time cost=0.44ms, fps=5287 images/s, loss=0.3516, top1-acc=91.52%, top5-acc=99.61%, remaining_time=0:00:01.452420, arrival_time=2021-04-10 03:13:36.583217, cost_time=0:00:00.484140 2021-04-10 03:13:35,525 INFO : EVAL, epoch=0148, iter=00020/00040, fetch data time cost=2.04ms, fps=6498 images/s, loss=0.3461, top1-acc=91.58%, top5-acc=99.67%, remaining_time=0:00:00.878560, arrival_time=2021-04-10 03:13:36.403782, cost_time=0:00:00.878567 2021-04-10 03:13:35,912 INFO : EVAL, epoch=0148, iter=00030/00040, fetch data time cost=1.51ms, fps=6625 images/s, loss=0.3272, top1-acc=92.06%, top5-acc=99.74%, remaining_time=0:00:00.421810, arrival_time=2021-04-10 03:13:36.333888, cost_time=0:00:01.265429 2021-04-10 03:13:36,248 INFO : EVAL, epoch=0148, iter=00040/00040, fetch data time cost=0.06ms, fps=6910 images/s, loss=0.3266, top1-acc=92.06%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-10 03:13:36.248161, cost_time=0:00:01.601560 2021-04-10 03:13:37,204 INFO : Epoch=0148 complete, best val top1-acc=92.06%, top5-acc=99.69% (epoch=148), remaining_time=0:21:31.125108, arrival_time=2021-04-10 03:35:08.329087, cost_time=1:01:14.740650 2021-04-10 03:13:37,204 INFO : Train start, epoch=0149, lr=0.015773 2021-04-10 03:13:38,512 INFO : TRAIN, epoch=0149, iter=00010/00196, fetch data time cost=1.76ms, fps=1958 images/s, loss=0.0404, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:24.319686, arrival_time=2021-04-10 03:14:02.831901, cost_time=0:00:01.307506 2021-04-10 03:13:39,662 INFO : TRAIN, epoch=0149, iter=00020/00196, fetch data time cost=1.41ms, fps=2226 images/s, loss=0.0387, top1-acc=98.85%, top5-acc=99.98%, remaining_time=0:00:21.632864, arrival_time=2021-04-10 03:14:01.295786, cost_time=0:00:02.458280 2021-04-10 03:13:40,806 INFO : TRAIN, epoch=0149, iter=00030/00196, fetch data time cost=2.16ms, fps=2240 images/s, loss=0.0369, top1-acc=98.84%, top5-acc=99.99%, remaining_time=0:00:19.929628, arrival_time=2021-04-10 03:14:00.736004, cost_time=0:00:03.601739 2021-04-10 03:13:41,953 INFO : TRAIN, epoch=0149, iter=00040/00196, fetch data time cost=1.78ms, fps=2232 images/s, loss=0.0356, top1-acc=98.86%, top5-acc=99.99%, remaining_time=0:00:18.520788, arrival_time=2021-04-10 03:14:00.474376, cost_time=0:00:04.748936 2021-04-10 03:13:43,109 INFO : TRAIN, epoch=0149, iter=00050/00196, fetch data time cost=1.47ms, fps=2216 images/s, loss=0.0347, top1-acc=98.86%, top5-acc=99.99%, remaining_time=0:00:17.240848, arrival_time=2021-04-10 03:14:00.349937, cost_time=0:00:05.904390 2021-04-10 03:13:44,257 INFO : TRAIN, epoch=0149, iter=00060/00196, fetch data time cost=1.44ms, fps=2230 images/s, loss=0.0351, top1-acc=98.82%, top5-acc=99.99%, remaining_time=0:00:15.986120, arrival_time=2021-04-10 03:14:00.243473, cost_time=0:00:07.052712 2021-04-10 03:13:45,396 INFO : TRAIN, epoch=0149, iter=00070/00196, fetch data time cost=1.52ms, fps=2249 images/s, loss=0.0342, top1-acc=98.87%, top5-acc=99.99%, remaining_time=0:00:14.744520, arrival_time=2021-04-10 03:14:00.140574, cost_time=0:00:08.191415 2021-04-10 03:13:46,536 INFO : TRAIN, epoch=0149, iter=00080/00196, fetch data time cost=1.51ms, fps=2246 images/s, loss=0.0344, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:00:13.530588, arrival_time=2021-04-10 03:14:00.066658, cost_time=0:00:09.331431 2021-04-10 03:13:47,674 INFO : TRAIN, epoch=0149, iter=00090/00196, fetch data time cost=1.61ms, fps=2250 images/s, loss=0.0346, top1-acc=98.88%, top5-acc=100.00%, remaining_time=0:00:12.331086, arrival_time=2021-04-10 03:14:00.005583, cost_time=0:00:10.469826 2021-04-10 03:13:48,816 INFO : TRAIN, epoch=0149, iter=00100/00196, fetch data time cost=1.45ms, fps=2242 images/s, loss=0.0341, top1-acc=98.91%, top5-acc=100.00%, remaining_time=0:00:11.147520, arrival_time=2021-04-10 03:13:59.964165, cost_time=0:00:11.612002 2021-04-10 03:13:49,965 INFO : TRAIN, epoch=0149, iter=00110/00196, fetch data time cost=1.40ms, fps=2228 images/s, loss=0.0339, top1-acc=98.92%, top5-acc=100.00%, remaining_time=0:00:09.976946, arrival_time=2021-04-10 03:13:59.942759, cost_time=0:00:12.761169 2021-04-10 03:13:51,109 INFO : TRAIN, epoch=0149, iter=00120/00196, fetch data time cost=1.48ms, fps=2238 images/s, loss=0.0335, top1-acc=98.92%, top5-acc=100.00%, remaining_time=0:00:08.806652, arrival_time=2021-04-10 03:13:59.916526, cost_time=0:00:13.905235 2021-04-10 03:13:52,252 INFO : TRAIN, epoch=0149, iter=00130/00196, fetch data time cost=1.52ms, fps=2242 images/s, loss=0.0332, top1-acc=98.93%, top5-acc=100.00%, remaining_time=0:00:07.639500, arrival_time=2021-04-10 03:13:59.891656, cost_time=0:00:15.047473 2021-04-10 03:13:53,397 INFO : TRAIN, epoch=0149, iter=00140/00196, fetch data time cost=1.40ms, fps=2236 images/s, loss=0.0328, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:06.477072, arrival_time=2021-04-10 03:13:59.874439, cost_time=0:00:16.192681 2021-04-10 03:13:54,538 INFO : TRAIN, epoch=0149, iter=00150/00196, fetch data time cost=1.35ms, fps=2245 images/s, loss=0.0328, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:05.315668, arrival_time=2021-04-10 03:13:59.853949, cost_time=0:00:17.333641 2021-04-10 03:13:55,688 INFO : TRAIN, epoch=0149, iter=00160/00196, fetch data time cost=1.46ms, fps=2227 images/s, loss=0.0331, top1-acc=98.91%, top5-acc=100.00%, remaining_time=0:00:04.158756, arrival_time=2021-04-10 03:13:59.846830, cost_time=0:00:18.483367 2021-04-10 03:13:56,829 INFO : TRAIN, epoch=0149, iter=00170/00196, fetch data time cost=1.57ms, fps=2243 images/s, loss=0.0333, top1-acc=98.89%, top5-acc=100.00%, remaining_time=0:00:03.001492, arrival_time=2021-04-10 03:13:59.831354, cost_time=0:00:19.625220 2021-04-10 03:13:57,976 INFO : TRAIN, epoch=0149, iter=00180/00196, fetch data time cost=2.20ms, fps=2234 images/s, loss=0.0334, top1-acc=98.90%, top5-acc=100.00%, remaining_time=0:00:01.846352, arrival_time=2021-04-10 03:13:59.822437, cost_time=0:00:20.771441 2021-04-10 03:13:59,119 INFO : TRAIN, epoch=0149, iter=00190/00196, fetch data time cost=1.60ms, fps=2239 images/s, loss=0.0336, top1-acc=98.89%, top5-acc=100.00%, remaining_time=0:00:00.692052, arrival_time=2021-04-10 03:13:59.811710, cost_time=0:00:21.915001 2021-04-10 03:13:59,732 INFO : TRAIN, epoch=0149, iter=00196/00196, fetch data time cost=1.53ms, fps=2220 images/s, loss=0.0340, top1-acc=98.89%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:13:59.732664, cost_time=0:00:22.528030 2021-04-10 03:14:00,228 INFO : EVAL, epoch=0149, iter=00010/00040, fetch data time cost=0.20ms, fps=5172 images/s, loss=0.3392, top1-acc=91.52%, top5-acc=99.80%, remaining_time=0:00:01.484850, arrival_time=2021-04-10 03:14:01.713392, cost_time=0:00:00.494946 2021-04-10 03:14:00,595 INFO : EVAL, epoch=0149, iter=00020/00040, fetch data time cost=1.38ms, fps=6982 images/s, loss=0.3468, top1-acc=91.43%, top5-acc=99.59%, remaining_time=0:00:00.861920, arrival_time=2021-04-10 03:14:01.457446, cost_time=0:00:00.861930 2021-04-10 03:14:00,970 INFO : EVAL, epoch=0149, iter=00030/00040, fetch data time cost=2.46ms, fps=6839 images/s, loss=0.3344, top1-acc=91.81%, top5-acc=99.54%, remaining_time=0:00:00.412200, arrival_time=2021-04-10 03:14:01.382437, cost_time=0:00:01.236604 2021-04-10 03:14:01,308 INFO : EVAL, epoch=0149, iter=00040/00040, fetch data time cost=0.08ms, fps=6867 images/s, loss=0.3507, top1-acc=91.65%, top5-acc=99.54%, remaining_time=0:00:00, arrival_time=2021-04-10 03:14:01.308498, cost_time=0:00:01.574934 2021-04-10 03:14:01,837 INFO : Epoch=0149 complete, best val top1-acc=92.06%, top5-acc=99.69% (epoch=148), remaining_time=0:21:06.228612, arrival_time=2021-04-10 03:35:08.065729, cost_time=1:01:39.373810 2021-04-10 03:14:01,837 INFO : Train start, epoch=0150, lr=0.015204 2021-04-10 03:14:03,189 INFO : TRAIN, epoch=0150, iter=00010/00196, fetch data time cost=1.67ms, fps=1894 images/s, loss=0.0447, top1-acc=98.67%, top5-acc=99.96%, remaining_time=0:00:25.136970, arrival_time=2021-04-10 03:14:28.326240, cost_time=0:00:01.351449 2021-04-10 03:14:04,337 INFO : TRAIN, epoch=0150, iter=00020/00196, fetch data time cost=1.38ms, fps=2231 images/s, loss=0.0397, top1-acc=98.73%, top5-acc=99.98%, remaining_time=0:00:21.997184, arrival_time=2021-04-10 03:14:26.334816, cost_time=0:00:02.499683 2021-04-10 03:14:05,483 INFO : TRAIN, epoch=0150, iter=00030/00196, fetch data time cost=1.40ms, fps=2235 images/s, loss=0.0372, top1-acc=98.84%, top5-acc=99.99%, remaining_time=0:00:20.174976, arrival_time=2021-04-10 03:14:25.658830, cost_time=0:00:03.646092 2021-04-10 03:14:06,623 INFO : TRAIN, epoch=0150, iter=00040/00196, fetch data time cost=1.45ms, fps=2248 images/s, loss=0.0367, top1-acc=98.86%, top5-acc=99.99%, remaining_time=0:00:18.662904, arrival_time=2021-04-10 03:14:25.286011, cost_time=0:00:04.785352 2021-04-10 03:14:07,769 INFO : TRAIN, epoch=0150, iter=00050/00196, fetch data time cost=1.66ms, fps=2235 images/s, loss=0.0372, top1-acc=98.84%, top5-acc=99.99%, remaining_time=0:00:17.319542, arrival_time=2021-04-10 03:14:25.088722, cost_time=0:00:05.931354 2021-04-10 03:14:08,916 INFO : TRAIN, epoch=0150, iter=00060/00196, fetch data time cost=1.62ms, fps=2233 images/s, loss=0.0382, top1-acc=98.78%, top5-acc=99.99%, remaining_time=0:00:16.043920, arrival_time=2021-04-10 03:14:24.959923, cost_time=0:00:07.078194 2021-04-10 03:14:10,060 INFO : TRAIN, epoch=0150, iter=00070/00196, fetch data time cost=1.45ms, fps=2237 images/s, loss=0.0392, top1-acc=98.75%, top5-acc=99.99%, remaining_time=0:00:14.801598, arrival_time=2021-04-10 03:14:24.862485, cost_time=0:00:08.223082 2021-04-10 03:14:11,201 INFO : TRAIN, epoch=0150, iter=00080/00196, fetch data time cost=1.59ms, fps=2244 images/s, loss=0.0386, top1-acc=98.76%, top5-acc=100.00%, remaining_time=0:00:13.578032, arrival_time=2021-04-10 03:14:24.779986, cost_time=0:00:09.364200 2021-04-10 03:14:12,344 INFO : TRAIN, epoch=0150, iter=00090/00196, fetch data time cost=1.38ms, fps=2242 images/s, loss=0.0391, top1-acc=98.75%, top5-acc=99.99%, remaining_time=0:00:12.374228, arrival_time=2021-04-10 03:14:24.718449, cost_time=0:00:10.506421 2021-04-10 03:14:13,482 INFO : TRAIN, epoch=0150, iter=00100/00196, fetch data time cost=1.41ms, fps=2250 images/s, loss=0.0397, top1-acc=98.75%, top5-acc=99.99%, remaining_time=0:00:11.179008, arrival_time=2021-04-10 03:14:24.661774, cost_time=0:00:11.644823 2021-04-10 03:14:14,636 INFO : TRAIN, epoch=0150, iter=00110/00196, fetch data time cost=1.86ms, fps=2220 images/s, loss=0.0390, top1-acc=98.77%, top5-acc=99.99%, remaining_time=0:00:10.006272, arrival_time=2021-04-10 03:14:24.642707, cost_time=0:00:12.798683 2021-04-10 03:14:15,777 INFO : TRAIN, epoch=0150, iter=00120/00196, fetch data time cost=1.59ms, fps=2244 images/s, loss=0.0386, top1-acc=98.78%, top5-acc=99.99%, remaining_time=0:00:08.828464, arrival_time=2021-04-10 03:14:24.605956, cost_time=0:00:13.939730 2021-04-10 03:14:16,930 INFO : TRAIN, epoch=0150, iter=00130/00196, fetch data time cost=1.42ms, fps=2221 images/s, loss=0.0377, top1-acc=98.82%, top5-acc=99.99%, remaining_time=0:00:07.662468, arrival_time=2021-04-10 03:14:24.592931, cost_time=0:00:15.092710 2021-04-10 03:14:18,072 INFO : TRAIN, epoch=0150, iter=00140/00196, fetch data time cost=1.61ms, fps=2242 images/s, loss=0.0363, top1-acc=98.88%, top5-acc=99.99%, remaining_time=0:00:06.494040, arrival_time=2021-04-10 03:14:24.566841, cost_time=0:00:16.235050 2021-04-10 03:14:19,222 INFO : TRAIN, epoch=0150, iter=00150/00196, fetch data time cost=1.40ms, fps=2227 images/s, loss=0.0361, top1-acc=98.88%, top5-acc=99.99%, remaining_time=0:00:05.331354, arrival_time=2021-04-10 03:14:24.553991, cost_time=0:00:17.384883 2021-04-10 03:14:20,362 INFO : TRAIN, epoch=0150, iter=00160/00196, fetch data time cost=1.54ms, fps=2246 images/s, loss=0.0364, top1-acc=98.88%, top5-acc=100.00%, remaining_time=0:00:04.168080, arrival_time=2021-04-10 03:14:24.530707, cost_time=0:00:18.524875 2021-04-10 03:14:21,511 INFO : TRAIN, epoch=0150, iter=00170/00196, fetch data time cost=1.50ms, fps=2230 images/s, loss=0.0363, top1-acc=98.89%, top5-acc=100.00%, remaining_time=0:00:03.008876, arrival_time=2021-04-10 03:14:24.520040, cost_time=0:00:19.673407 2021-04-10 03:14:22,653 INFO : TRAIN, epoch=0150, iter=00180/00196, fetch data time cost=1.35ms, fps=2242 images/s, loss=0.0365, top1-acc=98.88%, top5-acc=100.00%, remaining_time=0:00:01.850272, arrival_time=2021-04-10 03:14:24.503595, cost_time=0:00:20.815519 2021-04-10 03:14:23,797 INFO : TRAIN, epoch=0150, iter=00190/00196, fetch data time cost=1.33ms, fps=2239 images/s, loss=0.0360, top1-acc=98.89%, top5-acc=100.00%, remaining_time=0:00:00.693462, arrival_time=2021-04-10 03:14:24.490812, cost_time=0:00:21.959599 2021-04-10 03:14:24,412 INFO : TRAIN, epoch=0150, iter=00196/00196, fetch data time cost=0.11ms, fps=2211 images/s, loss=0.0359, top1-acc=98.89%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:14:24.412863, cost_time=0:00:22.575068 2021-04-10 03:14:24,877 INFO : EVAL, epoch=0150, iter=00010/00040, fetch data time cost=0.20ms, fps=5527 images/s, loss=0.3588, top1-acc=91.29%, top5-acc=99.37%, remaining_time=0:00:01.389540, arrival_time=2021-04-10 03:14:26.266915, cost_time=0:00:00.463183 2021-04-10 03:14:25,246 INFO : EVAL, epoch=0150, iter=00020/00040, fetch data time cost=1.33ms, fps=6934 images/s, loss=0.3366, top1-acc=91.48%, top5-acc=99.57%, remaining_time=0:00:00.832700, arrival_time=2021-04-10 03:14:26.079605, cost_time=0:00:00.832708 2021-04-10 03:14:25,615 INFO : EVAL, epoch=0150, iter=00030/00040, fetch data time cost=1.22ms, fps=6947 images/s, loss=0.3347, top1-acc=91.47%, top5-acc=99.56%, remaining_time=0:00:00.400520, arrival_time=2021-04-10 03:14:26.016343, cost_time=0:00:01.201556 2021-04-10 03:14:25,957 INFO : EVAL, epoch=0150, iter=00040/00040, fetch data time cost=0.08ms, fps=6797 images/s, loss=0.3322, top1-acc=91.44%, top5-acc=99.57%, remaining_time=0:00:00, arrival_time=2021-04-10 03:14:25.957565, cost_time=0:00:01.543396 2021-04-10 03:14:26,469 INFO : Epoch=0150 complete, best val top1-acc=92.06%, top5-acc=99.69% (epoch=148), remaining_time=0:20:41.335550, arrival_time=2021-04-10 03:35:07.805467, cost_time=1:02:04.006608 2021-04-10 03:14:26,470 INFO : Train start, epoch=0151, lr=0.014645 2021-04-10 03:14:27,807 INFO : TRAIN, epoch=0151, iter=00010/00196, fetch data time cost=1.51ms, fps=1915 images/s, loss=0.0287, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:24.862992, arrival_time=2021-04-10 03:14:52.670247, cost_time=0:00:01.336723 2021-04-10 03:14:28,954 INFO : TRAIN, epoch=0151, iter=00020/00196, fetch data time cost=1.99ms, fps=2232 images/s, loss=0.0299, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:21.857440, arrival_time=2021-04-10 03:14:50.811789, cost_time=0:00:02.483803 2021-04-10 03:14:30,097 INFO : TRAIN, epoch=0151, iter=00030/00196, fetch data time cost=1.63ms, fps=2241 images/s, loss=0.0283, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:00:20.067740, arrival_time=2021-04-10 03:14:50.165069, cost_time=0:00:03.626708 2021-04-10 03:14:31,239 INFO : TRAIN, epoch=0151, iter=00040/00196, fetch data time cost=1.41ms, fps=2242 images/s, loss=0.0266, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:18.598788, arrival_time=2021-04-10 03:14:49.838441, cost_time=0:00:04.768918 2021-04-10 03:14:32,379 INFO : TRAIN, epoch=0151, iter=00050/00196, fetch data time cost=1.34ms, fps=2248 images/s, loss=0.0274, top1-acc=99.17%, top5-acc=100.00%, remaining_time=0:00:17.253112, arrival_time=2021-04-10 03:14:49.632335, cost_time=0:00:05.908615 2021-04-10 03:14:33,527 INFO : TRAIN, epoch=0151, iter=00060/00196, fetch data time cost=1.44ms, fps=2230 images/s, loss=0.0278, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:15.996456, arrival_time=2021-04-10 03:14:49.524262, cost_time=0:00:07.057266 2021-04-10 03:14:34,669 INFO : TRAIN, epoch=0151, iter=00070/00196, fetch data time cost=1.58ms, fps=2243 images/s, loss=0.0269, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:14.757876, arrival_time=2021-04-10 03:14:49.427362, cost_time=0:00:08.198832 2021-04-10 03:14:35,813 INFO : TRAIN, epoch=0151, iter=00080/00196, fetch data time cost=1.65ms, fps=2238 images/s, loss=0.0269, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:13.547872, arrival_time=2021-04-10 03:14:49.361757, cost_time=0:00:09.343328 2021-04-10 03:14:36,960 INFO : TRAIN, epoch=0151, iter=00090/00196, fetch data time cost=2.50ms, fps=2233 images/s, loss=0.0268, top1-acc=99.20%, top5-acc=100.00%, remaining_time=0:00:12.355360, arrival_time=2021-04-10 03:14:49.316278, cost_time=0:00:10.490368 2021-04-10 03:14:38,101 INFO : TRAIN, epoch=0151, iter=00100/00196, fetch data time cost=1.37ms, fps=2246 images/s, loss=0.0265, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:11.165280, arrival_time=2021-04-10 03:14:49.266310, cost_time=0:00:11.630481 2021-04-10 03:14:39,241 INFO : TRAIN, epoch=0151, iter=00110/00196, fetch data time cost=1.57ms, fps=2245 images/s, loss=0.0266, top1-acc=99.20%, top5-acc=100.00%, remaining_time=0:00:09.984686, arrival_time=2021-04-10 03:14:49.226312, cost_time=0:00:12.771077 2021-04-10 03:14:40,389 INFO : TRAIN, epoch=0151, iter=00120/00196, fetch data time cost=2.13ms, fps=2232 images/s, loss=0.0275, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:00:08.814936, arrival_time=2021-04-10 03:14:49.203891, cost_time=0:00:13.918345 2021-04-10 03:14:41,526 INFO : TRAIN, epoch=0151, iter=00130/00196, fetch data time cost=1.54ms, fps=2251 images/s, loss=0.0275, top1-acc=99.16%, top5-acc=100.00%, remaining_time=0:00:07.643988, arrival_time=2021-04-10 03:14:49.170901, cost_time=0:00:15.056341 2021-04-10 03:14:42,673 INFO : TRAIN, epoch=0151, iter=00140/00196, fetch data time cost=2.02ms, fps=2234 images/s, loss=0.0279, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:06.481160, arrival_time=2021-04-10 03:14:49.154720, cost_time=0:00:16.202964 2021-04-10 03:14:43,816 INFO : TRAIN, epoch=0151, iter=00150/00196, fetch data time cost=1.41ms, fps=2241 images/s, loss=0.0280, top1-acc=99.13%, top5-acc=100.00%, remaining_time=0:00:05.319394, arrival_time=2021-04-10 03:14:49.135786, cost_time=0:00:17.345846 2021-04-10 03:14:44,977 INFO : TRAIN, epoch=0151, iter=00160/00196, fetch data time cost=1.60ms, fps=2205 images/s, loss=0.0286, top1-acc=99.11%, top5-acc=100.00%, remaining_time=0:00:04.164084, arrival_time=2021-04-10 03:14:49.141660, cost_time=0:00:18.507030 2021-04-10 03:14:46,122 INFO : TRAIN, epoch=0151, iter=00170/00196, fetch data time cost=2.28ms, fps=2237 images/s, loss=0.0287, top1-acc=99.11%, top5-acc=100.00%, remaining_time=0:00:03.005522, arrival_time=2021-04-10 03:14:49.127612, cost_time=0:00:19.651542 2021-04-10 03:14:47,259 INFO : TRAIN, epoch=0151, iter=00180/00196, fetch data time cost=1.44ms, fps=2253 images/s, loss=0.0288, top1-acc=99.11%, top5-acc=100.00%, remaining_time=0:00:01.847856, arrival_time=2021-04-10 03:14:49.106841, cost_time=0:00:20.788437 2021-04-10 03:14:48,398 INFO : TRAIN, epoch=0151, iter=00190/00196, fetch data time cost=1.38ms, fps=2247 images/s, loss=0.0295, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:00:00.692472, arrival_time=2021-04-10 03:14:49.091280, cost_time=0:00:21.928264 2021-04-10 03:14:49,012 INFO : TRAIN, epoch=0151, iter=00196/00196, fetch data time cost=1.27ms, fps=2217 images/s, loss=0.0294, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:14:49.012693, cost_time=0:00:22.542165 2021-04-10 03:14:49,493 INFO : EVAL, epoch=0151, iter=00010/00040, fetch data time cost=0.30ms, fps=5337 images/s, loss=0.3448, top1-acc=92.19%, top5-acc=99.18%, remaining_time=0:00:01.438920, arrival_time=2021-04-10 03:14:50.932133, cost_time=0:00:00.479640 2021-04-10 03:14:49,861 INFO : EVAL, epoch=0151, iter=00020/00040, fetch data time cost=1.47ms, fps=6965 images/s, loss=0.3321, top1-acc=91.91%, top5-acc=99.45%, remaining_time=0:00:00.847700, arrival_time=2021-04-10 03:14:50.708929, cost_time=0:00:00.847694 2021-04-10 03:14:50,230 INFO : EVAL, epoch=0151, iter=00030/00040, fetch data time cost=1.84ms, fps=6932 images/s, loss=0.3346, top1-acc=91.72%, top5-acc=99.47%, remaining_time=0:00:00.405780, arrival_time=2021-04-10 03:14:50.636684, cost_time=0:00:01.217326 2021-04-10 03:14:50,569 INFO : EVAL, epoch=0151, iter=00040/00040, fetch data time cost=0.07ms, fps=6857 images/s, loss=0.3465, top1-acc=91.69%, top5-acc=99.45%, remaining_time=0:00:00, arrival_time=2021-04-10 03:14:50.569649, cost_time=0:00:01.556147 2021-04-10 03:14:51,086 INFO : Epoch=0151 complete, best val top1-acc=92.06%, top5-acc=99.69% (epoch=148), remaining_time=0:20:16.440631, arrival_time=2021-04-10 03:35:07.527157, cost_time=1:02:28.623221 2021-04-10 03:14:51,087 INFO : Train start, epoch=0152, lr=0.014094 2021-04-10 03:14:52,406 INFO : TRAIN, epoch=0152, iter=00010/00196, fetch data time cost=0.47ms, fps=1940 images/s, loss=0.0288, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:24.544560, arrival_time=2021-04-10 03:15:16.951348, cost_time=0:00:01.319599 2021-04-10 03:14:53,547 INFO : TRAIN, epoch=0152, iter=00020/00196, fetch data time cost=1.41ms, fps=2246 images/s, loss=0.0263, top1-acc=99.24%, top5-acc=99.98%, remaining_time=0:00:21.646064, arrival_time=2021-04-10 03:15:15.193042, cost_time=0:00:02.459773 2021-04-10 03:14:54,686 INFO : TRAIN, epoch=0152, iter=00030/00196, fetch data time cost=1.67ms, fps=2248 images/s, loss=0.0262, top1-acc=99.21%, top5-acc=99.99%, remaining_time=0:00:19.913360, arrival_time=2021-04-10 03:15:14.599404, cost_time=0:00:03.598800 2021-04-10 03:14:55,835 INFO : TRAIN, epoch=0152, iter=00040/00196, fetch data time cost=1.99ms, fps=2228 images/s, loss=0.0264, top1-acc=99.15%, top5-acc=99.99%, remaining_time=0:00:18.518760, arrival_time=2021-04-10 03:15:14.354356, cost_time=0:00:04.748402 2021-04-10 03:14:56,979 INFO : TRAIN, epoch=0152, iter=00050/00196, fetch data time cost=1.53ms, fps=2238 images/s, loss=0.0262, top1-acc=99.17%, top5-acc=99.99%, remaining_time=0:00:17.206392, arrival_time=2021-04-10 03:15:14.186190, cost_time=0:00:05.892589 2021-04-10 03:14:58,122 INFO : TRAIN, epoch=0152, iter=00060/00196, fetch data time cost=1.92ms, fps=2242 images/s, loss=0.0263, top1-acc=99.19%, top5-acc=99.99%, remaining_time=0:00:15.946000, arrival_time=2021-04-10 03:15:14.068184, cost_time=0:00:07.035000 2021-04-10 03:14:59,263 INFO : TRAIN, epoch=0152, iter=00070/00196, fetch data time cost=1.48ms, fps=2245 images/s, loss=0.0269, top1-acc=99.19%, top5-acc=99.99%, remaining_time=0:00:14.716548, arrival_time=2021-04-10 03:15:13.979615, cost_time=0:00:08.175875 2021-04-10 03:15:00,405 INFO : TRAIN, epoch=0152, iter=00080/00196, fetch data time cost=1.78ms, fps=2242 images/s, loss=0.0273, top1-acc=99.17%, top5-acc=100.00%, remaining_time=0:00:13.510868, arrival_time=2021-04-10 03:15:13.915929, cost_time=0:00:09.317862 2021-04-10 03:15:01,548 INFO : TRAIN, epoch=0152, iter=00090/00196, fetch data time cost=1.64ms, fps=2239 images/s, loss=0.0274, top1-acc=99.14%, top5-acc=99.99%, remaining_time=0:00:12.321334, arrival_time=2021-04-10 03:15:13.870028, cost_time=0:00:10.461505 2021-04-10 03:15:02,693 INFO : TRAIN, epoch=0152, iter=00100/00196, fetch data time cost=1.47ms, fps=2236 images/s, loss=0.0272, top1-acc=99.15%, top5-acc=99.99%, remaining_time=0:00:11.142336, arrival_time=2021-04-10 03:15:13.836199, cost_time=0:00:11.606639 2021-04-10 03:15:03,835 INFO : TRAIN, epoch=0152, iter=00110/00196, fetch data time cost=1.53ms, fps=2244 images/s, loss=0.0280, top1-acc=99.13%, top5-acc=99.99%, remaining_time=0:00:09.966454, arrival_time=2021-04-10 03:15:13.801481, cost_time=0:00:12.747841 2021-04-10 03:15:04,976 INFO : TRAIN, epoch=0152, iter=00120/00196, fetch data time cost=1.49ms, fps=2243 images/s, loss=0.0278, top1-acc=99.14%, top5-acc=99.99%, remaining_time=0:00:08.796772, arrival_time=2021-04-10 03:15:13.773544, cost_time=0:00:13.889582 2021-04-10 03:15:06,121 INFO : TRAIN, epoch=0152, iter=00130/00196, fetch data time cost=1.50ms, fps=2238 images/s, loss=0.0281, top1-acc=99.15%, top5-acc=99.99%, remaining_time=0:00:07.632636, arrival_time=2021-04-10 03:15:13.753845, cost_time=0:00:15.034020 2021-04-10 03:15:07,265 INFO : TRAIN, epoch=0152, iter=00140/00196, fetch data time cost=2.09ms, fps=2239 images/s, loss=0.0280, top1-acc=99.15%, top5-acc=99.99%, remaining_time=0:00:06.471192, arrival_time=2021-04-10 03:15:13.736308, cost_time=0:00:16.177926 2021-04-10 03:15:08,405 INFO : TRAIN, epoch=0152, iter=00150/00196, fetch data time cost=1.51ms, fps=2246 images/s, loss=0.0279, top1-acc=99.15%, top5-acc=99.99%, remaining_time=0:00:05.310930, arrival_time=2021-04-10 03:15:13.716471, cost_time=0:00:17.318310 2021-04-10 03:15:09,549 INFO : TRAIN, epoch=0152, iter=00160/00196, fetch data time cost=1.69ms, fps=2239 images/s, loss=0.0289, top1-acc=99.12%, top5-acc=99.99%, remaining_time=0:00:04.153968, arrival_time=2021-04-10 03:15:13.703195, cost_time=0:00:18.462039 2021-04-10 03:15:10,700 INFO : TRAIN, epoch=0152, iter=00170/00196, fetch data time cost=1.33ms, fps=2224 images/s, loss=0.0289, top1-acc=99.12%, top5-acc=99.99%, remaining_time=0:00:02.999672, arrival_time=2021-04-10 03:15:13.700171, cost_time=0:00:19.613307 2021-04-10 03:15:11,837 INFO : TRAIN, epoch=0152, iter=00180/00196, fetch data time cost=1.35ms, fps=2252 images/s, loss=0.0291, top1-acc=99.12%, top5-acc=99.99%, remaining_time=0:00:01.844496, arrival_time=2021-04-10 03:15:13.682182, cost_time=0:00:20.750498 2021-04-10 03:15:12,988 INFO : TRAIN, epoch=0152, iter=00190/00196, fetch data time cost=1.37ms, fps=2225 images/s, loss=0.0292, top1-acc=99.10%, top5-acc=99.99%, remaining_time=0:00:00.691632, arrival_time=2021-04-10 03:15:13.680419, cost_time=0:00:21.901595 2021-04-10 03:15:13,604 INFO : TRAIN, epoch=0152, iter=00196/00196, fetch data time cost=0.09ms, fps=2209 images/s, loss=0.0291, top1-acc=99.09%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 03:15:13.604869, cost_time=0:00:22.517679 2021-04-10 03:15:14,103 INFO : EVAL, epoch=0152, iter=00010/00040, fetch data time cost=1.37ms, fps=5147 images/s, loss=0.3393, top1-acc=91.72%, top5-acc=99.80%, remaining_time=0:00:01.492080, arrival_time=2021-04-10 03:15:15.595267, cost_time=0:00:00.497365 2021-04-10 03:15:14,476 INFO : EVAL, epoch=0152, iter=00020/00040, fetch data time cost=1.72ms, fps=6870 images/s, loss=0.3541, top1-acc=91.45%, top5-acc=99.75%, remaining_time=0:00:00.870320, arrival_time=2021-04-10 03:15:15.346500, cost_time=0:00:00.870316 2021-04-10 03:15:14,845 INFO : EVAL, epoch=0152, iter=00030/00040, fetch data time cost=1.49ms, fps=6937 images/s, loss=0.3615, top1-acc=91.25%, top5-acc=99.75%, remaining_time=0:00:00.413290, arrival_time=2021-04-10 03:15:15.258979, cost_time=0:00:01.239864 2021-04-10 03:15:15,183 INFO : EVAL, epoch=0152, iter=00040/00040, fetch data time cost=0.07ms, fps=6883 images/s, loss=0.3460, top1-acc=91.43%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-10 03:15:15.183040, cost_time=0:00:01.577242 2021-04-10 03:15:15,672 INFO : Epoch=0152 complete, best val top1-acc=92.06%, top5-acc=99.69% (epoch=148), remaining_time=0:19:51.539712, arrival_time=2021-04-10 03:35:07.212149, cost_time=1:02:53.209134 2021-04-10 03:15:15,673 INFO : Train start, epoch=0153, lr=0.013552 2021-04-10 03:15:17,066 INFO : TRAIN, epoch=0153, iter=00010/00196, fetch data time cost=1.35ms, fps=1837 images/s, loss=0.0365, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:25.923936, arrival_time=2021-04-10 03:15:42.990812, cost_time=0:00:01.393764 2021-04-10 03:15:18,207 INFO : TRAIN, epoch=0153, iter=00020/00196, fetch data time cost=1.52ms, fps=2246 images/s, loss=0.0334, top1-acc=98.77%, top5-acc=100.00%, remaining_time=0:00:22.300784, arrival_time=2021-04-10 03:15:40.508074, cost_time=0:00:02.534177 2021-04-10 03:15:19,358 INFO : TRAIN, epoch=0153, iter=00030/00196, fetch data time cost=1.64ms, fps=2225 images/s, loss=0.0319, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:00:20.389780, arrival_time=2021-04-10 03:15:39.747918, cost_time=0:00:03.684896 2021-04-10 03:15:20,501 INFO : TRAIN, epoch=0153, iter=00040/00196, fetch data time cost=1.37ms, fps=2242 images/s, loss=0.0326, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:00:18.827952, arrival_time=2021-04-10 03:15:39.328995, cost_time=0:00:04.827669 2021-04-10 03:15:21,652 INFO : TRAIN, epoch=0153, iter=00050/00196, fetch data time cost=1.96ms, fps=2224 images/s, loss=0.0329, top1-acc=98.87%, top5-acc=99.99%, remaining_time=0:00:17.460724, arrival_time=2021-04-10 03:15:39.113560, cost_time=0:00:05.979703 2021-04-10 03:15:22,800 INFO : TRAIN, epoch=0153, iter=00060/00196, fetch data time cost=1.50ms, fps=2232 images/s, loss=0.0333, top1-acc=98.86%, top5-acc=99.99%, remaining_time=0:00:16.155168, arrival_time=2021-04-10 03:15:38.955536, cost_time=0:00:07.127257 2021-04-10 03:15:23,942 INFO : TRAIN, epoch=0153, iter=00070/00196, fetch data time cost=1.32ms, fps=2243 images/s, loss=0.0320, top1-acc=98.90%, top5-acc=99.99%, remaining_time=0:00:14.884632, arrival_time=2021-04-10 03:15:38.827164, cost_time=0:00:08.269226 2021-04-10 03:15:25,104 INFO : TRAIN, epoch=0153, iter=00080/00196, fetch data time cost=1.42ms, fps=2209 images/s, loss=0.0313, top1-acc=98.93%, top5-acc=100.00%, remaining_time=0:00:13.675124, arrival_time=2021-04-10 03:15:38.779326, cost_time=0:00:09.431090 2021-04-10 03:15:26,255 INFO : TRAIN, epoch=0153, iter=00090/00196, fetch data time cost=1.51ms, fps=2224 images/s, loss=0.0311, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:12.463798, arrival_time=2021-04-10 03:15:38.719442, cost_time=0:00:10.582475 2021-04-10 03:15:27,401 INFO : TRAIN, epoch=0153, iter=00100/00196, fetch data time cost=1.96ms, fps=2235 images/s, loss=0.0310, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:11.259168, arrival_time=2021-04-10 03:15:38.660707, cost_time=0:00:11.728338 2021-04-10 03:15:28,549 INFO : TRAIN, epoch=0153, iter=00110/00196, fetch data time cost=1.91ms, fps=2230 images/s, loss=0.0318, top1-acc=98.93%, top5-acc=100.00%, remaining_time=0:00:10.067332, arrival_time=2021-04-10 03:15:38.617285, cost_time=0:00:12.876842 2021-04-10 03:15:29,702 INFO : TRAIN, epoch=0153, iter=00120/00196, fetch data time cost=2.02ms, fps=2222 images/s, loss=0.0312, top1-acc=98.96%, top5-acc=100.00%, remaining_time=0:00:08.885084, arrival_time=2021-04-10 03:15:38.587363, cost_time=0:00:14.029129 2021-04-10 03:15:30,850 INFO : TRAIN, epoch=0153, iter=00130/00196, fetch data time cost=1.92ms, fps=2230 images/s, loss=0.0306, top1-acc=98.99%, top5-acc=100.00%, remaining_time=0:00:07.705500, arrival_time=2021-04-10 03:15:38.556141, cost_time=0:00:15.177467 2021-04-10 03:15:31,990 INFO : TRAIN, epoch=0153, iter=00140/00196, fetch data time cost=2.38ms, fps=2246 images/s, loss=0.0310, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:00:06.527024, arrival_time=2021-04-10 03:15:38.517771, cost_time=0:00:16.317589 2021-04-10 03:15:33,141 INFO : TRAIN, epoch=0153, iter=00150/00196, fetch data time cost=1.42ms, fps=2226 images/s, loss=0.0305, top1-acc=99.00%, top5-acc=100.00%, remaining_time=0:00:05.357068, arrival_time=2021-04-10 03:15:38.498932, cost_time=0:00:17.468756 2021-04-10 03:15:34,283 INFO : TRAIN, epoch=0153, iter=00160/00196, fetch data time cost=1.89ms, fps=2242 images/s, loss=0.0301, top1-acc=99.01%, top5-acc=100.00%, remaining_time=0:00:04.187412, arrival_time=2021-04-10 03:15:38.471319, cost_time=0:00:18.610761 2021-04-10 03:15:35,424 INFO : TRAIN, epoch=0153, iter=00170/00196, fetch data time cost=1.61ms, fps=2246 images/s, loss=0.0302, top1-acc=99.01%, top5-acc=100.00%, remaining_time=0:00:03.020758, arrival_time=2021-04-10 03:15:38.445057, cost_time=0:00:19.751143 2021-04-10 03:15:36,566 INFO : TRAIN, epoch=0153, iter=00180/00196, fetch data time cost=1.51ms, fps=2243 images/s, loss=0.0303, top1-acc=99.01%, top5-acc=100.00%, remaining_time=0:00:01.857184, arrival_time=2021-04-10 03:15:38.423587, cost_time=0:00:20.893230 2021-04-10 03:15:37,712 INFO : TRAIN, epoch=0153, iter=00190/00196, fetch data time cost=1.48ms, fps=2236 images/s, loss=0.0306, top1-acc=99.01%, top5-acc=100.00%, remaining_time=0:00:00.695958, arrival_time=2021-04-10 03:15:38.407895, cost_time=0:00:22.038742 2021-04-10 03:15:38,331 INFO : TRAIN, epoch=0153, iter=00196/00196, fetch data time cost=1.65ms, fps=2197 images/s, loss=0.0303, top1-acc=99.03%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:15:38.331583, cost_time=0:00:22.658472 2021-04-10 03:15:38,806 INFO : EVAL, epoch=0153, iter=00010/00040, fetch data time cost=0.30ms, fps=5403 images/s, loss=0.3842, top1-acc=91.17%, top5-acc=99.69%, remaining_time=0:00:01.421250, arrival_time=2021-04-10 03:15:40.227609, cost_time=0:00:00.473750 2021-04-10 03:15:39,178 INFO : EVAL, epoch=0153, iter=00020/00040, fetch data time cost=1.60ms, fps=6888 images/s, loss=0.3656, top1-acc=91.41%, top5-acc=99.65%, remaining_time=0:00:00.845880, arrival_time=2021-04-10 03:15:40.024326, cost_time=0:00:00.845887 2021-04-10 03:15:39,548 INFO : EVAL, epoch=0153, iter=00030/00040, fetch data time cost=1.50ms, fps=6930 images/s, loss=0.3599, top1-acc=91.43%, top5-acc=99.64%, remaining_time=0:00:00.405200, arrival_time=2021-04-10 03:15:39.953381, cost_time=0:00:01.215614 2021-04-10 03:15:39,880 INFO : EVAL, epoch=0153, iter=00040/00040, fetch data time cost=0.06ms, fps=6981 images/s, loss=0.3443, top1-acc=91.70%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-10 03:15:39.880857, cost_time=0:00:01.548292 2021-04-10 03:15:41,101 INFO : Epoch=0153 complete, best val top1-acc=92.06%, top5-acc=99.69% (epoch=148), remaining_time=0:19:26.901759, arrival_time=2021-04-10 03:35:08.002735, cost_time=1:03:18.637671 2021-04-10 03:15:41,101 INFO : Train start, epoch=0154, lr=0.013018 2021-04-10 03:15:42,481 INFO : TRAIN, epoch=0154, iter=00010/00196, fetch data time cost=0.46ms, fps=1855 images/s, loss=0.0235, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:00:25.673022, arrival_time=2021-04-10 03:16:08.154881, cost_time=0:00:01.380266 2021-04-10 03:15:43,623 INFO : TRAIN, epoch=0154, iter=00020/00196, fetch data time cost=1.89ms, fps=2242 images/s, loss=0.0253, top1-acc=99.22%, top5-acc=99.96%, remaining_time=0:00:22.196768, arrival_time=2021-04-10 03:16:05.820715, cost_time=0:00:02.522364 2021-04-10 03:15:44,770 INFO : TRAIN, epoch=0154, iter=00030/00196, fetch data time cost=1.52ms, fps=2234 images/s, loss=0.0261, top1-acc=99.15%, top5-acc=99.97%, remaining_time=0:00:20.300970, arrival_time=2021-04-10 03:16:05.071415, cost_time=0:00:03.668856 2021-04-10 03:15:45,913 INFO : TRAIN, epoch=0154, iter=00040/00196, fetch data time cost=1.96ms, fps=2241 images/s, loss=0.0262, top1-acc=99.12%, top5-acc=99.98%, remaining_time=0:00:18.765864, arrival_time=2021-04-10 03:16:04.679249, cost_time=0:00:04.811760 2021-04-10 03:15:47,059 INFO : TRAIN, epoch=0154, iter=00050/00196, fetch data time cost=1.41ms, fps=2235 images/s, loss=0.0262, top1-acc=99.11%, top5-acc=99.98%, remaining_time=0:00:17.396338, arrival_time=2021-04-10 03:16:04.455582, cost_time=0:00:05.957650 2021-04-10 03:15:48,197 INFO : TRAIN, epoch=0154, iter=00060/00196, fetch data time cost=1.55ms, fps=2250 images/s, loss=0.0249, top1-acc=99.17%, top5-acc=99.99%, remaining_time=0:00:16.083360, arrival_time=2021-04-10 03:16:04.280582, cost_time=0:00:07.095595 2021-04-10 03:15:49,341 INFO : TRAIN, epoch=0154, iter=00070/00196, fetch data time cost=1.94ms, fps=2238 images/s, loss=0.0254, top1-acc=99.13%, top5-acc=99.99%, remaining_time=0:00:14.831586, arrival_time=2021-04-10 03:16:04.172987, cost_time=0:00:08.239799 2021-04-10 03:15:50,483 INFO : TRAIN, epoch=0154, iter=00080/00196, fetch data time cost=1.46ms, fps=2243 images/s, loss=0.0256, top1-acc=99.14%, top5-acc=99.99%, remaining_time=0:00:13.603088, arrival_time=2021-04-10 03:16:04.086108, cost_time=0:00:09.381423 2021-04-10 03:15:51,648 INFO : TRAIN, epoch=0154, iter=00090/00196, fetch data time cost=23.41ms, fps=2197 images/s, loss=0.0253, top1-acc=99.17%, top5-acc=99.99%, remaining_time=0:00:12.421928, arrival_time=2021-04-10 03:16:04.070563, cost_time=0:00:10.546919 2021-04-10 03:15:52,798 INFO : TRAIN, epoch=0154, iter=00100/00196, fetch data time cost=2.09ms, fps=2227 images/s, loss=0.0263, top1-acc=99.14%, top5-acc=99.99%, remaining_time=0:00:11.229312, arrival_time=2021-04-10 03:16:04.028154, cost_time=0:00:11.697189 2021-04-10 03:15:53,943 INFO : TRAIN, epoch=0154, iter=00110/00196, fetch data time cost=1.36ms, fps=2238 images/s, loss=0.0264, top1-acc=99.15%, top5-acc=99.99%, remaining_time=0:00:10.039898, arrival_time=2021-04-10 03:16:03.983249, cost_time=0:00:12.841751 2021-04-10 03:15:55,085 INFO : TRAIN, epoch=0154, iter=00120/00196, fetch data time cost=1.48ms, fps=2242 images/s, loss=0.0261, top1-acc=99.17%, top5-acc=99.99%, remaining_time=0:00:08.856660, arrival_time=2021-04-10 03:16:03.942471, cost_time=0:00:13.984219 2021-04-10 03:15:56,227 INFO : TRAIN, epoch=0154, iter=00130/00196, fetch data time cost=1.88ms, fps=2244 images/s, loss=0.0258, top1-acc=99.19%, top5-acc=99.99%, remaining_time=0:00:07.679166, arrival_time=2021-04-10 03:16:03.906368, cost_time=0:00:15.125604 2021-04-10 03:15:57,370 INFO : TRAIN, epoch=0154, iter=00140/00196, fetch data time cost=1.94ms, fps=2241 images/s, loss=0.0255, top1-acc=99.20%, top5-acc=99.99%, remaining_time=0:00:06.507312, arrival_time=2021-04-10 03:16:03.877290, cost_time=0:00:16.268345 2021-04-10 03:15:58,519 INFO : TRAIN, epoch=0154, iter=00150/00196, fetch data time cost=1.98ms, fps=2229 images/s, loss=0.0256, top1-acc=99.20%, top5-acc=99.99%, remaining_time=0:00:05.341382, arrival_time=2021-04-10 03:16:03.860497, cost_time=0:00:17.417526 2021-04-10 03:15:59,661 INFO : TRAIN, epoch=0154, iter=00160/00196, fetch data time cost=1.37ms, fps=2241 images/s, loss=0.0251, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:04.176072, arrival_time=2021-04-10 03:16:03.837970, cost_time=0:00:18.560314 2021-04-10 03:16:00,804 INFO : TRAIN, epoch=0154, iter=00170/00196, fetch data time cost=1.37ms, fps=2242 images/s, loss=0.0247, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:03.013296, arrival_time=2021-04-10 03:16:03.817279, cost_time=0:00:19.702395 2021-04-10 03:16:01,947 INFO : TRAIN, epoch=0154, iter=00180/00196, fetch data time cost=2.13ms, fps=2239 images/s, loss=0.0249, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:01.853008, arrival_time=2021-04-10 03:16:03.800858, cost_time=0:00:20.846260 2021-04-10 03:16:03,092 INFO : TRAIN, epoch=0154, iter=00190/00196, fetch data time cost=1.22ms, fps=2237 images/s, loss=0.0246, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:00.694458, arrival_time=2021-04-10 03:16:03.787283, cost_time=0:00:21.991229 2021-04-10 03:16:03,709 INFO : TRAIN, epoch=0154, iter=00196/00196, fetch data time cost=1.65ms, fps=2208 images/s, loss=0.0247, top1-acc=99.22%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 03:16:03.709145, cost_time=0:00:22.607559 2021-04-10 03:16:04,160 INFO : EVAL, epoch=0154, iter=00010/00040, fetch data time cost=1.35ms, fps=5690 images/s, loss=0.3568, top1-acc=91.52%, top5-acc=99.53%, remaining_time=0:00:01.349610, arrival_time=2021-04-10 03:16:05.509613, cost_time=0:00:00.449871 2021-04-10 03:16:04,534 INFO : EVAL, epoch=0154, iter=00020/00040, fetch data time cost=1.49ms, fps=6840 images/s, loss=0.3367, top1-acc=91.84%, top5-acc=99.67%, remaining_time=0:00:00.824480, arrival_time=2021-04-10 03:16:05.359110, cost_time=0:00:00.824476 2021-04-10 03:16:04,904 INFO : EVAL, epoch=0154, iter=00030/00040, fetch data time cost=1.31ms, fps=6920 images/s, loss=0.3397, top1-acc=92.04%, top5-acc=99.65%, remaining_time=0:00:00.398270, arrival_time=2021-04-10 03:16:05.303207, cost_time=0:00:01.194807 2021-04-10 03:16:05,242 INFO : EVAL, epoch=0154, iter=00040/00040, fetch data time cost=0.07ms, fps=6882 images/s, loss=0.3283, top1-acc=92.19%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-10 03:16:05.242390, cost_time=0:00:01.532280 2021-04-10 03:16:06,340 INFO : Epoch=0154 complete, best val top1-acc=92.19%, top5-acc=99.68% (epoch=154), remaining_time=0:19:02.197066, arrival_time=2021-04-10 03:35:08.537469, cost_time=1:03:43.877062 2021-04-10 03:16:06,341 INFO : Train start, epoch=0155, lr=0.012494 2021-04-10 03:16:07,723 INFO : TRAIN, epoch=0155, iter=00010/00196, fetch data time cost=0.48ms, fps=1852 images/s, loss=0.0377, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:25.709664, arrival_time=2021-04-10 03:16:33.433284, cost_time=0:00:01.382244 2021-04-10 03:16:08,874 INFO : TRAIN, epoch=0155, iter=00020/00196, fetch data time cost=1.40ms, fps=2226 images/s, loss=0.0320, top1-acc=99.16%, top5-acc=100.00%, remaining_time=0:00:22.290928, arrival_time=2021-04-10 03:16:31.165334, cost_time=0:00:02.533066 2021-04-10 03:16:10,016 INFO : TRAIN, epoch=0155, iter=00030/00196, fetch data time cost=1.39ms, fps=2243 images/s, loss=0.0279, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:20.335166, arrival_time=2021-04-10 03:16:30.351536, cost_time=0:00:03.675035 2021-04-10 03:16:11,165 INFO : TRAIN, epoch=0155, iter=00040/00196, fetch data time cost=1.63ms, fps=2228 