2021-04-10 01:22:08,243 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 01:22:08,247 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_resnet32'), ('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://127.0.0.1:50001', 'modifications': ['model.name=cifar10_resnet32'], 'node_rank': 0, 'output_dir': PosixPath('output/cifar10/resnet32'), 'world_size': 1} 2021-04-10 01:22:08,301 INFO : Model details: n_params=0.47M, flops=69.12M. 2021-04-10 01:22:14,795 INFO : Train start, epoch=0001, lr=0.100000 2021-04-10 01:22:16,868 INFO : TRAIN, epoch=0001, iter=00010/00196, fetch data time cost=2.00ms, fps=1235 images/s, loss=2.5025, top1-acc=13.05%, top5-acc=57.89%, remaining_time=0:00:38.563938, arrival_time=2021-04-10 01:22:55.432093, cost_time=0:00:02.073333 2021-04-10 01:22:17,960 INFO : TRAIN, epoch=0001, iter=00020/00196, fetch data time cost=2.04ms, fps=2345 images/s, loss=2.3152, top1-acc=16.86%, top5-acc=66.46%, remaining_time=0:00:27.858688, arrival_time=2021-04-10 01:22:45.819299, cost_time=0:00:03.165760 2021-04-10 01:22:19,050 INFO : TRAIN, epoch=0001, iter=00030/00196, fetch data time cost=1.54ms, fps=2350 images/s, loss=2.1733, top1-acc=20.49%, top5-acc=72.08%, remaining_time=0:00:23.548926, arrival_time=2021-04-10 01:22:42.599431, cost_time=0:00:04.255842 2021-04-10 01:22:20,137 INFO : TRAIN, epoch=0001, iter=00040/00196, fetch data time cost=2.04ms, fps=2357 images/s, loss=2.0851, top1-acc=22.96%, top5-acc=75.45%, remaining_time=0:00:20.835516, arrival_time=2021-04-10 01:22:40.972589, cost_time=0:00:05.342456 2021-04-10 01:22:21,218 INFO : TRAIN, epoch=0001, iter=00050/00196, fetch data time cost=1.46ms, fps=2369 images/s, loss=2.0171, top1-acc=25.24%, top5-acc=77.59%, remaining_time=0:00:18.756036, arrival_time=2021-04-10 01:22:39.973997, cost_time=0:00:06.423324 2021-04-10 01:22:22,306 INFO : TRAIN, epoch=0001, iter=00060/00196, fetch data time cost=1.80ms, fps=2353 images/s, loss=1.9746, top1-acc=26.45%, top5-acc=79.30%, remaining_time=0:00:17.026928, arrival_time=2021-04-10 01:22:39.333565, cost_time=0:00:07.511896 2021-04-10 01:22:23,395 INFO : TRAIN, epoch=0001, iter=00070/00196, fetch data time cost=1.56ms, fps=2352 images/s, loss=1.9330, top1-acc=27.87%, top5-acc=80.55%, remaining_time=0:00:15.481872, arrival_time=2021-04-10 01:22:38.877558, cost_time=0:00:08.601033 2021-04-10 01:22:24,496 INFO : TRAIN, epoch=0001, iter=00080/00196, fetch data time cost=2.12ms, fps=2327 images/s, loss=1.9010, top1-acc=29.03%, top5-acc=81.46%, remaining_time=0:00:14.067552, arrival_time=2021-04-10 01:22:38.564019, cost_time=0:00:09.701768 2021-04-10 01:22:25,594 INFO : TRAIN, epoch=0001, iter=00090/00196, fetch data time cost=2.08ms, fps=2333 images/s, loss=1.8675, top1-acc=30.21%, top5-acc=82.44%, remaining_time=0:00:12.719788, arrival_time=2021-04-10 01:22:38.314300, cost_time=0:00:10.799839 2021-04-10 01:22:26,695 INFO : TRAIN, epoch=0001, iter=00100/00196, fetch data time cost=1.91ms, fps=2327 images/s, loss=1.8436, top1-acc=31.16%, top5-acc=83.14%, remaining_time=0:00:11.424576, arrival_time=2021-04-10 01:22:38.119885, cost_time=0:00:11.900624 2021-04-10 01:22:27,778 INFO : TRAIN, epoch=0001, iter=00110/00196, fetch data time cost=1.49ms, fps=2364 images/s, loss=1.8196, top1-acc=32.02%, top5-acc=83.81%, remaining_time=0:00:10.151096, arrival_time=2021-04-10 01:22:37.929871, cost_time=0:00:12.983905 2021-04-10 01:22:28,876 INFO : TRAIN, epoch=0001, iter=00120/00196, fetch data time cost=1.44ms, fps=2334 images/s, loss=1.7958, top1-acc=32.99%, top5-acc=84.37%, remaining_time=0:00:08.918524, arrival_time=2021-04-10 01:22:37.795006, cost_time=0:00:14.081864 2021-04-10 01:22:29,967 INFO : TRAIN, epoch=0001, iter=00130/00196, fetch data time cost=1.87ms, fps=2348 images/s, loss=1.7735, top1-acc=33.85%, top5-acc=84.89%, remaining_time=0:00:07.702992, arrival_time=2021-04-10 01:22:37.670200, cost_time=0:00:15.172521 2021-04-10 01:22:31,083 INFO : TRAIN, epoch=0001, iter=00140/00196, fetch data time cost=3.11ms, fps=2294 images/s, loss=1.7539, top1-acc=34.62%, top5-acc=85.35%, remaining_time=0:00:06.515656, arrival_time=2021-04-10 01:22:37.599525, cost_time=0:00:16.289207 2021-04-10 01:22:32,230 INFO : TRAIN, epoch=0001, iter=00150/00196, fetch data time cost=2.36ms, fps=2235 images/s, loss=1.7334, top1-acc=35.47%, top5-acc=85.81%, remaining_time=0:00:05.346856, arrival_time=2021-04-10 01:22:37.577001, cost_time=0:00:17.435402 2021-04-10 01:22:33,329 INFO : TRAIN, epoch=0001, iter=00160/00196, fetch data time cost=2.10ms, fps=2329 images/s, loss=1.7138, top1-acc=36.23%, top5-acc=86.27%, remaining_time=0:00:04.170420, arrival_time=2021-04-10 01:22:37.500260, cost_time=0:00:18.535182 2021-04-10 01:22:34,431 INFO : TRAIN, epoch=0001, iter=00170/00196, fetch data time cost=2.12ms, fps=2326 images/s, loss=1.6954, top1-acc=36.99%, top5-acc=86.70%, remaining_time=0:00:03.003208, arrival_time=2021-04-10 01:22:37.434219, cost_time=0:00:19.636347 2021-04-10 01:22:35,527 INFO : TRAIN, epoch=0001, iter=00180/00196, fetch data time cost=2.30ms, fps=2335 images/s, loss=1.6773, top1-acc=37.75%, top5-acc=87.05%, remaining_time=0:00:01.842960, arrival_time=2021-04-10 01:22:37.370902, cost_time=0:00:20.733328 2021-04-10 01:22:36,622 INFO : TRAIN, epoch=0001, iter=00190/00196, fetch data time cost=1.49ms, fps=2340 images/s, loss=1.6583, top1-acc=38.44%, top5-acc=87.45%, remaining_time=0:00:00.689304, arrival_time=2021-04-10 01:22:37.311865, cost_time=0:00:21.827873 2021-04-10 01:22:37,227 INFO : TRAIN, epoch=0001, iter=00196/00196, fetch data time cost=1.80ms, fps=2250 images/s, loss=1.6467, top1-acc=38.85%, top5-acc=87.62%, remaining_time=0:00:00, arrival_time=2021-04-10 01:22:37.227481, cost_time=0:00:22.432804 2021-04-10 01:22:37,832 INFO : EVAL, epoch=0001, iter=00010/00040, fetch data time cost=2.43ms, fps=4253 images/s, loss=1.4251, top1-acc=47.73%, top5-acc=94.26%, remaining_time=0:00:01.805700, arrival_time=2021-04-10 01:22:39.637611, cost_time=0:00:00.601905 2021-04-10 01:22:38,074 INFO : EVAL, epoch=0001, iter=00020/00040, fetch data time cost=2.66ms, fps=10597 images/s, loss=1.4356, top1-acc=46.91%, top5-acc=93.96%, remaining_time=0:00:00.844500, arrival_time=2021-04-10 01:22:38.918850, cost_time=0:00:00.844508 2021-04-10 01:22:38,315 INFO : EVAL, epoch=0001, iter=00030/00040, fetch data time cost=0.30ms, fps=10618 images/s, loss=1.4495, top1-acc=46.84%, top5-acc=93.80%, remaining_time=0:00:00.362050, arrival_time=2021-04-10 01:22:38.677963, cost_time=0:00:01.086141 2021-04-10 01:22:38,553 INFO : EVAL, epoch=0001, iter=00040/00040, fetch data time cost=0.07ms, fps=9777 images/s, loss=1.4530, top1-acc=46.60%, top5-acc=93.77%, remaining_time=0:00:00, arrival_time=2021-04-10 01:22:38.553585, cost_time=0:00:01.323778 2021-04-10 01:22:38,636 INFO : Epoch=0001 complete, best val top1-acc=46.60%, top5-acc=93.77% (epoch=1), remaining_time=1:19:04.642376, arrival_time=2021-04-10 02:41:43.278456, cost_time=0:00:23.842424 2021-04-10 01:22:38,637 INFO : Train start, epoch=0002, lr=0.099994 2021-04-10 01:22:39,943 INFO : TRAIN, epoch=0002, iter=00010/00196, fetch data time cost=2.50ms, fps=1960 images/s, loss=1.2866, top1-acc=53.09%, top5-acc=94.06%, remaining_time=0:00:24.299598, arrival_time=2021-04-10 01:23:04.243393, cost_time=0:00:01.306428 2021-04-10 01:22:41,046 INFO : TRAIN, epoch=0002, iter=00020/00196, fetch data time cost=1.52ms, fps=2324 images/s, loss=1.2713, top1-acc=53.71%, top5-acc=94.37%, remaining_time=0:00:21.203424, arrival_time=2021-04-10 01:23:02.250223, cost_time=0:00:02.409475 2021-04-10 01:22:42,136 INFO : TRAIN, epoch=0002, iter=00030/00196, fetch data time cost=2.01ms, fps=2350 images/s, loss=1.2516, top1-acc=54.64%, top5-acc=94.65%, remaining_time=0:00:19.363236, arrival_time=2021-04-10 01:23:01.499850, cost_time=0:00:03.499373 2021-04-10 01:22:43,233 INFO : TRAIN, epoch=0002, iter=00040/00196, fetch data time cost=1.67ms, fps=2334 images/s, loss=1.2360, top1-acc=55.07%, top5-acc=94.76%, remaining_time=0:00:17.926584, arrival_time=2021-04-10 01:23:01.160424, cost_time=0:00:04.596549 2021-04-10 01:22:44,323 INFO : TRAIN, epoch=0002, iter=00050/00196, fetch data time cost=1.67ms, fps=2350 images/s, loss=1.2155, top1-acc=55.90%, top5-acc=94.84%, remaining_time=0:00:16.604142, arrival_time=2021-04-10 01:23:00.927699, cost_time=0:00:05.686327 2021-04-10 01:22:45,406 INFO : TRAIN, epoch=0002, iter=00060/00196, fetch data time cost=1.55ms, fps=2364 images/s, loss=1.2036, top1-acc=56.45%, top5-acc=94.99%, remaining_time=0:00:15.344472, arrival_time=2021-04-10 01:23:00.751329, cost_time=0:00:06.769635 2021-04-10 01:22:46,516 INFO : TRAIN, epoch=0002, iter=00070/00196, fetch data time cost=2.17ms, fps=2308 images/s, loss=1.1951, top1-acc=56.57%, top5-acc=95.09%, remaining_time=0:00:14.182686, arrival_time=2021-04-10 01:23:00.699316, cost_time=0:00:07.879248 2021-04-10 01:22:47,621 INFO : TRAIN, epoch=0002, iter=00080/00196, fetch data time cost=1.67ms, fps=2319 images/s, loss=1.1916, top1-acc=56.74%, top5-acc=95.12%, remaining_time=0:00:13.026568, arrival_time=2021-04-10 01:23:00.647653, cost_time=0:00:08.983828 2021-04-10 01:22:48,727 INFO : TRAIN, epoch=0002, iter=00090/00196, fetch data time cost=2.64ms, fps=2316 images/s, loss=1.1793, top1-acc=57.14%, top5-acc=95.31%, remaining_time=0:00:11.883236, arrival_time=2021-04-10 01:23:00.610164, cost_time=0:00:10.089563 2021-04-10 01:22:49,825 INFO : TRAIN, epoch=0002, iter=00100/00196, fetch data time cost=2.02ms, fps=2332 images/s, loss=1.1710, top1-acc=57.55%, top5-acc=95.36%, remaining_time=0:00:10.740768, arrival_time=2021-04-10 01:23:00.566393, cost_time=0:00:11.188349 2021-04-10 01:22:50,920 INFO : TRAIN, epoch=0002, iter=00110/00196, fetch data time cost=1.49ms, fps=2340 images/s, loss=1.1607, top1-acc=57.95%, top5-acc=95.45%, remaining_time=0:00:09.603018, arrival_time=2021-04-10 01:23:00.523260, cost_time=0:00:12.282966 2021-04-10 01:22:52,020 INFO : TRAIN, epoch=0002, iter=00120/00196, fetch data time cost=2.80ms, fps=2329 images/s, loss=1.1530, top1-acc=58.34%, top5-acc=95.48%, remaining_time=0:00:08.475672, arrival_time=2021-04-10 01:23:00.495636, cost_time=0:00:13.382686 2021-04-10 01:22:53,115 INFO : TRAIN, epoch=0002, iter=00130/00196, fetch data time cost=1.50ms, fps=2337 images/s, loss=1.1452, top1-acc=58.65%, top5-acc=95.55%, remaining_time=0:00:07.350618, arrival_time=2021-04-10 01:23:00.466473, cost_time=0:00:14.478480 2021-04-10 01:22:54,219 INFO : TRAIN, epoch=0002, iter=00140/00196, fetch data time cost=1.84ms, fps=2322 images/s, loss=1.1368, top1-acc=58.97%, top5-acc=95.58%, remaining_time=0:00:06.232688, arrival_time=2021-04-10 01:23:00.451937, cost_time=0:00:15.581736 2021-04-10 01:22:55,306 INFO : TRAIN, epoch=0002, iter=00150/00196, fetch data time cost=2.54ms, fps=2356 images/s, loss=1.1273, top1-acc=59.34%, top5-acc=95.66%, remaining_time=0:00:05.111980, arrival_time=2021-04-10 01:23:00.418826, cost_time=0:00:16.669533 2021-04-10 01:22:56,403 INFO : TRAIN, epoch=0002, iter=00160/00196, fetch data time cost=2.06ms, fps=2336 images/s, loss=1.1201, top1-acc=59.59%, top5-acc=95.73%, remaining_time=0:00:03.997404, arrival_time=2021-04-10 01:23:00.400930, cost_time=0:00:17.766296 2021-04-10 01:22:57,496 INFO : TRAIN, epoch=0002, iter=00170/00196, fetch data time cost=1.68ms, fps=2344 images/s, loss=1.1125, top1-acc=59.92%, top5-acc=95.78%, remaining_time=0:00:02.884310, arrival_time=2021-04-10 01:23:00.380587, cost_time=0:00:18.858978 2021-04-10 01:22:58,601 INFO : TRAIN, epoch=0002, iter=00180/00196, fetch data time cost=2.21ms, fps=2318 images/s, loss=1.1073, top1-acc=60.14%, top5-acc=95.84%, remaining_time=0:00:01.774576, arrival_time=2021-04-10 01:23:00.375907, cost_time=0:00:19.964059 2021-04-10 01:22:59,688 INFO : TRAIN, epoch=0002, iter=00190/00196, fetch data time cost=1.53ms, fps=2356 images/s, loss=1.0997, top1-acc=60.38%, top5-acc=95.88%, remaining_time=0:00:00.664770, arrival_time=2021-04-10 01:23:00.353091, cost_time=0:00:21.051100 2021-04-10 01:23:00,373 INFO : TRAIN, epoch=0002, iter=00196/00196, fetch data time cost=1.50ms, fps=1988 images/s, loss=1.0949, top1-acc=60.55%, top5-acc=95.91%, remaining_time=0:00:00, arrival_time=2021-04-10 01:23:00.373011, cost_time=0:00:21.735792 2021-04-10 01:23:00,709 INFO : EVAL, epoch=0002, iter=00010/00040, fetch data time cost=0.42ms, fps=7640 images/s, loss=2.1992, top1-acc=45.74%, top5-acc=94.06%, remaining_time=0:00:01.005180, arrival_time=2021-04-10 01:23:01.714618, cost_time=0:00:00.335065 2021-04-10 01:23:00,945 INFO : EVAL, epoch=0002, iter=00020/00040, fetch data time cost=0.30ms, fps=10871 images/s, loss=2.2295, top1-acc=45.21%, top5-acc=93.28%, remaining_time=0:00:00.571080, arrival_time=2021-04-10 01:23:01.516514, cost_time=0:00:00.571081 2021-04-10 01:23:01,252 INFO : EVAL, epoch=0002, iter=00030/00040, fetch data time cost=0.21ms, fps=8352 images/s, loss=2.2347, top1-acc=45.16%, top5-acc=93.28%, remaining_time=0:00:00.292700, arrival_time=2021-04-10 01:23:01.545156, cost_time=0:00:00.878099 2021-04-10 01:23:01,535 INFO : EVAL, epoch=0002, iter=00040/00040, fetch data time cost=0.11ms, fps=8226 images/s, loss=2.2402, top1-acc=45.51%, top5-acc=93.08%, remaining_time=0:00:00, arrival_time=2021-04-10 01:23:01.535017, cost_time=0:00:01.160670 2021-04-10 01:23:01,603 INFO : Epoch=0002 complete, best val top1-acc=46.60%, top5-acc=93.77% (epoch=1), remaining_time=1:17:14.183664, arrival_time=2021-04-10 02:40:15.787244, cost_time=0:00:46.809935 2021-04-10 01:23:01,604 INFO : Train start, epoch=0003, lr=0.099975 2021-04-10 01:23:02,968 INFO : TRAIN, epoch=0003, iter=00010/00196, fetch data time cost=2.13ms, fps=1878 images/s, loss=0.9265, top1-acc=67.89%, top5-acc=97.46%, remaining_time=0:00:25.351056, arrival_time=2021-04-10 01:23:28.319041, cost_time=0:00:01.362961 2021-04-10 01:23:04,062 INFO : TRAIN, epoch=0003, iter=00020/00196, fetch data time cost=1.64ms, fps=2342 images/s, loss=0.9310, top1-acc=67.54%, top5-acc=97.25%, remaining_time=0:00:21.621776, arrival_time=2021-04-10 01:23:25.683745, cost_time=0:00:02.457016 2021-04-10 01:23:05,152 INFO : TRAIN, epoch=0003, iter=00030/00196, fetch data time cost=1.52ms, fps=2348 images/s, loss=0.9186, top1-acc=67.43%, top5-acc=97.51%, remaining_time=0:00:19.630662, arrival_time=2021-04-10 01:23:24.783425, cost_time=0:00:03.547718 2021-04-10 01:23:06,244 INFO : TRAIN, epoch=0003, iter=00040/00196, fetch data time cost=1.60ms, fps=2347 images/s, loss=0.9206, top1-acc=67.40%, top5-acc=97.44%, remaining_time=0:00:18.093972, arrival_time=2021-04-10 01:23:24.338360, cost_time=0:00:04.639486 2021-04-10 01:23:07,338 INFO : TRAIN, epoch=0003, iter=00050/00196, fetch data time cost=1.44ms, fps=2341 images/s, loss=0.9145, top1-acc=67.68%, top5-acc=97.39%, remaining_time=0:00:16.741966, arrival_time=2021-04-10 01:23:24.080444, cost_time=0:00:05.733537 2021-04-10 01:23:08,442 INFO : TRAIN, epoch=0003, iter=00060/00196, fetch data time cost=1.91ms, fps=2320 images/s, loss=0.9080, top1-acc=67.85%, top5-acc=97.42%, remaining_time=0:00:15.498288, arrival_time=2021-04-10 01:23:23.940717, cost_time=0:00:06.837457 2021-04-10 01:23:09,533 INFO : TRAIN, epoch=0003, iter=00070/00196, fetch data time cost=1.57ms, fps=2347 images/s, loss=0.9018, top1-acc=67.99%, top5-acc=97.44%, remaining_time=0:00:14.272020, arrival_time=2021-04-10 01:23:23.805894, cost_time=0:00:07.928924 2021-04-10 01:23:10,625 INFO : TRAIN, epoch=0003, iter=00080/00196, fetch data time cost=1.61ms, fps=2346 images/s, loss=0.8957, top1-acc=68.15%, top5-acc=97.47%, remaining_time=0:00:13.080044, arrival_time=2021-04-10 01:23:23.705817, cost_time=0:00:09.020734 2021-04-10 01:23:11,721 INFO : TRAIN, epoch=0003, iter=00090/00196, fetch data time cost=1.50ms, fps=2338 images/s, loss=0.8979, top1-acc=68.21%, top5-acc=97.43%, remaining_time=0:00:11.914718, arrival_time=2021-04-10 01:23:23.635907, cost_time=0:00:10.116300 2021-04-10 01:23:12,803 INFO : TRAIN, epoch=0003, iter=00100/00196, fetch data time cost=2.09ms, fps=2366 images/s, loss=0.8921, top1-acc=68.43%, top5-acc=97.43%, remaining_time=0:00:10.750944, arrival_time=2021-04-10 01:23:23.554758, cost_time=0:00:11.198905 2021-04-10 01:23:13,907 INFO : TRAIN, epoch=0003, iter=00110/00196, fetch data time cost=1.58ms, fps=2320 images/s, loss=0.8875, top1-acc=68.55%, top5-acc=97.44%, remaining_time=0:00:09.618584, arrival_time=2021-04-10 01:23:23.526431, cost_time=0:00:12.302890 2021-04-10 01:23:15,034 INFO : TRAIN, epoch=0003, iter=00120/00196, fetch data time cost=1.93ms, fps=2274 images/s, loss=0.8826, top1-acc=68.73%, top5-acc=97.51%, remaining_time=0:00:08.505160, arrival_time=2021-04-10 01:23:23.539249, cost_time=0:00:13.429201 2021-04-10 01:23:16,128 INFO : TRAIN, epoch=0003, iter=00130/00196, fetch data time cost=5.51ms, fps=2341 images/s, loss=0.8791, top1-acc=68.84%, top5-acc=97.52%, remaining_time=0:00:07.373256, arrival_time=2021-04-10 01:23:23.501284, cost_time=0:00:14.523071 2021-04-10 01:23:17,251 INFO : TRAIN, epoch=0003, iter=00140/00196, fetch data time cost=1.39ms, fps=2281 images/s, loss=0.8752, top1-acc=69.03%, top5-acc=97.53%, remaining_time=0:00:06.258392, arrival_time=2021-04-10 01:23:23.509321, cost_time=0:00:15.645991 2021-04-10 01:23:18,375 INFO : TRAIN, epoch=0003, iter=00150/00196, fetch data time cost=15.12ms, fps=2277 images/s, loss=0.8715, top1-acc=69.13%, top5-acc=97.58%, remaining_time=0:00:05.143030, arrival_time=2021-04-10 01:23:23.518735, cost_time=0:00:16.770768 2021-04-10 01:23:19,467 INFO : TRAIN, epoch=0003, iter=00160/00196, fetch data time cost=1.64ms, fps=2348 images/s, loss=0.8691, top1-acc=69.22%, top5-acc=97.63%, remaining_time=0:00:04.018896, arrival_time=2021-04-10 01:23:23.485766, cost_time=0:00:17.861743 2021-04-10 01:23:20,554 INFO : TRAIN, epoch=0003, iter=00170/00196, fetch data time cost=1.43ms, fps=2356 images/s, loss=0.8635, top1-acc=69.36%, top5-acc=97.67%, remaining_time=0:00:02.898142, arrival_time=2021-04-10 01:23:23.452515, cost_time=0:00:18.949422 2021-04-10 01:23:21,642 INFO : TRAIN, epoch=0003, iter=00180/00196, fetch data time cost=1.83ms, fps=2355 images/s, loss=0.8615, top1-acc=69.47%, top5-acc=97.70%, remaining_time=0:00:01.781088, arrival_time=2021-04-10 01:23:23.423262, cost_time=0:00:20.037219 2021-04-10 01:23:22,726 INFO : TRAIN, epoch=0003, iter=00190/00196, fetch data time cost=1.28ms, fps=2363 images/s, loss=0.8577, top1-acc=69.68%, top5-acc=97.71%, remaining_time=0:00:00.666978, arrival_time=2021-04-10 01:23:23.392919, cost_time=0:00:21.121026 2021-04-10 01:23:23,316 INFO : TRAIN, epoch=0003, iter=00196/00196, fetch data time cost=1.64ms, fps=2307 images/s, loss=0.8567, top1-acc=69.72%, top5-acc=97.72%, remaining_time=0:00:00, arrival_time=2021-04-10 01:23:23.316025, cost_time=0:00:21.711065 2021-04-10 01:23:23,704 INFO : EVAL, epoch=0003, iter=00010/00040, fetch data time cost=0.43ms, fps=6618 images/s, loss=1.1744, top1-acc=61.41%, top5-acc=95.90%, remaining_time=0:00:01.160340, arrival_time=2021-04-10 01:23:24.864711, cost_time=0:00:00.386785 2021-04-10 01:23:23,968 INFO : EVAL, epoch=0003, iter=00020/00040, fetch data time cost=0.29ms, fps=9720 images/s, loss=1.1767, top1-acc=62.23%, top5-acc=95.90%, remaining_time=0:00:00.650760, arrival_time=2021-04-10 01:23:24.619034, cost_time=0:00:00.650753 2021-04-10 01:23:24,250 INFO : EVAL, epoch=0003, iter=00030/00040, fetch data time cost=0.19ms, fps=9079 images/s, loss=1.1769, top1-acc=62.28%, top5-acc=95.94%, remaining_time=0:00:00.311030, arrival_time=2021-04-10 01:23:24.561652, cost_time=0:00:00.933093 2021-04-10 01:23:24,504 INFO : EVAL, epoch=0003, iter=00040/00040, fetch data time cost=0.07ms, fps=9142 images/s, loss=1.1622, top1-acc=62.55%, top5-acc=96.04%, remaining_time=0:00:00, arrival_time=2021-04-10 01:23:24.504757, cost_time=0:00:01.187251 2021-04-10 01:23:24,583 INFO : Epoch=0003 complete, best val top1-acc=62.55%, top5-acc=96.04% (epoch=3), remaining_time=1:16:22.855128, arrival_time=2021-04-10 02:39:47.438420, cost_time=0:01:09.789672 2021-04-10 01:23:24,584 INFO : Train start, epoch=0004, lr=0.099944 2021-04-10 01:23:25,928 INFO : TRAIN, epoch=0004, iter=00010/00196, fetch data time cost=0.48ms, fps=1904 images/s, loss=0.8071, top1-acc=72.15%, top5-acc=98.16%, remaining_time=0:00:25.004166, arrival_time=2021-04-10 01:23:50.932741, cost_time=0:00:01.344313 2021-04-10 01:23:27,014 INFO : TRAIN, epoch=0004, iter=00020/00196, fetch data time cost=1.51ms, fps=2359 images/s, loss=0.7989, top1-acc=72.34%, top5-acc=98.26%, remaining_time=0:00:21.384000, arrival_time=2021-04-10 01:23:48.398238, cost_time=0:00:02.429994 2021-04-10 01:23:28,105 INFO : TRAIN, epoch=0004, iter=00030/00196, fetch data time cost=1.89ms, fps=2348 images/s, loss=0.7986, top1-acc=72.24%, top5-acc=98.06%, remaining_time=0:00:19.483254, arrival_time=2021-04-10 01:23:47.588484, cost_time=0:00:03.521059 2021-04-10 01:23:29,219 INFO : TRAIN, epoch=0004, iter=00040/00196, fetch data time cost=3.40ms, fps=2298 images/s, loss=0.7800, top1-acc=72.71%, top5-acc=98.17%, remaining_time=0:00:18.077904, arrival_time=2021-04-10 01:23:47.297566, cost_time=0:00:04.635369 2021-04-10 01:23:30,310 INFO : TRAIN, epoch=0004, iter=00050/00196, fetch data time cost=2.13ms, fps=2348 images/s, loss=0.7711, top1-acc=72.98%, top5-acc=98.26%, remaining_time=0:00:16.720504, arrival_time=2021-04-10 01:23:47.030888, cost_time=0:00:05.726204 2021-04-10 01:23:31,402 INFO : TRAIN, epoch=0004, iter=00060/00196, fetch data time cost=1.65ms, fps=2345 images/s, loss=0.7699, top1-acc=73.08%, top5-acc=98.25%, remaining_time=0:00:15.454632, arrival_time=2021-04-10 01:23:46.856991, cost_time=0:00:06.818206 2021-04-10 01:23:32,503 INFO : TRAIN, epoch=0004, iter=00070/00196, fetch data time cost=2.04ms, fps=2326 images/s, loss=0.7678, top1-acc=73.11%, top5-acc=98.24%, remaining_time=0:00:14.254254, arrival_time=2021-04-10 01:23:46.757522, cost_time=0:00:07.919064 2021-04-10 01:23:33,602 INFO : TRAIN, epoch=0004, iter=00080/00196, fetch data time cost=2.36ms, fps=2329 images/s, loss=0.7674, top1-acc=73.16%, top5-acc=98.26%, remaining_time=0:00:13.077028, arrival_time=2021-04-10 01:23:46.679926, cost_time=0:00:09.018648 2021-04-10 01:23:34,693 INFO : TRAIN, epoch=0004, iter=00090/00196, fetch data time cost=1.55ms, fps=2349 images/s, loss=0.7648, top1-acc=73.28%, top5-acc=98.29%, remaining_time=0:00:11.906026, arrival_time=2021-04-10 01:23:46.599089, cost_time=0:00:10.108902 2021-04-10 01:23:35,781 INFO : TRAIN, epoch=0004, iter=00100/00196, fetch data time cost=1.92ms, fps=2352 images/s, loss=0.7600, top1-acc=73.34%, top5-acc=98.30%, remaining_time=0:00:10.749792, arrival_time=2021-04-10 01:23:46.531712, cost_time=0:00:11.197727 2021-04-10 01:23:36,870 INFO : TRAIN, epoch=0004, iter=00110/00196, fetch data time cost=1.91ms, fps=2353 images/s, loss=0.7603, top1-acc=73.27%, top5-acc=98.30%, remaining_time=0:00:09.605684, arrival_time=2021-04-10 01:23:46.476159, cost_time=0:00:12.286305 2021-04-10 01:23:37,961 INFO : TRAIN, epoch=0004, iter=00120/00196, fetch data time cost=1.54ms, fps=2348 images/s, loss=0.7560, top1-acc=73.40%, top5-acc=98.31%, remaining_time=0:00:08.472024, arrival_time=2021-04-10 01:23:46.433081, cost_time=0:00:13.376836 2021-04-10 01:23:39,072 INFO : TRAIN, epoch=0004, iter=00130/00196, fetch data time cost=1.84ms, fps=2305 images/s, loss=0.7514, top1-acc=73.59%, top5-acc=98.34%, remaining_time=0:00:07.355370, arrival_time=2021-04-10 01:23:46.427431, cost_time=0:00:14.487893 2021-04-10 01:23:40,156 INFO : TRAIN, epoch=0004, iter=00140/00196, fetch data time cost=2.02ms, fps=2361 images/s, loss=0.7479, top1-acc=73.72%, top5-acc=98.36%, remaining_time=0:00:06.228936, arrival_time=2021-04-10 01:23:46.385578, cost_time=0:00:15.572381 2021-04-10 01:23:41,245 INFO : TRAIN, epoch=0004, iter=00150/00196, fetch data time cost=1.42ms, fps=2353 images/s, loss=0.7444, top1-acc=73.84%, top5-acc=98.37%, remaining_time=0:00:05.109404, arrival_time=2021-04-10 01:23:46.354678, cost_time=0:00:16.661113 2021-04-10 01:23:42,336 INFO : TRAIN, epoch=0004, iter=00160/00196, fetch data time cost=1.37ms, fps=2347 images/s, loss=0.7425, top1-acc=73.95%, top5-acc=98.37%, remaining_time=0:00:03.994272, arrival_time=2021-04-10 01:23:46.330828, cost_time=0:00:17.752251 2021-04-10 01:23:43,428 INFO : TRAIN, epoch=0004, iter=00170/00196, fetch data time cost=1.48ms, fps=2356 images/s, loss=0.7394, top1-acc=74.09%, top5-acc=98.34%, remaining_time=0:00:02.881996, arrival_time=2021-04-10 01:23:46.310000, cost_time=0:00:18.843835 2021-04-10 01:23:44,521 INFO : TRAIN, epoch=0004, iter=00180/00196, fetch data time cost=2.90ms, fps=2343 images/s, loss=0.7363, top1-acc=74.18%, top5-acc=98.36%, remaining_time=0:00:01.772160, arrival_time=2021-04-10 01:23:46.293229, cost_time=0:00:19.936842 2021-04-10 01:23:45,611 INFO : TRAIN, epoch=0004, iter=00190/00196, fetch data time cost=1.78ms, fps=2350 images/s, loss=0.7328, top1-acc=74.31%, top5-acc=98.37%, remaining_time=0:00:00.664002, arrival_time=2021-04-10 01:23:46.274953, cost_time=0:00:21.026715 2021-04-10 01:23:46,194 INFO : TRAIN, epoch=0004, iter=00196/00196, fetch data time cost=0.09ms, fps=2335 images/s, loss=0.7308, top1-acc=74.35%, top5-acc=98.38%, remaining_time=0:00:00, arrival_time=2021-04-10 01:23:46.193997, cost_time=0:00:21.609823 2021-04-10 01:23:46,567 INFO : EVAL, epoch=0004, iter=00010/00040, fetch data time cost=0.29ms, fps=6879 images/s, loss=1.1882, top1-acc=63.36%, top5-acc=94.92%, remaining_time=0:00:01.116420, arrival_time=2021-04-10 01:23:47.684051, cost_time=0:00:00.372139 2021-04-10 01:23:46,842 INFO : EVAL, epoch=0004, iter=00020/00040, fetch data time cost=2.44ms, fps=9331 images/s, loss=1.1676, top1-acc=63.69%, top5-acc=95.14%, remaining_time=0:00:00.647000, arrival_time=2021-04-10 01:23:47.489500, cost_time=0:00:00.647006 2021-04-10 01:23:47,107 INFO : EVAL, epoch=0004, iter=00030/00040, fetch data time cost=0.44ms, fps=9681 images/s, loss=1.1935, top1-acc=63.48%, top5-acc=94.87%, remaining_time=0:00:00.303990, arrival_time=2021-04-10 01:23:47.411463, cost_time=0:00:00.911978 2021-04-10 01:23:47,351 INFO : EVAL, epoch=0004, iter=00040/00040, fetch data time cost=1.40ms, fps=9535 images/s, loss=1.1985, top1-acc=63.50%, top5-acc=94.86%, remaining_time=0:00:00, arrival_time=2021-04-10 01:23:47.351248, cost_time=0:00:01.155815 2021-04-10 01:23:47,438 INFO : Epoch=0004 complete, best val top1-acc=63.50%, top5-acc=94.86% (epoch=4), remaining_time=1:15:39.604608, arrival_time=2021-04-10 02:39:27.043208, cost_time=0:01:32.644994 2021-04-10 01:23:47,439 INFO : Train start, epoch=0005, lr=0.099901 2021-04-10 01:23:48,759 INFO : TRAIN, epoch=0005, iter=00010/00196, fetch data time cost=2.25ms, fps=1940 images/s, loss=0.6572, top1-acc=77.07%, top5-acc=98.75%, remaining_time=0:00:24.541212, arrival_time=2021-04-10 01:24:13.300201, cost_time=0:00:01.319420 2021-04-10 01:23:49,898 INFO : TRAIN, epoch=0005, iter=00020/00196, fetch data time cost=1.92ms, fps=2247 images/s, loss=0.6627, top1-acc=76.60%, top5-acc=98.73%, remaining_time=0:00:21.642016, arrival_time=2021-04-10 01:24:11.540838, cost_time=0:00:02.459325 2021-04-10 01:23:50,989 INFO : TRAIN, epoch=0005, iter=00030/00196, fetch data time cost=1.88ms, fps=2349 images/s, loss=0.6588, top1-acc=76.77%, top5-acc=98.57%, remaining_time=0:00:19.641784, arrival_time=2021-04-10 01:24:10.631048, cost_time=0:00:03.549718 2021-04-10 01:23:52,079 INFO : TRAIN, epoch=0005, iter=00040/00196, fetch data time cost=1.71ms, fps=2349 images/s, loss=0.6528, top1-acc=77.07%, top5-acc=98.54%, remaining_time=0:00:18.097404, arrival_time=2021-04-10 01:24:10.177302, cost_time=0:00:04.640345 2021-04-10 01:23:53,180 INFO : TRAIN, epoch=0005, iter=00050/00196, fetch data time cost=2.09ms, fps=2327 images/s, loss=0.6535, top1-acc=77.18%, top5-acc=98.54%, remaining_time=0:00:16.764012, arrival_time=2021-04-10 01:24:09.944729, cost_time=0:00:05.741085 2021-04-10 01:23:54,273 INFO : TRAIN, epoch=0005, iter=00060/00196, fetch data time cost=2.15ms, fps=2345 images/s, loss=0.6554, top1-acc=77.36%, top5-acc=98.52%, remaining_time=0:00:15.489312, arrival_time=2021-04-10 01:24:09.762409, cost_time=0:00:06.833537 2021-04-10 01:23:55,362 INFO : TRAIN, epoch=0005, iter=00070/00196, fetch data time cost=1.47ms, fps=2350 images/s, loss=0.6627, top1-acc=77.16%, top5-acc=98.43%, remaining_time=0:00:14.261940, arrival_time=2021-04-10 01:24:09.624780, cost_time=0:00:07.923307 2021-04-10 01:23:56,453 INFO : TRAIN, epoch=0005, iter=00080/00196, fetch data time cost=1.92ms, fps=2349 images/s, loss=0.6636, top1-acc=77.13%, top5-acc=98.48%, remaining_time=0:00:13.069372, arrival_time=2021-04-10 01:24:09.522325, cost_time=0:00:09.013384 2021-04-10 01:23:57,542 INFO : TRAIN, epoch=0005, iter=00090/00196, fetch data time cost=1.37ms, fps=2351 images/s, loss=0.6650, top1-acc=77.02%, top5-acc=98.53%, remaining_time=0:00:11.898818, arrival_time=2021-04-10 01:24:09.441125, cost_time=0:00:10.102771 2021-04-10 01:23:58,625 INFO : TRAIN, epoch=0005, iter=00100/00196, fetch data time cost=2.06ms, fps=2364 images/s, loss=0.6625, top1-acc=77.04%, top5-acc=98.53%, remaining_time=0:00:10.738848, arrival_time=2021-04-10 01:24:09.364666, cost_time=0:00:11.186273 2021-04-10 01:23:59,718 INFO : TRAIN, epoch=0005, iter=00110/00196, fetch data time cost=1.76ms, fps=2344 images/s, loss=0.6593, top1-acc=77.19%, top5-acc=98.54%, remaining_time=0:00:09.599836, arrival_time=2021-04-10 01:24:09.318224, cost_time=0:00:12.278827 2021-04-10 01:24:00,809 INFO : TRAIN, epoch=0005, iter=00120/00196, fetch data time cost=1.50ms, fps=2347 images/s, loss=0.6610, top1-acc=77.14%, top5-acc=98.55%, remaining_time=0:00:08.467692, arrival_time=2021-04-10 01:24:09.277251, cost_time=0:00:13.370015 2021-04-10 01:24:01,901 INFO : TRAIN, epoch=0005, iter=00130/00196, fetch data time cost=1.68ms, fps=2347 images/s, loss=0.6601, top1-acc=77.17%, top5-acc=98.54%, remaining_time=0:00:07.341972, arrival_time=2021-04-10 01:24:09.242926, cost_time=0:00:14.461426 2021-04-10 01:24:02,990 INFO : TRAIN, epoch=0005, iter=00140/00196, fetch data time cost=1.49ms, fps=2350 images/s, loss=0.6584, top1-acc=77.20%, top5-acc=98.57%, remaining_time=0:00:06.220424, arrival_time=2021-04-10 01:24:09.211047, cost_time=0:00:15.551082 2021-04-10 01:24:04,090 INFO : TRAIN, epoch=0005, iter=00150/00196, fetch data time cost=1.96ms, fps=2328 images/s, loss=0.6544, top1-acc=77.28%, top5-acc=98.60%, remaining_time=0:00:05.106322, arrival_time=2021-04-10 01:24:09.197017, cost_time=0:00:16.651069 2021-04-10 01:24:05,187 INFO : TRAIN, epoch=0005, iter=00160/00196, fetch data time cost=1.94ms, fps=2335 images/s, loss=0.6529, top1-acc=77.30%, top5-acc=98.61%, remaining_time=0:00:03.993264, arrival_time=2021-04-10 01:24:09.180874, cost_time=0:00:17.747907 2021-04-10 01:24:06,281 INFO : TRAIN, epoch=0005, iter=00170/00196, fetch data time cost=1.34ms, fps=2343 images/s, loss=0.6513, top1-acc=77.38%, top5-acc=98.62%, remaining_time=0:00:02.881632, arrival_time=2021-04-10 01:24:09.162593, cost_time=0:00:18.841440 2021-04-10 01:24:07,370 INFO : TRAIN, epoch=0005, iter=00180/00196, fetch data time cost=1.45ms, fps=2351 images/s, loss=0.6507, top1-acc=77.42%, top5-acc=98.63%, remaining_time=0:00:01.771632, arrival_time=2021-04-10 01:24:09.141952, cost_time=0:00:19.930818 2021-04-10 01:24:08,464 INFO : TRAIN, epoch=0005, iter=00190/00196, fetch data time cost=1.72ms, fps=2342 images/s, loss=0.6499, top1-acc=77.46%, top5-acc=98.65%, remaining_time=0:00:00.663930, arrival_time=2021-04-10 01:24:09.127966, cost_time=0:00:21.024475 2021-04-10 01:24:09,059 INFO : TRAIN, epoch=0005, iter=00196/00196, fetch data time cost=1.46ms, fps=2286 images/s, loss=0.6502, top1-acc=77.47%, top5-acc=98.63%, remaining_time=0:00:00, arrival_time=2021-04-10 01:24:09.059739, cost_time=0:00:21.620173 2021-04-10 01:24:09,421 INFO : EVAL, epoch=0005, iter=00010/00040, fetch data time cost=2.20ms, fps=7099 images/s, loss=0.7585, top1-acc=75.31%, top5-acc=98.48%, remaining_time=0:00:01.081860, arrival_time=2021-04-10 01:24:10.503520, cost_time=0:00:00.360615 2021-04-10 01:24:09,690 INFO : EVAL, epoch=0005, iter=00020/00040, fetch data time cost=0.42ms, fps=9559 images/s, loss=0.7832, top1-acc=74.49%, top5-acc=98.30%, remaining_time=0:00:00.628960, arrival_time=2021-04-10 01:24:10.318977, cost_time=0:00:00.628959 2021-04-10 01:24:09,975 INFO : EVAL, epoch=0005, iter=00030/00040, fetch data time cost=21.91ms, fps=8972 images/s, loss=0.7945, top1-acc=73.87%, top5-acc=98.19%, remaining_time=0:00:00.304940, arrival_time=2021-04-10 01:24:10.280770, cost_time=0:00:00.914826 2021-04-10 01:24:10,211 INFO : EVAL, epoch=0005, iter=00040/00040, fetch data time cost=0.08ms, fps=9879 images/s, loss=0.8067, top1-acc=73.58%, top5-acc=98.29%, remaining_time=0:00:00, arrival_time=2021-04-10 01:24:10.211014, cost_time=0:00:01.150032 2021-04-10 01:24:10,297 INFO : Epoch=0005 complete, best val top1-acc=73.58%, top5-acc=98.29% (epoch=5), remaining_time=1:15:04.666725, arrival_time=2021-04-10 02:39:14.964621, cost_time=0:01:55.504276 2021-04-10 01:24:10,299 INFO : Train start, epoch=0006, lr=0.099846 2021-04-10 01:24:11,585 INFO : TRAIN, epoch=0006, iter=00010/00196, fetch data time cost=0.47ms, fps=1990 images/s, loss=0.6514, top1-acc=77.46%, top5-acc=98.67%, remaining_time=0:00:23.928900, arrival_time=2021-04-10 01:24:35.514677, cost_time=0:00:01.286500 2021-04-10 01:24:12,674 INFO : TRAIN, epoch=0006, iter=00020/00196, fetch data time cost=2.64ms, fps=2353 images/s, loss=0.6303, top1-acc=77.60%, top5-acc=98.81%, remaining_time=0:00:20.902816, arrival_time=2021-04-10 01:24:33.577364, cost_time=0:00:02.375324 2021-04-10 01:24:13,770 INFO : TRAIN, epoch=0006, iter=00030/00196, fetch data time cost=1.57ms, fps=2339 images/s, loss=0.6164, top1-acc=78.36%, top5-acc=98.85%, remaining_time=0:00:19.205536, arrival_time=2021-04-10 01:24:32.975643, cost_time=0:00:03.470885 2021-04-10 01:24:14,875 INFO : TRAIN, epoch=0006, iter=00040/00196, fetch data time cost=1.87ms, fps=2316 images/s, loss=0.6187, top1-acc=78.26%, top5-acc=98.81%, remaining_time=0:00:17.848896, arrival_time=2021-04-10 01:24:32.724699, cost_time=0:00:04.576652 2021-04-10 01:24:15,970 INFO : TRAIN, epoch=0006, iter=00050/00196, fetch data time cost=2.05ms, fps=2339 images/s, loss=0.6158, top1-acc=78.43%, top5-acc=98.80%, remaining_time=0:00:16.560488, arrival_time=2021-04-10 01:24:32.531105, cost_time=0:00:05.671409 2021-04-10 01:24:17,065 INFO : TRAIN, epoch=0006, iter=00060/00196, fetch data time cost=2.05ms, fps=2339 images/s, loss=0.6073, top1-acc=78.71%, top5-acc=98.87%, remaining_time=0:00:15.336992, arrival_time=2021-04-10 01:24:32.402493, cost_time=0:00:06.766350 2021-04-10 01:24:18,193 INFO : TRAIN, epoch=0006, iter=00070/00196, fetch data time cost=4.14ms, fps=2271 images/s, loss=0.6081, top1-acc=78.57%, top5-acc=98.86%, remaining_time=0:00:14.209398, arrival_time=2021-04-10 01:24:32.402711, cost_time=0:00:07.894090 2021-04-10 01:24:19,284 INFO : TRAIN, epoch=0006, iter=00080/00196, fetch data time cost=1.94ms, fps=2348 images/s, loss=0.6096, top1-acc=78.67%, top5-acc=98.81%, remaining_time=0:00:13.028076, arrival_time=2021-04-10 01:24:32.312178, cost_time=0:00:08.984905 2021-04-10 01:24:20,383 INFO : TRAIN, epoch=0006, iter=00090/00196, fetch data time cost=1.45ms, fps=2329 images/s, loss=0.6089, top1-acc=78.68%, top5-acc=98.80%, remaining_time=0:00:11.877194, arrival_time=2021-04-10 01:24:32.260768, cost_time=0:00:10.084436 2021-04-10 01:24:21,476 INFO : TRAIN, epoch=0006, iter=00100/00196, fetch data time cost=2.31ms, fps=2344 images/s, loss=0.6081, top1-acc=78.70%, top5-acc=98.82%, remaining_time=0:00:10.730016, arrival_time=2021-04-10 01:24:32.206380, cost_time=0:00:11.177074 2021-04-10 01:24:22,560 INFO : TRAIN, epoch=0006, iter=00110/00196, fetch data time cost=1.38ms, fps=2364 images/s, loss=0.6078, top1-acc=78.75%, top5-acc=98.81%, remaining_time=0:00:09.585732, arrival_time=2021-04-10 01:24:32.145713, cost_time=0:00:12.260811 2021-04-10 01:24:23,653 INFO : TRAIN, epoch=0006, iter=00120/00196, fetch data time cost=1.83ms, fps=2343 images/s, loss=0.6045, top1-acc=78.82%, top5-acc=98.80%, remaining_time=0:00:08.457432, arrival_time=2021-04-10 01:24:32.110443, cost_time=0:00:13.353872 2021-04-10 01:24:24,749 INFO : TRAIN, epoch=0006, iter=00130/00196, fetch data time cost=1.44ms, fps=2336 images/s, loss=0.6052, top1-acc=78.82%, top5-acc=98.81%, remaining_time=0:00:07.336164, arrival_time=2021-04-10 01:24:32.085336, cost_time=0:00:14.449974 2021-04-10 01:24:25,839 INFO : TRAIN, epoch=0006, iter=00140/00196, fetch data time cost=1.71ms, fps=2350 images/s, loss=0.6038, top1-acc=78.92%, top5-acc=98.82%, remaining_time=0:00:06.216056, arrival_time=2021-04-10 01:24:32.055367, cost_time=0:00:15.540115 2021-04-10 01:24:26,934 INFO : TRAIN, epoch=0006, iter=00150/00196, fetch data time cost=1.35ms, fps=2339 images/s, loss=0.6050, top1-acc=78.89%, top5-acc=98.83%, remaining_time=0:00:05.101400, arrival_time=2021-04-10 01:24:32.035523, cost_time=0:00:16.634991 2021-04-10 01:24:28,046 INFO : TRAIN, epoch=0006, iter=00160/00196, fetch data time cost=1.75ms, fps=2302 images/s, loss=0.6023, top1-acc=79.03%, top5-acc=98.83%, remaining_time=0:00:03.993192, arrival_time=2021-04-10 01:24:32.039868, cost_time=0:00:17.747490 2021-04-10 01:24:29,146 INFO : TRAIN, epoch=0006, iter=00170/00196, fetch data time cost=1.38ms, fps=2329 images/s, loss=0.6026, top1-acc=78.99%, top5-acc=98.82%, remaining_time=0:00:02.882490, arrival_time=2021-04-10 01:24:32.028826, cost_time=0:00:18.847045 2021-04-10 01:24:30,243 INFO : TRAIN, epoch=0006, iter=00180/00196, fetch data time cost=1.93ms, fps=2335 images/s, loss=0.6032, top1-acc=78.98%, top5-acc=98.83%, remaining_time=0:00:01.772800, arrival_time=2021-04-10 01:24:32.016017, cost_time=0:00:19.944021 2021-04-10 01:24:31,344 INFO : TRAIN, epoch=0006, iter=00190/00196, fetch data time cost=1.70ms, fps=2327 images/s, loss=0.6027, top1-acc=79.02%, top5-acc=98.82%, remaining_time=0:00:00.664578, arrival_time=2021-04-10 01:24:32.008659, cost_time=0:00:21.044886 2021-04-10 01:24:31,933 INFO : TRAIN, epoch=0006, iter=00196/00196, fetch data time cost=1.27ms, fps=2309 images/s, loss=0.6015, top1-acc=79.05%, top5-acc=98.84%, remaining_time=0:00:00, arrival_time=2021-04-10 01:24:31.933643, cost_time=0:00:21.634510 2021-04-10 01:24:32,312 INFO : EVAL, epoch=0006, iter=00010/00040, fetch data time cost=0.20ms, fps=6774 images/s, loss=0.8963, top1-acc=70.27%, top5-acc=98.28%, remaining_time=0:00:01.133640, arrival_time=2021-04-10 01:24:33.446400, cost_time=0:00:00.377880 2021-04-10 01:24:32,559 INFO : EVAL, epoch=0006, iter=00020/00040, fetch data time cost=1.52ms, fps=10386 images/s, loss=0.9106, top1-acc=69.30%, top5-acc=98.26%, remaining_time=0:00:00.624800, arrival_time=2021-04-10 01:24:33.184628, cost_time=0:00:00.624792 2021-04-10 01:24:32,801 INFO : EVAL, epoch=0006, iter=00030/00040, fetch data time cost=2.95ms, fps=10633 images/s, loss=0.8928, top1-acc=69.87%, top5-acc=98.33%, remaining_time=0:00:00.288770, arrival_time=2021-04-10 01:24:33.089941, cost_time=0:00:00.866312 2021-04-10 01:24:33,039 INFO : EVAL, epoch=0006, iter=00040/00040, fetch data time cost=0.08ms, fps=9770 images/s, loss=0.8996, top1-acc=69.64%, top5-acc=98.34%, remaining_time=0:00:00, arrival_time=2021-04-10 01:24:33.039053, cost_time=0:00:01.104153 2021-04-10 01:24:33,107 INFO : Epoch=0006 complete, best val top1-acc=73.58%, top5-acc=98.29% (epoch=5), remaining_time=1:14:32.149110, arrival_time=2021-04-10 02:39:05.256629, cost_time=0:02:18.313892 2021-04-10 01:24:33,108 INFO : Train start, epoch=0007, lr=0.099778 2021-04-10 01:24:34,485 INFO : TRAIN, epoch=0007, iter=00010/00196, fetch data time cost=4.74ms, fps=1860 images/s, loss=0.5600, top1-acc=80.23%, top5-acc=99.02%, remaining_time=0:00:25.601970, arrival_time=2021-04-10 01:25:00.087386, cost_time=0:00:01.376449 2021-04-10 01:24:35,587 INFO : TRAIN, epoch=0007, iter=00020/00196, fetch data time cost=1.92ms, fps=2323 images/s, loss=0.5522, top1-acc=80.49%, top5-acc=99.10%, remaining_time=0:00:21.814320, arrival_time=2021-04-10 01:24:57.402195, cost_time=0:00:02.478892 2021-04-10 01:24:36,690 INFO : TRAIN, epoch=0007, iter=00030/00196, fetch data time cost=2.09ms, fps=2323 images/s, loss=0.5529, top1-acc=80.70%, top5-acc=99.02%, remaining_time=0:00:19.818740, arrival_time=2021-04-10 01:24:56.509399, cost_time=0:00:03.581712 2021-04-10 01:24:37,788 INFO : TRAIN, epoch=0007, iter=00040/00196, fetch data time cost=2.02ms, fps=2334 images/s, loss=0.5496, top1-acc=80.77%, top5-acc=99.03%, remaining_time=0:00:18.247632, arrival_time=2021-04-10 01:24:56.035553, cost_time=0:00:04.678869 2021-04-10 01:24:38,883 INFO : TRAIN, epoch=0007, iter=00050/00196, fetch data time cost=1.45ms, fps=2338 images/s, loss=0.5460, top1-acc=80.99%, top5-acc=99.00%, remaining_time=0:00:16.861394, arrival_time=2021-04-10 01:24:55.744718, cost_time=0:00:05.774431 2021-04-10 01:24:39,974 INFO : TRAIN, epoch=0007, iter=00060/00196, fetch data time cost=2.18ms, fps=2347 images/s, loss=0.5504, top1-acc=80.92%, top5-acc=98.97%, remaining_time=0:00:15.562208, arrival_time=2021-04-10 01:24:55.536790, cost_time=0:00:06.865672 2021-04-10 01:24:41,074 INFO : TRAIN, epoch=0007, iter=00070/00196, fetch data time cost=1.36ms, fps=2329 images/s, loss=0.5546, top1-acc=80.84%, top5-acc=98.92%, remaining_time=0:00:14.337540, arrival_time=2021-04-10 01:24:55.411801, cost_time=0:00:07.965282 2021-04-10 01:24:42,163 INFO : TRAIN, epoch=0007, iter=00080/00196, fetch data time cost=1.38ms, fps=2351 images/s, loss=0.5528, top1-acc=80.96%, top5-acc=98.94%, remaining_time=0:00:13.129112, arrival_time=2021-04-10 01:24:55.292785, cost_time=0:00:09.054584 2021-04-10 01:24:43,255 INFO : TRAIN, epoch=0007, iter=00090/00196, fetch data time cost=1.79ms, fps=2347 images/s, loss=0.5521, top1-acc=80.95%, top5-acc=98.96%, remaining_time=0:00:11.949698, arrival_time=2021-04-10 01:24:55.204645, cost_time=0:00:10.145995 2021-04-10 01:24:44,351 INFO : TRAIN, epoch=0007, iter=00100/00196, fetch data time cost=2.14ms, fps=2336 images/s, loss=0.5505, top1-acc=81.03%, top5-acc=98.96%, remaining_time=0:00:10.792608, arrival_time=2021-04-10 01:24:55.143859, cost_time=0:00:11.242343 2021-04-10 01:24:45,437 INFO : TRAIN, epoch=0007, iter=00110/00196, fetch data time cost=1.39ms, fps=2358 images/s, loss=0.5542, top1-acc=80.89%, top5-acc=98.93%, remaining_time=0:00:09.638450, arrival_time=2021-04-10 01:24:55.075697, cost_time=0:00:12.328269 2021-04-10 01:24:46,531 INFO : TRAIN, epoch=0007, iter=00120/00196, fetch data time cost=2.74ms, fps=2341 images/s, loss=0.5557, top1-acc=80.77%, top5-acc=98.94%, remaining_time=0:00:08.500752, arrival_time=2021-04-10 01:24:55.032135, cost_time=0:00:13.422293 2021-04-10 01:24:47,628 INFO : TRAIN, epoch=0007, iter=00130/00196, fetch data time cost=2.14ms, fps=2335 images/s, loss=0.5566, top1-acc=80.72%, top5-acc=98.94%, remaining_time=0:00:07.371474, arrival_time=2021-04-10 01:24:55.000004, cost_time=0:00:14.519549 2021-04-10 01:24:48,753 INFO : TRAIN, epoch=0007, iter=00140/00196, fetch data time cost=1.79ms, fps=2278 images/s, loss=0.5578, top1-acc=80.61%, top5-acc=98.93%, remaining_time=0:00:06.257664, arrival_time=2021-04-10 01:24:55.010773, cost_time=0:00:15.644160 2021-04-10 01:24:49,851 INFO : TRAIN, epoch=0007, iter=00150/00196, fetch data time cost=1.95ms, fps=2332 images/s, loss=0.5592, top1-acc=80.55%, top5-acc=98.96%, remaining_time=0:00:05.134428, arrival_time=2021-04-10 01:24:54.986188, cost_time=0:00:16.742728 2021-04-10 01:24:50,955 INFO : TRAIN, epoch=0007, iter=00160/00196, fetch data time cost=1.72ms, fps=2321 images/s, loss=0.5601, top1-acc=80.55%, top5-acc=98.95%, remaining_time=0:00:04.015404, arrival_time=2021-04-10 01:24:54.970539, cost_time=0:00:17.846229 2021-04-10 01:24:52,056 INFO : TRAIN, epoch=0007, iter=00170/00196, fetch data time cost=1.95ms, fps=2327 images/s, loss=0.5604, top1-acc=80.58%, top5-acc=98.94%, remaining_time=0:00:02.897752, arrival_time=2021-04-10 01:24:54.953740, cost_time=0:00:18.946920 2021-04-10 01:24:53,152 INFO : TRAIN, epoch=0007, iter=00180/00196, fetch data time cost=1.89ms, fps=2337 images/s, loss=0.5589, top1-acc=80.67%, top5-acc=98.96%, remaining_time=0:00:01.781632, arrival_time=2021-04-10 01:24:54.933887, cost_time=0:00:20.043292 2021-04-10 01:24:54,249 INFO : TRAIN, epoch=0007, iter=00190/00196, fetch data time cost=1.38ms, fps=2336 images/s, loss=0.5600, top1-acc=80.61%, top5-acc=98.97%, remaining_time=0:00:00.667578, arrival_time=2021-04-10 01:24:54.916499, cost_time=0:00:21.139954 2021-04-10 01:24:54,840 INFO : TRAIN, epoch=0007, iter=00196/00196, fetch data time cost=1.57ms, fps=2303 images/s, loss=0.5586, top1-acc=80.63%, top5-acc=98.97%, remaining_time=0:00:00, arrival_time=2021-04-10 01:24:54.839995, cost_time=0:00:21.731098 2021-04-10 01:24:55,191 INFO : EVAL, epoch=0007, iter=00010/00040, fetch data time cost=2.05ms, fps=7304 images/s, loss=0.7932, top1-acc=74.18%, top5-acc=98.24%, remaining_time=0:00:01.051440, arrival_time=2021-04-10 01:24:56.243306, cost_time=0:00:00.350485 2021-04-10 01:24:55,450 INFO : EVAL, epoch=0007, iter=00020/00040, fetch data time cost=0.41ms, fps=9943 images/s, loss=0.8009, top1-acc=73.65%, top5-acc=98.20%, remaining_time=0:00:00.608420, arrival_time=2021-04-10 01:24:56.058339, cost_time=0:00:00.608429 2021-04-10 01:24:55,688 INFO : EVAL, epoch=0007, iter=00030/00040, fetch data time cost=2.68ms, fps=10746 images/s, loss=0.8029, top1-acc=73.61%, top5-acc=98.11%, remaining_time=0:00:00.282470, arrival_time=2021-04-10 01:24:55.971280, cost_time=0:00:00.847424 2021-04-10 01:24:55,906 INFO : EVAL, epoch=0007, iter=00040/00040, fetch data time cost=0.09ms, fps=10668 images/s, loss=0.8156, top1-acc=73.34%, top5-acc=98.12%, remaining_time=0:00:00, arrival_time=2021-04-10 01:24:55.906715, cost_time=0:00:01.065404 2021-04-10 01:24:55,979 INFO : Epoch=0007 complete, best val top1-acc=73.58%, top5-acc=98.29% (epoch=5), remaining_time=1:14:04.119711, arrival_time=2021-04-10 02:39:00.099030, cost_time=0:02:41.185686 2021-04-10 01:24:55,980 INFO : Train start, epoch=0008, lr=0.099698 2021-04-10 01:24:57,319 INFO : TRAIN, epoch=0008, iter=00010/00196, fetch data time cost=0.49ms, fps=1912 images/s, loss=0.5446, top1-acc=80.78%, top5-acc=98.95%, remaining_time=0:00:24.908004, arrival_time=2021-04-10 01:25:22.227504, cost_time=0:00:01.339140 2021-04-10 01:24:58,431 INFO : TRAIN, epoch=0008, iter=00020/00196, fetch data time cost=1.66ms, fps=2304 images/s, loss=0.5300, top1-acc=81.58%, top5-acc=98.93%, remaining_time=0:00:21.566864, arrival_time=2021-04-10 01:25:19.998099, cost_time=0:00:02.450787 2021-04-10 01:24:59,531 INFO : TRAIN, epoch=0008, iter=00030/00196, fetch data time cost=1.42ms, fps=2329 images/s, loss=0.5365, top1-acc=81.05%, top5-acc=98.92%, remaining_time=0:00:19.646930, arrival_time=2021-04-10 01:25:19.178028, cost_time=0:00:03.550643 2021-04-10 01:25:00,644 INFO : TRAIN, epoch=0008, iter=00040/00196, fetch data time cost=1.96ms, fps=2300 images/s, loss=0.5393, top1-acc=81.13%, top5-acc=98.85%, remaining_time=0:00:18.190536, arrival_time=2021-04-10 01:25:18.835340, cost_time=0:00:04.664226 2021-04-10 01:25:01,744 INFO : TRAIN, epoch=0008, iter=00050/00196, fetch data time cost=1.59ms, fps=2329 images/s, loss=0.5335, top1-acc=81.46%, top5-acc=98.96%, remaining_time=0:00:16.832194, arrival_time=2021-04-10 01:25:18.576951, cost_time=0:00:05.764449 2021-04-10 01:25:02,858 INFO : TRAIN, epoch=0008, iter=00060/00196, fetch data time cost=2.17ms, fps=2299 images/s, loss=0.5332, top1-acc=81.35%, top5-acc=99.00%, remaining_time=0:00:15.590768, arrival_time=2021-04-10 01:25:18.449422, cost_time=0:00:06.878270 2021-04-10 01:25:03,953 INFO : TRAIN, epoch=0008, iter=00070/00196, fetch data time cost=1.62ms, fps=2341 images/s, loss=0.5347, top1-acc=81.34%, top5-acc=99.02%, remaining_time=0:00:14.350518, arrival_time=2021-04-10 01:25:18.303491, cost_time=0:00:07.972534 2021-04-10 01:25:05,043 INFO : TRAIN, epoch=0008, iter=00080/00196, fetch data time cost=1.55ms, fps=2348 images/s, loss=0.5342, top1-acc=81.36%, top5-acc=99.02%, remaining_time=0:00:13.142104, arrival_time=2021-04-10 01:25:18.185961, cost_time=0:00:09.063545 2021-04-10 01:25:06,143 INFO : TRAIN, epoch=0008, iter=00090/00196, fetch data time cost=1.44ms, fps=2329 images/s, loss=0.5333, top1-acc=81.49%, top5-acc=99.00%, remaining_time=0:00:11.970050, arrival_time=2021-04-10 01:25:18.113755, cost_time=0:00:10.163255 2021-04-10 01:25:07,248 INFO : TRAIN, epoch=0008, iter=00100/00196, fetch data time cost=2.11ms, fps=2320 images/s, loss=0.5303, top1-acc=81.58%, top5-acc=99.02%, remaining_time=0:00:10.816992, arrival_time=2021-04-10 01:25:18.065088, cost_time=0:00:11.267707 2021-04-10 01:25:08,346 INFO : TRAIN, epoch=0008, iter=00110/00196, fetch data time cost=1.72ms, fps=2332 images/s, loss=0.5275, top1-acc=81.71%, top5-acc=99.02%, remaining_time=0:00:09.668034, arrival_time=2021-04-10 01:25:18.014440, cost_time=0:00:12.366069 2021-04-10 01:25:09,450 INFO : TRAIN, epoch=0008, iter=00120/00196, fetch data time cost=2.13ms, fps=2321 images/s, loss=0.5303, top1-acc=81.60%, top5-acc=99.01%, remaining_time=0:00:08.530696, arrival_time=2021-04-10 01:25:17.980612, cost_time=0:00:13.469485 2021-04-10 01:25:10,546 INFO : TRAIN, epoch=0008, iter=00130/00196, fetch data time cost=1.50ms, fps=2335 images/s, loss=0.5311, top1-acc=81.52%, top5-acc=99.01%, remaining_time=0:00:07.395366, arrival_time=2021-04-10 01:25:17.942302, cost_time=0:00:14.566663 2021-04-10 01:25:11,660 INFO : TRAIN, epoch=0008, iter=00140/00196, fetch data time cost=2.06ms, fps=2300 images/s, loss=0.5315, top1-acc=81.55%, top5-acc=99.02%, remaining_time=0:00:06.272000, arrival_time=2021-04-10 01:25:17.932362, cost_time=0:00:15.679982 2021-04-10 01:25:12,760 INFO : TRAIN, epoch=0008, iter=00150/00196, fetch data time cost=2.09ms, fps=2328 images/s, loss=0.5298, top1-acc=81.60%, top5-acc=99.04%, remaining_time=0:00:05.145928, arrival_time=2021-04-10 01:25:17.906557, cost_time=0:00:16.780261 2021-04-10 01:25:13,866 INFO : TRAIN, epoch=0008, iter=00160/00196, fetch data time cost=6.02ms, fps=2317 images/s, loss=0.5298, top1-acc=81.57%, top5-acc=99.05%, remaining_time=0:00:04.024260, arrival_time=2021-04-10 01:25:17.890371, cost_time=0:00:17.885655 2021-04-10 01:25:14,966 INFO : TRAIN, epoch=0008, iter=00170/00196, fetch data time cost=1.88ms, fps=2328 images/s, loss=0.5295, top1-acc=81.60%, top5-acc=99.05%, remaining_time=0:00:02.903758, arrival_time=2021-04-10 01:25:17.870512, cost_time=0:00:18.986153 2021-04-10 01:25:16,062 INFO : TRAIN, epoch=0008, iter=00180/00196, fetch data time cost=1.92ms, fps=2339 images/s, loss=0.5266, top1-acc=81.70%, top5-acc=99.07%, remaining_time=0:00:01.785056, arrival_time=2021-04-10 01:25:17.847295, cost_time=0:00:20.081870 2021-04-10 01:25:17,158 INFO : TRAIN, epoch=0008, iter=00190/00196, fetch data time cost=1.45ms, fps=2336 images/s, loss=0.5265, top1-acc=81.72%, top5-acc=99.07%, remaining_time=0:00:00.668784, arrival_time=2021-04-10 01:25:17.827238, cost_time=0:00:21.178155 2021-04-10 01:25:17,766 INFO : TRAIN, epoch=0008, iter=00196/00196, fetch data time cost=2.03ms, fps=2238 images/s, loss=0.5262, top1-acc=81.72%, top5-acc=99.07%, remaining_time=0:00:00, arrival_time=2021-04-10 01:25:17.766826, cost_time=0:00:21.786434 2021-04-10 01:25:18,148 INFO : EVAL, epoch=0008, iter=00010/00040, fetch data time cost=0.46ms, fps=6733 images/s, loss=0.6408, top1-acc=78.59%, top5-acc=98.75%, remaining_time=0:00:01.140510, arrival_time=2021-04-10 01:25:19.288926, cost_time=0:00:00.380166 2021-04-10 01:25:18,436 INFO : EVAL, epoch=0008, iter=00020/00040, fetch data time cost=0.48ms, fps=8923 images/s, loss=0.6476, top1-acc=78.34%, top5-acc=98.59%, remaining_time=0:00:00.667800, arrival_time=2021-04-10 01:25:19.103819, cost_time=0:00:00.667806 2021-04-10 01:25:18,732 INFO : EVAL, epoch=0008, iter=00030/00040, fetch data time cost=0.46ms, fps=8655 images/s, loss=0.6379, top1-acc=78.82%, top5-acc=98.63%, remaining_time=0:00:00.321380, arrival_time=2021-04-10 01:25:19.053791, cost_time=0:00:00.964138 2021-04-10 01:25:19,005 INFO : EVAL, epoch=0008, iter=00040/00040, fetch data time cost=0.06ms, fps=8506 images/s, loss=0.6330, top1-acc=79.02%, top5-acc=98.65%, remaining_time=0:00:00, arrival_time=2021-04-10 01:25:19.005701, cost_time=0:00:01.237495 2021-04-10 01:25:19,093 INFO : Epoch=0008 complete, best val top1-acc=79.02%, top5-acc=98.65% (epoch=8), remaining_time=1:13:43.198080, arrival_time=2021-04-10 02:39:02.291633, cost_time=0:03:04.299924 2021-04-10 01:25:19,094 INFO : Train start, epoch=0009, lr=0.099606 2021-04-10 01:25:20,477 INFO : TRAIN, epoch=0009, iter=00010/00196, fetch data time cost=0.59ms, fps=1851 images/s, loss=0.4719, top1-acc=83.71%, top5-acc=99.34%, remaining_time=0:00:25.720266, arrival_time=2021-04-10 01:25:46.197884, cost_time=0:00:01.382806 2021-04-10 01:25:21,605 INFO : TRAIN, epoch=0009, iter=00020/00196, fetch data time cost=1.84ms, fps=2271 images/s, loss=0.4938, top1-acc=83.16%, top5-acc=99.16%, remaining_time=0:00:22.092928, arrival_time=2021-04-10 01:25:43.698322, cost_time=0:00:02.510567 2021-04-10 01:25:22,708 INFO : TRAIN, epoch=0009, iter=00030/00196, fetch data time cost=1.81ms, fps=2322 images/s, loss=0.5011, top1-acc=82.96%, top5-acc=99.14%, remaining_time=0:00:19.995862, arrival_time=2021-04-10 01:25:42.704451, cost_time=0:00:03.613712 2021-04-10 01:25:23,805 INFO : TRAIN, epoch=0009, iter=00040/00196, fetch data time cost=2.01ms, fps=2336 images/s, loss=0.5011, top1-acc=82.75%, top5-acc=99.16%, remaining_time=0:00:18.369468, arrival_time=2021-04-10 01:25:42.174412, cost_time=0:00:04.710130 2021-04-10 01:25:24,897 INFO : TRAIN, epoch=0009, iter=00050/00196, fetch data time cost=2.06ms, fps=2344 images/s, loss=0.5001, top1-acc=82.80%, top5-acc=99.21%, remaining_time=0:00:16.943884, arrival_time=2021-04-10 01:25:41.841470, cost_time=0:00:05.802699 2021-04-10 01:25:25,996 INFO : TRAIN, epoch=0009, iter=00060/00196, fetch data time cost=2.00ms, fps=2331 images/s, loss=0.5036, top1-acc=82.70%, top5-acc=99.21%, remaining_time=0:00:15.643672, arrival_time=2021-04-10 01:25:41.640091, cost_time=0:00:06.901597 2021-04-10 01:25:27,090 INFO : TRAIN, epoch=0009, iter=00070/00196, fetch data time cost=1.92ms, fps=2340 images/s, loss=0.5025, top1-acc=82.74%, top5-acc=99.15%, remaining_time=0:00:14.392728, arrival_time=2021-04-10 01:25:41.483537, cost_time=0:00:07.995961 2021-04-10 01:25:28,181 INFO : TRAIN, epoch=0009, iter=00080/00196, fetch data time cost=1.93ms, fps=2348 images/s, loss=0.5016, top1-acc=82.74%, top5-acc=99.18%, remaining_time=0:00:13.176208, arrival_time=2021-04-10 01:25:41.358032, cost_time=0:00:09.087029 2021-04-10 01:25:29,269 INFO : TRAIN, epoch=0009, iter=00090/00196, fetch data time cost=1.67ms, fps=2355 images/s, loss=0.5019, top1-acc=82.64%, top5-acc=99.17%, remaining_time=0:00:11.983512, arrival_time=2021-04-10 01:25:41.252950, cost_time=0:00:10.174660 2021-04-10 01:25:30,367 INFO : TRAIN, epoch=0009, iter=00100/00196, fetch data time cost=1.43ms, fps=2332 images/s, loss=0.5055, top1-acc=82.50%, top5-acc=99.18%, remaining_time=0:00:10.821984, arrival_time=2021-04-10 01:25:41.189790, cost_time=0:00:11.272903 2021-04-10 01:25:31,471 INFO : TRAIN, epoch=0009, iter=00110/00196, fetch data time cost=6.17ms, fps=2322 images/s, loss=0.5058, top1-acc=82.50%, top5-acc=99.19%, remaining_time=0:00:09.675946, arrival_time=2021-04-10 01:25:41.147133, cost_time=0:00:12.376254 2021-04-10 01:25:32,568 INFO : TRAIN, epoch=0009, iter=00120/00196, fetch data time cost=1.94ms, fps=2334 images/s, loss=0.5081, top1-acc=82.43%, top5-acc=99.17%, remaining_time=0:00:08.533356, arrival_time=2021-04-10 01:25:41.101962, cost_time=0:00:13.473766 2021-04-10 01:25:33,670 INFO : TRAIN, epoch=0009, iter=00130/00196, fetch data time cost=2.63ms, fps=2325 images/s, loss=0.5079, top1-acc=82.42%, top5-acc=99.17%, remaining_time=0:00:07.399854, arrival_time=2021-04-10 01:25:41.070174, cost_time=0:00:14.575406 2021-04-10 01:25:34,767 INFO : TRAIN, epoch=0009, iter=00140/00196, fetch data time cost=1.76ms, fps=2335 images/s, loss=0.5098, top1-acc=82.32%, top5-acc=99.13%, remaining_time=0:00:06.269088, arrival_time=2021-04-10 01:25:41.036629, cost_time=0:00:15.672674 2021-04-10 01:25:35,870 INFO : TRAIN, epoch=0009, iter=00150/00196, fetch data time cost=2.23ms, fps=2322 images/s, loss=0.5092, top1-acc=82.37%, top5-acc=99.14%, remaining_time=0:00:05.144548, arrival_time=2021-04-10 01:25:41.015121, cost_time=0:00:16.775757 2021-04-10 01:25:36,974 INFO : TRAIN, epoch=0009, iter=00160/00196, fetch data time cost=1.65ms, fps=2321 images/s, loss=0.5097, top1-acc=82.36%, top5-acc=99.12%, remaining_time=0:00:04.022856, arrival_time=2021-04-10 01:25:40.997127, cost_time=0:00:17.879345 2021-04-10 01:25:38,065 INFO : TRAIN, epoch=0009, iter=00170/00196, fetch data time cost=1.84ms, fps=2347 images/s, loss=0.5083, top1-acc=82.42%, top5-acc=99.14%, remaining_time=0:00:02.901444, arrival_time=2021-04-10 01:25:40.967183, cost_time=0:00:18.970900 2021-04-10 01:25:39,163 INFO : TRAIN, epoch=0009, iter=00180/00196, fetch data time cost=1.35ms, fps=2334 images/s, loss=0.5066, top1-acc=82.44%, top5-acc=99.15%, remaining_time=0:00:01.783840, arrival_time=2021-04-10 01:25:40.946860, cost_time=0:00:20.068143 2021-04-10 01:25:40,262 INFO : TRAIN, epoch=0009, iter=00190/00196, fetch data time cost=1.70ms, fps=2331 images/s, loss=0.5051, top1-acc=82.49%, top5-acc=99.14%, remaining_time=0:00:00.668430, arrival_time=2021-04-10 01:25:40.930535, cost_time=0:00:21.167026 2021-04-10 01:25:40,871 INFO : TRAIN, epoch=0009, iter=00196/00196, fetch data time cost=0.13ms, fps=2237 images/s, loss=0.5055, top1-acc=82.49%, top5-acc=99.14%, remaining_time=0:00:00, arrival_time=2021-04-10 01:25:40.871054, cost_time=0:00:21.776210 2021-04-10 01:25:41,232 INFO : EVAL, epoch=0009, iter=00010/00040, fetch data time cost=0.21ms, fps=7130 images/s, loss=0.7477, top1-acc=75.08%, top5-acc=98.55%, remaining_time=0:00:01.077120, arrival_time=2021-04-10 01:25:42.309155, cost_time=0:00:00.359037 2021-04-10 01:25:41,508 INFO : EVAL, epoch=0009, iter=00020/00040, fetch data time cost=6.21ms, fps=9279 images/s, loss=0.7391, top1-acc=75.14%, top5-acc=98.57%, remaining_time=0:00:00.635320, arrival_time=2021-04-10 01:25:42.143626, cost_time=0:00:00.635328 2021-04-10 01:25:41,749 INFO : EVAL, epoch=0009, iter=00030/00040, fetch data time cost=0.43ms, fps=10656 images/s, loss=0.7373, top1-acc=75.12%, top5-acc=98.62%, remaining_time=0:00:00.291990, arrival_time=2021-04-10 01:25:42.040992, cost_time=0:00:00.875964 2021-04-10 01:25:41,989 INFO : EVAL, epoch=0009, iter=00040/00040, fetch data time cost=0.08ms, fps=9689 images/s, loss=0.7309, top1-acc=75.32%, top5-acc=98.62%, remaining_time=0:00:00, arrival_time=2021-04-10 01:25:41.989004, cost_time=0:00:01.115966 2021-04-10 01:25:42,042 INFO : Epoch=0009 complete, best val top1-acc=79.02%, top5-acc=98.65% (epoch=8), remaining_time=1:13:18.280768, arrival_time=2021-04-10 02:39:00.323222, cost_time=0:03:27.248831 2021-04-10 01:25:42,043 INFO : Train start, epoch=0010, lr=0.099501 2021-04-10 01:25:43,412 INFO : TRAIN, epoch=0010, iter=00010/00196, fetch data time cost=2.27ms, fps=1871 images/s, loss=0.4943, top1-acc=82.77%, top5-acc=98.83%, remaining_time=0:00:25.452984, arrival_time=2021-04-10 01:26:08.864963, cost_time=0:00:01.368441 2021-04-10 01:25:44,506 INFO : TRAIN, epoch=0010, iter=00020/00196, fetch data time cost=1.62ms, fps=2340 images/s, loss=0.5004, top1-acc=82.52%, top5-acc=98.98%, remaining_time=0:00:21.677568, arrival_time=2021-04-10 01:26:06.184358, cost_time=0:00:02.463358 2021-04-10 01:25:45,616 INFO : TRAIN, epoch=0010, iter=00030/00196, fetch data time cost=1.96ms, fps=2308 images/s, loss=0.4981, top1-acc=82.84%, top5-acc=99.05%, remaining_time=0:00:19.771596, arrival_time=2021-04-10 01:26:05.388268, cost_time=0:00:03.573181 2021-04-10 01:25:46,720 INFO : TRAIN, epoch=0010, iter=00040/00196, fetch data time cost=1.86ms, fps=2321 images/s, loss=0.4839, top1-acc=83.40%, top5-acc=99.13%, remaining_time=0:00:18.239676, arrival_time=2021-04-10 01:26:04.959903, cost_time=0:00:04.676848 2021-04-10 01:25:47,828 INFO : TRAIN, epoch=0010, iter=00050/00196, fetch data time cost=2.28ms, fps=2312 images/s, loss=0.4862, top1-acc=83.30%, top5-acc=99.13%, remaining_time=0:00:16.890740, arrival_time=2021-04-10 01:26:04.718800, cost_time=0:00:05.784522 2021-04-10 01:25:48,927 INFO : TRAIN, epoch=0010, iter=00060/00196, fetch data time cost=1.56ms, fps=2331 images/s, loss=0.4874, top1-acc=83.26%, top5-acc=99.13%, remaining_time=0:00:15.603280, arrival_time=2021-04-10 01:26:04.530441, cost_time=0:00:06.883778 2021-04-10 01:25:50,028 INFO : TRAIN, epoch=0010, iter=00070/00196, fetch data time cost=1.40ms, fps=2325 images/s, loss=0.4872, top1-acc=83.30%, top5-acc=99.15%, remaining_time=0:00:14.373576, arrival_time=2021-04-10 01:26:04.402392, cost_time=0:00:07.985351 2021-04-10 01:25:51,141 INFO : TRAIN, epoch=0010, iter=00080/00196, fetch data time cost=1.38ms, fps=2302 images/s, loss=0.4836, top1-acc=83.45%, top5-acc=99.19%, remaining_time=0:00:13.192216, arrival_time=2021-04-10 01:26:04.333747, cost_time=0:00:09.098056 2021-04-10 01:25:52,244 INFO : TRAIN, epoch=0010, iter=00090/00196, fetch data time cost=1.96ms, fps=2323 images/s, loss=0.4828, top1-acc=83.57%, top5-acc=99.19%, remaining_time=0:00:12.014252, arrival_time=2021-04-10 01:26:04.258471, cost_time=0:00:10.200814 2021-04-10 01:25:53,362 INFO : TRAIN, epoch=0010, iter=00100/00196, fetch data time cost=2.52ms, fps=2290 images/s, loss=0.4854, top1-acc=83.47%, top5-acc=99.20%, remaining_time=0:00:10.866336, arrival_time=2021-04-10 01:26:04.228912, cost_time=0:00:11.319098 2021-04-10 01:25:54,458 INFO : TRAIN, epoch=0010, iter=00110/00196, fetch data time cost=1.54ms, fps=2337 images/s, loss=0.4881, top1-acc=83.40%, top5-acc=99.18%, remaining_time=0:00:09.706562, arrival_time=2021-04-10 01:26:04.165459, cost_time=0:00:12.415413 2021-04-10 01:25:55,555 INFO : TRAIN, epoch=0010, iter=00120/00196, fetch data time cost=1.40ms, fps=2337 images/s, loss=0.4884, top1-acc=83.40%, top5-acc=99.19%, remaining_time=0:00:08.557372, arrival_time=2021-04-10 01:26:04.112441, cost_time=0:00:13.511643 2021-04-10 01:25:56,650 INFO : TRAIN, epoch=0010, iter=00130/00196, fetch data time cost=1.60ms, fps=2338 images/s, loss=0.4866, top1-acc=83.42%, top5-acc=99.18%, remaining_time=0:00:07.415826, arrival_time=2021-04-10 01:26:04.066291, cost_time=0:00:14.606943 2021-04-10 01:25:57,745 INFO : TRAIN, epoch=0010, iter=00140/00196, fetch data time cost=1.36ms, fps=2338 images/s, loss=0.4847, top1-acc=83.48%, top5-acc=99.19%, remaining_time=0:00:06.280960, arrival_time=2021-04-10 01:26:04.026785, cost_time=0:00:15.702410 2021-04-10 01:25:58,844 INFO : TRAIN, epoch=0010, iter=00150/00196, fetch data time cost=1.80ms, fps=2332 images/s, loss=0.4837, top1-acc=83.48%, top5-acc=99.19%, remaining_time=0:00:05.152184, arrival_time=2021-04-10 01:26:03.996278, cost_time=0:00:16.800639 2021-04-10 01:25:59,938 INFO : TRAIN, epoch=0010, iter=00160/00196, fetch data time cost=1.91ms, fps=2341 images/s, loss=0.4824, top1-acc=83.50%, top5-acc=99.21%, remaining_time=0:00:04.026312, arrival_time=2021-04-10 01:26:03.964412, cost_time=0:00:17.894725 2021-04-10 01:26:01,034 INFO : TRAIN, epoch=0010, iter=00170/00196, fetch data time cost=1.54ms, fps=2336 images/s, loss=0.4821, top1-acc=83.49%, top5-acc=99.20%, remaining_time=0:00:02.904538, arrival_time=2021-04-10 01:26:03.939221, cost_time=0:00:18.991228 2021-04-10 01:26:02,132 INFO : TRAIN, epoch=0010, iter=00180/00196, fetch data time cost=1.54ms, fps=2332 images/s, loss=0.4811, top1-acc=83.54%, top5-acc=99.20%, remaining_time=0:00:01.785744, arrival_time=2021-04-10 01:26:03.918656, cost_time=0:00:20.089543 2021-04-10 01:26:03,219 INFO : TRAIN, epoch=0010, iter=00190/00196, fetch data time cost=1.41ms, fps=2358 images/s, loss=0.4812, top1-acc=83.56%, top5-acc=99.21%, remaining_time=0:00:00.668706, arrival_time=2021-04-10 01:26:03.887828, cost_time=0:00:21.175697 2021-04-10 01:26:03,815 INFO : TRAIN, epoch=0010, iter=00196/00196, fetch data time cost=0.08ms, fps=2283 images/s, loss=0.4803, top1-acc=83.58%, top5-acc=99.22%, remaining_time=0:00:00, arrival_time=2021-04-10 01:26:03.815551, cost_time=0:00:21.772140 2021-04-10 01:26:04,174 INFO : EVAL, epoch=0010, iter=00010/00040, fetch data time cost=0.72ms, fps=7178 images/s, loss=0.8662, top1-acc=72.73%, top5-acc=98.67%, remaining_time=0:00:01.069920, arrival_time=2021-04-10 01:26:05.244438, cost_time=0:00:00.356639 2021-04-10 01:26:04,420 INFO : EVAL, epoch=0010, iter=00020/00040, fetch data time cost=0.32ms, fps=10460 images/s, loss=0.8745, top1-acc=72.40%, top5-acc=98.69%, remaining_time=0:00:00.602220, arrival_time=2021-04-10 01:26:05.022182, cost_time=0:00:00.602211 2021-04-10 01:26:04,669 INFO : EVAL, epoch=0010, iter=00030/00040, fetch data time cost=7.44ms, fps=10273 images/s, loss=0.8759, top1-acc=72.15%, top5-acc=98.65%, remaining_time=0:00:00.283970, arrival_time=2021-04-10 01:26:04.953641, cost_time=0:00:00.851904 2021-04-10 01:26:04,886 INFO : EVAL, epoch=0010, iter=00040/00040, fetch data time cost=0.07ms, fps=10717 images/s, loss=0.8739, top1-acc=72.82%, top5-acc=98.57%, remaining_time=0:00:00, arrival_time=2021-04-10 01:26:04.886591, cost_time=0:00:01.068916 2021-04-10 01:26:04,927 INFO : Epoch=0010 complete, best val top1-acc=79.02%, top5-acc=98.65% (epoch=8), remaining_time=1:12:52.541060, arrival_time=2021-04-10 02:38:57.468411, cost_time=0:03:50.133735 2021-04-10 01:26:04,928 INFO : Train start, epoch=0011, lr=0.099384 2021-04-10 01:26:06,205 INFO : TRAIN, epoch=0011, iter=00010/00196, fetch data time cost=2.94ms, fps=2005 images/s, loss=0.4526, top1-acc=84.73%, top5-acc=99.41%, remaining_time=0:00:23.750526, arrival_time=2021-04-10 01:26:29.955837, cost_time=0:00:01.276909 2021-04-10 01:26:07,312 INFO : TRAIN, epoch=0011, iter=00020/00196, fetch data time cost=2.19ms, fps=2314 images/s, loss=0.4674, top1-acc=84.02%, top5-acc=99.24%, remaining_time=0:00:20.978320, arrival_time=2021-04-10 01:26:28.290547, cost_time=0:00:02.383904 2021-04-10 01:26:08,395 INFO : TRAIN, epoch=0011, iter=00030/00196, fetch data time cost=2.00ms, fps=2364 images/s, loss=0.4662, top1-acc=84.28%, top5-acc=99.22%, remaining_time=0:00:19.186944, arrival_time=2021-04-10 01:26:27.582816, cost_time=0:00:03.467513 2021-04-10 01:26:09,563 INFO : TRAIN, epoch=0011, iter=00040/00196, fetch data time cost=1.57ms, fps=2194 images/s, loss=0.4730, top1-acc=83.81%, top5-acc=99.19%, remaining_time=0:00:18.077280, arrival_time=2021-04-10 01:26:27.640734, cost_time=0:00:04.635186 2021-04-10 01:26:10,650 INFO : TRAIN, epoch=0011, iter=00050/00196, fetch data time cost=1.50ms, fps=2355 images/s, loss=0.4801, top1-acc=83.52%, top5-acc=99.18%, remaining_time=0:00:16.709700, arrival_time=2021-04-10 01:26:27.360551, cost_time=0:00:05.722515 2021-04-10 01:26:11,750 INFO : TRAIN, epoch=0011, iter=00060/00196, fetch data time cost=2.00ms, fps=2329 images/s, loss=0.4814, top1-acc=83.47%, top5-acc=99.17%, remaining_time=0:00:15.463880, arrival_time=2021-04-10 01:26:27.214473, cost_time=0:00:06.822287 2021-04-10 01:26:12,846 INFO : TRAIN, epoch=0011, iter=00070/00196, fetch data time cost=1.82ms, fps=2337 images/s, loss=0.4811, top1-acc=83.52%, top5-acc=99.16%, remaining_time=0:00:14.253120, arrival_time=2021-04-10 01:26:27.099822, cost_time=0:00:07.918375 2021-04-10 01:26:13,934 INFO : TRAIN, epoch=0011, iter=00080/00196, fetch data time cost=1.45ms, fps=2355 images/s, loss=0.4799, top1-acc=83.49%, top5-acc=99.15%, remaining_time=0:00:13.058932, arrival_time=2021-04-10 01:26:26.993406, cost_time=0:00:09.006163 2021-04-10 01:26:15,028 INFO : TRAIN, epoch=0011, iter=00090/00196, fetch data time cost=2.06ms, fps=2342 images/s, loss=0.4759, top1-acc=83.66%, top5-acc=99.15%, remaining_time=0:00:11.895214, arrival_time=2021-04-10 01:26:26.923366, cost_time=0:00:10.099749 2021-04-10 01:26:16,124 INFO : TRAIN, epoch=0011, iter=00100/00196, fetch data time cost=2.13ms, fps=2337 images/s, loss=0.4712, top1-acc=83.81%, top5-acc=99.20%, remaining_time=0:00:10.748256, arrival_time=2021-04-10 01:26:26.872794, cost_time=0:00:11.196122 2021-04-10 01:26:17,223 INFO : TRAIN, epoch=0011, iter=00110/00196, fetch data time cost=1.61ms, fps=2331 images/s, loss=0.4680, top1-acc=83.94%, top5-acc=99.22%, remaining_time=0:00:09.612650, arrival_time=2021-04-10 01:26:26.836116, cost_time=0:00:12.295201 2021-04-10 01:26:18,319 INFO : TRAIN, epoch=0011, iter=00120/00196, fetch data time cost=1.77ms, fps=2337 images/s, loss=0.4697, top1-acc=83.90%, top5-acc=99.23%, remaining_time=0:00:08.480840, arrival_time=2021-04-10 01:26:26.800108, cost_time=0:00:13.390856 2021-04-10 01:26:19,419 INFO : TRAIN, epoch=0011, iter=00130/00196, fetch data time cost=1.45ms, fps=2328 images/s, loss=0.4693, top1-acc=83.94%, top5-acc=99.24%, remaining_time=0:00:07.357020, arrival_time=2021-04-10 01:26:26.776448, cost_time=0:00:14.491164 2021-04-10 01:26:20,520 INFO : TRAIN, epoch=0011, iter=00140/00196, fetch data time cost=1.63ms, fps=2326 images/s, loss=0.4685, top1-acc=83.97%, top5-acc=99.26%, remaining_time=0:00:06.236888, arrival_time=2021-04-10 01:26:26.757411, cost_time=0:00:15.592184 2021-04-10 01:26:21,625 INFO : TRAIN, epoch=0011, iter=00150/00196, fetch data time cost=1.75ms, fps=2329 images/s, loss=0.4691, top1-acc=83.94%, top5-acc=99.28%, remaining_time=0:00:05.118880, arrival_time=2021-04-10 01:26:26.739263, cost_time=0:00:16.691967 2021-04-10 01:26:22,717 INFO : TRAIN, epoch=0011, iter=00160/00196, fetch data time cost=1.68ms, fps=2345 images/s, loss=0.4678, top1-acc=83.96%, top5-acc=99.27%, remaining_time=0:00:04.002624, arrival_time=2021-04-10 01:26:26.720301, cost_time=0:00:17.789404 2021-04-10 01:26:23,819 INFO : TRAIN, epoch=0011, iter=00170/00196, fetch data time cost=4.91ms, fps=2325 images/s, loss=0.4675, top1-acc=83.91%, top5-acc=99.27%, remaining_time=0:00:02.889198, arrival_time=2021-04-10 01:26:26.708484, cost_time=0:00:18.890926 2021-04-10 01:26:24,906 INFO : TRAIN, epoch=0011, iter=00180/00196, fetch data time cost=1.92ms, fps=2356 images/s, loss=0.4677, top1-acc=83.93%, top5-acc=99.26%, remaining_time=0:00:01.775824, arrival_time=2021-04-10 01:26:26.682189, cost_time=0:00:19.978034 2021-04-10 01:26:25,998 INFO : TRAIN, epoch=0011, iter=00190/00196, fetch data time cost=1.87ms, fps=2346 images/s, loss=0.4683, top1-acc=83.87%, top5-acc=99.27%, remaining_time=0:00:00.665364, arrival_time=2021-04-10 01:26:26.663650, cost_time=0:00:21.069954 2021-04-10 01:26:26,593 INFO : TRAIN, epoch=0011, iter=00196/00196, fetch data time cost=0.12ms, fps=2286 images/s, loss=0.4701, top1-acc=83.80%, top5-acc=99.27%, remaining_time=0:00:00, arrival_time=2021-04-10 01:26:26.593866, cost_time=0:00:21.665560 2021-04-10 01:26:26,922 INFO : EVAL, epoch=0011, iter=00010/00040, fetch data time cost=7.40ms, fps=7843 images/s, loss=0.8722, top1-acc=73.28%, top5-acc=97.42%, remaining_time=0:00:00.979200, arrival_time=2021-04-10 01:26:27.901393, cost_time=0:00:00.326399 2021-04-10 01:26:27,172 INFO : EVAL, epoch=0011, iter=00020/00040, fetch