images/s, loss=0.0274, top1-acc=99.23%, top5-acc=99.99%, remaining_time=0:00:18.815472, arrival_time=2021-04-10 03:16:29.981332, cost_time=0:00:04.824460 2021-04-10 03:16:12,306 INFO : TRAIN, epoch=0155, iter=00050/00196, fetch data time cost=1.50ms, fps=2245 images/s, loss=0.0267, top1-acc=99.21%, top5-acc=99.99%, remaining_time=0:00:17.418238, arrival_time=2021-04-10 03:16:29.724715, cost_time=0:00:05.965135 2021-04-10 03:16:13,452 INFO : TRAIN, epoch=0155, iter=00060/00196, fetch data time cost=1.38ms, fps=2234 images/s, loss=0.0264, top1-acc=99.20%, top5-acc=99.99%, remaining_time=0:00:16.118720, arrival_time=2021-04-10 03:16:29.571283, cost_time=0:00:07.111212 2021-04-10 03:16:14,600 INFO : TRAIN, epoch=0155, iter=00070/00196, fetch data time cost=1.58ms, fps=2230 images/s, loss=0.0254, top1-acc=99.22%, top5-acc=99.99%, remaining_time=0:00:14.867118, arrival_time=2021-04-10 03:16:29.467990, cost_time=0:00:08.259479 2021-04-10 03:16:15,745 INFO : TRAIN, epoch=0155, iter=00080/00196, fetch data time cost=1.58ms, fps=2238 images/s, loss=0.0239, top1-acc=99.27%, top5-acc=99.99%, remaining_time=0:00:13.635568, arrival_time=2021-04-10 03:16:29.380749, cost_time=0:00:09.403837 2021-04-10 03:16:16,888 INFO : TRAIN, epoch=0155, iter=00090/00196, fetch data time cost=1.52ms, fps=2240 images/s, loss=0.0241, top1-acc=99.25%, top5-acc=99.99%, remaining_time=0:00:12.422246, arrival_time=2021-04-10 03:16:29.310811, cost_time=0:00:10.547213 2021-04-10 03:16:18,031 INFO : TRAIN, epoch=0155, iter=00100/00196, fetch data time cost=1.44ms, fps=2240 images/s, loss=0.0242, top1-acc=99.23%, top5-acc=99.99%, remaining_time=0:00:11.222688, arrival_time=2021-04-10 03:16:29.254454, cost_time=0:00:11.690342 2021-04-10 03:16:19,184 INFO : TRAIN, epoch=0155, iter=00110/00196, fetch data time cost=1.97ms, fps=2223 images/s, loss=0.0250, top1-acc=99.20%, top5-acc=99.99%, remaining_time=0:00:10.040672, arrival_time=2021-04-10 03:16:29.224763, cost_time=0:00:12.842754 2021-04-10 03:16:20,327 INFO : TRAIN, epoch=0155, iter=00120/00196, fetch data time cost=1.41ms, fps=2240 images/s, loss=0.0259, top1-acc=99.19%, top5-acc=99.99%, remaining_time=0:00:08.857876, arrival_time=2021-04-10 03:16:29.185314, cost_time=0:00:13.986089 2021-04-10 03:16:21,473 INFO : TRAIN, epoch=0155, iter=00130/00196, fetch data time cost=1.40ms, fps=2234 images/s, loss=0.0260, top1-acc=99.19%, top5-acc=99.98%, remaining_time=0:00:07.682598, arrival_time=2021-04-10 03:16:29.156386, cost_time=0:00:15.132446 2021-04-10 03:16:22,619 INFO : TRAIN, epoch=0155, iter=00140/00196, fetch data time cost=1.95ms, fps=2234 images/s, loss=0.0258, top1-acc=99.20%, top5-acc=99.99%, remaining_time=0:00:06.511400, arrival_time=2021-04-10 03:16:29.131229, cost_time=0:00:16.278482 2021-04-10 03:16:23,767 INFO : TRAIN, epoch=0155, iter=00150/00196, fetch data time cost=1.64ms, fps=2232 images/s, loss=0.0254, top1-acc=99.22%, top5-acc=99.99%, remaining_time=0:00:05.343866, arrival_time=2021-04-10 03:16:29.110863, cost_time=0:00:17.425653 2021-04-10 03:16:24,908 INFO : TRAIN, epoch=0155, iter=00160/00196, fetch data time cost=1.42ms, fps=2243 images/s, loss=0.0254, top1-acc=99.22%, top5-acc=99.99%, remaining_time=0:00:04.177656, arrival_time=2021-04-10 03:16:29.086396, cost_time=0:00:18.567395 2021-04-10 03:16:26,057 INFO : TRAIN, epoch=0155, iter=00170/00196, fetch data time cost=1.50ms, fps=2230 images/s, loss=0.0251, top1-acc=99.23%, top5-acc=99.99%, remaining_time=0:00:03.015350, arrival_time=2021-04-10 03:16:29.072522, cost_time=0:00:19.715829 2021-04-10 03:16:27,201 INFO : TRAIN, epoch=0155, iter=00180/00196, fetch data time cost=1.46ms, fps=2238 images/s, loss=0.0254, top1-acc=99.22%, top5-acc=99.99%, remaining_time=0:00:01.854224, arrival_time=2021-04-10 03:16:29.055644, cost_time=0:00:20.860076 2021-04-10 03:16:28,343 INFO : TRAIN, epoch=0155, iter=00190/00196, fetch data time cost=1.31ms, fps=2241 images/s, loss=0.0251, top1-acc=99.22%, top5-acc=99.99%, remaining_time=0:00:00.694818, arrival_time=2021-04-10 03:16:29.038738, cost_time=0:00:22.002573 2021-04-10 03:16:28,957 INFO : TRAIN, epoch=0155, iter=00196/00196, fetch data time cost=1.24ms, fps=2217 images/s, loss=0.0251, top1-acc=99.22%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 03:16:28.957769, cost_time=0:00:22.616439 2021-04-10 03:16:29,403 INFO : EVAL, epoch=0155, iter=00010/00040, fetch data time cost=0.19ms, fps=5753 images/s, loss=0.3240, top1-acc=92.38%, top5-acc=99.84%, remaining_time=0:00:01.335000, arrival_time=2021-04-10 03:16:30.738647, cost_time=0:00:00.444998 2021-04-10 03:16:29,778 INFO : EVAL, epoch=0155, iter=00020/00040, fetch data time cost=1.74ms, fps=6834 images/s, loss=0.3263, top1-acc=92.29%, top5-acc=99.69%, remaining_time=0:00:00.819940, arrival_time=2021-04-10 03:16:30.598539, cost_time=0:00:00.819949 2021-04-10 03:16:30,154 INFO : EVAL, epoch=0155, iter=00030/00040, fetch data time cost=2.01ms, fps=6810 images/s, loss=0.3281, top1-acc=92.29%, top5-acc=99.64%, remaining_time=0:00:00.398730, arrival_time=2021-04-10 03:16:30.553592, cost_time=0:00:01.196182 2021-04-10 03:16:30,490 INFO : EVAL, epoch=0155, iter=00040/00040, fetch data time cost=0.08ms, fps=6922 images/s, loss=0.3257, top1-acc=92.24%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-10 03:16:30.490424, cost_time=0:00:01.531799 2021-04-10 03:16:31,522 INFO : Epoch=0155 complete, best val top1-acc=92.24%, top5-acc=99.68% (epoch=155), remaining_time=0:18:37.468800, arrival_time=2021-04-10 03:35:08.991295, cost_time=1:04:09.059181 2021-04-10 03:16:31,523 INFO : Train start, epoch=0156, lr=0.011980 2021-04-10 03:16:32,865 INFO : TRAIN, epoch=0156, iter=00010/00196, fetch data time cost=0.26ms, fps=1907 images/s, loss=0.0170, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:24.966966, arrival_time=2021-04-10 03:16:57.832532, cost_time=0:00:01.342313 2021-04-10 03:16:34,011 INFO : TRAIN, epoch=0156, iter=00020/00196, fetch data time cost=1.44ms, fps=2236 images/s, loss=0.0205, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:21.895280, arrival_time=2021-04-10 03:16:55.906513, cost_time=0:00:02.488096 2021-04-10 03:16:35,153 INFO : TRAIN, epoch=0156, iter=00030/00196, fetch data time cost=1.57ms, fps=2242 images/s, loss=0.0207, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:20.086996, arrival_time=2021-04-10 03:16:55.240374, cost_time=0:00:03.630177 2021-04-10 03:16:36,295 INFO : TRAIN, epoch=0156, iter=00040/00196, fetch data time cost=1.64ms, fps=2242 images/s, loss=0.0221, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:18.612048, arrival_time=2021-04-10 03:16:54.907515, cost_time=0:00:04.772340 2021-04-10 03:16:37,437 INFO : TRAIN, epoch=0156, iter=00050/00196, fetch data time cost=1.71ms, fps=2244 images/s, loss=0.0228, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:17.267858, arrival_time=2021-04-10 03:16:54.704790, cost_time=0:00:05.913627 2021-04-10 03:16:38,599 INFO : TRAIN, epoch=0156, iter=00060/00196, fetch data time cost=7.73ms, fps=2203 images/s, loss=0.0228, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:16.040248, arrival_time=2021-04-10 03:16:54.640122, cost_time=0:00:07.076586 2021-04-10 03:16:39,754 INFO : TRAIN, epoch=0156, iter=00070/00196, fetch data time cost=1.97ms, fps=2219 images/s, loss=0.0231, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:14.816718, arrival_time=2021-04-10 03:16:54.571523, cost_time=0:00:08.231489 2021-04-10 03:16:40,897 INFO : TRAIN, epoch=0156, iter=00080/00196, fetch data time cost=1.60ms, fps=2242 images/s, loss=0.0221, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:13.592764, arrival_time=2021-04-10 03:16:54.490257, cost_time=0:00:09.374346 2021-04-10 03:16:42,039 INFO : TRAIN, epoch=0156, iter=00090/00196, fetch data time cost=1.55ms, fps=2242 images/s, loss=0.0217, top1-acc=99.33%, top5-acc=100.00%, remaining_time=0:00:12.385994, arrival_time=2021-04-10 03:16:54.425642, cost_time=0:00:10.516448 2021-04-10 03:16:43,185 INFO : TRAIN, epoch=0156, iter=00100/00196, fetch data time cost=1.86ms, fps=2236 images/s, loss=0.0215, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:11.195520, arrival_time=2021-04-10 03:16:54.380665, cost_time=0:00:11.662010 2021-04-10 03:16:44,332 INFO : TRAIN, epoch=0156, iter=00110/00196, fetch data time cost=1.57ms, fps=2233 images/s, loss=0.0221, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:10.014012, arrival_time=2021-04-10 03:16:54.345965, cost_time=0:00:12.808633 2021-04-10 03:16:45,470 INFO : TRAIN, epoch=0156, iter=00120/00196, fetch data time cost=1.69ms, fps=2249 images/s, loss=0.0225, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:08.833480, arrival_time=2021-04-10 03:16:54.304225, cost_time=0:00:13.947605 2021-04-10 03:16:46,614 INFO : TRAIN, epoch=0156, iter=00130/00196, fetch data time cost=1.44ms, fps=2239 images/s, loss=0.0226, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:07.661742, arrival_time=2021-04-10 03:16:54.276219, cost_time=0:00:15.091262 2021-04-10 03:16:47,773 INFO : TRAIN, epoch=0156, iter=00140/00196, fetch data time cost=1.42ms, fps=2211 images/s, loss=0.0226, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:06.499920, arrival_time=2021-04-10 03:16:54.272950, cost_time=0:00:16.249827 2021-04-10 03:16:48,914 INFO : TRAIN, epoch=0156, iter=00150/00196, fetch data time cost=2.06ms, fps=2244 images/s, loss=0.0229, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:05.333332, arrival_time=2021-04-10 03:16:54.247778, cost_time=0:00:17.391266 2021-04-10 03:16:50,068 INFO : TRAIN, epoch=0156, iter=00160/00196, fetch data time cost=1.39ms, fps=2220 images/s, loss=0.0234, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:04.172760, arrival_time=2021-04-10 03:16:54.241601, cost_time=0:00:18.545582 2021-04-10 03:16:51,218 INFO : TRAIN, epoch=0156, iter=00170/00196, fetch data time cost=1.92ms, fps=2229 images/s, loss=0.0236, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:03.012152, arrival_time=2021-04-10 03:16:54.230104, cost_time=0:00:19.694757 2021-04-10 03:16:52,364 INFO : TRAIN, epoch=0156, iter=00180/00196, fetch data time cost=1.60ms, fps=2234 images/s, loss=0.0236, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:01.852576, arrival_time=2021-04-10 03:16:54.217214, cost_time=0:00:20.841442 2021-04-10 03:16:53,511 INFO : TRAIN, epoch=0156, iter=00190/00196, fetch data time cost=1.20ms, fps=2232 images/s, loss=0.0230, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:00.694380, arrival_time=2021-04-10 03:16:54.206252, cost_time=0:00:21.988739 2021-04-10 03:16:54,126 INFO : TRAIN, epoch=0156, iter=00196/00196, fetch data time cost=1.63ms, fps=2213 images/s, loss=0.0226, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:16:54.126851, cost_time=0:00:22.603523 2021-04-10 03:16:54,610 INFO : EVAL, epoch=0156, iter=00010/00040, fetch data time cost=1.28ms, fps=5309 images/s, loss=0.2777, top1-acc=93.12%, top5-acc=99.61%, remaining_time=0:00:01.446570, arrival_time=2021-04-10 03:16:56.057102, cost_time=0:00:00.482191 2021-04-10 03:16:54,982 INFO : EVAL, epoch=0156, iter=00020/00040, fetch data time cost=0.30ms, fps=6889 images/s, loss=0.2972, top1-acc=92.70%, top5-acc=99.67%, remaining_time=0:00:00.854180, arrival_time=2021-04-10 03:16:55.836732, cost_time=0:00:00.854173 2021-04-10 03:16:55,366 INFO : EVAL, epoch=0156, iter=00030/00040, fetch data time cost=1.83ms, fps=6684 images/s, loss=0.2893, top1-acc=92.89%, top5-acc=99.67%, remaining_time=0:00:00.412550, arrival_time=2021-04-10 03:16:55.778581, cost_time=0:00:01.237647 2021-04-10 03:16:55,703 INFO : EVAL, epoch=0156, iter=00040/00040, fetch data time cost=0.07ms, fps=6888 images/s, loss=0.2906, top1-acc=92.68%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-10 03:16:55.703298, cost_time=0:00:01.574997 2021-04-10 03:16:56,689 INFO : Epoch=0156 complete, best val top1-acc=92.68%, top5-acc=99.69% (epoch=156), remaining_time=0:18:12.730320, arrival_time=2021-04-10 03:35:09.419280, cost_time=1:04:34.225613 2021-04-10 03:16:56,689 INFO : Train start, epoch=0157, lr=0.011474 2021-04-10 03:16:58,040 INFO : TRAIN, epoch=0157, iter=00010/00196, fetch data time cost=1.63ms, fps=1895 images/s, loss=0.0267, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:00:25.123578, arrival_time=2021-04-10 03:17:23.164160, cost_time=0:00:01.350728 2021-04-10 03:16:59,181 INFO : TRAIN, epoch=0157, iter=00020/00196, fetch data time cost=1.41ms, fps=2245 images/s, loss=0.0237, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:21.922912, arrival_time=2021-04-10 03:17:21.104024, cost_time=0:00:02.491243 2021-04-10 03:17:00,323 INFO : TRAIN, epoch=0157, iter=00030/00196, fetch data time cost=1.43ms, fps=2242 images/s, loss=0.0216, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:20.106252, arrival_time=2021-04-10 03:17:20.429743, cost_time=0:00:03.633660 2021-04-10 03:17:01,471 INFO : TRAIN, epoch=0157, iter=00040/00196, fetch data time cost=1.43ms, fps=2230 images/s, loss=0.0205, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:18.649956, arrival_time=2021-04-10 03:17:20.121853, cost_time=0:00:04.782058 2021-04-10 03:17:02,618 INFO : TRAIN, epoch=0157, iter=00050/00196, fetch data time cost=2.00ms, fps=2235 images/s, loss=0.0197, top1-acc=99.35%, top5-acc=100.00%, remaining_time=0:00:17.310052, arrival_time=2021-04-10 03:17:19.928036, cost_time=0:00:05.928097 2021-04-10 03:17:03,754 INFO : TRAIN, epoch=0157, iter=00060/00196, fetch data time cost=1.50ms, fps=2253 images/s, loss=0.0195, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:16.013592, arrival_time=2021-04-10 03:17:19.768266, cost_time=0:00:07.064830 2021-04-10 03:17:04,905 INFO : TRAIN, epoch=0157, iter=00070/00196, fetch data time cost=1.53ms, fps=2225 images/s, loss=0.0192, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:14.788242, arrival_time=2021-04-10 03:17:19.693764, cost_time=0:00:08.215688 2021-04-10 03:17:06,043 INFO : TRAIN, epoch=0157, iter=00080/00196, fetch data time cost=1.61ms, fps=2250 images/s, loss=0.0201, top1-acc=99.35%, top5-acc=100.00%, remaining_time=0:00:13.563300, arrival_time=2021-04-10 03:17:19.607146, cost_time=0:00:09.354016 2021-04-10 03:17:07,224 INFO : TRAIN, epoch=0157, iter=00090/00196, fetch data time cost=1.90ms, fps=2169 images/s, loss=0.0198, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:12.407724, arrival_time=2021-04-10 03:17:19.632452, cost_time=0:00:10.534897 2021-04-10 03:17:08,373 INFO : TRAIN, epoch=0157, iter=00100/00196, fetch data time cost=2.11ms, fps=2230 images/s, loss=0.0198, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:11.215872, arrival_time=2021-04-10 03:17:19.589057, cost_time=0:00:11.683167 2021-04-10 03:17:09,518 INFO : TRAIN, epoch=0157, iter=00110/00196, fetch data time cost=1.50ms, fps=2237 images/s, loss=0.0196, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:10.029578, arrival_time=2021-04-10 03:17:19.547963, cost_time=0:00:12.828549 2021-04-10 03:17:10,661 INFO : TRAIN, epoch=0157, iter=00120/00196, fetch data time cost=1.53ms, fps=2241 images/s, loss=0.0197, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:08.848604, arrival_time=2021-04-10 03:17:19.510025, cost_time=0:00:13.971532 2021-04-10 03:17:11,806 INFO : TRAIN, epoch=0157, iter=00130/00196, fetch data time cost=1.48ms, fps=2237 images/s, loss=0.0204, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:07.674480, arrival_time=2021-04-10 03:17:19.480646, cost_time=0:00:15.116336 2021-04-10 03:17:12,953 INFO : TRAIN, epoch=0157, iter=00140/00196, fetch data time cost=2.63ms, fps=2233 images/s, loss=0.0201, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:06.505352, arrival_time=2021-04-10 03:17:19.458651, cost_time=0:00:16.263405 2021-04-10 03:17:14,098 INFO : TRAIN, epoch=0157, iter=00150/00196, fetch data time cost=1.39ms, fps=2236 images/s, loss=0.0200, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:05.338806, arrival_time=2021-04-10 03:17:19.437724, cost_time=0:00:17.409078 2021-04-10 03:17:15,240 INFO : TRAIN, epoch=0157, iter=00160/00196, fetch data time cost=1.42ms, fps=2243 images/s, loss=0.0201, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:04.173948, arrival_time=2021-04-10 03:17:19.414738, cost_time=0:00:18.550959 2021-04-10 03:17:16,386 INFO : TRAIN, epoch=0157, iter=00170/00196, fetch data time cost=1.35ms, fps=2235 images/s, loss=0.0200, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:03.012438, arrival_time=2021-04-10 03:17:19.398964, cost_time=0:00:19.696656 2021-04-10 03:17:17,532 INFO : TRAIN, epoch=0157, iter=00180/00196, fetch data time cost=1.97ms, fps=2235 images/s, loss=0.0199, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:01.852656, arrival_time=2021-04-10 03:17:19.384853, cost_time=0:00:20.842366 2021-04-10 03:17:18,673 INFO : TRAIN, epoch=0157, iter=00190/00196, fetch data time cost=2.01ms, fps=2244 images/s, loss=0.0201, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:00.694218, arrival_time=2021-04-10 03:17:19.367653, cost_time=0:00:21.983564 2021-04-10 03:17:19,291 INFO : TRAIN, epoch=0157, iter=00196/00196, fetch data time cost=1.26ms, fps=2204 images/s, loss=0.0210, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:17:19.291151, cost_time=0:00:22.601263 2021-04-10 03:17:19,747 INFO : EVAL, epoch=0157, iter=00010/00040, fetch data time cost=1.69ms, fps=5620 images/s, loss=0.3478, top1-acc=91.95%, top5-acc=99.45%, remaining_time=0:00:01.366530, arrival_time=2021-04-10 03:17:21.114197, cost_time=0:00:00.455514 2021-04-10 03:17:20,118 INFO : EVAL, epoch=0157, iter=00020/00040, fetch data time cost=1.33ms, fps=6902 images/s, loss=0.3226, top1-acc=92.34%, top5-acc=99.55%, remaining_time=0:00:00.826780, arrival_time=2021-04-10 03:17:20.945705, cost_time=0:00:00.826771 2021-04-10 03:17:20,494 INFO : EVAL, epoch=0157, iter=00030/00040, fetch data time cost=1.78ms, fps=6819 images/s, loss=0.3362, top1-acc=92.06%, top5-acc=99.61%, remaining_time=0:00:00.400840, arrival_time=2021-04-10 03:17:20.895512, cost_time=0:00:01.202523 2021-04-10 03:17:20,835 INFO : EVAL, epoch=0157, iter=00040/00040, fetch data time cost=0.07ms, fps=6810 images/s, loss=0.3472, top1-acc=91.97%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-10 03:17:20.835652, cost_time=0:00:01.543519 2021-04-10 03:17:21,355 INFO : Epoch=0157 complete, best val top1-acc=92.68%, top5-acc=99.69% (epoch=156), remaining_time=0:17:47.849315, arrival_time=2021-04-10 03:35:09.204381, cost_time=1:04:58.891733 2021-04-10 03:17:21,355 INFO : Train start, epoch=0158, lr=0.010978 2021-04-10 03:17:22,692 INFO : TRAIN, epoch=0158, iter=00010/00196, fetch data time cost=1.66ms, fps=1915 images/s, loss=0.0289, top1-acc=99.26%, top5-acc=99.96%, remaining_time=0:00:24.862992, arrival_time=2021-04-10 03:17:47.555686, cost_time=0:00:01.336724 2021-04-10 03:17:23,831 INFO : TRAIN, epoch=0158, iter=00020/00196, fetch data time cost=1.48ms, fps=2248 images/s, loss=0.0310, top1-acc=99.26%, top5-acc=99.98%, remaining_time=0:00:21.786688, arrival_time=2021-04-10 03:17:45.618507, cost_time=0:00:02.475761 2021-04-10 03:17:24,984 INFO : TRAIN, epoch=0158, iter=00030/00196, fetch data time cost=1.91ms, fps=2221 images/s, loss=0.0283, top1-acc=99.28%, top5-acc=99.97%, remaining_time=0:00:20.079526, arrival_time=2021-04-10 03:17:45.064376, cost_time=0:00:03.628831 2021-04-10 03:17:26,132 INFO : TRAIN, epoch=0158, iter=00040/00196, fetch data time cost=1.40ms, fps=2232 images/s, loss=0.0288, top1-acc=99.26%, top5-acc=99.97%, remaining_time=0:00:18.627180, arrival_time=2021-04-10 03:17:44.759410, cost_time=0:00:04.776197 2021-04-10 03:17:27,279 INFO : TRAIN, epoch=0158, iter=00050/00196, fetch data time cost=1.55ms, fps=2233 images/s, loss=0.0291, top1-acc=99.24%, top5-acc=99.98%, remaining_time=0:00:17.296328, arrival_time=2021-04-10 03:17:44.575712, cost_time=0:00:05.923401 2021-04-10 03:17:28,425 INFO : TRAIN, epoch=0158, iter=00060/00196, fetch data time cost=1.42ms, fps=2234 images/s, loss=0.0278, top1-acc=99.28%, top5-acc=99.98%, remaining_time=0:00:16.025016, arrival_time=2021-04-10 03:17:44.450850, cost_time=0:00:07.069867 2021-04-10 03:17:29,574 INFO : TRAIN, epoch=0158, iter=00070/00196, fetch data time cost=1.33ms, fps=2230 images/s, loss=0.0269, top1-acc=99.27%, top5-acc=99.98%, remaining_time=0:00:14.792904, arrival_time=2021-04-10 03:17:44.367165, cost_time=0:00:08.218292 2021-04-10 03:17:30,724 INFO : TRAIN, epoch=0158, iter=00080/00196, fetch data time cost=1.42ms, fps=2226 images/s, loss=0.0262, top1-acc=99.29%, top5-acc=99.99%, remaining_time=0:00:13.584760, arrival_time=2021-04-10 03:17:44.309632, cost_time=0:00:09.368768 2021-04-10 03:17:31,865 INFO : TRAIN, epoch=0158, iter=00090/00196, fetch data time cost=1.67ms, fps=2246 images/s, loss=0.0247, top1-acc=99.33%, top5-acc=99.99%, remaining_time=0:00:12.377938, arrival_time=2021-04-10 03:17:44.243498, cost_time=0:00:10.509576 2021-04-10 03:17:33,014 INFO : TRAIN, epoch=0158, iter=00100/00196, fetch data time cost=1.57ms, fps=2228 images/s, loss=0.0247, top1-acc=99.32%, top5-acc=99.99%, remaining_time=0:00:11.192448, arrival_time=2021-04-10 03:17:44.207213, cost_time=0:00:11.658795 2021-04-10 03:17:34,155 INFO : TRAIN, epoch=0158, iter=00110/00196, fetch data time cost=1.31ms, fps=2245 images/s, loss=0.0239, top1-acc=99.33%, top5-acc=99.99%, remaining_time=0:00:10.006960, arrival_time=2021-04-10 03:17:44.162560, cost_time=0:00:12.799631 2021-04-10 03:17:35,300 INFO : TRAIN, epoch=0158, iter=00120/00196, fetch data time cost=1.37ms, fps=2237 images/s, loss=0.0238, top1-acc=99.33%, top5-acc=99.99%, remaining_time=0:00:08.831504, arrival_time=2021-04-10 03:17:44.131929, cost_time=0:00:13.944455 2021-04-10 03:17:36,443 INFO : TRAIN, epoch=0158, iter=00130/00196, fetch data time cost=1.60ms, fps=2240 images/s, loss=0.0234, top1-acc=99.34%, top5-acc=99.99%, remaining_time=0:00:07.659828, arrival_time=2021-04-10 03:17:44.103369, cost_time=0:00:15.087500 2021-04-10 03:17:37,587 INFO : TRAIN, epoch=0158, iter=00140/00196, fetch data time cost=2.12ms, fps=2240 images/s, loss=0.0228, top1-acc=99.36%, top5-acc=99.99%, remaining_time=0:00:06.492416, arrival_time=2021-04-10 03:17:44.079594, cost_time=0:00:16.231076 2021-04-10 03:17:38,731 INFO : TRAIN, epoch=0158, iter=00150/00196, fetch data time cost=1.56ms, fps=2239 images/s, loss=0.0226, top1-acc=99.37%, top5-acc=99.99%, remaining_time=0:00:05.328502, arrival_time=2021-04-10 03:17:44.060046, cost_time=0:00:17.375561 2021-04-10 03:17:39,876 INFO : TRAIN, epoch=0158, iter=00160/00196, fetch data time cost=2.02ms, fps=2236 images/s, loss=0.0221, top1-acc=99.38%, top5-acc=99.99%, remaining_time=0:00:04.167180, arrival_time=2021-04-10 03:17:44.043898, cost_time=0:00:18.520738 2021-04-10 03:17:41,018 INFO : TRAIN, epoch=0158, iter=00170/00196, fetch data time cost=1.34ms, fps=2243 images/s, loss=0.0218, top1-acc=99.39%, top5-acc=99.99%, remaining_time=0:00:03.007238, arrival_time=2021-04-10 03:17:44.025944, cost_time=0:00:19.662664 2021-04-10 03:17:42,161 INFO : TRAIN, epoch=0158, iter=00180/00196, fetch data time cost=1.46ms, fps=2241 images/s, loss=0.0212, top1-acc=99.41%, top5-acc=99.99%, remaining_time=0:00:01.849392, arrival_time=2021-04-10 03:17:44.010960, cost_time=0:00:20.805591 2021-04-10 03:17:43,306 INFO : TRAIN, epoch=0158, iter=00190/00196, fetch data time cost=1.26ms, fps=2237 images/s, loss=0.0210, top1-acc=99.42%, top5-acc=99.99%, remaining_time=0:00:00.693168, arrival_time=2021-04-10 03:17:43.999364, cost_time=0:00:21.950226 2021-04-10 03:17:43,922 INFO : TRAIN, epoch=0158, iter=00196/00196, fetch data time cost=2.45ms, fps=2210 images/s, loss=0.0209, top1-acc=99.43%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 03:17:43.921998, cost_time=0:00:22.566024 2021-04-10 03:17:44,399 INFO : EVAL, epoch=0158, iter=00010/00040, fetch data time cost=1.29ms, fps=5375 images/s, loss=0.3028, top1-acc=93.16%, top5-acc=99.65%, remaining_time=0:00:01.428840, arrival_time=2021-04-10 03:17:45.828113, cost_time=0:00:00.476277 2021-04-10 03:17:44,772 INFO : EVAL, epoch=0158, iter=00020/00040, fetch data time cost=1.85ms, fps=6869 images/s, loss=0.2976, top1-acc=93.01%, top5-acc=99.75%, remaining_time=0:00:00.849280, arrival_time=2021-04-10 03:17:45.621596, cost_time=0:00:00.849270 2021-04-10 03:17:45,141 INFO : EVAL, epoch=0158, iter=00030/00040, fetch data time cost=1.31ms, fps=6940 images/s, loss=0.2969, top1-acc=92.94%, top5-acc=99.78%, remaining_time=0:00:00.406210, arrival_time=2021-04-10 03:17:45.547849, cost_time=0:00:01.218642 2021-04-10 03:17:45,481 INFO : EVAL, epoch=0158, iter=00040/00040, fetch data time cost=0.09ms, fps=6832 images/s, loss=0.3039, top1-acc=92.61%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-10 03:17:45.481532, cost_time=0:00:01.558524 2021-04-10 03:17:46,028 INFO : Epoch=0158 complete, best val top1-acc=92.68%, top5-acc=99.69% (epoch=156), remaining_time=0:17:22.973064, arrival_time=2021-04-10 03:35:09.001729, cost_time=1:05:23.565357 2021-04-10 03:17:46,029 INFO : Train start, epoch=0159, lr=0.010492 2021-04-10 03:17:47,379 INFO : TRAIN, epoch=0159, iter=00010/00196, fetch data time cost=0.26ms, fps=1896 images/s, loss=0.0163, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:25.120044, arrival_time=2021-04-10 03:18:12.499961, cost_time=0:00:01.350543 2021-04-10 03:17:48,528 INFO : TRAIN, epoch=0159, iter=00020/00196, fetch data time cost=1.81ms, fps=2231 images/s, loss=0.0159, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:21.987152, arrival_time=2021-04-10 03:18:10.515089, cost_time=0:00:02.498542 2021-04-10 03:17:49,668 INFO : TRAIN, epoch=0159, iter=00030/00196, fetch data time cost=1.58ms, fps=2245 images/s, loss=0.0157, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:20.137460, arrival_time=2021-04-10 03:18:09.806063, cost_time=0:00:03.639288 2021-04-10 03:17:50,812 INFO : TRAIN, epoch=0159, iter=00040/00196, fetch data time cost=1.88ms, fps=2239 images/s, loss=0.0156, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:18.653700, arrival_time=2021-04-10 03:18:09.466002, cost_time=0:00:04.783004 2021-04-10 03:17:51,959 INFO : TRAIN, epoch=0159, iter=00050/00196, fetch data time cost=1.85ms, fps=2233 images/s, loss=0.0202, top1-acc=99.44%, top5-acc=99.99%, remaining_time=0:00:17.315600, arrival_time=2021-04-10 03:18:09.274966, cost_time=0:00:05.929975 2021-04-10 03:17:53,099 INFO : TRAIN, epoch=0159, iter=00060/00196, fetch data time cost=1.43ms, fps=2246 images/s, loss=0.0209, top1-acc=99.39%, top5-acc=99.99%, remaining_time=0:00:16.026512, arrival_time=2021-04-10 03:18:09.126315, cost_time=0:00:07.070503 2021-04-10 03:17:54,246 INFO : TRAIN, epoch=0159, iter=00070/00196, fetch data time cost=1.38ms, fps=2234 images/s, loss=0.0200, top1-acc=99.41%, top5-acc=99.99%, remaining_time=0:00:14.790636, arrival_time=2021-04-10 03:18:09.036981, cost_time=0:00:08.217046 2021-04-10 03:17:55,391 INFO : TRAIN, epoch=0159, iter=00080/00196, fetch data time cost=1.57ms, fps=2237 images/s, loss=0.0204, top1-acc=99.40%, top5-acc=100.00%, remaining_time=0:00:13.574900, arrival_time=2021-04-10 03:18:08.966201, cost_time=0:00:09.362003 2021-04-10 03:17:56,532 INFO : TRAIN, epoch=0159, iter=00090/00196, fetch data time cost=1.53ms, fps=2244 images/s, loss=0.0195, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:12.370412, arrival_time=2021-04-10 03:18:08.902898, cost_time=0:00:10.503186 2021-04-10 03:17:57,675 INFO : TRAIN, epoch=0159, iter=00100/00196, fetch data time cost=1.43ms, fps=2240 images/s, loss=0.0196, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:11.180544, arrival_time=2021-04-10 03:18:08.856293, cost_time=0:00:11.646378 2021-04-10 03:17:58,814 INFO : TRAIN, epoch=0159, iter=00110/00196, fetch data time cost=1.46ms, fps=2249 images/s, loss=0.0203, top1-acc=99.39%, top5-acc=99.99%, remaining_time=0:00:09.995866, arrival_time=2021-04-10 03:18:08.810541, cost_time=0:00:12.785371 2021-04-10 03:17:59,953 INFO : TRAIN, epoch=0159, iter=00120/00196, fetch data time cost=1.41ms, fps=2250 images/s, loss=0.0203, top1-acc=99.38%, top5-acc=99.99%, remaining_time=0:00:08.818356, arrival_time=2021-04-10 03:18:08.771452, cost_time=0:00:13.923747 2021-04-10 03:18:01,101 INFO : TRAIN, epoch=0159, iter=00130/00196, fetch data time cost=1.52ms, fps=2231 images/s, loss=0.0205, top1-acc=99.37%, top5-acc=99.99%, remaining_time=0:00:07.651842, arrival_time=2021-04-10 03:18:08.753043, cost_time=0:00:15.071854 2021-04-10 03:18:02,244 INFO : TRAIN, epoch=0159, iter=00140/00196, fetch data time cost=2.06ms, fps=2240 images/s, loss=0.0204, top1-acc=99.37%, top5-acc=99.99%, remaining_time=0:00:06.486088, arrival_time=2021-04-10 03:18:08.730645, cost_time=0:00:16.215220 2021-04-10 03:18:03,385 INFO : TRAIN, epoch=0159, iter=00150/00196, fetch data time cost=2.09ms, fps=2246 images/s, loss=0.0204, top1-acc=99.38%, top5-acc=99.99%, remaining_time=0:00:05.322384, arrival_time=2021-04-10 03:18:08.707330, cost_time=0:00:17.355597 2021-04-10 03:18:04,536 INFO : TRAIN, epoch=0159, iter=00160/00196, fetch data time cost=1.41ms, fps=2226 images/s, loss=0.0197, top1-acc=99.40%, top5-acc=100.00%, remaining_time=0:00:04.164012, arrival_time=2021-04-10 03:18:08.700015, cost_time=0:00:18.506698 2021-04-10 03:18:05,688 INFO : TRAIN, epoch=0159, iter=00170/00196, fetch data time cost=4.57ms, fps=2223 images/s, loss=0.0196, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:03.006666, arrival_time=2021-04-10 03:18:08.694950, cost_time=0:00:19.658936 2021-04-10 03:18:06,835 INFO : TRAIN, epoch=0159, iter=00180/00196, fetch data time cost=1.61ms, fps=2232 images/s, loss=0.0199, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:01.849440, arrival_time=2021-04-10 03:18:08.684966, cost_time=0:00:20.806174 2021-04-10 03:18:07,978 INFO : TRAIN, epoch=0159, iter=00190/00196, fetch data time cost=1.25ms, fps=2240 images/s, loss=0.0196, top1-acc=99.40%, top5-acc=100.00%, remaining_time=0:00:00.693144, arrival_time=2021-04-10 03:18:08.672005, cost_time=0:00:21.949554 2021-04-10 03:18:08,594 INFO : TRAIN, epoch=0159, iter=00196/00196, fetch data time cost=1.25ms, fps=2212 images/s, loss=0.0201, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:18:08.594142, cost_time=0:00:22.564853 2021-04-10 03:18:09,083 INFO : EVAL, epoch=0159, iter=00010/00040, fetch data time cost=0.20ms, fps=5241 images/s, loss=0.2692, top1-acc=93.71%, top5-acc=99.69%, remaining_time=0:00:01.465290, arrival_time=2021-04-10 03:18:10.548783, cost_time=0:00:00.488433 2021-04-10 03:18:09,455 INFO : EVAL, epoch=0159, iter=00020/00040, fetch data time cost=1.34ms, fps=6888 images/s, loss=0.3026, top1-acc=92.62%, top5-acc=99.51%, remaining_time=0:00:00.860440, arrival_time=2021-04-10 03:18:10.316000, cost_time=0:00:00.860443 2021-04-10 03:18:09,829 INFO : EVAL, epoch=0159, iter=00030/00040, fetch data time cost=1.55ms, fps=6857 images/s, loss=0.3092, top1-acc=92.41%, top5-acc=99.62%, remaining_time=0:00:00.411400, arrival_time=2021-04-10 03:18:10.240653, cost_time=0:00:01.234191 2021-04-10 03:18:10,166 INFO : EVAL, epoch=0159, iter=00040/00040, fetch data time cost=0.07ms, fps=6885 images/s, loss=0.3125, top1-acc=92.49%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-10 03:18:10.166517, cost_time=0:00:01.571479 2021-04-10 03:18:10,661 INFO : Epoch=0159 complete, best val top1-acc=92.68%, top5-acc=99.69% (epoch=156), remaining_time=0:16:58.088917, arrival_time=2021-04-10 03:35:08.750728, cost_time=1:05:48.198510 2021-04-10 03:18:10,662 INFO : Train start, epoch=0160, lr=0.010016 2021-04-10 03:18:11,978 INFO : TRAIN, epoch=0160, iter=00010/00196, fetch data time cost=1.42ms, fps=1945 images/s, loss=0.0176, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:24.481506, arrival_time=2021-04-10 03:18:36.460245, cost_time=0:00:01.316207 2021-04-10 03:18:13,125 INFO : TRAIN, epoch=0160, iter=00020/00196, fetch data time cost=1.71ms, fps=2235 images/s, loss=0.0183, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:21.670176, arrival_time=2021-04-10 03:18:34.795216, cost_time=0:00:02.462513 2021-04-10 03:18:14,274 INFO : TRAIN, epoch=0160, iter=00030/00196, fetch data time cost=1.66ms, fps=2229 images/s, loss=0.0183, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:19.985238, arrival_time=2021-04-10 03:18:34.259536, cost_time=0:00:03.611804 2021-04-10 03:18:15,418 INFO : TRAIN, epoch=0160, iter=00040/00196, fetch data time cost=1.65ms, fps=2238 images/s, loss=0.0184, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:18.549024, arrival_time=2021-04-10 03:18:33.967692, cost_time=0:00:04.756147 2021-04-10 03:18:16,560 INFO : TRAIN, epoch=0160, iter=00050/00196, fetch data time cost=2.01ms, fps=2244 images/s, loss=0.0177, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:17.221430, arrival_time=2021-04-10 03:18:33.781699, cost_time=0:00:05.897755 2021-04-10 03:18:17,705 INFO : TRAIN, epoch=0160, iter=00060/00196, fetch data time cost=1.54ms, fps=2236 images/s, loss=0.0180, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:15.964632, arrival_time=2021-04-10 03:18:33.670333, cost_time=0:00:07.043241 2021-04-10 03:18:18,847 INFO : TRAIN, epoch=0160, iter=00070/00196, fetch data time cost=1.29ms, fps=2243 images/s, loss=0.0173, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:14.732928, arrival_time=2021-04-10 03:18:33.580400, cost_time=0:00:08.184985 2021-04-10 03:18:19,992 INFO : TRAIN, epoch=0160, iter=00080/00196, fetch data time cost=1.62ms, fps=2236 images/s, loss=0.0167, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:13.528848, arrival_time=2021-04-10 03:18:33.521647, cost_time=0:00:09.330218 2021-04-10 03:18:21,138 INFO : TRAIN, epoch=0160, iter=00090/00196, fetch data time cost=1.54ms, fps=2235 images/s, loss=0.0167, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:12.338718, arrival_time=2021-04-10 03:18:33.477446, cost_time=0:00:10.476265 2021-04-10 03:18:22,281 INFO : TRAIN, epoch=0160, iter=00100/00196, fetch data time cost=2.14ms, fps=2242 images/s, loss=0.0166, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:11.153856, arrival_time=2021-04-10 03:18:33.434927, cost_time=0:00:11.618577 2021-04-10 03:18:23,424 INFO : TRAIN, epoch=0160, iter=00110/00196, fetch data time cost=1.40ms, fps=2241 images/s, loss=0.0167, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:09.977634, arrival_time=2021-04-10 03:18:33.402199, cost_time=0:00:12.762081 2021-04-10 03:18:24,566 INFO : TRAIN, epoch=0160, iter=00120/00196, fetch data time cost=1.41ms, fps=2242 images/s, loss=0.0171, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:08.805968, arrival_time=2021-04-10 03:18:33.372609, cost_time=0:00:13.904194 2021-04-10 03:18:25,711 INFO : TRAIN, epoch=0160, iter=00130/00196, fetch data time cost=2.03ms, fps=2237 images/s, loss=0.0173, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:07.640358, arrival_time=2021-04-10 03:18:33.352106, cost_time=0:00:15.049202 2021-04-10 03:18:26,857 INFO : TRAIN, epoch=0160, iter=00140/00196, fetch data time cost=2.07ms, fps=2235 images/s, loss=0.0175, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:06.478024, arrival_time=2021-04-10 03:18:33.335634, cost_time=0:00:16.195115 2021-04-10 03:18:28,006 INFO : TRAIN, epoch=0160, iter=00150/00196, fetch data time cost=1.91ms, fps=2229 images/s, loss=0.0175, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:05.318842, arrival_time=2021-04-10 03:18:33.325321, cost_time=0:00:17.344018 2021-04-10 03:18:29,149 INFO : TRAIN, epoch=0160, iter=00160/00196, fetch data time cost=2.19ms, fps=2240 images/s, loss=0.0177, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:04.159584, arrival_time=2021-04-10 03:18:33.309099, cost_time=0:00:18.487064 2021-04-10 03:18:30,297 INFO : TRAIN, epoch=0160, iter=00170/00196, fetch data time cost=2.01ms, fps=2231 images/s, loss=0.0172, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:03.003000, arrival_time=2021-04-10 03:18:33.300373, cost_time=0:00:19.634922 2021-04-10 03:18:31,434 INFO : TRAIN, epoch=0160, iter=00180/00196, fetch data time cost=1.33ms, fps=2252 images/s, loss=0.0171, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:01.846432, arrival_time=2021-04-10 03:18:33.281199, cost_time=0:00:20.772318 2021-04-10 03:18:32,587 INFO : TRAIN, epoch=0160, iter=00190/00196, fetch data time cost=1.68ms, fps=2222 images/s, loss=0.0169, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:00.692364, arrival_time=2021-04-10 03:18:33.279742, cost_time=0:00:21.924932 2021-04-10 03:18:33,202 INFO : TRAIN, epoch=0160, iter=00196/00196, fetch data time cost=1.27ms, fps=2212 images/s, loss=0.0170, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:18:33.202607, cost_time=0:00:22.540174 2021-04-10 03:18:33,673 INFO : EVAL, epoch=0160, iter=00010/00040, fetch data time cost=0.19ms, fps=5444 images/s, loss=0.3465, top1-acc=92.27%, top5-acc=99.69%, remaining_time=0:00:01.410660, arrival_time=2021-04-10 03:18:35.084335, cost_time=0:00:00.470222 2021-04-10 03:18:34,046 INFO : EVAL, epoch=0160, iter=00020/00040, fetch data time cost=1.32ms, fps=6877 images/s, loss=0.3241, top1-acc=92.75%, top5-acc=99.65%, remaining_time=0:00:00.842800, arrival_time=2021-04-10 03:18:34.889043, cost_time=0:00:00.842791 2021-04-10 03:18:34,415 INFO : EVAL, epoch=0160, iter=00030/00040, fetch data time cost=1.31ms, fps=6940 images/s, loss=0.3141, top1-acc=92.98%, top5-acc=99.71%, remaining_time=0:00:00.404000, arrival_time=2021-04-10 03:18:34.819444, cost_time=0:00:01.211989 2021-04-10 03:18:34,753 INFO : EVAL, epoch=0160, iter=00040/00040, fetch data time cost=0.07ms, fps=6866 images/s, loss=0.3092, top1-acc=92.99%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-10 03:18:34.753663, cost_time=0:00:01.550235 2021-04-10 03:18:35,721 INFO : Epoch=0160 complete, best val top1-acc=92.99%, top5-acc=99.73% (epoch=160), remaining_time=0:16:33.314640, arrival_time=2021-04-10 03:35:09.036540, cost_time=1:06:13.258582 2021-04-10 03:18:35,722 INFO : Train start, epoch=0161, lr=0.009549 2021-04-10 03:18:37,091 INFO : TRAIN, epoch=0161, iter=00010/00196, fetch data time cost=1.31ms, fps=1870 images/s, loss=0.0145, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:25.462098, arrival_time=2021-04-10 03:19:02.553644, cost_time=0:00:01.368932 2021-04-10 03:18:38,241 INFO : TRAIN, epoch=0161, iter=00020/00196, fetch data time cost=2.21ms, fps=2228 images/s, loss=0.0195, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:22.164560, arrival_time=2021-04-10 03:19:00.405881, cost_time=0:00:02.518707 2021-04-10 03:18:39,381 INFO : TRAIN, epoch=0161, iter=00030/00196, fetch data time cost=1.44ms, fps=2246 images/s, loss=0.0191, top1-acc=99.40%, top5-acc=100.00%, remaining_time=0:00:20.246522, arrival_time=2021-04-10 03:18:59.628094, cost_time=0:00:03.659021 2021-04-10 03:18:40,538 INFO : TRAIN, epoch=0161, iter=00040/00196, fetch data time cost=1.82ms, fps=2213 images/s, loss=0.0178, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:18.783180, arrival_time=2021-04-10 03:18:59.321960, cost_time=0:00:04.816194 2021-04-10 03:18:41,695 INFO : TRAIN, epoch=0161, iter=00050/00196, fetch data time cost=1.64ms, fps=2216 images/s, loss=0.0165, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:17.439408, arrival_time=2021-04-10 03:18:59.134439, cost_time=0:00:05.972413 2021-04-10 03:18:42,842 INFO : TRAIN, epoch=0161, iter=00060/00196, fetch data time cost=1.34ms, fps=2233 images/s, loss=0.0154, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:16.137352, arrival_time=2021-04-10 03:18:58.979355, cost_time=0:00:07.119407 2021-04-10 03:18:43,985 INFO : TRAIN, epoch=0161, iter=00070/00196, fetch data time cost=1.54ms, fps=2240 images/s, loss=0.0146, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:14.873292, arrival_time=2021-04-10 03:18:58.858792, cost_time=0:00:08.262954 2021-04-10 03:18:45,126 INFO : TRAIN, epoch=0161, iter=00080/00196, fetch data time cost=1.65ms, fps=2244 images/s, loss=0.0142, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:13.636148, arrival_time=2021-04-10 03:18:58.762910, cost_time=0:00:09.404211 2021-04-10 03:18:46,271 INFO : TRAIN, epoch=0161, iter=00090/00196, fetch data time cost=1.95ms, fps=2238 images/s, loss=0.0136, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:12.423836, arrival_time=2021-04-10 03:18:58.694941, cost_time=0:00:10.548515 2021-04-10 03:18:47,417 INFO : TRAIN, epoch=0161, iter=00100/00196, fetch data time cost=2.38ms, fps=2234 images/s, loss=0.0138, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:11.227008, arrival_time=2021-04-10 03:18:58.644419, cost_time=0:00:11.694799 2021-04-10 03:18:48,561 INFO : TRAIN, epoch=0161, iter=00110/00196, fetch data time cost=1.42ms, fps=2239 images/s, loss=0.0142, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:10.037662, arrival_time=2021-04-10 03:18:58.599033, cost_time=0:00:12.838826 2021-04-10 03:18:49,705 INFO : TRAIN, epoch=0161, iter=00120/00196, fetch data time cost=1.43ms, fps=2239 images/s, loss=0.0140, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:08.855596, arrival_time=2021-04-10 03:18:58.560622, cost_time=0:00:13.982474 2021-04-10 03:18:50,844 INFO : TRAIN, epoch=0161, iter=00130/00196, fetch data time