data time cost=0.41ms, fps=10257 images/s, loss=0.8455, top1-acc=73.03%, top5-acc=97.50%, remaining_time=0:00:00.576500, arrival_time=2021-04-10 01:26:27.748789, cost_time=0:00:00.576491 2021-04-10 01:26:27,456 INFO : EVAL, epoch=0011, iter=00030/00040, fetch data time cost=24.50ms, fps=9012 images/s, loss=0.8213, top1-acc=73.68%, top5-acc=97.67%, remaining_time=0:00:00.287040, arrival_time=2021-04-10 01:26:27.743945, cost_time=0:00:00.861111 2021-04-10 01:26:27,675 INFO : EVAL, epoch=0011, iter=00040/00040, fetch data time cost=0.11ms, fps=10649 images/s, loss=0.8009, top1-acc=73.77%, top5-acc=97.77%, remaining_time=0:00:00, arrival_time=2021-04-10 01:26:27.675295, cost_time=0:00:01.079496 2021-04-10 01:26:27,716 INFO : Epoch=0011 complete, best val top1-acc=79.02%, top5-acc=98.65% (epoch=8), remaining_time=1:12:25.682481, arrival_time=2021-04-10 02:38:53.399413, cost_time=0:04:12.923315 2021-04-10 01:26:27,717 INFO : Train start, epoch=0012, lr=0.099255 2021-04-10 01:26:29,021 INFO : TRAIN, epoch=0012, iter=00010/00196, fetch data time cost=0.41ms, fps=1964 images/s, loss=0.4539, top1-acc=84.30%, top5-acc=99.45%, remaining_time=0:00:24.246774, arrival_time=2021-04-10 01:26:53.268233, cost_time=0:00:01.303589 2021-04-10 01:26:30,126 INFO : TRAIN, epoch=0012, iter=00020/00196, fetch data time cost=1.60ms, fps=2319 images/s, loss=0.4574, top1-acc=84.51%, top5-acc=99.37%, remaining_time=0:00:21.192512, arrival_time=2021-04-10 01:26:51.318707, cost_time=0:00:02.408245 2021-04-10 01:26:31,222 INFO : TRAIN, epoch=0012, iter=00030/00196, fetch data time cost=2.10ms, fps=2337 images/s, loss=0.4502, top1-acc=84.36%, top5-acc=99.30%, remaining_time=0:00:19.390626, arrival_time=2021-04-10 01:26:50.612813, cost_time=0:00:03.504332 2021-04-10 01:26:32,328 INFO : TRAIN, epoch=0012, iter=00040/00196, fetch data time cost=2.02ms, fps=2316 images/s, loss=0.4426, top1-acc=84.62%, top5-acc=99.30%, remaining_time=0:00:17.982744, arrival_time=2021-04-10 01:26:50.311616, cost_time=0:00:04.610974 2021-04-10 01:26:33,422 INFO : TRAIN, epoch=0012, iter=00050/00196, fetch data time cost=1.87ms, fps=2343 images/s, loss=0.4487, top1-acc=84.42%, top5-acc=99.30%, remaining_time=0:00:16.656264, arrival_time=2021-04-10 01:26:50.078359, cost_time=0:00:05.704204 2021-04-10 01:26:34,517 INFO : TRAIN, epoch=0012, iter=00060/00196, fetch data time cost=1.55ms, fps=2338 images/s, loss=0.4522, top1-acc=84.34%, top5-acc=99.28%, remaining_time=0:00:15.413288, arrival_time=2021-04-10 01:26:49.931175, cost_time=0:00:06.799992 2021-04-10 01:26:35,607 INFO : TRAIN, epoch=0012, iter=00070/00196, fetch data time cost=1.58ms, fps=2351 images/s, loss=0.4565, top1-acc=84.27%, top5-acc=99.27%, remaining_time=0:00:14.201208, arrival_time=2021-04-10 01:26:49.808640, cost_time=0:00:07.889557 2021-04-10 01:26:36,704 INFO : TRAIN, epoch=0012, iter=00080/00196, fetch data time cost=1.71ms, fps=2336 images/s, loss=0.4550, top1-acc=84.30%, top5-acc=99.30%, remaining_time=0:00:13.029816, arrival_time=2021-04-10 01:26:49.733882, cost_time=0:00:08.986106 2021-04-10 01:26:37,794 INFO : TRAIN, epoch=0012, iter=00090/00196, fetch data time cost=1.62ms, fps=2350 images/s, loss=0.4535, top1-acc=84.28%, top5-acc=99.30%, remaining_time=0:00:11.867654, arrival_time=2021-04-10 01:26:49.661823, cost_time=0:00:10.076338 2021-04-10 01:26:38,890 INFO : TRAIN, epoch=0012, iter=00100/00196, fetch data time cost=1.98ms, fps=2336 images/s, loss=0.4522, top1-acc=84.31%, top5-acc=99.30%, remaining_time=0:00:10.725792, arrival_time=2021-04-10 01:26:49.616426, cost_time=0:00:11.172743 2021-04-10 01:26:39,985 INFO : TRAIN, epoch=0012, iter=00110/00196, fetch data time cost=1.83ms, fps=2340 images/s, loss=0.4505, top1-acc=84.37%, top5-acc=99.31%, remaining_time=0:00:09.590892, arrival_time=2021-04-10 01:26:49.576118, cost_time=0:00:12.267414 2021-04-10 01:26:41,084 INFO : TRAIN, epoch=0012, iter=00120/00196, fetch data time cost=2.02ms, fps=2329 images/s, loss=0.4507, top1-acc=84.42%, top5-acc=99.32%, remaining_time=0:00:08.465640, arrival_time=2021-04-10 01:26:49.550350, cost_time=0:00:13.366798 2021-04-10 01:26:42,183 INFO : TRAIN, epoch=0012, iter=00130/00196, fetch data time cost=1.87ms, fps=2332 images/s, loss=0.4520, top1-acc=84.38%, top5-acc=99.33%, remaining_time=0:00:07.343886, arrival_time=2021-04-10 01:26:49.526990, cost_time=0:00:14.465213 2021-04-10 01:26:43,290 INFO : TRAIN, epoch=0012, iter=00140/00196, fetch data time cost=1.88ms, fps=2313 images/s, loss=0.4532, top1-acc=84.34%, top5-acc=99.34%, remaining_time=0:00:06.229104, arrival_time=2021-04-10 01:26:49.519833, cost_time=0:00:15.572782 2021-04-10 01:26:44,384 INFO : TRAIN, epoch=0012, iter=00150/00196, fetch data time cost=1.77ms, fps=2341 images/s, loss=0.4534, top1-acc=84.36%, top5-acc=99.33%, remaining_time=0:00:05.111198, arrival_time=2021-04-10 01:26:49.496050, cost_time=0:00:16.667006 2021-04-10 01:26:45,487 INFO : TRAIN, epoch=0012, iter=00160/00196, fetch data time cost=1.68ms, fps=2323 images/s, loss=0.4527, top1-acc=84.39%, top5-acc=99.32%, remaining_time=0:00:03.998160, arrival_time=2021-04-10 01:26:49.485756, cost_time=0:00:17.769640 2021-04-10 01:26:46,587 INFO : TRAIN, epoch=0012, iter=00170/00196, fetch data time cost=1.83ms, fps=2328 images/s, loss=0.4524, top1-acc=84.43%, top5-acc=99.32%, remaining_time=0:00:02.886000, arrival_time=2021-04-10 01:26:49.473889, cost_time=0:00:18.870033 2021-04-10 01:26:47,713 INFO : TRAIN, epoch=0012, iter=00180/00196, fetch data time cost=1.42ms, fps=2276 images/s, loss=0.4524, top1-acc=84.46%, top5-acc=99.31%, remaining_time=0:00:01.777360, arrival_time=2021-04-10 01:26:49.490572, cost_time=0:00:19.995314 2021-04-10 01:26:48,809 INFO : TRAIN, epoch=0012, iter=00190/00196, fetch data time cost=1.34ms, fps=2336 images/s, loss=0.4525, top1-acc=84.46%, top5-acc=99.31%, remaining_time=0:00:00.666060, arrival_time=2021-04-10 01:26:49.475883, cost_time=0:00:21.091991 2021-04-10 01:26:49,427 INFO : TRAIN, epoch=0012, iter=00196/00196, fetch data time cost=0.09ms, fps=2204 images/s, loss=0.4533, top1-acc=84.45%, top5-acc=99.31%, remaining_time=0:00:00, arrival_time=2021-04-10 01:26:49.427477, cost_time=0:00:21.709511 2021-04-10 01:26:49,777 INFO : EVAL, epoch=0012, iter=00010/00040, fetch data time cost=4.49ms, fps=7352 images/s, loss=0.8759, top1-acc=72.07%, top5-acc=97.30%, remaining_time=0:00:01.044570, arrival_time=2021-04-10 01:26:50.822321, cost_time=0:00:00.348186 2021-04-10 01:26:50,035 INFO : EVAL, epoch=0012, iter=00020/00040, fetch data time cost=0.44ms, fps=9949 images/s, loss=0.8585, top1-acc=72.38%, top5-acc=97.68%, remaining_time=0:00:00.606080, arrival_time=2021-04-10 01:26:50.641728, cost_time=0:00:00.606088 2021-04-10 01:26:50,296 INFO : EVAL, epoch=0012, iter=00030/00040, fetch data time cost=8.69ms, fps=9834 images/s, loss=0.8407, top1-acc=73.15%, top5-acc=97.83%, remaining_time=0:00:00.289090, arrival_time=2021-04-10 01:26:50.585931, cost_time=0:00:00.867284 2021-04-10 01:26:50,524 INFO : EVAL, epoch=0012, iter=00040/00040, fetch data time cost=0.10ms, fps=10235 images/s, loss=0.8475, top1-acc=73.06%, top5-acc=97.74%, remaining_time=0:00:00, arrival_time=2021-04-10 01:26:50.524003, cost_time=0:00:01.094508 2021-04-10 01:26:50,565 INFO : Epoch=0012 complete, best val top1-acc=79.02%, top5-acc=98.65% (epoch=8), remaining_time=1:12:00.424804, arrival_time=2021-04-10 02:38:50.990221, cost_time=0:04:35.771791 2021-04-10 01:26:50,566 INFO : Train start, epoch=0013, lr=0.099114 2021-04-10 01:26:51,861 INFO : TRAIN, epoch=0013, iter=00010/00196, fetch data time cost=0.33ms, fps=1976 images/s, loss=0.4566, top1-acc=83.75%, top5-acc=99.30%, remaining_time=0:00:24.092208, arrival_time=2021-04-10 01:27:15.953937, cost_time=0:00:01.295282 2021-04-10 01:26:52,986 INFO : TRAIN, epoch=0013, iter=00020/00196, fetch data time cost=1.60ms, fps=2278 images/s, loss=0.4417, top1-acc=84.20%, top5-acc=99.43%, remaining_time=0:00:21.292832, arrival_time=2021-04-10 01:27:14.278962, cost_time=0:00:02.419645 2021-04-10 01:26:54,088 INFO : TRAIN, epoch=0013, iter=00030/00196, fetch data time cost=2.79ms, fps=2325 images/s, loss=0.4381, top1-acc=84.64%, top5-acc=99.40%, remaining_time=0:00:19.486740, arrival_time=2021-04-10 01:27:13.574903, cost_time=0:00:03.521706 2021-04-10 01:26:55,186 INFO : TRAIN, epoch=0013, iter=00040/00196, fetch data time cost=2.16ms, fps=2333 images/s, loss=0.4399, top1-acc=84.68%, top5-acc=99.39%, remaining_time=0:00:18.018312, arrival_time=2021-04-10 01:27:13.204705, cost_time=0:00:04.620072 2021-04-10 01:26:56,281 INFO : TRAIN, epoch=0013, iter=00050/00196, fetch data time cost=1.76ms, fps=2338 images/s, loss=0.4403, top1-acc=84.80%, top5-acc=99.41%, remaining_time=0:00:16.689114, arrival_time=2021-04-10 01:27:12.970923, cost_time=0:00:05.715434 2021-04-10 01:26:57,382 INFO : TRAIN, epoch=0013, iter=00060/00196, fetch data time cost=1.88ms, fps=2328 images/s, loss=0.4394, top1-acc=84.77%, top5-acc=99.40%, remaining_time=0:00:15.448784, arrival_time=2021-04-10 01:27:12.830785, cost_time=0:00:06.815656 2021-04-10 01:26:58,482 INFO : TRAIN, epoch=0013, iter=00070/00196, fetch data time cost=1.91ms, fps=2328 images/s, loss=0.4393, top1-acc=84.73%, top5-acc=99.40%, remaining_time=0:00:14.248332, arrival_time=2021-04-10 01:27:12.730461, cost_time=0:00:07.915747 2021-04-10 01:26:59,582 INFO : TRAIN, epoch=0013, iter=00080/00196, fetch data time cost=1.72ms, fps=2328 images/s, loss=0.4403, top1-acc=84.71%, top5-acc=99.41%, remaining_time=0:00:13.073084, arrival_time=2021-04-10 01:27:12.655304, cost_time=0:00:09.015908 2021-04-10 01:27:00,684 INFO : TRAIN, epoch=0013, iter=00090/00196, fetch data time cost=1.41ms, fps=2324 images/s, loss=0.4402, top1-acc=84.73%, top5-acc=99.37%, remaining_time=0:00:11.916520, arrival_time=2021-04-10 01:27:12.600772, cost_time=0:00:10.117769 2021-04-10 01:27:01,814 INFO : TRAIN, epoch=0013, iter=00100/00196, fetch data time cost=1.89ms, fps=2267 images/s, loss=0.4404, top1-acc=84.69%, top5-acc=99.36%, remaining_time=0:00:10.797984, arrival_time=2021-04-10 01:27:12.612172, cost_time=0:00:11.247868 2021-04-10 01:27:02,906 INFO : TRAIN, epoch=0013, iter=00110/00196, fetch data time cost=1.34ms, fps=2345 images/s, loss=0.4429, top1-acc=84.57%, top5-acc=99.36%, remaining_time=0:00:09.647480, arrival_time=2021-04-10 01:27:12.553674, cost_time=0:00:12.339814 2021-04-10 01:27:04,001 INFO : TRAIN, epoch=0013, iter=00120/00196, fetch data time cost=1.40ms, fps=2338 images/s, loss=0.4427, top1-acc=84.65%, top5-acc=99.36%, remaining_time=0:00:08.509036, arrival_time=2021-04-10 01:27:12.510765, cost_time=0:00:13.435361 2021-04-10 01:27:05,102 INFO : TRAIN, epoch=0013, iter=00130/00196, fetch data time cost=1.49ms, fps=2328 images/s, loss=0.4408, top1-acc=84.66%, top5-acc=99.37%, remaining_time=0:00:07.379724, arrival_time=2021-04-10 01:27:12.481912, cost_time=0:00:14.535806 2021-04-10 01:27:06,203 INFO : TRAIN, epoch=0013, iter=00140/00196, fetch data time cost=2.16ms, fps=2326 images/s, loss=0.4417, top1-acc=84.64%, top5-acc=99.36%, remaining_time=0:00:06.254808, arrival_time=2021-04-10 01:27:12.458358, cost_time=0:00:15.637066 2021-04-10 01:27:07,297 INFO : TRAIN, epoch=0013, iter=00150/00196, fetch data time cost=1.51ms, fps=2342 images/s, loss=0.4417, top1-acc=84.68%, top5-acc=99.35%, remaining_time=0:00:05.130840, arrival_time=2021-04-10 01:27:12.428190, cost_time=0:00:16.731012 2021-04-10 01:27:08,387 INFO : TRAIN, epoch=0013, iter=00160/00196, fetch data time cost=1.88ms, fps=2349 images/s, loss=0.4435, top1-acc=84.59%, top5-acc=99.36%, remaining_time=0:00:04.009824, arrival_time=2021-04-10 01:27:12.397613, cost_time=0:00:17.821405 2021-04-10 01:27:09,482 INFO : TRAIN, epoch=0013, iter=00170/00196, fetch data time cost=1.91ms, fps=2340 images/s, loss=0.4421, top1-acc=84.67%, top5-acc=99.36%, remaining_time=0:00:02.893046, arrival_time=2021-04-10 01:27:12.375354, cost_time=0:00:18.916006 2021-04-10 01:27:10,575 INFO : TRAIN, epoch=0013, iter=00180/00196, fetch data time cost=1.53ms, fps=2342 images/s, loss=0.4426, top1-acc=84.67%, top5-acc=99.37%, remaining_time=0:00:01.778608, arrival_time=2021-04-10 01:27:12.354249, cost_time=0:00:20.009342 2021-04-10 01:27:11,672 INFO : TRAIN, epoch=0013, iter=00190/00196, fetch data time cost=1.68ms, fps=2334 images/s, loss=0.4429, top1-acc=84.61%, top5-acc=99.37%, remaining_time=0:00:00.666516, arrival_time=2021-04-10 01:27:12.339309, cost_time=0:00:21.106328 2021-04-10 01:27:12,260 INFO : TRAIN, epoch=0013, iter=00196/00196, fetch data time cost=0.13ms, fps=2315 images/s, loss=0.4418, top1-acc=84.62%, top5-acc=99.37%, remaining_time=0:00:00, arrival_time=2021-04-10 01:27:12.260806, cost_time=0:00:21.694512 2021-04-10 01:27:12,608 INFO : EVAL, epoch=0013, iter=00010/00040, fetch data time cost=10.59ms, fps=7396 images/s, loss=0.6693, top1-acc=78.05%, top5-acc=98.01%, remaining_time=0:00:01.038420, arrival_time=2021-04-10 01:27:13.646585, cost_time=0:00:00.346138 2021-04-10 01:27:12,872 INFO : EVAL, epoch=0013, iter=00020/00040, fetch data time cost=0.34ms, fps=9697 images/s, loss=0.6782, top1-acc=77.70%, top5-acc=97.97%, remaining_time=0:00:00.610500, arrival_time=2021-04-10 01:27:13.483162, cost_time=0:00:00.610509 2021-04-10 01:27:13,148 INFO : EVAL, epoch=0013, iter=00030/00040, fetch data time cost=18.64ms, fps=9310 images/s, loss=0.6778, top1-acc=77.73%, top5-acc=98.02%, remaining_time=0:00:00.295360, arrival_time=2021-04-10 01:27:13.443552, cost_time=0:00:00.886072 2021-04-10 01:27:13,394 INFO : EVAL, epoch=0013, iter=00040/00040, fetch data time cost=0.10ms, fps=9441 images/s, loss=0.6676, top1-acc=77.77%, top5-acc=98.03%, remaining_time=0:00:00, arrival_time=2021-04-10 01:27:13.394510, cost_time=0:00:01.132442 2021-04-10 01:27:13,463 INFO : Epoch=0013 complete, best val top1-acc=79.02%, top5-acc=98.65% (epoch=8), remaining_time=1:11:36.253379, arrival_time=2021-04-10 02:38:49.717041, cost_time=0:04:58.670018 2021-04-10 01:27:13,464 INFO : Train start, epoch=0014, lr=0.098961 2021-04-10 01:27:14,783 INFO : TRAIN, epoch=0014, iter=00010/00196, fetch data time cost=2.43ms, fps=1942 images/s, loss=0.4323, top1-acc=84.88%, top5-acc=99.22%, remaining_time=0:00:24.521868, arrival_time=2021-04-10 01:27:39.305351, cost_time=0:00:01.318382 2021-04-10 01:27:15,892 INFO : TRAIN, epoch=0014, iter=00020/00196, fetch data time cost=1.42ms, fps=2310 images/s, loss=0.4229, top1-acc=85.06%, top5-acc=99.30%, remaining_time=0:00:21.359712, arrival_time=2021-04-10 01:27:37.252143, cost_time=0:00:02.427239 2021-04-10 01:27:16,995 INFO : TRAIN, epoch=0014, iter=00030/00196, fetch data time cost=1.43ms, fps=2323 images/s, loss=0.4280, top1-acc=85.12%, top5-acc=99.31%, remaining_time=0:00:19.531892, arrival_time=2021-04-10 01:27:36.526870, cost_time=0:00:03.529863 2021-04-10 01:27:18,091 INFO : TRAIN, epoch=0014, iter=00040/00196, fetch data time cost=2.06ms, fps=2337 images/s, loss=0.4281, top1-acc=85.16%, top5-acc=99.30%, remaining_time=0:00:18.041400, arrival_time=2021-04-10 01:27:36.132516, cost_time=0:00:04.625989 2021-04-10 01:27:19,193 INFO : TRAIN, epoch=0014, iter=00050/00196, fetch data time cost=1.36ms, fps=2323 images/s, loss=0.4261, top1-acc=85.27%, top5-acc=99.29%, remaining_time=0:00:16.727220, arrival_time=2021-04-10 01:27:35.920897, cost_time=0:00:05.728489 2021-04-10 01:27:20,293 INFO : TRAIN, epoch=0014, iter=00060/00196, fetch data time cost=2.04ms, fps=2329 images/s, loss=0.4272, top1-acc=85.33%, top5-acc=99.28%, remaining_time=0:00:15.477888, arrival_time=2021-04-10 01:27:35.771571, cost_time=0:00:06.828463 2021-04-10 01:27:21,384 INFO : TRAIN, epoch=0014, iter=00070/00196, fetch data time cost=1.50ms, fps=2348 images/s, loss=0.4268, top1-acc=85.24%, top5-acc=99.30%, remaining_time=0:00:14.254884, arrival_time=2021-04-10 01:27:35.639356, cost_time=0:00:07.919395 2021-04-10 01:27:22,477 INFO : TRAIN, epoch=0014, iter=00080/00196, fetch data time cost=1.29ms, fps=2344 images/s, loss=0.4236, top1-acc=85.38%, top5-acc=99.34%, remaining_time=0:00:13.067400, arrival_time=2021-04-10 01:27:35.544519, cost_time=0:00:09.011966 2021-04-10 01:27:23,595 INFO : TRAIN, epoch=0014, iter=00090/00196, fetch data time cost=1.57ms, fps=2290 images/s, loss=0.4257, top1-acc=85.32%, top5-acc=99.34%, remaining_time=0:00:11.931360, arrival_time=2021-04-10 01:27:35.526847, cost_time=0:00:10.130427 2021-04-10 01:27:24,696 INFO : TRAIN, epoch=0014, iter=00100/00196, fetch data time cost=1.83ms, fps=2325 images/s, loss=0.4276, top1-acc=85.26%, top5-acc=99.37%, remaining_time=0:00:10.782432, arrival_time=2021-04-10 01:27:35.479187, cost_time=0:00:11.231666 2021-04-10 01:27:25,787 INFO : TRAIN, epoch=0014, iter=00110/00196, fetch data time cost=1.85ms, fps=2347 images/s, loss=0.4273, top1-acc=85.32%, top5-acc=99.37%, remaining_time=0:00:09.634150, arrival_time=2021-04-10 01:27:35.422072, cost_time=0:00:12.322802 2021-04-10 01:27:26,900 INFO : TRAIN, epoch=0014, iter=00120/00196, fetch data time cost=1.47ms, fps=2303 images/s, loss=0.4282, top1-acc=85.27%, top5-acc=99.38%, remaining_time=0:00:08.508884, arrival_time=2021-04-10 01:27:35.409140, cost_time=0:00:13.435028 2021-04-10 01:27:27,991 INFO : TRAIN, epoch=0014, iter=00130/00196, fetch data time cost=1.52ms, fps=2347 images/s, loss=0.4295, top1-acc=85.25%, top5-acc=99.36%, remaining_time=0:00:07.375104, arrival_time=2021-04-10 01:27:35.366901, cost_time=0:00:14.526678 2021-04-10 01:27:29,101 INFO : TRAIN, epoch=0014, iter=00140/00196, fetch data time cost=1.43ms, fps=2308 images/s, loss=0.4295, top1-acc=85.28%, top5-acc=99.35%, remaining_time=0:00:06.254528, arrival_time=2021-04-10 01:27:35.356050, cost_time=0:00:15.636363 2021-04-10 01:27:30,203 INFO : TRAIN, epoch=0014, iter=00150/00196, fetch data time cost=2.72ms, fps=2323 images/s, loss=0.4292, top1-acc=85.26%, top5-acc=99.35%, remaining_time=0:00:05.133232, arrival_time=2021-04-10 01:27:35.337138, cost_time=0:00:16.738754 2021-04-10 01:27:31,299 INFO : TRAIN, epoch=0014, iter=00160/00196, fetch data time cost=2.07ms, fps=2338 images/s, loss=0.4282, top1-acc=85.27%, top5-acc=99.35%, remaining_time=0:00:04.012776, arrival_time=2021-04-10 01:27:35.312406, cost_time=0:00:17.834498 2021-04-10 01:27:32,392 INFO : TRAIN, epoch=0014, iter=00170/00196, fetch data time cost=1.62ms, fps=2344 images/s, loss=0.4287, top1-acc=85.18%, top5-acc=99.35%, remaining_time=0:00:02.894736, arrival_time=2021-04-10 01:27:35.286996, cost_time=0:00:18.927062 2021-04-10 01:27:33,478 INFO : TRAIN, epoch=0014, iter=00180/00196, fetch data time cost=1.32ms, fps=2358 images/s, loss=0.4294, top1-acc=85.13%, top5-acc=99.35%, remaining_time=0:00:01.778992, arrival_time=2021-04-10 01:27:35.257709, cost_time=0:00:20.013640 2021-04-10 01:27:34,572 INFO : TRAIN, epoch=0014, iter=00190/00196, fetch data time cost=1.87ms, fps=2342 images/s, loss=0.4295, top1-acc=85.14%, top5-acc=99.35%, remaining_time=0:00:00.666546, arrival_time=2021-04-10 01:27:35.238972, cost_time=0:00:21.107286 2021-04-10 01:27:35,165 INFO : TRAIN, epoch=0014, iter=00196/00196, fetch data time cost=0.09ms, fps=2297 images/s, loss=0.4311, top1-acc=85.13%, top5-acc=99.35%, remaining_time=0:00:00, arrival_time=2021-04-10 01:27:35.165052, cost_time=0:00:21.699944 2021-04-10 01:27:35,549 INFO : EVAL, epoch=0014, iter=00010/00040, fetch data time cost=0.38ms, fps=6684 images/s, loss=0.6820, top1-acc=77.85%, top5-acc=98.48%, remaining_time=0:00:01.148880, arrival_time=2021-04-10 01:27:36.698407, cost_time=0:00:00.382963 2021-04-10 01:27:35,795 INFO : EVAL, epoch=0014, iter=00020/00040, fetch data time cost=2.13ms, fps=10433 images/s, loss=0.6817, top1-acc=78.09%, top5-acc=98.38%, remaining_time=0:00:00.628860, arrival_time=2021-04-10 01:27:36.424280, cost_time=0:00:00.628856 2021-04-10 01:27:36,050 INFO : EVAL, epoch=0014, iter=00030/00040, fetch data time cost=14.14ms, fps=10077 images/s, loss=0.6770, top1-acc=78.14%, top5-acc=98.36%, remaining_time=0:00:00.294470, arrival_time=2021-04-10 01:27:36.344457, cost_time=0:00:00.883414 2021-04-10 01:27:36,305 INFO : EVAL, epoch=0014, iter=00040/00040, fetch data time cost=0.11ms, fps=9115 images/s, loss=0.6639, top1-acc=78.35%, top5-acc=98.29%, remaining_time=0:00:00, arrival_time=2021-04-10 01:27:36.305075, cost_time=0:00:01.138428 2021-04-10 01:27:36,353 INFO : Epoch=0014 complete, best val top1-acc=79.02%, top5-acc=98.65% (epoch=8), remaining_time=1:11:12.148812, arrival_time=2021-04-10 02:38:48.502021, cost_time=0:05:21.559586 2021-04-10 01:27:36,353 INFO : Train start, epoch=0015, lr=0.098796 2021-04-10 01:27:37,653 INFO : TRAIN, epoch=0015, iter=00010/00196, fetch data time cost=0.41ms, fps=1971 images/s, loss=0.4475, top1-acc=84.26%, top5-acc=99.41%, remaining_time=0:00:24.163818, arrival_time=2021-04-10 01:28:01.817053, cost_time=0:00:01.299132 2021-04-10 01:27:38,784 INFO : TRAIN, epoch=0015, iter=00020/00196, fetch data time cost=1.37ms, fps=2264 images/s, loss=0.4317, top1-acc=85.04%, top5-acc=99.28%, remaining_time=0:00:21.388576, arrival_time=2021-04-10 01:28:00.173284, cost_time=0:00:02.430517 2021-04-10 01:27:39,881 INFO : TRAIN, epoch=0015, iter=00030/00196, fetch data time cost=1.73ms, fps=2336 images/s, loss=0.4263, top1-acc=84.93%, top5-acc=99.36%, remaining_time=0:00:19.515790, arrival_time=2021-04-10 01:27:59.396842, cost_time=0:00:03.526957 2021-04-10 01:27:40,980 INFO : TRAIN, epoch=0015, iter=00040/00196, fetch data time cost=1.82ms, fps=2330 images/s, loss=0.4227, top1-acc=85.01%, top5-acc=99.37%, remaining_time=0:00:18.042024, arrival_time=2021-04-10 01:27:59.022410, cost_time=0:00:04.626153 2021-04-10 01:27:42,085 INFO : TRAIN, epoch=0015, iter=00050/00196, fetch data time cost=1.87ms, fps=2319 images/s, loss=0.4196, top1-acc=85.18%, top5-acc=99.41%, remaining_time=0:00:16.734228, arrival_time=2021-04-10 01:27:58.819342, cost_time=0:00:05.730884 2021-04-10 01:27:43,178 INFO : TRAIN, epoch=0015, iter=00060/00196, fetch data time cost=2.06ms, fps=2343 images/s, loss=0.4193, top1-acc=85.26%, top5-acc=99.42%, remaining_time=0:00:15.467960, arrival_time=2021-04-10 01:27:58.646139, cost_time=0:00:06.824084 2021-04-10 01:27:44,290 INFO : TRAIN, epoch=0015, iter=00070/00196, fetch data time cost=2.30ms, fps=2317 images/s, loss=0.4196, top1-acc=85.28%, top5-acc=99.42%, remaining_time=0:00:14.286132, arrival_time=2021-04-10 01:27:58.577030, cost_time=0:00:07.936731 2021-04-10 01:27:45,398 INFO : TRAIN, epoch=0015, iter=00080/00196, fetch data time cost=1.40ms, fps=2312 images/s, loss=0.4221, top1-acc=85.31%, top5-acc=99.41%, remaining_time=0:00:13.114264, arrival_time=2021-04-10 01:27:58.512759, cost_time=0:00:09.044350 2021-04-10 01:27:46,500 INFO : TRAIN, epoch=0015, iter=00090/00196, fetch data time cost=2.13ms, fps=2325 images/s, loss=0.4199, top1-acc=85.42%, top5-acc=99.42%, remaining_time=0:00:11.949698, arrival_time=2021-04-10 01:27:58.449918, cost_time=0:00:10.145951 2021-04-10 01:27:47,598 INFO : TRAIN, epoch=0015, iter=00100/00196, fetch data time cost=1.37ms, fps=2332 images/s, loss=0.4182, top1-acc=85.48%, top5-acc=99.41%, remaining_time=0:00:10.794624, arrival_time=2021-04-10 01:27:58.393083, cost_time=0:00:11.244354 2021-04-10 01:27:48,716 INFO : TRAIN, epoch=0015, iter=00110/00196, fetch data time cost=2.33ms, fps=2290 images/s, loss=0.4198, top1-acc=85.42%, top5-acc=99.41%, remaining_time=0:00:09.665196, arrival_time=2021-04-10 01:27:58.381875, cost_time=0:00:12.362467 2021-04-10 01:27:49,856 INFO : TRAIN, epoch=0015, iter=00120/00196, fetch data time cost=2.27ms, fps=2248 images/s, loss=0.4199, top1-acc=85.41%, top5-acc=99.41%, remaining_time=0:00:08.551216, arrival_time=2021-04-10 01:27:58.407377, cost_time=0:00:13.501893 2021-04-10 01:27:50,955 INFO : TRAIN, epoch=0015, iter=00130/00196, fetch data time cost=1.85ms, fps=2331 images/s, loss=0.4186, top1-acc=85.53%, top5-acc=99.41%, remaining_time=0:00:07.412856, arrival_time=2021-04-10 01:27:58.368224, cost_time=0:00:14.601127 2021-04-10 01:27:52,071 INFO : TRAIN, epoch=0015, iter=00140/00196, fetch data time cost=1.91ms, fps=2296 images/s, loss=0.4181, top1-acc=85.56%, top5-acc=99.42%, remaining_time=0:00:06.286840, arrival_time=2021-04-10 01:27:58.357987, cost_time=0:00:15.717038 2021-04-10 01:27:53,166 INFO : TRAIN, epoch=0015, iter=00150/00196, fetch data time cost=1.53ms, fps=2338 images/s, loss=0.4169, top1-acc=85.56%, top5-acc=99.43%, remaining_time=0:00:05.155772, arrival_time=2021-04-10 01:27:58.322358, cost_time=0:00:16.812317 2021-04-10 01:27:54,273 INFO : TRAIN, epoch=0015, iter=00160/00196, fetch data time cost=1.79ms, fps=2315 images/s, loss=0.4171, top1-acc=85.56%, top5-acc=99.44%, remaining_time=0:00:04.031712, arrival_time=2021-04-10 01:27:58.304807, cost_time=0:00:17.918792 2021-04-10 01:27:55,367 INFO : TRAIN, epoch=0015, iter=00170/00196, fetch data time cost=1.89ms, fps=2341 images/s, loss=0.4175, top1-acc=85.53%, top5-acc=99.44%, remaining_time=0:00:02.907892, arrival_time=2021-04-10 01:27:58.275220, cost_time=0:00:19.013224 2021-04-10 01:27:56,462 INFO : TRAIN, epoch=0015, iter=00180/00196, fetch data time cost=1.77ms, fps=2338 images/s, loss=0.4187, top1-acc=85.50%, top5-acc=99.45%, remaining_time=0:00:01.787408, arrival_time=2021-04-10 01:27:58.249907, cost_time=0:00:20.108403 2021-04-10 01:27:57,564 INFO : TRAIN, epoch=0015, iter=00190/00196, fetch data time cost=1.36ms, fps=2323 images/s, loss=0.4184, top1-acc=85.53%, top5-acc=99.45%, remaining_time=0:00:00.669810, arrival_time=2021-04-10 01:27:58.234655, cost_time=0:00:21.210604 2021-04-10 01:27:58,151 INFO : TRAIN, epoch=0015, iter=00196/00196, fetch data time cost=1.34ms, fps=2319 images/s, loss=0.4182, top1-acc=85.54%, top5-acc=99.46%, remaining_time=0:00:00, arrival_time=2021-04-10 01:27:58.151944, cost_time=0:00:21.797856 2021-04-10 01:27:58,507 INFO : EVAL, epoch=0015, iter=00010/00040, fetch data time cost=18.97ms, fps=7218 images/s, loss=0.5877, top1-acc=81.09%, top5-acc=98.67%, remaining_time=0:00:01.063980, arrival_time=2021-04-10 01:27:59.571886, cost_time=0:00:00.354656 2021-04-10 01:27:58,746 INFO : EVAL, epoch=0015, iter=00020/00040, fetch data time cost=0.29ms, fps=10733 images/s, loss=0.5908, top1-acc=80.94%, top5-acc=98.65%, remaining_time=0:00:00.593640, arrival_time=2021-04-10 01:27:59.340534, cost_time=0:00:00.593649 2021-04-10 01:27:59,025 INFO : EVAL, epoch=0015, iter=00030/00040, fetch data time cost=8.49ms, fps=9193 images/s, loss=0.5624, top1-acc=81.89%, top5-acc=98.75%, remaining_time=0:00:00.290870, arrival_time=2021-04-10 01:27:59.316730, cost_time=0:00:00.872601 2021-04-10 01:27:59,273 INFO : EVAL, epoch=0015, iter=00040/00040, fetch data time cost=0.07ms, fps=9406 images/s, loss=0.5732, top1-acc=81.84%, top5-acc=98.70%, remaining_time=0:00:00, arrival_time=2021-04-10 01:27:59.272996, cost_time=0:00:01.119816 2021-04-10 01:27:59,352 INFO : Epoch=0015 complete, best val top1-acc=81.84%, top5-acc=98.70% (epoch=15), remaining_time=1:10:49.556005, arrival_time=2021-04-10 02:38:48.908217, cost_time=0:05:44.558590 2021-04-10 01:27:59,353 INFO : Train start, epoch=0016, lr=0.098618 2021-04-10 01:28:00,634 INFO : TRAIN, epoch=0016, iter=00010/00196, fetch data time cost=1.44ms, fps=1998 images/s, loss=0.4086, top1-acc=86.21%, top5-acc=99.61%, remaining_time=0:00:23.825670, arrival_time=2021-04-10 01:28:24.459738, cost_time=0:00:01.280949 2021-04-10 01:28:01,768 INFO : TRAIN, epoch=0016, iter=00020/00196, fetch data time cost=2.02ms, fps=2258 images/s, loss=0.3875, top1-acc=86.70%, top5-acc=99.69%, remaining_time=0:00:21.250944, arrival_time=2021-04-10 01:28:23.018951, cost_time=0:00:02.414881 2021-04-10 01:28:02,890 INFO : TRAIN, epoch=0016, iter=00030/00196, fetch data time cost=1.79ms, fps=2281 images/s, loss=0.3930, top1-acc=86.48%, top5-acc=99.62%, remaining_time=0:00:19.574554, arrival_time=2021-04-10 01:28:22.465421, cost_time=0:00:03.537581 2021-04-10 01:28:03,990 INFO : TRAIN, epoch=0016, iter=00040/00196, fetch data time cost=1.81ms, fps=2330 images/s, loss=0.3958, top1-acc=86.43%, top5-acc=99.55%, remaining_time=0:00:18.085236, arrival_time=2021-04-10 01:28:22.075688, cost_time=0:00:04.637257 2021-04-10 01:28:05,096 INFO : TRAIN, epoch=0016, iter=00050/00196, fetch data time cost=1.43ms, fps=2317 images/s, loss=0.4021, top1-acc=86.19%, top5-acc=99.52%, remaining_time=0:00:16.768976, arrival_time=2021-04-10 01:28:21.865064, cost_time=0:00:05.742825 2021-04-10 01:28:06,200 INFO : TRAIN, epoch=0016, iter=00060/00196, fetch data time cost=2.02ms, fps=2319 images/s, loss=0.4052, top1-acc=86.04%, top5-acc=99.49%, remaining_time=0:00:15.521136, arrival_time=2021-04-10 01:28:21.722000, cost_time=0:00:06.847573 2021-04-10 01:28:07,305 INFO : TRAIN, epoch=0016, iter=00070/00196, fetch data time cost=2.63ms, fps=2319 images/s, loss=0.4094, top1-acc=85.83%, top5-acc=99.49%, remaining_time=0:00:14.314356, arrival_time=2021-04-10 01:28:21.620025, cost_time=0:00:07.952412 2021-04-10 01:28:08,397 INFO : TRAIN, epoch=0016, iter=00080/00196, fetch data time cost=1.50ms, fps=2346 images/s, loss=0.4103, top1-acc=85.78%, top5-acc=99.49%, remaining_time=0:00:13.114728, arrival_time=2021-04-10 01:28:21.512519, cost_time=0:00:09.044611 2021-04-10 01:28:09,492 INFO : TRAIN, epoch=0016, iter=00090/00196, fetch data time cost=1.67ms, fps=2340 images/s, loss=0.4096, top1-acc=85.83%, top5-acc=99.48%, remaining_time=0:00:11.941430, arrival_time=2021-04-10 01:28:21.433617, cost_time=0:00:10.138973 2021-04-10 01:28:10,583 INFO : TRAIN, epoch=0016, iter=00100/00196, fetch data time cost=2.00ms, fps=2348 images/s, loss=0.4072, top1-acc=85.95%, top5-acc=99.49%, remaining_time=0:00:10.780704, arrival_time=2021-04-10 01:28:21.363725, cost_time=0:00:11.229897 2021-04-10 01:28:11,695 INFO : TRAIN, epoch=0016, iter=00110/00196, fetch data time cost=2.31ms, fps=2303 images/s, loss=0.4083, top1-acc=85.87%, top5-acc=99.50%, remaining_time=0:00:09.648942, arrival_time=2021-04-10 01:28:21.343929, cost_time=0:00:12.341680 2021-04-10 01:28:12,794 INFO : TRAIN, epoch=0016, iter=00120/00196, fetch data time cost=1.87ms, fps=2330 images/s, loss=0.4088, top1-acc=85.88%, top5-acc=99.50%, remaining_time=0:00:08.512912, arrival_time=2021-04-10 01:28:21.307505, cost_time=0:00:13.441384 2021-04-10 01:28:13,885 INFO : TRAIN, epoch=0016, iter=00130/00196, fetch data time cost=1.43ms, fps=2348 images/s, loss=0.4114, top1-acc=85.81%, top5-acc=99.49%, remaining_time=0:00:07.377876, arrival_time=2021-04-10 01:28:21.263220, cost_time=0:00:14.532210 2021-04-10 01:28:14,982 INFO : TRAIN, epoch=0016, iter=00140/00196, fetch data time cost=1.68ms, fps=2334 images/s, loss=0.4113, top1-acc=85.80%, top5-acc=99.49%, remaining_time=0:00:06.251840, arrival_time=2021-04-10 01:28:21.234690, cost_time=0:00:15.629584 2021-04-10 01:28:16,119 INFO : TRAIN, epoch=0016, iter=00150/00196, fetch data time cost=2.40ms, fps=2254 images/s, loss=0.4112, top1-acc=85.79%, top5-acc=99.48%, remaining_time=0:00:05.141604, arrival_time=2021-04-10 01:28:21.260840, cost_time=0:00:16.766033 2021-04-10 01:28:17,243 INFO : TRAIN, epoch=0016, iter=00160/00196, fetch data time cost=2.87ms, fps=2279 images/s, loss=0.4111, top1-acc=85.78%, top5-acc=99.48%, remaining_time=0:00:04.025196, arrival_time=2021-04-10 01:28:21.268237, cost_time=0:00:17.889837 2021-04-10 01:28:18,339 INFO : TRAIN, epoch=0016, iter=00170/00196, fetch data time cost=1.39ms, fps=2336 images/s, loss=0.4115, top1-acc=85.78%, top5-acc=99.48%, remaining_time=0:00:02.903836, arrival_time=2021-04-10 01:28:21.243661, cost_time=0:00:18.986540 2021-04-10 01:28:19,431 INFO : TRAIN, epoch=0016, iter=00180/00196, fetch data time cost=1.43ms, fps=2346 images/s, loss=0.4123, top1-acc=85.76%, top5-acc=99.47%, remaining_time=0:00:01.784768, arrival_time=2021-04-10 01:28:21.216605, cost_time=0:00:20.078681 2021-04-10 01:28:20,529 INFO : TRAIN, epoch=0016, iter=00190/00196, fetch data time cost=4.57ms, fps=2333 images/s, loss=0.4117, top1-acc=85.80%, top5-acc=99.48%, remaining_time=0:00:00.668736, arrival_time=2021-04-10 01:28:21.198577, cost_time=0:00:21.176639 2021-04-10 01:28:21,114 INFO : TRAIN, epoch=0016, iter=00196/00196, fetch data time cost=1.26ms, fps=2330 images/s, loss=0.4116, top1-acc=85.80%, top5-acc=99.48%, remaining_time=0:00:00, arrival_time=2021-04-10 01:28:21.114086, cost_time=0:00:21.760972 2021-04-10 01:28:21,463 INFO : EVAL, epoch=0016, iter=00010/00040, fetch data time cost=4.26ms, fps=7351 images/s, loss=0.4870, top1-acc=83.59%, top5-acc=99.34%, remaining_time=0:00:01.044660, arrival_time=2021-04-10 01:28:22.508339, cost_time=0:00:00.348219 2021-04-10 01:28:21,740 INFO : EVAL, epoch=0016, iter=00020/00040, fetch data time cost=0.29ms, fps=9268 images/s, loss=0.5108, top1-acc=82.60%, top5-acc=99.26%, remaining_time=0:00:00.625220, arrival_time=2021-04-10 01:28:22.365773, cost_time=0:00:00.625228 2021-04-10 01:28:21,997 INFO : EVAL, epoch=0016, iter=00030/00040, fetch data time cost=12.05ms, fps=9975 images/s, loss=0.5178, top1-acc=82.58%, top5-acc=99.13%, remaining_time=0:00:00.294130, arrival_time=2021-04-10 01:28:22.291826, cost_time=0:00:00.882396 2021-04-10 01:28:22,230 INFO : EVAL, epoch=0016, iter=00040/00040, fetch data time cost=0.08ms, fps=10007 images/s, loss=0.5200, top1-acc=82.39%, top5-acc=99.03%, remaining_time=0:00:00, arrival_time=2021-04-10 01:28:22.229977, cost_time=0:00:01.114714 2021-04-10 01:28:22,318 INFO : Epoch=0016 complete, best val top1-acc=82.39%, top5-acc=99.03% (epoch=16), remaining_time=1:10:26.534464, arrival_time=2021-04-10 02:38:48.852855, cost_time=0:06:07.524741 2021-04-10 01:28:22,319 INFO : Train start, epoch=0017, lr=0.098429 2021-04-10 01:28:23,641 INFO : TRAIN, epoch=0017, iter=00010/00196, fetch data time cost=0.29ms, fps=1937 images/s, loss=0.4026, top1-acc=86.52%, top5-acc=99.45%, remaining_time=0:00:24.580644, arrival_time=2021-04-10 01:28:48.222075, cost_time=0:00:01.321539 2021-04-10 01:28:24,743 INFO : TRAIN, epoch=0017, iter=00020/00196, fetch data time cost=1.96ms, fps=2324 images/s, loss=0.3944, top1-acc=86.35%, top5-acc=99.53%, remaining_time=0:00:21.329792, arrival_time=2021-04-10 01:28:46.073528, cost_time=0:00:02.423836 2021-04-10 01:28:25,849 INFO : TRAIN, epoch=0017, iter=00030/00196, fetch data time cost=1.44ms, fps=2316 images/s, loss=0.4001, top1-acc=86.09%, top5-acc=99.56%, remaining_time=0:00:19.530066, arrival_time=2021-04-10 01:28:45.379583, cost_time=0:00:03.529521 2021-04-10 01:28:26,949 INFO : TRAIN, epoch=0017, iter=00040/00196, fetch data time cost=1.57ms, fps=2329 images/s, loss=0.3982, top1-acc=86.15%, top5-acc=99.52%, remaining_time=0:00:18.055596, arrival_time=2021-04-10 01:28:45.005094, cost_time=0:00:04.629640 2021-04-10 01:28:28,048 INFO : TRAIN, epoch=0017, iter=00050/00196, fetch data time cost=1.90ms, fps=2330 images/s, loss=0.3958, top1-acc=86.22%, top5-acc=99.55%, remaining_time=0:00:16.727950, arrival_time=2021-04-10 01:28:44.776702, cost_time=0:00:05.728737 2021-04-10 01:28:29,148 INFO : TRAIN, epoch=0017, iter=00060/00196, fetch data time cost=1.54ms, fps=2330 images/s, loss=0.3994, top1-acc=86.15%, top5-acc=99.52%, remaining_time=0:00:15.477752, arrival_time=2021-04-10 01:28:44.625996, cost_time=0:00:06.828406 2021-04-10 01:28:30,250 INFO : TRAIN, epoch=0017, iter=00070/00196, fetch data time cost=1.55ms, fps=2324 images/s, loss=0.3989, top1-acc=86.07%, top5-acc=99.51%, remaining_time=0:00:14.274540, arrival_time=2021-04-10 01:28:44.524770, cost_time=0:00:07.930291 2021-04-10 01:28:31,338 INFO : TRAIN, epoch=0017, iter=00080/00196, fetch data time cost=2.14ms, fps=2353 images/s, loss=0.3999, top1-acc=86.09%, top5-acc=99.46%, remaining_time=0:00:13.077028, arrival_time=2021-04-10 