cost=1.39ms, fps=2247 images/s, loss=0.0142, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:07.677384, arrival_time=2021-04-10 03:18:58.522105, cost_time=0:00:15.122173 2021-04-10 03:18:51,984 INFO : TRAIN, epoch=0161, iter=00140/00196, fetch data time cost=1.44ms, fps=2248 images/s, loss=0.0145, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:06.504568, arrival_time=2021-04-10 03:18:58.488628, cost_time=0:00:16.261469 2021-04-10 03:18:53,131 INFO : TRAIN, epoch=0161, iter=00150/00196, fetch data time cost=1.68ms, fps=2232 images/s, loss=0.0149, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:05.338714, arrival_time=2021-04-10 03:18:58.470109, cost_time=0:00:17.408847 2021-04-10 03:18:54,273 INFO : TRAIN, epoch=0161, iter=00160/00196, fetch data time cost=1.43ms, fps=2243 images/s, loss=0.0151, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:04.173876, arrival_time=2021-04-10 03:18:58.446911, cost_time=0:00:18.550488 2021-04-10 03:18:55,423 INFO : TRAIN, epoch=0161, iter=00170/00196, fetch data time cost=1.84ms, fps=2227 images/s, loss=0.0153, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:03.013036, arrival_time=2021-04-10 03:18:58.436135, cost_time=0:00:19.700554 2021-04-10 03:18:56,561 INFO : TRAIN, epoch=0161, iter=00180/00196, fetch data time cost=1.44ms, fps=2250 images/s, loss=0.0154, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:01.852352, arrival_time=2021-04-10 03:18:58.413840, cost_time=0:00:20.838940 2021-04-10 03:18:57,702 INFO : TRAIN, epoch=0161, iter=00190/00196, fetch data time cost=1.40ms, fps=2245 images/s, loss=0.0154, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:00.694092, arrival_time=2021-04-10 03:18:58.396236, cost_time=0:00:21.979598 2021-04-10 03:18:58,316 INFO : TRAIN, epoch=0161, iter=00196/00196, fetch data time cost=1.43ms, fps=2215 images/s, loss=0.0152, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:18:58.316630, cost_time=0:00:22.594074 2021-04-10 03:18:58,775 INFO : EVAL, epoch=0161, iter=00010/00040, fetch data time cost=3.15ms, fps=5590 images/s, loss=0.3321, top1-acc=92.46%, top5-acc=99.61%, remaining_time=0:00:01.373850, arrival_time=2021-04-10 03:19:00.149425, cost_time=0:00:00.457950 2021-04-10 03:18:59,140 INFO : EVAL, epoch=0161, iter=00020/00040, fetch data time cost=1.28ms, fps=7014 images/s, loss=0.3250, top1-acc=92.62%, top5-acc=99.71%, remaining_time=0:00:00.823280, arrival_time=2021-04-10 03:18:59.964185, cost_time=0:00:00.823271 2021-04-10 03:18:59,508 INFO : EVAL, epoch=0161, iter=00030/00040, fetch data time cost=1.27ms, fps=6965 images/s, loss=0.3243, top1-acc=92.59%, top5-acc=99.73%, remaining_time=0:00:00.397040, arrival_time=2021-04-10 03:18:59.905845, cost_time=0:00:01.191130 2021-04-10 03:18:59,843 INFO : EVAL, epoch=0161, iter=00040/00040, fetch data time cost=0.10ms, fps=6951 images/s, loss=0.3193, top1-acc=92.56%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-10 03:18:59.842949, cost_time=0:00:01.525323 2021-04-10 03:19:00,493 INFO : Epoch=0161 complete, best val top1-acc=92.99%, top5-acc=99.73% (epoch=160), remaining_time=0:16:08.466876, arrival_time=2021-04-10 03:35:08.960102, cost_time=1:06:38.029920 2021-04-10 03:19:00,493 INFO : Train start, epoch=0162, lr=0.009093 2021-04-10 03:19:01,830 INFO : TRAIN, epoch=0162, iter=00010/00196, fetch data time cost=0.36ms, fps=1916 images/s, loss=0.0133, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:24.850902, arrival_time=2021-04-10 03:19:26.680849, cost_time=0:00:01.336072 2021-04-10 03:19:02,983 INFO : TRAIN, epoch=0162, iter=00020/00196, fetch data time cost=1.95ms, fps=2221 images/s, loss=0.0136, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:21.905840, arrival_time=2021-04-10 03:19:24.889103, cost_time=0:00:02.489292 2021-04-10 03:19:04,125 INFO : TRAIN, epoch=0162, iter=00030/00196, fetch data time cost=1.37ms, fps=2242 images/s, loss=0.0145, top1-acc=99.52%, top5-acc=99.99%, remaining_time=0:00:20.097288, arrival_time=2021-04-10 03:19:24.223181, cost_time=0:00:03.632030 2021-04-10 03:19:05,273 INFO : TRAIN, epoch=0162, iter=00040/00196, fetch data time cost=1.88ms, fps=2232 images/s, loss=0.0139, top1-acc=99.56%, top5-acc=99.99%, remaining_time=0:00:18.640284, arrival_time=2021-04-10 03:19:23.913689, cost_time=0:00:04.779547 2021-04-10 03:19:06,419 INFO : TRAIN, epoch=0162, iter=00050/00196, fetch data time cost=1.50ms, fps=2236 images/s, loss=0.0143, top1-acc=99.54%, top5-acc=99.99%, remaining_time=0:00:17.301000, arrival_time=2021-04-10 03:19:23.719940, cost_time=0:00:05.925016 2021-04-10 03:19:07,561 INFO : TRAIN, epoch=0162, iter=00060/00196, fetch data time cost=1.54ms, fps=2242 images/s, loss=0.0147, top1-acc=99.54%, top5-acc=99.99%, remaining_time=0:00:16.019712, arrival_time=2021-04-10 03:19:23.581114, cost_time=0:00:07.067540 2021-04-10 03:19:08,707 INFO : TRAIN, epoch=0162, iter=00070/00196, fetch data time cost=1.98ms, fps=2235 images/s, loss=0.0147, top1-acc=99.54%, top5-acc=99.99%, remaining_time=0:00:14.783832, arrival_time=2021-04-10 03:19:23.490962, cost_time=0:00:08.213274 2021-04-10 03:19:09,846 INFO : TRAIN, epoch=0162, iter=00080/00196, fetch data time cost=1.49ms, fps=2247 images/s, loss=0.0141, top1-acc=99.56%, top5-acc=99.99%, remaining_time=0:00:13.561792, arrival_time=2021-04-10 03:19:23.408640, cost_time=0:00:09.352996 2021-04-10 03:19:10,988 INFO : TRAIN, epoch=0162, iter=00090/00196, fetch data time cost=1.42ms, fps=2242 images/s, loss=0.0137, top1-acc=99.56%, top5-acc=99.99%, remaining_time=0:00:12.360766, arrival_time=2021-04-10 03:19:23.349624, cost_time=0:00:10.495003 2021-04-10 03:19:12,138 INFO : TRAIN, epoch=0162, iter=00100/00196, fetch data time cost=1.55ms, fps=2228 images/s, loss=0.0138, top1-acc=99.56%, top5-acc=99.99%, remaining_time=0:00:11.178624, arrival_time=2021-04-10 03:19:23.316992, cost_time=0:00:11.644446 2021-04-10 03:19:13,278 INFO : TRAIN, epoch=0162, iter=00110/00196, fetch data time cost=2.02ms, fps=2246 images/s, loss=0.0135, top1-acc=99.58%, top5-acc=99.99%, remaining_time=0:00:09.995522, arrival_time=2021-04-10 03:19:23.274420, cost_time=0:00:12.785000 2021-04-10 03:19:14,421 INFO : TRAIN, epoch=0162, iter=00120/00196, fetch data time cost=1.84ms, fps=2241 images/s, loss=0.0132, top1-acc=99.59%, top5-acc=99.99%, remaining_time=0:00:08.821092, arrival_time=2021-04-10 03:19:23.242974, cost_time=0:00:13.928016 2021-04-10 03:19:15,566 INFO : TRAIN, epoch=0162, iter=00130/00196, fetch data time cost=1.52ms, fps=2238 images/s, loss=0.0132, top1-acc=99.58%, top5-acc=99.99%, remaining_time=0:00:07.652040, arrival_time=2021-04-10 03:19:23.218154, cost_time=0:00:15.072228 2021-04-10 03:19:16,704 INFO : TRAIN, epoch=0162, iter=00140/00196, fetch data time cost=1.52ms, fps=2250 images/s, loss=0.0131, top1-acc=99.59%, top5-acc=99.99%, remaining_time=0:00:06.484128, arrival_time=2021-04-10 03:19:23.188347, cost_time=0:00:16.210366 2021-04-10 03:19:17,850 INFO : TRAIN, epoch=0162, iter=00150/00196, fetch data time cost=1.30ms, fps=2234 images/s, loss=0.0133, top1-acc=99.58%, top5-acc=99.99%, remaining_time=0:00:05.322752, arrival_time=2021-04-10 03:19:23.173423, cost_time=0:00:17.356821 2021-04-10 03:19:19,006 INFO : TRAIN, epoch=0162, iter=00160/00196, fetch data time cost=3.91ms, fps=2217 images/s, loss=0.0133, top1-acc=99.58%, top5-acc=99.99%, remaining_time=0:00:04.165236, arrival_time=2021-04-10 03:19:23.171241, cost_time=0:00:18.512097 2021-04-10 03:19:20,148 INFO : TRAIN, epoch=0162, iter=00170/00196, fetch data time cost=1.46ms, fps=2242 images/s, loss=0.0131, top1-acc=99.59%, top5-acc=99.99%, remaining_time=0:00:03.005964, arrival_time=2021-04-10 03:19:23.154161, cost_time=0:00:19.654307 2021-04-10 03:19:21,290 INFO : TRAIN, epoch=0162, iter=00180/00196, fetch data time cost=1.54ms, fps=2242 images/s, loss=0.0132, top1-acc=99.59%, top5-acc=99.99%, remaining_time=0:00:01.848592, arrival_time=2021-04-10 03:19:23.139068, cost_time=0:00:20.796622 2021-04-10 03:19:22,429 INFO : TRAIN, epoch=0162, iter=00190/00196, fetch data time cost=1.24ms, fps=2249 images/s, loss=0.0130, top1-acc=99.59%, top5-acc=99.99%, remaining_time=0:00:00.692700, arrival_time=2021-04-10 03:19:23.121992, cost_time=0:00:21.935441 2021-04-10 03:19:23,045 INFO : TRAIN, epoch=0162, iter=00196/00196, fetch data time cost=1.40ms, fps=2208 images/s, loss=0.0131, top1-acc=99.60%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 03:19:23.045593, cost_time=0:00:22.551758 2021-04-10 03:19:23,533 INFO : EVAL, epoch=0162, iter=00010/00040, fetch data time cost=0.33ms, fps=5260 images/s, loss=0.3141, top1-acc=92.66%, top5-acc=99.53%, remaining_time=0:00:01.460010, arrival_time=2021-04-10 03:19:24.993144, cost_time=0:00:00.486667 2021-04-10 03:19:23,908 INFO : EVAL, epoch=0162, iter=00020/00040, fetch data time cost=1.65ms, fps=6821 images/s, loss=0.2939, top1-acc=92.85%, top5-acc=99.69%, remaining_time=0:00:00.862440, arrival_time=2021-04-10 03:19:24.771347, cost_time=0:00:00.862436 2021-04-10 03:19:24,284 INFO : EVAL, epoch=0162, iter=00030/00040, fetch data time cost=1.44ms, fps=6821 images/s, loss=0.3062, top1-acc=92.76%, top5-acc=99.71%, remaining_time=0:00:00.412730, arrival_time=2021-04-10 03:19:24.697418, cost_time=0:00:01.238183 2021-04-10 03:19:24,622 INFO : EVAL, epoch=0162, iter=00040/00040, fetch data time cost=0.08ms, fps=6871 images/s, loss=0.3001, top1-acc=92.86%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-10 03:19:24.622676, cost_time=0:00:01.576271 2021-04-10 03:19:25,171 INFO : Epoch=0162 complete, best val top1-acc=92.99%, top5-acc=99.73% (epoch=160), remaining_time=0:15:43.598292, arrival_time=2021-04-10 03:35:08.770156, cost_time=1:07:02.708560 2021-04-10 03:19:25,172 INFO : Train start, epoch=0163, lr=0.008646 2021-04-10 03:19:26,496 INFO : TRAIN, epoch=0163, iter=00010/00196, fetch data time cost=2.13ms, fps=1934 images/s, loss=0.0110, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:24.619704, arrival_time=2021-04-10 03:19:51.115916, cost_time=0:00:01.323644 2021-04-10 03:19:27,654 INFO : TRAIN, epoch=0163, iter=00020/00196, fetch data time cost=13.98ms, fps=2212 images/s, loss=0.0096, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:21.836144, arrival_time=2021-04-10 03:19:49.490094, cost_time=0:00:02.481380 2021-04-10 03:19:28,803 INFO : TRAIN, epoch=0163, iter=00030/00196, fetch data time cost=2.11ms, fps=2228 images/s, loss=0.0113, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:20.091810, arrival_time=2021-04-10 03:19:48.895439, cost_time=0:00:03.631053 2021-04-10 03:19:29,947 INFO : TRAIN, epoch=0163, iter=00040/00196, fetch data time cost=1.62ms, fps=2239 images/s, loss=0.0124, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:18.623124, arrival_time=2021-04-10 03:19:48.570793, cost_time=0:00:04.775150 2021-04-10 03:19:31,088 INFO : TRAIN, epoch=0163, iter=00050/00196, fetch data time cost=1.50ms, fps=2245 images/s, loss=0.0114, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:17.274720, arrival_time=2021-04-10 03:19:48.363266, cost_time=0:00:05.916023 2021-04-10 03:19:32,230 INFO : TRAIN, epoch=0163, iter=00060/00196, fetch data time cost=1.51ms, fps=2243 images/s, loss=0.0118, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:15.997680, arrival_time=2021-04-10 03:19:48.228060, cost_time=0:00:07.057817 2021-04-10 03:19:33,377 INFO : TRAIN, epoch=0163, iter=00070/00196, fetch data time cost=2.06ms, fps=2234 images/s, loss=0.0111, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:14.767956, arrival_time=2021-04-10 03:19:48.144930, cost_time=0:00:08.204455 2021-04-10 03:19:34,520 INFO : TRAIN, epoch=0163, iter=00080/00196, fetch data time cost=1.43ms, fps=2239 images/s, loss=0.0111, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:13.554948, arrival_time=2021-04-10 03:19:48.075747, cost_time=0:00:09.348251 2021-04-10 03:19:35,665 INFO : TRAIN, epoch=0163, iter=00090/00196, fetch data time cost=1.48ms, fps=2238 images/s, loss=0.0112, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:12.358116, arrival_time=2021-04-10 03:19:48.023397, cost_time=0:00:10.492774 2021-04-10 03:19:36,811 INFO : TRAIN, epoch=0163, iter=00100/00196, fetch data time cost=1.54ms, fps=2234 images/s, loss=0.0111, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:11.173728, arrival_time=2021-04-10 03:19:47.985539, cost_time=0:00:11.639313 2021-04-10 03:19:37,957 INFO : TRAIN, epoch=0163, iter=00110/00196, fetch data time cost=1.81ms, fps=2236 images/s, loss=0.0111, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:09.995264, arrival_time=2021-04-10 03:19:47.952504, cost_time=0:00:12.784602 2021-04-10 03:19:39,100 INFO : TRAIN, epoch=0163, iter=00120/00196, fetch data time cost=1.35ms, fps=2242 images/s, loss=0.0114, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:08.820712, arrival_time=2021-04-10 03:19:47.920678, cost_time=0:00:13.927466 2021-04-10 03:19:40,248 INFO : TRAIN, epoch=0163, iter=00130/00196, fetch data time cost=1.97ms, fps=2230 images/s, loss=0.0114, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:07.653756, arrival_time=2021-04-10 03:19:47.901926, cost_time=0:00:15.075616 2021-04-10 03:19:41,390 INFO : TRAIN, epoch=0163, iter=00140/00196, fetch data time cost=1.45ms, fps=2241 images/s, loss=0.0114, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:06.487320, arrival_time=2021-04-10 03:19:47.878157, cost_time=0:00:16.218331 2021-04-10 03:19:42,531 INFO : TRAIN, epoch=0163, iter=00150/00196, fetch data time cost=1.45ms, fps=2245 images/s, loss=0.0115, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:05.323488, arrival_time=2021-04-10 03:19:47.855228, cost_time=0:00:17.359232 2021-04-10 03:19:43,674 INFO : TRAIN, epoch=0163, iter=00160/00196, fetch data time cost=1.59ms, fps=2242 images/s, loss=0.0113, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:04.162824, arrival_time=2021-04-10 03:19:47.836795, cost_time=0:00:18.501465 2021-04-10 03:19:44,824 INFO : TRAIN, epoch=0163, iter=00170/00196, fetch data time cost=1.47ms, fps=2226 images/s, loss=0.0116, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:03.005574, arrival_time=2021-04-10 03:19:47.829866, cost_time=0:00:19.651748 2021-04-10 03:19:45,972 INFO : TRAIN, epoch=0163, iter=00180/00196, fetch data time cost=2.11ms, fps=2230 images/s, loss=0.0115, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:01.848896, arrival_time=2021-04-10 03:19:47.821543, cost_time=0:00:20.800142 2021-04-10 03:19:47,116 INFO : TRAIN, epoch=0163, iter=00190/00196, fetch data time cost=1.38ms, fps=2239 images/s, loss=0.0114, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:00.692970, arrival_time=2021-04-10 03:19:47.809585, cost_time=0:00:21.944105 2021-04-10 03:19:47,733 INFO : TRAIN, epoch=0163, iter=00196/00196, fetch data time cost=1.37ms, fps=2207 images/s, loss=0.0114, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:19:47.733101, cost_time=0:00:22.560593 2021-04-10 03:19:48,199 INFO : EVAL, epoch=0163, iter=00010/00040, fetch data time cost=0.21ms, fps=5495 images/s, loss=0.3474, top1-acc=92.38%, top5-acc=99.69%, remaining_time=0:00:01.397700, arrival_time=2021-04-10 03:19:49.597656, cost_time=0:00:00.465903 2021-04-10 03:19:48,573 INFO : EVAL, epoch=0163, iter=00020/00040, fetch data time cost=1.53ms, fps=6860 images/s, loss=0.3501, top1-acc=91.99%, top5-acc=99.67%, remaining_time=0:00:00.839400, arrival_time=2021-04-10 03:19:49.412848, cost_time=0:00:00.839395 2021-04-10 03:19:48,945 INFO : EVAL, epoch=0163, iter=00030/00040, fetch data time cost=1.70ms, fps=6892 images/s, loss=0.3539, top1-acc=91.85%, top5-acc=99.67%, remaining_time=0:00:00.403740, arrival_time=2021-04-10 03:19:49.349067, cost_time=0:00:01.211231 2021-04-10 03:19:49,281 INFO : EVAL, epoch=0163, iter=00040/00040, fetch data time cost=0.05ms, fps=6905 images/s, loss=0.3385, top1-acc=92.31%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-10 03:19:49.281701, cost_time=0:00:01.547681 2021-04-10 03:19:49,799 INFO : Epoch=0163 complete, best val top1-acc=92.99%, top5-acc=99.73% (epoch=160), remaining_time=0:15:18.720545, arrival_time=2021-04-10 03:35:08.520238, cost_time=1:07:27.336389 2021-04-10 03:19:49,800 INFO : Train start, epoch=0164, lr=0.008210 2021-04-10 03:19:51,168 INFO : TRAIN, epoch=0164, iter=00010/00196, fetch data time cost=1.48ms, fps=1871 images/s, loss=0.0154, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:25.454472, arrival_time=2021-04-10 03:20:16.623314, cost_time=0:00:01.368522 2021-04-10 03:19:52,308 INFO : TRAIN, epoch=0164, iter=00020/00196, fetch data time cost=1.79ms, fps=2247 images/s, loss=0.0142, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:22.072864, arrival_time=2021-04-10 03:20:14.381511, cost_time=0:00:02.508276 2021-04-10 03:19:53,451 INFO : TRAIN, epoch=0164, iter=00030/00196, fetch data time cost=1.41ms, fps=2242 images/s, loss=0.0125, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:20.201038, arrival_time=2021-04-10 03:20:13.652198, cost_time=0:00:03.650804 2021-04-10 03:19:54,590 INFO : TRAIN, epoch=0164, iter=00040/00196, fetch data time cost=1.40ms, fps=2249 images/s, loss=0.0123, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:18.679440, arrival_time=2021-04-10 03:20:13.269419, cost_time=0:00:04.789602 2021-04-10 03:19:55,732 INFO : TRAIN, epoch=0164, iter=00050/00196, fetch data time cost=1.34ms, fps=2242 images/s, loss=0.0125, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:17.321002, arrival_time=2021-04-10 03:20:13.053164, cost_time=0:00:05.931852 2021-04-10 03:19:56,930 INFO : TRAIN, epoch=0164, iter=00060/00196, fetch data time cost=1.87ms, fps=2137 images/s, loss=0.0124, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:16.161288, arrival_time=2021-04-10 03:20:13.091556, cost_time=0:00:07.129952 2021-04-10 03:19:58,073 INFO : TRAIN, epoch=0164, iter=00070/00196, fetch data time cost=2.35ms, fps=2239 images/s, loss=0.0131, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:14.892444, arrival_time=2021-04-10 03:20:12.966361, cost_time=0:00:08.273592 2021-04-10 03:19:59,218 INFO : TRAIN, epoch=0164, iter=00080/00196, fetch data time cost=1.45ms, fps=2237 images/s, loss=0.0128, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:13.656796, arrival_time=2021-04-10 03:20:12.875604, cost_time=0:00:09.418493 2021-04-10 03:20:00,364 INFO : TRAIN, epoch=0164, iter=00090/00196, fetch data time cost=1.56ms, fps=2235 images/s, loss=0.0130, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:12.442598, arrival_time=2021-04-10 03:20:12.807376, cost_time=0:00:10.564467 2021-04-10 03:20:01,507 INFO : TRAIN, epoch=0164, iter=00100/00196, fetch data time cost=1.32ms, fps=2242 images/s, loss=0.0130, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:11.238432, arrival_time=2021-04-10 03:20:12.745463, cost_time=0:00:11.706688 2021-04-10 03:20:02,651 INFO : TRAIN, epoch=0164, iter=00110/00196, fetch data time cost=1.51ms, fps=2238 images/s, loss=0.0128, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:10.047208, arrival_time=2021-04-10 03:20:12.698621, cost_time=0:00:12.851105 2021-04-10 03:20:03,793 INFO : TRAIN, epoch=0164, iter=00120/00196, fetch data time cost=1.35ms, fps=2243 images/s, loss=0.0129, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:08.862208, arrival_time=2021-04-10 03:20:12.655513, cost_time=0:00:13.992992 2021-04-10 03:20:04,935 INFO : TRAIN, epoch=0164, iter=00130/00196, fetch data time cost=1.50ms, fps=2242 images/s, loss=0.0125, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:07.683984, arrival_time=2021-04-10 03:20:12.619505, cost_time=0:00:15.135136 2021-04-10 03:20:06,075 INFO : TRAIN, epoch=0164, iter=00140/00196, fetch data time cost=1.48ms, fps=2247 images/s, loss=0.0121, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:06.510000, arrival_time=2021-04-10 03:20:12.585281, cost_time=0:00:16.274980 2021-04-10 03:20:07,218 INFO : TRAIN, epoch=0164, iter=00150/00196, fetch data time cost=1.59ms, fps=2241 images/s, loss=0.0119, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:05.341428, arrival_time=2021-04-10 03:20:12.559511, cost_time=0:00:17.417772 2021-04-10 03:20:08,359 INFO : TRAIN, epoch=0164, iter=00160/00196, fetch data time cost=2.18ms, fps=2244 images/s, loss=0.0116, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:04.175712, arrival_time=2021-04-10 03:20:12.534801, cost_time=0:00:18.558727 2021-04-10 03:20:09,511 INFO : TRAIN, epoch=0164, iter=00170/00196, fetch data time cost=1.44ms, fps=2223 images/s, loss=0.0116, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:03.014570, arrival_time=2021-04-10 03:20:12.525527, cost_time=0:00:19.710630 2021-04-10 03:20:10,654 INFO : TRAIN, epoch=0164, iter=00180/00196, fetch data time cost=1.44ms, fps=2239 images/s, loss=0.0116, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:01.853728, arrival_time=2021-04-10 03:20:12.508512, cost_time=0:00:20.854432 2021-04-10 03:20:11,801 INFO : TRAIN, epoch=0164, iter=00190/00196, fetch data time cost=1.37ms, fps=2233 images/s, loss=0.0116, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:00.694788, arrival_time=2021-04-10 03:20:12.496640, cost_time=0:00:22.001534 2021-04-10 03:20:12,414 INFO : TRAIN, epoch=0164, iter=00196/00196, fetch data time cost=1.41ms, fps=2223 images/s, loss=0.0115, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:20:12.414110, cost_time=0:00:22.613760 2021-04-10 03:20:12,899 INFO : EVAL, epoch=0164, iter=00010/00040, fetch data time cost=0.19ms, fps=5284 images/s, loss=0.2992, top1-acc=93.05%, top5-acc=99.80%, remaining_time=0:00:01.453500, arrival_time=2021-04-10 03:20:14.353417, cost_time=0:00:00.484495 2021-04-10 03:20:13,271 INFO : EVAL, epoch=0164, iter=00020/00040, fetch data time cost=1.80ms, fps=6895 images/s, loss=0.2995, top1-acc=93.32%, top5-acc=99.79%, remaining_time=0:00:00.856260, arrival_time=2021-04-10 03:20:14.127938, cost_time=0:00:00.856251 2021-04-10 03:20:13,649 INFO : EVAL, epoch=0164, iter=00030/00040, fetch data time cost=2.02ms, fps=6786 images/s, loss=0.3046, top1-acc=93.01%, top5-acc=99.74%, remaining_time=0:00:00.411320, arrival_time=2021-04-10 03:20:14.060659, cost_time=0:00:01.233959 2021-04-10 03:20:13,997 INFO : EVAL, epoch=0164, iter=00040/00040, fetch data time cost=0.08ms, fps=6670 images/s, loss=0.3161, top1-acc=92.91%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-10 03:20:13.997481, cost_time=0:00:01.582116 2021-04-10 03:20:14,529 INFO : Epoch=0164 complete, best val top1-acc=92.99%, top5-acc=99.73% (epoch=160), remaining_time=0:14:53.868192, arrival_time=2021-04-10 03:35:08.397810, cost_time=1:07:52.066290 2021-04-10 03:20:14,530 INFO : Train start, epoch=0165, lr=0.007784 2021-04-10 03:20:15,867 INFO : TRAIN, epoch=0165, iter=00010/00196, fetch data time cost=1.96ms, fps=1914 images/s, loss=0.0114, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:24.873222, arrival_time=2021-04-10 03:20:40.741029, cost_time=0:00:01.337271 2021-04-10 03:20:17,013 INFO : TRAIN, epoch=0165, iter=00020/00196, fetch data time cost=1.92ms, fps=2236 images/s, loss=0.0110, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:21.848640, arrival_time=2021-04-10 03:20:38.862057, cost_time=0:00:02.482795 2021-04-10 03:20:18,157 INFO : TRAIN, epoch=0165, iter=00030/00196, fetch data time cost=1.45ms, fps=2238 images/s, loss=0.0100, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:20.070894, arrival_time=2021-04-10 03:20:38.228620, cost_time=0:00:03.627257 2021-04-10 03:20:19,298 INFO : TRAIN, epoch=0165, iter=00040/00196, fetch data time cost=1.38ms, fps=2246 images/s, loss=0.0095, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:18.593796, arrival_time=2021-04-10 03:20:37.891892, cost_time=0:00:04.767630 2021-04-10 03:20:20,439 INFO : TRAIN, epoch=0165, iter=00050/00196, fetch data time cost=1.64ms, fps=2245 images/s, loss=0.0104, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:17.252820, arrival_time=2021-04-10 03:20:37.691899, cost_time=0:00:05.908519 2021-04-10 03:20:21,582 INFO : TRAIN, epoch=0165, iter=00060/00196, fetch data time cost=1.92ms, fps=2240 images/s, loss=0.0097, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:15.984624, arrival_time=2021-04-10 03:20:37.567156, cost_time=0:00:07.052057 2021-04-10 03:20:22,730 INFO : TRAIN, epoch=0165, iter=00070/00196, fetch data time cost=2.10ms, fps=2232 images/s, loss=0.0099, top1-acc=99.69%, top5-acc=99.99%, remaining_time=0:00:14.759262, arrival_time=2021-04-10 03:20:37.489333, cost_time=0:00:08.199563 2021-04-10 03:20:23,869 INFO : TRAIN, epoch=0165, iter=00080/00196, fetch data time cost=1.66ms, fps=2248 images/s, loss=0.0098, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:13.541608, arrival_time=2021-04-10 03:20:37.411123, cost_time=0:00:09.339051 2021-04-10 03:20:25,016 INFO : TRAIN, epoch=0165, iter=00090/00196, fetch data time cost=1.36ms, fps=2233 images/s, loss=0.0095, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:12.349848, arrival_time=2021-04-10 03:20:37.366003, cost_time=0:00:10.485690 2021-04-10 03:20:26,155 INFO : TRAIN, epoch=0165, iter=00100/00196, fetch data time cost=1.39ms, fps=2249 images/s, loss=0.0101, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:11.159520, arrival_time=2021-04-10 03:20:37.314521, cost_time=0:00:11.624463 2021-04-10 03:20:27,297 INFO : TRAIN, epoch=0165, iter=00110/00196, fetch data time cost=1.40ms, fps=2241 images/s, loss=0.0097, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:09.981590, arrival_time=2021-04-10 03:20:37.279187, cost_time=0:00:12.767131 2021-04-10 03:20:28,440 INFO : TRAIN, epoch=0165, iter=00120/00196, fetch data time cost=1.39ms, fps=2240 images/s, loss=0.0094, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:08.809768, arrival_time=2021-04-10 03:20:37.250454, cost_time=0:00:13.910209 2021-04-10 03:20:29,579 INFO : TRAIN, epoch=0165, iter=00130/00196, fetch data time cost=1.50ms, fps=2250 images/s, loss=0.0096, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:07.640028, arrival_time=2021-04-10 03:20:37.219162, cost_time=0:00:15.048528 2021-04-10 03:20:30,734 INFO : TRAIN, epoch=0165, iter=00140/00196, fetch data time cost=1.52ms, fps=2217 images/s, loss=0.0096, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:06.481664, arrival_time=2021-04-10 03:20:37.216256, cost_time=0:00:16.204121 2021-04-10 03:20:31,879 INFO : TRAIN, epoch=0165, iter=00150/00196, fetch data time cost=1.38ms, fps=2237 images/s, loss=0.0093, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:05.320360, arrival_time=2021-04-10 03:20:37.199937, cost_time=0:00:17.349035 2021-04-10 03:20:33,025 INFO : TRAIN, epoch=0165, iter=00160/00196, fetch data time cost=1.90ms, fps=2235 images/s, loss=0.0092, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:04.161420, arrival_time=2021-04-10 03:20:37.187081, cost_time=0:00:18.495122 2021-04-10 03:20:34,173 INFO : TRAIN, epoch=0165, iter=00170/00196, fetch data time cost=2.21ms, fps=2232 images/s, loss=0.0092, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:03.004170, arrival_time=2021-04-10 03:20:37.177403, cost_time=0:00:19.642708 2021-04-10 03:20:35,329 INFO : TRAIN, epoch=0165, iter=00180/00196, fetch data time cost=1.53ms, fps=2216 images/s, loss=0.0091, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:01.848784, arrival_time=2021-04-10 03:20:37.178040, cost_time=0:00:20.798737 2021-04-10 03:20:36,475 INFO : TRAIN, epoch=0165, iter=00190/00196, fetch data time cost=1.49ms, fps=2236 images/s, loss=0.0094, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:00.692982, arrival_time=2021-04-10 03:20:37.167974, cost_time=0:00:21.944398 2021-04-10 03:20:37,093 INFO : TRAIN, epoch=0165, iter=00196/00196, fetch data time cost=1.20ms, fps=2200 images/s, loss=0.0095, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:20:37.093789, cost_time=0:00:22.563319 2021-04-10 03:20:37,563 INFO : EVAL, epoch=0165, iter=00010/00040, fetch data time cost=0.30ms, fps=5464 images/s, loss=0.3194, top1-acc=92.54%, top5-acc=99.80%, remaining_time=0:00:01.405440, arrival_time=2021-04-10 03:20:38.968673, cost_time=0:00:00.468475 2021-04-10 03:20:37,938 INFO : EVAL, epoch=0165, iter=00020/00040, fetch data time cost=1.31ms, fps=6838 images/s, loss=0.3216, top1-acc=92.64%, top5-acc=99.80%, remaining_time=0:00:00.843340, arrival_time=2021-04-10 03:20:38.781428, cost_time=0:00:00.843333 2021-04-10 03:20:38,315 INFO : EVAL, epoch=0165, iter=00030/00040, fetch data time cost=1.88ms, fps=6798 images/s, loss=0.3097, top1-acc=92.96%, top5-acc=99.82%, remaining_time=0:00:00.406800, arrival_time=2021-04-10 03:20:38.721910, cost_time=0:00:01.220396 2021-04-10 03:20:38,654 INFO : EVAL, epoch=0165, iter=00040/00040, fetch data time cost=0.07ms, fps=6852 images/s, loss=0.2995, top1-acc=93.09%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-10 03:20:38.654014, cost_time=0:00:01.559328 2021-04-10 03:20:39,672 INFO : Epoch=0165 complete, best val top1-acc=93.09%, top5-acc=99.79% (epoch=165), remaining_time=0:14:29.104880, arrival_time=2021-04-10 03:35:08.776945, cost_time=1:08:17.208749 2021-04-10 03:20:39,672 INFO : Train start, epoch=0166, lr=0.007368 2021-04-10 03:20:41,045 INFO : TRAIN, epoch=0166, iter=00010/00196, fetch data time cost=1.66ms, fps=1865 images/s, loss=0.0142, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:25.524408, arrival_time=2021-04-10 03:21:06.569396, cost_time=0:00:01.372278 2021-04-10 03:20:42,189 INFO : TRAIN, epoch=0166, iter=00020/00196, fetch data time cost=1.67ms, fps=2237 images/s, loss=0.0100, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:22.148192, arrival_time=2021-04-10 03:21:04.337794, cost_time=0:00:02.516832 2021-04-10 03:20:43,331 INFO : TRAIN, epoch=0166, iter=00030/00196, fetch data time cost=1.57ms, fps=2243 images/s, loss=0.0106, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:20.245526, arrival_time=2021-04-10 03:21:03.577122, cost_time=0:00:03.658816 2021-04-10 03:20:44,473 INFO : TRAIN, epoch=0166, iter=00040/00196, fetch data time cost=1.43ms, fps=2243 images/s, loss=0.0102, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:18.723276, arrival_time=2021-04-10 03:21:03.196815, cost_time=0:00:04.800841 2021-04-10 03:20:45,621 INFO : TRAIN, epoch=0166, iter=00050/00196, fetch data time cost=1.33ms, fps=2231 images/s, loss=0.0104, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:17.369766, arrival_time=2021-04-10 03:21:02.991065, cost_time=0:00:05.948530 2021-04-10 03:20:46,767 INFO : TRAIN, epoch=0166, iter=00060/00196, fetch data time cost=2.02ms, fps=2234 images/s, loss=0.0093, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:16.082000, arrival_time=2021-04-10 03:21:02.849775, cost_time=0:00:07.095026 2021-04-10 03:20:47,910 INFO : TRAIN, epoch=0166, iter=00070/00196, fetch data time cost=1.37ms, fps=2241 images/s, loss=0.0097, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:14.828184, arrival_time=2021-04-10 03:21:02.738799, cost_time=0:00:08.237876 2021-04-10 03:20:49,056 INFO : TRAIN, epoch=0166, iter=00080/00196, fetch data time cost=1.44ms, fps=2236 images/s, loss=0.0099, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:13.605756, arrival_time=2021-04-10 03:21:02.661728, cost_time=0:00:09.383265 2021-04-10 03:20:50,198 INFO : TRAIN, epoch=0166, iter=00090/00196, fetch data time cost=1.49ms, fps=2241 images/s, loss=0.0095, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:12.397548, arrival_time=2021-04-10 03:21:02.596438, cost_time=0:00:10.526188 2021-04-10 03:20:51,340 INFO : TRAIN, epoch=0166, iter=00100/00196, fetch data time cost=1.49ms, fps=2244 images/s, loss=0.0093, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:11.200800, arrival_time=2021-04-10 03:21:02.541024, cost_time=0:00:11.667520 2021-04-10 03:20:52,481 INFO : TRAIN, epoch=0166, iter=00110/00196, fetch data time cost=2.04ms, fps=2245 images/s, loss=0.0089, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:10.013840, arrival_time=2021-04-10 03:21:02.494996, cost_time=0:00:12.808405 2021-04-10 03:20:53,630 INFO : TRAIN, epoch=0166, iter=00120/00196, fetch data time cost=1.83ms, fps=2229 images/s, loss=0.0086, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:08.840016, arrival_time=2021-04-10 03:21:02.470676, cost_time=0:00:13.957919 2021-04-10 03:20:54,774 INFO : TRAIN, epoch=0166, iter=00130/00196, fetch data time cost=1.43ms, fps=2240 images/s, loss=0.0087, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:07.666956, arrival_time=2021-04-10 03:21:02.441185, cost_time=0:00:15.101521 2021-04-10 03:20:55,917 INFO : TRAIN, epoch=0166, iter=00140/00196, fetch data time cost=1.59ms, fps=2239 images/s, loss=0.0088, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:06.498016, arrival_time=2021-04-10 03:21:02.415807, cost_time=0:00:16.245012 2021-04-10 03:20:57,061 INFO : TRAIN, epoch=0166, iter=00150/00196, fetch data time cost=1.38ms, fps=2240 images/s, loss=0.0087, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:05.332412, arrival_time=2021-04-10 03:21:02.393376, cost_time=0:00:17.388256 2021-04-10 03:20:58,201 INFO : TRAIN, epoch=0166, iter=00160/00196, fetch data time cost=1.40ms, fps=2246 images/s, loss=0.0086, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:04.168908, arrival_time=2021-04-10 03:21:02.370059, cost_time=0:00:18.528446 2021-04-10 03:20:59,350 INFO : TRAIN, epoch=0166, iter=00170/00196, fetch data time cost=1.29ms, fps=2228 images/s, loss=0.0086, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:03.009526, arrival_time=2021-04-10 03:21:02.359979, cost_time=0:00:19.677743 2021-04-10 03:21:00,491 INFO : TRAIN, epoch=0166, iter=00180/00196, fetch data time cost=1.86ms, fps=2244 images/s, loss=0.0088, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:01.850576, arrival_time=2021-04-10 03:21:02.342177, cost_time=0:00:20.818896 2021-04-10 03:21:01,634 INFO : TRAIN, epoch=0166, iter=00190/00196, fetch data time cost=1.90ms, fps=2241 images/s, loss=0.0087, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:00.693522, arrival_time=2021-04-10 03:21:02.327717, cost_time=0:00:21.961484 2021-04-10 03:21:02,249 INFO : TRAIN, epoch=0166, iter=00196/00196, fetch data time cost=1.26ms, fps=2212 images/s, loss=0.0086, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:21:02.249535, cost_time=0:00:22.576824 2021-04-10 03:21:02,725 INFO : EVAL, epoch=0166, iter=00010/00040, fetch data time cost=0.29ms, fps=5390 images/s, loss=0.2733, top1-acc=93.44%, top5-acc=99.73%, remaining_time=0:00:01.424910, arrival_time=2021-04-10 03:21:04.150444, cost_time=0:00:00.474967 2021-04-10 03:21:03,099 INFO : EVAL, epoch=0166, iter=00020/00040, fetch data time cost=1.44ms, fps=6849 images/s, loss=0.3032, top1-acc=92.99%, top5-acc=99.71%, remaining_time=0:00:00.849260, arrival_time=2021-04-10 03:21:03.949035, cost_time=0:00:00.849261 2021-04-10 03:21:03,476 INFO : EVAL, epoch=0166, iter=00030/00040, fetch data time cost=2.02ms, fps=6803 images/s, loss=0.2962, top1-acc=93.28%, top5-acc=99.74%, remaining_time=0:00:00.408630, arrival_time=2021-04-10 03:21:03.885075, cost_time=0:00:01.225884 2021-04-10 03:21:03,814 INFO : EVAL, epoch=0166, iter=00040/00040, fetch data time cost=0.07ms, fps=6868 images/s, loss=0.2946, top1-acc=93.23%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-10 03:21:03.814701, cost_time=0:00:01.564181 2021-04-10 03:21:05,356 INFO : Epoch=0166 complete, best val top1-acc=93.23%, top5-acc=99.73% (epoch=166), remaining_time=0:14:04.447970, arrival_time=2021-04-10 03:35:09.804272, cost_time=1:08:42.892985 2021-04-10 03:21:05,357 INFO : Train start, epoch=0167, lr=0.006963 2021-04-10 03:21:06,719 INFO : TRAIN, epoch=0167, iter=00010/00196, fetch data time cost=0.24ms, fps=1879 images/s, loss=0.0083, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:25.336176, arrival_time=2021-04-10 03:21:32.055537, cost_time=0:00:01.362157 2021-04-10 03:21:07,860 INFO : TRAIN, epoch=0167, iter=00020/00196, fetch data time cost=1.53ms, fps=2244 images/s, loss=0.0094, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:22.029568, arrival_time=2021-04-10 03:21:29.890112, cost_time=0:00:02.503361 2021-04-10 03:21:09,001 INFO : TRAIN, epoch=0167, iter=00030/00196, fetch data time cost=1.68ms, fps=2245 images/s, loss=0.0093, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:20.163190, arrival_time=2021-04-10 03:21:29.164360, cost_time=0:00:03.643963 2021-04-10 03:21:10,144 INFO : TRAIN, epoch=0167, iter=00040/00196, fetch data time cost=1.51ms, fps=2239 images/s, loss=0.0095, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:18.671796, arrival_time=2021-04-10 03:21:28.816614, cost_time=0:00:04.787653 2021-04-10 03:21:11,287 INFO : TRAIN, epoch=0167, iter=00050/00196, fetch data time cost=1.41ms, fps=2241 images/s, loss=0.0093, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:17.316330, arrival_time=2021-04-10 03:21:28.603731, cost_time=0:00:05.930233 2021-04-10 03:21:12,432 INFO : TRAIN, epoch=0167, iter=00060/00196, fetch data time cost=1.42ms, fps=2236 images/s, loss=0.0089, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:16.037800, arrival_time=2021-04-10 03:21:28.470461, cost_time=0:00:07.075497 2021-04-10 03:21:13,578 INFO : TRAIN, epoch=0167, iter=00070/00196, fetch data time cost=1.38ms, fps=2234 images/s, loss=0.0086, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:14.798826, arrival_time=2021-04-10 03:21:28.377601, cost_time=0:00:08.221569 2021-04-10 03:21:14,723 INFO : TRAIN, epoch=0167, iter=00080/00196, fetch data time cost=1.51ms, fps=2238 images/s, loss=0.0085, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:13.580816, arrival_time=2021-04-10 03:21:28.304083, cost_time=0:00:09.366109 2021-04-10 03:21:15,860 INFO : TRAIN, epoch=0167, iter=00090/00196, fetch data time cost=1.49ms, fps=2251 images/s, loss=0.0083, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:12.370836, arrival_time=2021-04-10 03:21:28.231555, cost_time=0:00:10.503553 2021-04-10 03:21:17,004 INFO : TRAIN, epoch=0167, iter=00100/00196, fetch data time cost=1.46ms, fps=2239 images/s, loss=0.0082, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:11.181504, arrival_time=2021-04-10 03:21:28.186107, cost_time=0:00:11.647414 2021-04-10 03:21:18,144 INFO : TRAIN, epoch=0167, iter=00110/00196, fetch data time cost=1.48ms, fps=2248 images/s, loss=0.0082, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:09.996898, arrival_time=2021-04-10 03:21:28.140857, cost_time=0:00:12.786756 2021-04-10 03:21:19,293 INFO : TRAIN, epoch=0167, iter=00120/00196, fetch data time cost=1.57ms, fps=2229 images/s, loss=0.0082, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:08.825956, arrival_time=2021-04-10 03:21:28.118930, cost_time=0:00:13.935760 2021-04-10 03:21:20,436 INFO : TRAIN, epoch=0167, iter=00130/00196, fetch data time cost=1.61ms, fps=2240 images/s, loss=0.0082, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:07.655538, arrival_time=2021-04-10 03:21:28.091967, cost_time=0:00:15.079105 2021-04-10 03:21:21,603 INFO : TRAIN, epoch=0167, iter=00140/00196, fetch data time cost=1.84ms, fps=2195 images/s, loss=0.0082, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:06.498576, arrival_time=2021-04-10 03:21:28.102173, cost_time=0:00:16.246430 2021-04-10 03:21:22,745 INFO : TRAIN, epoch=0167, iter=00150/00196, fetch data time cost=1.38ms, fps=2243 images/s, loss=0.0082, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:05.332412, arrival_time=2021-04-10 03:21:28.077858, cost_time=0:00:17.388277 2021-04-10 03:21:23,888 INFO : TRAIN, epoch=0167, iter=00160/00196, fetch data time cost=2.40ms, fps=2240 images/s, loss=0.0083, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:04.169628, arrival_time=2021-04-10 03:21:28.058463, cost_time=0:00:18.531607 2021-04-10 03:21:25,034 INFO : TRAIN, epoch=0167, iter=00170/00196, fetch data time cost=1.45ms, fps=2236 images/s, loss=0.0081, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:03.009474, arrival_time=2021-04-10 03:21:28.043925, cost_time=0:00:19.677281 2021-04-10 03:21:26,170 INFO : TRAIN, epoch=0167, iter=00180/00196, fetch data time cost=1.43ms, fps=2254 images/s, loss=0.0082, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:01.850096, arrival_time=2021-04-10 03:21:28.020894, cost_time=0:00:20.813563 2021-04-10 03:21:27,311 INFO : TRAIN, epoch=0167, iter=00190/00196, fetch data time cost=1.26ms, fps=2246 images/s, loss=0.0081, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:00.693288, arrival_time=2021-04-10 03:21:28.004583, cost_time=0:00:21.954131 2021-04-10 03:21:27,925 INFO : TRAIN, epoch=0167, iter=00196/00196, fetch data time cost=1.27ms, fps=2217 images/s, loss=0.0083, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:21:27.925047, cost_time=0:00:22.567884 2021-04-10 03:21:28,409 INFO : EVAL, epoch=0167, iter=00010/00040, fetch data time cost=0.19ms, fps=5292 images/s, loss=0.2616, top1-acc=94.41%, top5-acc=99.88%, remaining_time=0:00:01.451070, arrival_time=2021-04-10 03:21:29.860841, cost_time=0:00:00.483689 2021-04-10 03:21:28,786 INFO : EVAL, epoch=0167, iter=00020/00040, fetch data time cost=1.81ms, fps=6804 images/s, loss=0.2786, top1-acc=93.79%, top5-acc=99.77%, remaining_time=0:00:00.860520, arrival_time=2021-04-10 03:21:29.647089, cost_time=0:00:00.860529 2021-04-10 03:21:29,159 INFO : EVAL, epoch=0167, iter=00030/00040, fetch data time cost=1.30ms, fps=6871 images/s, loss=0.2817, top1-acc=93.65%, top5-acc=99.75%, remaining_time=0:00:00.411240, arrival_time=2021-04-10 03:21:29.570972, cost_time=0:00:01.233720 2021-04-10 03:21:29,496 INFO : EVAL, epoch=0167, iter=00040/00040, fetch data time cost=0.07ms, fps=6890 images/s, loss=0.2958, top1-acc=93.32%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-10 03:21:29.496864, cost_time=0:00:01.570912 2021-04-10 03:21:30,552 INFO : Epoch=0167 complete, best val top1-acc=93.32%, top5-acc=99.78% (epoch=167), remaining_time=0:13:39.682281, arrival_time=2021-04-10 03:35:10.234757, cost_time=1:09:08.089149 2021-04-10 03:21:30,553 INFO : Train start, epoch=0168, lr=0.006568 2021-04-10 03:21:31,914 INFO : TRAIN, epoch=0168, iter=00010/00196, fetch data time cost=1.91ms, fps=1881 images/s, loss=0.0055, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:25.319064, arrival_time=2021-04-10 03:21:57.233438, cost_time=0:00:01.361241 2021-04-10 03:21:33,056 INFO : TRAIN, epoch=0168, iter=00020/00196, fetch data time cost=1.36ms, fps=2243 images/s, loss=0.0073, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:22.025520, arrival_time=2021-04-10 03:21:55.081554, cost_time=0:00:02.502897 2021-04-10 03:21:34,206 INFO : TRAIN, epoch=0168, iter=00030/00196, fetch data time cost=2.76ms, fps=2227 images/s, loss=0.0075, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:20.212824, arrival_time=2021-04-10 03:21:54.418962, cost_time=0:00:03.652918 2021-04-10 03:21:35,351 INFO : TRAIN, epoch=0168, iter=00040/00196, fetch data time cost=1.61ms, fps=2236 images/s, loss=0.0078, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:18.713136, arrival_time=2021-04-10 03:21:54.064573, cost_time=0:00:04.798235 2021-04-10 03:21:36,496 INFO : TRAIN, epoch=0168, iter=00050/00196, fetch data time cost=1.48ms, fps=2237 images/s, loss=0.0072, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:17.353852, arrival_time=2021-04-10 03:21:53.850178, cost_time=0:00:05.943118 2021-04-10 03:21:37,636 INFO : TRAIN, epoch=0168, iter=00060/00196, fetch data time cost=1.45ms, fps=2246 images/s, loss=0.0076, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:16.056160, arrival_time=2021-04-10 03:21:53.692931, cost_time=0:00:07.083604 2021-04-10 03:21:38,782 INFO : TRAIN, epoch=0168, iter=00070/00196, fetch data time cost=1.85ms, fps=2235 images/s, loss=0.0073, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:14.812686, arrival_time=2021-04-10 03:21:53.595100, cost_time=0:00:08.229275 2021-04-10 03:21:39,926 INFO : TRAIN, epoch=0168, iter=00080/00196, fetch data time cost=1.72ms, fps=2239 images/s, loss=0.0074, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:13.590560, arrival_time=2021-04-10 03:21:53.516656, cost_time=0:00:09.372838 2021-04-10 03:21:41,074 INFO : TRAIN, epoch=0168, iter=00090/00196, fetch data time cost=1.53ms, fps=2230 images/s, loss=0.0073, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:12.392248, arrival_time=2021-04-10 03:21:53.467109, cost_time=0:00:10.521722 2021-04-10 03:21:42,220 INFO : TRAIN, epoch=0168, iter=00100/00196, fetch data time cost=1.84ms, fps=2236 images/s, loss=0.0073, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:11.200320, arrival_time=2021-04-10 03:21:53.420487, cost_time=0:00:11.667031 2021-04-10 03:21:43,358 INFO : TRAIN, epoch=0168, iter=00110/00196, fetch data time cost=1.54ms, fps=2250 images/s, loss=0.0072, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:10.011346, arrival_time=2021-04-10 03:21:53.369720, cost_time=0:00:12.805235 2021-04-10 03:21:44,500 INFO : TRAIN, epoch=0168, iter=00120/00196, fetch data time cost=1.58ms, fps=2242 images/s, loss=0.0073, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:08.833480, arrival_time=2021-04-10 03:21:53.334277, cost_time=0:00:13.947660 2021-04-10 03:21:45,643 INFO : TRAIN, epoch=0168, iter=00130/00196, fetch data time cost=2.22ms, fps=2241 images/s, loss=0.0073, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:07.661148, arrival_time=2021-04-10 03:21:53.304484, cost_time=0:00:15.090197 2021-04-10 03:21:46,792 INFO : TRAIN, epoch=0168, iter=00140/00196, fetch data time cost=1.52ms, fps=2229 images/s, loss=0.0073, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:06.495664, arrival_time=2021-04-10 03:21:53.288016, cost_time=0:00:16.239142 2021-04-10 03:21:47,935 INFO : TRAIN, epoch=0168, iter=00150/00196, fetch data time cost=1.90ms, fps=2241 images/s, loss=0.0074, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:05.330434, arrival_time=2021-04-10 03:21:53.265438, cost_time=0:00:17.381836 2021-04-10 03:21:49,074 INFO : TRAIN, epoch=0168, iter=00160/00196, fetch data time cost=1.55ms, fps=2248 images/s, loss=0.0074, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:04.167288, arrival_time=2021-04-10 03:21:53.241736, cost_time=0:00:18.521309 2021-04-10 03:21:50,229 INFO : TRAIN, epoch=0168, iter=00170/00196, fetch data time cost=2.43ms, fps=2217 images/s, loss=0.0072, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:03.009370, arrival_time=2021-04-10 03:21:53.239188, cost_time=0:00:19.676644 2021-04-10 03:21:51,374 INFO : TRAIN, epoch=0168, iter=00180/00196, fetch data time cost=1.44ms, fps=2237 images/s, loss=0.0071, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:01.850800, arrival_time=2021-04-10 03:21:53.225502, cost_time=0:00:20.821529 2021-04-10 03:21:52,519 INFO : TRAIN, epoch=0168, iter=00190/00196, fetch data time cost=1.34ms, fps=2238 images/s, loss=0.0075, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:00.693660, arrival_time=2021-04-10 03:21:53.212674, cost_time=0:00:21.965876 2021-04-10 03:21:53,133 INFO : TRAIN, epoch=0168, iter=00196/00196, fetch data time cost=1.48ms, fps=2217 images/s, loss=0.0074, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:21:53.132967, cost_time=0:00:22.579831 2021-04-10 03:21:53,619 INFO : EVAL, epoch=0168, iter=00010/00040, fetch data time cost=0.40ms, fps=5276 images/s, loss=0.2978, top1-acc=93.12%, top5-acc=99.77%, remaining_time=0:00:01.455480, arrival_time=2021-04-10 03:21:55.074580, cost_time=0:00:00.485156 2021-04-10 03:21:53,990 INFO : EVAL, epoch=0168, iter=00020/00040, fetch data time cost=1.40ms, fps=6896 images/s, loss=0.3060, top1-acc=93.01%, top5-acc=99.77%, remaining_time=0:00:00.856820, arrival_time=2021-04-10 03:21:54.847554, cost_time=0:00:00.856823 2021-04-10 03:21:54,360 INFO : EVAL, epoch=0168, iter=00030/00040, fetch data time cost=2.02ms, fps=6933 images/s, loss=0.2973, top1-acc=93.27%, top5-acc=99.79%, remaining_time=0:00:00.408800, arrival_time=2021-04-10 03:21:54.769120, cost_time=0:00:01.226410 2021-04-10 03:21:54,695 INFO : EVAL, epoch=0168, iter=00040/00040, fetch data time cost=0.07ms, fps=6921 images/s, loss=0.3025, top1-acc=93.28%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-10 03:21:54.695854, cost_time=0:00:01.561972 2021-04-10 03:21:55,178 INFO : Epoch=0168 complete, best val top1-acc=93.32%, top5-acc=99.78% (epoch=167), remaining_time=0:13:14.802944, arrival_time=2021-04-10 03:35:09.981753, cost_time=1:09:32.715472 2021-04-10 03:21:55,179 INFO : Train start, epoch=0169, lr=0.006185 2021-04-10 03:21:56,505 INFO : TRAIN, epoch=0169, iter=00010/00196, fetch data time cost=1.59ms, fps=1931 images/s, loss=0.0096, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:24.662112, arrival_time=2021-04-10 03:22:21.167705, cost_time=0:00:01.325924 2021-04-10 03:21:57,653 INFO : TRAIN, epoch=0169, iter=00020/00196, fetch data time cost=1.98ms, fps=2232 images/s, loss=0.0086, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:21.767152, arrival_time=2021-04-10 03:22:19.420411, cost_time=0:00:02.473535 2021-04-10 03:21:58,800 INFO : TRAIN, epoch=0169, iter=00030/00196, fetch data time cost=1.52ms, fps=2233 images/s, loss=0.0081, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:20.034706, arrival_time=2021-04-10 03:22:18.835174, cost_time=0:00:03.620727 2021-04-10 03:21:59,944 INFO : TRAIN, epoch=0169, iter=00040/00196, fetch data time cost=1.92ms, fps=2238 images/s, loss=0.0069, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:18.584280, arrival_time=2021-04-10 03:22:18.529139, cost_time=0:00:04.765191 2021-04-10 03:22:01,092 INFO : TRAIN, epoch=0169, iter=00050/00196, fetch data time cost=1.51ms, fps=2231 images/s, loss=0.0062, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:17.266252, arrival_time=2021-04-10 03:22:18.359055, cost_time=0:00:05.913098 2021-04-10 03:22:02,232 INFO : TRAIN, epoch=0169, iter=00060/00196, fetch data time cost=1.57ms, fps=2248 images/s, loss=0.0063, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:15.985712, arrival_time=2021-04-10 03:22:18.217951, cost_time=0:00:07.052501 2021-04-10 03:22:03,378 INFO : TRAIN, epoch=0169, iter=00070/00196, fetch data time cost=1.67ms, fps=2235 images/s, loss=0.0061, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:14.757120, arrival_time=2021-04-10 03:22:18.135198, cost_time=0:00:08.198409 2021-04-10 03:22:04,523 INFO : TRAIN, epoch=0169, iter=00080/00196, fetch data time cost=1.52ms, fps=2237 images/s, loss=0.0060, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:13.547756, arrival_time=2021-04-10 03:22:18.070717, cost_time=0:00:09.343299 2021-04-10 03:22:05,661 INFO : TRAIN, epoch=0169, iter=00090/00196, fetch data time cost=1.53ms, fps=2249 images/s, loss=0.0056, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:12.345502, arrival_time=2021-04-10 03:22:18.007227, cost_time=0:00:10.482068 2021-04-10 03:22:06,807 INFO : TRAIN, epoch=0169, iter=00100/00196, fetch data time cost=1.90ms, fps=2235 images/s, loss=0.0054, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:11.162784, arrival_time=2021-04-10 03:22:17.970391, cost_time=0:00:11.627907 2021-04-10 03:22:07,952 INFO : TRAIN, epoch=0169, iter=00110/00196, fetch data time cost=1.53ms, fps=2238 images/s, loss=0.0058, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:09.985804, arrival_time=2021-04-10 03:22:17.938014, cost_time=0:00:12.772550 2021-04-10 03:22:09,094 INFO : TRAIN, epoch=0169, iter=00120/00196, fetch data time cost=1.36ms, fps=2242 images/s, loss=0.0056, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:08.812732, arrival_time=2021-04-10 03:22:17.907336, cost_time=0:00:13.914870 2021-04-10 03:22:10,239 INFO : TRAIN, epoch=0169, iter=00130/00196, fetch data time cost=1.43ms, fps=2237 images/s, loss=0.0056, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:07.645770, arrival_time=2021-04-10 03:22:17.885345, cost_time=0:00:15.059903 2021-04-10 03:22:11,379 INFO : TRAIN, epoch=0169, iter=00140/00196, fetch data time cost=1.38ms, fps=2247 images/s, loss=0.0056, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:06.479928, arrival_time=2021-04-10 03:22:17.859369, cost_time=0:00:16.199777 2021-04-10 03:22:12,525 INFO : TRAIN, epoch=0169, iter=00150/00196, fetch data time cost=1.74ms, fps=2234 images/s, loss=0.0056, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:05.319532, arrival_time=2021-04-10 03:22:17.845469, cost_time=0:00:17.346273 2021-04-10 03:22:13,662 INFO : TRAIN, epoch=0169, iter=00160/00196, fetch data time cost=1.46ms, fps=2254 images/s, loss=0.0055, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:04.158576, arrival_time=2021-04-10 03:22:17.820843, cost_time=0:00:18.482600 2021-04-10 03:22:14,808 INFO : TRAIN, epoch=0169, iter=00170/00196, fetch data time cost=2.19ms, fps=2234 images/s, loss=0.0053, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:03.002038, arrival_time=2021-04-10 03:22:17.810528, cost_time=0:00:19.628791 2021-04-10 03:22:15,950 INFO : TRAIN, epoch=0169, iter=00180/00196, fetch data time cost=1.42ms, fps=2243 images/s, loss=0.0053, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:01.846272, arrival_time=2021-04-10 03:22:17.796441, cost_time=0:00:20.770506 2021-04-10 03:22:17,094 INFO : TRAIN, epoch=0169, iter=00190/00196, fetch data time cost=1.57ms, fps=2239 images/s, loss=0.0054, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:00.692028, arrival_time=2021-04-10 03:22:17.785999, cost_time=0:00:21.914254 2021-04-10 03:22:17,713 INFO : TRAIN, epoch=0169, iter=00196/00196, fetch data time cost=1.25ms, fps=2197 images/s, loss=0.0053, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:22:17.713564, cost_time=0:00:22.533909 2021-04-10 03:22:18,194 INFO : EVAL, epoch=0169, iter=00010/00040, fetch data time cost=2.18ms, fps=5330 images/s, loss=0.3034, top1-acc=93.28%, top5-acc=99.73%, remaining_time=0:00:01.440750, arrival_time=2021-04-10 03:22:19.635477, cost_time=0:00:00.480250 2021-04-10 03:22:18,568 INFO : EVAL, epoch=0169, iter=00020/00040, fetch data time cost=1.87ms, fps=6862 images/s, loss=0.3181, top1-acc=93.18%, top5-acc=99.73%, remaining_time=0:00:00.853640, arrival_time=2021-04-10 03:22:19.421831, cost_time=0:00:00.853644 2021-04-10 03:22:18,942 INFO : EVAL, epoch=0169, iter=00030/00040, fetch data time cost=1.53ms, fps=6848 images/s, loss=0.3154, top1-acc=92.98%, top5-acc=99.74%, remaining_time=0:00:00.409350, arrival_time=2021-04-10 03:22:19.351890, cost_time=0:00:01.228059 2021-04-10 03:22:19,279 INFO : EVAL, epoch=0169, iter=00040/00040, fetch data time cost=0.09ms, fps=6897 images/s, loss=0.2957, top1-acc=93.26%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-10 03:22:19.279275, cost_time=0:00:01.564823 2021-04-10 03:22:19,775 INFO : Epoch=0169 complete, best val top1-acc=93.32%, top5-acc=99.78% (epoch=167), remaining_time=0:12:49.921146, arrival_time=2021-04-10 03:35:09.696546, cost_time=1:09:57.312091 2021-04-10 03:22:19,775 INFO : Train start, epoch=0170, lr=0.005812 2021-04-10 03:22:21,107 INFO : TRAIN, epoch=0170, iter=00010/00196, fetch data time cost=0.37ms, fps=1923 images/s, loss=0.0051, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:24.759018, arrival_time=2021-04-10 03:22:45.866247, cost_time=0:00:01.331133 2021-04-10 03:22:22,251 INFO : TRAIN, epoch=0170, iter=00020/00196, fetch data time cost=1.52ms, fps=2238 images/s, loss=0.0045, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:21.785104, arrival_time=2021-04-10 03:22:44.036775, cost_time=0:00:02.475578 2021-04-10 03:22:23,394 INFO : TRAIN, epoch=0170, iter=00030/00196, fetch data time cost=1.52ms, fps=2242 images/s, loss=0.0060, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:20.020762, arrival_time=2021-04-10 03:22:43.415005, cost_time=0:00:03.618207 2021-04-10 03:22:24,540 INFO : TRAIN, epoch=0170, iter=00040/00196, fetch data time cost=1.99ms, fps=2233 images/s, loss=0.0057, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:18.582720, arrival_time=2021-04-10 03:22:43.123551, cost_time=0:00:04.764799 2021-04-10 03:22:25,683 INFO : TRAIN, epoch=0170, iter=00050/00196, fetch data time cost=1.47ms, fps=2241 images/s, loss=0.0065, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:17.249462, arrival_time=2021-04-10 03:22:42.932945, cost_time=0:00:05.907341 2021-04-10 03:22:26,830 INFO : TRAIN, epoch=0170, iter=00060/00196, fetch data time cost=1.37ms, fps=2233 images/s, loss=0.0059, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:15.990608, arrival_time=2021-04-10 03:22:42.821359, cost_time=0:00:07.054673 2021-04-10 03:22:27,972 INFO : TRAIN, epoch=0170, iter=00070/00196, fetch data time cost=1.76ms, fps=2244 images/s, loss=0.0060, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:14.753088, arrival_time=2021-04-10 03:22:42.725246, cost_time=0:00:08.196131 2021-04-10 03:22:29,112 INFO : TRAIN, epoch=0170, iter=00080/00196, fetch data time cost=1.75ms, fps=2245 images/s, loss=0.0058, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:13.538012, arrival_time=2021-04-10 03:22:42.650665, cost_time=0:00:09.336579 2021-04-10 03:22:30,259 INFO : TRAIN, epoch=0170, iter=00090/00196, fetch data time cost=1.47ms, fps=2233 images/s, loss=0.0058, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:12.347198, arrival_time=2021-04-10 03:22:42.606739, cost_time=0:00:10.483510 2021-04-10 03:22:31,402 INFO : TRAIN, epoch=0170, iter=00100/00196, fetch data time cost=1.68ms, fps=2241 images/s, loss=0.0055, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:11.161440, arrival_time=2021-04-10 03:22:42.564015, cost_time=0:00:11.626477 2021-04-10 03:22:32,550 INFO : TRAIN, epoch=0170, iter=00110/00196, fetch data time cost=1.98ms, fps=2231 images/s, loss=0.0054, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:09.987266, arrival_time=2021-04-10 03:22:42.537750, cost_time=0:00:12.774406 2021-04-10 03:22:33,695 INFO : TRAIN, epoch=0170, iter=00120/00196, fetch data time cost=1.44ms, fps=2236 images/s, loss=0.0053, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:08.815848, arrival_time=2021-04-10 03:22:42.511592, cost_time=0:00:13.919703 2021-04-10 03:22:34,835 INFO : TRAIN, epoch=0170, iter=00130/00196, fetch data time cost=1.63ms, fps=2246 images/s, loss=0.0054, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:07.645770, arrival_time=2021-04-10 03:22:42.481665, cost_time=0:00:15.059868 2021-04-10 03:22:35,981 INFO : TRAIN, epoch=0170, iter=00140/00196, fetch data time cost=1.76ms, fps=2236 images/s, loss=0.0052, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:06.482056, arrival_time=2021-04-10 03:22:42.463289, cost_time=0:00:16.205169 2021-04-10 03:22:37,128 INFO : TRAIN, epoch=0170, iter=00150/00196, fetch data time cost=1.38ms, fps=2232 images/s, loss=0.0052, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:05.321510, arrival_time=2021-04-10 03:22:42.450295, cost_time=0:00:17.352762 2021-04-10 03:22:38,268 INFO : TRAIN, epoch=0170, iter=00160/00196, fetch data time cost=1.45ms, fps=2247 images/s, loss=0.0052, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:04.160808, arrival_time=2021-04-10 03:22:42.429371, cost_time=0:00:18.492524 2021-04-10 03:22:39,410 INFO : TRAIN, epoch=0170, iter=00170/00196, fetch data time cost=1.49ms, fps=2243 images/s, loss=0.0051, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:03.002896, arrival_time=2021-04-10 03:22:42.413255, cost_time=0:00:19.634333 2021-04-10 03:22:40,559 INFO : TRAIN, epoch=0170, iter=00180/00196, fetch data time cost=1.57ms, fps=2229 images/s, loss=0.0050, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:01.847424, arrival_time=2021-04-10 03:22:42.406933, cost_time=0:00:20.783439 2021-04-10 03:22:41,703 INFO : TRAIN, epoch=0170, iter=00190/00196, fetch data time cost=1.40ms, fps=2239 images/s, loss=0.0049, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:00.692448, arrival_time=2021-04-10 03:22:42.395931, cost_time=0:00:21.927450 2021-04-10 03:22:42,319 INFO : TRAIN, epoch=0170, iter=00196/00196, fetch data time cost=1.20ms, fps=2209 images/s, loss=0.0050, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:22:42.319454, cost_time=0:00:22.543388 2021-04-10 03:22:42,804 INFO : EVAL, epoch=0170, iter=00010/00040, fetch data time cost=4.03ms, fps=5290 images/s, loss=0.2952, top1-acc=93.79%, top5-acc=99.57%, remaining_time=0:00:01.451730, arrival_time=2021-04-10 03:22:44.256450, cost_time=0:00:00.483912 2021-04-10 03:22:43,181 INFO : EVAL, epoch=0170, iter=00020/00040, fetch data time cost=2.29ms, fps=6811 images/s, loss=0.2869, top1-acc=93.65%, top5-acc=99.71%, remaining_time=0:00:00.860220, arrival_time=2021-04-10 03:22:44.041329, cost_time=0:00:00.860227 2021-04-10 03:22:43,558 INFO : EVAL, epoch=0170, iter=00030/00040, fetch data time cost=0.29ms, fps=6790 images/s, loss=0.2816, top1-acc=93.58%, top5-acc=99.79%, remaining_time=0:00:00.412620, arrival_time=2021-04-10 03:22:43.971260, cost_time=0:00:01.237871 2021-04-10 03:22:43,898 INFO : EVAL, epoch=0170, iter=00040/00040, fetch data time cost=0.07ms, fps=6835 images/s, loss=0.2865, top1-acc=93.54%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-10 03:22:43.898394, cost_time=0:00:01.577651 2021-04-10 03:22:45,480 INFO : Epoch=0170 complete, best val top1-acc=93.54%, top5-acc=99.71% (epoch=170), remaining_time=0:12:25.238340, arrival_time=2021-04-10 03:35:10.718926, cost_time=1:10:23.017256 2021-04-10 03:22:45,481 INFO : Train start, epoch=0171, lr=0.005450 2021-04-10 03:22:46,830 INFO : TRAIN, epoch=0171, iter=00010/00196, fetch data time cost=0.37ms, fps=1898 images/s, loss=0.0061, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:25.089354, arrival_time=2021-04-10 03:23:11.919547, cost_time=0:00:01.348888 2021-04-10 03:22:47,981 INFO : TRAIN, epoch=0171, iter=00020/00196, fetch data time cost=1.87ms, fps=2224 images/s, loss=0.0055, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:22.002992, arrival_time=2021-04-10 03:23:09.984619, cost_time=0:00:02.500346 2021-04-10 03:22:49,124 INFO : TRAIN, epoch=0171, iter=00030/00196, fetch data time cost=1.42ms, fps=2240 images/s, loss=0.0055, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:20.161198, arrival_time=2021-04-10 03:23:09.286037, cost_time=0:00:03.643599 2021-04-10 03:22:50,278 INFO : TRAIN, epoch=0171, iter=00040/00196, fetch data time cost=1.72ms, fps=2219 images/s, loss=0.0059, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:18.710640, arrival_time=2021-04-10 03:23:08.989503, cost_time=0:00:04.797618 2021-04-10 03:22:51,420 INFO : TRAIN, epoch=0171, iter=00050/00196, fetch data time cost=1.55ms, fps=2243 images/s, loss=0.0054, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:17.343340, arrival_time=2021-04-10 03:23:08.764143, cost_time=0:00:05.939519 2021-04-10 03:22:52,565 INFO : TRAIN, epoch=0171, iter=00060/00196, fetch data time cost=1.41ms, fps=2238 images/s, loss=0.0050, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:16.056568, arrival_time=2021-04-10 03:23:08.621563, cost_time=0:00:07.083752 2021-04-10 03:22:53,706 INFO : TRAIN, epoch=0171, iter=00070/00196, fetch data time cost=1.40ms, fps=2243 images/s, loss=0.0051, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:14.805756, arrival_time=2021-04-10 03:23:08.512449, cost_time=0:00:08.225453 2021-04-10 03:22:54,844 INFO : TRAIN, epoch=0171, iter=00080/00196, fetch data time cost=1.57ms, fps=2251 images/s, loss=0.0051, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:13.576640, arrival_time=2021-04-10 03:23:08.421078, cost_time=0:00:09.363196 2021-04-10 03:22:55,986 INFO : TRAIN, epoch=0171, iter=00090/00196, fetch data time cost=1.52ms, fps=2242 images/s, loss=0.0048, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:12.372850, arrival_time=2021-04-10 03:23:08.359383, cost_time=0:00:10.505254 2021-04-10 03:22:57,124 INFO : TRAIN, epoch=0171, iter=00100/00196, fetch data time cost=1.42ms, fps=2250 images/s, loss=0.0046, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:11.177568, arrival_time=2021-04-10 03:23:08.302122, cost_time=0:00:11.643299 2021-04-10 03:22:58,265 INFO : TRAIN, epoch=0171, iter=00110/00196, fetch data time cost=1.53ms, fps=2245 images/s, loss=0.0044, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:09.994920, arrival_time=2021-04-10 03:23:08.260375, cost_time=0:00:12.784173 2021-04-10 03:22:59,406 INFO : TRAIN, epoch=0171, iter=00120/00196, fetch data time cost=1.40ms, fps=2244 images/s, loss=0.0045, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:08.819572, arrival_time=2021-04-10 03:23:08.226465, cost_time=0:00:13.925643 2021-04-10 03:23:00,548 INFO : TRAIN, epoch=0171, iter=00130/00196, fetch data time cost=1.66ms, fps=2243 images/s, loss=0.0045, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:07.649466, arrival_time=2021-04-10 03:23:08.197832, cost_time=0:00:15.067125 2021-04-10 03:23:01,699 INFO : TRAIN, epoch=0171, iter=00140/00196, fetch data time cost=1.37ms, fps=2225 images/s, loss=0.0046, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:06.487208, arrival_time=2021-04-10 03:23:08.186680, cost_time=0:00:16.218043 2021-04-10 03:23:02,845 INFO : TRAIN, epoch=0171, iter=00150/00196, fetch data time cost=1.42ms, fps=2236 images/s, loss=0.0045, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:05.324914, arrival_time=2021-04-10 03:23:08.170111, cost_time=0:00:17.363904 2021-04-10 03:23:03,993 INFO : TRAIN, epoch=0171, iter=00160/00196, fetch data time cost=1.66ms, fps=2231 images/s, loss=0.0044, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:04.165200, arrival_time=2021-04-10 03:23:08.158473, cost_time=0:00:18.511961 2021-04-10 03:23:05,139 INFO : TRAIN, epoch=0171, iter=00170/00196, fetch data time cost=1.88ms, fps=2235 images/s, loss=0.0045, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:03.006484, arrival_time=2021-04-10 03:23:08.145590, cost_time=0:00:19.657861 2021-04-10 03:23:06,288 INFO : TRAIN, epoch=0171, iter=00180/00196, fetch data time cost=2.08ms, fps=2229 images/s, loss=0.0044, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:01.849488, arrival_time=2021-04-10 03:23:08.137472, cost_time=0:00:20.806704 2021-04-10 03:23:07,432 INFO : TRAIN, epoch=0171, iter=00190/00196, fetch data time cost=1.44ms, fps=2237 images/s, loss=0.0044, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:00.693198, arrival_time=2021-04-10 03:23:08.125890, cost_time=0:00:21.951353 2021-04-10 03:23:08,049 INFO : TRAIN, epoch=0171, iter=00196/00196, fetch data time cost=1.24ms, fps=2206 images/s, loss=0.0044, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:23:08.049782, cost_time=0:00:22.568539 2021-04-10 03:23:08,505 INFO : EVAL, epoch=0171, iter=00010/00040, fetch data time cost=0.29ms, fps=5631 images/s, loss=0.2960, top1-acc=93.40%, top5-acc=99.84%, remaining_time=0:00:01.363830, arrival_time=2021-04-10 03:23:09.869257, cost_time=0:00:00.454611 2021-04-10 03:23:08,880 INFO : EVAL, epoch=0171, iter=00020/00040, fetch data time cost=1.46ms, fps=6825 images/s, loss=0.2874, top1-acc=93.59%, top5-acc=99.79%, remaining_time=0:00:00.830000, arrival_time=2021-04-10 03:23:09.710844, cost_time=0:00:00.829991 2021-04-10 03:23:09,254 INFO : EVAL, epoch=0171, iter=00030/00040, fetch data time cost=1.32ms, fps=6861 images/s, loss=0.2776, top1-acc=93.82%, top5-acc=99.83%, remaining_time=0:00:00.401170, arrival_time=2021-04-10 03:23:09.655518, cost_time=0:00:01.203521 2021-04-10 03:23:09,591 INFO : EVAL, epoch=0171, iter=00040/00040, fetch data time cost=0.09ms, fps=6884 images/s, loss=0.2769, top1-acc=93.62%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-10 03:23:09.591666, cost_time=0:00:01.540853 2021-04-10 03:23:11,341 INFO : Epoch=0171 complete, best val top1-acc=93.62%, top5-acc=99.82% (epoch=171), remaining_time=0:12:00.569873, arrival_time=2021-04-10 03:35:11.910767, cost_time=1:10:48.877508 2021-04-10 03:23:11,341 INFO : Train start, epoch=0172, lr=0.005099 2021-04-10 03:23:12,681 INFO : TRAIN, epoch=0172, iter=00010/00196, fetch data time cost=1.77ms, fps=1912 images/s, loss=0.0035, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:24.908376, arrival_time=2021-04-10 03:23:37.589604, cost_time=0:00:01.339159 2021-04-10 03:23:13,824 INFO : TRAIN, epoch=0172, iter=00020/00196, fetch data time cost=1.82ms, fps=2241 images/s, loss=0.0029, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:21.841776, arrival_time=2021-04-10 03:23:35.665797, cost_time=0:00:02.482028 2021-04-10 03:23:14,967 INFO : TRAIN, epoch=0172, iter=00030/00196, fetch data time cost=1.38ms, fps=2240 images/s, loss=0.0031, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:20.059274, arrival_time=2021-04-10 03:23:35.026493, cost_time=0:00:03.625158 2021-04-10 03:23:16,108 INFO : TRAIN, epoch=0172, iter=00040/00196, fetch data time cost=1.45ms, fps=2245 images/s, loss=0.0027, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:18.587556, arrival_time=2021-04-10 03:23:34.695576, cost_time=0:00:04.766027 2021-04-10 03:23:17,247 INFO : TRAIN, epoch=0172, iter=00050/00196, fetch data time cost=1.44ms, fps=2248 images/s, loss=0.0031, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:17.242892, arrival_time=2021-04-10 03:23:34.489999, cost_time=0:00:05.905114 2021-04-10 03:23:18,388 INFO : TRAIN, epoch=0172, iter=00060/00196, fetch data time cost=1.93ms, fps=2243 images/s, loss=0.0031, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:15.972792, arrival_time=2021-04-10 03:23:34.361650, cost_time=0:00:07.046794 2021-04-10 03:23:19,534 INFO : TRAIN, epoch=0172, iter=00070/00196, fetch data time cost=1.65ms, fps=2236 images/s, loss=0.0030, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:14.746032, arrival_time=2021-04-10 03:23:34.280270, cost_time=0:00:08.192232 2021-04-10 03:23:20,679 INFO : TRAIN, epoch=0172, iter=00080/00196, fetch data time cost=1.42ms, fps=2236 images/s, loss=0.0033, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:13.539520, arrival_time=2021-04-10 03:23:34.219140, cost_time=0:00:09.337570 2021-04-10 03:23:21,846 INFO : TRAIN, epoch=0172, iter=00090/00196, fetch data time cost=1.72ms, fps=2194 images/s, loss=0.0042, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:12.372320, arrival_time=2021-04-10 03:23:34.219082, cost_time=0:00:10.504758 2021-04-10 03:23:22,993 INFO : TRAIN, epoch=0172, iter=00100/00196, fetch data time cost=1.39ms, fps=2233 images/s, loss=0.0041, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:11.185632, arrival_time=2021-04-10 03:23:34.179420, cost_time=0:00:11.651728 2021-04-10 03:23:24,136 INFO : TRAIN, epoch=0172, iter=00110/00196, fetch data time cost=2.06ms, fps=2242 images/s, loss=0.0042, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:10.002660, arrival_time=2021-04-10 03:23:34.138881, cost_time=0:00:12.794091 2021-04-10 03:23:25,282 INFO : TRAIN, epoch=0172, iter=00120/00196, fetch data time cost=1.42ms, fps=2235 images/s, loss=0.0042, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:08.828768, arrival_time=2021-04-10 03:23:34.110866, cost_time=0:00:13.940102 2021-04-10 03:23:26,419 INFO : TRAIN, epoch=0172, iter=00130/00196, fetch data time cost=1.37ms, fps=2251 images/s, loss=0.0041, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:07.654878, arrival_time=2021-04-10 03:23:34.074707, cost_time=0:00:15.077836 2021-04-10 03:23:27,565 INFO : TRAIN, epoch=0172, iter=00140/00196, fetch data time cost=1.39ms, fps=2235 images/s, loss=0.0043, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:06.489448, arrival_time=2021-04-10 03:23:34.055078, cost_time=0:00:16.223567 2021-04-10 03:23:28,711 INFO : TRAIN, epoch=0172, iter=00150/00196, fetch data time cost=1.48ms, fps=2235 images/s, loss=0.0043, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:05.326616, arrival_time=2021-04-10 03:23:34.038138, cost_time=0:00:17.369457 2021-04-10 03:23:29,857 INFO : TRAIN, epoch=0172, iter=00160/00196, fetch data time cost=2.03ms, fps=2236 images/s, loss=0.0041, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:04.165884, arrival_time=2021-04-10 03:23:34.023077, cost_time=0:00:18.515082 2021-04-10 03:23:31,011 INFO : TRAIN, epoch=0172, iter=00170/00196, fetch data time cost=1.87ms, fps=2219 images/s, loss=0.0042, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:03.008252, arrival_time=2021-04-10 03:23:34.019686, cost_time=0:00:19.669389 2021-04-10 03:23:32,158 INFO : TRAIN, epoch=0172, iter=00180/00196, fetch data time cost=1.63ms, fps=2234 images/s, loss=0.0041, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:01.850320, arrival_time=2021-04-10 03:23:34.008441, cost_time=0:00:20.816039 2021-04-10 03:23:33,299 INFO : TRAIN, epoch=0172, iter=00190/00196, fetch data time cost=1.27ms, fps=2244 images/s, loss=0.0040, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00.693402, arrival_time=2021-04-10 03:23:33.993063, cost_time=0:00:21.957666 2021-04-10 03:23:33,915 INFO : TRAIN, epoch=0172, iter=00196/00196, fetch data time cost=1.49ms, fps=2212 images/s, loss=0.0040, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:23:33.914961, cost_time=0:00:22.572972 2021-04-10 03:23:34,364 INFO : EVAL, epoch=0172, iter=00010/00040, fetch data time cost=0.30ms, fps=5711 images/s, loss=0.2863, top1-acc=93.67%, top5-acc=99.77%, remaining_time=0:00:01.344810, arrival_time=2021-04-10 03:23:35.708965, cost_time=0:00:00.448270 2021-04-10 03:23:34,740 INFO : EVAL, epoch=0172, iter=00020/00040, fetch data time cost=1.31ms, fps=6804 images/s, loss=0.2817, top1-acc=93.79%, top5-acc=99.79%, remaining_time=0:00:00.825000, arrival_time=2021-04-10 03:23:35.565895, cost_time=0:00:00.824991 2021-04-10 03:23:35,109 INFO : EVAL, epoch=0172, iter=00030/00040, fetch data time cost=1.58ms, fps=6952 images/s, loss=0.2834, top1-acc=93.74%, top5-acc=99.78%, remaining_time=0:00:00.397880, arrival_time=2021-04-10 03:23:35.507370, cost_time=0:00:01.193640 2021-04-10 03:23:35,446 INFO : EVAL, epoch=0172, iter=00040/00040, fetch data time cost=0.08ms, fps=6896 images/s, loss=0.2772, top1-acc=93.75%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-10 03:23:35.446276, cost_time=0:00:01.530399 2021-04-10 03:23:36,480 INFO : Epoch=0172 complete, best val top1-acc=93.75%, top5-acc=99.78% (epoch=172), remaining_time=0:11:35.770180, arrival_time=2021-04-10 03:35:12.250365, cost_time=1:11:14.016854 2021-04-10 03:23:36,480 INFO : Train start, epoch=0173, lr=0.004759 2021-04-10 03:23:37,840 INFO : TRAIN, epoch=0173, iter=00010/00196, fetch data time cost=0.36ms, fps=1884 images/s, loss=0.0021, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:25.279074, arrival_time=2021-04-10 03:24:03.119115, cost_time=0:00:01.359091 2021-04-10 03:23:38,977 INFO : TRAIN, epoch=0173, iter=00020/00196, fetch data time cost=1.40ms, fps=2251 images/s, loss=0.0038, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:21.971312, arrival_time=2021-04-10 03:24:00.948995, cost_time=0:00:02.496747 2021-04-10 03:23:40,119 INFO : TRAIN, epoch=0173, iter=00030/00196, fetch data time cost=1.72ms, fps=2242 images/s, loss=0.0034, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:20.134638, arrival_time=2021-04-10 03:24:00.254369, cost_time=0:00:03.638793 2021-04-10 03:23:41,262 INFO : TRAIN, epoch=0173, iter=00040/00196, fetch data time cost=1.74ms, fps=2242 images/s, loss=0.0029, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:18.646368, arrival_time=2021-04-10 03:23:59.908495, cost_time=0:00:04.781137 2021-04-10 03:23:42,406 INFO : TRAIN, epoch=0173, iter=00050/00196, fetch data time cost=1.36ms, fps=2238 images/s, loss=0.0028, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:17.302022, arrival_time=2021-04-10 03:23:59.708365, cost_time=0:00:05.925342 2021-04-10 03:23:43,559 INFO : TRAIN, epoch=0173, iter=00060/00196, fetch data time cost=1.90ms, fps=2220 images/s, loss=0.0030, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:16.045416, arrival_time=2021-04-10 03:23:59.605183, cost_time=0:00:07.078831 2021-04-10 03:23:44,724 INFO : TRAIN, epoch=0173, iter=00070/00196, fetch data time cost=1.38ms, fps=2199 images/s, loss=0.0028, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:14.838264, arrival_time=2021-04-10 03:23:59.562705, cost_time=0:00:08.243505 2021-04-10 03:23:45,872 INFO : TRAIN, epoch=0173, iter=00080/00196, fetch data time cost=1.68ms, fps=2230 images/s, loss=0.0026, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:13.618168, arrival_time=2021-04-10 03:23:59.490939, cost_time=0:00:09.391810 2021-04-10 03:23:47,013 INFO : TRAIN, epoch=0173, iter=00090/00196, fetch data time cost=1.45ms, fps=2245 images/s, loss=0.0027, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:12.404968, arrival_time=2021-04-10 03:23:59.418405, cost_time=0:00:10.532495 2021-04-10 03:23:48,155 INFO : TRAIN, epoch=0173, iter=00100/00196, fetch data time cost=1.35ms, fps=2243 images/s, loss=0.0030, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:11.207424, arrival_time=2021-04-10 03:23:59.362804, cost_time=0:00:11.674397 2021-04-10 03:23:49,298 INFO : TRAIN, epoch=0173, iter=00110/00196, fetch data time cost=1.78ms, fps=2241 images/s, loss=0.0029, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:10.020806, arrival_time=2021-04-10 03:23:59.319067, cost_time=0:00:12.817320 2021-04-10 03:23:50,437 INFO : TRAIN, epoch=0173, iter=00120/00196, fetch data time cost=1.55ms, fps=2249 images/s, loss=0.0029, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:08.838952, arrival_time=2021-04-10 03:23:59.276073, cost_time=0:00:13.956193 2021-04-10 03:23:51,578 INFO : TRAIN, epoch=0173, iter=00130/00196, fetch data time cost=1.39ms, fps=2243 images/s, loss=0.0029, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:07.665108, arrival_time=2021-04-10 03:23:59.243965, cost_time=0:00:15.097916 2021-04-10 03:23:52,720 INFO : TRAIN, epoch=0173, iter=00140/00196, fetch data time cost=1.60ms, fps=2243 images/s, loss=0.0029, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:06.495832, arrival_time=2021-04-10 03:23:59.216389, cost_time=0:00:16.239563 2021-04-10 03:23:53,871 INFO : TRAIN, epoch=0173, iter=00150/00196, fetch data time cost=2.14ms, fps=2224 images/s, loss=0.0031, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:05.333194, arrival_time=2021-04-10 03:23:59.205083, cost_time=0:00:17.390900 2021-04-10 03:23:55,015 INFO : TRAIN, epoch=0173, iter=00160/00196, fetch data time cost=1.43ms, fps=2239 images/s, loss=0.0030, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:04.170276, arrival_time=2021-04-10 03:23:59.185810, cost_time=0:00:18.534595 2021-04-10 03:23:56,167 INFO : TRAIN, epoch=0173, iter=00170/00196, fetch data time cost=1.47ms, fps=2224 images/s, loss=0.0031, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:03.010826, arrival_time=2021-04-10 03:23:59.178031, cost_time=0:00:19.686137 2021-04-10 03:23:57,307 INFO : TRAIN, epoch=0173, iter=00180/00196, fetch data time cost=1.40ms, fps=2246 images/s, loss=0.0031, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:01.851248, arrival_time=2021-04-10 03:23:59.158673, cost_time=0:00:20.826492 2021-04-10 03:23:58,456 INFO : TRAIN, epoch=0173, iter=00190/00196, fetch data time cost=1.50ms, fps=2228 images/s, loss=0.0030, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00.693978, arrival_time=2021-04-10 03:23:59.150876, cost_time=0:00:21.975957 2021-04-10 03:23:59,073 INFO : TRAIN, epoch=0173, iter=00196/00196, fetch data time cost=1.34ms, fps=2208 images/s, loss=0.0030, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:23:59.073133, cost_time=0:00:22.592150 2021-04-10 03:23:59,564 INFO : EVAL, epoch=0173, iter=00010/00040, fetch data time cost=0.22ms, fps=5229 images/s, loss=0.3018, top1-acc=93.05%, top5-acc=99.80%, remaining_time=0:00:01.468710, arrival_time=2021-04-10 03:24:01.032770, cost_time=0:00:00.489573 2021-04-10 03:23:59,935 INFO : EVAL, epoch=0173, iter=00020/00040, fetch data time cost=1.57ms, fps=6893 images/s, loss=0.2971, top1-acc=93.54%, top5-acc=99.73%, remaining_time=0:00:00.861340, arrival_time=2021-04-10 03:24:00.797163, cost_time=0:00:00.861347 2021-04-10 03:24:00,310 INFO : EVAL, epoch=0173, iter=00030/00040, fetch data time cost=2.37ms, fps=6845 images/s, loss=0.2948, top1-acc=93.62%, top5-acc=99.74%, remaining_time=0:00:00.411900, arrival_time=2021-04-10 03:24:00.722122, cost_time=0:00:01.235696 2021-04-10 03:24:00,648 INFO : EVAL, epoch=0173, iter=00040/00040, fetch data time cost=0.07ms, fps=6865 images/s, loss=0.2851, top1-acc=93.60%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-10 03:24:00.648588, cost_time=0:00:01.574123 2021-04-10 03:24:01,172 INFO : Epoch=0173 complete, best val top1-acc=93.75%, top5-acc=99.78% (epoch=172), remaining_time=0:11:10.896864, arrival_time=2021-04-10 03:35:12.069699, cost_time=1:11:38.709529 2021-04-10 03:24:01,173 INFO : Train start, epoch=0174, lr=0.004430 2021-04-10 03:24:02,509 INFO : TRAIN, epoch=0174, iter=00010/00196, fetch data time cost=0.24ms, fps=1917 images/s, loss=0.0027, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:24.843834, arrival_time=2021-04-10 03:24:27.352985, cost_time=0:00:01.335694 2021-04-10 03:24:03,654 INFO : TRAIN, epoch=0174, iter=00020/00196, fetch data time cost=1.55ms, fps=2236 images/s, loss=0.0024, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:21.834736, arrival_time=2021-04-10 03:24:25.489403, cost_time=0:00:02.481215 2021-04-10 03:24:04,794 INFO : TRAIN, epoch=0174, iter=00030/00196, fetch data time cost=1.39ms, fps=2247 images/s, loss=0.0025, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:20.034540, arrival_time=2021-04-10 03:24:24.828706, cost_time=0:00:03.620708 2021-04-10 03:24:05,936 INFO : TRAIN, epoch=0174, iter=00040/00196, fetch data time cost=1.48ms, fps=2242 images/s, loss=0.0030, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:18.575232, arrival_time=2021-04-10 03:24:24.511566, cost_time=0:00:04.762872 2021-04-10 03:24:07,080 INFO : TRAIN, epoch=0174, iter=00050/00196, fetch data time cost=1.87ms, fps=2239 images/s, loss=0.0029, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:17.246980, arrival_time=2021-04-10 03:24:24.326954, cost_time=0:00:05.906476 2021-04-10 03:24:08,228 INFO : TRAIN, epoch=0174, iter=00060/00196, fetch data time cost=2.09ms, fps=2230 images/s, loss=0.0030, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:15.991424, arrival_time=2021-04-10 