01:28:44.415541, cost_time=0:00:09.018673 2021-04-10 01:28:32,428 INFO : TRAIN, epoch=0017, iter=00090/00196, fetch data time cost=1.87ms, fps=2350 images/s, loss=0.4009, top1-acc=86.03%, top5-acc=99.47%, remaining_time=0:00:11.905284, arrival_time=2021-04-10 01:28:44.333406, cost_time=0:00:10.108271 2021-04-10 01:28:33,516 INFO : TRAIN, epoch=0017, iter=00100/00196, fetch data time cost=1.66ms, fps=2355 images/s, loss=0.4018, top1-acc=86.01%, top5-acc=99.46%, remaining_time=0:00:10.748064, arrival_time=2021-04-10 01:28:44.263985, cost_time=0:00:11.195908 2021-04-10 01:28:34,616 INFO : TRAIN, epoch=0017, iter=00110/00196, fetch data time cost=2.15ms, fps=2327 images/s, loss=0.3997, top1-acc=86.10%, top5-acc=99.46%, remaining_time=0:00:09.613768, arrival_time=2021-04-10 01:28:44.230317, cost_time=0:00:12.296634 2021-04-10 01:28:35,711 INFO : TRAIN, epoch=0017, iter=00120/00196, fetch data time cost=1.85ms, fps=2340 images/s, loss=0.4021, top1-acc=86.01%, top5-acc=99.44%, remaining_time=0:00:08.481220, arrival_time=2021-04-10 01:28:44.192635, cost_time=0:00:13.391413 2021-04-10 01:28:36,812 INFO : TRAIN, epoch=0017, iter=00130/00196, fetch data time cost=1.52ms, fps=2327 images/s, loss=0.4042, top1-acc=85.96%, top5-acc=99.42%, remaining_time=0:00:07.357746, arrival_time=2021-04-10 01:28:44.170131, cost_time=0:00:14.492541 2021-04-10 01:28:37,911 INFO : TRAIN, epoch=0017, iter=00140/00196, fetch data time cost=1.97ms, fps=2331 images/s, loss=0.4043, top1-acc=85.98%, top5-acc=99.43%, remaining_time=0:00:06.236552, arrival_time=2021-04-10 01:28:44.147882, cost_time=0:00:15.591404 2021-04-10 01:28:39,002 INFO : TRAIN, epoch=0017, iter=00150/00196, fetch data time cost=1.71ms, fps=2347 images/s, loss=0.4039, top1-acc=86.01%, top5-acc=99.43%, remaining_time=0:00:05.116074, arrival_time=2021-04-10 01:28:44.118830, cost_time=0:00:16.682913 2021-04-10 01:28:40,097 INFO : TRAIN, epoch=0017, iter=00160/00196, fetch data time cost=1.40ms, fps=2340 images/s, loss=0.4033, top1-acc=86.04%, top5-acc=99.44%, remaining_time=0:00:03.999960, arrival_time=2021-04-10 01:28:44.097374, cost_time=0:00:17.777569 2021-04-10 01:28:41,188 INFO : TRAIN, epoch=0017, iter=00170/00196, fetch data time cost=1.72ms, fps=2347 images/s, loss=0.4031, top1-acc=86.03%, top5-acc=99.46%, remaining_time=0:00:02.885792, arrival_time=2021-04-10 01:28:44.074359, cost_time=0:00:18.868642 2021-04-10 01:28:42,277 INFO : TRAIN, epoch=0017, iter=00180/00196, fetch data time cost=1.41ms, fps=2353 images/s, loss=0.4035, top1-acc=86.00%, top5-acc=99.46%, remaining_time=0:00:01.773984, arrival_time=2021-04-10 01:28:44.051173, cost_time=0:00:19.957280 2021-04-10 01:28:43,371 INFO : TRAIN, epoch=0017, iter=00190/00196, fetch data time cost=1.60ms, fps=2340 images/s, loss=0.4046, top1-acc=86.01%, top5-acc=99.46%, remaining_time=0:00:00.664800, arrival_time=2021-04-10 01:28:44.036679, cost_time=0:00:21.052042 2021-04-10 01:28:43,955 INFO : TRAIN, epoch=0017, iter=00196/00196, fetch data time cost=1.37ms, fps=2333 images/s, loss=0.4047, top1-acc=86.03%, top5-acc=99.46%, remaining_time=0:00:00, arrival_time=2021-04-10 01:28:43.955253, cost_time=0:00:21.635422 2021-04-10 01:28:44,327 INFO : EVAL, epoch=0017, iter=00010/00040, fetch data time cost=0.35ms, fps=6909 images/s, loss=1.2872, top1-acc=65.82%, top5-acc=97.50%, remaining_time=0:00:01.111500, arrival_time=2021-04-10 01:28:45.438588, cost_time=0:00:00.370499 2021-04-10 01:28:44,584 INFO : EVAL, epoch=0017, iter=00020/00040, fetch data time cost=0.30ms, fps=10015 images/s, loss=1.2587, top1-acc=66.52%, top5-acc=97.60%, remaining_time=0:00:00.627620, arrival_time=2021-04-10 01:28:45.211805, cost_time=0:00:00.627622 2021-04-10 01:28:44,851 INFO : EVAL, epoch=0017, iter=00030/00040, fetch data time cost=0.53ms, fps=9598 images/s, loss=1.2366, top1-acc=66.81%, top5-acc=97.84%, remaining_time=0:00:00.298290, arrival_time=2021-04-10 01:28:45.149741, cost_time=0:00:00.894881 2021-04-10 01:28:45,084 INFO : EVAL, epoch=0017, iter=00040/00040, fetch data time cost=0.09ms, fps=9975 images/s, loss=1.1988, top1-acc=67.31%, top5-acc=97.92%, remaining_time=0:00:00, arrival_time=2021-04-10 01:28:45.084704, cost_time=0:00:01.128229 2021-04-10 01:28:45,130 INFO : Epoch=0017 complete, best val top1-acc=82.39%, top5-acc=99.03% (epoch=16), remaining_time=1:10:01.858608, arrival_time=2021-04-10 02:38:46.988816, cost_time=0:06:30.336584 2021-04-10 01:28:45,130 INFO : Train start, epoch=0018, lr=0.098228 2021-04-10 01:28:46,453 INFO : TRAIN, epoch=0018, iter=00010/00196, fetch data time cost=2.69ms, fps=1936 images/s, loss=0.3928, top1-acc=86.48%, top5-acc=99.45%, remaining_time=0:00:24.600360, arrival_time=2021-04-10 01:29:11.054215, cost_time=0:00:01.322597 2021-04-10 01:28:47,550 INFO : TRAIN, epoch=0018, iter=00020/00196, fetch data time cost=2.23ms, fps=2336 images/s, loss=0.3842, top1-acc=86.78%, top5-acc=99.53%, remaining_time=0:00:21.290544, arrival_time=2021-04-10 01:29:08.841053, cost_time=0:00:02.419381 2021-04-10 01:28:48,644 INFO : TRAIN, epoch=0018, iter=00030/00196, fetch data time cost=2.00ms, fps=2343 images/s, loss=0.3868, top1-acc=86.59%, top5-acc=99.56%, remaining_time=0:00:19.437106, arrival_time=2021-04-10 01:29:08.081080, cost_time=0:00:03.512723 2021-04-10 01:28:49,744 INFO : TRAIN, epoch=0018, iter=00040/00196, fetch data time cost=2.62ms, fps=2327 images/s, loss=0.3839, top1-acc=86.72%, top5-acc=99.52%, remaining_time=0:00:17.993040, arrival_time=2021-04-10 01:29:07.737763, cost_time=0:00:04.613604 2021-04-10 01:28:50,850 INFO : TRAIN, epoch=0018, iter=00050/00196, fetch data time cost=2.59ms, fps=2318 images/s, loss=0.3817, top1-acc=86.87%, top5-acc=99.57%, remaining_time=0:00:16.698604, arrival_time=2021-04-10 01:29:07.548605, cost_time=0:00:05.718703 2021-04-10 01:28:51,954 INFO : TRAIN, epoch=0018, iter=00060/00196, fetch data time cost=1.89ms, fps=2319 images/s, loss=0.3792, top1-acc=86.96%, top5-acc=99.54%, remaining_time=0:00:15.467008, arrival_time=2021-04-10 01:29:07.421854, cost_time=0:00:06.823682 2021-04-10 01:28:53,058 INFO : TRAIN, epoch=0018, iter=00070/00196, fetch data time cost=2.01ms, fps=2322 images/s, loss=0.3792, top1-acc=87.00%, top5-acc=99.51%, remaining_time=0:00:14.268366, arrival_time=2021-04-10 01:29:07.326449, cost_time=0:00:07.926886 2021-04-10 01:28:54,156 INFO : TRAIN, epoch=0018, iter=00080/00196, fetch data time cost=1.63ms, fps=2332 images/s, loss=0.3847, top1-acc=86.83%, top5-acc=99.50%, remaining_time=0:00:13.087004, arrival_time=2021-04-10 01:29:07.243728, cost_time=0:00:09.025533 2021-04-10 01:28:55,291 INFO : TRAIN, epoch=0018, iter=00090/00196, fetch data time cost=1.93ms, fps=2258 images/s, loss=0.3845, top1-acc=86.84%, top5-acc=99.51%, remaining_time=0:00:11.966340, arrival_time=2021-04-10 01:29:07.257630, cost_time=0:00:10.160116 2021-04-10 01:28:56,390 INFO : TRAIN, epoch=0018, iter=00100/00196, fetch data time cost=2.33ms, fps=2330 images/s, loss=0.3858, top1-acc=86.79%, top5-acc=99.52%, remaining_time=0:00:10.809120, arrival_time=2021-04-10 01:29:07.199804, cost_time=0:00:11.259494 2021-04-10 01:28:57,487 INFO : TRAIN, epoch=0018, iter=00110/00196, fetch data time cost=2.18ms, fps=2335 images/s, loss=0.3851, top1-acc=86.80%, top5-acc=99.52%, remaining_time=0:00:09.660638, arrival_time=2021-04-10 01:29:07.148516, cost_time=0:00:12.356681 2021-04-10 01:28:58,577 INFO : TRAIN, epoch=0018, iter=00120/00196, fetch data time cost=1.72ms, fps=2350 images/s, loss=0.3868, top1-acc=86.76%, top5-acc=99.50%, remaining_time=0:00:08.516180, arrival_time=2021-04-10 01:29:07.093896, cost_time=0:00:13.446600 2021-04-10 01:28:59,664 INFO : TRAIN, epoch=0018, iter=00130/00196, fetch data time cost=1.44ms, fps=2359 images/s, loss=0.3871, top1-acc=86.72%, top5-acc=99.51%, remaining_time=0:00:07.378008, arrival_time=2021-04-10 01:29:07.042025, cost_time=0:00:14.532406 2021-04-10 01:29:00,831 INFO : TRAIN, epoch=0018, iter=00140/00196, fetch data time cost=1.97ms, fps=2301 images/s, loss=0.3873, top1-acc=86.75%, top5-acc=99.52%, remaining_time=0:00:06.280120, arrival_time=2021-04-10 01:29:07.111578, cost_time=0:00:15.700268 2021-04-10 01:29:01,941 INFO : TRAIN, epoch=0018, iter=00150/00196, fetch data time cost=1.51ms, fps=2309 images/s, loss=0.3878, top1-acc=86.72%, top5-acc=99.52%, remaining_time=0:00:05.154990, arrival_time=2021-04-10 01:29:07.096044, cost_time=0:00:16.809782 2021-04-10 01:29:03,031 INFO : TRAIN, epoch=0018, iter=00160/00196, fetch data time cost=2.26ms, fps=2348 images/s, loss=0.3894, top1-acc=86.67%, top5-acc=99.51%, remaining_time=0:00:04.027680, arrival_time=2021-04-10 01:29:07.059591, cost_time=0:00:17.900812 2021-04-10 01:29:04,131 INFO : TRAIN, epoch=0018, iter=00170/00196, fetch data time cost=1.51ms, fps=2330 images/s, loss=0.3899, top1-acc=86.65%, top5-acc=99.50%, remaining_time=0:00:02.905864, arrival_time=2021-04-10 01:29:07.037008, cost_time=0:00:18.999876 2021-04-10 01:29:05,243 INFO : TRAIN, epoch=0018, iter=00180/00196, fetch data time cost=1.87ms, fps=2303 images/s, loss=0.3919, top1-acc=86.59%, top5-acc=99.51%, remaining_time=0:00:01.787744, arrival_time=2021-04-10 01:29:07.031076, cost_time=0:00:20.112177 2021-04-10 01:29:06,348 INFO : TRAIN, epoch=0018, iter=00190/00196, fetch data time cost=1.64ms, fps=2319 images/s, loss=0.3913, top1-acc=86.62%, top5-acc=99.50%, remaining_time=0:00:00.670008, arrival_time=2021-04-10 01:29:07.018182, cost_time=0:00:21.216873 2021-04-10 01:29:06,949 INFO : TRAIN, epoch=0018, iter=00196/00196, fetch data time cost=1.38ms, fps=2265 images/s, loss=0.3919, top1-acc=86.59%, top5-acc=99.51%, remaining_time=0:00:00, arrival_time=2021-04-10 01:29:06.949427, cost_time=0:00:21.818260 2021-04-10 01:29:07,310 INFO : EVAL, epoch=0018, iter=00010/00040, fetch data time cost=2.35ms, fps=7133 images/s, loss=0.7175, top1-acc=76.13%, top5-acc=98.20%, remaining_time=0:00:01.076610, arrival_time=2021-04-10 01:29:08.386843, cost_time=0:00:00.358868 2021-04-10 01:29:07,567 INFO : EVAL, epoch=0018, iter=00020/00040, fetch data time cost=0.30ms, fps=9970 images/s, loss=0.6898, top1-acc=77.29%, top5-acc=98.54%, remaining_time=0:00:00.616120, arrival_time=2021-04-10 01:29:08.183737, cost_time=0:00:00.616120 2021-04-10 01:29:07,879 INFO : EVAL, epoch=0018, iter=00030/00040, fetch data time cost=13.48ms, fps=8226 images/s, loss=0.6979, top1-acc=77.27%, top5-acc=98.53%, remaining_time=0:00:00.309350, arrival_time=2021-04-10 01:29:08.188722, cost_time=0:00:00.928047 2021-04-10 01:29:08,106 INFO : EVAL, epoch=0018, iter=00040/00040, fetch data time cost=0.05ms, fps=10217 images/s, loss=0.6873, top1-acc=77.37%, top5-acc=98.61%, remaining_time=0:00:00, arrival_time=2021-04-10 01:29:08.106786, cost_time=0:00:01.155478 2021-04-10 01:29:08,148 INFO : Epoch=0018 complete, best val top1-acc=82.39%, top5-acc=99.03% (epoch=16), remaining_time=1:09:39.476028, arrival_time=2021-04-10 02:38:47.624428, cost_time=0:06:53.354776 2021-04-10 01:29:08,149 INFO : Train start, epoch=0019, lr=0.098015 2021-04-10 01:29:09,456 INFO : TRAIN, epoch=0019, iter=00010/00196, fetch data time cost=0.59ms, fps=1959 images/s, loss=0.3398, top1-acc=87.62%, top5-acc=99.65%, remaining_time=0:00:24.302016, arrival_time=2021-04-10 01:29:33.758014, cost_time=0:00:01.306559 2021-04-10 01:29:10,567 INFO : TRAIN, epoch=0019, iter=00020/00196, fetch data time cost=2.39ms, fps=2304 images/s, loss=0.3564, top1-acc=87.46%, top5-acc=99.63%, remaining_time=0:00:21.281392, arrival_time=2021-04-10 01:29:31.849055, cost_time=0:00:02.418346 2021-04-10 01:29:11,662 INFO : TRAIN, epoch=0019, iter=00030/00196, fetch data time cost=1.96ms, fps=2339 images/s, loss=0.3666, top1-acc=87.36%, top5-acc=99.60%, remaining_time=0:00:19.439596, arrival_time=2021-04-10 01:29:31.102216, cost_time=0:00:03.513171 2021-04-10 01:29:12,762 INFO : TRAIN, epoch=0019, iter=00040/00196, fetch data time cost=1.99ms, fps=2328 images/s, loss=0.3714, top1-acc=87.30%, top5-acc=99.61%, remaining_time=0:00:17.993040, arrival_time=2021-04-10 01:29:30.755965, cost_time=0:00:04.613614 2021-04-10 01:29:13,867 INFO : TRAIN, epoch=0019, iter=00050/00196, fetch data time cost=2.85ms, fps=2319 images/s, loss=0.3766, top1-acc=87.09%, top5-acc=99.57%, remaining_time=0:00:16.695976, arrival_time=2021-04-10 01:29:30.563162, cost_time=0:00:05.717818 2021-04-10 01:29:14,970 INFO : TRAIN, epoch=0019, iter=00060/00196, fetch data time cost=2.19ms, fps=2321 images/s, loss=0.3762, top1-acc=87.05%, top5-acc=99.58%, remaining_time=0:00:15.461704, arrival_time=2021-04-10 01:29:30.432407, cost_time=0:00:06.821347 2021-04-10 01:29:16,089 INFO : TRAIN, epoch=0019, iter=00070/00196, fetch data time cost=1.72ms, fps=2290 images/s, loss=0.3761, top1-acc=87.01%, top5-acc=99.56%, remaining_time=0:00:14.291802, arrival_time=2021-04-10 01:29:30.381142, cost_time=0:00:07.939881 2021-04-10 01:29:17,185 INFO : TRAIN, epoch=0019, iter=00080/00196, fetch data time cost=1.62ms, fps=2338 images/s, loss=0.3737, top1-acc=87.14%, top5-acc=99.54%, remaining_time=0:00:13.101968, arrival_time=2021-04-10 01:29:30.287144, cost_time=0:00:09.035876 2021-04-10 01:29:18,284 INFO : TRAIN, epoch=0019, iter=00090/00196, fetch data time cost=1.50ms, fps=2331 images/s, loss=0.3776, top1-acc=86.96%, top5-acc=99.55%, remaining_time=0:00:11.936236, arrival_time=2021-04-10 01:29:30.220199, cost_time=0:00:10.134521 2021-04-10 01:29:19,372 INFO : TRAIN, epoch=0019, iter=00100/00196, fetch data time cost=2.01ms, fps=2353 images/s, loss=0.3780, top1-acc=86.95%, top5-acc=99.53%, remaining_time=0:00:10.774176, arrival_time=2021-04-10 01:29:30.146780, cost_time=0:00:11.223142 2021-04-10 01:29:20,478 INFO : TRAIN, epoch=0019, iter=00110/00196, fetch data time cost=2.10ms, fps=2316 images/s, loss=0.3781, top1-acc=86.96%, top5-acc=99.55%, remaining_time=0:00:09.639224, arrival_time=2021-04-10 01:29:30.117717, cost_time=0:00:12.329213 2021-04-10 01:29:21,572 INFO : TRAIN, epoch=0019, iter=00120/00196, fetch data time cost=2.45ms, fps=2343 images/s, loss=0.3800, top1-acc=86.89%, top5-acc=99.54%, remaining_time=0:00:08.500904, arrival_time=2021-04-10 01:29:30.072824, cost_time=0:00:13.422472 2021-04-10 01:29:22,668 INFO : TRAIN, epoch=0019, iter=00130/00196, fetch data time cost=2.23ms, fps=2338 images/s, loss=0.3830, top1-acc=86.82%, top5-acc=99.53%, remaining_time=0:00:07.371144, arrival_time=2021-04-10 01:29:30.039433, cost_time=0:00:14.518898 2021-04-10 01:29:23,771 INFO : TRAIN, epoch=0019, iter=00140/00196, fetch data time cost=2.01ms, fps=2322 images/s, loss=0.3867, top1-acc=86.71%, top5-acc=99.51%, remaining_time=0:00:06.248928, arrival_time=2021-04-10 01:29:30.020512, cost_time=0:00:15.622279 2021-04-10 01:29:24,864 INFO : TRAIN, epoch=0019, iter=00150/00196, fetch data time cost=1.91ms, fps=2344 images/s, loss=0.3868, top1-acc=86.67%, top5-acc=99.50%, remaining_time=0:00:05.125964, arrival_time=2021-04-10 01:29:29.990386, cost_time=0:00:16.715050 2021-04-10 01:29:25,972 INFO : TRAIN, epoch=0019, iter=00160/00196, fetch data time cost=1.69ms, fps=2311 images/s, loss=0.3870, top1-acc=86.64%, top5-acc=99.51%, remaining_time=0:00:04.010292, arrival_time=2021-04-10 01:29:29.983160, cost_time=0:00:17.823557 2021-04-10 01:29:27,060 INFO : TRAIN, epoch=0019, iter=00170/00196, fetch data time cost=1.91ms, fps=2355 images/s, loss=0.3869, top1-acc=86.65%, top5-acc=99.52%, remaining_time=0:00:02.892266, arrival_time=2021-04-10 01:29:29.952708, cost_time=0:00:18.911054 2021-04-10 01:29:28,156 INFO : TRAIN, epoch=0019, iter=00180/00196, fetch data time cost=1.58ms, fps=2339 images/s, loss=0.3867, top1-acc=86.64%, top5-acc=99.51%, remaining_time=0:00:01.778352, arrival_time=2021-04-10 01:29:29.934289, cost_time=0:00:20.006441 2021-04-10 01:29:29,246 INFO : TRAIN, epoch=0019, iter=00190/00196, fetch data time cost=1.35ms, fps=2348 images/s, loss=0.3872, top1-acc=86.69%, top5-acc=99.51%, remaining_time=0:00:00.666240, arrival_time=2021-04-10 01:29:29.913057, cost_time=0:00:21.097521 2021-04-10 01:29:29,843 INFO : TRAIN, epoch=0019, iter=00196/00196, fetch data time cost=1.80ms, fps=2283 images/s, loss=0.3880, top1-acc=86.67%, top5-acc=99.51%, remaining_time=0:00:00, arrival_time=2021-04-10 01:29:29.843059, cost_time=0:00:21.693676 2021-04-10 01:29:30,224 INFO : EVAL, epoch=0019, iter=00010/00040, fetch data time cost=20.31ms, fps=6747 images/s, loss=0.5761, top1-acc=81.41%, top5-acc=99.10%, remaining_time=0:00:01.138320, arrival_time=2021-04-10 01:29:31.362288, cost_time=0:00:00.379437 2021-04-10 01:29:30,494 INFO : EVAL, epoch=0019, iter=00020/00040, fetch data time cost=0.20ms, fps=9468 images/s, loss=0.5877, top1-acc=80.64%, top5-acc=98.85%, remaining_time=0:00:00.650360, arrival_time=2021-04-10 01:29:31.145203, cost_time=0:00:00.650358 2021-04-10 01:29:30,760 INFO : EVAL, epoch=0019, iter=00030/00040, fetch data time cost=14.35ms, fps=9669 images/s, loss=0.5851, top1-acc=80.65%, top5-acc=98.82%, remaining_time=0:00:00.305160, arrival_time=2021-04-10 01:29:31.065184, cost_time=0:00:00.915492 2021-04-10 01:29:31,030 INFO : EVAL, epoch=0019, iter=00040/00040, fetch data time cost=0.09ms, fps=8589 images/s, loss=0.5879, top1-acc=80.44%, top5-acc=98.80%, remaining_time=0:00:00, arrival_time=2021-04-10 01:29:31.030587, cost_time=0:00:01.186129 2021-04-10 01:29:31,071 INFO : Epoch=0019 complete, best val top1-acc=82.39%, top5-acc=99.03% (epoch=16), remaining_time=1:09:16.117837, arrival_time=2021-04-10 02:38:47.189004, cost_time=0:07:16.277565 2021-04-10 01:29:31,071 INFO : Train start, epoch=0020, lr=0.097790 2021-04-10 01:29:32,367 INFO : TRAIN, epoch=0020, iter=00010/00196, fetch data time cost=1.57ms, fps=1977 images/s, loss=0.3940, top1-acc=86.37%, top5-acc=99.41%, remaining_time=0:00:24.086256, arrival_time=2021-04-10 01:29:56.453296, cost_time=0:00:01.294955 2021-04-10 01:29:33,469 INFO : TRAIN, epoch=0020, iter=00020/00196, fetch data time cost=1.64ms, fps=2324 images/s, loss=0.3705, top1-acc=86.99%, top5-acc=99.59%, remaining_time=0:00:21.094832, arrival_time=2021-04-10 01:29:54.564067, cost_time=0:00:02.397148 2021-04-10 01:29:34,569 INFO : TRAIN, epoch=0020, iter=00030/00196, fetch data time cost=1.96ms, fps=2329 images/s, loss=0.3810, top1-acc=86.73%, top5-acc=99.61%, remaining_time=0:00:19.351118, arrival_time=2021-04-10 01:29:53.920347, cost_time=0:00:03.497189 2021-04-10 01:29:35,684 INFO : TRAIN, epoch=0020, iter=00040/00196, fetch data time cost=2.15ms, fps=2298 images/s, loss=0.3782, top1-acc=86.93%, top5-acc=99.65%, remaining_time=0:00:17.986176, arrival_time=2021-04-10 01:29:53.670147, cost_time=0:00:04.611860 2021-04-10 01:29:36,777 INFO : TRAIN, epoch=0020, iter=00050/00196, fetch data time cost=1.63ms, fps=2342 images/s, loss=0.3771, top1-acc=86.87%, top5-acc=99.66%, remaining_time=0:00:16.660206, arrival_time=2021-04-10 01:29:53.437972, cost_time=0:00:05.705562 2021-04-10 01:29:37,887 INFO : TRAIN, epoch=0020, iter=00060/00196, fetch data time cost=1.91ms, fps=2309 images/s, loss=0.3762, top1-acc=86.88%, top5-acc=99.64%, remaining_time=0:00:15.447968, arrival_time=2021-04-10 01:29:53.335328, cost_time=0:00:06.815303 2021-04-10 01:29:38,985 INFO : TRAIN, epoch=0020, iter=00070/00196, fetch data time cost=2.03ms, fps=2333 images/s, loss=0.3819, top1-acc=86.65%, top5-acc=99.59%, remaining_time=0:00:14.244174, arrival_time=2021-04-10 01:29:53.229708, cost_time=0:00:07.913427 2021-04-10 01:29:40,081 INFO : TRAIN, epoch=0020, iter=00080/00196, fetch data time cost=1.71ms, fps=2337 images/s, loss=0.3823, top1-acc=86.72%, top5-acc=99.57%, remaining_time=0:00:13.064152, arrival_time=2021-04-10 01:29:53.145888, cost_time=0:00:09.009731 2021-04-10 01:29:41,179 INFO : TRAIN, epoch=0020, iter=00090/00196, fetch data time cost=1.94ms, fps=2335 images/s, loss=0.3818, top1-acc=86.71%, top5-acc=99.57%, remaining_time=0:00:11.903482, arrival_time=2021-04-10 01:29:53.082411, cost_time=0:00:10.106756 2021-04-10 01:29:42,274 INFO : TRAIN, epoch=0020, iter=00100/00196, fetch data time cost=1.49ms, fps=2339 images/s, loss=0.3840, top1-acc=86.67%, top5-acc=99.55%, remaining_time=0:00:10.754304, arrival_time=2021-04-10 01:29:53.028684, cost_time=0:00:11.202376 2021-04-10 01:29:43,368 INFO : TRAIN, epoch=0020, iter=00110/00196, fetch data time cost=1.44ms, fps=2342 images/s, loss=0.3847, top1-acc=86.67%, top5-acc=99.54%, remaining_time=0:00:09.613166, arrival_time=2021-04-10 01:29:52.981202, cost_time=0:00:12.295908 2021-04-10 01:29:44,465 INFO : TRAIN, epoch=0020, iter=00120/00196, fetch data time cost=1.94ms, fps=2335 images/s, loss=0.3851, top1-acc=86.72%, top5-acc=99.53%, remaining_time=0:00:08.482360, arrival_time=2021-04-10 01:29:52.947521, cost_time=0:00:13.393144 2021-04-10 01:29:45,557 INFO : TRAIN, epoch=0020, iter=00130/00196, fetch data time cost=1.53ms, fps=2346 images/s, loss=0.3834, top1-acc=86.80%, top5-acc=99.53%, remaining_time=0:00:07.353918, arrival_time=2021-04-10 01:29:52.911048, cost_time=0:00:14.484979 2021-04-10 01:29:46,660 INFO : TRAIN, epoch=0020, iter=00140/00196, fetch data time cost=2.25ms, fps=2322 images/s, loss=0.3847, top1-acc=86.78%, top5-acc=99.53%, remaining_time=0:00:06.235432, arrival_time=2021-04-10 01:29:52.896102, cost_time=0:00:15.588584 2021-04-10 01:29:47,765 INFO : TRAIN, epoch=0020, iter=00150/00196, fetch data time cost=1.61ms, fps=2319 images/s, loss=0.3844, top1-acc=86.77%, top5-acc=99.53%, remaining_time=0:00:05.119248, arrival_time=2021-04-10 01:29:52.884632, cost_time=0:00:16.693221 2021-04-10 01:29:48,856 INFO : TRAIN, epoch=0020, iter=00160/00196, fetch data time cost=1.70ms, fps=2348 images/s, loss=0.3838, top1-acc=86.84%, top5-acc=99.52%, remaining_time=0:00:04.001436, arrival_time=2021-04-10 01:29:52.857882, cost_time=0:00:17.784132 2021-04-10 01:29:49,954 INFO : TRAIN, epoch=0020, iter=00170/00196, fetch data time cost=2.61ms, fps=2335 images/s, loss=0.3828, top1-acc=86.89%, top5-acc=99.52%, remaining_time=0:00:02.887820, arrival_time=2021-04-10 01:29:52.841752, cost_time=0:00:18.881873 2021-04-10 01:29:51,047 INFO : TRAIN, epoch=0020, iter=00180/00196, fetch data time cost=1.74ms, fps=2342 images/s, loss=0.3838, top1-acc=86.87%, top5-acc=99.52%, remaining_time=0:00:01.775632, arrival_time=2021-04-10 01:29:52.823479, cost_time=0:00:19.975826 2021-04-10 01:29:52,143 INFO : TRAIN, epoch=0020, iter=00190/00196, fetch data time cost=1.26ms, fps=2338 images/s, loss=0.3824, top1-acc=86.95%, top5-acc=99.51%, remaining_time=0:00:00.665418, arrival_time=2021-04-10 01:29:52.809023, cost_time=0:00:21.071481 2021-04-10 01:29:52,734 INFO : TRAIN, epoch=0020, iter=00196/00196, fetch data time cost=1.30ms, fps=2303 images/s, loss=0.3837, top1-acc=86.91%, top5-acc=99.51%, remaining_time=0:00:00, arrival_time=2021-04-10 01:29:52.734765, cost_time=0:00:21.662758 2021-04-10 01:29:53,122 INFO : EVAL, epoch=0020, iter=00010/00040, fetch data time cost=39.81ms, fps=6623 images/s, loss=0.9866, top1-acc=71.52%, top5-acc=97.46%, remaining_time=0:00:01.159590, arrival_time=2021-04-10 01:29:54.282150, cost_time=0:00:00.386529 2021-04-10 01:29:53,400 INFO : EVAL, epoch=0020, iter=00020/00040, fetch data time cost=0.29ms, fps=9233 images/s, loss=0.9886, top1-acc=71.45%, top5-acc=97.25%, remaining_time=0:00:00.664320, arrival_time=2021-04-10 01:29:54.064667, cost_time=0:00:00.664317 2021-04-10 01:29:53,673 INFO : EVAL, epoch=0020, iter=00030/00040, fetch data time cost=8.02ms, fps=9390 images/s, loss=0.9876, top1-acc=71.28%, top5-acc=97.36%, remaining_time=0:00:00.312490, arrival_time=2021-04-10 01:29:53.985990, cost_time=0:00:00.937479 2021-04-10 01:29:53,903 INFO : EVAL, epoch=0020, iter=00040/00040, fetch data time cost=0.08ms, fps=10127 images/s, loss=0.9983, top1-acc=71.25%, top5-acc=97.28%, remaining_time=0:00:00, arrival_time=2021-04-10 01:29:53.903258, cost_time=0:00:01.167262 2021-04-10 01:29:53,976 INFO : Epoch=0020 complete, best val top1-acc=82.39%, top5-acc=99.03% (epoch=16), remaining_time=1:08:52.640700, arrival_time=2021-04-10 02:38:46.616641, cost_time=0:07:39.182300 2021-04-10 01:29:53,977 INFO : Train start, epoch=0021, lr=0.097553 2021-04-10 01:29:55,280 INFO : TRAIN, epoch=0021, iter=00010/00196, fetch data time cost=2.22ms, fps=1964 images/s, loss=0.3774, top1-acc=86.87%, top5-acc=99.37%, remaining_time=0:00:24.240636, arrival_time=2021-04-10 01:30:19.521411, cost_time=0:00:01.303260 2021-04-10 01:29:56,387 INFO : TRAIN, epoch=0021, iter=00020/00196, fetch data time cost=1.65ms, fps=2315 images/s, loss=0.3872, top1-acc=86.58%, top5-acc=99.34%, remaining_time=0:00:21.209936, arrival_time=2021-04-10 01:30:17.597521, cost_time=0:00:02.410228 2021-04-10 01:29:57,480 INFO : TRAIN, epoch=0021, iter=00030/00196, fetch data time cost=1.53ms, fps=2344 images/s, loss=0.3844, top1-acc=86.48%, top5-acc=99.35%, remaining_time=0:00:19.382990, arrival_time=2021-04-10 01:30:16.863441, cost_time=0:00:03.502963 2021-04-10 01:29:58,579 INFO : TRAIN, epoch=0021, iter=00040/00196, fetch data time cost=2.10ms, fps=2331 images/s, loss=0.3754, top1-acc=86.87%, top5-acc=99.45%, remaining_time=0:00:17.948112, arrival_time=2021-04-10 01:30:16.527713, cost_time=0:00:04.602071 2021-04-10 01:29:59,679 INFO : TRAIN, epoch=0021, iter=00050/00196, fetch data time cost=2.23ms, fps=2329 images/s, loss=0.3813, top1-acc=86.83%, top5-acc=99.51%, remaining_time=0:00:16.649840, arrival_time=2021-04-10 01:30:16.329285, cost_time=0:00:05.702016 2021-04-10 01:30:00,789 INFO : TRAIN, epoch=0021, iter=00060/00196, fetch data time cost=1.87ms, fps=2309 images/s, loss=0.3828, top1-acc=86.76%, top5-acc=99.51%, remaining_time=0:00:15.439536, arrival_time=2021-04-10 01:30:16.228562, cost_time=0:00:06.811536 2021-04-10 01:30:01,892 INFO : TRAIN, epoch=0021, iter=00070/00196, fetch data time cost=1.99ms, fps=2323 images/s, loss=0.3794, top1-acc=86.85%, top5-acc=99.50%, remaining_time=0:00:14.246316, arrival_time=2021-04-10 01:30:16.138368, cost_time=0:00:07.914613 2021-04-10 01:30:02,982 INFO : TRAIN, epoch=0021, iter=00080/00196, fetch data time cost=1.70ms, fps=2348 images/s, loss=0.3792, top1-acc=86.92%, top5-acc=99.49%, remaining_time=0:00:13.058004, arrival_time=2021-04-10 01:30:16.040903, cost_time=0:00:09.005540 2021-04-10 01:30:04,078 INFO : TRAIN, epoch=0021, iter=00090/00196, fetch data time cost=1.94ms, fps=2338 images/s, loss=0.3786, top1-acc=86.95%, top5-acc=99.51%, remaining_time=0:00:11.896592, arrival_time=2021-04-10 01:30:15.974923, cost_time=0:00:10.100868 2021-04-10 01:30:05,184 INFO : TRAIN, epoch=0021, iter=00100/00196, fetch data time cost=5.62ms, fps=2315 images/s, loss=0.3805, top1-acc=86.87%, top5-acc=99.49%, remaining_time=0:00:10.758912, arrival_time=2021-04-10 01:30:15.943622, cost_time=0:00:11.207225 2021-04-10 01:30:06,288 INFO : TRAIN, epoch=0021, iter=00110/00196, fetch data time cost=1.60ms, fps=2321 images/s, loss=0.3804, top1-acc=86.87%, top5-acc=99.49%, remaining_time=0:00:09.625034, arrival_time=2021-04-10 01:30:15.913652, cost_time=0:00:12.311059 2021-04-10 01:30:07,389 INFO : TRAIN, epoch=0021, iter=00120/00196, fetch data time cost=1.98ms, fps=2327 images/s, loss=0.3817, top1-acc=86.84%, top5-acc=99.48%, remaining_time=0:00:08.494520, arrival_time=2021-04-10 01:30:15.884288, cost_time=0:00:13.412403 2021-04-10 01:30:08,495 INFO : TRAIN, epoch=0021, iter=00130/00196, fetch data time cost=2.17ms, fps=2316 images/s, loss=0.3814, top1-acc=86.85%, top5-acc=99.49%, remaining_time=0:00:07.370748, arrival_time=2021-04-10 01:30:15.866354, cost_time=0:00:14.518100 2021-04-10 01:30:09,596 INFO : TRAIN, epoch=0021, iter=00140/00196, fetch data time cost=1.97ms, fps=2327 images/s, loss=0.3814, top1-acc=86.85%, top5-acc=99.49%, remaining_time=0:00:06.247752, arrival_time=2021-04-10 01:30:15.844437, cost_time=0:00:15.619320 2021-04-10 01:30:10,692 INFO : TRAIN, epoch=0021, iter=00150/00196, fetch data time cost=1.54ms, fps=2337 images/s, loss=0.3819, top1-acc=86.87%, top5-acc=99.48%, remaining_time=0:00:05.126010, arrival_time=2021-04-10 01:30:15.818780, cost_time=0:00:16.715316 2021-04-10 01:30:11,804 INFO : TRAIN, epoch=0021, iter=00160/00196, fetch data time cost=2.31ms, fps=2304 images/s, loss=0.3822, top1-acc=86.85%, top5-acc=99.48%, remaining_time=0:00:04.011120, arrival_time=2021-04-10 01:30:15.815710, cost_time=0:00:17.827135 2021-04-10 01:30:12,901 INFO : TRAIN, epoch=0021, iter=00170/00196, fetch data time cost=2.23ms, fps=2336 images/s, loss=0.3815, top1-acc=86.85%, top5-acc=99.49%, remaining_time=0:00:02.894216, arrival_time=2021-04-10 01:30:15.795359, cost_time=0:00:18.923635 2021-04-10 01:30:13,995 INFO : TRAIN, epoch=0021, iter=00180/00196, fetch data time cost=1.90ms, fps=2340 images/s, loss=0.3818, top1-acc=86.85%, top5-acc=99.50%, remaining_time=0:00:01.779424, arrival_time=2021-04-10 01:30:15.775320, cost_time=0:00:20.018525 2021-04-10 01:30:15,089 INFO : TRAIN, epoch=0021, iter=00190/00196, fetch data time cost=1.43ms, fps=2341 images/s, loss=0.3806, top1-acc=86.90%, top5-acc=99.50%, remaining_time=0:00:00.666708, arrival_time=2021-04-10 01:30:15.756592, cost_time=0:00:21.112451 2021-04-10 01:30:15,680 INFO : TRAIN, epoch=0021, iter=00196/00196, fetch data time cost=2.02ms, fps=2306 images/s, loss=0.3802, top1-acc=86.90%, top5-acc=99.49%, remaining_time=0:00:00, arrival_time=2021-04-10 01:30:15.680188, cost_time=0:00:21.702785 2021-04-10 01:30:16,082 INFO : EVAL, epoch=0021, iter=00010/00040, fetch data time cost=4.87ms, fps=6394 images/s, loss=0.6057, top1-acc=80.35%, top5-acc=98.83%, remaining_time=0:00:01.201080, arrival_time=2021-04-10 01:30:17.283592, cost_time=0:00:00.400360 2021-04-10 01:30:16,341 INFO : EVAL, epoch=0021, iter=00020/00040, fetch data time cost=0.41ms, fps=9924 images/s, loss=0.6173, top1-acc=79.75%, top5-acc=98.93%, remaining_time=0:00:00.658860, arrival_time=2021-04-10 01:30:16.999845, cost_time=0:00:00.658858 2021-04-10 01:30:16,587 INFO : EVAL, epoch=0021, iter=00030/00040, fetch data time cost=1.96ms, fps=10405 images/s, loss=0.6050, top1-acc=80.09%, top5-acc=98.98%, remaining_time=0:00:00.301800, arrival_time=2021-04-10 01:30:16.889452, cost_time=0:00:00.905397 2021-04-10 01:30:16,819 INFO : EVAL, epoch=0021, iter=00040/00040, fetch data time cost=0.12ms, fps=10042 images/s, loss=0.5923, top1-acc=80.58%, top5-acc=99.02%, remaining_time=0:00:00, arrival_time=2021-04-10 01:30:16.819350, cost_time=0:00:01.137215 2021-04-10 01:30:16,867 INFO : Epoch=0021 complete, best val top1-acc=82.39%, top5-acc=99.03% (epoch=16), remaining_time=1:08:29.108606, arrival_time=2021-04-10 02:38:45.976418, cost_time=0:08:02.074187 2021-04-10 01:30:16,868 INFO : Train start, epoch=0022, lr=0.097304 2021-04-10 01:30:18,174 INFO : TRAIN, epoch=0022, iter=00010/00196, fetch data time cost=1.55ms, fps=1961 images/s, loss=0.3466, top1-acc=88.01%, top5-acc=99.49%, remaining_time=0:00:24.280626, arrival_time=2021-04-10 01:30:42.455110, cost_time=0:00:01.305411 2021-04-10 01:30:19,283 INFO : TRAIN, epoch=0022, iter=00020/00196, fetch data time cost=2.08ms, fps=2310 images/s, loss=0.3366, top1-acc=88.71%, top5-acc=99.57%, remaining_time=0:00:21.243552, arrival_time=2021-04-10 01:30:40.526811, cost_time=0:00:02.414036 2021-04-10 01:30:20,405 INFO : TRAIN, epoch=0022, iter=00030/00196, fetch data time cost=1.87ms, fps=2283 images/s, loss=0.3500, top1-acc=88.33%, top5-acc=99.53%, remaining_time=0:00:19.566420, arrival_time=2021-04-10 01:30:39.971747, cost_time=0:00:03.536091 2021-04-10 01:30:21,507 INFO : TRAIN, epoch=0022, iter=00040/00196, fetch data time cost=1.52ms, fps=2325 images/s, loss=0.3580, top1-acc=88.08%, top5-acc=99.55%, remaining_time=0:00:18.087420, arrival_time=2021-04-10 01:30:39.594612, cost_time=0:00:04.637813 2021-04-10 01:30:22,603 INFO : TRAIN, epoch=0022, iter=00050/00196, fetch data time cost=1.53ms, fps=2337 images/s, loss=0.3613, top1-acc=87.80%, top5-acc=99.59%, remaining_time=0:00:16.745470, arrival_time=2021-04-10 01:30:39.349288, cost_time=0:00:05.734744 2021-04-10 01:30:23,691 INFO : TRAIN, epoch=0022, iter=00060/00196, fetch data time cost=1.85ms, fps=2354 images/s, loss=0.3623, top1-acc=87.69%, top5-acc=99.58%, remaining_time=0:00:15.464424, arrival_time=2021-04-10 01:30:39.156047, cost_time=0:00:06.822541 2021-04-10 01:30:24,811 INFO : TRAIN, epoch=0022, iter=00070/00196, fetch data time cost=1.60ms, fps=2287 images/s, loss=0.3616, top1-acc=87.67%, top5-acc=99.56%, remaining_time=0:00:14.296338, arrival_time=2021-04-10 01:30:39.107875, cost_time=0:00:07.942387 2021-04-10 01:30:25,954 INFO : TRAIN, epoch=0022, iter=00080/00196, fetch data time cost=2.30ms, fps=2241 images/s, loss=0.3622, top1-acc=87.64%, top5-acc=99.55%, remaining_time=0:00:13.174004, arrival_time=2021-04-10 01:30:39.128758, cost_time=0:00:09.085531 2021-04-10 01:30:27,052 INFO : TRAIN, epoch=0022, iter=00090/00196, fetch data time cost=1.72ms, fps=2334 images/s, loss=0.3623, top1-acc=87.63%, top5-acc=99.56%, remaining_time=0:00:11.993582, arrival_time=2021-04-10 01:30:39.046021, cost_time=0:00:10.183193 2021-04-10 01:30:28,156 INFO : TRAIN, epoch=0022, iter=00100/00196, fetch data time cost=1.81ms, fps=2320 images/s, loss=0.3634, top1-acc=87.60%, top5-acc=99.55%, remaining_time=0:00:10.836096, arrival_time=2021-04-10 01:30:38.992791, cost_time=0:00:11.287606 2021-04-10 01:30:29,257 INFO : TRAIN, epoch=0022, iter=00110/00196, fetch data time cost=1.47ms, fps=2326 images/s, loss=0.3642, top1-acc=87.62%, top5-acc=99.57%, remaining_time=0:00:09.685750, arrival_time=2021-04-10 01:30:38.943635, cost_time=0:00:12.388737 2021-04-10 01:30:30,365 INFO : TRAIN, epoch=0022, iter=00120/00196, fetch data time cost=2.02ms, fps=2313 images/s, loss=0.3664, top1-acc=87.53%, top5-acc=99.55%, remaining_time=0:00:08.547644, arrival_time=2021-04-10 01:30:38.913031, cost_time=0:00:13.496266 2021-04-10 01:30:31,481 INFO : TRAIN, epoch=0022, iter=00130/00196, fetch data time cost=1.56ms, fps=2295 images/s, loss=0.3651, top1-acc=87.58%, top5-acc=99.55%, remaining_time=0:00:07.418730, arrival_time=2021-04-10 01:30:38.900534, cost_time=0:00:14.612595 2021-04-10 01:30:32,573 INFO : TRAIN, epoch=0022, iter=00140/00196, fetch data time cost=2.00ms, fps=2347 images/s, loss=0.3662, top1-acc=87.54%, top5-acc=99.55%, remaining_time=0:00:06.281632, arrival_time=2021-04-10 01:30:38.854858, cost_time=0:00:15.704084 2021-04-10 01:30:33,671 INFO : TRAIN, epoch=0022, iter=00150/00196, fetch data time cost=1.63ms, fps=2332 images/s, loss=0.3675, top1-acc=87.46%, top5-acc=99.55%, remaining_time=0:00:05.152828, arrival_time=2021-04-10 01:30:38.824693, cost_time=0:00:16.802755 2021-04-10 01:30:34,777 INFO : TRAIN, epoch=0022, iter=00160/00196, fetch data time cost=1.81ms, fps=2318 images/s, loss=0.3691, top1-acc=87.42%, top5-acc=99.56%, remaining_time=0:00:04.029264, arrival_time=2021-04-10 01:30:38.806329, cost_time=0:00:17.907856 2021-04-10 01:30:35,876 INFO : TRAIN, epoch=0022, iter=00170/00196, fetch data time cost=1.46ms, fps=2330 images/s, loss=0.3695, top1-acc=87.42%, top5-acc=99.55%, remaining_time=0:00:02.907034, arrival_time=2021-04-10 01:30:38.783709, cost_time=0:00:19.007594 2021-04-10 01:30:36,973 INFO : TRAIN, epoch=0022, iter=00180/00196, fetch data time cost=1.59ms, fps=2336 images/s, loss=0.3701, top1-acc=87.37%, top5-acc=99.55%, remaining_time=0:00:01.787040, arrival_time=2021-04-10 01:30:38.760399, cost_time=0:00:20.104152 2021-04-10 01:30:38,068 INFO : TRAIN, epoch=0022, iter=00190/00196, fetch data time cost=1.77ms, fps=2338 images/s, loss=0.3715, top1-acc=87.32%, top5-acc=99.55%, remaining_time=0:00:00.669468, arrival_time=2021-04-10 01:30:38.738354, cost_time=0:00:21.199802 2021-04-10 01:30:38,656 INFO : TRAIN, epoch=0022, iter=00196/00196, fetch data time cost=1.33ms, fps=2317 