03:24:24.219966, cost_time=0:00:07.055026 2021-04-10 03:24:09,370 INFO : TRAIN, epoch=0174, iter=00070/00196, fetch data time cost=1.41ms, fps=2243 images/s, loss=0.0030, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:14.754852, arrival_time=2021-04-10 03:24:24.125427, cost_time=0:00:08.197121 2021-04-10 03:24:10,512 INFO : TRAIN, epoch=0174, iter=00080/00196, fetch data time cost=2.25ms, fps=2243 images/s, loss=0.0030, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:13.541260, arrival_time=2021-04-10 03:24:24.053551, cost_time=0:00:09.338779 2021-04-10 03:24:11,656 INFO : TRAIN, epoch=0174, iter=00090/00196, fetch data time cost=1.41ms, fps=2238 images/s, loss=0.0028, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:12.347092, arrival_time=2021-04-10 03:24:24.003968, cost_time=0:00:10.483412 2021-04-10 03:24:12,802 INFO : TRAIN, epoch=0174, iter=00100/00196, fetch data time cost=1.52ms, fps=2236 images/s, loss=0.0030, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:11.163456, arrival_time=2021-04-10 03:24:23.965543, cost_time=0:00:11.628583 2021-04-10 03:24:13,948 INFO : TRAIN, epoch=0174, iter=00110/00196, fetch data time cost=1.45ms, fps=2235 images/s, loss=0.0031, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:09.987352, arrival_time=2021-04-10 03:24:23.935394, cost_time=0:00:12.774568 2021-04-10 03:24:15,090 INFO : TRAIN, epoch=0174, iter=00120/00196, fetch data time cost=1.46ms, fps=2243 images/s, loss=0.0034, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:08.813796, arrival_time=2021-04-10 03:24:23.903810, cost_time=0:00:13.916551 2021-04-10 03:24:16,235 INFO : TRAIN, epoch=0174, iter=00130/00196, fetch data time cost=1.32ms, fps=2236 images/s, loss=0.0033, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:07.646892, arrival_time=2021-04-10 03:24:23.882421, cost_time=0:00:15.062066 2021-04-10 03:24:17,375 INFO : TRAIN, epoch=0174, iter=00140/00196, fetch data time cost=1.53ms, fps=2247 images/s, loss=0.0033, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:06.480768, arrival_time=2021-04-10 03:24:23.856165, cost_time=0:00:16.201933 2021-04-10 03:24:18,516 INFO : TRAIN, epoch=0174, iter=00150/00196, fetch data time cost=1.67ms, fps=2244 images/s, loss=0.0032, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:05.318566, arrival_time=2021-04-10 03:24:23.835238, cost_time=0:00:17.343208 2021-04-10 03:24:19,659 INFO : TRAIN, epoch=0174, iter=00160/00196, fetch data time cost=1.53ms, fps=2240 images/s, loss=0.0031, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:04.159404, arrival_time=2021-04-10 03:24:23.819115, cost_time=0:00:18.486206 2021-04-10 03:24:20,809 INFO : TRAIN, epoch=0174, iter=00170/00196, fetch data time cost=1.59ms, fps=2229 images/s, loss=0.0031, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:03.003052, arrival_time=2021-04-10 03:24:23.811973, cost_time=0:00:19.635390 2021-04-10 03:24:21,953 INFO : TRAIN, epoch=0174, iter=00180/00196, fetch data time cost=2.41ms, fps=2238 images/s, loss=0.0030, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:01.847104, arrival_time=2021-04-10 03:24:23.800494, cost_time=0:00:20.779865 2021-04-10 03:24:23,105 INFO : TRAIN, epoch=0174, iter=00190/00196, fetch data time cost=1.19ms, fps=2223 images/s, loss=0.0031, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00.692586, arrival_time=2021-04-10 03:24:23.797970, cost_time=0:00:21.931919 2021-04-10 03:24:23,724 INFO : TRAIN, epoch=0174, iter=00196/00196, fetch data time cost=1.52ms, fps=2197 images/s, loss=0.0031, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:24:23.724744, cost_time=0:00:22.551281 2021-04-10 03:24:24,208 INFO : EVAL, epoch=0174, iter=00010/00040, fetch data time cost=3.07ms, fps=5309 images/s, loss=0.3186, top1-acc=93.40%, top5-acc=99.65%, remaining_time=0:00:01.446540, arrival_time=2021-04-10 03:24:25.654575, cost_time=0:00:00.482177 2021-04-10 03:24:24,585 INFO : EVAL, epoch=0174, iter=00020/00040, fetch data time cost=1.83ms, fps=6798 images/s, loss=0.3157, top1-acc=93.32%, top5-acc=99.69%, remaining_time=0:00:00.859220, arrival_time=2021-04-10 03:24:25.444251, cost_time=0:00:00.859214 2021-04-10 03:24:24,966 INFO : EVAL, epoch=0174, iter=00030/00040, fetch data time cost=1.94ms, fps=6721 images/s, loss=0.3097, top1-acc=93.50%, top5-acc=99.71%, remaining_time=0:00:00.413490, arrival_time=2021-04-10 03:24:25.379827, cost_time=0:00:01.240474 2021-04-10 03:24:25,308 INFO : EVAL, epoch=0174, iter=00040/00040, fetch data time cost=0.07ms, fps=6795 images/s, loss=0.2863, top1-acc=93.82%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-10 03:24:25.308217, cost_time=0:00:01.582388 2021-04-10 03:24:26,902 INFO : Epoch=0174 complete, best val top1-acc=93.82%, top5-acc=99.75% (epoch=174), remaining_time=0:10:46.180548, arrival_time=2021-04-10 03:35:13.082854, cost_time=1:12:04.438975 2021-04-10 03:24:26,902 INFO : Train start, epoch=0175, lr=0.004112 2021-04-10 03:24:28,281 INFO : TRAIN, epoch=0175, iter=00010/00196, fetch data time cost=0.44ms, fps=1857 images/s, loss=0.0025, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:25.645494, arrival_time=2021-04-10 03:24:53.927399, cost_time=0:00:01.378790 2021-04-10 03:24:29,425 INFO : TRAIN, epoch=0175, iter=00020/00196, fetch data time cost=1.82ms, fps=2239 images/s, loss=0.0027, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:22.198704, arrival_time=2021-04-10 03:24:51.624340, cost_time=0:00:02.522582 2021-04-10 03:24:30,567 INFO : TRAIN, epoch=0175, iter=00030/00196, fetch data time cost=1.41ms, fps=2243 images/s, loss=0.0034, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:20.275240, arrival_time=2021-04-10 03:24:50.842617, cost_time=0:00:03.664185 2021-04-10 03:24:31,711 INFO : TRAIN, epoch=0175, iter=00040/00196, fetch data time cost=1.65ms, fps=2239 images/s, loss=0.0030, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:18.753540, arrival_time=2021-04-10 03:24:50.465203, cost_time=0:00:04.808607 2021-04-10 03:24:32,858 INFO : TRAIN, epoch=0175, iter=00050/00196, fetch data time cost=1.95ms, fps=2234 images/s, loss=0.0035, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:17.388892, arrival_time=2021-04-10 03:24:50.247116, cost_time=0:00:05.955097 2021-04-10 03:24:34,008 INFO : TRAIN, epoch=0175, iter=00060/00196, fetch data time cost=1.95ms, fps=2228 images/s, loss=0.0035, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:16.104304, arrival_time=2021-04-10 03:24:50.112245, cost_time=0:00:07.104838 2021-04-10 03:24:35,152 INFO : TRAIN, epoch=0175, iter=00070/00196, fetch data time cost=1.26ms, fps=2238 images/s, loss=0.0033, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:14.848344, arrival_time=2021-04-10 03:24:50.000488, cost_time=0:00:08.249088 2021-04-10 03:24:36,296 INFO : TRAIN, epoch=0175, iter=00080/00196, fetch data time cost=1.78ms, fps=2237 images/s, loss=0.0034, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:13.621068, arrival_time=2021-04-10 03:24:49.917952, cost_time=0:00:09.393827 2021-04-10 03:24:37,438 INFO : TRAIN, epoch=0175, iter=00090/00196, fetch data time cost=1.44ms, fps=2242 images/s, loss=0.0033, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:12.408890, arrival_time=2021-04-10 03:24:49.847784, cost_time=0:00:10.535839 2021-04-10 03:24:38,582 INFO : TRAIN, epoch=0175, iter=00100/00196, fetch data time cost=2.99ms, fps=2240 images/s, loss=0.0033, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:11.211936, arrival_time=2021-04-10 03:24:49.794109, cost_time=0:00:11.679074 2021-04-10 03:24:39,729 INFO : TRAIN, epoch=0175, iter=00110/00196, fetch data time cost=1.53ms, fps=2232 images/s, loss=0.0033, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:10.027858, arrival_time=2021-04-10 03:24:49.757334, cost_time=0:00:12.826350 2021-04-10 03:24:40,878 INFO : TRAIN, epoch=0175, iter=00120/00196, fetch data time cost=1.75ms, fps=2230 images/s, loss=0.0031, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:08.850808, arrival_time=2021-04-10 03:24:49.728868, cost_time=0:00:13.975005 2021-04-10 03:24:42,018 INFO : TRAIN, epoch=0175, iter=00130/00196, fetch data time cost=1.42ms, fps=2245 images/s, loss=0.0030, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:07.674084, arrival_time=2021-04-10 03:24:49.692855, cost_time=0:00:15.115651 2021-04-10 03:24:43,161 INFO : TRAIN, epoch=0175, iter=00140/00196, fetch data time cost=1.54ms, fps=2241 images/s, loss=0.0029, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:06.503392, arrival_time=2021-04-10 03:24:49.664970, cost_time=0:00:16.258510 2021-04-10 03:24:44,305 INFO : TRAIN, epoch=0175, iter=00150/00196, fetch data time cost=1.51ms, fps=2240 images/s, loss=0.0029, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:05.336598, arrival_time=2021-04-10 03:24:49.641560, cost_time=0:00:17.401909 2021-04-10 03:24:45,451 INFO : TRAIN, epoch=0175, iter=00160/00196, fetch data time cost=2.51ms, fps=2234 images/s, loss=0.0029, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:04.173300, arrival_time=2021-04-10 03:24:49.624310, cost_time=0:00:18.547952 2021-04-10 03:24:46,597 INFO : TRAIN, epoch=0175, iter=00170/00196, fetch data time cost=1.74ms, fps=2233 images/s, loss=0.0028, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:03.012126, arrival_time=2021-04-10 03:24:49.609834, cost_time=0:00:19.694623 2021-04-10 03:24:47,741 INFO : TRAIN, epoch=0175, iter=00180/00196, fetch data time cost=1.51ms, fps=2239 images/s, loss=0.0027, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:01.852320, arrival_time=2021-04-10 03:24:49.594114, cost_time=0:00:20.838679 2021-04-10 03:24:48,886 INFO : TRAIN, epoch=0175, iter=00190/00196, fetch data time cost=1.31ms, fps=2238 images/s, loss=0.0027, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00.694200, arrival_time=2021-04-10 03:24:49.580234, cost_time=0:00:21.982973 2021-04-10 03:24:49,503 INFO : TRAIN, epoch=0175, iter=00196/00196, fetch data time cost=1.29ms, fps=2206 images/s, loss=0.0027, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:24:49.503048, cost_time=0:00:22.600007 2021-04-10 03:24:49,960 INFO : EVAL, epoch=0175, iter=00010/00040, fetch data time cost=2.28ms, fps=5604 images/s, loss=0.3006, top1-acc=93.71%, top5-acc=99.69%, remaining_time=0:00:01.370340, arrival_time=2021-04-10 03:24:51.331054, cost_time=0:00:00.456785 2021-04-10 03:24:50,335 INFO : EVAL, epoch=0175, iter=00020/00040, fetch data time cost=2.13ms, fps=6836 images/s, loss=0.3071, top1-acc=93.50%, top5-acc=99.65%, remaining_time=0:00:00.831740, arrival_time=2021-04-10 03:24:51.167462, cost_time=0:00:00.831740 2021-04-10 03:24:50,722 INFO : EVAL, epoch=0175, iter=00030/00040, fetch data time cost=1.30ms, fps=6637 images/s, loss=0.2822, top1-acc=93.89%, top5-acc=99.70%, remaining_time=0:00:00.406030, arrival_time=2021-04-10 03:24:51.128029, cost_time=0:00:01.218076 2021-04-10 03:24:51,086 INFO : EVAL, epoch=0175, iter=00040/00040, fetch data time cost=0.06ms, fps=6367 images/s, loss=0.2773, top1-acc=93.78%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-10 03:24:51.086761, cost_time=0:00:01.582901 2021-04-10 03:24:51,579 INFO : Epoch=0175 complete, best val top1-acc=93.82%, top5-acc=99.75% (epoch=174), remaining_time=0:10:21.302275, arrival_time=2021-04-10 03:35:12.881536, cost_time=1:12:29.115919 2021-04-10 03:24:51,580 INFO : Train start, epoch=0176, lr=0.003806 2021-04-10 03:24:52,909 INFO : TRAIN, epoch=0176, iter=00010/00196, fetch data time cost=0.34ms, fps=1925 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:24.731676, arrival_time=2021-04-10 03:25:17.641583, cost_time=0:00:01.329665 2021-04-10 03:24:54,057 INFO : TRAIN, epoch=0176, iter=00020/00196, fetch data time cost=2.78ms, fps=2232 images/s, loss=0.0021, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:21.796896, arrival_time=2021-04-10 03:25:15.854125, cost_time=0:00:02.476927 2021-04-10 03:24:55,206 INFO : TRAIN, epoch=0176, iter=00030/00196, fetch data time cost=1.43ms, fps=2228 images/s, loss=0.0022, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:20.067574, arrival_time=2021-04-10 03:25:15.274459, cost_time=0:00:03.626681 2021-04-10 03:24:56,352 INFO : TRAIN, epoch=0176, iter=00040/00196, fetch data time cost=1.69ms, fps=2236 images/s, loss=0.0028, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:18.610800, arrival_time=2021-04-10 03:25:14.963014, cost_time=0:00:04.771988 2021-04-10 03:24:57,498 INFO : TRAIN, epoch=0176, iter=00050/00196, fetch data time cost=1.42ms, fps=2234 images/s, loss=0.0027, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:17.281144, arrival_time=2021-04-10 03:25:14.779598, cost_time=0:00:05.918207 2021-04-10 03:24:58,641 INFO : TRAIN, epoch=0176, iter=00060/00196, fetch data time cost=1.46ms, fps=2241 images/s, loss=0.0024, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:16.004616, arrival_time=2021-04-10 03:25:14.645681, cost_time=0:00:07.060867 2021-04-10 03:24:59,783 INFO : TRAIN, epoch=0176, iter=00070/00196, fetch data time cost=1.90ms, fps=2241 images/s, loss=0.0023, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:14.766318, arrival_time=2021-04-10 03:25:14.550003, cost_time=0:00:08.203499 2021-04-10 03:25:00,938 INFO : TRAIN, epoch=0176, iter=00080/00196, fetch data time cost=1.48ms, fps=2218 images/s, loss=0.0023, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:13.569216, arrival_time=2021-04-10 03:25:14.507442, cost_time=0:00:09.358042 2021-04-10 03:25:02,086 INFO : TRAIN, epoch=0176, iter=00090/00196, fetch data time cost=1.55ms, fps=2231 images/s, loss=0.0022, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:12.373804, arrival_time=2021-04-10 03:25:14.460073, cost_time=0:00:10.506083 2021-04-10 03:25:03,225 INFO : TRAIN, epoch=0176, iter=00100/00196, fetch data time cost=1.73ms, fps=2247 images/s, loss=0.0023, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:11.179776, arrival_time=2021-04-10 03:25:14.405552, cost_time=0:00:11.645592 2021-04-10 03:25:04,370 INFO : TRAIN, epoch=0176, iter=00110/00196, fetch data time cost=1.75ms, fps=2237 images/s, loss=0.0023, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:09.999908, arrival_time=2021-04-10 03:25:14.370779, cost_time=0:00:12.790567 2021-04-10 03:25:05,518 INFO : TRAIN, epoch=0176, iter=00120/00196, fetch data time cost=1.41ms, fps=2231 images/s, loss=0.0025, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:08.827856, arrival_time=2021-04-10 03:25:14.346773, cost_time=0:00:13.938725 2021-04-10 03:25:06,664 INFO : TRAIN, epoch=0176, iter=00130/00196, fetch data time cost=2.33ms, fps=2235 images/s, loss=0.0025, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:07.658310, arrival_time=2021-04-10 03:25:14.323009, cost_time=0:00:15.084515 2021-04-10 03:25:07,807 INFO : TRAIN, epoch=0176, iter=00140/00196, fetch data time cost=1.85ms, fps=2240 images/s, loss=0.0025, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:06.491072, arrival_time=2021-04-10 03:25:14.298943, cost_time=0:00:16.227641 2021-04-10 03:25:08,952 INFO : TRAIN, epoch=0176, iter=00150/00196, fetch data time cost=1.43ms, fps=2237 images/s, loss=0.0026, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:05.327628, arrival_time=2021-04-10 03:25:14.280435, cost_time=0:00:17.372629 2021-04-10 03:25:10,092 INFO : TRAIN, epoch=0176, iter=00160/00196, fetch data time cost=1.57ms, fps=2246 images/s, loss=0.0026, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:04.165380, arrival_time=2021-04-10 03:25:14.258302, cost_time=0:00:18.512736 2021-04-10 03:25:11,240 INFO : TRAIN, epoch=0176, iter=00170/00196, fetch data time cost=1.74ms, fps=2232 images/s, loss=0.0026, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:03.006822, arrival_time=2021-04-10 03:25:14.246991, cost_time=0:00:19.659936 2021-04-10 03:25:12,395 INFO : TRAIN, epoch=0176, iter=00180/00196, fetch data time cost=1.46ms, fps=2218 images/s, loss=0.0025, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:01.850192, arrival_time=2021-04-10 03:25:14.245163, cost_time=0:00:20.814661 2021-04-10 03:25:13,544 INFO : TRAIN, epoch=0176, iter=00190/00196, fetch data time cost=1.34ms, fps=2228 images/s, loss=0.0026, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00.693624, arrival_time=2021-04-10 03:25:14.238512, cost_time=0:00:21.964697 2021-04-10 03:25:14,162 INFO : TRAIN, epoch=0176, iter=00196/00196, fetch data time cost=1.26ms, fps=2206 images/s, loss=0.0025, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:25:14.161986, cost_time=0:00:22.581757 2021-04-10 03:25:14,630 INFO : EVAL, epoch=0176, iter=00010/00040, fetch data time cost=2.57ms, fps=5471 images/s, loss=0.2975, top1-acc=93.52%, top5-acc=99.69%, remaining_time=0:00:01.403640, arrival_time=2021-04-10 03:25:16.034473, cost_time=0:00:00.467884 2021-04-10 03:25:15,001 INFO : EVAL, epoch=0176, iter=00020/00040, fetch data time cost=1.62ms, fps=6913 images/s, loss=0.2875, top1-acc=93.65%, top5-acc=99.73%, remaining_time=0:00:00.838520, arrival_time=2021-04-10 03:25:15.840050, cost_time=0:00:00.838529 2021-04-10 03:25:15,377 INFO : EVAL, epoch=0176, iter=00030/00040, fetch data time cost=1.50ms, fps=6814 images/s, loss=0.2795, top1-acc=93.91%, top5-acc=99.77%, remaining_time=0:00:00.404890, arrival_time=2021-04-10 03:25:15.782529, cost_time=0:00:01.214673 2021-04-10 03:25:15,720 INFO : EVAL, epoch=0176, iter=00040/00040, fetch data time cost=0.11ms, fps=6770 images/s, loss=0.2854, top1-acc=93.70%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-10 03:25:15.720702, cost_time=0:00:01.557732 2021-04-10 03:25:16,281 INFO : Epoch=0176 complete, best val top1-acc=93.82%, top5-acc=99.75% (epoch=174), remaining_time=0:09:56.429736, arrival_time=2021-04-10 03:35:12.711076, cost_time=1:12:53.817998 2021-04-10 03:25:16,282 INFO : Train start, epoch=0177, lr=0.003511 2021-04-10 03:25:17,662 INFO : TRAIN, epoch=0177, iter=00010/00196, fetch data time cost=1.48ms, fps=1854 images/s, loss=0.0025, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:25.678788, arrival_time=2021-04-10 03:25:43.341627, cost_time=0:00:01.380582 2021-04-10 03:25:18,808 INFO : TRAIN, epoch=0177, iter=00020/00196, fetch data time cost=1.96ms, fps=2236 images/s, loss=0.0034, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:22.227392, arrival_time=2021-04-10 03:25:41.035603, cost_time=0:00:02.525837 2021-04-10 03:25:19,955 INFO : TRAIN, epoch=0177, iter=00030/00196, fetch data time cost=1.51ms, fps=2233 images/s, loss=0.0028, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.323712, arrival_time=2021-04-10 03:25:40.278910, cost_time=0:00:03.672951 2021-04-10 03:25:21,101 INFO : TRAIN, epoch=0177, iter=00040/00196, fetch data time cost=1.39ms, fps=2235 images/s, loss=0.0027, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.793476, arrival_time=2021-04-10 03:25:39.894645, cost_time=0:00:04.818852 2021-04-10 03:25:22,251 INFO : TRAIN, epoch=0177, iter=00050/00196, fetch data time cost=1.81ms, fps=2227 images/s, loss=0.0025, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.429334, arrival_time=2021-04-10 03:25:39.680640, cost_time=0:00:05.968971 2021-04-10 03:25:23,397 INFO : TRAIN, epoch=0177, iter=00060/00196, fetch data time cost=1.59ms, fps=2234 images/s, loss=0.0027, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:16.128240, arrival_time=2021-04-10 03:25:39.525913, cost_time=0:00:07.115428 2021-04-10 03:25:24,548 INFO : TRAIN, epoch=0177, iter=00070/00196, fetch data time cost=1.82ms, fps=2225 images/s, loss=0.0028, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:14.879718, arrival_time=2021-04-10 03:25:39.428520, cost_time=0:00:08.266517 2021-04-10 03:25:25,696 INFO : TRAIN, epoch=0177, iter=00080/00196, fetch data time cost=1.60ms, fps=2231 images/s, loss=0.0029, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:13.650880, arrival_time=2021-04-10 03:25:39.347660, cost_time=0:00:09.414439 2021-04-10 03:25:26,839 INFO : TRAIN, epoch=0177, iter=00090/00196, fetch data time cost=1.58ms, fps=2241 images/s, loss=0.0028, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:12.434436, arrival_time=2021-04-10 03:25:39.274226, cost_time=0:00:10.557546 2021-04-10 03:25:27,980 INFO : TRAIN, epoch=0177, iter=00100/00196, fetch data time cost=1.41ms, fps=2245 images/s, loss=0.0027, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:11.230464, arrival_time=2021-04-10 03:25:39.211087, cost_time=0:00:11.698373 2021-04-10 03:25:29,128 INFO : TRAIN, epoch=0177, iter=00110/00196, fetch data time cost=1.41ms, fps=2230 images/s, loss=0.0027, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:10.043596, arrival_time=2021-04-10 03:25:39.172382, cost_time=0:00:12.846500 2021-04-10 03:25:30,274 INFO : TRAIN, epoch=0177, iter=00120/00196, fetch data time cost=1.36ms, fps=2236 images/s, loss=0.0026, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:08.861524, arrival_time=2021-04-10 03:25:39.135629, cost_time=0:00:13.991860 2021-04-10 03:25:31,415 INFO : TRAIN, epoch=0177, iter=00130/00196, fetch data time cost=1.60ms, fps=2244 images/s, loss=0.0026, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:07.682862, arrival_time=2021-04-10 03:25:39.098129, cost_time=0:00:15.132957 2021-04-10 03:25:32,558 INFO : TRAIN, epoch=0177, iter=00140/00196, fetch data time cost=2.04ms, fps=2240 images/s, loss=0.0025, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:06.510504, arrival_time=2021-04-10 03:25:39.068969, cost_time=0:00:16.276202 2021-04-10 03:25:33,701 INFO : TRAIN, epoch=0177, iter=00150/00196, fetch data time cost=1.82ms, fps=2241 images/s, loss=0.0025, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:05.341888, arrival_time=2021-04-10 03:25:39.043335, cost_time=0:00:17.419204 2021-04-10 03:25:34,842 INFO : TRAIN, epoch=0177, iter=00160/00196, fetch data time cost=2.21ms, fps=2245 images/s, loss=0.0026, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:04.176000, arrival_time=2021-04-10 03:25:39.018241, cost_time=0:00:18.559946 2021-04-10 03:25:35,991 INFO : TRAIN, epoch=0177, iter=00170/00196, fetch data time cost=1.44ms, fps=2228 images/s, loss=0.0026, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:03.014388, arrival_time=2021-04-10 03:25:39.006075, cost_time=0:00:19.709444 2021-04-10 03:25:37,133 INFO : TRAIN, epoch=0177, iter=00180/00196, fetch data time cost=1.34ms, fps=2242 images/s, loss=0.0027, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:01.853472, arrival_time=2021-04-10 03:25:38.987234, cost_time=0:00:20.851484 2021-04-10 03:25:38,276 INFO : TRAIN, epoch=0177, iter=00190/00196, fetch data time cost=2.22ms, fps=2241 images/s, loss=0.0026, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00.694554, arrival_time=2021-04-10 03:25:38.971034, cost_time=0:00:21.994184 2021-04-10 03:25:38,894 INFO : TRAIN, epoch=0177, iter=00196/00196, fetch data time cost=1.39ms, fps=2201 images/s, loss=0.0026, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:25:38.894847, cost_time=0:00:22.612622 2021-04-10 03:25:39,370 INFO : EVAL, epoch=0177, iter=00010/00040, fetch data time cost=0.21ms, fps=5397 images/s, loss=0.3018, top1-acc=93.83%, top5-acc=99.77%, remaining_time=0:00:01.422990, arrival_time=2021-04-10 03:25:40.793069, cost_time=0:00:00.474328 2021-04-10 03:25:39,745 INFO : EVAL, epoch=0177, iter=00020/00040, fetch data time cost=1.84ms, fps=6826 images/s, loss=0.2988, top1-acc=93.75%, top5-acc=99.71%, remaining_time=0:00:00.849680, arrival_time=2021-04-10 03:25:40.595163, cost_time=0:00:00.849690 2021-04-10 03:25:40,118 INFO : EVAL, epoch=0177, iter=00030/00040, fetch data time cost=1.88ms, fps=6868 images/s, loss=0.2921, top1-acc=93.78%, top5-acc=99.70%, remaining_time=0:00:00.407640, arrival_time=2021-04-10 03:25:40.526339, cost_time=0:00:01.222911 2021-04-10 03:25:40,458 INFO : EVAL, epoch=0177, iter=00040/00040, fetch data time cost=0.08ms, fps=6839 images/s, loss=0.2850, top1-acc=93.74%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-10 03:25:40.458317, cost_time=0:00:01.562589 2021-04-10 03:25:40,941 INFO : Epoch=0177 complete, best val top1-acc=93.82%, top5-acc=99.75% (epoch=174), remaining_time=0:09:31.553634, arrival_time=2021-04-10 03:35:12.494967, cost_time=1:13:18.478026 2021-04-10 03:25:40,941 INFO : Train start, epoch=0178, lr=0.003228 2021-04-10 03:25:42,314 INFO : TRAIN, epoch=0178, iter=00010/00196, fetch data time cost=0.26ms, fps=1865 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:25.527012, arrival_time=2021-04-10 03:26:07.841546, cost_time=0:00:01.372418 2021-04-10 03:25:43,461 INFO : TRAIN, epoch=0178, iter=00020/00196, fetch data time cost=1.60ms, fps=2233 images/s, loss=0.0024, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:22.172304, arrival_time=2021-04-10 03:26:05.633871, cost_time=0:00:02.519589 2021-04-10 03:25:44,602 INFO : TRAIN, epoch=0178, iter=00030/00196, fetch data time cost=1.55ms, fps=2245 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.254656, arrival_time=2021-04-10 03:26:04.857101, cost_time=0:00:03.660482 2021-04-10 03:25:45,747 INFO : TRAIN, epoch=0178, iter=00040/00196, fetch data time cost=1.53ms, fps=2237 images/s, loss=0.0022, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:18.741216, arrival_time=2021-04-10 03:26:04.488642, cost_time=0:00:04.805457 2021-04-10 03:25:46,891 INFO : TRAIN, epoch=0178, iter=00050/00196, fetch data time cost=1.95ms, fps=2239 images/s, loss=0.0021, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:17.371080, arrival_time=2021-04-10 03:26:04.262049, cost_time=0:00:05.948997 2021-04-10 03:25:48,034 INFO : TRAIN, epoch=0178, iter=00060/00196, fetch data time cost=1.50ms, fps=2239 images/s, loss=0.0022, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:16.077376, arrival_time=2021-04-10 03:26:04.112285, cost_time=0:00:07.092949 2021-04-10 03:25:49,177 INFO : TRAIN, epoch=0178, iter=00070/00196, fetch data time cost=1.45ms, fps=2240 images/s, loss=0.0022, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:14.824656, arrival_time=2021-04-10 03:26:04.002593, cost_time=0:00:08.235936 2021-04-10 03:25:50,319 INFO : TRAIN, epoch=0178, iter=00080/00196, fetch data time cost=1.44ms, fps=2244 images/s, loss=0.0023, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:13.597172, arrival_time=2021-04-10 03:26:03.916532, cost_time=0:00:09.377394 2021-04-10 03:25:51,466 INFO : TRAIN, epoch=0178, iter=00090/00196, fetch data time cost=2.18ms, fps=2232 images/s, loss=0.0024, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:12.395746, arrival_time=2021-04-10 03:26:03.862440, cost_time=0:00:10.524670 2021-04-10 03:25:52,637 INFO : TRAIN, epoch=0178, iter=00100/00196, fetch data time cost=2.65ms, fps=2188 images/s, loss=0.0025, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:11.227392, arrival_time=2021-04-10 03:26:03.864646, cost_time=0:00:11.695243 2021-04-10 03:25:53,781 INFO : TRAIN, epoch=0178, iter=00110/00196, fetch data time cost=1.62ms, fps=2238 images/s, loss=0.0024, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:10.038178, arrival_time=2021-04-10 03:26:03.819695, cost_time=0:00:12.839545 2021-04-10 03:25:54,924 INFO : TRAIN, epoch=0178, iter=00120/00196, fetch data time cost=1.87ms, fps=2240 images/s, loss=0.0024, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:08.855748, arrival_time=2021-04-10 03:26:03.780583, cost_time=0:00:13.982716 2021-04-10 03:25:56,078 INFO : TRAIN, epoch=0178, iter=00130/00196, fetch data time cost=1.97ms, fps=2221 images/s, loss=0.0025, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:07.684446, arrival_time=2021-04-10 03:26:03.762591, cost_time=0:00:15.136050 2021-04-10 03:25:57,227 INFO : TRAIN, epoch=0178, iter=00140/00196, fetch data time cost=1.48ms, fps=2229 images/s, loss=0.0025, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:06.514200, arrival_time=2021-04-10 03:26:03.741599, cost_time=0:00:16.285438 2021-04-10 03:25:58,368 INFO : TRAIN, epoch=0178, iter=00150/00196, fetch data time cost=1.47ms, fps=2244 images/s, loss=0.0024, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:05.344142, arrival_time=2021-04-10 03:26:03.712758, cost_time=0:00:17.426587 2021-04-10 03:25:59,512 INFO : TRAIN, epoch=0178, iter=00160/00196, fetch data time cost=1.50ms, fps=2240 images/s, loss=0.0024, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:04.178268, arrival_time=2021-04-10 03:26:03.690313, cost_time=0:00:18.570012 2021-04-10 03:26:00,656 INFO : TRAIN, epoch=0178, iter=00170/00196, fetch data time cost=1.42ms, fps=2237 images/s, loss=0.0023, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:03.015220, arrival_time=2021-04-10 03:26:03.672053, cost_time=0:00:19.714860 2021-04-10 03:26:01,807 INFO : TRAIN, epoch=0178, iter=00180/00196, fetch data time cost=1.57ms, fps=2227 images/s, loss=0.0023, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:01.854672, arrival_time=2021-04-10 03:26:03.661655, cost_time=0:00:20.865027 2021-04-10 03:26:02,948 INFO : TRAIN, epoch=0178, iter=00190/00196, fetch data time cost=1.52ms, fps=2244 images/s, loss=0.0024, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00.694926, arrival_time=2021-04-10 03:26:03.642927, cost_time=0:00:22.005993 2021-04-10 03:26:03,563 INFO : TRAIN, epoch=0178, iter=00196/00196, fetch data time cost=1.36ms, fps=2210 images/s, loss=0.0023, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:26:03.563837, cost_time=0:00:22.621874 2021-04-10 03:26:04,051 INFO : EVAL, epoch=0178, iter=00010/00040, fetch data time cost=0.20ms, fps=5265 images/s, loss=0.2933, top1-acc=93.67%, top5-acc=99.77%, remaining_time=0:00:01.458780, arrival_time=2021-04-10 03:26:05.509876, cost_time=0:00:00.486256 2021-04-10 03:26:04,430 INFO : EVAL, epoch=0178, iter=00020/00040, fetch data time cost=1.38ms, fps=6764 images/s, loss=0.2784, top1-acc=93.69%, top5-acc=99.79%, remaining_time=0:00:00.865080, arrival_time=2021-04-10 03:26:05.295033, cost_time=0:00:00.865071 2021-04-10 03:26:04,806 INFO : EVAL, epoch=0178, iter=00030/00040, fetch data time cost=2.34ms, fps=6803 images/s, loss=0.2825, top1-acc=93.72%, top5-acc=99.70%, remaining_time=0:00:00.413940, arrival_time=2021-04-10 03:26:05.220588, cost_time=0:00:01.241816 2021-04-10 03:26:05,140 INFO : EVAL, epoch=0178, iter=00040/00040, fetch data time cost=0.08ms, fps=6947 images/s, loss=0.2870, top1-acc=93.70%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-10 03:26:05.140947, cost_time=0:00:01.576085 2021-04-10 03:26:05,617 INFO : Epoch=0178 complete, best val top1-acc=93.82%, top5-acc=99.75% (epoch=174), remaining_time=0:09:06.682026, arrival_time=2021-04-10 03:35:12.299887, cost_time=1:13:43.154561 2021-04-10 03:26:05,618 INFO : Train start, epoch=0179, lr=0.002956 2021-04-10 03:26:06,971 INFO : TRAIN, epoch=0179, iter=00010/00196, fetch data time cost=0.24ms, fps=1892 images/s, loss=0.0030, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:25.163382, arrival_time=2021-04-10 03:26:32.134747, cost_time=0:00:01.352867 2021-04-10 03:26:08,113 INFO : TRAIN, epoch=0179, iter=00020/00196, fetch data time cost=1.37ms, fps=2242 images/s, loss=0.0029, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:21.959168, arrival_time=2021-04-10 03:26:30.073018, cost_time=0:00:02.495362 2021-04-10 03:26:09,256 INFO : TRAIN, epoch=0179, iter=00030/00196, fetch data time cost=1.52ms, fps=2241 images/s, loss=0.0036, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:20.129990, arrival_time=2021-04-10 03:26:29.386467, cost_time=0:00:03.637936 2021-04-10 03:26:10,404 INFO : TRAIN, epoch=0179, iter=00040/00196, fetch data time cost=1.90ms, fps=2232 images/s, loss=0.0031, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:18.662748, arrival_time=2021-04-10 03:26:29.066730, cost_time=0:00:04.785330 2021-04-10 03:26:11,547 INFO : TRAIN, epoch=0179, iter=00050/00196, fetch data time cost=1.41ms, fps=2240 images/s, loss=0.0028, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:17.312388, arrival_time=2021-04-10 03:26:28.859751, cost_time=0:00:05.928885 2021-04-10 03:26:12,692 INFO : TRAIN, epoch=0179, iter=00060/00196, fetch data time cost=2.17ms, fps=2236 images/s, loss=0.0026, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:16.034264, arrival_time=2021-04-10 03:26:28.726660, cost_time=0:00:07.073917 2021-04-10 03:26:13,830 INFO : TRAIN, epoch=0179, iter=00070/00196, fetch data time cost=1.52ms, fps=2250 images/s, loss=0.0026, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:14.781816, arrival_time=2021-04-10 03:26:28.612478, cost_time=0:00:08.212113 2021-04-10 03:26:14,975 INFO : TRAIN, epoch=0179, iter=00080/00196, fetch data time cost=2.07ms, fps=2237 images/s, loss=0.0024, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:13.567824, arrival_time=2021-04-10 03:26:28.543426, cost_time=0:00:09.357108 2021-04-10 03:26:16,125 INFO : TRAIN, epoch=0179, iter=00090/00196, fetch data time cost=2.03ms, fps=2228 images/s, loss=0.0026, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:12.374440, arrival_time=2021-04-10 03:26:28.499563, cost_time=0:00:10.506591 2021-04-10 03:26:17,270 INFO : TRAIN, epoch=0179, iter=00100/00196, fetch data time cost=1.45ms, fps=2236 images/s, loss=0.0025, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:11.185824, arrival_time=2021-04-10 03:26:28.456233, cost_time=0:00:11.651933 2021-04-10 03:26:18,416 INFO : TRAIN, epoch=0179, iter=00110/00196, fetch data time cost=1.62ms, fps=2235 images/s, loss=0.0025, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:10.005498, arrival_time=2021-04-10 03:26:28.421774, cost_time=0:00:12.797752 2021-04-10 03:26:19,562 INFO : TRAIN, epoch=0179, iter=00120/00196, fetch data time cost=1.44ms, fps=2235 images/s, loss=0.0026, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:08.831124, arrival_time=2021-04-10 03:26:28.393543, cost_time=0:00:13.943877 2021-04-10 03:26:20,704 INFO : TRAIN, epoch=0179, iter=00130/00196, fetch data time cost=1.42ms, fps=2242 images/s, loss=0.0026, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:07.659102, arrival_time=2021-04-10 03:26:28.363701, cost_time=0:00:15.086066 2021-04-10 03:26:21,859 INFO : TRAIN, epoch=0179, iter=00140/00196, fetch data time cost=1.50ms, fps=2218 images/s, loss=0.0025, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:06.496336, arrival_time=2021-04-10 03:26:28.355606, cost_time=0:00:16.240778 2021-04-10 03:26:22,999 INFO : TRAIN, epoch=0179, iter=00150/00196, fetch data time cost=1.43ms, fps=2246 images/s, loss=0.0024, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:05.330204, arrival_time=2021-04-10 03:26:28.329824, cost_time=0:00:17.381138 2021-04-10 03:26:24,144 INFO : TRAIN, epoch=0179, iter=00160/00196, fetch data time cost=1.35ms, fps=2238 images/s, loss=0.0024, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:04.168260, arrival_time=2021-04-10 03:26:28.312380, cost_time=0:00:18.525639 2021-04-10 03:26:25,290 INFO : TRAIN, epoch=0179, iter=00170/00196, fetch data time cost=1.41ms, fps=2235 images/s, loss=0.0024, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:03.008616, arrival_time=2021-04-10 03:26:28.298825, cost_time=0:00:19.671683 2021-04-10 03:26:26,431 INFO : TRAIN, epoch=0179, iter=00180/00196, fetch data time cost=1.53ms, fps=2244 images/s, loss=0.0024, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:01.850064, arrival_time=2021-04-10 03:26:28.281726, cost_time=0:00:20.813182 2021-04-10 03:26:27,575 INFO : TRAIN, epoch=0179, iter=00190/00196, fetch data time cost=1.26ms, fps=2239 images/s, loss=0.0024, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00.693378, arrival_time=2021-04-10 03:26:28.268903, cost_time=0:00:21.957034 2021-04-10 03:26:28,188 INFO : TRAIN, epoch=0179, iter=00196/00196, fetch data time cost=1.39ms, fps=2221 images/s, loss=0.0023, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:26:28.188315, cost_time=0:00:22.569786 2021-04-10 03:26:28,673 INFO : EVAL, epoch=0179, iter=00010/00040, fetch data time cost=0.31ms, fps=5288 images/s, loss=0.2972, top1-acc=93.59%, top5-acc=99.80%, remaining_time=0:00:01.452330, arrival_time=2021-04-10 03:26:30.126169, cost_time=0:00:00.484109 2021-04-10 03:26:29,051 INFO : EVAL, epoch=0179, iter=00020/00040, fetch data time cost=1.42ms, fps=6790 images/s, loss=0.3044, top1-acc=93.42%, top5-acc=99.73%, remaining_time=0:00:00.861620, arrival_time=2021-04-10 03:26:29.912912, cost_time=0:00:00.861612 2021-04-10 03:26:29,429 INFO : EVAL, epoch=0179, iter=00030/00040, fetch data time cost=1.52ms, fps=6774 images/s, loss=0.2838, top1-acc=93.68%, top5-acc=99.77%, remaining_time=0:00:00.413280, arrival_time=2021-04-10 03:26:29.842845, cost_time=0:00:01.239834 2021-04-10 03:26:29,767 INFO : EVAL, epoch=0179, iter=00040/00040, fetch data time cost=0.07ms, fps=6865 images/s, loss=0.2843, top1-acc=93.65%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-10 03:26:29.767941, cost_time=0:00:01.578276 2021-04-10 03:26:30,496 INFO : Epoch=0179 complete, best val top1-acc=93.82%, top5-acc=99.75% (epoch=174), remaining_time=0:08:41.836308, arrival_time=2021-04-10 03:35:12.332956, cost_time=1:14:08.033344 2021-04-10 03:26:30,497 INFO : Train start, epoch=0180, lr=0.002696 2021-04-10 03:26:31,824 INFO : TRAIN, epoch=0180, iter=00010/00196, fetch data time cost=0.25ms, fps=1928 images/s, loss=0.0014, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:24.692802, arrival_time=2021-04-10 03:26:56.517680, cost_time=0:00:01.327571 2021-04-10 03:26:32,973 INFO : TRAIN, epoch=0180, iter=00020/00196, fetch data time cost=1.40ms, fps=2230 images/s, loss=0.0021, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:21.787568, arrival_time=2021-04-10 03:26:54.760705, cost_time=0:00:02.475860 2021-04-10 03:26:34,118 INFO : TRAIN, epoch=0180, iter=00030/00196, fetch data time cost=1.61ms, fps=2235 images/s, loss=0.0023, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:20.038524, arrival_time=2021-04-10 03:26:54.157263, cost_time=0:00:03.621418 2021-04-10 03:26:35,268 INFO : TRAIN, epoch=0180, iter=00040/00196, fetch data time cost=1.87ms, fps=2228 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:18.607056, arrival_time=2021-04-10 03:26:53.875356, cost_time=0:00:04.771038 2021-04-10 03:26:36,407 INFO : TRAIN, epoch=0180, iter=00050/00196, fetch data time cost=1.41ms, fps=2248 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.257638, arrival_time=2021-04-10 03:26:53.665088, cost_time=0:00:05.910166 2021-04-10 03:26:37,552 INFO : TRAIN, epoch=0180, iter=00060/00196, fetch data time cost=1.96ms, fps=2236 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:15.992648, arrival_time=2021-04-10 03:26:53.545494, cost_time=0:00:07.055577 2021-04-10 03:26:38,693 INFO : TRAIN, epoch=0180, iter=00070/00196, fetch data time cost=1.58ms, fps=2245 images/s, loss=0.0022, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.753466, arrival_time=2021-04-10 03:26:53.447073, cost_time=0:00:08.196343 2021-04-10 03:26:39,837 INFO : TRAIN, epoch=0180, iter=00080/00196, fetch data time cost=1.41ms, fps=2239 images/s, loss=0.0023, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:13.543232, arrival_time=2021-04-10 03:26:53.380725, cost_time=0:00:09.340178 2021-04-10 03:26:40,983 INFO : TRAIN, epoch=0180, iter=00090/00196, fetch data time cost=1.91ms, fps=2236 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.349954, arrival_time=2021-04-10 03:26:53.333023, cost_time=0:00:10.485803 2021-04-10 03:26:42,130 INFO : TRAIN, epoch=0180, iter=00100/00196, fetch data time cost=1.42ms, fps=2233 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:11.167488, arrival_time=2021-04-10 03:26:53.297529, cost_time=0:00:11.632779 2021-04-10 03:26:43,272 INFO : TRAIN, epoch=0180, iter=00110/00196, fetch data time cost=1.47ms, fps=2241 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.988126, arrival_time=2021-04-10 03:26:53.260896, cost_time=0:00:12.775505 2021-04-10 03:26:44,412 INFO : TRAIN, epoch=0180, iter=00120/00196, fetch data time cost=1.40ms, fps=2247 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:08.813036, arrival_time=2021-04-10 03:26:53.225580, cost_time=0:00:13.915268 2021-04-10 03:26:45,557 INFO : TRAIN, epoch=0180, iter=00130/00196, fetch data time cost=1.57ms, fps=2236 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.646166, arrival_time=2021-04-10 03:26:53.204081, cost_time=0:00:15.060648 2021-04-10 03:26:46,703 INFO : TRAIN, epoch=0180, iter=00140/00196, fetch data time cost=1.48ms, fps=2236 images/s, loss=0.0023, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:06.482448, arrival_time=2021-04-10 03:26:53.185897, cost_time=0:00:16.206139 2021-04-10 03:26:47,853 INFO : TRAIN, epoch=0180, iter=00150/00196, fetch data time cost=1.45ms, fps=2226 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.322660, arrival_time=2021-04-10 03:26:53.176514, cost_time=0:00:17.356542 2021-04-10 03:26:48,995 INFO : TRAIN, epoch=0180, iter=00160/00196, fetch data time cost=1.59ms, fps=2243 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:04.162140, arrival_time=2021-04-10 03:26:53.157906, cost_time=0:00:18.498458 2021-04-10 03:26:50,148 INFO : TRAIN, epoch=0180, iter=00170/00196, fetch data time cost=1.95ms, fps=2221 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.005522, arrival_time=2021-04-10 03:26:53.154298, cost_time=0:00:19.651439 2021-04-10 03:26:51,293 INFO : TRAIN, epoch=0180, iter=00180/00196, fetch data time cost=1.87ms, fps=2237 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.848560, arrival_time=2021-04-10 03:26:53.142117, cost_time=0:00:20.796216 2021-04-10 03:26:52,436 INFO : TRAIN, epoch=0180, iter=00190/00196, fetch data time cost=1.34ms, fps=2240 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00.692832, arrival_time=2021-04-10 03:26:53.129693, cost_time=0:00:21.939586 2021-04-10 03:26:53,049 INFO : TRAIN, epoch=0180, iter=00196/00196, fetch data time cost=1.37ms, fps=2220 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:26:53.049790, cost_time=0:00:22.552525 2021-04-10 03:26:53,501 INFO : EVAL, epoch=0180, iter=00010/00040, fetch data time cost=1.45ms, fps=5687 images/s, loss=0.2724, top1-acc=93.79%, top5-acc=99.77%, remaining_time=0:00:01.350390, arrival_time=2021-04-10 03:26:54.851353, cost_time=0:00:00.450127 2021-04-10 03:26:53,868 INFO : EVAL, epoch=0180, iter=00020/00040, fetch data time cost=1.43ms, fps=6970 images/s, loss=0.2764, top1-acc=93.83%, top5-acc=99.80%, remaining_time=0:00:00.817760, arrival_time=2021-04-10 03:26:54.686383, cost_time=0:00:00.817757 2021-04-10 03:26:54,248 INFO : EVAL, epoch=0180, iter=00030/00040, fetch data time cost=1.88ms, fps=6743 images/s, loss=0.2716, top1-acc=93.97%, top5-acc=99.77%, remaining_time=0:00:00.399260, arrival_time=2021-04-10 03:26:54.647873, cost_time=0:00:01.197769 2021-04-10 03:26:54,584 INFO : EVAL, epoch=0180, iter=00040/00040, fetch data time cost=0.07ms, fps=6914 images/s, loss=0.2799, top1-acc=93.86%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-10 03:26:54.584595, cost_time=0:00:01.533679 2021-04-10 03:26:55,912 INFO : Epoch=0180 complete, best val top1-acc=93.86%, top5-acc=99.73% (epoch=180), remaining_time=0:08:17.049940, arrival_time=2021-04-10 03:35:12.962742, cost_time=1:14:33.449441 2021-04-10 03:26:55,914 INFO : Train start, epoch=0181, lr=0.002447 2021-04-10 03:26:57,304 INFO : TRAIN, epoch=0181, iter=00010/00196, fetch data time cost=0.25ms, fps=1841 images/s, loss=0.0028, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:25.858650, arrival_time=2021-04-10 03:27:23.163112, cost_time=0:00:01.390247 2021-04-10 03:26:58,447 INFO : TRAIN, epoch=0181, iter=00020/00196, fetch data time cost=1.35ms, fps=2242 images/s, loss=0.0021, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:22.288992, arrival_time=2021-04-10 03:27:20.736159, cost_time=0:00:02.532830 2021-04-10 03:26:59,588 INFO : TRAIN, epoch=0181, iter=00030/00196, fetch data time cost=2.17ms, fps=2245 images/s, loss=0.0021, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:20.328858, arrival_time=2021-04-10 03:27:19.916904, cost_time=0:00:03.673886 2021-04-10 03:27:00,729 INFO : TRAIN, epoch=0181, iter=00040/00196, fetch data time cost=1.53ms, fps=2245 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:18.777720, arrival_time=2021-04-10 03:27:19.506715, cost_time=0:00:04.814807 2021-04-10 03:27:01,875 INFO : TRAIN, epoch=0181, iter=00050/00196, fetch data time cost=1.36ms, fps=2235 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.405390, arrival_time=2021-04-10 03:27:19.280381, cost_time=0:00:05.960766 2021-04-10 03:27:03,024 INFO : TRAIN, epoch=0181, iter=00060/00196, fetch data time cost=1.61ms, fps=2227 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.117496, arrival_time=2021-04-10 03:27:19.142328, cost_time=0:00:07.110667 2021-04-10 03:27:04,168 INFO : TRAIN, epoch=0181, iter=00070/00196, fetch data time cost=1.67ms, fps=2239 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.857794, arrival_time=2021-04-10 03:27:19.026287, cost_time=0:00:08.254300 2021-04-10 03:27:05,315 INFO : TRAIN, epoch=0181, iter=00080/00196, fetch data time cost=1.36ms, fps=2232 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:13.632320, arrival_time=2021-04-10 03:27:18.948118, cost_time=0:00:09.401606 2021-04-10 03:27:06,457 INFO : TRAIN, epoch=0181, iter=00090/00196, fetch data time cost=1.50ms, fps=2243 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.417794, arrival_time=2021-04-10 03:27:18.875344, cost_time=0:00:10.543394 2021-04-10 03:27:07,597 INFO : TRAIN, epoch=0181, iter=00100/00196, fetch data time cost=1.44ms, fps=2246 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:11.216352, arrival_time=2021-04-10 03:27:18.814271, cost_time=0:00:11.683697 2021-04-10 03:27:08,738 INFO : TRAIN, epoch=0181, iter=00110/00196, fetch data time cost=1.42ms, fps=2245 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.026568, arrival_time=2021-04-10 03:27:18.765374, cost_time=0:00:12.824649 2021-04-10 03:27:09,879 INFO : TRAIN, epoch=0181, iter=00120/00196, fetch data time cost=1.79ms, fps=2245 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:08.844880, arrival_time=2021-04-10 03:27:18.724587, cost_time=0:00:13.965545 2021-04-10 03:27:11,016 INFO : TRAIN, epoch=0181, iter=00130/00196, fetch data time cost=1.41ms, fps=2253 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:07.667220, arrival_time=2021-04-10 03:27:18.683410, cost_time=0:00:15.102037 2021-04-10 03:27:12,157 INFO : TRAIN, epoch=0181, iter=00140/00196, fetch data time cost=1.63ms, fps=2243 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:06.497400, arrival_time=2021-04-10 03:27:18.655065, cost_time=0:00:16.243515 2021-04-10 03:27:13,299 INFO : TRAIN, epoch=0181, iter=00150/00196, fetch data time cost=1.65ms, fps=2244 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:05.331354, arrival_time=2021-04-10 03:27:18.630327, cost_time=0:00:17.384821 2021-04-10 03:27:14,442 INFO : TRAIN, epoch=0181, iter=00160/00196, fetch data time cost=1.50ms, fps=2240 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:04.168764, arrival_time=2021-04-10 03:27:18.610801, cost_time=0:00:18.527884 2021-04-10 03:27:15,586 INFO : TRAIN, epoch=0181, iter=00170/00196, fetch data time cost=1.84ms, fps=2238 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.008668, arrival_time=2021-04-10 03:27:18.594844, cost_time=0:00:19.671975 2021-04-10 03:27:16,735 INFO : TRAIN, epoch=0181, iter=00180/00196, fetch data time cost=1.48ms, fps=2228 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.850816, arrival_time=2021-04-10 03:27:18.586576, cost_time=0:00:20.821602 2021-04-10 03:27:17,875 INFO : TRAIN, epoch=0181, iter=00190/00196, fetch data time cost=1.47ms, fps=2247 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00.693522, arrival_time=2021-04-10 03:27:18.569211, cost_time=0:00:21.961536 2021-04-10 03:27:18,493 INFO : TRAIN, epoch=0181, iter=00196/00196, fetch data time cost=2.19ms, fps=2204 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:27:18.493071, cost_time=0:00:22.578881 2021-04-10 03:27:18,986 INFO : EVAL, epoch=0181, iter=00010/00040, fetch data time cost=0.30ms, fps=5201 images/s, loss=0.2625, top1-acc=93.79%, top5-acc=99.69%, remaining_time=0:00:01.476600, arrival_time=2021-04-10 03:27:20.463205, cost_time=0:00:00.492204 2021-04-10 03:27:19,359 INFO : EVAL, epoch=0181, iter=00020/00040, fetch data time cost=1.78ms, fps=6883 images/s, loss=0.2839, top1-acc=93.26%, top5-acc=99.69%, remaining_time=0:00:00.864660, arrival_time=2021-04-10 03:27:20.223650, cost_time=0:00:00.864656 2021-04-10 03:27:19,733 INFO : EVAL, epoch=0181, iter=00030/00040, fetch data time cost=1.49ms, fps=6839 images/s, loss=0.2782, top1-acc=93.65%, top5-acc=99.73%, remaining_time=0:00:00.413110, arrival_time=2021-04-10 03:27:20.146823, cost_time=0:00:01.239328 2021-04-10 03:27:20,068 INFO : EVAL, epoch=0181, iter=00040/00040, fetch data time cost=0.06ms, fps=6938 images/s, loss=0.2704, top1-acc=93.70%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-10 03:27:20.068460, cost_time=0:00:01.574157 2021-04-10 03:27:20,557 INFO : Epoch=0181 complete, best val top1-acc=93.86%, top5-acc=99.73% (epoch=180), remaining_time=0:07:52.175593, arrival_time=2021-04-10 03:35:12.732816, cost_time=1:14:58.093864 2021-04-10 03:27:20,558 INFO : Train start, epoch=0182, lr=0.002210 2021-04-10 03:27:21,863 INFO : TRAIN, epoch=0182, iter=00010/00196, fetch data time cost=0.30ms, fps=1962 images/s, loss=0.0016, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:24.267048, arrival_time=2021-04-10 03:27:46.129979, cost_time=0:00:01.304675 2021-04-10 03:27:23,005 INFO : TRAIN, epoch=0182, iter=00020/00196, fetch data time cost=1.42ms, fps=2241 images/s, loss=0.0015, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:21.538352, arrival_time=2021-04-10 03:27:44.544118, cost_time=0:00:02.447536 2021-04-10 03:27:24,145 INFO : TRAIN, epoch=0182, iter=00030/00196, fetch data time cost=1.92ms, fps=2247 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:19.848952, arrival_time=2021-04-10 03:27:43.994350, cost_time=0:00:03.587167 2021-04-10 03:27:25,288 INFO : TRAIN, epoch=0182, iter=00040/00196, fetch data time cost=1.81ms, fps=2241 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.446688, arrival_time=2021-04-10 03:27:43.734883, cost_time=0:00:04.729920 2021-04-10 03:27:26,427 INFO : TRAIN, epoch=0182, iter=00050/00196, fetch data time cost=1.35ms, fps=2248 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.137626, arrival_time=2021-04-10 03:27:43.564911, cost_time=0:00:05.869056 2021-04-10 03:27:27,562 INFO : TRAIN, epoch=0182, iter=00060/00196, fetch data time cost=1.49ms, fps=2257 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:15.875144, arrival_time=2021-04-10 03:27:43.437211, cost_time=0:00:07.003723 2021-04-10 03:27:28,731 INFO : TRAIN, epoch=0182, iter=00070/00196, fetch data time cost=1.46ms, fps=2191 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.711508, arrival_time=2021-04-10 03:27:43.442762, cost_time=0:00:08.173027 2021-04-10 03:27:29,872 INFO : TRAIN, epoch=0182, iter=00080/00196, fetch data time cost=1.62ms, fps=2244 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:13.505764, arrival_time=2021-04-10 03:27:43.378450, cost_time=0:00:09.314303 2021-04-10 03:27:31,019 INFO : TRAIN, epoch=0182, iter=00090/00196, fetch data time cost=2.11ms, fps=2234 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.321122, arrival_time=2021-04-10 03:27:43.340750, cost_time=0:00:10.461327 2021-04-10 03:27:32,172 INFO : TRAIN, epoch=0182, iter=00100/00196, fetch data time cost=2.56ms, fps=2221 images/s, loss=0.0019, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:11.150016, arrival_time=2021-04-10 03:27:43.322840, cost_time=0:00:11.614583 2021-04-10 03:27:33,313 INFO : TRAIN, epoch=0182, iter=00110/00196, fetch data time cost=1.48ms, fps=2244 images/s, loss=0.0019, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:09.972560, arrival_time=2021-04-10 03:27:43.286411, cost_time=0:00:12.755583 2021-04-10 03:27:34,464 INFO : TRAIN, epoch=0182, iter=00120/00196, fetch data time cost=1.87ms, fps=2226 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:08.807184, arrival_time=2021-04-10 03:27:43.271609, cost_time=0:00:13.906126 2021-04-10 03:27:35,611 INFO : TRAIN, epoch=0182, iter=00130/00196, fetch data time cost=2.06ms, fps=2233 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.642470, arrival_time=2021-04-10 03:27:43.254104, cost_time=0:00:15.053393 2021-04-10 03:27:36,763 INFO : TRAIN, epoch=0182, iter=00140/00196, fetch data time cost=1.56ms, fps=2224 images/s, loss=0.0019, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:06.481888, arrival_time=2021-04-10 03:27:43.244928, cost_time=0:00:16.204759 2021-04-10 03:27:37,912 INFO : TRAIN, epoch=0182, iter=00150/00196, fetch data time cost=1.77ms, fps=2228 images/s, loss=0.0019, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:05.321924, arrival_time=2021-04-10 03:27:43.234303, cost_time=0:00:17.354108 2021-04-10 03:27:39,059 INFO : TRAIN, epoch=0182, iter=00160/00196, fetch data time cost=1.48ms, fps=2233 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:04.162716, arrival_time=2021-04-10 03:27:43.221982, cost_time=0:00:18.501034 2021-04-10 03:27:40,204 INFO : TRAIN, epoch=0182, iter=00170/00196, fetch data time cost=1.49ms, fps=2236 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.004742, arrival_time=2021-04-10 03:27:43.209341, cost_time=0:00:19.646358 2021-04-10 03:27:41,351 INFO : TRAIN, epoch=0182, iter=00180/00196, fetch data time cost=1.60ms, fps=2234 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.848240, arrival_time=2021-04-10 03:27:43.199284, cost_time=0:00:20.792744 2021-04-10 03:27:42,495 INFO : TRAIN, epoch=0182, iter=00190/00196, fetch data time cost=1.23ms, fps=2239 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00.692742, arrival_time=2021-04-10 03:27:43.187742, cost_time=0:00:21.936767 2021-04-10 03:27:43,108 INFO : TRAIN, epoch=0182, iter=00196/00196, fetch data time cost=1.26ms, fps=2218 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:27:43.108643, cost_time=0:00:22.550425 2021-04-10 03:27:43,583 INFO : EVAL, epoch=0182, iter=00010/00040, fetch data time cost=0.31ms, fps=5398 images/s, loss=0.3108, top1-acc=93.36%, top5-acc=99.65%, remaining_time=0:00:01.422810, arrival_time=2021-04-10 03:27:45.006615, cost_time=0:00:00.474271 2021-04-10 03:27:43,956 INFO : EVAL, epoch=0182, iter=00020/00040, fetch data time cost=1.88ms, fps=6872 images/s, loss=0.2927, top1-acc=93.54%, top5-acc=99.73%, remaining_time=0:00:00.847200, arrival_time=2021-04-10 03:27:44.803903, cost_time=0:00:00.847196 2021-04-10 03:27:44,336 INFO : EVAL, epoch=0182, iter=00030/00040, fetch data time cost=1.74ms, fps=6744 images/s, loss=0.2884, top1-acc=93.66%, top5-acc=99.73%, remaining_time=0:00:00.409040, arrival_time=2021-04-10 03:27:44.745715, cost_time=0:00:01.227119 2021-04-10 03:27:44,674 INFO : EVAL, epoch=0182, iter=00040/00040, fetch data time cost=0.07ms, fps=6871 images/s, loss=0.2862, top1-acc=93.80%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-10 03:27:44.674734, cost_time=0:00:01.565223 2021-04-10 03:27:45,249 INFO : Epoch=0182 complete, best val top1-acc=93.86%, top5-acc=99.73% (epoch=180), remaining_time=0:07:27.308568, arrival_time=2021-04-10 03:35:12.558439, cost_time=1:15:22.786566 2021-04-10 03:27:45,250 INFO : Train start, epoch=0183, lr=0.001985 2021-04-10 03:27:46,633 INFO : TRAIN, epoch=0183, iter=00010/00196, fetch data time cost=0.24ms, fps=1851 images/s, loss=0.0025, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:25.722870, arrival_time=2021-04-10 03:28:12.356316, cost_time=0:00:01.382949 2021-04-10 03:27:47,797 INFO : TRAIN, epoch=0183, iter=00020/00196, fetch data time cost=1.50ms, fps=2199 images/s, loss=0.0019, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:22.416064, arrival_time=2021-04-10 03:28:10.213849, cost_time=0:00:02.547281 2021-04-10 03:27:48,944 INFO : TRAIN, epoch=0183, iter=00030/00196, fetch data time cost=2.10ms, fps=2234 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.437754, arrival_time=2021-04-10 03:28:09.381827, cost_time=0:00:03.693576 2021-04-10 03:27:50,089 INFO : TRAIN, epoch=0183, iter=00040/00196, fetch data time cost=1.49ms, fps=2236 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:18.870696, arrival_time=2021-04-10 03:28:08.959814, cost_time=0:00:04.838623 2021-04-10 03:27:51,231 INFO : TRAIN, epoch=0183, iter=00050/00196, fetch data time cost=1.37ms, fps=2241 images/s, loss=0.0021, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:17.464812, arrival_time=2021-04-10 03:28:08.696455, cost_time=0:00:05.981094 2021-04-10 03:27:52,373 INFO : TRAIN, epoch=0183, iter=00060/00196, fetch data time cost=1.41ms, fps=2242 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:16.146192, arrival_time=2021-04-10 03:28:08.520025, cost_time=0:00:07.123344 2021-04-10 03:27:53,518 INFO : TRAIN, epoch=0183, iter=00070/00196, fetch data time cost=1.50ms, fps=2237 images/s, loss=0.0021, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:14.882616, arrival_time=2021-04-10 03:28:08.401257, cost_time=0:00:08.268088 2021-04-10 03:27:54,661 INFO : TRAIN, epoch=0183, iter=00080/00196, fetch data time cost=1.42ms, fps=2242 images/s, loss=0.0021, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:13.645544, arrival_time=2021-04-10 03:28:08.306744, cost_time=0:00:09.410691 2021-04-10 03:27:55,802 INFO : TRAIN, epoch=0183, iter=00090/00196, fetch data time cost=2.35ms, fps=2245 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.427440, arrival_time=2021-04-10 03:28:08.229521, cost_time=0:00:10.551581 2021-04-10 03:27:56,947 INFO : TRAIN, epoch=0183, iter=00100/00196, fetch data time cost=1.39ms, fps=2237 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:11.228640, arrival_time=2021-04-10 03:28:08.175650, cost_time=0:00:11.696512 2021-04-10 03:27:58,090 INFO : TRAIN, epoch=0183, iter=00110/00196, fetch data time cost=1.52ms, fps=2240 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:10.038350, arrival_time=2021-04-10 03:28:08.128621, cost_time=0:00:12.839770 2021-04-10 03:27:59,230 INFO : TRAIN, epoch=0183, iter=00120/00196, fetch data time cost=1.51ms, fps=2246 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:08.854076, arrival_time=2021-04-10 03:28:08.084723, cost_time=0:00:13.980083 2021-04-10 03:28:00,391 INFO : TRAIN, epoch=0183, iter=00130/00196, fetch data time cost=1.36ms, fps=2206 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.687020, arrival_time=2021-04-10 03:28:08.078658, cost_time=0:00:15.141070 2021-04-10 03:28:01,542 INFO : TRAIN, epoch=0183, iter=00140/00196, fetch data time cost=1.49ms, fps=2225 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:06.516888, arrival_time=2021-04-10 03:28:08.059555, cost_time=0:00:16.292160 2021-04-10 03:28:02,683 INFO : TRAIN, epoch=0183, iter=00150/00196, fetch data time cost=1.41ms, fps=2244 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.346212, arrival_time=2021-04-10 03:28:08.029956, cost_time=0:00:17.433242 2021-04-10 03:28:03,825 INFO : TRAIN, epoch=0183, iter=00160/00196, fetch data time cost=1.69ms, fps=2244 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:04.179312, arrival_time=2021-04-10 03:28:08.004540, cost_time=0:00:18.574661 2021-04-10 03:28:04,969 INFO : TRAIN, epoch=0183, iter=00170/00196, fetch data time cost=1.53ms, fps=2238 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.015844, arrival_time=2021-04-10 03:28:07.985277, cost_time=0:00:19.718925 2021-04-10 03:28:06,147 INFO : TRAIN, epoch=0183, iter=00180/00196, fetch data time cost=2.05ms, fps=2235 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.857504, arrival_time=2021-04-10 03:28:08.004941, cost_time=0:00:20.896935 2021-04-10 03:28:07,291 INFO : TRAIN, epoch=0183, iter=00190/00196, fetch data time cost=1.32ms, fps=2239 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00.696018, arrival_time=2021-04-10 03:28:07.987155, cost_time=0:00:22.040638 2021-04-10 03:28:07,905 INFO : TRAIN, epoch=0183, iter=00196/00196, fetch data time cost=1.38ms, fps=2215 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:28:07.905490, cost_time=0:00:22.654988 2021-04-10 03:28:08,372 INFO : EVAL, epoch=0183, iter=00010/00040, fetch data time cost=2.53ms, fps=5494 images/s, loss=0.3165, top1-acc=93.48%, top5-acc=99.69%, remaining_time=0:00:01.397760, arrival_time=2021-04-10 03:28:09.770131, cost_time=0:00:00.465917 2021-04-10 03:28:08,743 INFO : EVAL, epoch=0183, iter=00020/00040, fetch data time cost=1.57ms, fps=6902 images/s, loss=0.2857, top1-acc=93.96%, top5-acc=99.77%, remaining_time=0:00:00.837180, arrival_time=2021-04-10 03:28:09.580819, cost_time=0:00:00.837182 2021-04-10 03:28:09,117 INFO : EVAL, epoch=0183, iter=00030/00040, fetch data time cost=1.44ms, fps=6855 images/s, loss=0.2770, top1-acc=93.92%, top5-acc=99.74%, remaining_time=0:00:00.403640, arrival_time=2021-04-10 03:28:09.521070, cost_time=0:00:01.210935 2021-04-10 03:28:09,454 INFO : EVAL, epoch=0183, iter=00040/00040, fetch data time cost=0.06ms, fps=6884 images/s, loss=0.2790, top1-acc=93.81%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-10 03:28:09.454867, cost_time=0:00:01.548431 2021-04-10 03:28:10,102 INFO : Epoch=0183 complete, best val top1-acc=93.86%, top5-acc=99.73% (epoch=180), remaining_time=0:07:02.458245, arrival_time=2021-04-10 03:35:12.560304, cost_time=1:15:47.638674 2021-04-10 03:28:10,103 INFO : Train start, epoch=0184, lr=0.001772 2021-04-10 03:28:11,465 INFO : TRAIN, epoch=0184, iter=00010/00196, fetch data time cost=1.43ms, fps=1880 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:25.326504, arrival_time=2021-04-10 03:28:36.791740, cost_time=0:00:01.361641 2021-04-10 03:28:12,608 INFO : TRAIN, epoch=0184, iter=00020/00196, fetch data time cost=1.77ms, fps=2240 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:22.044880, arrival_time=2021-04-10 03:28:34.653674, cost_time=0:00:02.505103 2021-04-10 03:28:13,755 INFO : TRAIN, epoch=0184, iter=00030/00196, fetch data time cost=1.56ms, fps=2234 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.205188, arrival_time=2021-04-10 03:28:33.960617, cost_time=0:00:03.651555 2021-04-10 03:28:14,904 INFO : TRAIN, epoch=0184, iter=00040/00196, fetch data time cost=1.32ms, fps=2229 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.724836, arrival_time=2021-04-10 03:28:33.629660, cost_time=0:00:04.801242 2021-04-10 03:28:16,077 INFO : TRAIN, epoch=0184, iter=00050/00196, fetch data time cost=1.90ms, fps=2184 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.442912, arrival_time=2021-04-10 03:28:33.520304, cost_time=0:00:05.973614 2021-04-10 03:28:17,222 INFO : TRAIN, epoch=0184, iter=00060/00196, fetch data time cost=1.54ms, fps=2237 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.135992, arrival_time=2021-04-10 03:28:33.358402, cost_time=0:00:07.118825 2021-04-10 03:28:18,369 INFO : TRAIN, epoch=0184, iter=00070/00196, fetch data time cost=1.53ms, fps=2234 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.877702, arrival_time=2021-04-10 03:28:33.246750, cost_time=0:00:08.265399 2021-04-10 03:28:19,512 INFO : TRAIN, epoch=0184, iter=00080/00196, fetch data time cost=1.74ms, fps=2240 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:13.642644, arrival_time=2021-04-10 03:28:33.155011, cost_time=0:00:09.408749 2021-04-10 03:28:20,654 INFO : TRAIN, epoch=0184, iter=00090/00196, fetch data time cost=1.31ms, fps=2243 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.425956, arrival_time=2021-04-10 03:28:33.079917, cost_time=0:00:10.550379 2021-04-10 03:28:21,802 INFO : TRAIN, epoch=0184, iter=00100/00196, fetch data time cost=1.39ms, fps=2231 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:11.230560, arrival_time=2021-04-10 03:28:33.032750, cost_time=0:00:11.698509 2021-04-10 03:28:22,950 INFO : TRAIN, epoch=0184, iter=00110/00196, fetch data time cost=1.39ms, fps=2231 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:10.043768, arrival_time=2021-04-10 03:28:32.994063, cost_time=0:00:12.846695 2021-04-10 03:28:24,095 INFO : TRAIN, epoch=0184, iter=00120/00196, fetch data time cost=1.78ms, fps=2236 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:08.861676, arrival_time=2021-04-10 03:28:32.957398, cost_time=0:00:13.992149 2021-04-10 03:28:25,234 INFO : TRAIN, epoch=0184, iter=00130/00196, fetch data time cost=1.49ms, fps=2248 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:07.682004, arrival_time=2021-04-10 03:28:32.916865, cost_time=0:00:15.131214 2021-04-10 03:28:26,380 INFO : TRAIN, epoch=0184, iter=00140/00196, fetch data time cost=2.58ms, fps=2236 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:06.510672, arrival_time=2021-04-10 03:28:32.891040, cost_time=0:00:16.276725 2021-04-10 03:28:27,518 INFO : TRAIN, epoch=0184, iter=00150/00196, fetch data time cost=1.38ms, fps=2250 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:05.340692, arrival_time=2021-04-10 03:28:32.859536, cost_time=0:00:17.415266 2021-04-10 03:28:28,661 INFO : TRAIN, epoch=0184, iter=00160/00196, fetch data time cost=1.44ms, fps=2241 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:04.175532, arrival_time=2021-04-10 03:28:32.837007, cost_time=0:00:18.557856 2021-04-10 03:28:29,810 INFO : TRAIN, epoch=0184, iter=00170/00196, fetch data time cost=1.88ms, fps=2228 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.014050, arrival_time=2021-04-10 03:28:32.824932, cost_time=0:00:19.707242 2021-04-10 03:28:30,955 INFO : TRAIN, epoch=0184, iter=00180/00196, fetch data time cost=1.43ms, fps=2237 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:01.853536, arrival_time=2021-04-10 03:28:32.809400, cost_time=0:00:20.852286 2021-04-10 03:28:32,102 INFO : TRAIN, epoch=0184, iter=00190/00196, fetch data time cost=1.26ms, fps=2234 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00.694686, arrival_time=2021-04-10 03:28:32.796696, cost_time=0:00:21.998431 2021-04-10 03:28:32,716 INFO : TRAIN, epoch=0184, iter=00196/00196, fetch data time cost=1.45ms, fps=2213 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:28:32.716789, cost_time=0:00:22.613227 2021-04-10 03:28:33,204 INFO : EVAL, epoch=0184, iter=00010/00040, fetch data time cost=0.30ms, fps=5263 images/s, loss=0.2794, top1-acc=94.06%, top5-acc=99.84%, remaining_time=0:00:01.459170, arrival_time=2021-04-10 03:28:34.663323, cost_time=0:00:00.486389 2021-04-10 03:28:33,575 INFO : EVAL, epoch=0184, iter=00020/00040, fetch data time cost=1.89ms, fps=6898 images/s, loss=0.2768, top1-acc=93.93%, top5-acc=99.80%, remaining_time=0:00:00.857860, arrival_time=2021-04-10 03:28:34.433521, cost_time=0:00:00.857851 2021-04-10 03:28:33,953 INFO : EVAL, epoch=0184, iter=00030/00040, fetch data time cost=1.48ms, fps=6784 images/s, loss=0.2787, top1-acc=93.83%, top5-acc=99.75%, remaining_time=0:00:00.411900, arrival_time=2021-04-10 03:28:34.365364, cost_time=0:00:01.235694 2021-04-10 03:28:34,290 INFO : EVAL, epoch=0184, iter=00040/00040, fetch data time cost=0.07ms, fps=6883 images/s, loss=0.2818, top1-acc=93.85%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-10 03:28:34.290829, cost_time=0:00:01.573094 2021-04-10 03:28:34,830 INFO : Epoch=0184 complete, best val top1-acc=93.86%, top5-acc=99.73% (epoch=180), remaining_time=0:06:37.597152, arrival_time=2021-04-10 03:35:12.427818, cost_time=1:16:12.367328 2021-04-10 03:28:34,831 INFO : Train start, epoch=0185, lr=0.001571 2021-04-10 03:28:36,220 INFO : TRAIN, epoch=0185, iter=00010/00196, fetch data time cost=0.37ms, fps=1844 images/s, loss=0.0023, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:25.826658, arrival_time=2021-04-10 03:29:02.046814, cost_time=0:00:01.388533 2021-04-10 03:28:37,363 INFO : TRAIN, epoch=0185, iter=00020/00196, fetch data time cost=1.84ms, fps=2240 images/s, loss=0.0017, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:22.280720, arrival_time=2021-04-10 03:28:59.644266, cost_time=0:00:02.531909 2021-04-10 03:28:38,508 INFO : TRAIN, epoch=0185, iter=00030/00196, fetch data time cost=1.87ms, fps=2238 images/s, loss=0.0016, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.342636, arrival_time=2021-04-10 03:28:58.850588, cost_time=0:00:03.676374 2021-04-10 03:28:39,653 INFO : TRAIN, epoch=0185, iter=00040/00196, fetch data time cost=1.49ms, fps=2235 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.807048, arrival_time=2021-04-10 03:28:58.460948, cost_time=0:00:04.822325 2021-04-10 03:28:40,795 INFO : TRAIN, epoch=0185, iter=00050/00196, fetch data time cost=1.44ms, fps=2244 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.414004, arrival_time=2021-04-10 03:28:58.209408, cost_time=0:00:05.963716 2021-04-10 03:28:41,965 INFO : TRAIN, epoch=0185, iter=00060/00196, fetch data time cost=1.87ms, fps=2189 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.170400, arrival_time=2021-04-10 03:28:58.135949, cost_time=0:00:07.133972 2021-04-10 03:28:43,109 INFO : TRAIN, epoch=0185, iter=00070/00196, fetch data time cost=1.92ms, fps=2238 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.900886, arrival_time=2021-04-10 03:28:58.010751, cost_time=0:00:08.278303 2021-04-10 03:28:44,270 INFO : TRAIN, epoch=0185, iter=00080/00196, fetch data time cost=1.77ms, fps=2207 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:13.685680, arrival_time=2021-04-10 03:28:57.955647, cost_time=0:00:09.438399 2021-04-10 03:28:45,419 INFO : TRAIN, epoch=0185, iter=00090/00196, fetch data time cost=1.49ms, fps=2228 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.469840, arrival_time=2021-04-10 03:28:57.889033, cost_time=0:00:10.587599 2021-04-10 03:28:46,558 INFO : TRAIN, epoch=0185, iter=00100/00196, fetch data time cost=2.15ms, fps=2247 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:11.258208, arrival_time=2021-04-10 03:28:57.817101, cost_time=0:00:11.727266 2021-04-10 03:28:47,696 INFO : TRAIN, epoch=0185, iter=00110/00196, fetch data time cost=1.45ms, fps=2252 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.057958, arrival_time=2021-04-10 03:28:57.754379, cost_time=0:00:12.864822 2021-04-10 03:28:48,868 INFO : TRAIN, epoch=0185, iter=00120/00196, fetch data time cost=1.56ms, fps=2186 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:08.889872, arrival_time=2021-04-10 03:28:57.758024, cost_time=0:00:14.036582 2021-04-10 03:28:50,022 INFO : TRAIN, epoch=0185, iter=00130/00196, fetch data time cost=1.88ms, fps=2219 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:07.712166, arrival_time=2021-04-10 03:28:57.734380, cost_time=0:00:15.190604 2021-04-10 03:28:51,169 INFO : TRAIN, epoch=0185, iter=00140/00196, fetch data time cost=1.48ms, fps=2232 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:06.535256, arrival_time=2021-04-10 03:28:57.705039, cost_time=0:00:16.338205 2021-04-10 03:28:52,309 INFO : TRAIN, epoch=0185, iter=00150/00196, fetch data time cost=1.51ms, fps=2247 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:05.359828, arrival_time=2021-04-10 03:28:57.669162, cost_time=0:00:17.477774 2021-04-10 03:28:53,452 INFO : TRAIN, epoch=0185, iter=00160/00196, fetch data time cost=1.39ms, fps=2240 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:04.189752, arrival_time=2021-04-10 03:28:57.642510, cost_time=0:00:18.621194 2021-04-10 03:28:54,590 INFO : TRAIN, epoch=0185, iter=00170/00196, fetch data time cost=1.41ms, fps=2250 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.022006, arrival_time=2021-04-10 03:28:57.612878, cost_time=0:00:19.759309 2021-04-10 03:28:55,735 INFO : TRAIN, epoch=0185, iter=00180/00196, fetch data time cost=1.44ms, fps=2238 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:01.858080, arrival_time=2021-04-10 03:28:57.593075, cost_time=0:00:20.903385 2021-04-10 03:28:56,882 INFO : TRAIN, epoch=0185, iter=00190/00196, fetch data time cost=1.29ms, fps=2232 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00.696336, arrival_time=2021-04-10 03:28:57.578584, cost_time=0:00:22.050683 2021-04-10 03:28:57,496 INFO : TRAIN, epoch=0185, iter=00196/00196, fetch data time cost=1.27ms, fps=2214 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:28:57.496927, cost_time=0:00:22.665367 2021-04-10 03:28:57,964 INFO : EVAL, epoch=0185, iter=00010/00040, fetch data time cost=2.63ms, fps=5485 images/s, loss=0.2710, top1-acc=94.22%, top5-acc=99.80%, remaining_time=0:00:01.400070, arrival_time=2021-04-10 03:28:59.364726, cost_time=0:00:00.466686 2021-04-10 03:28:58,335 INFO : EVAL, epoch=0185, iter=00020/00040, fetch data time cost=1.74ms, fps=6913 images/s, loss=0.2819, top1-acc=93.93%, top5-acc=99.77%, remaining_time=0:00:00.837360, arrival_time=2021-04-10 03:28:59.172683, cost_time=0:00:00.837351 2021-04-10 03:28:58,713 INFO : EVAL, epoch=0185, iter=00030/00040, fetch data time cost=1.81ms, fps=6774 images/s, loss=0.2783, top1-acc=94.00%, top5-acc=99.73%, remaining_time=0:00:00.405210, arrival_time=2021-04-10 03:28:59.118937, cost_time=0:00:01.215634 2021-04-10 03:28:59,049 INFO : EVAL, epoch=0185, iter=00040/00040, fetch data time cost=0.07ms, fps=6913 images/s, loss=0.2720, top1-acc=93.89%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-10 03:28:59.049781, cost_time=0:00:01.551842 2021-04-10 03:29:00,147 INFO : Epoch=0185 complete, best val top1-acc=93.89%, top5-acc=99.73% (epoch=185), remaining_time=0:06:12.785160, arrival_time=2021-04-10 03:35:12.932154, cost_time=1:16:37.683675 2021-04-10 03:29:00,147 INFO : Train start, epoch=0186, lr=0.001382 2021-04-10 03:29:01,455 INFO : TRAIN, epoch=0186, iter=00010/00196, fetch data time cost=2.40ms, fps=1958 images/s, loss=0.0014, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:24.316524, arrival_time=2021-04-10 03:29:25.771610, cost_time=0:00:01.307338 2021-04-10 03:29:02,615 INFO : TRAIN, epoch=0186, iter=00020/00196, fetch data time cost=1.36ms, fps=2226 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.717344, arrival_time=2021-04-10 03:29:24.332901, cost_time=0:00:02.467890 2021-04-10 03:29:03,774 INFO : TRAIN, epoch=0186, iter=00030/00196, fetch data time cost=1.88ms, fps=2211 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.065748, arrival_time=2021-04-10 03:29:23.839843, cost_time=0:00:03.626341 2021-04-10 03:29:04,914 INFO : TRAIN, epoch=0186, iter=00040/00196, fetch data time cost=1.66ms, fps=2245 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.592236, arrival_time=2021-04-10 03:29:23.507145, cost_time=0:00:04.767254 2021-04-10 03:29:06,057 INFO : TRAIN, epoch=0186, iter=00050/00196, fetch data time cost=2.07ms, fps=2242 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.256178, arrival_time=2021-04-10 03:29:23.313504, cost_time=0:00:05.909666 2021-04-10 03:29:07,198 INFO : TRAIN, epoch=0186, iter=00060/00196, fetch data time cost=1.42ms, fps=2244 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:15.982448, arrival_time=2021-04-10 03:29:23.181241, cost_time=0:00:07.051073 2021-04-10 03:29:08,341 INFO : TRAIN, epoch=0186, iter=00070/00196, fetch data time cost=1.38ms, fps=2241 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.749182, arrival_time=2021-04-10 03:29:23.090865, cost_time=0:00:08.194019 2021-04-10 03:29:09,484 INFO : TRAIN, epoch=0186, iter=00080/00196, fetch data time cost=1.53ms, fps=2242 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:13.537664, arrival_time=2021-04-10 03:29:23.021649, cost_time=0:00:09.336325 2021-04-10 03:29:10,625 INFO : TRAIN, epoch=0186, iter=00090/00196, fetch data time cost=1.47ms, fps=2244 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.340096, arrival_time=2021-04-10 03:29:22.965173, cost_time=0:00:10.477428 2021-04-10 03:29:11,768 INFO : TRAIN, epoch=0186, iter=00100/00196, fetch data time cost=1.50ms, fps=2241 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:11.155488, arrival_time=2021-04-10 03:29:22.923467, cost_time=0:00:11.620278 2021-04-10 03:29:12,918 INFO : TRAIN, epoch=0186, iter=00110/00196, fetch data time cost=1.59ms, fps=2227 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.983998, arrival_time=2021-04-10 03:29:22.901973, cost_time=0:00:12.770201 2021-04-10 03:29:14,072 INFO : TRAIN, epoch=0186, iter=00120/00196, fetch data time cost=1.46ms, fps=2218 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:08.819192, arrival_time=2021-04-10 03:29:22.891929, cost_time=0:00:13.925041 2021-04-10 03:29:15,218 INFO : TRAIN, epoch=0186, iter=00130/00196, fetch data time cost=1.61ms, fps=2235 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.651314, arrival_time=2021-04-10 03:29:22.869738, cost_time=0:00:15.070756 2021-04-10 03:29:16,363 INFO : TRAIN, epoch=0186, iter=00140/00196, fetch data time cost=1.97ms, fps=2236 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:06.486368, arrival_time=2021-04-10 03:29:22.849908, cost_time=0:00:16.215877 2021-04-10 03:29:17,504 INFO : TRAIN, epoch=0186, iter=00150/00196, fetch data time cost=1.35ms, fps=2245 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.322660, arrival_time=2021-04-10 03:29:22.826819, cost_time=0:00:17.356451 2021-04-10 03:29:18,649 INFO : TRAIN, epoch=0186, iter=00160/00196, fetch data time cost=1.37ms, fps=2236 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:04.162896, arrival_time=2021-04-10 03:29:22.812417, cost_time=0:00:18.501816 2021-04-10 03:29:19,796 INFO : TRAIN, epoch=0186, iter=00170/00196, fetch data time cost=1.52ms, fps=2234 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.005054, arrival_time=2021-04-10 03:29:22.801156, cost_time=0:00:19.648445 2021-04-10 03:29:20,930 INFO : TRAIN, epoch=0186, iter=00180/00196, fetch data time cost=1.43ms, fps=2257 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.847408, arrival_time=2021-04-10 03:29:22.778333, cost_time=0:00:20.783267 2021-04-10 03:29:22,080 INFO : TRAIN, epoch=0186, iter=00190/00196, fetch data time cost=1.29ms, fps=2228 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00.692604, arrival_time=2021-04-10 03:29:22.772744, cost_time=0:00:21.932477 2021-04-10 03:29:22,696 INFO : TRAIN, epoch=0186, iter=00196/00196, fetch data time cost=1.43ms, fps=2208 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:29:22.696617, cost_time=0:00:22.548946 2021-04-10 03:29:23,145 INFO : EVAL, epoch=0186, iter=00010/00040, fetch data time cost=1.32ms, fps=5716 images/s, loss=0.2507, top1-acc=94.49%, top5-acc=99.73%, remaining_time=0:00:01.343670, arrival_time=2021-04-10 03:29:24.489156, cost_time=0:00:00.447887 2021-04-10 03:29:23,519 INFO : EVAL, epoch=0186, iter=00020/00040, fetch data time cost=1.42ms, fps=6849 images/s, loss=0.2808, top1-acc=93.98%, top5-acc=99.77%, remaining_time=0:00:00.821980, arrival_time=2021-04-10 03:29:24.341600, cost_time=0:00:00.821974 2021-04-10 03:29:23,897 INFO : EVAL, epoch=0186, iter=00030/00040, fetch data time cost=1.70ms, fps=6774 images/s, loss=0.2746, top1-acc=94.06%, top5-acc=99.70%, remaining_time=0:00:00.400110, arrival_time=2021-04-10 03:29:24.298056, cost_time=0:00:01.200344 2021-04-10 03:29:24,234 INFO : EVAL, epoch=0186, iter=00040/00040, fetch data time cost=0.08ms, fps=6909 images/s, loss=0.2768, top1-acc=93.94%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-10 03:29:24.234044, cost_time=0:00:01.536468 2021-04-10 03:29:25,250 INFO : Epoch=0186 complete, best val top1-acc=93.94%, top5-acc=99.73% (epoch=186), remaining_time=0:05:47.951730, arrival_time=2021-04-10 03:35:13.202323, cost_time=1:17:02.787258 2021-04-10 03:29:25,251 INFO : Train start, epoch=0187, lr=0.001204 2021-04-10 03:29:26,592 INFO : TRAIN, epoch=0187, iter=00010/00196, fetch data time cost=1.87ms, fps=1909 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:24.946506, arrival_time=2021-04-10 03:29:51.539231, cost_time=0:00:01.341212 2021-04-10 03:29:27,736 INFO : TRAIN, epoch=0187, iter=00020/00196, fetch data time cost=2.32ms, fps=2238 images/s, loss=0.0016, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:21.871872, arrival_time=2021-04-10 03:29:49.608807, cost_time=0:00:02.485431 2021-04-10 03:29:28,893 INFO : TRAIN, epoch=0187, iter=00030/00196, fetch data time cost=6.47ms, fps=2215 images/s, loss=0.0015, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.151404, arrival_time=2021-04-10 03:29:49.044778, cost_time=0:00:03.641808 2021-04-10 03:29:30,039 INFO : TRAIN, epoch=0187, iter=00040/00196, fetch data time cost=1.65ms, fps=2234 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:18.674136, arrival_time=2021-04-10 03:29:48.713889, cost_time=0:00:04.788254 2021-04-10 03:29:31,182 INFO : TRAIN, epoch=0187, iter=00050/00196, fetch data time cost=1.38ms, fps=2241 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.317936, arrival_time=2021-04-10 03:29:48.500275, cost_time=0:00:05.930776 2021-04-10 03:29:32,326 INFO : TRAIN, epoch=0187, iter=00060/00196, fetch data time cost=2.00ms, fps=2238 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.036712, arrival_time=2021-04-10 03:29:48.363239, cost_time=0:00:07.075034 2021-04-10 03:29:33,473 INFO : TRAIN, epoch=0187, iter=00070/00196, fetch data time cost=1.99ms, fps=2233 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.799330, arrival_time=2021-04-10 03:29:48.272810, cost_time=0:00:08.221857 2021-04-10 03:29:34,616 INFO : TRAIN, epoch=0187, iter=00080/00196, fetch data time cost=1.47ms, fps=2242 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:13.578728, arrival_time=2021-04-10 03:29:48.194857, cost_time=0:00:09.364617 2021-04-10 03:29:35,768 INFO : TRAIN, epoch=0187, iter=00090/00196, fetch data time cost=1.81ms, fps=2222 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:12.386948, arrival_time=2021-04-10 03:29:48.155714, cost_time=0:00:10.517221 2021-04-10 03:29:36,916 INFO : TRAIN, epoch=0187, iter=00100/00196, fetch data time cost=1.77ms, fps=2232 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:11.198400, arrival_time=2021-04-10 03:29:48.114944, cost_time=0:00:11.664962 2021-04-10 03:29:38,066 INFO : TRAIN, epoch=0187, iter=00110/00196, fetch data time cost=1.62ms, fps=2227 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.018914, arrival_time=2021-04-10 03:29:48.085544, cost_time=0:00:12.814856 