images/s, loss=0.3721, top1-acc=87.30%, top5-acc=99.54%, remaining_time=0:00:00, arrival_time=2021-04-10 01:30:38.656330, cost_time=0:00:21.787286 2021-04-10 01:30:39,002 INFO : EVAL, epoch=0022, iter=00010/00040, fetch data time cost=23.82ms, fps=7425 images/s, loss=0.6650, top1-acc=77.77%, top5-acc=99.02%, remaining_time=0:00:01.034220, arrival_time=2021-04-10 01:30:40.036585, cost_time=0:00:00.344741 2021-04-10 01:30:39,273 INFO : EVAL, epoch=0022, iter=00020/00040, fetch data time cost=0.39ms, fps=9461 images/s, loss=0.6637, top1-acc=77.81%, top5-acc=99.00%, remaining_time=0:00:00.616300, arrival_time=2021-04-10 01:30:39.890082, cost_time=0:00:00.616306 2021-04-10 01:30:39,531 INFO : EVAL, epoch=0022, iter=00030/00040, fetch data time cost=5.05ms, fps=9955 images/s, loss=0.6715, top1-acc=77.80%, top5-acc=99.01%, remaining_time=0:00:00.291300, arrival_time=2021-04-10 01:30:39.822727, cost_time=0:00:00.873891 2021-04-10 01:30:39,782 INFO : EVAL, epoch=0022, iter=00040/00040, fetch data time cost=0.12ms, fps=9279 images/s, loss=0.6708, top1-acc=77.84%, top5-acc=99.00%, remaining_time=0:00:00, arrival_time=2021-04-10 01:30:39.781960, cost_time=0:00:01.124472 2021-04-10 01:30:39,841 INFO : Epoch=0022 complete, best val top1-acc=82.39%, top5-acc=99.03% (epoch=16), remaining_time=1:08:06.296694, arrival_time=2021-04-10 02:38:46.138208, cost_time=0:08:25.047899 2021-04-10 01:30:39,842 INFO : Train start, epoch=0023, lr=0.097044 2021-04-10 01:30:41,126 INFO : TRAIN, epoch=0023, iter=00010/00196, fetch data time cost=0.54ms, fps=1993 images/s, loss=0.3505, top1-acc=88.24%, top5-acc=99.69%, remaining_time=0:00:23.887050, arrival_time=2021-04-10 01:31:05.013766, cost_time=0:00:01.284254 2021-04-10 01:30:42,219 INFO : TRAIN, epoch=0023, iter=00020/00196, fetch data time cost=1.49ms, fps=2345 images/s, loss=0.3537, top1-acc=87.70%, top5-acc=99.67%, remaining_time=0:00:20.915840, arrival_time=2021-04-10 01:31:03.135103, cost_time=0:00:02.376807 2021-04-10 01:30:43,335 INFO : TRAIN, epoch=0023, iter=00030/00196, fetch data time cost=2.10ms, fps=2295 images/s, loss=0.3467, top1-acc=88.05%, top5-acc=99.65%, remaining_time=0:00:19.326550, arrival_time=2021-04-10 01:31:02.661838, cost_time=0:00:03.492745 2021-04-10 01:30:44,439 INFO : TRAIN, epoch=0023, iter=00040/00196, fetch data time cost=2.16ms, fps=2319 images/s, loss=0.3490, top1-acc=88.11%, top5-acc=99.66%, remaining_time=0:00:17.929860, arrival_time=2021-04-10 01:31:02.369751, cost_time=0:00:04.597407 2021-04-10 01:30:45,550 INFO : TRAIN, epoch=0023, iter=00050/00196, fetch data time cost=2.02ms, fps=2307 images/s, loss=0.3524, top1-acc=87.92%, top5-acc=99.66%, remaining_time=0:00:16.666484, arrival_time=2021-04-10 01:31:02.216642, cost_time=0:00:05.707712 2021-04-10 01:30:46,675 INFO : TRAIN, epoch=0023, iter=00060/00196, fetch data time cost=2.20ms, fps=2276 images/s, loss=0.3529, top1-acc=87.89%, top5-acc=99.67%, remaining_time=0:00:15.488904, arrival_time=2021-04-10 01:31:02.164728, cost_time=0:00:06.833352 2021-04-10 01:30:47,764 INFO : TRAIN, epoch=0023, iter=00070/00196, fetch data time cost=1.73ms, fps=2354 images/s, loss=0.3535, top1-acc=87.88%, top5-acc=99.67%, remaining_time=0:00:14.259042, arrival_time=2021-04-10 01:31:02.023202, cost_time=0:00:07.921693 2021-04-10 01:30:48,868 INFO : TRAIN, epoch=0023, iter=00080/00196, fetch data time cost=1.96ms, fps=2319 images/s, loss=0.3557, top1-acc=87.67%, top5-acc=99.65%, remaining_time=0:00:13.088048, arrival_time=2021-04-10 01:31:01.956762, cost_time=0:00:09.026223 2021-04-10 01:30:49,962 INFO : TRAIN, epoch=0023, iter=00090/00196, fetch data time cost=3.07ms, fps=2343 images/s, loss=0.3579, top1-acc=87.64%, top5-acc=99.63%, remaining_time=0:00:11.918534, arrival_time=2021-04-10 01:31:01.880634, cost_time=0:00:10.119533 2021-04-10 01:30:51,066 INFO : TRAIN, epoch=0023, iter=00100/00196, fetch data time cost=2.03ms, fps=2321 images/s, loss=0.3573, top1-acc=87.65%, top5-acc=99.64%, remaining_time=0:00:10.774560, arrival_time=2021-04-10 01:31:01.840567, cost_time=0:00:11.223532 2021-04-10 01:30:52,159 INFO : TRAIN, epoch=0023, iter=00110/00196, fetch data time cost=1.63ms, fps=2342 images/s, loss=0.3602, top1-acc=87.54%, top5-acc=99.60%, remaining_time=0:00:09.629850, arrival_time=2021-04-10 01:31:01.789525, cost_time=0:00:12.317218 2021-04-10 01:30:53,261 INFO : TRAIN, epoch=0023, iter=00120/00196, fetch data time cost=1.65ms, fps=2326 images/s, loss=0.3609, top1-acc=87.53%, top5-acc=99.58%, remaining_time=0:00:08.498472, arrival_time=2021-04-10 01:31:01.759640, cost_time=0:00:13.418669 2021-04-10 01:30:54,362 INFO : TRAIN, epoch=0023, iter=00130/00196, fetch data time cost=2.09ms, fps=2325 images/s, loss=0.3620, top1-acc=87.51%, top5-acc=99.59%, remaining_time=0:00:07.371804, arrival_time=2021-04-10 01:31:01.734449, cost_time=0:00:14.520241 2021-04-10 01:30:55,465 INFO : TRAIN, epoch=0023, iter=00140/00196, fetch data time cost=1.56ms, fps=2323 images/s, loss=0.3620, top1-acc=87.54%, top5-acc=99.60%, remaining_time=0:00:06.249040, arrival_time=2021-04-10 01:31:01.714226, cost_time=0:00:15.622649 2021-04-10 01:30:56,571 INFO : TRAIN, epoch=0023, iter=00150/00196, fetch data time cost=1.86ms, fps=2317 images/s, loss=0.3614, top1-acc=87.57%, top5-acc=99.60%, remaining_time=0:00:05.130104, arrival_time=2021-04-10 01:31:01.701104, cost_time=0:00:16.728525 2021-04-10 01:30:57,669 INFO : TRAIN, epoch=0023, iter=00160/00196, fetch data time cost=2.09ms, fps=2333 images/s, loss=0.3629, top1-acc=87.54%, top5-acc=99.58%, remaining_time=0:00:04.011012, arrival_time=2021-04-10 01:31:01.680147, cost_time=0:00:17.826724 2021-04-10 01:30:58,758 INFO : TRAIN, epoch=0023, iter=00170/00196, fetch data time cost=2.25ms, fps=2350 images/s, loss=0.3655, top1-acc=87.44%, top5-acc=99.57%, remaining_time=0:00:02.893098, arrival_time=2021-04-10 01:31:01.651906, cost_time=0:00:18.916403 2021-04-10 01:30:59,856 INFO : TRAIN, epoch=0023, iter=00180/00196, fetch data time cost=1.66ms, fps=2335 images/s, loss=0.3651, top1-acc=87.44%, top5-acc=99.58%, remaining_time=0:00:01.778960, arrival_time=2021-04-10 01:31:01.634881, cost_time=0:00:20.013387 2021-04-10 01:31:00,966 INFO : TRAIN, epoch=0023, iter=00190/00196, fetch data time cost=1.40ms, fps=2306 images/s, loss=0.3650, top1-acc=87.46%, top5-acc=99.58%, remaining_time=0:00:00.667086, arrival_time=2021-04-10 01:31:01.633843, cost_time=0:00:21.124337 2021-04-10 01:31:01,555 INFO : TRAIN, epoch=0023, iter=00196/00196, fetch data time cost=1.50ms, fps=2313 images/s, loss=0.3644, top1-acc=87.47%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-10 01:31:01.555394, cost_time=0:00:21.712967 2021-04-10 01:31:01,899 INFO : EVAL, epoch=0023, iter=00010/00040, fetch data time cost=2.67ms, fps=7488 images/s, loss=0.8812, top1-acc=75.23%, top5-acc=98.67%, remaining_time=0:00:01.025520, arrival_time=2021-04-10 01:31:02.924492, cost_time=0:00:00.341845 2021-04-10 01:31:02,188 INFO : EVAL, epoch=0023, iter=00020/00040, fetch data time cost=0.45ms, fps=8849 images/s, loss=0.8771, top1-acc=75.10%, top5-acc=98.61%, remaining_time=0:00:00.631620, arrival_time=2021-04-10 01:31:02.820386, cost_time=0:00:00.631611 2021-04-10 01:31:02,472 INFO : EVAL, epoch=0023, iter=00030/00040, fetch data time cost=0.42ms, fps=9040 images/s, loss=0.8464, top1-acc=75.61%, top5-acc=98.74%, remaining_time=0:00:00.305110, arrival_time=2021-04-10 01:31:02.777576, cost_time=0:00:00.915318 2021-04-10 01:31:02,718 INFO : EVAL, epoch=0023, iter=00040/00040, fetch data time cost=0.09ms, fps=9468 images/s, loss=0.8445, top1-acc=75.58%, top5-acc=98.69%, remaining_time=0:00:00, arrival_time=2021-04-10 01:31:02.717988, cost_time=0:00:01.160911 2021-04-10 01:31:02,767 INFO : Epoch=0023 complete, best val top1-acc=82.39%, top5-acc=99.03% (epoch=16), remaining_time=1:07:43.106331, arrival_time=2021-04-10 02:38:45.874215, cost_time=0:08:47.974264 2021-04-10 01:31:02,768 INFO : Train start, epoch=0024, lr=0.096772 2021-04-10 01:31:04,091 INFO : TRAIN, epoch=0024, iter=00010/00196, fetch data time cost=1.57ms, fps=1935 images/s, loss=0.3627, top1-acc=87.46%, top5-acc=99.65%, remaining_time=0:00:24.607056, arrival_time=2021-04-10 01:31:28.698894, cost_time=0:00:01.322962 2021-04-10 01:31:05,189 INFO : TRAIN, epoch=0024, iter=00020/00196, fetch data time cost=2.19ms, fps=2333 images/s, loss=0.3510, top1-acc=87.50%, top5-acc=99.63%, remaining_time=0:00:21.303040, arrival_time=2021-04-10 01:31:26.492730, cost_time=0:00:02.420791 2021-04-10 01:31:06,295 INFO : TRAIN, epoch=0024, iter=00030/00196, fetch data time cost=2.02ms, fps=2317 images/s, loss=0.3442, top1-acc=87.98%, top5-acc=99.69%, remaining_time=0:00:19.511474, arrival_time=2021-04-10 01:31:25.806482, cost_time=0:00:03.526174 2021-04-10 01:31:07,393 INFO : TRAIN, epoch=0024, iter=00040/00196, fetch data time cost=1.44ms, fps=2332 images/s, loss=0.3527, top1-acc=87.62%, top5-acc=99.64%, remaining_time=0:00:18.036564, arrival_time=2021-04-10 01:31:25.430192, cost_time=0:00:04.624777 2021-04-10 01:31:08,498 INFO : TRAIN, epoch=0024, iter=00050/00196, fetch data time cost=2.21ms, fps=2319 images/s, loss=0.3519, top1-acc=87.73%, top5-acc=99.63%, remaining_time=0:00:16.729118, arrival_time=2021-04-10 01:31:25.227133, cost_time=0:00:05.729171 2021-04-10 01:31:09,583 INFO : TRAIN, epoch=0024, iter=00060/00196, fetch data time cost=1.72ms, fps=2360 images/s, loss=0.3551, top1-acc=87.58%, top5-acc=99.57%, remaining_time=0:00:15.446744, arrival_time=2021-04-10 01:31:25.030366, cost_time=0:00:06.814748 2021-04-10 01:31:10,681 INFO : TRAIN, epoch=0024, iter=00070/00196, fetch data time cost=2.22ms, fps=2335 images/s, loss=0.3570, top1-acc=87.49%, top5-acc=99.59%, remaining_time=0:00:14.241654, arrival_time=2021-04-10 01:31:24.922623, cost_time=0:00:07.912018 2021-04-10 01:31:11,782 INFO : TRAIN, epoch=0024, iter=00080/00196, fetch data time cost=1.90ms, fps=2326 images/s, loss=0.3552, top1-acc=87.60%, top5-acc=99.58%, remaining_time=0:00:13.069604, arrival_time=2021-04-10 01:31:24.852008, cost_time=0:00:09.013549 2021-04-10 01:31:12,894 INFO : TRAIN, epoch=0024, iter=00090/00196, fetch data time cost=1.81ms, fps=2304 images/s, loss=0.3550, top1-acc=87.63%, top5-acc=99.59%, remaining_time=0:00:11.925424, arrival_time=2021-04-10 01:31:24.819734, cost_time=0:00:10.125376 2021-04-10 01:31:13,986 INFO : TRAIN, epoch=0024, iter=00100/00196, fetch data time cost=1.72ms, fps=2346 images/s, loss=0.3574, top1-acc=87.57%, top5-acc=99.61%, remaining_time=0:00:10.768896, arrival_time=2021-04-10 01:31:24.755444, cost_time=0:00:11.217566 2021-04-10 01:31:15,085 INFO : TRAIN, epoch=0024, iter=00110/00196, fetch data time cost=1.64ms, fps=2332 images/s, loss=0.3579, top1-acc=87.55%, top5-acc=99.60%, remaining_time=0:00:09.629248, arrival_time=2021-04-10 01:31:24.714753, cost_time=0:00:12.316501 2021-04-10 01:31:16,179 INFO : TRAIN, epoch=0024, iter=00120/00196, fetch data time cost=1.63ms, fps=2342 images/s, loss=0.3563, top1-acc=87.66%, top5-acc=99.60%, remaining_time=0:00:08.493380, arrival_time=2021-04-10 01:31:24.672883, cost_time=0:00:13.410650 2021-04-10 01:31:17,280 INFO : TRAIN, epoch=0024, iter=00130/00196, fetch data time cost=1.53ms, fps=2327 images/s, loss=0.3557, top1-acc=87.66%, top5-acc=99.61%, remaining_time=0:00:07.367316, arrival_time=2021-04-10 01:31:24.647595, cost_time=0:00:14.511396 2021-04-10 01:31:18,380 INFO : TRAIN, epoch=0024, iter=00140/00196, fetch data time cost=2.18ms, fps=2329 images/s, loss=0.3557, top1-acc=87.63%, top5-acc=99.61%, remaining_time=0:00:06.244504, arrival_time=2021-04-10 01:31:24.624623, cost_time=0:00:15.611323 2021-04-10 01:31:19,474 INFO : TRAIN, epoch=0024, iter=00150/00196, fetch data time cost=2.22ms, fps=2340 images/s, loss=0.3561, top1-acc=87.64%, top5-acc=99.61%, remaining_time=0:00:05.123158, arrival_time=2021-04-10 01:31:24.597971, cost_time=0:00:16.705922 2021-04-10 01:31:20,592 INFO : TRAIN, epoch=0024, iter=00160/00196, fetch data time cost=1.66ms, fps=2293 images/s, loss=0.3572, top1-acc=87.59%, top5-acc=99.62%, remaining_time=0:00:04.010184, arrival_time=2021-04-10 01:31:24.602145, cost_time=0:00:17.822994 2021-04-10 01:31:21,690 INFO : TRAIN, epoch=0024, iter=00170/00196, fetch data time cost=1.70ms, fps=2332 images/s, loss=0.3568, top1-acc=87.59%, top5-acc=99.62%, remaining_time=0:00:02.893904, arrival_time=2021-04-10 01:31:24.584435, cost_time=0:00:18.921654 2021-04-10 01:31:22,783 INFO : TRAIN, epoch=0024, iter=00180/00196, fetch data time cost=2.26ms, fps=2345 images/s, loss=0.3584, top1-acc=87.55%, top5-acc=99.62%, remaining_time=0:00:01.779024, arrival_time=2021-04-10 01:31:24.562150, cost_time=0:00:20.014045 2021-04-10 01:31:23,891 INFO : TRAIN, epoch=0024, iter=00190/00196, fetch data time cost=1.92ms, fps=2313 images/s, loss=0.3592, top1-acc=87.53%, top5-acc=99.62%, remaining_time=0:00:00.667014, arrival_time=2021-04-10 01:31:24.558006, cost_time=0:00:21.122195 2021-04-10 01:31:24,491 INFO : TRAIN, epoch=0024, iter=00196/00196, fetch data time cost=2.50ms, fps=2269 images/s, loss=0.3593, top1-acc=87.54%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-10 01:31:24.490994, cost_time=0:00:21.722105 2021-04-10 01:31:24,857 INFO : EVAL, epoch=0024, iter=00010/00040, fetch data time cost=4.58ms, fps=7015 images/s, loss=0.4929, top1-acc=83.63%, top5-acc=98.95%, remaining_time=0:00:01.094700, arrival_time=2021-04-10 01:31:25.952059, cost_time=0:00:00.364903 2021-04-10 01:31:25,131 INFO : EVAL, epoch=0024, iter=00020/00040, fetch data time cost=0.46ms, fps=9345 images/s, loss=0.4895, top1-acc=83.67%, top5-acc=99.14%, remaining_time=0:00:00.639380, arrival_time=2021-04-10 01:31:25.771218, cost_time=0:00:00.639380 2021-04-10 01:31:25,415 INFO : EVAL, epoch=0024, iter=00030/00040, fetch data time cost=2.53ms, fps=9057 images/s, loss=0.4938, top1-acc=84.05%, top5-acc=99.15%, remaining_time=0:00:00.307530, arrival_time=2021-04-10 01:31:25.722564, cost_time=0:00:00.922580 2021-04-10 01:31:25,654 INFO : EVAL, epoch=0024, iter=00040/00040, fetch data time cost=0.07ms, fps=9700 images/s, loss=0.4865, top1-acc=83.88%, top5-acc=99.18%, remaining_time=0:00:00, arrival_time=2021-04-10 01:31:25.654647, cost_time=0:00:01.162280 2021-04-10 01:31:25,737 INFO : Epoch=0024 complete, best val top1-acc=83.88%, top5-acc=99.18% (epoch=24), remaining_time=1:07:20.254944, arrival_time=2021-04-10 02:38:45.992412, cost_time=0:09:10.943850 2021-04-10 01:31:25,738 INFO : Train start, epoch=0025, lr=0.096489 2021-04-10 01:31:27,101 INFO : TRAIN, epoch=0025, iter=00010/00196, fetch data time cost=2.24ms, fps=1879 images/s, loss=0.3616, top1-acc=87.42%, top5-acc=99.53%, remaining_time=0:00:25.344174, arrival_time=2021-04-10 01:31:52.445683, cost_time=0:00:01.362587 2021-04-10 01:31:28,206 INFO : TRAIN, epoch=0025, iter=00020/00196, fetch data time cost=1.70ms, fps=2319 images/s, loss=0.3671, top1-acc=87.40%, top5-acc=99.51%, remaining_time=0:00:21.712064, arrival_time=2021-04-10 01:31:49.918177, cost_time=0:00:02.467279 2021-04-10 01:31:29,298 INFO : TRAIN, epoch=0025, iter=00030/00196, fetch data time cost=1.48ms, fps=2345 images/s, loss=0.3602, top1-acc=87.81%, top5-acc=99.52%, remaining_time=0:00:19.695568, arrival_time=2021-04-10 01:31:48.993893, cost_time=0:00:03.559453 2021-04-10 01:31:30,386 INFO : TRAIN, epoch=0025, iter=00040/00196, fetch data time cost=2.05ms, fps=2353 images/s, loss=0.3685, top1-acc=87.51%, top5-acc=99.48%, remaining_time=0:00:18.127044, arrival_time=2021-04-10 01:31:48.513796, cost_time=0:00:04.647979 2021-04-10 01:31:31,505 INFO : TRAIN, epoch=0025, iter=00050/00196, fetch data time cost=1.53ms, fps=2289 images/s, loss=0.3594, top1-acc=87.85%, top5-acc=99.49%, remaining_time=0:00:16.838764, arrival_time=2021-04-10 01:31:48.344379, cost_time=0:00:05.766712 2021-04-10 01:31:32,609 INFO : TRAIN, epoch=0025, iter=00060/00196, fetch data time cost=1.67ms, fps=2320 images/s, loss=0.3591, top1-acc=87.86%, top5-acc=99.47%, remaining_time=0:00:15.573904, arrival_time=2021-04-10 01:31:48.183613, cost_time=0:00:06.870856 2021-04-10 01:31:33,703 INFO : TRAIN, epoch=0025, iter=00070/00196, fetch data time cost=1.91ms, fps=2342 images/s, loss=0.3607, top1-acc=87.78%, top5-acc=99.49%, remaining_time=0:00:14.336154, arrival_time=2021-04-10 01:31:48.039480, cost_time=0:00:07.964542 2021-04-10 01:31:34,800 INFO : TRAIN, epoch=0025, iter=00080/00196, fetch data time cost=2.31ms, fps=2336 images/s, loss=0.3612, top1-acc=87.76%, top5-acc=99.49%, remaining_time=0:00:13.138392, arrival_time=2021-04-10 01:31:47.938281, cost_time=0:00:09.060966 2021-04-10 01:31:35,892 INFO : TRAIN, epoch=0025, iter=00090/00196, fetch data time cost=1.42ms, fps=2344 images/s, loss=0.3622, top1-acc=87.71%, top5-acc=99.49%, remaining_time=0:00:11.959344, arrival_time=2021-04-10 01:31:47.852280, cost_time=0:00:10.154131 2021-04-10 01:31:36,994 INFO : TRAIN, epoch=0025, iter=00100/00196, fetch data time cost=1.73ms, fps=2326 images/s, loss=0.3615, top1-acc=87.71%, top5-acc=99.51%, remaining_time=0:00:10.804992, arrival_time=2021-04-10 01:31:47.799130, cost_time=0:00:11.255209 2021-04-10 01:31:38,092 INFO : TRAIN, epoch=0025, iter=00110/00196, fetch data time cost=1.66ms, fps=2332 images/s, loss=0.3595, top1-acc=87.77%, top5-acc=99.52%, remaining_time=0:00:09.658488, arrival_time=2021-04-10 01:31:47.751184, cost_time=0:00:12.353906 2021-04-10 01:31:39,184 INFO : TRAIN, epoch=0025, iter=00120/00196, fetch data time cost=1.99ms, fps=2346 images/s, loss=0.3611, top1-acc=87.72%, top5-acc=99.52%, remaining_time=0:00:08.515572, arrival_time=2021-04-10 01:31:47.700129, cost_time=0:00:13.445676 2021-04-10 01:31:40,281 INFO : TRAIN, epoch=0025, iter=00130/00196, fetch data time cost=1.93ms, fps=2336 images/s, loss=0.3599, top1-acc=87.79%, top5-acc=99.53%, remaining_time=0:00:07.383090, arrival_time=2021-04-10 01:31:47.664447, cost_time=0:00:14.542502 2021-04-10 01:31:41,374 INFO : TRAIN, epoch=0025, iter=00140/00196, fetch data time cost=2.48ms, fps=2343 images/s, loss=0.3611, top1-acc=87.73%, top5-acc=99.51%, remaining_time=0:00:06.254304, arrival_time=2021-04-10 01:31:47.628953, cost_time=0:00:15.635717 2021-04-10 01:31:42,475 INFO : TRAIN, epoch=0025, iter=00150/00196, fetch data time cost=1.57ms, fps=2328 images/s, loss=0.3596, top1-acc=87.77%, top5-acc=99.53%, remaining_time=0:00:05.132404, arrival_time=2021-04-10 01:31:47.607643, cost_time=0:00:16.736158 2021-04-10 01:31:43,565 INFO : TRAIN, epoch=0025, iter=00160/00196, fetch data time cost=1.54ms, fps=2351 images/s, loss=0.3581, top1-acc=87.79%, top5-acc=99.54%, remaining_time=0:00:04.010976, arrival_time=2021-04-10 01:31:47.576301, cost_time=0:00:17.826498 2021-04-10 01:31:44,669 INFO : TRAIN, epoch=0025, iter=00170/00196, fetch data time cost=2.62ms, fps=2321 images/s, loss=0.3577, top1-acc=87.80%, top5-acc=99.54%, remaining_time=0:00:02.895204, arrival_time=2021-04-10 01:31:47.564292, cost_time=0:00:18.930178 2021-04-10 01:31:45,765 INFO : TRAIN, epoch=0025, iter=00180/00196, fetch data time cost=1.69ms, fps=2337 images/s, loss=0.3596, top1-acc=87.72%, top5-acc=99.54%, remaining_time=0:00:01.780112, arrival_time=2021-04-10 01:31:47.545244, cost_time=0:00:20.026299 2021-04-10 01:31:46,864 INFO : TRAIN, epoch=0025, iter=00190/00196, fetch data time cost=1.42ms, fps=2330 images/s, loss=0.3602, top1-acc=87.67%, top5-acc=99.55%, remaining_time=0:00:00.667128, arrival_time=2021-04-10 01:31:47.531592, cost_time=0:00:21.125709 2021-04-10 01:31:47,471 INFO : TRAIN, epoch=0025, iter=00196/00196, fetch data time cost=0.13ms, fps=2243 images/s, loss=0.3600, top1-acc=87.66%, top5-acc=99.54%, remaining_time=0:00:00, arrival_time=2021-04-10 01:31:47.471197, cost_time=0:00:21.732338 2021-04-10 01:31:47,854 INFO : EVAL, epoch=0025, iter=00010/00040, fetch data time cost=26.97ms, fps=6697 images/s, loss=0.5210, top1-acc=83.05%, top5-acc=98.98%, remaining_time=0:00:01.146780, arrival_time=2021-04-10 01:31:49.001632, cost_time=0:00:00.382260 2021-04-10 01:31:48,138 INFO : EVAL, epoch=0025, iter=00020/00040, fetch data time cost=0.46ms, fps=9030 images/s, loss=0.5373, top1-acc=82.79%, top5-acc=98.98%, remaining_time=0:00:00.666180, arrival_time=2021-04-10 01:31:48.804986, cost_time=0:00:00.666175 2021-04-10 01:31:48,420 INFO : EVAL, epoch=0025, iter=00030/00040, fetch data time cost=19.21ms, fps=9115 images/s, loss=0.5405, top1-acc=82.77%, top5-acc=98.85%, remaining_time=0:00:00.315860, arrival_time=2021-04-10 01:31:48.736010, cost_time=0:00:00.947578 2021-04-10 01:31:48,632 INFO : EVAL, epoch=0025, iter=00040/00040, fetch data time cost=0.08ms, fps=10934 images/s, loss=0.5476, top1-acc=82.44%, top5-acc=98.86%, remaining_time=0:00:00, arrival_time=2021-04-10 01:31:48.632695, cost_time=0:00:01.160139 2021-04-10 01:31:48,673 INFO : Epoch=0025 complete, best val top1-acc=83.88%, top5-acc=99.18% (epoch=24), remaining_time=1:06:57.160875, arrival_time=2021-04-10 02:38:45.834617, cost_time=0:09:33.880131 2021-04-10 01:31:48,674 INFO : Train start, epoch=0026, lr=0.096194 2021-04-10 01:31:49,982 INFO : TRAIN, epoch=0026, iter=00010/00196, fetch data time cost=0.33ms, fps=1957 images/s, loss=0.3935, top1-acc=86.95%, top5-acc=99.45%, remaining_time=0:00:24.324894, arrival_time=2021-04-10 01:32:14.307366, cost_time=0:00:01.307791 2021-04-10 01:31:51,085 INFO : TRAIN, epoch=0026, iter=00020/00196, fetch data time cost=1.98ms, fps=2322 images/s, loss=0.3750, top1-acc=87.27%, top5-acc=99.45%, remaining_time=0:00:21.216096, arrival_time=2021-04-10 01:32:12.301617, cost_time=0:00:02.410912 2021-04-10 01:31:52,189 INFO : TRAIN, epoch=0026, iter=00030/00196, fetch data time cost=1.66ms, fps=2320 images/s, loss=0.3632, top1-acc=87.71%, top5-acc=99.51%, remaining_time=0:00:19.447730, arrival_time=2021-04-10 01:32:11.637114, cost_time=0:00:03.514656 2021-04-10 01:31:53,285 INFO : TRAIN, epoch=0026, iter=00040/00196, fetch data time cost=1.96ms, fps=2338 images/s, loss=0.3543, top1-acc=87.90%, top5-acc=99.58%, remaining_time=0:00:17.980560, arrival_time=2021-04-10 01:32:11.265608, cost_time=0:00:04.610387 2021-04-10 01:31:54,374 INFO : TRAIN, epoch=0026, iter=00050/00196, fetch data time cost=1.60ms, fps=2352 images/s, loss=0.3524, top1-acc=88.00%, top5-acc=99.55%, remaining_time=0:00:16.642394, arrival_time=2021-04-10 01:32:11.016510, cost_time=0:00:05.699449 2021-04-10 01:31:55,472 INFO : TRAIN, epoch=0026, iter=00060/00196, fetch data time cost=1.99ms, fps=2332 images/s, loss=0.3538, top1-acc=88.03%, top5-acc=99.50%, remaining_time=0:00:15.408936, arrival_time=2021-04-10 01:32:10.881746, cost_time=0:00:06.798047 2021-04-10 01:31:56,583 INFO : TRAIN, epoch=0026, iter=00070/00196, fetch data time cost=1.57ms, fps=2306 images/s, loss=0.3538, top1-acc=87.97%, top5-acc=99.51%, remaining_time=0:00:14.236110, arrival_time=2021-04-10 01:32:10.819652, cost_time=0:00:07.908927 2021-04-10 01:31:57,678 INFO : TRAIN, epoch=0026, iter=00080/00196, fetch data time cost=1.51ms, fps=2339 images/s, loss=0.3522, top1-acc=88.05%, top5-acc=99.54%, remaining_time=0:00:13.055684, arrival_time=2021-04-10 01:32:10.734338, cost_time=0:00:09.003898 2021-04-10 01:31:58,781 INFO : TRAIN, epoch=0026, iter=00090/00196, fetch data time cost=1.83ms, fps=2323 images/s, loss=0.3475, top1-acc=88.16%, top5-acc=99.57%, remaining_time=0:00:11.903588, arrival_time=2021-04-10 01:32:10.685075, cost_time=0:00:10.106819 2021-04-10 01:31:59,871 INFO : TRAIN, epoch=0026, iter=00100/00196, fetch data time cost=2.07ms, fps=2350 images/s, loss=0.3461, top1-acc=88.19%, top5-acc=99.57%, remaining_time=0:00:10.749024, arrival_time=2021-04-10 01:32:10.620639, cost_time=0:00:11.196888 2021-04-10 01:32:00,978 INFO : TRAIN, epoch=0026, iter=00110/00196, fetch data time cost=1.94ms, fps=2314 images/s, loss=0.3467, top1-acc=88.24%, top5-acc=99.58%, remaining_time=0:00:09.619616, arrival_time=2021-04-10 01:32:10.598421, cost_time=0:00:12.304192 2021-04-10 01:32:02,069 INFO : TRAIN, epoch=0026, iter=00120/00196, fetch data time cost=1.65ms, fps=2349 images/s, loss=0.3478, top1-acc=88.14%, top5-acc=99.57%, remaining_time=0:00:08.483120, arrival_time=2021-04-10 01:32:10.552240, cost_time=0:00:13.394459 2021-04-10 01:32:03,160 INFO : TRAIN, epoch=0026, iter=00130/00196, fetch data time cost=2.26ms, fps=2348 images/s, loss=0.3499, top1-acc=88.05%, top5-acc=99.56%, remaining_time=0:00:07.354116, arrival_time=2021-04-10 01:32:10.514202, cost_time=0:00:14.485347 2021-04-10 01:32:04,253 INFO : TRAIN, epoch=0026, iter=00140/00196, fetch data time cost=1.66ms, fps=2343 images/s, loss=0.3517, top1-acc=88.02%, top5-acc=99.56%, remaining_time=0:00:06.231456, arrival_time=2021-04-10 01:32:10.484721, cost_time=0:00:15.578649 2021-04-10 01:32:05,341 INFO : TRAIN, epoch=0026, iter=00150/00196, fetch data time cost=1.77ms, fps=2353 images/s, loss=0.3521, top1-acc=88.00%, top5-acc=99.55%, remaining_time=0:00:05.111290, arrival_time=2021-04-10 01:32:10.453099, cost_time=0:00:16.667192 2021-04-10 01:32:06,470 INFO : TRAIN, epoch=0026, iter=00160/00196, fetch data time cost=1.42ms, fps=2270 images/s, loss=0.3530, top1-acc=87.95%, top5-acc=99.55%, remaining_time=0:00:04.003992, arrival_time=2021-04-10 01:32:10.474118, cost_time=0:00:17.795520 2021-04-10 01:32:07,567 INFO : TRAIN, epoch=0026, iter=00170/00196, fetch data time cost=4.27ms, fps=2335 images/s, loss=0.3548, top1-acc=87.90%, top5-acc=99.54%, remaining_time=0:00:02.889406, arrival_time=2021-04-10 01:32:10.456344, cost_time=0:00:18.892251 2021-04-10 01:32:08,675 INFO : TRAIN, epoch=0026, iter=00180/00196, fetch data time cost=1.66ms, fps=2311 images/s, loss=0.3545, top1-acc=87.85%, top5-acc=99.55%, remaining_time=0:00:01.777824, arrival_time=2021-04-10 01:32:10.453170, cost_time=0:00:20.000543 2021-04-10 01:32:09,775 INFO : TRAIN, epoch=0026, iter=00190/00196, fetch data time cost=1.48ms, fps=2329 images/s, loss=0.3528, top1-acc=87.93%, top5-acc=99.55%, remaining_time=0:00:00.666330, arrival_time=2021-04-10 01:32:10.441466, cost_time=0:00:21.100516 2021-04-10 01:32:10,370 INFO : TRAIN, epoch=0026, iter=00196/00196, fetch data time cost=1.52ms, fps=2288 images/s, loss=0.3524, top1-acc=87.92%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-10 01:32:10.369989, cost_time=0:00:21.695313 2021-04-10 01:32:10,734 INFO : EVAL, epoch=0026, iter=00010/00040, fetch data time cost=14.76ms, fps=7043 images/s, loss=1.2742, top1-acc=64.49%, top5-acc=97.85%, remaining_time=0:00:01.090410, arrival_time=2021-04-10 01:32:11.825277, cost_time=0:00:00.363474 2021-04-10 01:32:10,983 INFO : EVAL, epoch=0026, iter=00020/00040, fetch data time cost=0.29ms, fps=10341 images/s, loss=1.3333, top1-acc=63.14%, top5-acc=97.58%, remaining_time=0:00:00.611560, arrival_time=2021-04-10 01:32:11.594498, cost_time=0:00:00.611553 2021-04-10 01:32:11,279 INFO : EVAL, epoch=0026, iter=00030/00040, fetch data time cost=34.18ms, fps=8637 images/s, loss=1.3160, top1-acc=63.19%, top5-acc=97.85%, remaining_time=0:00:00.302810, arrival_time=2021-04-10 01:32:11.582602, cost_time=0:00:00.908441 2021-04-10 01:32:11,524 INFO : EVAL, epoch=0026, iter=00040/00040, fetch data time cost=0.09ms, fps=9515 images/s, loss=1.3225, top1-acc=63.04%, top5-acc=97.83%, remaining_time=0:00:00, arrival_time=2021-04-10 01:32:11.523970, cost_time=0:00:01.152660 2021-04-10 01:32:11,562 INFO : Epoch=0026 complete, best val top1-acc=83.88%, top5-acc=99.18% (epoch=24), remaining_time=1:06:33.762144, arrival_time=2021-04-10 02:38:45.324825, cost_time=0:09:56.769067 2021-04-10 01:32:11,563 INFO : Train start, epoch=0027, lr=0.095888 2021-04-10 01:32:12,975 INFO : TRAIN, epoch=0027, iter=00010/00196, fetch data time cost=0.41ms, fps=1814 images/s, loss=0.3315, top1-acc=87.70%, top5-acc=99.65%, remaining_time=0:00:26.250366, arrival_time=2021-04-10 01:32:39.225396, cost_time=0:00:01.411307 2021-04-10 01:32:14,094 INFO : TRAIN, epoch=0027, iter=00020/00196, fetch data time cost=2.42ms, fps=2290 images/s, loss=0.3554, top1-acc=87.29%, top5-acc=99.51%, remaining_time=0:00:22.265760, arrival_time=2021-04-10 01:32:36.359714, cost_time=0:00:02.530210 2021-04-10 01:32:15,190 INFO : TRAIN, epoch=0027, iter=00030/00196, fetch data time cost=1.71ms, fps=2337 images/s, loss=0.3505, top1-acc=87.59%, top5-acc=99.62%, remaining_time=0:00:20.065582, arrival_time=2021-04-10 01:32:35.255524, cost_time=0:00:03.626296 2021-04-10 01:32:16,298 INFO : TRAIN, epoch=0027, iter=00040/00196, fetch data time cost=2.13ms, fps=2312 images/s, loss=0.3452, top1-acc=87.88%, top5-acc=99.64%, remaining_time=0:00:18.463224, arrival_time=2021-04-10 01:32:34.761122, cost_time=0:00:04.734156 2021-04-10 01:32:17,390 INFO : TRAIN, epoch=0027, iter=00050/00196, fetch data time cost=1.65ms, fps=2346 images/s, loss=0.3433, top1-acc=87.82%, top5-acc=99.66%, remaining_time=0:00:17.013234, arrival_time=2021-04-10 01:32:34.403235, cost_time=0:00:05.826435 2021-04-10 01:32:18,489 INFO : TRAIN, epoch=0027, iter=00060/00196, fetch data time cost=1.96ms, fps=2329 images/s, loss=0.3445, top1-acc=87.77%, top5-acc=99.67%, remaining_time=0:00:15.698752, arrival_time=2021-04-10 01:32:34.188443, cost_time=0:00:06.925943 2021-04-10 01:32:19,582 INFO : TRAIN, epoch=0027, iter=00070/00196, fetch data time cost=2.27ms, fps=2345 images/s, loss=0.3484, top1-acc=87.60%, top5-acc=99.66%, remaining_time=0:00:14.433678, arrival_time=2021-04-10 01:32:34.015994, cost_time=0:00:08.018739 2021-04-10 01:32:20,685 INFO : TRAIN, epoch=0027, iter=00080/00196, fetch data time cost=2.57ms, fps=2321 images/s, loss=0.3494, top1-acc=87.61%, top5-acc=99.64%, remaining_time=0:00:13.226900, arrival_time=2021-04-10 01:32:33.912629, cost_time=0:00:09.121995 2021-04-10 01:32:21,781 INFO : TRAIN, epoch=0027, iter=00090/00196, fetch data time cost=1.66ms, fps=2338 images/s, loss=0.3466, top1-acc=87.66%, top5-acc=99.64%, remaining_time=0:00:12.034074, arrival_time=2021-04-10 01:32:33.815494, cost_time=0:00:10.217654 2021-04-10 01:32:22,875 INFO : TRAIN, epoch=0027, iter=00100/00196, fetch data time cost=1.93ms, fps=2341 images/s, loss=0.3457, top1-acc=87.75%, top5-acc=99.63%, remaining_time=0:00:10.859808, arrival_time=2021-04-10 01:32:33.735731, cost_time=0:00:11.312281 2021-04-10 01:32:23,974 INFO : TRAIN, epoch=0027, iter=00110/00196, fetch data time cost=1.53ms, fps=2332 images/s, loss=0.3471, top1-acc=87.73%, top5-acc=99.63%, remaining_time=0:00:09.702950, arrival_time=2021-04-10 01:32:33.677401, cost_time=0:00:12.410737 2021-04-10 01:32:25,074 INFO : TRAIN, epoch=0027, iter=00120/00196, fetch data time cost=2.06ms, fps=2329 images/s, loss=0.3481, top1-acc=87.69%, top5-acc=99.62%, remaining_time=0:00:08.556916, arrival_time=2021-04-10 01:32:33.631443, cost_time=0:00:13.510938 2021-04-10 01:32:26,167 INFO : TRAIN, epoch=0027, iter=00130/00196, fetch data time cost=1.79ms, fps=2345 images/s, loss=0.3479, top1-acc=87.71%, top5-acc=99.63%, remaining_time=0:00:07.413978, arrival_time=2021-04-10 01:32:33.581062, cost_time=0:00:14.603352 2021-04-10 01:32:27,267 INFO : TRAIN, epoch=0027, iter=00140/00196, fetch data time cost=1.97ms, fps=2328 images/s, loss=0.3518, top1-acc=87.61%, top5-acc=99.62%, remaining_time=0:00:06.281576, arrival_time=2021-04-10 01:32:33.549161, cost_time=0:00:15.704003 2021-04-10 01:32:28,365 INFO : TRAIN, epoch=0027, iter=00150/00196, fetch data time cost=1.79ms, fps=2333 images/s, loss=0.3528, top1-acc=87.60%, top5-acc=99.60%, remaining_time=0:00:05.152598, arrival_time=2021-04-10 01:32:33.518264, cost_time=0:00:16.801928 2021-04-10 01:32:29,490 INFO : TRAIN, epoch=0027, iter=00160/00196, fetch data time cost=1.85ms, fps=2278 images/s, loss=0.3540, top1-acc=87.62%, top5-acc=99.61%, remaining_time=0:00:04.033476, arrival_time=2021-04-10 01:32:33.523545, cost_time=0:00:17.926495 2021-04-10 01:32:30,597 INFO : TRAIN, epoch=0027, iter=00170/00196, fetch data time cost=1.97ms, fps=2314 images/s, loss=0.3533, top1-acc=87.64%, top5-acc=99.60%, remaining_time=0:00:02.910960, arrival_time=2021-04-10 01:32:33.507947, cost_time=0:00:19.033260 2021-04-10 01:32:31,703 INFO : TRAIN, epoch=0027, iter=00180/00196, fetch data time cost=1.96ms, fps=2315 images/s, loss=0.3521, top1-acc=87.73%, top5-acc=99.60%, remaining_time=0:00:01.790224, arrival_time=2021-04-10 01:32:33.493974, cost_time=0:00:20.140095 2021-04-10 01:32:32,798 INFO : TRAIN, epoch=0027, iter=00190/00196, fetch data time cost=1.78ms, fps=2340 images/s, loss=0.3512, top1-acc=87.78%, top5-acc=99.60%, remaining_time=0:00:00.670578, arrival_time=2021-04-10 01:32:33.469116, cost_time=0:00:21.234899 2021-04-10 01:32:33,391 INFO : TRAIN, epoch=0027, iter=00196/00196, fetch data time cost=0.13ms, fps=2297 images/s, loss=0.3506, top1-acc=87.80%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-10 01:32:33.391333, cost_time=0:00:21.827716 2021-04-10 01:32:33,756 INFO : EVAL, epoch=0027, iter=00010/00040, fetch data time cost=4.21ms, fps=7044 images/s, loss=0.4962, top1-acc=83.79%, top5-acc=99.22%, remaining_time=0:00:01.090200, arrival_time=2021-04-10 01:32:34.846731, cost_time=0:00:00.363404 2021-04-10 01:32:33,994 INFO : EVAL, epoch=0027, iter=00020/00040, fetch data time cost=2.42ms, fps=10792 images/s, loss=0.5015, top1-acc=83.50%, top5-acc=99.06%, remaining_time=0:00:00.601180, arrival_time=2021-04-10 01:32:34.595514, cost_time=0:00:00.601185 2021-04-10 01:32:34,245 INFO : EVAL, epoch=0027, iter=00030/00040, fetch data time cost=0.41ms, fps=10207 images/s, loss=0.5024, top1-acc=83.44%, top5-acc=99.11%, remaining_time=0:00:00.284170, arrival_time=2021-04-10 01:32:34.529812, cost_time=0:00:00.852519 2021-04-10 01:32:34,476 INFO : EVAL, epoch=0027, iter=00040/00040, fetch data time cost=1.57ms, fps=10092 images/s, loss=0.5140, top1-acc=83.57%, top5-acc=99.11%, remaining_time=0:00:00, arrival_time=2021-04-10 01:32:34.476049, cost_time=0:00:01.082947 2021-04-10 01:32:34,536 INFO : Epoch=0027 complete, best val top1-acc=83.88%, top5-acc=99.18% (epoch=24), remaining_time=1:06:10.946158, arrival_time=2021-04-10 02:38:45.482841, cost_time=0:10:19.743054 2021-04-10 01:32:34,537 INFO : Train start, epoch=0028, lr=0.095570 2021-04-10 01:32:35,845 INFO : TRAIN, epoch=0028, iter=00010/00196, fetch data time cost=1.92ms, fps=1958 images/s, loss=0.3378, top1-acc=87.85%, top5-acc=99.53%, remaining_time=0:00:24.320616, arrival_time=2021-04-10 01:33:00.165923, cost_time=0:00:01.307563 2021-04-10 01:32:36,955 INFO : TRAIN, epoch=0028, iter=00020/00196, fetch data time cost=1.54ms, fps=2308 images/s, loss=0.3396, top1-acc=87.99%, top5-acc=99.59%, remaining_time=0:00:21.275408, arrival_time=2021-04-10 01:32:58.230685, cost_time=0:00:02.417667 2021-04-10 01:32:38,061 INFO : TRAIN, epoch=0028, iter=00030/00196, fetch data time cost=1.84ms, fps=2316 images/s, loss=0.3325, top1-acc=88.33%, top5-acc=99.65%, remaining_time=0:00:19.497696, arrival_time=2021-04-10 01:32:57.559055, cost_time=0:00:03.523682 2021-04-10 01:32:39,157 INFO : TRAIN, epoch=0028, iter=00040/00196, fetch data time cost=2.15ms, fps=2337 images/s, loss=0.3283, top1-acc=88.58%, top5-acc=99.64%, remaining_time=0:00:18.016908, arrival_time=2021-04-10 01:32:57.174278, cost_time=0:00:04.619739 2021-04-10 01:32:40,254 INFO : TRAIN, epoch=0028, iter=00050/00196, fetch data time cost=1.62ms, fps=2334 images/s, loss=0.3253, top1-acc=88.77%, top5-acc=99.66%, remaining_time=0:00:16.693640, arrival_time=2021-04-10 01:32:56.948400, cost_time=0:00:05.717021 2021-04-10 01:32:41,354 INFO : TRAIN, epoch=0028, iter=00060/00196, fetch data time cost=2.18ms, fps=2330 images/s, loss=0.3321, top1-acc=88.59%, top5-acc=99.65%, remaining_time=0:00:15.451504, arrival_time=2021-04-10 01:32:56.806002, cost_time=0:00:06.816850 2021-04-10 01:32:42,457 INFO : TRAIN, epoch=0028, iter=00070/00196, fetch data time cost=1.63ms, fps=2322 images/s, loss=0.3364, top1-acc=88.45%, top5-acc=99.64%, remaining_time=0:00:14.255766, arrival_time=2021-04-10 01:32:56.713304, cost_time=0:00:07.919904 2021-04-10 01:32:43,569 INFO : TRAIN, epoch=0028, iter=00080/00196, fetch data time cost=1.63ms, fps=2305 images/s, loss=0.3367, top1-acc=88.37%, top5-acc=99.65%, remaining_time=0:00:13.095472, arrival_time=2021-04-10 01:32:56.664558, cost_time=0:00:09.031349 2021-04-10 01:32:44,670 INFO : TRAIN, epoch=0028, iter=00090/00196, fetch data time cost=2.08ms, fps=2327 images/s, loss=0.3373, top1-acc=88.33%, top5-acc=99.64%, remaining_time=0:00:11.933904, arrival_time=2021-04-10 01:32:56.604067, cost_time=0:00:10.132520 2021-04-10 01:32:45,768 INFO : TRAIN, epoch=0028, iter=00100/00196, fetch data time cost=2.11ms, fps=2333 images/s, loss=0.3375, top1-acc=88.29%, top5-acc=99.64%, remaining_time=0:00:10.781280, arrival_time=2021-04-10 01:32:56.549514, cost_time=0:00:11.230493 2021-04-10 01:32:46,862 INFO : TRAIN, epoch=0028, iter=00110/00196, fetch data time cost=1.88ms, fps=2341 images/s, loss=0.3394, top1-acc=88.20%, top5-acc=99.62%, remaining_time=0:00:09.635956, arrival_time=2021-04-10 01:32:56.498602, cost_time=0:00:12.325038 2021-04-10 01:32:47,955 INFO : TRAIN, epoch=0028, iter=00120/00196, fetch data time cost=1.42ms, fps=2344 images/s, loss=0.3413, top1-acc=88.13%, top5-acc=99.62%, remaining_time=0:00:08.497940, arrival_time=2021-04-10 01:32:56.453389, cost_time=0:00:13.417857 2021-04-10 01:32:49,062 INFO : TRAIN, epoch=0028, iter=00130/00196, fetch data time cost=1.83ms, fps=2313 images/s, loss=0.3420, top1-acc=88.14%, top5-acc=99.62%, remaining_time=0:00:07.374246, arrival_time=2021-04-10 01:32:56.437072, cost_time=0:00:14.525089 2021-04-10 01:32:50,160 INFO : TRAIN, epoch=0028, iter=00140/00196, fetch data time cost=2.47ms, fps=2333 images/s, loss=0.3416, top1-acc=88.12%, top5-acc=99.63%, remaining_time=0:00:06.249264, arrival_time=2021-04-10 01:32:56.410096, cost_time=0:00:15.623169 2021-04-10 01:32:51,272 INFO : TRAIN, epoch=0028, iter=00150/00196, fetch data time cost=1.84ms, fps=2305 images/s, loss=0.3430, top1-acc=88.03%, top5-acc=99.62%, remaining_time=0:00:05.131898, arrival_time=2021-04-10 01:32:56.403974, cost_time=0:00:16.734428 2021-04-10 01:32:52,367 INFO : TRAIN, epoch=0028, iter=00160/00196, fetch data time cost=1.65ms, fps=2339 images/s, loss=0.3446, top1-acc=88.01%, top5-acc=99.61%, remaining_time=0:00:04.011660, arrival_time=2021-04-10 01:32:56.379052, cost_time=0:00:17.829655 2021-04-10 01:32:53,461 INFO : TRAIN, epoch=0028, iter=00170/00196, fetch data time cost=1.58ms, fps=2341 images/s, loss=0.3465, top1-acc=87.93%, top5-acc=99.59%, remaining_time=0:00:02.894294, arrival_time=2021-04-10 01:32:56.356098, cost_time=0:00:18.924219 2021-04-10 01:32:54,562 INFO : TRAIN, epoch=0028, iter=00180/00196, fetch data time cost=1.88ms, fps=2328 images/s, loss=0.3480, top1-acc=87.90%, top5-acc=99.59%, remaining_time=0:00:01.779936, arrival_time=2021-04-10 01:32:56.342065, cost_time=0:00:20.024256 2021-04-10 01:32:55,660 INFO : TRAIN, epoch=0028, iter=00190/00196, fetch data time cost=1.59ms, fps=2333 images/s, loss=0.3476, top1-acc=87.94%, top5-acc=99.60%, remaining_time=0:00:00.667038, arrival_time=2021-04-10 01:32:56.327446, cost_time=0:00:21.122804 2021-04-10 01:32:56,252 INFO : TRAIN, epoch=0028, iter=00196/00196, fetch data time cost=1.34ms, fps=2300 images/s, loss=0.3467, top1-acc=87.95%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-10 01:32:56.252135, cost_time=0:00:21.714541 2021-04-10 01:32:56,641 INFO : EVAL, epoch=0028, iter=00010/00040, fetch data time cost=0.31ms, fps=6605 images/s, loss=0.6228, top1-acc=80.66%, top5-acc=99.06%, remaining_time=0:00:01.162590, arrival_time=2021-04-10 01:32:57.803675, cost_time=0:00:00.387534 2021-04-10 01:32:56,895 INFO : EVAL, epoch=0028, iter=00020/00040, fetch data time cost=2.65ms, fps=10073 images/s, loss=0.6019, top1-acc=80.88%, top5-acc=98.98%, remaining_time=0:00:00.642180, arrival_time=2021-04-10 01:32:57.537908, cost_time=0:00:00.642175 2021-04-10 01:32:57,183 INFO : EVAL, epoch=0028, iter=00030/00040, fetch data time cost=0.46ms, fps=8924 images/s, loss=0.6020, top1-acc=80.86%, top5-acc=98.97%, remaining_time=0:00:00.309850, arrival_time=2021-04-10 01:32:57.492949, cost_time=0:00:00.929538 2021-04-10 01:32:57,403 INFO : EVAL, epoch=0028, iter=00040/00040, fetch data time cost=0.07ms, fps=10561 images/s, loss=0.5952, top1-acc=80.78%, top5-acc=98.87%, remaining_time=0:00:00, arrival_time=2021-04-10 01:32:57.403247, cost_time=0:00:01.149770 2021-04-10 01:32:57,444 INFO : Epoch=0028 complete, best val top1-acc=83.88%, top5-acc=99.18% (epoch=24), remaining_time=1:05:47.712696, arrival_time=2021-04-10 02:38:45.157269, cost_time=0:10:42.650918 2021-04-10 01:32:57,445 INFO : Train start, epoch=0029, lr=0.095241 2021-04-10 01:32:58,745 INFO : TRAIN, epoch=0029, iter=00010/00196, fetch data time cost=0.54ms, fps=1970 images/s, loss=0.3444, top1-acc=88.20%, top5-acc=99.65%, remaining_time=0:00:24.169026, arrival_time=2021-04-10 01:33:22.914638, cost_time=0:00:01.299407 2021-04-10 01:32:59,885 INFO : TRAIN, epoch=0029, iter=00020/00196, fetch data time cost=1.67ms, fps=2248 images/s, loss=0.3297, top1-acc=88.87%, top5-acc=99.71%, remaining_time=0:00:21.464608, arrival_time=2021-04-10 01:33:21.349782, cost_time=0:00:02.439167 2021-04-10 01:33:00,990 INFO : TRAIN, epoch=0029, iter=00030/00196, fetch data time cost=3.04ms, fps=2318 images/s, loss=0.3279, top1-acc=89.19%, top5-acc=99.70%, remaining_time=0:00:19.611074, arrival_time=2021-04-10 01:33:20.601233, cost_time=0:00:03.544162 2021-04-10 01:33:02,089 INFO : TRAIN, epoch=0029, iter=00040/00196, fetch data time cost=1.53ms, fps=2330 images/s, loss=0.3235, top1-acc=89.25%, top5-acc=99.71%, remaining_time=0:00:18.109728, arrival_time=2021-04-10 01:33:20.199275, cost_time=0:00:04.643513 2021-04-10 01:33:03,200 INFO : TRAIN, epoch=0029, iter=00050/00196, fetch data time cost=2.07ms, fps=2306 images/s, loss=0.3236, top1-acc=89.19%, top5-acc=99.67%, remaining_time=0:00:16.801826, arrival_time=2021-04-10 01:33:20.001918, cost_time=0:00:05.754069 2021-04-10 01:33:04,294 INFO : TRAIN, epoch=0029, iter=00060/00196, fetch data time cost=1.71ms, fps=2341 images/s, loss=0.3306, top1-acc=88.93%, top5-acc=99.65%, remaining_time=0:00:15.523176, arrival_time=2021-04-10 01:33:19.817681, cost_time=0:00:06.848444 2021-04-10 01:33:05,386 INFO : TRAIN, epoch=0029, iter=00070/00196, fetch data time cost=1.78ms, fps=2345 images/s, loss=0.3316, top1-acc=88.89%, top5-acc=99.67%, remaining_time=0:00:14.293692, arrival_time=2021-04-10 01:33:19.680594, cost_time=0:00:07.940964 2021-04-10 01:33:06,485 INFO : TRAIN, epoch=0029, iter=00080/00196, fetch data time cost=1.49ms, fps=2331 images/s, loss=0.3356, top1-acc=88.78%, top5-acc=99.61%, remaining_time=0:00:13.107304, arrival_time=2021-04-10 01:33:19.592992, cost_time=0:00:09.039544 2021-04-10 01:33:07,583 INFO : TRAIN, epoch=0029, iter=00090/00196, fetch data time cost=2.18ms, fps=2333 images/s, loss=0.3336, top1-acc=88.81%, top5-acc=99.62%, remaining_time=0:00:11.939946, arrival_time=2021-04-10 01:33:19.523677, cost_time=0:00:10.137732 2021-04-10 01:33:08,691 INFO : TRAIN, epoch=0029, iter=00100/00196, fetch data time cost=2.09ms, fps=2312 images/s, loss=0.3325, top1-acc=88.77%, top5-acc=99.62%, remaining_time=0:00:10.795680, arrival_time=2021-04-10 01:33:19.487233, cost_time=0:00:11.245510 2021-04-10 01:33:09,786 INFO : TRAIN, epoch=0029, iter=00110/00196, fetch data time cost=2.01ms, fps=2339 images/s, loss=0.3328, top1-acc=88.73%, top5-acc=99.64%, remaining_time=0:00:09.647996, arrival_time=2021-04-10 01:33:19.434458, cost_time=0:00:12.340460 2021-04-10 01:33:10,879 INFO : TRAIN, epoch=0029, iter=00120/00196, fetch data time cost=1.40ms, fps=2344 images/s, loss=0.3343, top1-acc=88.68%, top5-acc=99.63%, remaining_time=0:00:08.507820, arrival_time=2021-04-10 01:33:19.387190, cost_time=0:00:13.433349 2021-04-10 01:33:11,972 INFO : TRAIN, epoch=0029, iter=00130/00196, fetch data time cost=3.00ms, fps=2343 images/s, loss=0.3357, top1-acc=88.64%, top5-acc=99.62%, remaining_time=0:00:07.375104, arrival_time=2021-04-10 01:33:19.347917, cost_time=0:00:14.526759 2021-04-10 01:33:13,070 INFO : TRAIN, epoch=0029, iter=00140/00196, fetch data time cost=2.04ms, fps=2333 images/s, loss=0.3379, top1-acc=88.52%, top5-acc=99.62%, remaining_time=0:00:06.249880, arrival_time=2021-04-10 01:33:19.320628, cost_time=0:00:15.624634 2021-04-10 01:33:14,176 INFO : TRAIN, epoch=0029, iter=00150/00196, fetch data time cost=1.85ms, fps=2317 images/s, loss=0.3367, top1-acc=88.55%, top5-acc=99.63%, remaining_time=0:00:05.130702, arrival_time=2021-04-10 01:33:19.307280, cost_time=0:00:16.730618 2021-04-10 01:33:15,275 INFO : TRAIN, epoch=0029, iter=00160/00196, fetch data time cost=2.48ms, fps=2330 images/s, loss=0.3351, top1-acc=88.60%, top5-acc=99.63%, remaining_time=0:00:04.011696, arrival_time=2021-04-10 01:33:19.287489, cost_time=0:00:17.829772 2021-04-10 01:33:16,371 INFO : TRAIN, epoch=0029, iter=00170/00196, fetch data time cost=2.61ms, fps=2337 images/s, loss=0.3349, top1-acc=88.59%, top5-acc=99.63%, remaining_time=0:00:02.894528, arrival_time=2021-04-10 01:33:19.266260, cost_time=0:00:18.925741 2021-04-10 01:33:17,477 INFO : TRAIN, epoch=0029, iter=00180/00196, fetch data time cost=1.52ms, fps=2317 images/s, loss=0.3351, top1-acc=88.59%, top5-acc=99.64%, remaining_time=0:00:01.780560, arrival_time=2021-04-10 01:33:19.257868, cost_time=0:00:20.031215 2021-04-10 01:33:18,574 INFO : TRAIN, epoch=0029, iter=00190/00196, fetch data time cost=1.31ms, fps=2335 images/s, loss=0.3360, top1-acc=88.52%, top5-acc=99.65%, remaining_time=0:00:00.667212, arrival_time=2021-04-10 01:33:19.241584, cost_time=0:00:21.128353 2021-04-10 01:33:19,169 INFO : TRAIN, epoch=0029, iter=00196/00196, fetch data time cost=0.12ms, fps=2287 images/s, loss=0.3351, top1-acc=88.53%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-10 01:33:19.169573, cost_time=0:00:21.723630 2021-04-10 01:33:19,527 INFO : EVAL, epoch=0029, iter=00010/00040, fetch data time cost=1.78ms, fps=7178 images/s, loss=0.6147, top1-acc=80.59%, top5-acc=98.95%, remaining_time=0:00:01.069890, arrival_time=2021-04-10 01:33:20.597391, cost_time=0:00:00.356627 2021-04-10 01:33:19,768 INFO : EVAL, epoch=0029, iter=00020/00040, fetch data time cost=0.42ms, fps=10628 images/s, loss=0.6302, top1-acc=80.49%, top5-acc=98.61%, remaining_time=0:00:00.597860, arrival_time=2021-04-10 01:33:20.366664, cost_time=0:00:00.597865 2021-04-10 01:33:20,044 INFO : EVAL, epoch=0029, iter=00030/00040, fetch data time cost=0.30ms, fps=9312 images/s, loss=0.6259, top1-acc=80.55%, top5-acc=98.74%, remaining_time=0:00:00.291100, arrival_time=2021-04-10 01:33:20.335290, cost_time=0:00:00.873315 2021-04-10 01:33:20,279 INFO : EVAL, epoch=0029, iter=00040/00040, fetch data time cost=0.08ms, fps=9862 images/s, loss=0.6335, top1-acc=80.15%, top5-acc=98.83%, remaining_time=0:00:00, arrival_time=2021-04-10 01:33:20.279805, cost_time=0:00:01.108948 2021-04-10 01:33:20,333 INFO : Epoch=0029 complete, best val top1-acc=83.88%, top5-acc=99.18% (epoch=24), remaining_time=1:05:24.392202, arrival_time=2021-04-10 02:38:44.726050, cost_time=0:11:05.540212 2021-04-10 01:33:20,335 INFO : Train start, epoch=0030, lr=0.094901 2021-04-10 01:33:21,684 INFO : TRAIN, epoch=0030, iter=00010/00196, fetch data time cost=2.26ms, fps=1898 images/s, loss=0.3021, top1-acc=90.04%, top5-acc=99.73%, remaining_time=0:00:25.086192, arrival_time=2021-04-10 01:33:46.770308, cost_time=0:00:01.348723 2021-04-10 01:33:22,789 INFO : TRAIN, epoch=0030, iter=00020/00196, fetch data time cost=1.48ms, fps=2319 images/s, loss=0.3110, top1-acc=89.79%, top5-acc=99.67%, remaining_time=0:00:21.591504, arrival_time=2021-04-10 01:33:44.380413, cost_time=0:00:02.453571 2021-04-10 01:33:23,883 INFO : TRAIN, epoch=0030, iter=00030/00196, fetch data time cost=1.47ms, fps=2341 images/s, loss=0.3109, top1-acc=89.58%, top5-acc=99.69%, remaining_time=0:00:19.632488, arrival_time=2021-04-10 01:33:43.515849, cost_time=0:00:03.548032 2021-04-10 01:33:24,973 INFO : TRAIN, epoch=0030, iter=00040/00196, fetch data time cost=2.21ms, fps=2350 images/s, loss=0.3132, top1-acc=89.50%, top5-acc=99.65%, remaining_time=0:00:18.088512, arrival_time=2021-04-10 01:33:43.061830, cost_time=0:00:04.638077 2021-04-10 01:33:26,071 INFO : TRAIN, epoch=0030, iter=00050/00196, fetch data time cost=1.51ms, fps=2333 images/s, loss=0.3136, top1-acc=89.46%, top5-acc=99.67%, remaining_time=0:00:16.748682, arrival_time=2021-04-10 01:33:42.819927, cost_time=0:00:05.735844 2021-04-10 01:33:27,165 INFO : TRAIN, epoch=0030, iter=00060/00196, fetch data time cost=2.13ms, fps=2342 images/s, loss=0.3184, top1-acc=89.32%, top5-acc=99.65%, remaining_time=0:00:15.480880, arrival_time=2021-04-10 01:33:42.645955, cost_time=0:00:06.829774 2021-04-10 01:33:28,263 INFO : TRAIN, epoch=0030, iter=00070/00196, fetch data time cost=2.17ms, fps=2332 images/s, loss=0.3209, top1-acc=89.22%, top5-acc=99.65%, remaining_time=0:00:14.270760, arrival_time=2021-04-10 01:33:42.534183, cost_time=0:00:07.928181 2021-04-10 01:33:29,364 INFO : TRAIN, epoch=0030, iter=00080/00196, fetch data time cost=1.82ms, fps=2327 images/s, loss=0.3247, top1-acc=89.03%, top5-acc=99.65%, remaining_time=0:00:13.091412, arrival_time=2021-04-10 01:33:42.455355, cost_time=0:00:09.028537 2021-04-10 01:33:30,474 INFO : TRAIN, epoch=0030, iter=00090/00196, fetch data time cost=2.67ms, fps=2307 images/s, loss=0.3243, top1-acc=89.02%, top5-acc=99.66%, remaining_time=0:00:11.941642, arrival_time=2021-04-10 01:33:42.416154, cost_time=0:00:10.139129 2021-04-10 01:33:31,572 INFO : TRAIN, epoch=0030, iter=00100/00196, fetch data time cost=1.62ms, fps=2333 images/s, loss=0.3242, top1-acc=89.05%, top5-acc=99.65%, remaining_time=0:00:10.787808, arrival_time=2021-04-10 01:33:42.360410, cost_time=0:00:11.237339 2021-04-10 01:33:32,664 INFO : TRAIN, epoch=0030, iter=00110/00196, fetch data time cost=1.55ms, fps=2347 images/s, loss=0.3255, top1-acc=88.98%, top5-acc=99.65%, remaining_time=0:00:09.638880, arrival_time=2021-04-10 01:33:42.302969, cost_time=0:00:12.328760 2021-04-10 01:33:33,765 INFO : TRAIN, epoch=0030, iter=00120/00196, fetch data time cost=2.30ms, fps=2325 images/s, loss=0.3267, top1-acc=88.91%, top5-acc=99.65%, remaining_time=0:00:08.506072, arrival_time=2021-04-10 01:33:42.271953, cost_time=0:00:13.430639 2021-04-10 01:33:34,853 INFO : TRAIN, epoch=0030, iter=00130/00196, fetch data time cost=1.61ms, fps=2355 images/s, loss=0.3293, top1-acc=88.80%, top5-acc=99.65%, remaining_time=0:00:07.370682, arrival_time=2021-04-10 01:33:42.223957, cost_time=0:00:14.517949 2021-04-10 01:33:35,949 INFO : TRAIN, epoch=0030, iter=00140/00196, fetch data time cost=1.52ms, fps=2338 images/s, loss=0.3313, top1-acc=88.70%, top5-acc=99.65%, remaining_time=0:00:06.245456, arrival_time=2021-04-10 01:33:42.194536, cost_time=0:00:15.613640 2021-04-10 01:33:37,062 INFO : TRAIN, epoch=0030, iter=00150/00196, fetch data time cost=2.29ms, fps=2302 images/s, loss=0.3338, top1-acc=88.61%, top5-acc=99.63%, remaining_time=0:00:05.129598, arrival_time=2021-04-10 01:33:42.191763, cost_time=0:00:16.726915 2021-04-10 01:33:38,155 INFO : TRAIN, epoch=0030, iter=00160/00196, fetch data time cost=2.28ms, fps=2343 images/s, loss=0.3339, top1-acc=88.58%, top5-acc=99.64%, remaining_time=0:00:04.009536, arrival_time=2021-04-10 01:33:42.165046, cost_time=0:00:17.820204 2021-04-10 01:33:39,253 INFO : TRAIN, epoch=0030, iter=00170/00196, fetch data time cost=1.62ms, fps=2334 images/s, loss=0.3340, top1-acc=88.62%, top5-acc=99.63%, remaining_time=0:00:02.893306, arrival_time=2021-04-10 01:33:42.146366, cost_time=0:00:18.917759 2021-04-10 01:33:40,351 INFO : TRAIN, epoch=0030, iter=00180/00196, fetch data time cost=2.89ms, fps=2331 images/s, loss=0.3366, top1-acc=88.50%, top5-acc=99.62%, remaining_time=0:00:01.779248, arrival_time=2021-04-10 01:33:42.131049, cost_time=0:00:20.016487 2021-04-10 01:33:41,455 INFO : TRAIN, epoch=0030, iter=00190/00196, fetch data time cost=1.93ms, fps=2322 images/s, loss=0.3369, top1-acc=88.45%, top5-acc=99.62%, remaining_time=0:00:00.666942, arrival_time=2021-04-10 01:33:42.121964, cost_time=0:00:21.119772 2021-04-10 01:33:42,048 INFO : TRAIN, epoch=0030, iter=00196/00196, fetch data time cost=1.34ms, fps=2294 images/s, loss=0.3371, top1-acc=88.44%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-10 01:33:42.048443, cost_time=0:00:21.713041 2021-04-10 01:33:42,407 INFO : EVAL, epoch=0030, iter=00010/00040, fetch data time cost=0.29ms, fps=7173 images/s, loss=0.5089, top1-acc=83.83%, top5-acc=99.14%, remaining_time=0:00:01.070640, arrival_time=2021-04-10 01:33:43.478025, cost_time=0:00:00.356875 2021-04-10 01:33:42,658 INFO : EVAL, epoch=0030, iter=00020/00040, fetch data time cost=0.21ms, fps=10211 images/s, loss=0.4908, top1-acc=84.20%, top5-acc=99.24%, remaining_time=0:00:00.607980, arrival_time=2021-04-10 01:33:43.266503, cost_time=0:00:00.607973 2021-04-10 01:33:42,899 INFO : EVAL, epoch=0030, iter=00030/00040, fetch data time cost=2.44ms, fps=10644 images/s, loss=0.4910, top1-acc=84.06%, top5-acc=99.09%, remaining_time=0:00:00.283000, arrival_time=2021-04-10 01:33:43.182509, cost_time=0:00:00.849012 2021-04-10 01:33:43,126 INFO : EVAL, epoch=0030, iter=00040/00040, fetch data time cost=0.13ms, fps=10227 images/s, loss=0.4879, top1-acc=83.64%, top5-acc=99.10%, remaining_time=0:00:00, arrival_time=2021-04-10 01:33:43.126730, cost_time=0:00:01.076217 2021-04-10 01:33:43,194 INFO : Epoch=0030 complete, best val top1-acc=83.88%, top5-acc=99.18% (epoch=24), remaining_time=1:05:00.939000, arrival_time=2021-04-10 02:38:44.133629, cost_time=0:11:28.400997 2021-04-10 01:33:43,195 INFO : Train start, epoch=0031, lr=0.094550 2021-04-10 01:33:44,576 INFO : TRAIN, epoch=0031, iter=00010/00196, fetch data time cost=0.39ms, fps=1855 images/s, loss=0.3265, top1-acc=89.22%, top5-acc=99.53%, remaining_time=0:00:25.667070, arrival_time=2021-04-10 01:34:10.243190, cost_time=0:00:01.379954 2021-04-10 01:33:45,724 INFO : TRAIN, epoch=0031, iter=00020/00196, fetch data time cost=2.19ms, fps=2231 images/s, loss=0.3105, top1-acc=89.43%, top5-acc=99.59%, remaining_time=0:00:22.249392, arrival_time=2021-04-10 01:34:07.973809, cost_time=0:00:02.528349 2021-04-10 01:33:46,832 INFO : TRAIN, epoch=0031, iter=00030/00196, fetch data time cost=1.71ms, fps=2313 images/s, loss=0.3174, top1-acc=89.28%, top5-acc=99.64%, remaining_time=0:00:20.118370, arrival_time=2021-04-10 01:34:06.950308, cost_time=0:00:03.635848 2021-04-10 01:33:47,927 INFO : TRAIN, epoch=0031, iter=00040/00196, fetch data time cost=1.77ms, fps=2339 images/s, loss=0.3196, top1-acc=89.19%, top5-acc=99.65%, remaining_time=0:00:18.451524, arrival_time=2021-04-10 01:34:06.378869, cost_time=0:00:04.731168 2021-04-10 01:33:49,029 INFO : TRAIN, epoch=0031, iter=00050/00196, fetch data time cost=2.02ms, fps=2325 images/s, loss=0.3174, top1-acc=89.38%, top5-acc=99.66%, remaining_time=0:00:17.033090, arrival_time=2021-04-10 01:34:06.062413, cost_time=0:00:05.833237 2021-04-10 01:33:50,127 INFO : TRAIN, epoch=0031, iter=00060/00196, fetch data time cost=1.70ms, fps=2333 images/s, loss=0.3164, top1-acc=89.32%, top5-acc=99.66%, remaining_time=0:00:15.710448, arrival_time=2021-04-10 01:34:05.837690, cost_time=0:00:06.931061 2021-04-10 01:33:51,242 INFO : TRAIN, epoch=0031, iter=00070/00196, fetch data time cost=2.30ms, fps=2298 images/s, loss=0.3181, top1-acc=89.20%, top5-acc=99.67%, remaining_time=0:00:14.482818, arrival_time=2021-04-10 01:34:05.725061, cost_time=0:00:08.045978 2021-04-10 01:33:52,374 INFO : TRAIN, epoch=0031, iter=00080/00196, fetch data time cost=4.57ms, fps=2264 images/s, loss=0.3173, top1-acc=89.23%, top5-acc=99.65%, remaining_time=0:00:13.307984, arrival_time=2021-04-10 01:34:05.682018, cost_time=0:00:09.177931 2021-04-10 01:33:53,471 INFO : TRAIN, epoch=0031, iter=00090/00196, fetch data time cost=1.52ms, fps=2334 images/s, loss=0.3223, top1-acc=88.95%, top5-acc=99.66%, remaining_time=0:00:12.102126, arrival_time=2021-04-10 01:34:05.573672, cost_time=0:00:10.275395 2021-04-10 01:33:54,572 INFO : TRAIN, epoch=0031, iter=00100/00196, fetch data time cost=1.94ms, fps=2327 images/s, loss=0.3244, top1-acc=88.86%, top5-acc=99.65%, remaining_time=0:00:10.921152, arrival_time=2021-04-10 01:34:05.493483, cost_time=0:00:11.376244 2021-04-10 01:33:55,684 INFO : TRAIN, epoch=0031, iter=00110/00196, fetch data time cost=2.11ms, fps=2303 images/s, loss=0.3272, top1-acc=88.75%, top5-acc=99.65%, remaining_time=0:00:09.763924, arrival_time=2021-04-10 01:34:05.448783, cost_time=0:00:12.488735 2021-04-10 01:33:56,776 INFO : TRAIN, epoch=0031, iter=00120/00196, fetch data time cost=1.76ms, fps=2347 images/s, loss=0.3293, top1-acc=88.73%, top5-acc=99.65%, remaining_time=0:00:08.600844, arrival_time=2021-04-10 01:34:05.377204, cost_time=0:00:13.580236 2021-04-10 01:33:57,871 INFO : TRAIN, epoch=0031, iter=00130/00196, fetch data time cost=2.29ms, fps=2339 images/s, loss=0.3305, top1-acc=88.71%, top5-acc=99.64%, remaining_time=0:00:07.450542, arrival_time=2021-04-10 01:34:05.321982, cost_time=0:00:14.675258 2021-04-10 01:33:59,001 INFO : TRAIN, epoch=0031, iter=00140/00196, fetch data time cost=1.57ms, fps=2267 images/s, loss=0.3304, top1-acc=88.67%, top5-acc=99.65%, remaining_time=0:00:06.322176, arrival_time=2021-04-10 01:34:05.323681, cost_time=0:00:15.805494 2021-04-10 01:34:00,100 INFO : TRAIN, epoch=0031, iter=00150/00196, fetch data time cost=1.76ms, fps=2331 images/s, loss=0.3312, top1-acc=88.65%, top5-acc=99.63%, remaining_time=0:00:05.183924, arrival_time=2021-04-10 01:34:05.284295, cost_time=0:00:16.904170 2021-04-10 01:34:01,200 INFO : TRAIN, epoch=0031, iter=00160/00196, fetch data time cost=1.71ms, fps=2330 images/s, loss=0.3319, top1-acc=88.62%, top5-acc=99.63%, remaining_time=0:00:04.050900, arrival_time=2021-04-10 01:34:05.250921, cost_time=0:00:18.004003 2021-04-10 01:34:02,310 INFO : TRAIN, epoch=0031, iter=00170/00196, fetch data time cost=2.45ms, fps=2307 images/s, loss=0.3339, top1-acc=88.60%, top5-acc=99.62%, remaining_time=0:00:02.923310, arrival_time=2021-04-10 01:34:05.233509, cost_time=0:00:19.114029 2021-04-10 01:34:03,405 INFO : TRAIN, epoch=0031, iter=00180/00196, fetch data time cost=1.77ms, fps=2340 images/s, loss=0.3334, top1-acc=88.60%, top5-acc=99.63%, remaining_time=0:00:01.796368, arrival_time=2021-04-10 01:34:05.201489, cost_time=0:00:20.209102 2021-04-10 01:34:04,499 INFO : TRAIN, epoch=0031, iter=00190/00196, fetch data time cost=1.49ms, fps=2340 images/s, loss=0.3334, top1-acc=88.58%, top5-acc=99.63%, remaining_time=0:00:00.672750, arrival_time=2021-04-10 01:34:05.172627, cost_time=0:00:21.303668 2021-04-10 01:34:05,085 INFO : TRAIN, epoch=0031, iter=00196/00196, fetch data time cost=0.09ms, fps=2326 images/s, loss=0.3338, top1-acc=88.58%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-10 01:34:05.085365, cost_time=0:00:21.889339 2021-04-10 01:34:05,451 INFO : EVAL, epoch=0031, iter=00010/00040, fetch data time cost=2.77ms, fps=7018 images/s, loss=0.5790, top1-acc=82.34%, top5-acc=98.79%, remaining_time=0:00:01.094220, arrival_time=2021-04-10 01:34:06.545690, cost_time=0:00:00.364743 2021-04-10 01:34:05,704 INFO : EVAL, epoch=0031, iter=00020/00040, fetch data time cost=2.58ms, fps=10144 images/s, loss=0.5691, top1-acc=82.50%, top5-acc=98.89%, remaining_time=0:00:00.617720, arrival_time=2021-04-10 01:34:06.322142, cost_time=0:00:00.617710 2021-04-10 01:34:05,961 INFO : EVAL, epoch=0031, iter=00030/00040, fetch data time cost=0.32ms, fps=9986 images/s, loss=0.5655, top1-acc=82.40%, top5-acc=98.96%, remaining_time=0:00:00.291520, arrival_time=2021-04-10 01:34:06.252939, cost_time=0:00:00.874572 2021-04-10 01:34:06,196 INFO : EVAL, epoch=0031, iter=00040/00040, fetch data time cost=0.08ms, fps=9910 images/s, loss=0.5616, top1-acc=82.48%, top5-acc=99.01%, remaining_time=0:00:00, arrival_time=2021-04-10 01:34:06.196123, cost_time=0:00:01.109464 2021-04-10 01:34:06,254 INFO : Epoch=0031 complete, best val top1-acc=83.88%, top5-acc=99.18% (epoch=24), remaining_time=1:04:38.607629, arrival_time=2021-04-10 02:38:44.861855, cost_time=0:11:51.460582 2021-04-10 01:34:06,255 INFO : Train start, epoch=0032, lr=0.094188 2021-04-10 01:34:07,551 INFO : TRAIN, epoch=0032, iter=00010/00196, fetch data time cost=3.28ms, fps=1975 images/s, loss=0.3164, top1-acc=89.57%, top5-acc=99.53%, remaining_time=0:00:24.105972, arrival_time=2021-04-10 01:34:31.657706, cost_time=0:00:01.296016 2021-04-10 01:34:08,661 INFO : TRAIN, epoch=0032, iter=00020/00196, fetch data time cost=1.74ms, fps=2309 images/s, loss=0.3234, top1-acc=88.73%, top5-acc=99.57%, remaining_time=0:00:21.167168, arrival_time=2021-04-10 01:34:29.828357, cost_time=0:00:02.405350 2021-04-10 01:34:09,755 INFO : TRAIN, epoch=0032, iter=00030/00196, fetch data time cost=2.18ms, fps=2341 images/s, loss=0.3157, top1-acc=88.98%, top5-acc=99.61%, remaining_time=0:00:19.365394, arrival_time=2021-04-10 01:34:29.120923, cost_time=0:00:03.499774 2021-04-10 01:34:10,848 INFO : TRAIN, epoch=0032, iter=00040/00196, fetch data time cost=1.50ms, fps=2345 images/s, loss=0.3220, top1-acc=88.88%, top5-acc=99.61%, remaining_time=0:00:17.909580, arrival_time=2021-04-10 01:34:28.757546, cost_time=0:00:04.592198 2021-04-10 01:34:11,943 INFO : TRAIN, epoch=0032, iter=00050/00196, fetch data time cost=2.27ms, fps=2338 images/s, loss=0.3251, top1-acc=88.68%, top5-acc=99.66%, remaining_time=0:00:16.608084, arrival_time=2021-04-10 01:34:28.551534, cost_time=0:00:05.687698 2021-04-10 01:34:13,041 INFO : TRAIN, epoch=0032, iter=00060/00196, fetch data time cost=2.45ms, fps=2334 images/s, loss=0.3284, top1-acc=88.70%, top5-acc=99.65%, remaining_time=0:00:15.379832, arrival_time=2021-04-10 01:34:28.420804, cost_time=0:00:06.785230 2021-04-10 01:34:14,144 INFO : TRAIN, epoch=0032, iter=00070/00196, fetch data time cost=1.49ms, fps=2322 images/s, loss=0.3293, top1-acc=88.65%, top5-acc=99.62%, remaining_time=0:00:14.199318, arrival_time=2021-04-10 01:34:28.343666, cost_time=0:00:07.888478 2021-04-10 01:34:15,261 INFO : TRAIN, epoch=0032, iter=00080/00196, fetch data time cost=2.93ms, fps=2293 images/s, loss=0.3284, top1-acc=88.71%, top5-acc=99.62%, remaining_time=0:00:13.058236, arrival_time=2021-04-10 01:34:28.319740, cost_time=0:00:09.005666 2021-04-10 01:34:16,367 INFO : TRAIN, epoch=0032, iter=00090/00196, fetch data time cost=1.76ms, fps=2316 images/s, loss=0.3302, top1-acc=88.72%, top5-acc=99.61%, remaining_time=0:00:11.909736, arrival_time=2021-04-10 01:34:28.277554, cost_time=0:00:10.112067 2021-04-10 01:34:17,475 INFO : TRAIN, epoch=0032, iter=00100/00196, fetch data time cost=2.02ms, fps=2312 images/s, loss=0.3294, top1-acc=88.72%, top5-acc=99.61%, remaining_time=0:00:10.771104, arrival_time=2021-04-10 01:34:28.246695, cost_time=0:00:11.219894 2021-04-10 01:34:18,569 INFO : TRAIN, epoch=0032, iter=00110/00196, fetch data time cost=1.80ms, fps=2342 images/s, loss=0.3306, top1-acc=88.65%, top5-acc=99.58%, remaining_time=0:00:09.626754, arrival_time=2021-04-10 01:34:28.195802, cost_time=0:00:12.313298 2021-04-10 01:34:19,660 INFO : TRAIN, epoch=0032, iter=00120/00196, fetch data time cost=1.96ms, fps=2346 images/s, loss=0.3314, top1-acc=88.64%, top5-acc=99.59%, remaining_time=0:00:08.489808, arrival_time=2021-04-10 01:34:28.150465, cost_time=0:00:13.404950 2021-04-10 01:34:20,750 INFO : TRAIN, epoch=0032, iter=00130/00196, fetch data time cost=1.71ms, fps=2350 images/s, loss=0.3307, top1-acc=88.65%, top5-acc=99.59%, remaining_time=0:00:07.359000, arrival_time=2021-04-10 01:34:28.109681, cost_time=0:00:14.494937 2021-04-10 01:34:21,876 INFO : TRAIN, epoch=0032, iter=00140/00196, fetch data time cost=1.91ms, fps=2275 images/s, loss=0.3303, top1-acc=88.63%, top5-acc=99.60%, remaining_time=0:00:06.248312, arrival_time=2021-04-10 01:34:28.124848, cost_time=0:00:15.620760 2021-04-10 01:34:22,971 INFO : TRAIN, epoch=0032, iter=00150/00196, fetch data time cost=1.63ms, fps=2340 images/s, loss=0.3308, top1-acc=88.64%, top5-acc=99.61%, remaining_time=0:00:05.126010, arrival_time=2021-04-10 01:34:28.096969, cost_time=0:00:16.715241 2021-04-10 01:34:24,067 INFO : TRAIN, epoch=0032, iter=00160/00196, fetch data time cost=1.62ms, fps=2336 images/s, loss=0.3307, top1-acc=88.66%, top5-acc=99.61%, remaining_time=0:00:04.007700, arrival_time=2021-04-10 01:34:28.075430, cost_time=0:00:17.811985 2021-04-10 01:34:25,164 INFO : TRAIN, epoch=0032, iter=00170/00196, fetch data time cost=1.59ms, fps=2337 images/s, loss=0.3307, top1-acc=88.68%, top5-acc=99.60%, remaining_time=0:00:02.891850, arrival_time=2021-04-10 01:34:28.055889, cost_time=0:00:18.908313 2021-04-10 01:34:26,267 INFO : TRAIN, epoch=0032, iter=00180/00196, fetch data time cost=2.35ms, fps=2322 images/s, loss=0.3313, top1-acc=88.66%, top5-acc=99.61%, remaining_time=0:00:01.778784, arrival_time=2021-04-10 01:34:28.045810, cost_time=0:00:20.011244 2021-04-10 01:34:27,374 INFO : TRAIN, epoch=0032, iter=00190/00196, fetch data time cost=1.51ms, fps=2314 images/s, loss=0.3316, top1-acc=88.64%, top5-acc=99.61%, remaining_time=0:00:00.666900, arrival_time=2021-04-10 01:34:28.041194, cost_time=0:00:21.118516 2021-04-10 01:34:27,957 INFO : TRAIN, epoch=0032, iter=00196/00196, fetch data time cost=1.50ms, fps=2336 images/s, loss=0.3330, top1-acc=88.58%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-10 01:34:27.957030, cost_time=0:00:21.701337 2021-04-10 01:34:28,311 INFO : EVAL, epoch=0032, iter=00010/00040, fetch data time cost=0.49ms, fps=7260 images/s, loss=0.5646, top1-acc=82.42%, top5-acc=98.59%, remaining_time=0:00:01.057800, arrival_time=2021-04-10 01:34:29.368747, cost_time=0:00:00.352597 2021-04-10 01:34:28,566 INFO : EVAL, epoch=0032, iter=00020/00040, fetch data time cost=0.42ms, fps=10033 images/s, loss=0.5436, top1-acc=82.89%, top5-acc=98.79%, remaining_time=0:00:00.608280, arrival_time=2021-04-10 01:34:29.174925, cost_time=0:00:00.608285 2021-04-10 01:34:28,821 INFO : EVAL, epoch=0032, iter=00030/00040, fetch data time cost=0.41ms, fps=10073 images/s, loss=0.5533, top1-acc=82.45%, top5-acc=98.72%, remaining_time=0:00:00.287660, arrival_time=2021-04-10 01:34:29.108987, cost_time=0:00:00.862989 2021-04-10 01:34:29,093 INFO : EVAL, epoch=0032, iter=00040/00040, fetch data time cost=0.10ms, fps=8549 images/s, loss=0.5730, top1-acc=82.04%, top5-acc=98.69%, remaining_time=0:00:00, arrival_time=2021-04-10 01:34:29.093368, cost_time=0:00:01.134925 2021-04-10 01:34:29,147 INFO : Epoch=0032 complete, best val top1-acc=83.88%, top5-acc=99.18% (epoch=24), remaining_time=1:04:15.356568, arrival_time=2021-04-10 02:38:44.503835, cost_time=0:12:14.353639 2021-04-10 01:34:29,148 INFO : Train start, epoch=0033, lr=0.093815 2021-04-10 01:34:30,513 INFO : TRAIN, epoch=0033, iter=00010/00196, fetch data time cost=2.04ms, fps=1875 images/s, loss=0.3281, top1-acc=88.71%, top5-acc=99.69%, remaining_time=0:00:25.395696, arrival_time=2021-04-10 01:34:55.909262, cost_time=0:00:01.365355 2021-04-10 01:34:31,642 INFO : TRAIN, epoch=0033, iter=00020/00196, fetch data time cost=2.28ms, fps=2269 images/s, loss=0.3229, top1-acc=89.14%, top5-acc=99.69%, remaining_time=0:00:21.951248, arrival_time=2021-04-10 01:34:53.594053, cost_time=0:00:02.494466 2021-04-10 01:34:32,740 INFO : TRAIN, epoch=0033, iter=00030/00196, fetch data time cost=1.57ms, fps=2335 images/s, loss=0.3197, top1-acc=89.13%, top5-acc=99.64%, remaining_time=0:00:19.875014, arrival_time=2021-04-10 01:34:52.615059, cost_time=0:00:03.591869 2021-04-10 01:34:33,831 INFO : TRAIN, epoch=0033, iter=00040/00196, fetch data time cost=2.03ms, fps=2347 images/s, loss=0.3135, top1-acc=89.27%, top5-acc=99.62%, remaining_time=0:00:18.264012, arrival_time=2021-04-10 01:34:52.095259, cost_time=0:00:04.683086 2021-04-10 01:34:34,922 INFO : TRAIN, epoch=0033, iter=00050/00196, fetch data time cost=2.09ms, fps=2348 images/s, loss=0.3120, top1-acc=89.37%, top5-acc=99.61%, remaining_time=0:00:16.859642, arrival_time=2021-04-10 01:34:51.781729, cost_time=0:00:05.773855 2021-04-10 01:34:36,014 INFO : TRAIN, epoch=0033, iter=00060/00196, fetch data time cost=2.10ms, fps=2345 images/s, loss=0.3157, top1-acc=89.32%, top5-acc=99.60%, remaining_time=0:00:15.563296, arrival_time=2021-04-10 01:34:51.577674, cost_time=0:00:06.866144 2021-04-10 01:34:37,107 INFO : TRAIN, epoch=0033, iter=00070/00196, fetch data time cost=1.66ms, fps=2343 images/s, loss=0.3153, top1-acc=89.28%, top5-acc=99.62%, remaining_time=0:00:14.327208, arrival_time=2021-04-10 01:34:51.434932, cost_time=0:00:07.959537 2021-04-10 01:34:38,202 INFO : TRAIN, epoch=0033, iter=00080/00196, fetch data time cost=1.66ms, fps=2341 images/s, loss=0.3162, top1-acc=89.24%, top5-acc=99.60%, remaining_time=0:00:13.127952, arrival_time=2021-04-10 01:34:51.329936, cost_time=0:00:09.053788 2021-04-10 01:34:39,287 INFO : TRAIN, epoch=0033, iter=00090/00196, fetch data time cost=1.45ms, fps=2359 images/s, loss=0.3177, top1-acc=89.19%, top5-acc=99.58%, remaining_time=0:00:11.942384, arrival_time=2021-04-10 01:34:51.230268, cost_time=0:00:10.139730 2021-04-10 01:34:40,378 INFO : TRAIN, epoch=0033, iter=00100/00196, fetch data time cost=1.48ms, fps=2349 images/s, loss=0.3197, top1-acc=89.13%, top5-acc=99.58%, remaining_time=0:00:10.780992, arrival_time=2021-04-10 01:34:51.159460, cost_time=0:00:11.230161 2021-04-10 01:34:41,492 INFO : TRAIN, epoch=0033, iter=00110/00196, fetch data time cost=1.71ms, fps=2300 images/s, loss=0.3231, top1-acc=89.04%, top5-acc=99.57%, remaining_time=0:00:09.651006, arrival_time=2021-04-10 01:34:51.143518, cost_time=0:00:12.344342 2021-04-10 01:34:42,598 INFO : TRAIN, epoch=0033, iter=00120/00196, fetch data time cost=1.56ms, fps=2317 images/s, loss=0.3206, top1-acc=89.13%, top5-acc=99.59%, remaining_time=0:00:08.518308, arrival_time=2021-04-10 01:34:51.116533, cost_time=0:00:13.449933 2021-04-10 01:34:43,695 INFO : TRAIN, epoch=0033, iter=00130/00196, fetch data time cost=2.18ms, fps=2336 images/s, loss=0.3218, top1-acc=89.09%, top5-acc=99.60%, remaining_time=0:00:07.385334, arrival_time=2021-04-10 01:34:51.080407, cost_time=0:00:14.546851 2021-04-10 01:34:44,790 INFO : TRAIN, epoch=0033, iter=00140/00196, fetch data time cost=2.09ms, fps=2339 images/s, loss=0.3209, top1-acc=89.14%, top5-acc=99.60%, remaining_time=0:00:06.256712, arrival_time=2021-04-10 01:34:51.046768, cost_time=0:00:15.641847 2021-04-10 01:34:45,894 INFO : TRAIN, epoch=0033, iter=00150/00196, fetch data time cost=2.07ms, fps=2321 images/s, loss=0.3222, top1-acc=89.09%, top5-acc=99.59%, remaining_time=0:00:05.135394, arrival_time=2021-04-10 01:34:51.029432, cost_time=0:00:16.745828 2021-04-10 01:34:46,991 INFO : TRAIN, epoch=0033, iter=00160/00196, fetch data time cost=2.24ms, fps=2334 images/s, loss=0.3242, top1-acc=88.98%, top5-acc=99.60%, remaining_time=0:00:04.014720, arrival_time=2021-04-10 01:34:51.006179, cost_time=0:00:17.843152 2021-04-10 01:34:48,081 INFO : TRAIN, epoch=0033, iter=00170/00196, fetch data time cost=1.58ms, fps=2350 images/s, loss=0.3238, top1-acc=88.96%, top5-acc=99.60%, remaining_time=0:00:02.895724, arrival_time=2021-04-10 01:34:50.977507, cost_time=0:00:18.933612 2021-04-10 01:34:49,174 INFO : TRAIN, epoch=0033, iter=00180/00196, fetch data time cost=2.14ms, fps=2344 images/s, loss=0.3233, top1-acc=88.99%, top5-acc=99.60%, remaining_time=0:00:01.780128, arrival_time=2021-04-10 