2021-04-10 03:29:39,211 INFO : TRAIN, epoch=0187, iter=00120/00196, fetch data time cost=1.33ms, fps=2239 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:08.841004, arrival_time=2021-04-10 03:29:48.051978, cost_time=0:00:13.959470 2021-04-10 03:29:40,354 INFO : TRAIN, epoch=0187, iter=00130/00196, fetch data time cost=1.67ms, fps=2240 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:07.667484, arrival_time=2021-04-10 03:29:48.021651, cost_time=0:00:15.102667 2021-04-10 03:29:41,497 INFO : TRAIN, epoch=0187, iter=00140/00196, fetch data time cost=1.85ms, fps=2240 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:06.498408, arrival_time=2021-04-10 03:29:47.996023, cost_time=0:00:16.246043 2021-04-10 03:29:42,640 INFO : TRAIN, epoch=0187, iter=00150/00196, fetch data time cost=2.09ms, fps=2242 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:05.332504, arrival_time=2021-04-10 03:29:47.972601, cost_time=0:00:17.388586 2021-04-10 03:29:43,783 INFO : TRAIN, epoch=0187, iter=00160/00196, fetch data time cost=1.44ms, fps=2241 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:04.169592, arrival_time=2021-04-10 03:29:47.952671, cost_time=0:00:18.531536 2021-04-10 03:29:44,930 INFO : TRAIN, epoch=0187, iter=00170/00196, fetch data time cost=3.79ms, fps=2233 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.009682, arrival_time=2021-04-10 03:29:47.939809, cost_time=0:00:19.678629 2021-04-10 03:29:46,079 INFO : TRAIN, epoch=0187, iter=00180/00196, fetch data time cost=1.83ms, fps=2228 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:01.851392, arrival_time=2021-04-10 03:29:47.931082, cost_time=0:00:20.828156 2021-04-10 03:29:47,231 INFO : TRAIN, epoch=0187, iter=00190/00196, fetch data time cost=1.23ms, fps=2224 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00.694092, arrival_time=2021-04-10 03:29:47.925263, cost_time=0:00:21.979669 2021-04-10 03:29:47,845 INFO : TRAIN, epoch=0187, iter=00196/00196, fetch data time cost=1.48ms, fps=2216 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:29:47.845289, cost_time=0:00:22.593722 2021-04-10 03:29:48,336 INFO : EVAL, epoch=0187, iter=00010/00040, fetch data time cost=0.20ms, fps=5228 images/s, loss=0.2596, top1-acc=93.71%, top5-acc=99.77%, remaining_time=0:00:01.468890, arrival_time=2021-04-10 03:29:49.804882, cost_time=0:00:00.489630 2021-04-10 03:29:48,703 INFO : EVAL, epoch=0187, iter=00020/00040, fetch data time cost=1.46ms, fps=6966 images/s, loss=0.2616, top1-acc=94.04%, top5-acc=99.75%, remaining_time=0:00:00.857460, arrival_time=2021-04-10 03:29:49.561277, cost_time=0:00:00.857456 2021-04-10 03:29:49,070 INFO : EVAL, epoch=0187, iter=00030/00040, fetch data time cost=1.31ms, fps=6984 images/s, loss=0.2696, top1-acc=93.98%, top5-acc=99.74%, remaining_time=0:00:00.408100, arrival_time=2021-04-10 03:29:49.478790, cost_time=0:00:01.224307 2021-04-10 03:29:49,420 INFO : EVAL, epoch=0187, iter=00040/00040, fetch data time cost=0.11ms, fps=6638 images/s, loss=0.2695, top1-acc=93.87%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-10 03:29:49.420617, cost_time=0:00:01.574218 2021-04-10 03:29:49,929 INFO : Epoch=0187 complete, best val top1-acc=93.94%, top5-acc=99.73% (epoch=186), remaining_time=0:05:23.085854, arrival_time=2021-04-10 03:35:13.014968, cost_time=1:17:27.465808 2021-04-10 03:29:49,929 INFO : Train start, epoch=0188, lr=0.001039 2021-04-10 03:29:51,285 INFO : TRAIN, epoch=0188, iter=00010/00196, fetch data time cost=0.25ms, fps=1888 images/s, loss=0.0014, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:25.216206, arrival_time=2021-04-10 03:30:16.501653, cost_time=0:00:01.355706 2021-04-10 03:29:52,427 INFO : TRAIN, epoch=0188, iter=00020/00196, fetch data time cost=1.41ms, fps=2242 images/s, loss=0.0014, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:21.980288, arrival_time=2021-04-10 03:30:14.407833, cost_time=0:00:02.497755 2021-04-10 03:29:53,572 INFO : TRAIN, epoch=0188, iter=00030/00196, fetch data time cost=1.52ms, fps=2237 images/s, loss=0.0014, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:20.155554, arrival_time=2021-04-10 03:30:13.727866, cost_time=0:00:03.642577 2021-04-10 03:29:54,711 INFO : TRAIN, epoch=0188, iter=00040/00196, fetch data time cost=1.81ms, fps=2248 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:18.649332, arrival_time=2021-04-10 03:30:13.360949, cost_time=0:00:04.781877 2021-04-10 03:29:55,854 INFO : TRAIN, epoch=0188, iter=00050/00196, fetch data time cost=1.65ms, fps=2241 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.299686, arrival_time=2021-04-10 03:30:13.153964, cost_time=0:00:05.924544 2021-04-10 03:29:56,994 INFO : TRAIN, epoch=0188, iter=00060/00196, fetch data time cost=1.45ms, fps=2246 images/s, loss=0.0015, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.013864, arrival_time=2021-04-10 03:30:13.008583, cost_time=0:00:07.064941 2021-04-10 03:29:58,138 INFO : TRAIN, epoch=0188, iter=00070/00196, fetch data time cost=1.81ms, fps=2240 images/s, loss=0.0015, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.774886, arrival_time=2021-04-10 03:30:12.912919, cost_time=0:00:08.208296 2021-04-10 03:29:59,282 INFO : TRAIN, epoch=0188, iter=00080/00196, fetch data time cost=1.44ms, fps=2237 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:13.561560, arrival_time=2021-04-10 03:30:12.844167, cost_time=0:00:09.352824 2021-04-10 03:30:00,427 INFO : TRAIN, epoch=0188, iter=00090/00196, fetch data time cost=1.36ms, fps=2237 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.364158, arrival_time=2021-04-10 03:30:12.791763, cost_time=0:00:10.497851 2021-04-10 03:30:01,575 INFO : TRAIN, epoch=0188, iter=00100/00196, fetch data time cost=1.48ms, fps=2231 images/s, loss=0.0018, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:11.179968, arrival_time=2021-04-10 03:30:12.755538, cost_time=0:00:11.645790 2021-04-10 03:30:02,723 INFO : TRAIN, epoch=0188, iter=00110/00196, fetch data time cost=1.52ms, fps=2231 images/s, loss=0.0019, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:10.002316, arrival_time=2021-04-10 03:30:12.725749, cost_time=0:00:12.793644 2021-04-10 03:30:03,865 INFO : TRAIN, epoch=0188, iter=00120/00196, fetch data time cost=1.96ms, fps=2242 images/s, loss=0.0018, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:08.826032, arrival_time=2021-04-10 03:30:12.691625, cost_time=0:00:13.935809 2021-04-10 03:30:05,024 INFO : TRAIN, epoch=0188, iter=00130/00196, fetch data time cost=1.49ms, fps=2210 images/s, loss=0.0018, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:07.663524, arrival_time=2021-04-10 03:30:12.688040, cost_time=0:00:15.094770 2021-04-10 03:30:06,168 INFO : TRAIN, epoch=0188, iter=00140/00196, fetch data time cost=1.43ms, fps=2238 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:06.495552, arrival_time=2021-04-10 03:30:12.664125, cost_time=0:00:16.238827 2021-04-10 03:30:07,322 INFO : TRAIN, epoch=0188, iter=00150/00196, fetch data time cost=1.79ms, fps=2219 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.333746, arrival_time=2021-04-10 03:30:12.656326, cost_time=0:00:17.392670 2021-04-10 03:30:08,485 INFO : TRAIN, epoch=0188, iter=00160/00196, fetch data time cost=7.64ms, fps=2202 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:04.175100, arrival_time=2021-04-10 03:30:12.660954, cost_time=0:00:18.555933 2021-04-10 03:30:09,650 INFO : TRAIN, epoch=0188, iter=00170/00196, fetch data time cost=1.69ms, fps=2199 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.016130, arrival_time=2021-04-10 03:30:12.666812, cost_time=0:00:19.720881 2021-04-10 03:30:10,796 INFO : TRAIN, epoch=0188, iter=00180/00196, fetch data time cost=1.58ms, fps=2235 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.854832, arrival_time=2021-04-10 03:30:12.651444, cost_time=0:00:20.866805 2021-04-10 03:30:11,956 INFO : TRAIN, epoch=0188, iter=00190/00196, fetch data time cost=1.25ms, fps=2209 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00.695574, arrival_time=2021-04-10 03:30:12.651918, cost_time=0:00:22.026422 2021-04-10 03:30:12,578 INFO : TRAIN, epoch=0188, iter=00196/00196, fetch data time cost=1.24ms, fps=2188 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:30:12.578676, cost_time=0:00:22.648946 2021-04-10 03:30:13,059 INFO : EVAL, epoch=0188, iter=00010/00040, fetch data time cost=0.19ms, fps=5331 images/s, loss=0.2839, top1-acc=93.71%, top5-acc=99.73%, remaining_time=0:00:01.440510, arrival_time=2021-04-10 03:30:14.500228, cost_time=0:00:00.480166 2021-04-10 03:30:13,431 INFO : EVAL, epoch=0188, iter=00020/00040, fetch data time cost=1.32ms, fps=6894 images/s, loss=0.2920, top1-acc=93.57%, top5-acc=99.65%, remaining_time=0:00:00.851860, arrival_time=2021-04-10 03:30:14.283271, cost_time=0:00:00.851866 2021-04-10 03:30:13,805 INFO : EVAL, epoch=0188, iter=00030/00040, fetch data time cost=1.23ms, fps=6844 images/s, loss=0.2779, top1-acc=93.95%, top5-acc=99.71%, remaining_time=0:00:00.408740, arrival_time=2021-04-10 03:30:14.214522, cost_time=0:00:01.226234 2021-04-10 03:30:14,142 INFO : EVAL, epoch=0188, iter=00040/00040, fetch data time cost=0.06ms, fps=6889 images/s, loss=0.2713, top1-acc=93.88%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-10 03:30:14.142838, cost_time=0:00:01.563320 2021-04-10 03:30:14,668 INFO : Epoch=0188 complete, best val top1-acc=93.94%, top5-acc=99.73% (epoch=186), remaining_time=0:04:58.225848, arrival_time=2021-04-10 03:35:12.894189, cost_time=1:17:52.205034 2021-04-10 03:30:14,668 INFO : Train start, epoch=0189, lr=0.000886 2021-04-10 03:30:16,005 INFO : TRAIN, epoch=0189, iter=00010/00196, fetch data time cost=1.78ms, fps=1915 images/s, loss=0.0019, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:24.864108, arrival_time=2021-04-10 03:30:40.869982, cost_time=0:00:01.336778 2021-04-10 03:30:17,141 INFO : TRAIN, epoch=0189, iter=00020/00196, fetch data time cost=1.35ms, fps=2256 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.756592, arrival_time=2021-04-10 03:30:38.898016, cost_time=0:00:02.472332 2021-04-10 03:30:18,291 INFO : TRAIN, epoch=0189, iter=00030/00196, fetch data time cost=1.48ms, fps=2227 images/s, loss=0.0014, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.044500, arrival_time=2021-04-10 03:30:38.336050, cost_time=0:00:03.622511 2021-04-10 03:30:19,450 INFO : TRAIN, epoch=0189, iter=00040/00196, fetch data time cost=1.68ms, fps=2209 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.648396, arrival_time=2021-04-10 03:30:38.099123, cost_time=0:00:04.781626 2021-04-10 03:30:20,594 INFO : TRAIN, epoch=0189, iter=00050/00196, fetch data time cost=1.61ms, fps=2240 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.301584, arrival_time=2021-04-10 03:30:37.895871, cost_time=0:00:05.925186 2021-04-10 03:30:21,739 INFO : TRAIN, epoch=0189, iter=00060/00196, fetch data time cost=1.57ms, fps=2237 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.025424, arrival_time=2021-04-10 03:30:37.764497, cost_time=0:00:07.070042 2021-04-10 03:30:22,888 INFO : TRAIN, epoch=0189, iter=00070/00196, fetch data time cost=1.54ms, fps=2228 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.795424, arrival_time=2021-04-10 03:30:37.684121, cost_time=0:00:08.219675 2021-04-10 03:30:24,042 INFO : TRAIN, epoch=0189, iter=00080/00196, fetch data time cost=1.92ms, fps=2219 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:13.591604, arrival_time=2021-04-10 03:30:37.634274, cost_time=0:00:09.373483 2021-04-10 03:30:25,188 INFO : TRAIN, epoch=0189, iter=00090/00196, fetch data time cost=1.36ms, fps=2235 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:12.389810, arrival_time=2021-04-10 03:30:37.578473, cost_time=0:00:10.519631 2021-04-10 03:30:26,336 INFO : TRAIN, epoch=0189, iter=00100/00196, fetch data time cost=1.41ms, fps=2232 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:11.200416, arrival_time=2021-04-10 03:30:37.536573, cost_time=0:00:11.667124 2021-04-10 03:30:27,482 INFO : TRAIN, epoch=0189, iter=00110/00196, fetch data time cost=1.59ms, fps=2234 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:10.017968, arrival_time=2021-04-10 03:30:37.500688, cost_time=0:00:12.813651 2021-04-10 03:30:28,630 INFO : TRAIN, epoch=0189, iter=00120/00196, fetch data time cost=1.93ms, fps=2231 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:08.842448, arrival_time=2021-04-10 03:30:37.473292, cost_time=0:00:13.961762 2021-04-10 03:30:29,780 INFO : TRAIN, epoch=0189, iter=00130/00196, fetch data time cost=1.90ms, fps=2229 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:07.671642, arrival_time=2021-04-10 03:30:37.451648, cost_time=0:00:15.110843 2021-04-10 03:30:30,925 INFO : TRAIN, epoch=0189, iter=00140/00196, fetch data time cost=1.36ms, fps=2236 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:06.502608, arrival_time=2021-04-10 03:30:37.428244, cost_time=0:00:16.256587 2021-04-10 03:30:32,066 INFO : TRAIN, epoch=0189, iter=00150/00196, fetch data time cost=1.42ms, fps=2244 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:05.335310, arrival_time=2021-04-10 03:30:37.402098, cost_time=0:00:17.397764 2021-04-10 03:30:33,209 INFO : TRAIN, epoch=0189, iter=00160/00196, fetch data time cost=2.46ms, fps=2240 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:04.171680, arrival_time=2021-04-10 03:30:37.381539, cost_time=0:00:18.540837 2021-04-10 03:30:34,355 INFO : TRAIN, epoch=0189, iter=00170/00196, fetch data time cost=1.44ms, fps=2235 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:03.010852, arrival_time=2021-04-10 03:30:37.366338, cost_time=0:00:19.686415 2021-04-10 03:30:35,504 INFO : TRAIN, epoch=0189, iter=00180/00196, fetch data time cost=1.36ms, fps=2229 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:01.852048, arrival_time=2021-04-10 03:30:37.356697, cost_time=0:00:20.835624 2021-04-10 03:30:36,670 INFO : TRAIN, epoch=0189, iter=00190/00196, fetch data time cost=2.24ms, fps=2231 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00.694770, arrival_time=2021-04-10 03:30:37.364948, cost_time=0:00:22.001113 2021-04-10 03:30:37,287 INFO : TRAIN, epoch=0189, iter=00196/00196, fetch data time cost=1.40ms, fps=2204 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:30:37.287621, cost_time=0:00:22.618567 2021-04-10 03:30:37,742 INFO : EVAL, epoch=0189, iter=00010/00040, fetch data time cost=0.21ms, fps=5640 images/s, loss=0.2784, top1-acc=94.02%, top5-acc=99.84%, remaining_time=0:00:01.361730, arrival_time=2021-04-10 03:30:39.104263, cost_time=0:00:00.453908 2021-04-10 03:30:38,113 INFO : EVAL, epoch=0189, iter=00020/00040, fetch data time cost=1.27ms, fps=6903 images/s, loss=0.2771, top1-acc=94.06%, top5-acc=99.79%, remaining_time=0:00:00.825260, arrival_time=2021-04-10 03:30:38.939094, cost_time=0:00:00.825263 2021-04-10 03:30:38,482 INFO : EVAL, epoch=0189, iter=00030/00040, fetch data time cost=0.19ms, fps=6954 images/s, loss=0.2721, top1-acc=93.89%, top5-acc=99.77%, remaining_time=0:00:00.397900, arrival_time=2021-04-10 03:30:38.880188, cost_time=0:00:01.193710 2021-04-10 03:30:38,819 INFO : EVAL, epoch=0189, iter=00040/00040, fetch data time cost=0.08ms, fps=6889 images/s, loss=0.2700, top1-acc=93.88%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-10 03:30:38.819411, cost_time=0:00:01.530826 2021-04-10 03:30:39,362 INFO : Epoch=0189 complete, best val top1-acc=93.94%, top5-acc=99.73% (epoch=186), remaining_time=0:04:33.364498, arrival_time=2021-04-10 03:35:12.726828, cost_time=1:18:16.899023 2021-04-10 03:30:39,362 INFO : Train start, epoch=0190, lr=0.000745 2021-04-10 03:30:40,778 INFO : TRAIN, epoch=0190, iter=00010/00196, fetch data time cost=0.26ms, fps=1809 images/s, loss=0.0009, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:26.320674, arrival_time=2021-04-10 03:31:07.098782, cost_time=0:00:01.415089 2021-04-10 03:30:41,937 INFO : TRAIN, epoch=0190, iter=00020/00196, fetch data time cost=3.32ms, fps=2210 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:22.652784, arrival_time=2021-04-10 03:31:04.589998, cost_time=0:00:02.574177 2021-04-10 03:30:43,081 INFO : TRAIN, epoch=0190, iter=00030/00196, fetch data time cost=1.57ms, fps=2239 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.573376, arrival_time=2021-04-10 03:31:03.654469, cost_time=0:00:03.718082 2021-04-10 03:30:44,235 INFO : TRAIN, epoch=0190, iter=00040/00196, fetch data time cost=2.29ms, fps=2220 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:19.000176, arrival_time=2021-04-10 03:31:03.235124, cost_time=0:00:04.871848 2021-04-10 03:30:45,377 INFO : TRAIN, epoch=0190, iter=00050/00196, fetch data time cost=1.40ms, fps=2242 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.561318, arrival_time=2021-04-10 03:31:02.938496, cost_time=0:00:06.014140 2021-04-10 03:30:46,525 INFO : TRAIN, epoch=0190, iter=00060/00196, fetch data time cost=1.57ms, fps=2230 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.235408, arrival_time=2021-04-10 03:31:02.761023, cost_time=0:00:07.162651 2021-04-10 03:30:47,670 INFO : TRAIN, epoch=0190, iter=00070/00196, fetch data time cost=1.48ms, fps=2237 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.953050, arrival_time=2021-04-10 03:31:02.623383, cost_time=0:00:08.307234 2021-04-10 03:30:48,819 INFO : TRAIN, epoch=0190, iter=00080/00196, fetch data time cost=1.58ms, fps=2229 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:13.711896, arrival_time=2021-04-10 03:31:02.531418, cost_time=0:00:09.456485 2021-04-10 03:30:49,965 INFO : TRAIN, epoch=0190, iter=00090/00196, fetch data time cost=1.56ms, fps=2235 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.487330, arrival_time=2021-04-10 03:31:02.452763, cost_time=0:00:10.602470 2021-04-10 03:30:51,107 INFO : TRAIN, epoch=0190, iter=00100/00196, fetch data time cost=1.33ms, fps=2242 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:11.274816, arrival_time=2021-04-10 03:31:02.382417, cost_time=0:00:11.744646 2021-04-10 03:30:52,254 INFO : TRAIN, epoch=0190, iter=00110/00196, fetch data time cost=1.40ms, fps=2232 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.079028, arrival_time=2021-04-10 03:31:02.333879, cost_time=0:00:12.891827 2021-04-10 03:30:53,400 INFO : TRAIN, epoch=0190, iter=00120/00196, fetch data time cost=1.65ms, fps=2235 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:08.890556, arrival_time=2021-04-10 03:31:02.291195, cost_time=0:00:14.037662 2021-04-10 03:30:54,547 INFO : TRAIN, epoch=0190, iter=00130/00196, fetch data time cost=1.88ms, fps=2233 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:07.708998, arrival_time=2021-04-10 03:31:02.256441, cost_time=0:00:15.184446 2021-04-10 03:30:55,689 INFO : TRAIN, epoch=0190, iter=00140/00196, fetch data time cost=1.53ms, fps=2243 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:06.530496, arrival_time=2021-04-10 03:31:02.219727, cost_time=0:00:16.326272 2021-04-10 03:30:56,832 INFO : TRAIN, epoch=0190, iter=00150/00196, fetch data time cost=1.39ms, fps=2239 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:05.357436, arrival_time=2021-04-10 03:31:02.190274, cost_time=0:00:17.469884 2021-04-10 03:30:57,978 INFO : TRAIN, epoch=0190, iter=00160/00196, fetch data time cost=1.93ms, fps=2235 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:04.188528, arrival_time=2021-04-10 03:31:02.167128, cost_time=0:00:18.615600 2021-04-10 03:30:59,129 INFO : TRAIN, epoch=0190, iter=00170/00196, fetch data time cost=1.54ms, fps=2225 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.023150, arrival_time=2021-04-10 03:31:02.153044, cost_time=0:00:19.766821 2021-04-10 03:31:00,275 INFO : TRAIN, epoch=0190, iter=00180/00196, fetch data time cost=1.49ms, fps=2236 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:01.858864, arrival_time=2021-04-10 03:31:02.134210, cost_time=0:00:20.912305 2021-04-10 03:31:01,420 INFO : TRAIN, epoch=0190, iter=00190/00196, fetch data time cost=1.24ms, fps=2236 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00.696564, arrival_time=2021-04-10 03:31:02.117357, cost_time=0:00:22.057842 2021-04-10 03:31:02,040 INFO : TRAIN, epoch=0190, iter=00196/00196, fetch data time cost=1.81ms, fps=2197 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:31:02.040061, cost_time=0:00:22.677107 2021-04-10 03:31:02,498 INFO : EVAL, epoch=0190, iter=00010/00040, fetch data time cost=4.48ms, fps=5598 images/s, loss=0.2652, top1-acc=93.91%, top5-acc=99.80%, remaining_time=0:00:01.371750, arrival_time=2021-04-10 03:31:03.870083, cost_time=0:00:00.457250 2021-04-10 03:31:02,874 INFO : EVAL, epoch=0190, iter=00020/00040, fetch data time cost=1.41ms, fps=6822 images/s, loss=0.2716, top1-acc=93.91%, top5-acc=99.73%, remaining_time=0:00:00.832940, arrival_time=2021-04-10 03:31:03.706930, cost_time=0:00:00.832949 2021-04-10 03:31:03,250 INFO : EVAL, epoch=0190, iter=00030/00040, fetch data time cost=1.39ms, fps=6810 images/s, loss=0.2759, top1-acc=93.91%, top5-acc=99.73%, remaining_time=0:00:00.403060, arrival_time=2021-04-10 03:31:03.653328, cost_time=0:00:01.209182 2021-04-10 03:31:03,596 INFO : EVAL, epoch=0190, iter=00040/00040, fetch data time cost=0.08ms, fps=6715 images/s, loss=0.2887, top1-acc=93.88%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-10 03:31:03.596201, cost_time=0:00:01.555185 2021-04-10 03:31:04,204 INFO : Epoch=0190 complete, best val top1-acc=93.94%, top5-acc=99.73% (epoch=186), remaining_time=0:04:08.512720, arrival_time=2021-04-10 03:35:12.717652, cost_time=1:18:41.741622 2021-04-10 03:31:04,205 INFO : Train start, epoch=0191, lr=0.000616 2021-04-10 03:31:05,543 INFO : TRAIN, epoch=0191, iter=00010/00196, fetch data time cost=1.63ms, fps=1914 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:24.876756, arrival_time=2021-04-10 03:31:30.419835, cost_time=0:00:01.337457 2021-04-10 03:31:06,693 INFO : TRAIN, epoch=0191, iter=00020/00196, fetch data time cost=1.53ms, fps=2227 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:21.892112, arrival_time=2021-04-10 03:31:28.585408, cost_time=0:00:02.487734 2021-04-10 03:31:07,838 INFO : TRAIN, epoch=0191, iter=00030/00196, fetch data time cost=2.05ms, fps=2237 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:20.100442, arrival_time=2021-04-10 03:31:27.938645, cost_time=0:00:03.632606 2021-04-10 03:31:08,991 INFO : TRAIN, epoch=0191, iter=00040/00196, fetch data time cost=1.64ms, fps=2221 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:18.663528, arrival_time=2021-04-10 03:31:27.654741, cost_time=0:00:04.785513 2021-04-10 03:31:10,137 INFO : TRAIN, epoch=0191, iter=00050/00196, fetch data time cost=1.43ms, fps=2236 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:17.319834, arrival_time=2021-04-10 03:31:27.456833, cost_time=0:00:05.931442 2021-04-10 03:31:11,283 INFO : TRAIN, epoch=0191, iter=00060/00196, fetch data time cost=1.62ms, fps=2234 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:16.042832, arrival_time=2021-04-10 03:31:27.326089, cost_time=0:00:07.077700 2021-04-10 03:31:12,434 INFO : TRAIN, epoch=0191, iter=00070/00196, fetch data time cost=1.52ms, fps=2225 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:14.812056, arrival_time=2021-04-10 03:31:27.246548, cost_time=0:00:08.228896 2021-04-10 03:31:13,577 INFO : TRAIN, epoch=0191, iter=00080/00196, fetch data time cost=1.34ms, fps=2240 images/s, loss=0.0015, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:13.589748, arrival_time=2021-04-10 03:31:27.167609, cost_time=0:00:09.372236 2021-04-10 03:31:14,727 INFO : TRAIN, epoch=0191, iter=00090/00196, fetch data time cost=1.51ms, fps=2227 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:12.392778, arrival_time=2021-04-10 03:31:27.120474, cost_time=0:00:10.522130 2021-04-10 03:31:15,867 INFO : TRAIN, epoch=0191, iter=00100/00196, fetch data time cost=1.48ms, fps=2247 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:11.195616, arrival_time=2021-04-10 03:31:27.063261, cost_time=0:00:11.662091 2021-04-10 03:31:17,015 INFO : TRAIN, epoch=0191, iter=00110/00196, fetch data time cost=1.87ms, fps=2231 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:10.015044, arrival_time=2021-04-10 03:31:27.030557, cost_time=0:00:12.809959 2021-04-10 03:31:18,159 INFO : TRAIN, epoch=0191, iter=00120/00196, fetch data time cost=1.81ms, fps=2239 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:08.837280, arrival_time=2021-04-10 03:31:26.996486, cost_time=0:00:13.953650 2021-04-10 03:31:19,307 INFO : TRAIN, epoch=0191, iter=00130/00196, fetch data time cost=1.48ms, fps=2231 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:07.666890, arrival_time=2021-04-10 03:31:26.973853, cost_time=0:00:15.101406 2021-04-10 03:31:20,459 INFO : TRAIN, epoch=0191, iter=00140/00196, fetch data time cost=1.68ms, fps=2222 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:06.501600, arrival_time=2021-04-10 03:31:26.961127, cost_time=0:00:16.253973 2021-04-10 03:31:21,606 INFO : TRAIN, epoch=0191, iter=00150/00196, fetch data time cost=1.45ms, fps=2233 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:05.336230, arrival_time=2021-04-10 03:31:26.942512, cost_time=0:00:17.400693 2021-04-10 03:31:22,762 INFO : TRAIN, epoch=0191, iter=00160/00196, fetch data time cost=2.08ms, fps=2216 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:04.175244, arrival_time=2021-04-10 03:31:26.937529, cost_time=0:00:18.556671 2021-04-10 03:31:23,908 INFO : TRAIN, epoch=0191, iter=00170/00196, fetch data time cost=1.91ms, fps=2235 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:03.013322, arrival_time=2021-04-10 03:31:26.921354, cost_time=0:00:19.702476 2021-04-10 03:31:25,055 INFO : TRAIN, epoch=0191, iter=00180/00196, fetch data time cost=1.41ms, fps=2231 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:01.853360, arrival_time=2021-04-10 03:31:26.909225, cost_time=0:00:20.850310 2021-04-10 03:31:26,200 INFO : TRAIN, epoch=0191, iter=00190/00196, fetch data time cost=1.51ms, fps=2237 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00.694578, arrival_time=2021-04-10 03:31:26.895198, cost_time=0:00:21.994997 2021-04-10 03:31:26,818 INFO : TRAIN, epoch=0191, iter=00196/00196, fetch data time cost=1.27ms, fps=2204 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:31:26.818163, cost_time=0:00:22.612574 2021-04-10 03:31:27,308 INFO : EVAL, epoch=0191, iter=00010/00040, fetch data time cost=0.22ms, fps=5238 images/s, loss=0.2592, top1-acc=93.83%, top5-acc=99.80%, remaining_time=0:00:01.466100, arrival_time=2021-04-10 03:31:28.774218, cost_time=0:00:00.488698 2021-04-10 03:31:27,677 INFO : EVAL, epoch=0191, iter=00020/00040, fetch data time cost=1.37ms, fps=6940 images/s, loss=0.2521, top1-acc=94.10%, top5-acc=99.84%, remaining_time=0:00:00.857880, arrival_time=2021-04-10 03:31:28.535189, cost_time=0:00:00.857889 2021-04-10 03:31:28,053 INFO : EVAL, epoch=0191, iter=00030/00040, fetch data time cost=1.92ms, fps=6804 images/s, loss=0.2685, top1-acc=93.91%, top5-acc=99.78%, remaining_time=0:00:00.411490, arrival_time=2021-04-10 03:31:28.465411, cost_time=0:00:01.234459 2021-04-10 03:31:28,391 INFO : EVAL, epoch=0191, iter=00040/00040, fetch data time cost=0.09ms, fps=6888 images/s, loss=0.2694, top1-acc=93.90%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-10 03:31:28.391198, cost_time=0:00:01.571721 2021-04-10 03:31:28,919 INFO : Epoch=0191 complete, best val top1-acc=93.94%, top5-acc=99.73% (epoch=186), remaining_time=0:03:43.654986, arrival_time=2021-04-10 03:35:12.574180, cost_time=1:19:06.455864 2021-04-10 03:31:28,919 INFO : Train start, epoch=0192, lr=0.000499 2021-04-10 03:31:30,243 INFO : TRAIN, epoch=0192, iter=00010/00196, fetch data time cost=1.56ms, fps=1933 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:24.627144, arrival_time=2021-04-10 03:31:54.871073, cost_time=0:00:01.324038 2021-04-10 03:31:31,396 INFO : TRAIN, epoch=0192, iter=00020/00196, fetch data time cost=2.12ms, fps=2223 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:21.787568, arrival_time=2021-04-10 03:31:53.183463, cost_time=0:00:02.475860 2021-04-10 03:31:32,544 INFO : TRAIN, epoch=0192, iter=00030/00196, fetch data time cost=1.34ms, fps=2231 images/s, loss=0.0014, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:20.053132, arrival_time=2021-04-10 03:31:52.597096, cost_time=0:00:03.624072 2021-04-10 03:31:33,689 INFO : TRAIN, epoch=0192, iter=00040/00196, fetch data time cost=1.56ms, fps=2236 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.600192, arrival_time=2021-04-10 03:31:52.289356, cost_time=0:00:04.769266 2021-04-10 03:31:34,838 INFO : TRAIN, epoch=0192, iter=00050/00196, fetch data time cost=1.48ms, fps=2229 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.280414, arrival_time=2021-04-10 03:31:52.118338, cost_time=0:00:05.917963 2021-04-10 03:31:35,984 INFO : TRAIN, epoch=0192, iter=00060/00196, fetch data time cost=1.86ms, fps=2233 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:16.013456, arrival_time=2021-04-10 03:31:51.998170, cost_time=0:00:07.064779 2021-04-10 03:31:37,133 INFO : TRAIN, epoch=0192, iter=00070/00196, fetch data time cost=2.02ms, fps=2230 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.783958, arrival_time=2021-04-10 03:31:51.917192, cost_time=0:00:08.213344 2021-04-10 03:31:38,279 INFO : TRAIN, epoch=0192, iter=00080/00196, fetch data time cost=1.88ms, fps=2233 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:13.571884, arrival_time=2021-04-10 03:31:51.851724, cost_time=0:00:09.359945 2021-04-10 03:31:39,418 INFO : TRAIN, epoch=0192, iter=00090/00196, fetch data time cost=1.46ms, fps=2248 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.365430, arrival_time=2021-04-10 03:31:51.784281, cost_time=0:00:10.498921 2021-04-10 03:31:40,568 INFO : TRAIN, epoch=0192, iter=00100/00196, fetch data time cost=1.62ms, fps=2228 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:11.182752, arrival_time=2021-04-10 03:31:51.751490, cost_time=0:00:11.648689 2021-04-10 03:31:41,711 INFO : TRAIN, epoch=0192, iter=00110/00196, fetch data time cost=1.45ms, fps=2241 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.000854, arrival_time=2021-04-10 03:31:51.712554, cost_time=0:00:12.791765 2021-04-10 03:31:42,859 INFO : TRAIN, epoch=0192, iter=00120/00196, fetch data time cost=1.46ms, fps=2232 images/s, loss=0.0016, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:08.828160, arrival_time=2021-04-10 03:31:51.687252, cost_time=0:00:13.939190 2021-04-10 03:31:43,999 INFO : TRAIN, epoch=0192, iter=00130/00196, fetch data time cost=1.84ms, fps=2246 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.655802, arrival_time=2021-04-10 03:31:51.655337, cost_time=0:00:15.079639 2021-04-10 03:31:45,146 INFO : TRAIN, epoch=0192, iter=00140/00196, fetch data time cost=1.93ms, fps=2233 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:06.490568, arrival_time=2021-04-10 03:31:51.636987, cost_time=0:00:16.226367 2021-04-10 03:31:46,294 INFO : TRAIN, epoch=0192, iter=00150/00196, fetch data time cost=2.72ms, fps=2231 images/s, loss=0.0016, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.328180, arrival_time=2021-04-10 03:31:51.622674, cost_time=0:00:17.374538 2021-04-10 03:31:47,439 INFO : TRAIN, epoch=0192, iter=00160/00196, fetch data time cost=1.52ms, fps=2236 images/s, loss=0.0016, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:04.166964, arrival_time=2021-04-10 03:31:51.606685, cost_time=0:00:18.519817 2021-04-10 03:31:48,584 INFO : TRAIN, epoch=0192, iter=00170/00196, fetch data time cost=1.74ms, fps=2236 images/s, loss=0.0016, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.007576, arrival_time=2021-04-10 03:31:51.592413, cost_time=0:00:19.664939 2021-04-10 03:31:49,730 INFO : TRAIN, epoch=0192, iter=00180/00196, fetch data time cost=1.65ms, fps=2236 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:01.849824, arrival_time=2021-04-10 03:31:51.580233, cost_time=0:00:20.810444 2021-04-10 03:31:50,877 INFO : TRAIN, epoch=0192, iter=00190/00196, fetch data time cost=1.79ms, fps=2232 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00.693402, arrival_time=2021-04-10 03:31:51.571132, cost_time=0:00:21.957791 2021-04-10 03:31:51,495 INFO : TRAIN, epoch=0192, iter=00196/00196, fetch data time cost=0.09ms, fps=2204 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:31:51.495255, cost_time=0:00:22.575366 2021-04-10 03:31:51,945 INFO : EVAL, epoch=0192, iter=00010/00040, fetch data time cost=0.20ms, fps=5701 images/s, loss=0.3028, top1-acc=93.40%, top5-acc=99.80%, remaining_time=0:00:01.347180, arrival_time=2021-04-10 03:31:53.292449, cost_time=0:00:00.449058 2021-04-10 03:31:52,315 INFO : EVAL, epoch=0192, iter=00020/00040, fetch data time cost=1.26ms, fps=6924 images/s, loss=0.2865, top1-acc=93.93%, top5-acc=99.82%, remaining_time=0:00:00.819120, arrival_time=2021-04-10 03:31:53.134507, cost_time=0:00:00.819121 2021-04-10 03:31:52,695 INFO : EVAL, epoch=0192, iter=00030/00040, fetch data time cost=1.73ms, fps=6749 images/s, loss=0.2836, top1-acc=93.82%, top5-acc=99.73%, remaining_time=0:00:00.399650, arrival_time=2021-04-10 03:31:53.094805, cost_time=0:00:01.198936 2021-04-10 03:31:53,030 INFO : EVAL, epoch=0192, iter=00040/00040, fetch data time cost=0.06ms, fps=6923 images/s, loss=0.2743, top1-acc=93.95%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-10 03:31:53.030572, cost_time=0:00:01.534383 2021-04-10 03:31:54,834 INFO : Epoch=0192 complete, best val top1-acc=93.95%, top5-acc=99.75% (epoch=192), remaining_time=0:03:18.848776, arrival_time=2021-04-10 03:35:13.682826, cost_time=1:19:32.370700 2021-04-10 03:31:54,834 INFO : Train start, epoch=0193, lr=0.000394 2021-04-10 03:31:56,143 INFO : TRAIN, epoch=0193, iter=00010/00196, fetch data time cost=0.37ms, fps=1957 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:24.332892, arrival_time=2021-04-10 03:32:20.476026, cost_time=0:00:01.308221 2021-04-10 03:31:57,283 INFO : TRAIN, epoch=0193, iter=00020/00196, fetch data time cost=1.44ms, fps=2245 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:21.550320, arrival_time=2021-04-10 03:32:18.834122, cost_time=0:00:02.448892 2021-04-10 03:31:58,435 INFO : TRAIN, epoch=0193, iter=00030/00196, fetch data time cost=1.52ms, fps=2223 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:19.924648, arrival_time=2021-04-10 03:32:18.360432, cost_time=0:00:03.600830 2021-04-10 03:31:59,590 INFO : TRAIN, epoch=0193, iter=00040/00196, fetch data time cost=1.63ms, fps=2219 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:18.545280, arrival_time=2021-04-10 03:32:18.135473, cost_time=0:00:04.755220 2021-04-10 03:32:00,740 INFO : TRAIN, epoch=0193, iter=00050/00196, fetch data time cost=1.97ms, fps=2226 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.245082, arrival_time=2021-04-10 03:32:17.985840, cost_time=0:00:05.905851 2021-04-10 03:32:01,883 INFO : TRAIN, epoch=0193, iter=00060/00196, fetch data time cost=1.47ms, fps=2240 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:15.977552, arrival_time=2021-04-10 03:32:17.861394, cost_time=0:00:07.048924 2021-04-10 03:32:03,043 INFO : TRAIN, epoch=0193, iter=00070/00196, fetch data time cost=1.72ms, fps=2208 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:14.776272, arrival_time=2021-04-10 03:32:17.820187, cost_time=0:00:08.209005 2021-04-10 03:32:04,190 INFO : TRAIN, epoch=0193, iter=00080/00196, fetch data time cost=1.44ms, fps=2234 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:13.564924, arrival_time=2021-04-10 03:32:17.755007, cost_time=0:00:09.355134 2021-04-10 03:32:05,332 INFO : TRAIN, epoch=0193, iter=00090/00196, fetch data time cost=1.56ms, fps=2241 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:12.364370, arrival_time=2021-04-10 03:32:17.697313, cost_time=0:00:10.498038 2021-04-10 03:32:06,476 INFO : TRAIN, epoch=0193, iter=00100/00196, fetch data time cost=1.55ms, fps=2240 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:11.175744, arrival_time=2021-04-10 03:32:17.652045, cost_time=0:00:11.641395 2021-04-10 03:32:07,618 INFO : TRAIN, epoch=0193, iter=00110/00196, fetch data time cost=1.98ms, fps=2241 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:09.994748, arrival_time=2021-04-10 03:32:17.613630, cost_time=0:00:12.783935 2021-04-10 03:32:08,770 INFO : TRAIN, epoch=0193, iter=00120/00196, fetch data time cost=1.82ms, fps=2223 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:08.826108, arrival_time=2021-04-10 03:32:17.596996, cost_time=0:00:13.935979 2021-04-10 03:32:09,908 INFO : TRAIN, epoch=0193, iter=00130/00196, fetch data time cost=1.42ms, fps=2251 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:07.652898, arrival_time=2021-04-10 03:32:17.561686, cost_time=0:00:15.073855 2021-04-10 03:32:11,054 INFO : TRAIN, epoch=0193, iter=00140/00196, fetch data time cost=1.96ms, fps=2236 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:06.487712, arrival_time=2021-04-10 03:32:17.541915, cost_time=0:00:16.219298 2021-04-10 03:32:12,203 INFO : TRAIN, epoch=0193, iter=00150/00196, fetch data time cost=1.39ms, fps=2228 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:05.326340, arrival_time=2021-04-10 03:32:17.529774, cost_time=0:00:17.368458 2021-04-10 03:32:13,350 INFO : TRAIN, epoch=0193, iter=00160/00196, fetch data time cost=1.33ms, fps=2233 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:04.165992, arrival_time=2021-04-10 03:32:17.516373, cost_time=0:00:18.515474 2021-04-10 03:32:14,505 INFO : TRAIN, epoch=0193, iter=00170/00196, fetch data time cost=11.03ms, fps=2217 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:03.008434, arrival_time=2021-04-10 03:32:17.513854, cost_time=0:00:19.670476 2021-04-10 03:32:15,656 INFO : TRAIN, epoch=0193, iter=00180/00196, fetch data time cost=2.20ms, fps=2225 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:01.850800, arrival_time=2021-04-10 03:32:17.507323, cost_time=0:00:20.821538 2021-04-10 03:32:16,802 INFO : TRAIN, epoch=0193, iter=00190/00196, fetch data time cost=1.35ms, fps=2235 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00.693708, arrival_time=2021-04-10 03:32:17.496057, cost_time=0:00:21.967441 2021-04-10 03:32:17,416 INFO : TRAIN, epoch=0193, iter=00196/00196, fetch data time cost=1.20ms, fps=2217 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:32:17.416173, cost_time=0:00:22.581264 2021-04-10 03:32:17,904 INFO : EVAL, epoch=0193, iter=00010/00040, fetch data time cost=0.38ms, fps=5258 images/s, loss=0.3021, top1-acc=93.75%, top5-acc=99.69%, remaining_time=0:00:01.460490, arrival_time=2021-04-10 03:32:19.364736, cost_time=0:00:00.486833 2021-04-10 03:32:18,277 INFO : EVAL, epoch=0193, iter=00020/00040, fetch data time cost=1.44ms, fps=6873 images/s, loss=0.2876, top1-acc=93.89%, top5-acc=99.71%, remaining_time=0:00:00.859700, arrival_time=2021-04-10 03:32:19.136794, cost_time=0:00:00.859707 2021-04-10 03:32:18,654 INFO : EVAL, epoch=0193, iter=00030/00040, fetch data time cost=1.78ms, fps=6795 images/s, loss=0.2770, top1-acc=93.98%, top5-acc=99.73%, remaining_time=0:00:00.412260, arrival_time=2021-04-10 03:32:19.066473, cost_time=0:00:01.236787 2021-04-10 03:32:18,990 INFO : EVAL, epoch=0193, iter=00040/00040, fetch data time cost=0.08ms, fps=6904 images/s, loss=0.2949, top1-acc=93.91%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-10 03:32:18.990637, cost_time=0:00:01.573275 2021-04-10 03:32:19,455 INFO : Epoch=0193 complete, best val top1-acc=93.95%, top5-acc=99.75% (epoch=192), remaining_time=0:02:53.984174, arrival_time=2021-04-10 03:35:13.439641, cost_time=1:19:56.992153 2021-04-10 03:32:19,456 INFO : Train start, epoch=0194, lr=0.000302 2021-04-10 03:32:20,766 INFO : TRAIN, epoch=0194, iter=00010/00196, fetch data time cost=0.25ms, fps=1954 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:24.363210, arrival_time=2021-04-10 03:32:45.129165, cost_time=0:00:01.309853 2021-04-10 03:32:21,910 INFO : TRAIN, epoch=0194, iter=00020/00196, fetch data time cost=1.55ms, fps=2238 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.597312, arrival_time=2021-04-10 03:32:43.507658, cost_time=0:00:02.454239 2021-04-10 03:32:23,053 INFO : TRAIN, epoch=0194, iter=00030/00196, fetch data time cost=1.67ms, fps=2240 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:19.907218, arrival_time=2021-04-10 03:32:42.961065, cost_time=0:00:03.597676 2021-04-10 03:32:24,197 INFO : TRAIN, epoch=0194, iter=00040/00196, fetch data time cost=2.13ms, fps=2239 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.491460, arrival_time=2021-04-10 03:32:42.689116, cost_time=0:00:04.741417 2021-04-10 03:32:25,342 INFO : TRAIN, epoch=0194, iter=00050/00196, fetch data time cost=1.42ms, fps=2238 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.186974, arrival_time=2021-04-10 03:32:42.529036, cost_time=0:00:05.885950 2021-04-10 03:32:26,484 INFO : TRAIN, epoch=0194, iter=00060/00196, fetch data time cost=1.49ms, fps=2242 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:15.930904, arrival_time=2021-04-10 03:32:42.415399, cost_time=0:00:07.028355 2021-04-10 03:32:27,633 INFO : TRAIN, epoch=0194, iter=00070/00196, fetch data time cost=2.17ms, fps=2230 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.718690, arrival_time=2021-04-10 03:32:42.351989, cost_time=0:00:08.177063 2021-04-10 03:32:28,783 INFO : TRAIN, epoch=0194, iter=00080/00196, fetch data time cost=2.12ms, fps=2229 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:13.524208, arrival_time=2021-04-10 03:32:42.307369, cost_time=0:00:09.327050 2021-04-10 03:32:29,937 INFO : TRAIN, epoch=0194, iter=00090/00196, fetch data time cost=1.65ms, fps=2218 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.344760, arrival_time=2021-04-10 03:32:42.282357, cost_time=0:00:10.481445 2021-04-10 03:32:31,076 INFO : TRAIN, epoch=0194, iter=00100/00196, fetch data time cost=1.39ms, fps=2248 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:11.155680, arrival_time=2021-04-10 03:32:42.232325, cost_time=0:00:11.620540 2021-04-10 03:32:32,224 INFO : TRAIN, epoch=0194, iter=00110/00196, fetch data time cost=1.58ms, fps=2231 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.982450, arrival_time=2021-04-10 03:32:42.206892, cost_time=0:00:12.768263 2021-04-10 03:32:33,368 INFO : TRAIN, epoch=0194, iter=00120/00196, fetch data time cost=1.54ms, fps=2239 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:08.811060, arrival_time=2021-04-10 03:32:42.179326, cost_time=0:00:13.912154 2021-04-10 03:32:34,514 INFO : TRAIN, epoch=0194, iter=00130/00196, fetch data time cost=1.54ms, fps=2235 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.644780, arrival_time=2021-04-10 03:32:42.158911, cost_time=0:00:15.057955 2021-04-10 03:32:35,653 INFO : TRAIN, epoch=0194, iter=00140/00196, fetch data time cost=1.42ms, fps=2247 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:06.479088, arrival_time=2021-04-10 03:32:42.132932, cost_time=0:00:16.197738 2021-04-10 03:32:36,820 INFO : TRAIN, epoch=0194, iter=00150/00196, fetch data time cost=2.77ms, fps=2195 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:05.325098, arrival_time=2021-04-10 03:32:42.145668, cost_time=0:00:17.364383 2021-04-10 03:32:37,959 INFO : TRAIN, epoch=0194, iter=00160/00196, fetch data time cost=1.45ms, fps=2248 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:04.163328, arrival_time=2021-04-10 03:32:42.123179, cost_time=0:00:18.503739 2021-04-10 03:32:39,103 INFO : TRAIN, epoch=0194, iter=00170/00196, fetch data time cost=1.40ms, fps=2238 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.004950, arrival_time=2021-04-10 03:32:42.108830, cost_time=0:00:19.647772 2021-04-10 03:32:40,243 INFO : TRAIN, epoch=0194, iter=00180/00196, fetch data time cost=1.42ms, fps=2248 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:01.847728, arrival_time=2021-04-10 03:32:42.090790, cost_time=0:00:20.786960 2021-04-10 03:32:41,400 INFO : TRAIN, epoch=0194, iter=00190/00196, fetch data time cost=1.25ms, fps=2212 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00.692982, arrival_time=2021-04-10 03:32:42.093593, cost_time=0:00:21.944492 2021-04-10 03:32:42,014 INFO : TRAIN, epoch=0194, iter=00196/00196, fetch data time cost=0.08ms, fps=2217 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:32:42.014481, cost_time=0:00:22.558375 2021-04-10 03:32:42,495 INFO : EVAL, epoch=0194, iter=00010/00040, fetch data time cost=0.28ms, fps=5332 images/s, loss=0.2741, top1-acc=93.98%, top5-acc=99.77%, remaining_time=0:00:01.440360, arrival_time=2021-04-10 03:32:43.935934, cost_time=0:00:00.480118 2021-04-10 03:32:42,864 INFO : EVAL, epoch=0194, iter=00020/00040, fetch data time cost=1.45ms, fps=6940 images/s, loss=0.2816, top1-acc=93.85%, top5-acc=99.71%, remaining_time=0:00:00.849280, arrival_time=2021-04-10 03:32:43.714083, cost_time=0:00:00.849289 2021-04-10 03:32:43,234 INFO : EVAL, epoch=0194, iter=00030/00040, fetch data time cost=1.76ms, fps=6934 images/s, loss=0.2853, top1-acc=93.80%, top5-acc=99.71%, remaining_time=0:00:00.406300, arrival_time=2021-04-10 03:32:43.640691, cost_time=0:00:01.218885 2021-04-10 03:32:43,574 INFO : EVAL, epoch=0194, iter=00040/00040, fetch data time cost=0.09ms, fps=6837 images/s, loss=0.2746, top1-acc=93.91%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-10 03:32:43.574180, cost_time=0:00:01.558705 2021-04-10 03:32:44,093 INFO : Epoch=0194 complete, best val top1-acc=93.95%, top5-acc=99.75% (epoch=192), remaining_time=0:02:29.122596, arrival_time=2021-04-10 03:35:13.216489, cost_time=1:20:21.630576 2021-04-10 03:32:44,094 INFO : Train start, epoch=0195, lr=0.000222 2021-04-10 03:32:45,480 INFO : TRAIN, epoch=0195, iter=00010/00196, fetch data time cost=0.39ms, fps=1847 images/s, loss=0.0009, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:25.784622, arrival_time=2021-04-10 03:33:11.265472, cost_time=0:00:01.386273 2021-04-10 03:32:46,635 INFO : TRAIN, epoch=0195, iter=00020/00196, fetch data time cost=2.18ms, fps=2219 images/s, loss=0.0015, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:22.357456, arrival_time=2021-04-10 03:33:08.992692, cost_time=0:00:02.540613 2021-04-10 03:32:47,782 INFO : TRAIN, epoch=0195, iter=00030/00196, fetch data time cost=1.62ms, fps=2233 images/s, loss=0.0014, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.405882, arrival_time=2021-04-10 03:33:08.188271, cost_time=0:00:03.687797 2021-04-10 03:32:48,932 INFO : TRAIN, epoch=0195, iter=00040/00196, fetch data time cost=1.80ms, fps=2226 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.868824, arrival_time=2021-04-10 03:33:07.801593, cost_time=0:00:04.838153 2021-04-10 03:32:50,076 INFO : TRAIN, epoch=0195, iter=00050/00196, fetch data time cost=1.54ms, fps=2240 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.466856, arrival_time=2021-04-10 03:33:07.543216, cost_time=0:00:05.981813 2021-04-10 03:32:51,217 INFO : TRAIN, epoch=0195, iter=00060/00196, fetch data time cost=1.40ms, fps=2245 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.144832, arrival_time=2021-04-10 03:33:07.362176, cost_time=0:00:07.122734 2021-04-10 03:32:52,362 INFO : TRAIN, epoch=0195, iter=00070/00196, fetch data time cost=1.42ms, fps=2237 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.881986, arrival_time=2021-04-10 03:33:07.244304, cost_time=0:00:08.267742 2021-04-10 03:32:53,511 INFO : TRAIN, epoch=0195, iter=00080/00196, fetch data time cost=1.51ms, fps=2229 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:13.654244, arrival_time=2021-04-10 03:33:07.165540, cost_time=0:00:09.416706 2021-04-10 03:32:54,652 INFO : TRAIN, epoch=0195, iter=00090/00196, fetch data time cost=1.61ms, fps=2244 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.434860, arrival_time=2021-04-10 03:33:07.087383, cost_time=0:00:10.557924 2021-04-10 03:32:55,793 INFO : TRAIN, epoch=0195, iter=00100/00196, fetch data time cost=1.43ms, fps=2244 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:11.231232, arrival_time=2021-04-10 03:33:07.025026, cost_time=0:00:11.699248 2021-04-10 03:32:56,937 INFO : TRAIN, epoch=0195, iter=00110/00196, fetch data time cost=1.51ms, fps=2240 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.040328, arrival_time=2021-04-10 03:33:06.977302, cost_time=0:00:12.842239 2021-04-10 03:32:58,085 INFO : TRAIN, epoch=0195, iter=00120/00196, fetch data time cost=1.49ms, fps=2231 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:08.860688, arrival_time=2021-04-10 03:33:06.945754, cost_time=0:00:13.990523 2021-04-10 03:32:59,232 INFO : TRAIN, epoch=0195, iter=00130/00196, fetch data time cost=1.53ms, fps=2232 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:07.685436, arrival_time=2021-04-10 03:33:06.917979, cost_time=0:00:15.137979 2021-04-10 03:33:00,384 INFO : TRAIN, epoch=0195, iter=00140/00196, fetch data time cost=1.59ms, fps=2223 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:06.516104, arrival_time=2021-04-10 03:33:06.900949, cost_time=0:00:16.290208 2021-04-10 03:33:01,529 INFO : TRAIN, epoch=0195, iter=00150/00196, fetch data time cost=1.67ms, fps=2237 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:05.346810, arrival_time=2021-04-10 03:33:06.876582, cost_time=0:00:17.435231 2021-04-10 03:33:02,679 INFO : TRAIN, epoch=0195, iter=00160/00196, fetch data time cost=1.53ms, fps=2228 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:04.181580, arrival_time=2021-04-10 03:33:06.860892, cost_time=0:00:18.584766 2021-04-10 03:33:03,815 INFO : TRAIN, epoch=0195, iter=00170/00196, fetch data time cost=1.48ms, fps=2253 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.016182, arrival_time=2021-04-10 03:33:06.831948, cost_time=0:00:19.721185 2021-04-10 03:33:04,958 INFO : TRAIN, epoch=0195, iter=00180/00196, fetch data time cost=1.44ms, fps=2241 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:01.854560, arrival_time=2021-04-10 03:33:06.812980, cost_time=0:00:20.863887 2021-04-10 03:33:06,102 INFO : TRAIN, epoch=0195, iter=00190/00196, fetch data time cost=1.54ms, fps=2239 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00.694974, arrival_time=2021-04-10 03:33:06.797060, cost_time=0:00:22.007502 2021-04-10 03:33:06,720 INFO : TRAIN, epoch=0195, iter=00196/00196, fetch data time cost=1.42ms, fps=2201 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:33:06.720483, cost_time=0:00:22.625946 2021-04-10 03:33:07,208 INFO : EVAL, epoch=0195, iter=00010/00040, fetch data time cost=0.20ms, fps=5253 images/s, loss=0.2701, top1-acc=93.87%, top5-acc=99.77%, remaining_time=0:00:01.461930, arrival_time=2021-04-10 03:33:08.670679, cost_time=0:00:00.487308 2021-04-10 03:33:07,586 INFO : EVAL, epoch=0195, iter=00020/00040, fetch data time cost=1.26ms, fps=6779 images/s, loss=0.2723, top1-acc=94.08%, top5-acc=99.77%, remaining_time=0:00:00.865260, arrival_time=2021-04-10 03:33:08.451956, cost_time=0:00:00.865255 2021-04-10 03:33:07,960 INFO : EVAL, epoch=0195, iter=00030/00040, fetch data time cost=1.31ms, fps=6859 images/s, loss=0.2712, top1-acc=93.93%, top5-acc=99.78%, remaining_time=0:00:00.412950, arrival_time=2021-04-10 03:33:08.373220, cost_time=0:00:01.238839 2021-04-10 03:33:08,297 INFO : EVAL, epoch=0195, iter=00040/00040, fetch data time cost=0.07ms, fps=6884 images/s, loss=0.2694, top1-acc=93.91%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-10 03:33:08.297589, cost_time=0:00:01.576169 2021-04-10 03:33:08,830 INFO : Epoch=0195 complete, best val top1-acc=93.95%, top5-acc=99.75% (epoch=192), remaining_time=0:02:04.265835, arrival_time=2021-04-10 03:35:13.096627, cost_time=1:20:46.367481 2021-04-10 03:33:08,831 INFO : Train start, epoch=0196, lr=0.000154 2021-04-10 03:33:10,169 INFO : TRAIN, epoch=0196, iter=00010/00196, fetch data time cost=0.27ms, fps=1914 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:24.881964, arrival_time=2021-04-10 03:33:35.051251, cost_time=0:00:01.337745 2021-04-10 03:33:11,319 INFO : TRAIN, epoch=0196, iter=00020/00196, fetch data time cost=1.93ms, fps=2227 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:21.894928, arrival_time=2021-04-10 03:33:33.214449, cost_time=0:00:02.488062 2021-04-10 03:33:12,465 INFO : TRAIN, epoch=0196, iter=00030/00196, fetch data time cost=1.31ms, fps=2236 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:20.106252, arrival_time=2021-04-10 03:33:32.571380, cost_time=0:00:03.633650 2021-04-10 03:33:13,612 INFO : TRAIN, epoch=0196, iter=00040/00196, fetch data time cost=2.05ms, fps=2233 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:18.644496, arrival_time=2021-04-10 03:33:32.256630, cost_time=0:00:04.780644 2021-04-10 03:33:14,758 INFO : TRAIN, epoch=0196, iter=00050/00196, fetch data time cost=3.49ms, fps=2234 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:17.307716, arrival_time=2021-04-10 03:33:32.066470, cost_time=0:00:05.927283 2021-04-10 03:33:15,904 INFO : TRAIN, epoch=0196, iter=00060/00196, fetch data time cost=1.54ms, fps=2235 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:16.032904, arrival_time=2021-04-10 03:33:31.937739, cost_time=0:00:07.073363 2021-04-10 03:33:17,049 INFO : TRAIN, epoch=0196, iter=00070/00196, fetch data time cost=1.50ms, fps=2237 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:14.792778, arrival_time=2021-04-10 03:33:31.842496, cost_time=0:00:08.218238 2021-04-10 03:33:18,189 INFO : TRAIN, epoch=0196, iter=00080/00196, fetch data time cost=1.43ms, fps=2247 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:13.569448, arrival_time=2021-04-10 03:33:31.759193, cost_time=0:00:09.358277 2021-04-10 03:33:19,339 INFO : TRAIN, epoch=0196, iter=00090/00196, fetch data time cost=1.56ms, fps=2228 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.375818, arrival_time=2021-04-10 03:33:31.715016, cost_time=0:00:10.507760 2021-04-10 03:33:20,481 INFO : TRAIN, epoch=0196, iter=00100/00196, fetch data time cost=1.51ms, fps=2243 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:11.183712, arrival_time=2021-04-10 03:33:31.664867, cost_time=0:00:11.649717 2021-04-10 03:33:21,625 INFO : TRAIN, epoch=0196, iter=00110/00196, fetch data time cost=1.48ms, fps=2239 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.002316, arrival_time=2021-04-10 03:33:31.627471, cost_time=0:00:12.793701 2021-04-10 03:33:22,770 INFO : TRAIN, epoch=0196, iter=00120/00196, fetch data time cost=1.52ms, fps=2236 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:08.828008, arrival_time=2021-04-10 03:33:31.598389, cost_time=0:00:13.938951 2021-04-10 03:33:23,927 INFO : TRAIN, epoch=0196, iter=00130/00196, fetch data time cost=1.55ms, fps=2212 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:07.664316, arrival_time=2021-04-10 03:33:31.592156, cost_time=0:00:15.096405 2021-04-10 03:33:25,068 INFO : TRAIN, epoch=0196, iter=00140/00196, fetch data time cost=1.41ms, fps=2245 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:06.494824, arrival_time=2021-04-10 03:33:31.563287, cost_time=0:00:16.237027 2021-04-10 03:33:26,215 INFO : TRAIN, epoch=0196, iter=00150/00196, fetch data time cost=1.87ms, fps=2232 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:05.331124, arrival_time=2021-04-10 03:33:31.546706, cost_time=0:00:17.384149 2021-04-10 03:33:27,361 INFO : TRAIN, epoch=0196, iter=00160/00196, fetch data time cost=1.36ms, fps=2235 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:04.169304, arrival_time=2021-04-10 03:33:31.530913, cost_time=0:00:18.530174 2021-04-10 03:33:28,505 INFO : TRAIN, epoch=0196, iter=00170/00196, fetch data time cost=2.20ms, fps=2239 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:03.008928, arrival_time=2021-04-10 03:33:31.514117, cost_time=0:00:19.673711 2021-04-10 03:33:29,653 INFO : TRAIN, epoch=0196, iter=00180/00196, fetch data time cost=1.83ms, fps=2232 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:01.850816, arrival_time=2021-04-10 03:33:31.503976, cost_time=0:00:20.821726 2021-04-10 03:33:30,798 INFO : TRAIN, epoch=0196, iter=00190/00196, fetch data time cost=1.21ms, fps=2237 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00.693678, arrival_time=2021-04-10 03:33:31.491712, cost_time=0:00:21.966553 2021-04-10 03:33:31,461 INFO : TRAIN, epoch=0196, iter=00196/00196, fetch data time cost=1.37ms, fps=2202 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:33:31.461769, cost_time=0:00:22.630348 2021-04-10 03:33:31,916 INFO : EVAL, epoch=0196, iter=00010/00040, fetch data time cost=4.78ms, fps=5646 images/s, loss=0.2966, top1-acc=93.87%, top5-acc=99.77%, remaining_time=0:00:01.360260, arrival_time=2021-04-10 03:33:33.276421, cost_time=0:00:00.453421 2021-04-10 03:33:32,291 INFO : EVAL, epoch=0196, iter=00020/00040, fetch data time cost=1.54ms, fps=6839 images/s, loss=0.2766, top1-acc=94.08%, top5-acc=99.69%, remaining_time=0:00:00.828240, arrival_time=2021-04-10 03:33:33.119212, cost_time=0:00:00.828235 2021-04-10 03:33:32,665 INFO : EVAL, epoch=0196, iter=00030/00040, fetch data time cost=1.27ms, fps=6838 images/s, loss=0.2744, top1-acc=94.02%, top5-acc=99.73%, remaining_time=0:00:00.401020, arrival_time=2021-04-10 03:33:33.066782, cost_time=0:00:01.203071 2021-04-10 03:33:33,000 INFO : EVAL, epoch=0196, iter=00040/00040, fetch data time cost=0.07ms, fps=6939 images/s, loss=0.2712, top1-acc=93.95%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-10 03:33:33.000402, cost_time=0:00:01.537743 2021-04-10 03:33:33,513 INFO : Epoch=0196 complete, best val top1-acc=93.95%, top5-acc=99.75% (epoch=192), remaining_time=0:01:39.409196, arrival_time=2021-04-10 03:35:12.923081, cost_time=1:21:11.050550 2021-04-10 03:33:33,514 INFO : Train start, epoch=0197, lr=0.000099 2021-04-10 03:33:34,831 INFO : TRAIN, epoch=0197, iter=00010/00196, fetch data time cost=0.25ms, fps=1944 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:24.488574, arrival_time=2021-04-10 03:33:59.319913, cost_time=0:00:01.316592 2021-04-10 03:33:35,978 INFO : TRAIN, epoch=0197, iter=00020/00196, fetch data time cost=1.75ms, fps=2232 images/s, loss=0.0018, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:21.680384, arrival_time=2021-04-10 03:33:57.658897, cost_time=0:00:02.463687 2021-04-10 03:33:37,121 INFO : TRAIN, epoch=0197, iter=00030/00196, fetch data time cost=1.50ms, fps=2242 images/s, loss=0.0016, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:19.953864, arrival_time=2021-04-10 03:33:57.074913, cost_time=0:00:03.606122 2021-04-10 03:33:38,270 INFO : TRAIN, epoch=0197, iter=00040/00196, fetch data time cost=1.44ms, fps=2228 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.547620, arrival_time=2021-04-10 03:33:56.818186, cost_time=0:00:04.755812 2021-04-10 03:33:39,410 INFO : TRAIN, epoch=0197, iter=00050/00196, fetch data time cost=1.41ms, fps=2247 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.214568, arrival_time=2021-04-10 03:33:56.624729, cost_time=0:00:05.895413 2021-04-10 03:33:40,552 INFO : TRAIN, epoch=0197, iter=00060/00196, fetch data time cost=1.68ms, fps=2241 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:15.952528, arrival_time=2021-04-10 03:33:56.505234, cost_time=0:00:07.037887 2021-04-10 03:33:41,692 INFO : TRAIN, epoch=0197, iter=00070/00196, fetch data time cost=1.40ms, fps=2247 images/s, loss=0.0016, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.720076, arrival_time=2021-04-10 03:33:56.412653, cost_time=0:00:08.177812 2021-04-10 03:33:42,835 INFO : TRAIN, epoch=0197, iter=00080/00196, fetch data time cost=1.49ms, fps=2241 images/s, loss=0.0017, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:13.515044, arrival_time=2021-04-10 03:33:56.350509, cost_time=0:00:09.320717 2021-04-10 03:33:43,975 INFO : TRAIN, epoch=0197, iter=00090/00196, fetch data time cost=1.61ms, fps=2246 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.320592, arrival_time=2021-04-10 03:33:56.296249, cost_time=0:00:10.460914 2021-04-10 03:33:45,118 INFO : TRAIN, epoch=0197, iter=00100/00196, fetch data time cost=1.43ms, fps=2240 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:11.139936, arrival_time=2021-04-10 03:33:56.258775, cost_time=0:00:11.604089 2021-04-10 03:33:46,264 INFO : TRAIN, epoch=0197, iter=00110/00196, fetch data time cost=2.00ms, fps=2235 images/s, loss=0.0016, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.967916, arrival_time=2021-04-10 03:33:56.232379, cost_time=0:00:12.749655 2021-04-10 03:33:47,407 INFO : TRAIN, epoch=0197, iter=00120/00196, fetch data time cost=1.52ms, fps=2241 images/s, loss=0.0016, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:08.798748, arrival_time=2021-04-10 03:33:56.206356, cost_time=0:00:13.892817 2021-04-10 03:33:48,555 INFO : TRAIN, epoch=0197, iter=00130/00196, fetch data time cost=1.51ms, fps=2231 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:07.636200, arrival_time=2021-04-10 03:33:56.192037, cost_time=0:00:15.041034 2021-04-10 03:33:49,696 INFO : TRAIN, epoch=0197, iter=00140/00196, fetch data time cost=1.54ms, fps=2246 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:06.472536, arrival_time=2021-04-10 03:33:56.168590, cost_time=0:00:16.181312 2021-04-10 03:33:50,845 INFO : TRAIN, epoch=0197, iter=00150/00196, fetch data time cost=1.88ms, fps=2227 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:05.314840, arrival_time=2021-04-10 03:33:56.160567, cost_time=0:00:17.330982 2021-04-10 03:33:51,993 INFO : TRAIN, epoch=0197, iter=00160/00196, fetch data time cost=1.85ms, fps=2231 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:04.157748, arrival_time=2021-04-10 03:33:56.151417, cost_time=0:00:18.478885 2021-04-10 03:33:53,140 INFO : TRAIN, epoch=0197, iter=00170/00196, fetch data time cost=1.44ms, fps=2232 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.001648, arrival_time=2021-04-10 03:33:56.142550, cost_time=0:00:19.626158 2021-04-10 03:33:54,284 INFO : TRAIN, epoch=0197, iter=00180/00196, fetch data time cost=2.23ms, fps=2240 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:01.846176, arrival_time=2021-04-10 03:33:56.130451, cost_time=0:00:20.769525 2021-04-10 03:33:55,428 INFO : TRAIN, epoch=0197, iter=00190/00196, fetch data time cost=1.24ms, fps=2238 images/s, loss=0.0015, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00.692016, arrival_time=2021-04-10 03:33:56.120622, cost_time=0:00:21.913807 2021-04-10 03:33:56,045 INFO : TRAIN, epoch=0197, iter=00196/00196, fetch data time cost=1.37ms, fps=2207 images/s, loss=0.0015, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:33:56.045421, cost_time=0:00:22.530640 2021-04-10 03:33:56,527 INFO : EVAL, epoch=0197, iter=00010/00040, fetch data time cost=0.28ms, fps=5326 images/s, loss=0.2577, top1-acc=93.95%, top5-acc=99.84%, remaining_time=0:00:01.442010, arrival_time=2021-04-10 03:33:57.969176, cost_time=0:00:00.480666 2021-04-10 03:33:56,918 INFO : EVAL, epoch=0197, iter=00020/00040, fetch data time cost=2.38ms, fps=6546 images/s, loss=0.2751, top1-acc=93.81%, top5-acc=99.80%, remaining_time=0:00:00.872040, arrival_time=2021-04-10 03:33:57.790588, cost_time=0:00:00.872044 2021-04-10 03:33:57,293 INFO : EVAL, epoch=0197, iter=00030/00040, fetch data time cost=1.51ms, fps=6830 images/s, loss=0.2740, top1-acc=93.96%, top5-acc=99.84%, remaining_time=0:00:00.415720, arrival_time=2021-04-10 03:33:57.709431, cost_time=0:00:01.247169 2021-04-10 03:33:57,630 INFO : EVAL, epoch=0197, iter=00040/00040, fetch data time cost=0.09ms, fps=6892 images/s, loss=0.2718, top1-acc=94.00%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-10 03:33:57.630701, cost_time=0:00:01.584219 2021-04-10 03:33:58,660 INFO : Epoch=0197 complete, best val top1-acc=94.00%, top5-acc=99.77% (epoch=197), remaining_time=0:01:14.561373, arrival_time=2021-04-10 03:35:13.221603, cost_time=1:21:36.196907 2021-04-10 03:33:58,660 INFO : Train start, epoch=0198, lr=0.000056 2021-04-10 03:33:59,997 INFO : TRAIN, epoch=0198, iter=00010/00196, fetch data time cost=0.40ms, fps=1916 images/s, loss=0.0027, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:24.857226, arrival_time=2021-04-10 03:34:24.854608, cost_time=0:00:01.336408 2021-04-10 03:34:01,151 INFO : TRAIN, epoch=0198, iter=00020/00196, fetch data time cost=1.38ms, fps=2221 images/s, loss=0.0020, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:21.910768, arrival_time=2021-04-10 03:34:23.061665, cost_time=0:00:02.489856 2021-04-10 03:34:02,302 INFO : TRAIN, epoch=0198, iter=00030/00196, fetch data time cost=1.87ms, fps=2225 images/s, loss=0.0017, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:20.147752, arrival_time=2021-04-10 03:34:22.449830, cost_time=0:00:03.641168 2021-04-10 03:34:03,446 INFO : TRAIN, epoch=0198, iter=00040/00196, fetch data time cost=2.35ms, fps=2238 images/s, loss=0.0019, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:18.663684, arrival_time=2021-04-10 03:34:22.110135, cost_time=0:00:04.785551 2021-04-10 03:34:04,599 INFO : TRAIN, epoch=0198, iter=00050/00196, fetch data time cost=12.89ms, fps=2222 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.339544, arrival_time=2021-04-10 03:34:21.938768, cost_time=0:00:05.938204 2021-04-10 03:34:05,745 INFO : TRAIN, epoch=0198, iter=00060/00196, fetch data time cost=2.10ms, fps=2235 images/s, loss=0.0016, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.057928, arrival_time=2021-04-10 03:34:21.803278, cost_time=0:00:07.084351 2021-04-10 03:34:06,890 INFO : TRAIN, epoch=0198, iter=00070/00196, fetch data time cost=1.86ms, fps=2237 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.813190, arrival_time=2021-04-10 03:34:21.703654, cost_time=0:00:08.229520 2021-04-10 03:34:08,039 INFO : TRAIN, epoch=0198, iter=00080/00196, fetch data time cost=1.58ms, fps=2229 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:13.598796, arrival_time=2021-04-10 03:34:21.638362, cost_time=0:00:09.378498 2021-04-10 03:34:09,182 INFO : TRAIN, epoch=0198, iter=00090/00196, fetch data time cost=1.56ms, fps=2242 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.391718, arrival_time=2021-04-10 03:34:21.573917, cost_time=0:00:10.521292 2021-04-10 03:34:10,325 INFO : TRAIN, epoch=0198, iter=00100/00196, fetch data time cost=2.73ms, fps=2240 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:11.197824, arrival_time=2021-04-10 03:34:21.523214, cost_time=0:00:11.664412 2021-04-10 03:34:11,472 INFO : TRAIN, epoch=0198, iter=00110/00196, fetch data time cost=1.51ms, fps=2233 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.016248, arrival_time=2021-04-10 03:34:21.488636, cost_time=0:00:12.811476 2021-04-10 03:34:12,612 INFO : TRAIN, epoch=0198, iter=00120/00196, fetch data time cost=1.40ms, fps=2245 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:08.836292, arrival_time=2021-04-10 03:34:21.449217, cost_time=0:00:13.952017 2021-04-10 03:34:13,754 INFO : TRAIN, epoch=0198, iter=00130/00196, fetch data time cost=1.63ms, fps=2243 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:07.662930, arrival_time=2021-04-10 03:34:21.417453, cost_time=0:00:15.093613 2021-04-10 03:34:14,897 INFO : TRAIN, epoch=0198, iter=00140/00196, fetch data time cost=1.42ms, fps=2241 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:06.494488, arrival_time=2021-04-10 03:34:21.391680, cost_time=0:00:16.236285 2021-04-10 03:34:16,042 INFO : TRAIN, epoch=0198, iter=00150/00196, fetch data time cost=1.82ms, fps=2237 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:05.330204, arrival_time=2021-04-10 03:34:21.372183, cost_time=0:00:17.381072 2021-04-10 03:34:17,185 INFO : TRAIN, epoch=0198, iter=00160/00196, fetch data time cost=1.43ms, fps=2240 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:04.168008, arrival_time=2021-04-10 03:34:21.353476, cost_time=0:00:18.524490 2021-04-10 03:34:18,332 INFO : TRAIN, epoch=0198, iter=00170/00196, fetch data time cost=2.05ms, fps=2233 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.008590, arrival_time=2021-04-10 03:34:21.341055, cost_time=0:00:19.671555 2021-04-10 03:34:19,478 INFO : TRAIN, epoch=0198, iter=00180/00196, fetch data time cost=1.73ms, fps=2234 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:01.850496, arrival_time=2021-04-10 03:34:21.329393, cost_time=0:00:20.817994 2021-04-10 03:34:20,632 INFO : TRAIN, epoch=0198, iter=00190/00196, fetch data time cost=1.41ms, fps=2220 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00.693840, arrival_time=2021-04-10 03:34:21.326363, cost_time=0:00:21.971555 2021-04-10 03:34:21,250 INFO : TRAIN, epoch=0198, iter=00196/00196, fetch data time cost=0.09ms, fps=2204 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:34:21.250007, cost_time=0:00:22.589107 2021-04-10 03:34:21,717 INFO : EVAL, epoch=0198, iter=00010/00040, fetch data time cost=0.27ms, fps=5483 images/s, loss=0.2598, top1-acc=94.14%, top5-acc=99.80%, remaining_time=0:00:01.400760, arrival_time=2021-04-10 03:34:23.118599, cost_time=0:00:00.466918 2021-04-10 03:34:22,096 INFO : EVAL, epoch=0198, iter=00020/00040, fetch data time cost=2.51ms, fps=6763 images/s, loss=0.2851, top1-acc=93.65%, top5-acc=99.73%, remaining_time=0:00:00.845720, arrival_time=2021-04-10 03:34:22.942417, cost_time=0:00:00.845729 2021-04-10 03:34:22,477 INFO : EVAL, epoch=0198, iter=00030/00040, fetch data time cost=1.49ms, fps=6728 images/s, loss=0.2779, top1-acc=93.76%, top5-acc=99.75%, remaining_time=0:00:00.408890, arrival_time=2021-04-10 03:34:22.886530, cost_time=0:00:01.226681 2021-04-10 03:34:22,816 INFO : EVAL, epoch=0198, iter=00040/00040, fetch data time cost=0.08ms, fps=6855 images/s, loss=0.2942, top1-acc=93.98%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-10 03:34:22.816547, cost_time=0:00:01.565632 2021-04-10 03:34:23,363 INFO : Epoch=0198 complete, best val top1-acc=94.00%, top5-acc=99.77% (epoch=197), remaining_time=0:00:49.706064, arrival_time=2021-04-10 03:35:13.069754, cost_time=1:22:00.900347 2021-04-10 03:34:23,364 INFO : Train start, epoch=0199, lr=0.000025 2021-04-10 03:34:24,748 INFO : TRAIN, epoch=0199, iter=00010/00196, fetch data time cost=1.53ms, fps=1850 images/s, loss=0.0016, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:25.735890, arrival_time=2021-04-10 03:34:50.484101, cost_time=0:00:01.383653 2021-04-10 03:34:25,896 INFO : TRAIN, epoch=0199, iter=00020/00196, fetch data time cost=1.49ms, fps=2231 images/s, loss=0.0016, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:22.278960, arrival_time=2021-04-10 03:34:48.175312, cost_time=0:00:02.531694 2021-04-10 03:34:27,040 INFO : TRAIN, epoch=0199, iter=00030/00196, fetch data time cost=1.50ms, fps=2240 images/s, loss=0.0015, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.337822, arrival_time=2021-04-10 03:34:47.377889, cost_time=0:00:03.675500 2021-04-10 03:34:28,183 INFO : TRAIN, epoch=0199, iter=00040/00196, fetch data time cost=1.39ms, fps=2240 images/s, loss=0.0015, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:18.792540, arrival_time=2021-04-10 03:34:46.975787, cost_time=0:00:04.818617 2021-04-10 03:34:29,329 INFO : TRAIN, epoch=0199, iter=00050/00196, fetch data time cost=1.52ms, fps=2235 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.416486, arrival_time=2021-04-10 03:34:46.745614, cost_time=0:00:05.964567 2021-04-10 03:34:30,478 INFO : TRAIN, epoch=0199, iter=00060/00196, fetch data time cost=2.39ms, fps=2228 images/s, loss=0.0016, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.124976, arrival_time=2021-04-10 03:34:46.603542, cost_time=0:00:07.113941 2021-04-10 03:34:31,641 INFO : TRAIN, epoch=0199, iter=00070/00196, fetch data time cost=1.56ms, fps=2202 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.899248, arrival_time=2021-04-10 03:34:46.541156, cost_time=0:00:08.277334 2021-04-10 03:34:32,783 INFO : TRAIN, epoch=0199, iter=00080/00196, fetch data time cost=2.40ms, fps=2243 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:13.657492, arrival_time=2021-04-10 03:34:46.441164, cost_time=0:00:09.418987 2021-04-10 03:34:33,938 INFO : TRAIN, epoch=0199, iter=00090/00196, fetch data time cost=6.25ms, fps=2218 images/s, loss=0.0016, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.454046, arrival_time=2021-04-10 03:34:46.392866, cost_time=0:00:10.574190 2021-04-10 03:34:35,111 INFO : TRAIN, epoch=0199, iter=00100/00196, fetch data time cost=1.56ms, fps=2184 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:11.276928, arrival_time=2021-04-10 03:34:46.388516, cost_time=0:00:11.746828 2021-04-10 03:34:36,260 INFO : TRAIN, epoch=0199, iter=00110/00196, fetch data time cost=1.38ms, fps=2230 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.081952, arrival_time=2021-04-10 03:34:46.342069, cost_time=0:00:12.895549 2021-04-10 03:34:37,401 INFO : TRAIN, epoch=0199, iter=00120/00196, fetch data time cost=1.91ms, fps=2244 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:08.889872, arrival_time=2021-04-10 03:34:46.291079, cost_time=0:00:14.036649 2021-04-10 03:34:38,547 INFO : TRAIN, epoch=0199, iter=00130/00196, fetch data time cost=1.61ms, fps=2234 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:07.708338, arrival_time=2021-04-10 03:34:46.256103, cost_time=0:00:15.183127 2021-04-10 03:34:39,688 INFO : TRAIN, epoch=0199, iter=00140/00196, fetch data time cost=1.66ms, fps=2245 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:06.529656, arrival_time=2021-04-10 03:34:46.218357, cost_time=0:00:16.324078 2021-04-10 03:34:40,833 INFO : TRAIN, epoch=0199, iter=00150/00196, fetch data time cost=1.42ms, fps=2237 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:05.357252, arrival_time=2021-04-10 03:34:46.191042, cost_time=0:00:17.469225 2021-04-10 03:34:41,980 INFO : TRAIN, epoch=0199, iter=00160/00196, fetch data time cost=1.59ms, fps=2233 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:04.188564, arrival_time=2021-04-10 03:34:46.168964, cost_time=0:00:18.615839 2021-04-10 03:34:43,120 INFO : TRAIN, epoch=0199, iter=00170/00196, fetch data time cost=1.38ms, fps=2246 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.021486, arrival_time=2021-04-10 03:34:46.141901, cost_time=0:00:19.755866 2021-04-10 03:34:44,267 INFO : TRAIN, epoch=0199, iter=00180/00196, fetch data time cost=2.11ms, fps=2233 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:01.858016, arrival_time=2021-04-10 03:34:46.125319, cost_time=0:00:20.902678 2021-04-10 03:34:45,414 INFO : TRAIN, epoch=0199, iter=00190/00196, fetch data time cost=1.90ms, fps=2233 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00.696306, arrival_time=2021-04-10 03:34:46.110507, cost_time=0:00:22.049640 2021-04-10 03:34:46,028 INFO : TRAIN, epoch=0199, iter=00196/00196, fetch data time cost=1.31ms, fps=2214 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:34:46.028781, cost_time=0:00:22.664205 2021-04-10 03:34:46,511 INFO : EVAL, epoch=0199, iter=00010/00040, fetch data time cost=0.21ms, fps=5312 images/s, loss=0.2815, top1-acc=93.91%, top5-acc=99.84%, remaining_time=0:00:01.445640, arrival_time=2021-04-10 03:34:47.957303, cost_time=0:00:00.481885 2021-04-10 03:34:46,886 INFO : EVAL, epoch=0199, iter=00020/00040, fetch data time cost=1.74ms, fps=6832 images/s, loss=0.2819, top1-acc=93.83%, top5-acc=99.73%, remaining_time=0:00:00.856920, arrival_time=2021-04-10 03:34:47.743603, cost_time=0:00:00.856911 2021-04-10 03:34:47,262 INFO : EVAL, epoch=0199, iter=00030/00040, fetch data time cost=0.20ms, fps=6821 images/s, loss=0.2775, top1-acc=94.00%, top5-acc=99.78%, remaining_time=0:00:00.410840, arrival_time=2021-04-10 03:34:47.673169, cost_time=0:00:01.232525 2021-04-10 03:34:47,601 INFO : EVAL, epoch=0199, iter=00040/00040, fetch data time cost=0.06ms, fps=6853 images/s, loss=0.2708, top1-acc=93.93%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-10 03:34:47.601283, cost_time=0:00:01.571531 2021-04-10 03:34:48,450 INFO : Epoch=0199 complete, best val top1-acc=94.00%, top5-acc=99.77% (epoch=197), remaining_time=0:00:24.854207, arrival_time=2021-04-10 03:35:13.304691, cost_time=1:22:25.987173 2021-04-10 03:34:48,451 INFO : Train start, epoch=0200, lr=0.000006 2021-04-10 03:34:49,792 INFO : TRAIN, epoch=0200, iter=00010/00196, fetch data time cost=0.33ms, fps=1909 images/s, loss=0.0023, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:24.945204, arrival_time=2021-04-10 03:35:14.737537, cost_time=0:00:01.341139 2021-04-10 03:34:50,935 INFO : TRAIN, epoch=0200, iter=00020/00196, fetch data time cost=2.18ms, fps=2240 images/s, loss=0.0017, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:21.862368, arrival_time=2021-04-10 03:35:12.798147, cost_time=0:00:02.484351 2021-04-10 03:34:52,089 INFO : TRAIN, epoch=0200, iter=00030/00196, fetch data time cost=1.82ms, fps=2221 images/s, loss=0.0021, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:20.131982, arrival_time=2021-04-10 03:35:12.221423, cost_time=0:00:03.638305 2021-04-10 03:34:53,230 INFO : TRAIN, epoch=0200, iter=00040/00196, fetch data time cost=1.40ms, fps=2245 images/s, loss=0.0018, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:18.638724, arrival_time=2021-04-10 03:35:11.869073, cost_time=0:00:04.779178 2021-04-10 03:34:54,393 INFO : TRAIN, epoch=0200, iter=00050/00196, fetch data time cost=2.67ms, fps=2203 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.349764, arrival_time=2021-04-10 03:35:11.742749, cost_time=0:00:05.941725 2021-04-10 03:34:55,547 INFO : TRAIN, epoch=0200, iter=00060/00196, fetch data time cost=1.44ms, fps=2218 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.085400, arrival_time=2021-04-10 03:35:11.633054, cost_time=0:00:07.096478 2021-04-10 03:34:56,695 INFO : TRAIN, epoch=0200, iter=00070/00196, fetch data time cost=1.41ms, fps=2231 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.839776, arrival_time=2021-04-10 03:35:11.535401, cost_time=0:00:08.244353 2021-04-10 03:34:57,839 INFO : TRAIN, epoch=0200, iter=00080/00196, fetch data time cost=1.38ms, fps=2239 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:13.613296, arrival_time=2021-04-10 03:35:11.452919, cost_time=0:00:09.388491 2021-04-10 03:34:58,984 INFO : TRAIN, epoch=0200, iter=00090/00196, fetch data time cost=2.61ms, fps=2237 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.406028, arrival_time=2021-04-10 03:35:11.390631, cost_time=0:00:10.533394 2021-04-10 03:35:00,132 INFO : TRAIN, epoch=0200, iter=00100/00196, fetch data time cost=1.59ms, fps=2231 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:11.214144, arrival_time=2021-04-10 03:35:11.346668, cost_time=0:00:11.681378 2021-04-10 03:35:01,276 INFO : TRAIN, epoch=0200, iter=00110/00196, fetch data time cost=1.62ms, fps=2238 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:10.027170, arrival_time=2021-04-10 03:35:11.303753, cost_time=0:00:12.825442 2021-04-10 03:35:02,422 INFO : TRAIN, epoch=0200, iter=00120/00196, fetch data time cost=2.16ms, fps=2234 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:08.848680, arrival_time=2021-04-10 03:35:11.271389, cost_time=0:00:13.971577 2021-04-10 03:35:03,564 INFO : TRAIN, epoch=0200, iter=00130/00196, fetch data time cost=1.47ms, fps=2244 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.672698, arrival_time=2021-04-10 03:35:11.236710, cost_time=0:00:15.112879 2021-04-10 03:35:04,707 INFO : TRAIN, epoch=0200, iter=00140/00196, fetch data time cost=2.02ms, fps=2240 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:06.502384, arrival_time=2021-04-10 03:35:11.209572, cost_time=0:00:16.256021 2021-04-10 03:35:05,854 INFO : TRAIN, epoch=0200, iter=00150/00196, fetch data time cost=1.54ms, fps=2233 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.336920, arrival_time=2021-04-10 03:35:11.191161, cost_time=0:00:17.402989 2021-04-10 03:35:07,000 INFO : TRAIN, epoch=0200, iter=00160/00196, fetch data time cost=1.99ms, fps=2236 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:04.173480, arrival_time=2021-04-10 03:35:11.173465, cost_time=0:00:18.548802 2021-04-10 03:35:08,166 INFO : TRAIN, epoch=0200, iter=00170/00196, fetch data time cost=1.56ms, fps=2195 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.015324, arrival_time=2021-04-10 03:35:11.182021, cost_time=0:00:19.715520 2021-04-10 03:35:09,330 INFO : TRAIN, epoch=0200, iter=00180/00196, fetch data time cost=1.89ms, fps=2201 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.855936, arrival_time=2021-04-10 03:35:11.186385, cost_time=0:00:20.879275 2021-04-10 03:35:10,486 INFO : TRAIN, epoch=0200, iter=00190/00196, fetch data time cost=1.35ms, fps=2215 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00.695856, arrival_time=2021-04-10 03:35:11.182484, cost_time=0:00:22.035456 2021-04-10 03:35:11,102 INFO : TRAIN, epoch=0200, iter=00196/00196, fetch data time cost=1.43ms, fps=2209 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:35:11.102887, cost_time=0:00:22.651755 2021-04-10 03:35:11,584 INFO : EVAL, epoch=0200, iter=00010/00040, fetch data time cost=0.43ms, fps=5325 images/s, loss=0.2738, top1-acc=93.71%, top5-acc=99.77%, remaining_time=0:00:01.442130, arrival_time=2021-04-10 03:35:13.026729, cost_time=0:00:00.480713 2021-04-10 03:35:11,959 INFO : EVAL, epoch=0200, iter=00020/00040, fetch data time cost=1.88ms, fps=6843 images/s, loss=0.2979, top1-acc=93.38%, top5-acc=99.77%, remaining_time=0:00:00.855200, arrival_time=2021-04-10 03:35:12.814244, cost_time=0:00:00.855198 2021-04-10 03:35:12,332 INFO : EVAL, epoch=0200, iter=00030/00040, fetch data time cost=1.31ms, fps=6866 images/s, loss=0.2846, top1-acc=93.71%, top5-acc=99.75%, remaining_time=0:00:00.409470, arrival_time=2021-04-10 03:35:12.741765, cost_time=0:00:01.228407 2021-04-10 03:35:12,669 INFO : EVAL, epoch=0200, iter=00040/00040, fetch data time cost=0.06ms, fps=6894 images/s, loss=0.2707, top1-acc=93.93%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-10 03:35:12.669226, cost_time=0:00:01.565409 2021-04-10 03:35:13,147 INFO : Epoch=0200 complete, best val top1-acc=94.00%, top5-acc=99.77% (epoch=197), remaining_time=0:00:00, arrival_time=2021-04-10 03:35:13.147639, cost_time=1:22:50.684325