01:34:50.954798, cost_time=0:00:20.026432 2021-04-10 01:34:50,278 INFO : TRAIN, epoch=0033, iter=00190/00196, fetch data time cost=1.32ms, fps=2322 images/s, loss=0.3247, top1-acc=88.92%, top5-acc=99.60%, remaining_time=0:00:00.667254, arrival_time=2021-04-10 01:34:50.945186, cost_time=0:00:21.129726 2021-04-10 01:34:50,900 INFO : TRAIN, epoch=0033, iter=00196/00196, fetch data time cost=5.45ms, fps=2189 images/s, loss=0.3251, top1-acc=88.91%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-10 01:34:50.900103, cost_time=0:00:21.751724 2021-04-10 01:34:51,258 INFO : EVAL, epoch=0033, iter=00010/00040, fetch data time cost=0.41ms, fps=7197 images/s, loss=0.5941, top1-acc=81.25%, top5-acc=98.91%, remaining_time=0:00:01.067070, arrival_time=2021-04-10 01:34:52.325809, cost_time=0:00:00.355694 2021-04-10 01:34:51,575 INFO : EVAL, epoch=0033, iter=00020/00040, fetch data time cost=2.00ms, fps=8081 images/s, loss=0.6193, top1-acc=80.51%, top5-acc=98.83%, remaining_time=0:00:00.672900, arrival_time=2021-04-10 01:34:52.248843, cost_time=0:00:00.672906 2021-04-10 01:34:51,822 INFO : EVAL, epoch=0033, iter=00030/00040, fetch data time cost=2.81ms, fps=10392 images/s, loss=0.6308, top1-acc=79.80%, top5-acc=99.02%, remaining_time=0:00:00.306540, arrival_time=2021-04-10 01:34:52.129245, cost_time=0:00:00.919629 2021-04-10 01:34:52,054 INFO : EVAL, epoch=0033, iter=00040/00040, fetch data time cost=0.10ms, fps=10044 images/s, loss=0.6213, top1-acc=80.07%, top5-acc=98.95%, remaining_time=0:00:00, arrival_time=2021-04-10 01:34:52.054188, cost_time=0:00:01.151143 2021-04-10 01:34:52,108 INFO : Epoch=0033 complete, best val top1-acc=83.88%, top5-acc=99.18% (epoch=24), remaining_time=1:03:52.471978, arrival_time=2021-04-10 02:38:44.580421, cost_time=0:12:37.314830 2021-04-10 01:34:52,109 INFO : Train start, epoch=0034, lr=0.093432 2021-04-10 01:34:53,437 INFO : TRAIN, epoch=0034, iter=00010/00196, fetch data time cost=1.92ms, fps=1927 images/s, loss=0.3138, top1-acc=89.22%, top5-acc=99.69%, remaining_time=0:00:24.709170, arrival_time=2021-04-10 01:35:18.147033, cost_time=0:00:01.328450 2021-04-10 01:34:54,565 INFO : TRAIN, epoch=0034, iter=00020/00196, fetch data time cost=20.83ms, fps=2272 images/s, loss=0.3002, top1-acc=89.55%, top5-acc=99.79%, remaining_time=0:00:21.612448, arrival_time=2021-04-10 01:35:16.177878, cost_time=0:00:02.455956 2021-04-10 01:34:55,656 INFO : TRAIN, epoch=0034, iter=00030/00196, fetch data time cost=1.49ms, fps=2348 images/s, loss=0.2948, top1-acc=89.66%, top5-acc=99.75%, remaining_time=0:00:19.629002, arrival_time=2021-04-10 01:35:15.285751, cost_time=0:00:03.547409 2021-04-10 01:34:56,757 INFO : TRAIN, epoch=0034, iter=00040/00196, fetch data time cost=2.14ms, fps=2327 images/s, loss=0.3063, top1-acc=89.18%, top5-acc=99.77%, remaining_time=0:00:18.127356, arrival_time=2021-04-10 01:35:14.884927, cost_time=0:00:04.648034 2021-04-10 01:34:57,853 INFO : TRAIN, epoch=0034, iter=00050/00196, fetch data time cost=1.52ms, fps=2338 images/s, loss=0.3085, top1-acc=89.15%, top5-acc=99.73%, remaining_time=0:00:16.771896, arrival_time=2021-04-10 01:35:14.625086, cost_time=0:00:05.743784 2021-04-10 01:34:58,944 INFO : TRAIN, epoch=0034, iter=00060/00196, fetch data time cost=2.29ms, fps=2346 images/s, loss=0.3116, top1-acc=89.11%, top5-acc=99.69%, remaining_time=0:00:15.493800, arrival_time=2021-04-10 01:35:14.438679, cost_time=0:00:06.835494 2021-04-10 01:35:00,048 INFO : TRAIN, epoch=0034, iter=00070/00196, fetch data time cost=1.62ms, fps=2321 images/s, loss=0.3140, top1-acc=88.96%, top5-acc=99.68%, remaining_time=0:00:14.289912, arrival_time=2021-04-10 01:35:14.338155, cost_time=0:00:07.938827 2021-04-10 01:35:01,152 INFO : TRAIN, epoch=0034, iter=00080/00196, fetch data time cost=2.79ms, fps=2320 images/s, loss=0.3173, top1-acc=88.82%, top5-acc=99.69%, remaining_time=0:00:13.112292, arrival_time=2021-04-10 01:35:14.264748, cost_time=0:00:09.042988 2021-04-10 01:35:02,275 INFO : TRAIN, epoch=0034, iter=00090/00196, fetch data time cost=1.49ms, fps=2281 images/s, loss=0.3197, top1-acc=88.71%, top5-acc=99.69%, remaining_time=0:00:11.973548, arrival_time=2021-04-10 01:35:14.249168, cost_time=0:00:10.166221 2021-04-10 01:35:03,382 INFO : TRAIN, epoch=0034, iter=00100/00196, fetch data time cost=2.09ms, fps=2314 images/s, loss=0.3197, top1-acc=88.69%, top5-acc=99.70%, remaining_time=0:00:10.822272, arrival_time=2021-04-10 01:35:14.205035, cost_time=0:00:11.273197 2021-04-10 01:35:04,476 INFO : TRAIN, epoch=0034, iter=00110/00196, fetch data time cost=2.03ms, fps=2343 images/s, loss=0.3230, top1-acc=88.60%, top5-acc=99.70%, remaining_time=0:00:09.668722, arrival_time=2021-04-10 01:35:14.145189, cost_time=0:00:12.366928 2021-04-10 01:35:05,567 INFO : TRAIN, epoch=0034, iter=00120/00196, fetch data time cost=1.80ms, fps=2349 images/s, loss=0.3221, top1-acc=88.63%, top5-acc=99.70%, remaining_time=0:00:08.523172, arrival_time=2021-04-10 01:35:14.090165, cost_time=0:00:13.457589 2021-04-10 01:35:06,687 INFO : TRAIN, epoch=0034, iter=00130/00196, fetch data time cost=17.42ms, fps=2287 images/s, loss=0.3222, top1-acc=88.67%, top5-acc=99.69%, remaining_time=0:00:07.401042, arrival_time=2021-04-10 01:35:14.088311, cost_time=0:00:14.577856 2021-04-10 01:35:07,779 INFO : TRAIN, epoch=0034, iter=00140/00196, fetch data time cost=1.72ms, fps=2345 images/s, loss=0.3234, top1-acc=88.64%, top5-acc=99.67%, remaining_time=0:00:06.268024, arrival_time=2021-04-10 01:35:14.047448, cost_time=0:00:15.670024 2021-04-10 01:35:08,898 INFO : TRAIN, epoch=0034, iter=00150/00196, fetch data time cost=2.39ms, fps=2290 images/s, loss=0.3249, top1-acc=88.62%, top5-acc=99.66%, remaining_time=0:00:05.148504, arrival_time=2021-04-10 01:35:14.046466, cost_time=0:00:16.788562 2021-04-10 01:35:10,017 INFO : TRAIN, epoch=0034, iter=00160/00196, fetch data time cost=1.63ms, fps=2289 images/s, loss=0.3258, top1-acc=88.59%, top5-acc=99.68%, remaining_time=0:00:04.029264, arrival_time=2021-04-10 01:35:14.046627, cost_time=0:00:17.907901 2021-04-10 01:35:11,109 INFO : TRAIN, epoch=0034, iter=00170/00196, fetch data time cost=1.51ms, fps=2345 images/s, loss=0.3242, top1-acc=88.64%, top5-acc=99.67%, remaining_time=0:00:02.905968, arrival_time=2021-04-10 01:35:14.015908, cost_time=0:00:19.000597 2021-04-10 01:35:12,208 INFO : TRAIN, epoch=0034, iter=00180/00196, fetch data time cost=1.58ms, fps=2333 images/s, loss=0.3251, top1-acc=88.62%, top5-acc=99.67%, remaining_time=0:00:01.786528, arrival_time=2021-04-10 01:35:13.994454, cost_time=0:00:20.098501 2021-04-10 01:35:13,307 INFO : TRAIN, epoch=0034, iter=00190/00196, fetch data time cost=1.32ms, fps=2330 images/s, loss=0.3259, top1-acc=88.60%, top5-acc=99.67%, remaining_time=0:00:00.669402, arrival_time=2021-04-10 01:35:13.976619, cost_time=0:00:21.197653 2021-04-10 01:35:13,902 INFO : TRAIN, epoch=0034, iter=00196/00196, fetch data time cost=1.55ms, fps=2289 images/s, loss=0.3254, top1-acc=88.61%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-10 01:35:13.902105, cost_time=0:00:21.792779 2021-04-10 01:35:14,276 INFO : EVAL, epoch=0034, iter=00010/00040, fetch data time cost=0.36ms, fps=6862 images/s, loss=0.6755, top1-acc=78.87%, top5-acc=98.79%, remaining_time=0:00:01.119210, arrival_time=2021-04-10 01:35:15.395996, cost_time=0:00:00.373072 2021-04-10 01:35:14,521 INFO : EVAL, epoch=0034, iter=00020/00040, fetch data time cost=0.40ms, fps=10480 images/s, loss=0.6844, top1-acc=78.65%, top5-acc=98.85%, remaining_time=0:00:00.617740, arrival_time=2021-04-10 01:35:15.139235, cost_time=0:00:00.617746 2021-04-10 01:35:14,778 INFO : EVAL, epoch=0034, iter=00030/00040, fetch data time cost=0.34ms, fps=9966 images/s, loss=0.6875, top1-acc=78.76%, top5-acc=98.78%, remaining_time=0:00:00.291700, arrival_time=2021-04-10 01:35:15.070573, cost_time=0:00:00.875104 2021-04-10 01:35:15,004 INFO : EVAL, epoch=0034, iter=00040/00040, fetch data time cost=0.07ms, fps=10319 images/s, loss=0.6658, top1-acc=79.15%, top5-acc=98.83%, remaining_time=0:00:00, arrival_time=2021-04-10 01:35:15.004165, cost_time=0:00:01.100476 2021-04-10 01:35:15,043 INFO : Epoch=0034 complete, best val top1-acc=83.88%, top5-acc=99.18% (epoch=24), remaining_time=1:03:29.455980, arrival_time=2021-04-10 02:38:44.499612, cost_time=0:13:00.250016 2021-04-10 01:35:15,044 INFO : Train start, epoch=0035, lr=0.093037 2021-04-10 01:35:16,327 INFO : TRAIN, epoch=0035, iter=00010/00196, fetch data time cost=0.31ms, fps=1996 images/s, loss=0.3390, top1-acc=88.44%, top5-acc=99.34%, remaining_time=0:00:23.856918, arrival_time=2021-04-10 01:35:40.184184, cost_time=0:00:01.282626 2021-04-10 01:35:17,422 INFO : TRAIN, epoch=0035, iter=00020/00196, fetch data time cost=2.11ms, fps=2340 images/s, loss=0.3191, top1-acc=89.10%, top5-acc=99.61%, remaining_time=0:00:20.922704, arrival_time=2021-04-10 01:35:38.344940, cost_time=0:00:02.377578 2021-04-10 01:35:18,514 INFO : TRAIN, epoch=0035, iter=00030/00196, fetch data time cost=2.23ms, fps=2345 images/s, loss=0.3124, top1-acc=89.17%, top5-acc=99.67%, remaining_time=0:00:19.200556, arrival_time=2021-04-10 01:35:37.715037, cost_time=0:00:03.469973 2021-04-10 01:35:19,612 INFO : TRAIN, epoch=0035, iter=00040/00196, fetch data time cost=1.76ms, fps=2334 images/s, loss=0.3130, top1-acc=89.19%, top5-acc=99.66%, remaining_time=0:00:17.812392, arrival_time=2021-04-10 01:35:37.424493, cost_time=0:00:04.567299 2021-04-10 01:35:20,704 INFO : TRAIN, epoch=0035, iter=00050/00196, fetch data time cost=1.61ms, fps=2345 images/s, loss=0.3154, top1-acc=89.08%, top5-acc=99.64%, remaining_time=0:00:16.527638, arrival_time=2021-04-10 01:35:37.232493, cost_time=0:00:05.660147 2021-04-10 01:35:21,799 INFO : TRAIN, epoch=0035, iter=00060/00196, fetch data time cost=2.69ms, fps=2340 images/s, loss=0.3135, top1-acc=89.11%, top5-acc=99.65%, remaining_time=0:00:15.311152, arrival_time=2021-04-10 01:35:37.110671, cost_time=0:00:06.754927 2021-04-10 01:35:22,908 INFO : TRAIN, epoch=0035, iter=00070/00196, fetch data time cost=1.59ms, fps=2311 images/s, loss=0.3122, top1-acc=89.11%, top5-acc=99.64%, remaining_time=0:00:14.154462, arrival_time=2021-04-10 01:35:37.062620, cost_time=0:00:07.863562 2021-04-10 01:35:24,010 INFO : TRAIN, epoch=0035, iter=00080/00196, fetch data time cost=2.53ms, fps=2324 images/s, loss=0.3144, top1-acc=89.11%, top5-acc=99.66%, remaining_time=0:00:13.000468, arrival_time=2021-04-10 01:35:37.010937, cost_time=0:00:08.965802 2021-04-10 01:35:25,109 INFO : TRAIN, epoch=0035, iter=00090/00196, fetch data time cost=2.32ms, fps=2330 images/s, loss=0.3148, top1-acc=89.08%, top5-acc=99.67%, remaining_time=0:00:11.854616, arrival_time=2021-04-10 01:35:36.964420, cost_time=0:00:10.065283 2021-04-10 01:35:26,207 INFO : TRAIN, epoch=0035, iter=00100/00196, fetch data time cost=2.25ms, fps=2333 images/s, loss=0.3186, top1-acc=88.96%, top5-acc=99.68%, remaining_time=0:00:10.716672, arrival_time=2021-04-10 01:35:36.924435, cost_time=0:00:11.163177 2021-04-10 01:35:27,306 INFO : TRAIN, epoch=0035, iter=00110/00196, fetch data time cost=2.01ms, fps=2332 images/s, loss=0.3189, top1-acc=88.92%, top5-acc=99.69%, remaining_time=0:00:09.586506, arrival_time=2021-04-10 01:35:36.892874, cost_time=0:00:12.261800 2021-04-10 01:35:28,405 INFO : TRAIN, epoch=0035, iter=00120/00196, fetch data time cost=1.65ms, fps=2332 images/s, loss=0.3199, top1-acc=88.90%, top5-acc=99.68%, remaining_time=0:00:08.461536, arrival_time=2021-04-10 01:35:36.866480, cost_time=0:00:13.360322 2021-04-10 01:35:29,500 INFO : TRAIN, epoch=0035, iter=00130/00196, fetch data time cost=1.90ms, fps=2338 images/s, loss=0.3195, top1-acc=88.93%, top5-acc=99.68%, remaining_time=0:00:07.339266, arrival_time=2021-04-10 01:35:36.839931, cost_time=0:00:14.456087 2021-04-10 01:35:30,619 INFO : TRAIN, epoch=0035, iter=00140/00196, fetch data time cost=1.93ms, fps=2290 images/s, loss=0.3205, top1-acc=88.90%, top5-acc=99.69%, remaining_time=0:00:06.229776, arrival_time=2021-04-10 01:35:36.848800, cost_time=0:00:15.574431 2021-04-10 01:35:31,721 INFO : TRAIN, epoch=0035, iter=00150/00196, fetch data time cost=1.49ms, fps=2324 images/s, loss=0.3218, top1-acc=88.90%, top5-acc=99.68%, remaining_time=0:00:05.114188, arrival_time=2021-04-10 01:35:36.835497, cost_time=0:00:16.676756 2021-04-10 01:35:32,822 INFO : TRAIN, epoch=0035, iter=00160/00196, fetch data time cost=2.15ms, fps=2327 images/s, loss=0.3218, top1-acc=88.87%, top5-acc=99.68%, remaining_time=0:00:03.999924, arrival_time=2021-04-10 01:35:36.821957, cost_time=0:00:17.777381 2021-04-10 01:35:33,924 INFO : TRAIN, epoch=0035, iter=00170/00196, fetch data time cost=2.25ms, fps=2324 images/s, loss=0.3221, top1-acc=88.87%, top5-acc=99.68%, remaining_time=0:00:02.887456, arrival_time=2021-04-10 01:35:36.811586, cost_time=0:00:18.879581 2021-04-10 01:35:35,017 INFO : TRAIN, epoch=0035, iter=00180/00196, fetch data time cost=2.32ms, fps=2344 images/s, loss=0.3217, top1-acc=88.90%, top5-acc=99.68%, remaining_time=0:00:01.775312, arrival_time=2021-04-10 01:35:36.792477, cost_time=0:00:19.972344 2021-04-10 01:35:36,110 INFO : TRAIN, epoch=0035, iter=00190/00196, fetch data time cost=1.63ms, fps=2344 images/s, loss=0.3222, top1-acc=88.85%, top5-acc=99.68%, remaining_time=0:00:00.665238, arrival_time=2021-04-10 01:35:36.775663, cost_time=0:00:21.065928 2021-04-10 01:35:36,701 INFO : TRAIN, epoch=0035, iter=00196/00196, fetch data time cost=1.33ms, fps=2304 images/s, loss=0.3221, top1-acc=88.84%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-10 01:35:36.701177, cost_time=0:00:21.656650 2021-04-10 01:35:37,081 INFO : EVAL, epoch=0035, iter=00010/00040, fetch data time cost=0.40ms, fps=6763 images/s, loss=0.6842, top1-acc=78.55%, top5-acc=98.75%, remaining_time=0:00:01.135470, arrival_time=2021-04-10 01:35:38.216666, cost_time=0:00:00.378493 2021-04-10 01:35:37,325 INFO : EVAL, epoch=0035, iter=00020/00040, fetch data time cost=1.89ms, fps=10502 images/s, loss=0.6924, top1-acc=77.89%, top5-acc=98.91%, remaining_time=0:00:00.622740, arrival_time=2021-04-10 01:35:37.948203, cost_time=0:00:00.622745 2021-04-10 01:35:37,604 INFO : EVAL, epoch=0035, iter=00030/00040, fetch data time cost=0.39ms, fps=9197 images/s, loss=0.6941, top1-acc=77.68%, top5-acc=98.76%, remaining_time=0:00:00.300550, arrival_time=2021-04-10 01:35:37.904865, cost_time=0:00:00.901648 2021-04-10 01:35:37,819 INFO : EVAL, epoch=0035, iter=00040/00040, fetch data time cost=0.08ms, fps=10781 images/s, loss=0.6861, top1-acc=77.63%, top5-acc=98.84%, remaining_time=0:00:00, arrival_time=2021-04-10 01:35:37.819895, cost_time=0:00:01.117264 2021-04-10 01:35:37,859 INFO : Epoch=0035 complete, best val top1-acc=83.88%, top5-acc=99.18% (epoch=24), remaining_time=1:03:05.883750, arrival_time=2021-04-10 02:38:43.743602, cost_time=0:13:23.066238 2021-04-10 01:35:37,868 INFO : Train start, epoch=0036, lr=0.092632 2021-04-10 01:35:39,170 INFO : TRAIN, epoch=0036, iter=00010/00196, fetch data time cost=2.17ms, fps=1967 images/s, loss=0.3318, top1-acc=88.75%, top5-acc=99.65%, remaining_time=0:00:24.212922, arrival_time=2021-04-10 01:36:03.382938, cost_time=0:00:01.301772 2021-04-10 01:35:40,269 INFO : TRAIN, epoch=0036, iter=00020/00196, fetch data time cost=1.49ms, fps=2330 images/s, loss=0.3295, top1-acc=88.73%, top5-acc=99.67%, remaining_time=0:00:21.129152, arrival_time=2021-04-10 01:36:01.398412, cost_time=0:00:02.401039 2021-04-10 01:35:41,367 INFO : TRAIN, epoch=0036, iter=00030/00196, fetch data time cost=1.84ms, fps=2332 images/s, loss=0.3188, top1-acc=88.91%, top5-acc=99.70%, remaining_time=0:00:19.364896, arrival_time=2021-04-10 01:36:00.732772, cost_time=0:00:03.499673 2021-04-10 01:35:42,466 INFO : TRAIN, epoch=0036, iter=00040/00196, fetch data time cost=1.54ms, fps=2332 images/s, loss=0.3168, top1-acc=89.07%, top5-acc=99.72%, remaining_time=0:00:17.932356, arrival_time=2021-04-10 01:36:00.398708, cost_time=0:00:04.598028 2021-04-10 01:35:43,571 INFO : TRAIN, epoch=0036, iter=00050/00196, fetch data time cost=2.11ms, fps=2319 images/s, loss=0.3155, top1-acc=89.04%, top5-acc=99.72%, remaining_time=0:00:16.652906, arrival_time=2021-04-10 01:36:00.224178, cost_time=0:00:05.703045 2021-04-10 01:35:44,665 INFO : TRAIN, epoch=0036, iter=00060/00196, fetch data time cost=2.00ms, fps=2342 images/s, loss=0.3151, top1-acc=89.04%, top5-acc=99.73%, remaining_time=0:00:15.406080, arrival_time=2021-04-10 01:36:00.071112, cost_time=0:00:06.796802 2021-04-10 01:35:45,763 INFO : TRAIN, epoch=0036, iter=00070/00196, fetch data time cost=1.50ms, fps=2332 images/s, loss=0.3135, top1-acc=89.02%, top5-acc=99.73%, remaining_time=0:00:14.211288, arrival_time=2021-04-10 01:35:59.974687, cost_time=0:00:07.895194 2021-04-10 01:35:46,860 INFO : TRAIN, epoch=0036, iter=00080/00196, fetch data time cost=2.05ms, fps=2335 images/s, loss=0.3156, top1-acc=89.00%, top5-acc=99.72%, remaining_time=0:00:13.038748, arrival_time=2021-04-10 01:35:59.899324, cost_time=0:00:08.992262 2021-04-10 01:35:47,964 INFO : TRAIN, epoch=0036, iter=00090/00196, fetch data time cost=1.82ms, fps=2320 images/s, loss=0.3157, top1-acc=89.09%, top5-acc=99.71%, remaining_time=0:00:11.891610, arrival_time=2021-04-10 01:35:59.856493, cost_time=0:00:10.096646 2021-04-10 01:35:49,061 INFO : TRAIN, epoch=0036, iter=00100/00196, fetch data time cost=1.57ms, fps=2337 images/s, loss=0.3179, top1-acc=89.02%, top5-acc=99.70%, remaining_time=0:00:10.745088, arrival_time=2021-04-10 01:35:59.806081, cost_time=0:00:11.192843 2021-04-10 01:35:50,158 INFO : TRAIN, epoch=0036, iter=00110/00196, fetch data time cost=1.83ms, fps=2334 images/s, loss=0.3188, top1-acc=89.00%, top5-acc=99.70%, remaining_time=0:00:09.608522, arrival_time=2021-04-10 01:35:59.766769, cost_time=0:00:12.290013 2021-04-10 01:35:51,256 INFO : TRAIN, epoch=0036, iter=00120/00196, fetch data time cost=2.13ms, fps=2333 images/s, loss=0.3203, top1-acc=88.90%, top5-acc=99.69%, remaining_time=0:00:08.479016, arrival_time=2021-04-10 01:35:59.735213, cost_time=0:00:13.387957 2021-04-10 01:35:52,355 INFO : TRAIN, epoch=0036, iter=00130/00196, fetch data time cost=3.45ms, fps=2330 images/s, loss=0.3218, top1-acc=88.87%, top5-acc=99.69%, remaining_time=0:00:07.355040, arrival_time=2021-04-10 01:35:59.710477, cost_time=0:00:14.487179 2021-04-10 01:35:53,461 INFO : TRAIN, epoch=0036, iter=00140/00196, fetch data time cost=1.64ms, fps=2316 images/s, loss=0.3221, top1-acc=88.81%, top5-acc=99.69%, remaining_time=0:00:06.237336, arrival_time=2021-04-10 01:35:59.698988, cost_time=0:00:15.593375 2021-04-10 01:35:54,559 INFO : TRAIN, epoch=0036, iter=00150/00196, fetch data time cost=1.62ms, fps=2333 images/s, loss=0.3213, top1-acc=88.83%, top5-acc=99.70%, remaining_time=0:00:05.118742, arrival_time=2021-04-10 01:35:59.678498, cost_time=0:00:16.691590 2021-04-10 01:35:55,663 INFO : TRAIN, epoch=0036, iter=00160/00196, fetch data time cost=1.57ms, fps=2321 images/s, loss=0.3218, top1-acc=88.80%, top5-acc=99.69%, remaining_time=0:00:04.003920, arrival_time=2021-04-10 01:35:59.667322, cost_time=0:00:17.795162 2021-04-10 01:35:56,757 INFO : TRAIN, epoch=0036, iter=00170/00196, fetch data time cost=2.07ms, fps=2342 images/s, loss=0.3220, top1-acc=88.76%, top5-acc=99.70%, remaining_time=0:00:02.888886, arrival_time=2021-04-10 01:35:59.646142, cost_time=0:00:18.888911 2021-04-10 01:35:57,865 INFO : TRAIN, epoch=0036, iter=00180/00196, fetch data time cost=2.18ms, fps=2311 images/s, loss=0.3228, top1-acc=88.72%, top5-acc=99.71%, remaining_time=0:00:01.777552, arrival_time=2021-04-10 01:35:59.643213, cost_time=0:00:19.997504 2021-04-10 01:35:58,954 INFO : TRAIN, epoch=0036, iter=00190/00196, fetch data time cost=1.33ms, fps=2352 images/s, loss=0.3227, top1-acc=88.73%, top5-acc=99.72%, remaining_time=0:00:00.665880, arrival_time=2021-04-10 01:35:59.620244, cost_time=0:00:21.086214 2021-04-10 01:35:59,553 INFO : TRAIN, epoch=0036, iter=00196/00196, fetch data time cost=1.94ms, fps=2272 images/s, loss=0.3224, top1-acc=88.76%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-10 01:35:59.553432, cost_time=0:00:21.685241 2021-04-10 01:35:59,905 INFO : EVAL, epoch=0036, iter=00010/00040, fetch data time cost=4.57ms, fps=7299 images/s, loss=0.6149, top1-acc=81.48%, top5-acc=98.55%, remaining_time=0:00:01.052100, arrival_time=2021-04-10 01:36:00.957775, cost_time=0:00:00.350705 2021-04-10 01:36:00,209 INFO : EVAL, epoch=0036, iter=00020/00040, fetch data time cost=0.44ms, fps=8445 images/s, loss=0.6468, top1-acc=80.39%, top5-acc=98.18%, remaining_time=0:00:00.654320, arrival_time=2021-04-10 01:36:00.863653, cost_time=0:00:00.654314 2021-04-10 01:36:00,564 INFO : EVAL, epoch=0036, iter=00030/00040, fetch data time cost=0.46ms, fps=7225 images/s, loss=0.6559, top1-acc=79.91%, top5-acc=98.33%, remaining_time=0:00:00.336400, arrival_time=2021-04-10 01:36:00.900614, cost_time=0:00:01.009192 2021-04-10 01:36:00,800 INFO : EVAL, epoch=0036, iter=00040/00040, fetch data time cost=0.08ms, fps=9857 images/s, loss=0.6388, top1-acc=80.30%, top5-acc=98.40%, remaining_time=0:00:00, arrival_time=2021-04-10 01:36:00.800133, cost_time=0:00:01.245114 2021-04-10 01:36:00,846 INFO : Epoch=0036 complete, best val top1-acc=83.88%, top5-acc=99.18% (epoch=24), remaining_time=1:02:43.127436, arrival_time=2021-04-10 02:38:43.973445, cost_time=0:13:46.052357 2021-04-10 01:36:00,847 INFO : Train start, epoch=0037, lr=0.092216 2021-04-10 01:36:02,195 INFO : TRAIN, epoch=0037, iter=00010/00196, fetch data time cost=0.53ms, fps=1899 images/s, loss=0.3364, top1-acc=89.22%, top5-acc=99.45%, remaining_time=0:00:25.068150, arrival_time=2021-04-10 01:36:27.263913, cost_time=0:00:01.347747 2021-04-10 01:36:03,301 INFO : TRAIN, epoch=0037, iter=00020/00196, fetch data time cost=2.88ms, fps=2317 images/s, loss=0.3283, top1-acc=89.22%, top5-acc=99.61%, remaining_time=0:00:21.587808, arrival_time=2021-04-10 01:36:24.889136, cost_time=0:00:02.453150 2021-04-10 01:36:04,408 INFO : TRAIN, epoch=0037, iter=00030/00196, fetch data time cost=1.88ms, fps=2314 images/s, loss=0.3155, top1-acc=89.35%, top5-acc=99.58%, remaining_time=0:00:19.700050, arrival_time=2021-04-10 01:36:24.108476, cost_time=0:00:03.560240 2021-04-10 01:36:05,507 INFO : TRAIN, epoch=0037, iter=00040/00196, fetch data time cost=1.68ms, fps=2331 images/s, loss=0.3107, top1-acc=89.38%, top5-acc=99.66%, remaining_time=0:00:18.171972, arrival_time=2021-04-10 01:36:23.679494, cost_time=0:00:04.659493 2021-04-10 01:36:06,607 INFO : TRAIN, epoch=0037, iter=00050/00196, fetch data time cost=1.79ms, fps=2329 images/s, loss=0.3028, top1-acc=89.71%, top5-acc=99.67%, remaining_time=0:00:16.817302, arrival_time=2021-04-10 01:36:23.424784, cost_time=0:00:05.759332 2021-04-10 01:36:07,737 INFO : TRAIN, epoch=0037, iter=00060/00196, fetch data time cost=2.13ms, fps=2267 images/s, loss=0.3035, top1-acc=89.63%, top5-acc=99.67%, remaining_time=0:00:15.616336, arrival_time=2021-04-10 01:36:23.353980, cost_time=0:00:06.889561 2021-04-10 01:36:08,831 INFO : TRAIN, epoch=0037, iter=00070/00196, fetch data time cost=1.94ms, fps=2341 images/s, loss=0.3041, top1-acc=89.55%, top5-acc=99.69%, remaining_time=0:00:14.370930, arrival_time=2021-04-10 01:36:23.202807, cost_time=0:00:07.983856 2021-04-10 01:36:09,927 INFO : TRAIN, epoch=0037, iter=00080/00196, fetch data time cost=1.97ms, fps=2337 images/s, loss=0.3057, top1-acc=89.50%, top5-acc=99.66%, remaining_time=0:00:13.165420, arrival_time=2021-04-10 01:36:23.093060, cost_time=0:00:09.079616 2021-04-10 01:36:11,028 INFO : TRAIN, epoch=0037, iter=00090/00196, fetch data time cost=1.90ms, fps=2328 images/s, loss=0.3086, top1-acc=89.41%, top5-acc=99.65%, remaining_time=0:00:11.989448, arrival_time=2021-04-10 01:36:23.017335, cost_time=0:00:10.179696 2021-04-10 01:36:12,122 INFO : TRAIN, epoch=0037, iter=00100/00196, fetch data time cost=1.71ms, fps=2340 images/s, loss=0.3094, top1-acc=89.37%, top5-acc=99.65%, remaining_time=0:00:10.823424, arrival_time=2021-04-10 01:36:22.946188, cost_time=0:00:11.274437 2021-04-10 01:36:13,217 INFO : TRAIN, epoch=0037, iter=00110/00196, fetch data time cost=2.07ms, fps=2340 images/s, loss=0.3119, top1-acc=89.28%, top5-acc=99.65%, remaining_time=0:00:09.670872, arrival_time=2021-04-10 01:36:22.888660, cost_time=0:00:12.369771 2021-04-10 01:36:14,310 INFO : TRAIN, epoch=0037, iter=00120/00196, fetch data time cost=1.54ms, fps=2345 images/s, loss=0.3120, top1-acc=89.23%, top5-acc=99.64%, remaining_time=0:00:08.526060, arrival_time=2021-04-10 01:36:22.836220, cost_time=0:00:13.462145 2021-04-10 01:36:15,402 INFO : TRAIN, epoch=0037, iter=00130/00196, fetch data time cost=1.87ms, fps=2345 images/s, loss=0.3148, top1-acc=89.14%, top5-acc=99.64%, remaining_time=0:00:07.389096, arrival_time=2021-04-10 01:36:22.791377, cost_time=0:00:14.554224 2021-04-10 01:36:16,542 INFO : TRAIN, epoch=0037, iter=00140/00196, fetch data time cost=1.71ms, fps=2246 images/s, loss=0.3159, top1-acc=89.13%, top5-acc=99.64%, remaining_time=0:00:06.277768, arrival_time=2021-04-10 01:36:22.820321, cost_time=0:00:15.694389 2021-04-10 01:36:17,643 INFO : TRAIN, epoch=0037, iter=00150/00196, fetch data time cost=1.44ms, fps=2327 images/s, loss=0.3153, top1-acc=89.14%, top5-acc=99.65%, remaining_time=0:00:05.150620, arrival_time=2021-04-10 01:36:22.794225, cost_time=0:00:16.795569 2021-04-10 01:36:18,730 INFO : TRAIN, epoch=0037, iter=00160/00196, fetch data time cost=1.57ms, fps=2356 images/s, loss=0.3171, top1-acc=89.10%, top5-acc=99.64%, remaining_time=0:00:04.023576, arrival_time=2021-04-10 01:36:22.754137, cost_time=0:00:17.882541 2021-04-10 01:36:19,819 INFO : TRAIN, epoch=0037, iter=00170/00196, fetch data time cost=1.61ms, fps=2352 images/s, loss=0.3169, top1-acc=89.09%, top5-acc=99.64%, remaining_time=0:00:02.901548, arrival_time=2021-04-10 01:36:22.721263, cost_time=0:00:18.971685 2021-04-10 01:36:20,911 INFO : TRAIN, epoch=0037, iter=00180/00196, fetch data time cost=1.47ms, fps=2346 images/s, loss=0.3175, top1-acc=89.06%, top5-acc=99.65%, remaining_time=0:00:01.783440, arrival_time=2021-04-10 01:36:22.695117, cost_time=0:00:20.063665 2021-04-10 01:36:22,000 INFO : TRAIN, epoch=0037, iter=00190/00196, fetch data time cost=1.90ms, fps=2352 images/s, loss=0.3166, top1-acc=89.06%, top5-acc=99.65%, remaining_time=0:00:00.667968, arrival_time=2021-04-10 01:36:22.668413, cost_time=0:00:21.152367 2021-04-10 01:36:22,588 INFO : TRAIN, epoch=0037, iter=00196/00196, fetch data time cost=1.54ms, fps=2314 images/s, loss=0.3172, top1-acc=89.08%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-10 01:36:22.588738, cost_time=0:00:21.740678 2021-04-10 01:36:22,947 INFO : EVAL, epoch=0037, iter=00010/00040, fetch data time cost=0.21ms, fps=7168 images/s, loss=0.5268, top1-acc=82.27%, top5-acc=99.14%, remaining_time=0:00:01.071300, arrival_time=2021-04-10 01:36:24.019112, cost_time=0:00:00.357101 2021-04-10 01:36:23,184 INFO : EVAL, epoch=0037, iter=00020/00040, fetch data time cost=0.30ms, fps=10827 images/s, loss=0.5143, top1-acc=82.79%, top5-acc=99.24%, remaining_time=0:00:00.594220, arrival_time=2021-04-10 01:36:23.779079, cost_time=0:00:00.594220 2021-04-10 01:36:23,428 INFO : EVAL, epoch=0037, iter=00030/00040, fetch data time cost=5.26ms, fps=10511 images/s, loss=0.5249, top1-acc=82.68%, top5-acc=99.21%, remaining_time=0:00:00.279430, arrival_time=2021-04-10 01:36:23.708355, cost_time=0:00:00.838301 2021-04-10 01:36:23,649 INFO : EVAL, epoch=0037, iter=00040/00040, fetch data time cost=0.07ms, fps=10544 images/s, loss=0.5112, top1-acc=82.92%, top5-acc=99.28%, remaining_time=0:00:00, arrival_time=2021-04-10 01:36:23.649402, cost_time=0:00:01.058849 2021-04-10 01:36:23,699 INFO : Epoch=0037 complete, best val top1-acc=83.88%, top5-acc=99.18% (epoch=24), remaining_time=1:02:19.772733, arrival_time=2021-04-10 02:38:43.471838, cost_time=0:14:08.905461 2021-04-10 01:36:23,700 INFO : Train start, epoch=0038, lr=0.091790 2021-04-10 01:36:25,010 INFO : TRAIN, epoch=0038, iter=00010/00196, fetch data time cost=0.44ms, fps=1954 images/s, loss=0.2888, top1-acc=89.80%, top5-acc=99.84%, remaining_time=0:00:24.365442, arrival_time=2021-04-10 01:36:49.375911, cost_time=0:00:01.309971 2021-04-10 01:36:26,118 INFO : TRAIN, epoch=0038, iter=00020/00196, fetch data time cost=2.14ms, fps=2312 images/s, loss=0.3186, top1-acc=89.30%, top5-acc=99.79%, remaining_time=0:00:21.275056, arrival_time=2021-04-10 01:36:47.393240, cost_time=0:00:02.417619 2021-04-10 01:36:27,236 INFO : TRAIN, epoch=0038, iter=00030/00196, fetch data time cost=2.27ms, fps=2290 images/s, loss=0.3129, top1-acc=89.32%, top5-acc=99.78%, remaining_time=0:00:19.566420, arrival_time=2021-04-10 01:36:46.803041, cost_time=0:00:03.536115 2021-04-10 01:36:28,333 INFO : TRAIN, epoch=0038, iter=00040/00196, fetch data time cost=1.59ms, fps=2336 images/s, loss=0.3065, top1-acc=89.54%, top5-acc=99.79%, remaining_time=0:00:18.066204, arrival_time=2021-04-10 01:36:46.399144, cost_time=0:00:04.632343 2021-04-10 01:36:29,435 INFO : TRAIN, epoch=0038, iter=00050/00196, fetch data time cost=1.95ms, fps=2324 images/s, loss=0.3104, top1-acc=89.38%, top5-acc=99.79%, remaining_time=0:00:16.745324, arrival_time=2021-04-10 01:36:46.180485, cost_time=0:00:05.734677 2021-04-10 01:36:30,537 INFO : TRAIN, epoch=0038, iter=00060/00196, fetch data time cost=2.29ms, fps=2324 images/s, loss=0.3101, top1-acc=89.37%, top5-acc=99.78%, remaining_time=0:00:15.496248, arrival_time=2021-04-10 01:36:46.033478, cost_time=0:00:06.836589 2021-04-10 01:36:31,635 INFO : TRAIN, epoch=0038, iter=00070/00196, fetch data time cost=1.83ms, fps=2333 images/s, loss=0.3058, top1-acc=89.56%, top5-acc=99.78%, remaining_time=0:00:14.282478, arrival_time=2021-04-10 01:36:45.917703, cost_time=0:00:07.934719 2021-04-10 01:36:32,728 INFO : TRAIN, epoch=0038, iter=00080/00196, fetch data time cost=3.26ms, fps=2343 images/s, loss=0.3084, top1-acc=89.47%, top5-acc=99.76%, remaining_time=0:00:13.090716, arrival_time=2021-04-10 01:36:45.819283, cost_time=0:00:09.028065 2021-04-10 01:36:33,816 INFO : TRAIN, epoch=0038, iter=00090/00196, fetch data time cost=1.67ms, fps=2355 images/s, loss=0.3119, top1-acc=89.31%, top5-acc=99.72%, remaining_time=0:00:11.913870, arrival_time=2021-04-10 01:36:45.729944, cost_time=0:00:10.115590 2021-04-10 01:36:34,933 INFO : TRAIN, epoch=0038, iter=00100/00196, fetch data time cost=1.79ms, fps=2294 images/s, loss=0.3136, top1-acc=89.21%, top5-acc=99.71%, remaining_time=0:00:10.782912, arrival_time=2021-04-10 01:36:45.715810, cost_time=0:00:11.232240 2021-04-10 01:36:36,029 INFO : TRAIN, epoch=0038, iter=00110/00196, fetch data time cost=1.49ms, fps=2337 images/s, loss=0.3154, top1-acc=89.19%, top5-acc=99.71%, remaining_time=0:00:09.638794, arrival_time=2021-04-10 01:36:45.667933, cost_time=0:00:12.328641 2021-04-10 01:36:37,121 INFO : TRAIN, epoch=0038, iter=00120/00196, fetch data time cost=1.90ms, fps=2344 images/s, loss=0.3188, top1-acc=89.10%, top5-acc=99.70%, remaining_time=0:00:08.500144, arrival_time=2021-04-10 01:36:45.621876, cost_time=0:00:13.421236 2021-04-10 01:36:38,234 INFO : TRAIN, epoch=0038, iter=00130/00196, fetch data time cost=2.37ms, fps=2303 images/s, loss=0.3191, top1-acc=89.04%, top5-acc=99.69%, remaining_time=0:00:07.378470, arrival_time=2021-04-10 01:36:45.612408, cost_time=0:00:14.533390 2021-04-10 01:36:39,327 INFO : TRAIN, epoch=0038, iter=00140/00196, fetch data time cost=2.19ms, fps=2342 images/s, loss=0.3193, top1-acc=89.06%, top5-acc=99.68%, remaining_time=0:00:06.250776, arrival_time=2021-04-10 01:36:45.578376, cost_time=0:00:15.626960 2021-04-10 01:36:40,422 INFO : TRAIN, epoch=0038, iter=00150/00196, fetch data time cost=1.51ms, fps=2340 images/s, loss=0.3195, top1-acc=89.05%, top5-acc=99.68%, remaining_time=0:00:05.127988, arrival_time=2021-04-10 01:36:45.550166, cost_time=0:00:16.721630 2021-04-10 01:36:41,517 INFO : TRAIN, epoch=0038, iter=00160/00196, fetch data time cost=2.00ms, fps=2340 images/s, loss=0.3191, top1-acc=89.05%, top5-acc=99.67%, remaining_time=0:00:04.008708, arrival_time=2021-04-10 01:36:45.525849, cost_time=0:00:17.816504 2021-04-10 01:36:42,612 INFO : TRAIN, epoch=0038, iter=00170/00196, fetch data time cost=2.10ms, fps=2338 images/s, loss=0.3187, top1-acc=89.06%, top5-acc=99.68%, remaining_time=0:00:02.892474, arrival_time=2021-04-10 01:36:45.505256, cost_time=0:00:18.912289 2021-04-10 01:36:43,712 INFO : TRAIN, epoch=0038, iter=00180/00196, fetch data time cost=2.25ms, fps=2329 images/s, loss=0.3183, top1-acc=89.08%, top5-acc=99.67%, remaining_time=0:00:01.778848, arrival_time=2021-04-10 01:36:45.491471, cost_time=0:00:20.012065 2021-04-10 01:36:44,809 INFO : TRAIN, epoch=0038, iter=00190/00196, fetch data time cost=1.45ms, fps=2336 images/s, loss=0.3169, top1-acc=89.17%, top5-acc=99.67%, remaining_time=0:00:00.666588, arrival_time=2021-04-10 01:36:45.475876, cost_time=0:00:21.108662 2021-04-10 01:36:45,411 INFO : TRAIN, epoch=0038, iter=00196/00196, fetch data time cost=2.34ms, fps=2262 images/s, loss=0.3164, top1-acc=89.20%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-10 01:36:45.411433, cost_time=0:00:21.710884 2021-04-10 01:36:45,837 INFO : EVAL, epoch=0038, iter=00010/00040, fetch data time cost=12.04ms, fps=6050 images/s, loss=0.5775, top1-acc=82.15%, top5-acc=99.14%, remaining_time=0:00:01.269300, arrival_time=2021-04-10 01:36:47.106243, cost_time=0:00:00.423095 2021-04-10 01:36:46,074 INFO : EVAL, epoch=0038, iter=00020/00040, fetch data time cost=1.91ms, fps=10786 images/s, loss=0.5721, top1-acc=81.95%, top5-acc=99.20%, remaining_time=0:00:00.661000, arrival_time=2021-04-10 01:36:46.735810, cost_time=0:00:00.661003 2021-04-10 01:36:46,320 INFO : EVAL, epoch=0038, iter=00030/00040, fetch data time cost=2.29ms, fps=10422 images/s, loss=0.5770, top1-acc=81.76%, top5-acc=99.22%, remaining_time=0:00:00.302340, arrival_time=2021-04-10 01:36:46.623207, cost_time=0:00:00.907028 2021-04-10 01:36:46,542 INFO : EVAL, epoch=0038, iter=00040/00040, fetch data time cost=0.06ms, fps=10502 images/s, loss=0.5877, top1-acc=81.51%, top5-acc=99.16%, remaining_time=0:00:00, arrival_time=2021-04-10 01:36:46.542217, cost_time=0:00:01.128461 2021-04-10 01:36:46,581 INFO : Epoch=0038 complete, best val top1-acc=83.88%, top5-acc=99.18% (epoch=24), remaining_time=1:01:56.568684, arrival_time=2021-04-10 02:38:43.150011, cost_time=0:14:31.787716 2021-04-10 01:36:46,582 INFO : Train start, epoch=0039, lr=0.091354 2021-04-10 01:36:47,890 INFO : TRAIN, epoch=0039, iter=00010/00196, fetch data time cost=1.85ms, fps=1957 images/s, loss=0.3223, top1-acc=88.87%, top5-acc=99.57%, remaining_time=0:00:24.334566, arrival_time=2021-04-10 01:37:12.225144, cost_time=0:00:01.308309 2021-04-10 01:36:48,982 INFO : TRAIN, epoch=0039, iter=00020/00196, fetch data time cost=1.66ms, fps=2346 images/s, loss=0.3098, top1-acc=89.39%, top5-acc=99.67%, remaining_time=0:00:21.119824, arrival_time=2021-04-10 01:37:10.102023, cost_time=0:00:02.399987 2021-04-10 01:36:50,081 INFO : TRAIN, epoch=0039, iter=00030/00196, fetch data time cost=2.13ms, fps=2330 images/s, loss=0.3047, top1-acc=89.67%, top5-acc=99.71%, remaining_time=0:00:19.362572, arrival_time=2021-04-10 01:37:09.444125, cost_time=0:00:03.499269 2021-04-10 01:36:51,177 INFO : TRAIN, epoch=0039, iter=00040/00196, fetch data time cost=1.64ms, fps=2338 images/s, loss=0.3045, top1-acc=89.58%, top5-acc=99.69%, remaining_time=0:00:17.920188, arrival_time=2021-04-10 01:37:09.097308, cost_time=0:00:04.594909 2021-04-10 01:36:52,273 INFO : TRAIN, epoch=0039, iter=00050/00196, fetch data time cost=1.37ms, fps=2336 images/s, loss=0.3015, top1-acc=89.64%, top5-acc=99.71%, remaining_time=0:00:16.618888, arrival_time=2021-04-10 01:37:08.892612, cost_time=0:00:05.691380 2021-04-10 01:36:53,413 INFO : TRAIN, epoch=0039, iter=00060/00196, fetch data time cost=1.72ms, fps=2248 images/s, loss=0.3021, top1-acc=89.60%, top5-acc=99.73%, remaining_time=0:00:15.484144, arrival_time=2021-04-10 01:37:08.897599, cost_time=0:00:06.831253 2021-04-10 01:36:54,512 INFO : TRAIN, epoch=0039, iter=00070/00196, fetch data time cost=1.60ms, fps=2331 images/s, loss=0.3011, top1-acc=89.64%, top5-acc=99.74%, remaining_time=0:00:14.274288, arrival_time=2021-04-10 01:37:08.786748, cost_time=0:00:07.930183 2021-04-10 01:36:55,618 INFO : TRAIN, epoch=0039, iter=00080/00196, fetch data time cost=1.97ms, fps=2316 images/s, loss=0.2982, top1-acc=89.72%, top5-acc=99.75%, remaining_time=0:00:13.102664, arrival_time=2021-04-10 01:37:08.721247, cost_time=0:00:09.036302 2021-04-10 01:36:56,715 INFO : TRAIN, epoch=0039, iter=00090/00196, fetch data time cost=1.97ms, fps=2336 images/s, loss=0.3003, top1-acc=89.67%, top5-acc=99.76%, remaining_time=0:00:11.934222, arrival_time=2021-04-10 01:37:08.649338, cost_time=0:00:10.132854 2021-04-10 01:36:57,839 INFO : TRAIN, epoch=0039, iter=00100/00196, fetch data time cost=2.14ms, fps=2279 images/s, loss=0.2987, top1-acc=89.76%, top5-acc=99.75%, remaining_time=0:00:10.806528, arrival_time=2021-04-10 01:37:08.645652, cost_time=0:00:11.256751 2021-04-10 01:36:58,945 INFO : TRAIN, epoch=0039, iter=00110/00196, fetch data time cost=1.94ms, fps=2316 images/s, loss=0.3026, top1-acc=89.62%, top5-acc=99.75%, remaining_time=0:00:09.665712, arrival_time=2021-04-10 01:37:08.611091, cost_time=0:00:12.363121 2021-04-10 01:37:00,042 INFO : TRAIN, epoch=0039, iter=00120/00196, fetch data time cost=1.95ms, fps=2337 images/s, loss=0.3034, top1-acc=89.55%, top5-acc=99.74%, remaining_time=0:00:08.524312, arrival_time=2021-04-10 01:37:08.566419, cost_time=0:00:13.459384 2021-04-10 01:37:01,145 INFO : TRAIN, epoch=0039, iter=00130/00196, fetch data time cost=1.58ms, fps=2324 images/s, loss=0.3029, top1-acc=89.59%, top5-acc=99.74%, remaining_time=0:00:07.393386, arrival_time=2021-04-10 01:37:08.538319, cost_time=0:00:14.562691 2021-04-10 01:37:02,254 INFO : TRAIN, epoch=0039, iter=00140/00196, fetch data time cost=1.99ms, fps=2310 images/s, loss=0.3035, top1-acc=89.58%, top5-acc=99.74%, remaining_time=0:00:06.268752, arrival_time=2021-04-10 01:37:08.522836, cost_time=0:00:15.671812 2021-04-10 01:37:03,360 INFO : TRAIN, epoch=0039, iter=00150/00196, fetch data time cost=2.49ms, fps=2316 images/s, loss=0.3048, top1-acc=89.57%, top5-acc=99.74%, remaining_time=0:00:05.145146, arrival_time=2021-04-10 01:37:08.505073, cost_time=0:00:16.777649 2021-04-10 01:37:04,455 INFO : TRAIN, epoch=0039, iter=00160/00196, fetch data time cost=2.46ms, fps=2338 images/s, loss=0.3067, top1-acc=89.51%, top5-acc=99.73%, remaining_time=0:00:04.021488, arrival_time=2021-04-10 01:37:08.476970, cost_time=0:00:17.873225 2021-04-10 01:37:05,547 INFO : TRAIN, epoch=0039, iter=00170/00196, fetch data time cost=1.38ms, fps=2347 images/s, loss=0.3074, top1-acc=89.50%, top5-acc=99.73%, remaining_time=0:00:02.900534, arrival_time=2021-04-10 01:37:08.447855, cost_time=0:00:18.965048 2021-04-10 01:37:06,640 INFO : TRAIN, epoch=0039, iter=00180/00196, fetch data time cost=1.56ms, fps=2343 images/s, loss=0.3072, top1-acc=89.52%, top5-acc=99.73%, remaining_time=0:00:01.782944, arrival_time=2021-04-10 01:37:08.423323, cost_time=0:00:20.058194 2021-04-10 01:37:07,747 INFO : TRAIN, epoch=0039, iter=00190/00196, fetch data time cost=1.71ms, fps=2314 images/s, loss=0.3081, top1-acc=89.45%, top5-acc=99.73%, remaining_time=0:00:00.668376, arrival_time=2021-04-10 01:37:08.415944, cost_time=0:00:21.165231 2021-04-10 01:37:08,358 INFO : TRAIN, epoch=0039, iter=00196/00196, fetch data time cost=1.53ms, fps=2227 images/s, loss=0.3094, top1-acc=89.42%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-10 01:37:08.358914, cost_time=0:00:21.776679 2021-04-10 01:37:08,706 INFO : EVAL, epoch=0039, iter=00010/00040, fetch data time cost=2.66ms, fps=7410 images/s, loss=0.6087, top1-acc=81.17%, top5-acc=99.14%, remaining_time=0:00:01.036380, arrival_time=2021-04-10 01:37:09.742729, cost_time=0:00:00.345464 2021-04-10 01:37:08,955 INFO : EVAL, epoch=0039, iter=00020/00040, fetch data time cost=2.54ms, fps=10292 images/s, loss=0.5931, top1-acc=81.84%, top5-acc=99.12%, remaining_time=0:00:00.594760, arrival_time=2021-04-10 01:37:09.550358, cost_time=0:00:00.594760 2021-04-10 01:37:09,210 INFO : EVAL, epoch=0039, iter=00030/00040, fetch data time cost=2.61ms, fps=10056 images/s, loss=0.5944, top1-acc=81.69%, top5-acc=99.00%, remaining_time=0:00:00.283240, arrival_time=2021-04-10 01:37:09.493852, cost_time=0:00:00.849734 2021-04-10 01:37:09,435 INFO : EVAL, epoch=0039, iter=00040/00040, fetch data time cost=0.10ms, fps=10330 images/s, loss=0.6005, top1-acc=81.74%, top5-acc=99.04%, remaining_time=0:00:00, arrival_time=2021-04-10 01:37:09.435736, cost_time=0:00:01.074899 2021-04-10 01:37:09,503 INFO : Epoch=0039 complete, best val top1-acc=83.88%, top5-acc=99.18% (epoch=24), remaining_time=1:01:33.547529, arrival_time=2021-04-10 02:38:43.051457, cost_time=0:14:54.710273 2021-04-10 01:37:09,505 INFO : Train start, epoch=0040, lr=0.090907 2021-04-10 01:37:10,857 INFO : TRAIN, epoch=0040, iter=00010/00196, fetch data time cost=0.35ms, fps=1894 images/s, loss=0.3365, top1-acc=88.36%, top5-acc=99.45%, remaining_time=0:00:25.141992, arrival_time=2021-04-10 01:37:35.999151, cost_time=0:00:01.351718 2021-04-10 01:37:11,955 INFO : TRAIN, epoch=0040, iter=00020/00196, fetch data time cost=1.94ms, fps=2332 images/s, loss=0.3229, top1-acc=88.50%, top5-acc=99.61%, remaining_time=0:00:21.563344, arrival_time=2021-04-10 01:37:33.519136, cost_time=0:00:02.450380 2021-04-10 01:37:13,064 INFO : TRAIN, epoch=0040, iter=00030/00196, fetch data time cost=1.66ms, fps=2311 images/s, loss=0.3207, top1-acc=88.68%, top5-acc=99.65%, remaining_time=0:00:19.691418, arrival_time=2021-04-10 01:37:32.755719, cost_time=0:00:03.558689 2021-04-10 01:37:14,169 INFO : TRAIN, epoch=0040, iter=00040/00196, fetch data time cost=2.15ms, fps=2319 images/s, loss=0.3143, top1-acc=89.14%, top5-acc=99.64%, remaining_time=0:00:18.187728, arrival_time=2021-04-10 01:37:32.356743, cost_time=0:00:04.663510 2021-04-10 01:37:15,274 INFO : TRAIN, epoch=0040, iter=00050/00196, fetch data time cost=2.33ms, fps=2317 images/s, loss=0.3142, top1-acc=89.12%, top5-acc=99.67%, remaining_time=0:00:16.846794, arrival_time=2021-04-10 01:37:32.121617, cost_time=0:00:05.769454 2021-04-10 01:37:16,373 INFO : TRAIN, epoch=0040, iter=00060/00196, fetch data time cost=1.61ms, fps=2332 images/s, loss=0.3118, top1-acc=89.27%, top5-acc=99.69%, remaining_time=0:00:15.566560, arrival_time=2021-04-10 01:37:31.939624, cost_time=0:00:06.867621 2021-04-10 01:37:17,473 INFO : TRAIN, epoch=0040, iter=00070/00196, fetch data time cost=1.57ms, fps=2329 images/s, loss=0.3099, top1-acc=89.39%, top5-acc=99.68%, remaining_time=0:00:14.341446, arrival_time=2021-04-10 01:37:31.814461, cost_time=0:00:07.967495 2021-04-10 01:37:18,581 INFO : TRAIN, epoch=0040, iter=00080/00196, fetch data time cost=1.76ms, fps=2311 images/s, loss=0.3086, top1-acc=89.37%, top5-acc=99.68%, remaining_time=0:00:13.160664, arrival_time=2021-04-10 01:37:31.742397, cost_time=0:00:09.076307 2021-04-10 01:37:19,686 INFO : TRAIN, epoch=0040, iter=00090/00196, fetch data time cost=1.63ms, fps=2319 images/s, loss=0.3086, top1-acc=89.32%, top5-acc=99.68%, remaining_time=0:00:11.990932, arrival_time=2021-04-10 01:37:31.677315, cost_time=0:00:10.180938 2021-04-10 01:37:20,791 INFO : TRAIN, epoch=0040, iter=00100/00196, fetch data time cost=1.44ms, fps=2319 images/s, loss=0.3084, top1-acc=89.38%, top5-acc=99.68%, remaining_time=0:00:10.833984, arrival_time=2021-04-10 01:37:31.624953, cost_time=0:00:11.285449 2021-04-10 01:37:21,884 INFO : TRAIN, epoch=0040, iter=00110/00196, fetch data time cost=1.71ms, fps=2342 images/s, loss=0.3097, top1-acc=89.35%, top5-acc=99.69%, remaining_time=0:00:09.678354, arrival_time=2021-04-10 01:37:31.563041, cost_time=0:00:12.379251 2021-04-10 01:37:22,990 INFO : TRAIN, epoch=0040, iter=00120/00196, fetch data time cost=1.49ms, fps=2318 images/s, loss=0.3108, top1-acc=89.29%, top5-acc=99.67%, remaining_time=0:00:08.540120, arrival_time=2021-04-10 01:37:31.530087, cost_time=0:00:13.484459 2021-04-10 01:37:24,094 INFO : TRAIN, epoch=0040, iter=00130/00196, fetch data time cost=1.93ms, fps=2319 images/s, loss=0.3131, top1-acc=89.21%, top5-acc=99.65%, remaining_time=0:00:07.406916, arrival_time=2021-04-10 01:37:31.501704, cost_time=0:00:14.589391 2021-04-10 01:37:25,195 INFO : TRAIN, epoch=0040, iter=00140/00196, fetch data time cost=1.60ms, fps=2329 images/s, loss=0.3125, top1-acc=89.20%, top5-acc=99.67%, remaining_time=0:00:06.275752, arrival_time=2021-04-10 01:37:31.470637, cost_time=0:00:15.689364 2021-04-10 01:37:26,287 INFO : TRAIN, epoch=0040, iter=00150/00196, fetch data time cost=1.54ms, fps=2345 images/s, loss=0.3127, top1-acc=89.21%, top5-acc=99.66%, remaining_time=0:00:05.146480, arrival_time=2021-04-10 01:37:31.433850, cost_time=0:00:16.781961 2021-04-10 01:37:27,384 INFO : TRAIN, epoch=0040, iter=00160/00196, fetch data time cost=2.43ms, fps=2336 images/s, loss=0.3130, top1-acc=89.21%, top5-acc=99.66%, remaining_time=0:00:04.022640, arrival_time=2021-04-10 01:37:31.406518, cost_time=0:00:17.878330 2021-04-10 01:37:28,496 INFO : TRAIN, epoch=0040, iter=00170/00196, fetch data time cost=1.94ms, fps=2303 images/s, loss=0.3139, top1-acc=89.15%, top5-acc=99.66%, remaining_time=0:00:02.904512, arrival_time=2021-04-10 01:37:31.401008, cost_time=0:00:18.991054 2021-04-10 01:37:29,582 INFO : TRAIN, epoch=0040, iter=00180/00196, fetch data time cost=1.96ms, fps=2358 images/s, loss=0.3142, top1-acc=89.13%, top5-acc=99.65%, remaining_time=0:00:01.784672, arrival_time=2021-04-10 01:37:31.367605, cost_time=0:00:20.077562 2021-04-10 01:37:30,685 INFO : TRAIN, epoch=0040, iter=00190/00196, fetch data time cost=1.48ms, fps=2324 images/s, loss=0.3150, top1-acc=89.12%, top5-acc=99.65%, remaining_time=0:00:00.668832, arrival_time=2021-04-10 01:37:31.353865, cost_time=0:00:21.179588 2021-04-10 01:37:31,277 INFO : TRAIN, epoch=0040, iter=00196/00196, fetch data time cost=0.11ms, fps=2299 images/s, loss=0.3147, top1-acc=89.14%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-10 01:37:31.277272, cost_time=0:00:21.771884 2021-04-10 01:37:31,653 INFO : EVAL, epoch=0040, iter=00010/00040, fetch data time cost=6.81ms, fps=6837 images/s, loss=0.6192, top1-acc=81.48%, top5-acc=98.24%, remaining_time=0:00:01.123290, arrival_time=2021-04-10 01:37:32.776645, cost_time=0:00:00.374430 2021-04-10 01:37:31,922 INFO : EVAL, epoch=0040, iter=00020/00040, fetch data time cost=0.39ms, fps=9545 images/s, loss=0.6124, top1-acc=80.94%, top5-acc=98.38%, remaining_time=0:00:00.643180, arrival_time=2021-04-10 01:37:32.565222, cost_time=0:00:00.643184 2021-04-10 01:37:32,219 INFO : EVAL, epoch=0040, iter=00030/00040, fetch data time cost=22.92ms, fps=8619 images/s, loss=0.6174, top1-acc=81.08%, top5-acc=98.42%, remaining_time=0:00:00.313510, arrival_time=2021-04-10 01:37:32.532973, cost_time=0:00:00.940537 2021-04-10 01:37:32,486 INFO : EVAL, epoch=0040, iter=00040/00040, fetch data time cost=0.11ms, fps=8710 images/s, loss=0.6271, top1-acc=80.87%, top5-acc=98.25%, remaining_time=0:00:00, arrival_time=2021-04-10 01:37:32.486300, cost_time=0:00:01.207425 2021-04-10 01:37:32,544 INFO : Epoch=0040 complete, best val top1-acc=83.88%, top5-acc=99.18% (epoch=24), remaining_time=1:01:11.004480, arrival_time=2021-04-10 02:38:43.549217, cost_time=0:15:17.751114 2021-04-10 01:37:32,545 INFO : Train start, epoch=0041, lr=0.090451 2021-04-10 01:37:33,834 INFO : TRAIN, epoch=0041, iter=00010/00196, fetch data time cost=1.57ms, fps=1987 images/s, loss=0.2941, top1-acc=90.16%, top5-acc=99.77%, remaining_time=0:00:23.959776, arrival_time=2021-04-10 01:37:57.793692, cost_time=0:00:01.288156 2021-04-10 01:37:34,934 INFO : TRAIN, epoch=0041, iter=00020/00196, fetch data time cost=2.04ms, fps=2329 images/s, loss=0.2934, top1-acc=89.90%, top5-acc=99.80%, remaining_time=0:00:21.017568, arrival_time=2021-04-10 01:37:55.951806, cost_time=0:00:02.388361 2021-04-10 01:37:36,030 INFO : TRAIN, epoch=0041, iter=00030/00196, fetch data time cost=1.48ms, fps=2338 images/s, loss=0.2983, top1-acc=89.70%, top5-acc=99.79%, remaining_time=0:00:19.281232, arrival_time=2021-04-10 01:37:55.311409, cost_time=0:00:03.484551 2021-04-10 01:37:37,126 INFO : TRAIN, epoch=0041, iter=00040/00196, fetch data time cost=2.24ms, fps=2336 images/s, loss=0.3053, top1-acc=89.65%, top5-acc=99.75%, remaining_time=0:00:17.865276, arrival_time=2021-04-10 01:37:54.991888, cost_time=0:00:04.580837 2021-04-10 01:37:38,229 INFO : TRAIN, epoch=0041, iter=00050/00196, fetch data time cost=1.89ms, fps=2322 images/s, loss=0.3020, top1-acc=89.76%, top5-acc=99.74%, remaining_time=0:00:16.597718, arrival_time=2021-04-10 01:37:54.827494, cost_time=0:00:05.684165 2021-04-10 01:37:39,331 INFO : TRAIN, epoch=0041, iter=00060/00196, fetch data time cost=2.13ms, fps=2325 images/s, loss=0.3018, top1-acc=89.71%, top5-acc=99.73%, remaining_time=0:00:15.381464, arrival_time=2021-04-10 01:37:54.713165, cost_time=0:00:06.785928 2021-04-10 01:37:40,421 INFO : TRAIN, epoch=0041, iter=00070/00196, fetch data time cost=1.36ms, fps=2351 images/s, loss=0.3038, top1-acc=89.60%, top5-acc=99.70%, remaining_time=0:00:14.176512, arrival_time=2021-04-10 01:37:54.598046, cost_time=0:00:07.875854 2021-04-10 01:37:41,525 INFO : TRAIN, epoch=0041, iter=00080/00196, fetch data time cost=1.54ms, fps=2322 images/s, loss=0.3033, top1-acc=89.65%, top5-acc=99.72%, remaining_time=0:00:13.019840, arrival_time=2021-04-10 01:37:54.544758, cost_time=0:00:08.979238 2021-04-10 01:37:42,621 INFO : TRAIN, epoch=0041, iter=00090/00196, fetch data time cost=1.56ms, fps=2335 images/s, loss=0.3029, top1-acc=89.66%, top5-acc=99.71%, remaining_time=0:00:11.867548, arrival_time=2021-04-10 01:37:54.489416, cost_time=0:00:10.076212 2021-04-10 01:37:43,715 INFO : TRAIN, epoch=0041, iter=00100/00196, fetch data time cost=1.51ms, fps=2342 images/s, loss=0.3044, top1-acc=89.62%, top5-acc=99.70%, remaining_time=0:00:10.723104, arrival_time=2021-04-10 01:37:54.438741, cost_time=0:00:11.169879 2021-04-10 01:37:44,838 INFO : TRAIN, epoch=0041, iter=00110/00196, fetch data time cost=1.89ms, fps=2283 images/s, loss=0.3061, top1-acc=89.54%, top5-acc=99.69%, remaining_time=0:00:09.610242, arrival_time=2021-04-10 01:37:54.448213, cost_time=0:00:12.292199 2021-04-10 01:37:45,987 INFO : TRAIN, epoch=0041, iter=00120/00196, fetch data time cost=2.01ms, fps=2229 images/s, loss=0.3070, top1-acc=89.49%, top5-acc=99.70%, remaining_time=0:00:08.513064, arrival_time=2021-04-10 01:37:54.500377, cost_time=0:00:13.441717 2021-04-10 01:37:47,085 INFO : TRAIN, epoch=0041, iter=00130/00196, fetch data time cost=2.66ms, fps=2333 images/s, loss=0.3079, top1-acc=89.44%, top5-acc=99.71%, remaining_time=0:00:07.381704, arrival_time=2021-04-10 01:37:54.467180, cost_time=0:00:14.539704 2021-04-10 01:37:48,182 INFO : TRAIN, epoch=0041, iter=00140/00196, fetch data time cost=2.19ms, fps=2336 images/s, loss=0.3081, top1-acc=89.45%, top5-acc=99.70%, remaining_time=0:00:06.254584, arrival_time=2021-04-10 01:37:54.436652, cost_time=0:00:15.636446 2021-04-10 01:37:49,278 INFO : TRAIN, epoch=0041, iter=00150/00196, fetch data time cost=2.14ms, fps=2336 images/s, loss=0.3096, top1-acc=89.38%, top5-acc=99.68%, remaining_time=0:00:05.131438, arrival_time=2021-04-10 01:37:54.410125, cost_time=0:00:16.732918 2021-04-10 01:37:50,383 INFO : TRAIN, epoch=0041, iter=00160/00196, fetch data time cost=2.19ms, fps=2319 images/s, loss=0.3097, top1-acc=89.38%, top5-acc=99.67%, remaining_time=0:00:04.013496, arrival_time=2021-04-10 01:37:54.396981, cost_time=0:00:17.837814 2021-04-10 01:37:51,472 INFO : TRAIN, epoch=0041, iter=00170/00196, fetch data time cost=1.73ms, fps=2354 images/s, loss=0.3098, top1-acc=89.39%, top5-acc=99.68%, remaining_time=0:00:02.894606, arrival_time=2021-04-10 01:37:54.366616, cost_time=0:00:18.926245 2021-04-10 01:37:52,572 INFO : TRAIN, epoch=0041, iter=00180/00196, fetch data time cost=2.30ms, fps=2328 images/s, loss=0.3101, top1-acc=89.38%, top5-acc=99.68%, remaining_time=0:00:01.780176, arrival_time=2021-04-10 01:37:54.352764, cost_time=0:00:20.026919 2021-04-10 01:37:53,662 INFO : TRAIN, epoch=0041, iter=00190/00196, fetch data time cost=1.40ms, fps=2351 images/s, loss=0.3124, top1-acc=89.29%, top5-acc=99.68%, remaining_time=0:00:00.666846, arrival_time=2021-04-10 01:37:54.329302, cost_time=0:00:21.116852 2021-04-10 01:37:54,272 INFO : TRAIN, epoch=0041, iter=00196/00196, fetch data time cost=2.38ms, fps=2234 images/s, loss=0.3115, top1-acc=89.33%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-10 01:37:54.271956, cost_time=0:00:21.726199 2021-04-10 01:37:54,654 INFO : EVAL, epoch=0041, iter=00010/00040, fetch data time cost=0.35ms, fps=6728 images/s, loss=0.6604, top1-acc=80.12%, top5-acc=99.10%, remaining_time=0:00:01.141350, arrival_time=2021-04-10 01:37:55.795881, cost_time=0:00:00.380449 2021-04-10 01:37:54,902 INFO : EVAL, epoch=0041, iter=00020/00040, fetch data time cost=0.47ms, fps=10358 images/s, loss=0.6596, top1-acc=79.77%, top5-acc=99.28%, remaining_time=0:00:00.628140, arrival_time=2021-04-10 01:37:55.530355, cost_time=0:00:00.628135 2021-04-10 01:37:55,231 INFO : EVAL, epoch=0041, iter=00030/00040, fetch data time cost=0.31ms, fps=7787 images/s, loss=0.6569, top1-acc=80.00%, top5-acc=99.32%, remaining_time=0:00:00.319150, arrival_time=2021-04-10 01:37:55.550645, cost_time=0:00:00.957454 2021-04-10 01:37:55,487 INFO : EVAL, epoch=0041, iter=00040/00040, fetch data time cost=0.13ms, fps=9090 images/s, loss=0.6556, top1-acc=79.58%, top5-acc=99.32%, remaining_time=0:00:00, arrival_time=2021-04-10 01:37:55.487215, cost_time=0:00:01.213119 2021-04-10 01:37:55,551 INFO : Epoch=0041 complete, best val top1-acc=83.88%, top5-acc=99.18% (epoch=24), remaining_time=1:00:48.306516, arrival_time=2021-04-10 02:38:43.858434, cost_time=0:15:40.758299 2021-04-10 01:37:55,552 INFO : Train start, epoch=0042, lr=0.089984 2021-04-10 01:37:56,832 INFO : TRAIN, epoch=0042, iter=00010/00196, fetch data time cost=2.16ms, fps=2001 images/s, loss=0.2879, top1-acc=90.12%, top5-acc=99.84%, remaining_time=0:00:23.799072, arrival_time=2021-04-10 01:38:20.631469, cost_time=0:00:01.279525 2021-04-10 01:37:57,926 INFO : TRAIN, epoch=0042, iter=00020/00196, fetch data time cost=1.56ms, fps=2342 images/s, loss=0.2892, top1-acc=89.90%, top5-acc=99.79%, remaining_time=0:00:20.882928, arrival_time=2021-04-10 01:38:18.808946, cost_time=0:00:02.373059 2021-04-10 01:37:59,026 INFO : TRAIN, epoch=0042, iter=00030/00196, fetch data time cost=1.70ms, fps=2327 images/s, loss=0.2902, top1-acc=89.86%, top5-acc=99.80%, remaining_time=0:00:19.222302, arrival_time=2021-04-10 01:38:18.249016, cost_time=0:00:03.473909 2021-04-10 01:38:00,130 INFO : TRAIN, epoch=0042, iter=00040/00196, fetch data time cost=5.92ms, fps=2322 images/s, loss=0.2902, top1-acc=89.94%, top5-acc=99.77%, remaining_time=0:00:17.850612, arrival_time=2021-04-10 01:38:17.980563, cost_time=0:00:04.577064 2021-04-10 01:38:01,237 INFO : TRAIN, epoch=0042, iter=00050/00196, fetch data time cost=2.00ms, fps=2314 images/s, loss=0.2869, top1-acc=90.11%, top5-acc=99.75%, remaining_time=0:00:16.598302, arrival_time=2021-04-10 01:38:17.835470, cost_time=0:00:05.684343 2021-04-10 01:38:02,338 INFO : TRAIN, epoch=0042, iter=00060/00196, fetch data time cost=2.12ms, fps=2327 images/s, loss=0.2871, top1-acc=90.16%, top5-acc=99.73%, remaining_time=0:00:15.379696, arrival_time=2021-04-10 01:38:17.717660, cost_time=0:00:06.785138 2021-04-10 01:38:03,443 INFO : TRAIN, epoch=0042, iter=00070/00196, fetch data time cost=1.97ms, fps=2318 images/s, loss=0.2897, top1-acc=90.08%, top5-acc=99.71%, remaining_time=0:00:14.202216, arrival_time=2021-04-10 01:38:17.645201, cost_time=0:00:07.890089 2021-04-10 01:38:04,547 INFO : TRAIN, epoch=0042, iter=00080/00196, fetch data time cost=2.09ms, fps=2319 images/s, loss=0.2920, top1-acc=89.94%, top5-acc=99.71%, remaining_time=0:00:13.042344, arrival_time=2021-04-10 01:38:17.589861, cost_time=0:00:08.994705 2021-04-10 01:38:05,656 INFO : TRAIN, epoch=0042, iter=00090/00196, fetch data time cost=2.34ms, fps=2309 images/s, loss=0.2978, top1-acc=89.77%, top5-acc=99.69%, remaining_time=0:00:11.899878, arrival_time=2021-04-10 01:38:17.556498, cost_time=0:00:10.103643 2021-04-10 01:38:06,752 INFO : TRAIN, epoch=0042, iter=00100/00196, fetch data time cost=2.17ms, fps=2338 images/s, loss=0.2973, top1-acc=89.76%, top5-acc=99.69%, remaining_time=0:00:10.751712, arrival_time=2021-04-10 01:38:17.504292, cost_time=0:00:11.199692 2021-04-10 01:38:07,849 INFO : TRAIN, epoch=0042, iter=00110/00196, fetch data time cost=1.51ms, fps=2335 images/s, loss=0.2977, top1-acc=89.71%, top5-acc=99.69%, remaining_time=0:00:09.613682, arrival_time=2021-04-10 01:38:17.463114, cost_time=0:00:12.296561 2021-04-10 01:38:08,953 INFO : TRAIN, epoch=0042, iter=00120/00196, fetch data time cost=2.05ms, fps=2320 images/s, loss=0.2991, top1-acc=89.64%, top5-acc=99.69%, remaining_time=0:00:08.487148, arrival_time=2021-04-10 01:38:17.440816, cost_time=0:00:13.400773 2021-04-10 01:38:10,044 INFO : TRAIN, epoch=0042, iter=00130/00196, fetch data time cost=2.08ms, fps=2349 images/s, loss=0.3009, top1-acc=89.63%, top5-acc=99.69%, remaining_time=0:00:07.357152, arrival_time=2021-04-10 01:38:17.401289, cost_time=0:00:14.491309 2021-04-10 01:38:11,137 INFO : TRAIN, epoch=0042, iter=00140/00196, fetch data time cost=1.50ms, fps=2342 images/s, loss=0.3019, top1-acc=89.59%, top5-acc=99.70%, remaining_time=0:00:06.233920, arrival_time=2021-04-10 01:38:17.371522, cost_time=0:00:15.584735 2021-04-10 01:38:12,229 INFO : TRAIN, epoch=0042, iter=00150/00196, fetch data time cost=1.81ms, fps=2346 images/s, loss=0.3032, top1-acc=89.56%, top5-acc=99.70%, remaining_time=0:00:05.114142, arrival_time=2021-04-10 01:38:17.343553, cost_time=0:00:16.676544 2021-04-10 01:38:13,324 INFO : TRAIN, epoch=0042, iter=00160/00196, fetch data time cost=1.73ms, fps=2340 images/s, loss=0.3035, top1-acc=89.52%, top5-acc=99.70%, remaining_time=0:00:03.998556, arrival_time=2021-04-10 01:38:17.322734, cost_time=0:00:17.771369 2021-04-10 01:38:14,418 INFO : TRAIN, epoch=0042, iter=00170/00196, fetch data time cost=1.70ms, fps=2341 images/s, loss=0.3027, top1-acc=89.55%, top5-acc=99.70%, remaining_time=0:00:02.885324, arrival_time=2021-04-10 01:38:17.303833, cost_time=0:00:18.865505 2021-04-10 01:38:15,526 INFO : TRAIN, epoch=0042, iter=00180/00196, fetch data time cost=2.09ms, fps=2312 images/s, loss=0.3030, top1-acc=89.53%, top5-acc=99.70%, remaining_time=0:00:01.775456, arrival_time=2021-04-10 01:38:17.302231, cost_time=0:00:19.973946 2021-04-10 01:38:16,623 INFO : TRAIN, epoch=0042, iter=00190/00196, fetch data time cost=1.54ms, fps=2336 images/s, loss=0.3023, top1-acc=89.57%, top5-acc=99.71%, remaining_time=0:00:00.665376, arrival_time=2021-04-10 01:38:17.288541, cost_time=0:00:21.070282 2021-04-10 01:38:17,213 INFO : TRAIN, epoch=0042, iter=00196/00196, fetch data time cost=1.30ms, fps=2307 images/s, loss=0.3033, top1-acc=89.56%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-10 01:38:17.213183, cost_time=0:00:21.660375 2021-04-10 01:38:17,578 INFO : EVAL, epoch=0042, iter=00010/00040, fetch data time cost=3.67ms, fps=7027 images/s, loss=0.6660, top1-acc=77.97%, top5-acc=99.18%, remaining_time=0:00:01.092930, arrival_time=2021-04-10 01:38:18.671776, cost_time=0:00:00.364309 2021-04-10 01:38:17,827 INFO : EVAL, epoch=0042, iter=00020/00040, fetch data time cost=0.57ms, fps=10313 images/s, loss=0.6684, top1-acc=78.50%, top5-acc=99.14%, remaining_time=0:00:00.613000, arrival_time=2021-04-10 01:38:18.440660, cost_time=0:00:00.613005 2021-04-10 01:38:18,109 INFO : EVAL, epoch=0042, iter=00030/00040, fetch data time cost=0.50ms, fps=9101 images/s, loss=0.6803, top1-acc=78.36%, top5-acc=99.10%, remaining_time=0:00:00.298360, arrival_time=2021-04-10 01:38:18.407983, cost_time=0:00:00.895078 2021-04-10 01:38:18,381 INFO : EVAL, epoch=0042, iter=00040/00040, fetch data time cost=0.12ms, fps=8535 images/s, loss=0.6965, top1-acc=78.37%, top5-acc=99.04%, remaining_time=0:00:00, arrival_time=2021-04-10 01:38:18.381857, cost_time=0:00:01.167387 2021-04-10 01:38:18,421 INFO : Epoch=0042 complete, best val top1-acc=83.88%, top5-acc=99.18% (epoch=24), remaining_time=1:00:25.077108, arrival_time=2021-04-10 02:38:43.498825, cost_time=0:16:03.628095 2021-04-10 01:38:18,422 INFO : Train start, epoch=0043, lr=0.089508 2021-04-10 01:38:19,761 INFO : TRAIN, epoch=0043, iter=00010/00196, fetch data time cost=2.59ms, fps=1913 images/s, loss=0.3160, top1-acc=89.02%, top5-acc=99.65%, remaining_time=0:00:24.893496, arrival_time=2021-04-10 01:38:44.654600, cost_time=0:00:01.338363 2021-04-10 01:38:20,863 INFO : TRAIN, epoch=0043, iter=00020/00196, fetch data time cost=2.18ms, fps=2324 images/s, loss=0.3042, top1-acc=89.53%, top5-acc=99.69%, remaining_time=0:00:21.480800, arrival_time=2021-04-10 01:38:42.344536, cost_time=0:00:02.440997 2021-04-10 01:38:21,974 INFO : TRAIN, epoch=0043, iter=00030/00196, fetch data time cost=1.79ms, fps=2307 images/s, loss=0.2982, top1-acc=89.74%, top5-acc=99.74%, remaining_time=0:00:19.651910, arrival_time=2021-04-10 01:38:41.626166, cost_time=0:00:03.551542 2021-04-10 01:38:23,073 INFO : TRAIN, epoch=0043, iter=00040/00196, fetch data time cost=2.13ms, fps=2331 images/s, loss=0.2865, top1-acc=90.16%, top5-acc=99.76%, remaining_time=0:00:18.137340, arrival_time=2021-04-10 01:38:41.210748, cost_time=0:00:04.650606 2021-04-10 01:38:24,178 INFO : TRAIN, epoch=0043, iter=00050/00196, fetch data time cost=2.15ms, fps=2320 images/s, loss=0.2854, top1-acc=90.13%, top5-acc=99.77%, remaining_time=0:00:16.806060, arrival_time=2021-04-10 01:38:40.984358, cost_time=0:00:05.755480 2021-04-10 01:38:25,273 INFO : TRAIN, epoch=0043, iter=00060/00196, fetch data time cost=2.21ms, fps=2340 images/s, loss=0.2875, top1-acc=90.03%, top5-acc=99.75%, remaining_time=0:00:15.527392, arrival_time=2021-04-10 01:38:40.800433, cost_time=0:00:06.850332 2021-04-10 01:38:26,363 INFO : TRAIN, epoch=0043, iter=00070/00196, fetch data time cost=1.73ms, fps=2349 images/s, loss=0.2897, top1-acc=89.97%, top5-acc=99.74%, remaining_time=0:00:14.293314, arrival_time=2021-04-10 01:38:40.656975, cost_time=0:00:07.940725 2021-04-10 01:38:27,482 INFO : TRAIN, epoch=0043, iter=00080/00196, fetch data time cost=2.09ms, fps=2289 images/s, loss=0.2893, top1-acc=90.04%, top5-acc=99.72%, remaining_time=0:00:13.137232, arrival_time=2021-04-10 01:38:40.620120, cost_time=0:00:09.060179 2021-04-10 01:38:28,591 INFO : TRAIN, epoch=0043, iter=00090/00196, fetch data time cost=1.64ms, fps=2310 images/s, loss=0.2914, top1-acc=89.92%, top5-acc=99.73%, remaining_time=0:00:11.976940, arrival_time=2021-04-10 01:38:40.568811, cost_time=0:00:10.169140 2021-04-10 01:38:29,683 INFO : TRAIN, epoch=0043, iter=00100/00196, fetch data time cost=1.55ms, fps=2346 images/s, loss=0.2935, top1-acc=89.84%, top5-acc=99.73%, remaining_time=0:00:10.810464, arrival_time=2021-04-10 01:38:40.494058, cost_time=0:00:11.260941 2021-04-10 01:38:30,824 INFO : TRAIN, epoch=0043, iter=00110/00196, fetch data time cost=1.50ms, fps=2245 images/s, loss=0.2960, top1-acc=89.74%, top5-acc=99.73%, remaining_time=0:00:09.695984, arrival_time=2021-04-10 01:38:40.520653, cost_time=0:00:12.401888 2021-04-10 01:38:31,916 INFO : TRAIN, epoch=0043, iter=00120/00196, fetch data time cost=1.58ms, fps=2347 images/s, loss=0.2968, top1-acc=89.69%, top5-acc=99.73%, remaining_time=0:00:08.545896, arrival_time=2021-04-10 01:38:40.462114, cost_time=0:00:13.493518 2021-04-10 01:38:33,017 INFO : TRAIN, epoch=0043, iter=00130/00196, fetch data time cost=2.25ms, fps=2326 images/s, loss=0.2972, top1-acc=89.68%, top5-acc=99.72%, remaining_time=0:00:07.409622, arrival_time=2021-04-10 01:38:40.427008, cost_time=0:00:14.594658 2021-04-10 01:38:34,124 INFO : TRAIN, epoch=0043, iter=00140/00196, fetch data time cost=2.32ms, fps=2314 images/s, loss=0.2987, top1-acc=89.65%, top5-acc=99.71%, remaining_time=0:00:06.280736, arrival_time=2021-04-10 01:38:40.405385, cost_time=0:00:15.701889 2021-04-10 01:38:35,221 INFO : TRAIN, epoch=0043, iter=00150/00196, fetch data time cost=1.57ms, fps=2335 images/s, loss=0.2988, top1-acc=89.68%, top5-acc=99.71%, remaining_time=0:00:05.151632, arrival_time=2021-04-10 01:38:40.373209, cost_time=0:00:16.798874 2021-04-10 01:38:36,323 INFO : TRAIN, epoch=0043, iter=00160/00196, fetch data time cost=2.62ms, fps=2326 images/s, loss=0.2990, top1-acc=89.66%, top5-acc=99.71%, remaining_time=0:00:04.027572, arrival_time=2021-04-10 01:38:40.350630, cost_time=0:00:17.900262 2021-04-10 01:38:37,419 INFO : TRAIN, epoch=0043, iter=00170/00196, fetch data time cost=2.19ms, fps=2337 images/s, loss=0.2996, top1-acc=89.66%, top5-acc=99.71%, remaining_time=0:00:02.905396, arrival_time=2021-04-10 01:38:40.324880, cost_time=0:00:18.996763 2021-04-10 01:38:38,519 INFO : TRAIN, epoch=0043, iter=00180/00196, fetch data time cost=1.95ms, fps=2328 images/s, loss=0.3006, top1-acc=89.64%, top5-acc=99.69%, remaining_time=0:00:01.786416, arrival_time=2021-04-10 01:38:40.306276, cost_time=0:00:20.097210 2021-04-10 01:38:39,630 INFO : TRAIN, epoch=0043, iter=00190/00196, fetch data time cost=1.42ms, fps=2307 images/s, loss=0.3002, top1-acc=89.66%, top5-acc=99.69%, remaining_time=0:00:00.669708, arrival_time=2021-04-10 01:38:40.299815, cost_time=0:00:21.207379 2021-04-10 01:38:40,215 INFO : TRAIN, epoch=0043, iter=00196/00196, fetch data time cost=1.65ms, fps=2326 images/s, loss=0.3005, top1-acc=89.66%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-10 01:38:40.215505, cost_time=0:00:21.792857 2021-04-10 01:38:40,569 INFO : EVAL, epoch=0043, iter=00010/00040, fetch data time cost=0.41ms, fps=7268 images/s, loss=0.4944, top1-acc=83.91%, top5-acc=99.14%, remaining_time=0:00:01.056570, arrival_time=2021-04-10 01:38:41.625557, cost_time=0:00:00.352190 2021-04-10 01:38:40,818 INFO : EVAL, epoch=0043, iter=00020/00040, fetch data time cost=0.45ms, fps=10309 images/s, loss=0.5118, top1-acc=83.34%, top5-acc=99.16%, remaining_time=0:00:00.601380, arrival_time=2021-04-10 01:38:41.419538, cost_time=0:00:00.601381 2021-04-10 01:38:41,072 INFO : EVAL, epoch=0043, iter=00030/00040, fetch data time cost=2.64ms, fps=10070 images/s, loss=0.5087, top1-acc=83.50%, top5-acc=99.19%, remaining_time=0:00:00.285370, arrival_time=2021-04-10 01:38:41.358269, cost_time=0:00:00.856124 2021-04-10 01:38:41,296 INFO : EVAL, epoch=0043, iter=00040/00040, fetch data time cost=0.08ms, fps=10384 images/s, loss=0.4981, top1-acc=83.72%, top5-acc=99.19%, remaining_time=0:00:00, arrival_time=2021-04-10 01:38:41.296763, cost_time=0:00:01.080071 2021-04-10 01:38:41,338 INFO : Epoch=0043 complete, best val top1-acc=83.88%, top5-acc=99.18% (epoch=24), remaining_time=1:00:02.034515, arrival_time=2021-04-10 02:38:43.372599, cost_time=0:16:26.544466 2021-04-10 01:38:41,338 INFO : Train start, epoch=0044, lr=0.089022 2021-04-10 01:38:42,649 INFO : TRAIN, epoch=0044, iter=00010/00196, fetch data time cost=0.57ms, fps=1954 images/s, loss=0.2826, top1-acc=90.47%, top5-acc=99.80%, remaining_time=0:00:24.367674, arrival_time=2021-04-10 01:39:07.016870, cost_time=0:00:01.310088 2021-04-10 01:38:43,752 INFO : TRAIN, epoch=0044, iter=00020/00196, fetch data time cost=2.28ms, fps=2321 images/s, loss=0.2692, top1-acc=90.90%, top5-acc=99.77%, remaining_time=0:00:21.241440, arrival_time=2021-04-10 01:39:04.994270, cost_time=0:00:02.413808 2021-04-10 01:38:44,870 INFO : TRAIN, epoch=0044, iter=00030/00196, fetch data time cost=1.53ms, fps=2292 images/s, loss=0.2761, top1-acc=90.48%, top5-acc=99.77%, remaining_time=0:00:19.539528, arrival_time=2021-04-10 01:39:04.409779, cost_time=0:00:03.531235 2021-04-10 01:38:45,981 INFO : TRAIN, epoch=0044, iter=00040/00196, fetch data time cost=2.34ms, fps=2305 images/s, loss=0.2799, top1-acc=90.33%, top5-acc=99.78%, remaining_time=0:00:18.105360, arrival_time=2021-04-10 01:39:04.086889, cost_time=0:00:04.642407 2021-04-10 01:38:47,082 INFO : TRAIN, epoch=0044, iter=00050/00196, fetch data time cost=1.90ms, fps=2328 images/s, loss=0.2818, top1-acc=90.38%, top5-acc=99.76%, remaining_time=0:00:16.770290, arrival_time=2021-04-10 01:39:03.852516, cost_time=0:00:05.743254 2021-04-10 01:38:48,184 INFO : TRAIN, epoch=0044, iter=00060/00196, fetch data time cost=2.00ms, fps=2325 images/s, loss=0.2846, top1-acc=90.27%, top5-acc=99.75%, remaining_time=0:00:15.515152, arrival_time=2021-04-10 01:39:03.699150, cost_time=0:00:06.844915 2021-04-10 01:38:49,283 INFO : TRAIN, epoch=0044, iter=00070/00196, fetch data time cost=1.95ms, fps=2330 images/s, loss=0.2839, top1-acc=90.26%, top5-acc=99.74%, remaining_time=0:00:14.300244, arrival_time=2021-04-10 01:39:03.583795, cost_time=0:00:07.944583 2021-04-10 01:38:50,382 INFO : TRAIN, epoch=0044, iter=00080/00196, fetch data time cost=1.85ms, fps=2330 images/s, loss=0.2855, top1-acc=90.15%, top5-acc=99.73%, remaining_time=0:00:13.113336, arrival_time=2021-04-10 01:39:03.496031, cost_time=0:00:09.043692 2021-04-10 01:38:51,488 INFO : TRAIN, epoch=0044, iter=00090/00196, fetch data time cost=1.68ms, fps=2317 images/s, loss=0.2892, top1-acc=89.94%, top5-acc=99.73%, remaining_time=0:00:11.953408, arrival_time=2021-04-10 01:39:03.441663, cost_time=0:00:10.149163 2021-04-10 01:38:52,578 INFO : TRAIN, epoch=0044, iter=00100/00196, fetch data time cost=1.78ms, fps=2351 images/s, loss=0.2922, top1-acc=89.85%, top5-acc=99.71%, remaining_time=0:00:10.789536, arrival_time=2021-04-10 01:39:03.367823, cost_time=0:00:11.239125 2021-04-10 01:38:53,697 INFO : TRAIN, epoch=0044, iter=00110/00196, fetch data time cost=1.38ms, fps=2290 images/s, loss=0.2936, top1-acc=89.85%, top5-acc=99.72%, remaining_time=0:00:09.661756, arrival_time=2021-04-10 01:39:03.358875, cost_time=0:00:12.358108 2021-04-10 01:38:54,792 INFO : TRAIN, epoch=0044, iter=00120/00196, fetch data time cost=1.47ms, fps=2339 images/s, loss=0.2940, top1-acc=89.83%, top5-acc=99.72%, remaining_time=0:00:08.520360, arrival_time=2021-04-10 01:39:03.312798, cost_time=0:00:13.453173 2021-04-10 01:38:55,903 INFO : TRAIN, epoch=0044, iter=00130/00196, fetch data time cost=1.46ms, fps=2305 images/s, loss=0.2925, top1-acc=89.87%, top5-acc=99.74%, remaining_time=0:00:07.394508, arrival_time=2021-04-10 01:39:03.298415, cost_time=0:00:14.564938 2021-04-10 01:38:57,006 INFO : TRAIN, epoch=0044, iter=00140/00196, fetch data time cost=1.88ms, fps=2323 images/s, loss=0.2921, top1-acc=89.91%, top5-acc=99.74%, remaining_time=0:00:06.267016, arrival_time=2021-04-10 01:39:03.273716, cost_time=0:00:15.667601 2021-04-10 01:38:58,098 INFO : TRAIN, epoch=0044, iter=00150/00196, fetch data time cost=1.69ms, fps=2347 images/s, loss=0.2920, top1-acc=89.91%, top5-acc=99.74%, remaining_time=0:00:05.139442, arrival_time=2021-04-10 01:39:03.237548, cost_time=0:00:16.759098 2021-04-10 01:38:59,207 INFO : TRAIN, epoch=0044, iter=00160/00196, fetch data time cost=1.50ms, fps=2308 images/s, loss=0.2938, top1-acc=89.84%, top5-acc=99.74%, remaining_time=0:00:04.020480, arrival_time=2021-04-10 01:39:03.228368, cost_time=0:00:17.868855 2021-04-10 01:39:00,308 INFO : TRAIN, epoch=0044, iter=00170/00196, fetch data time cost=2.61ms, fps=2327 images/s, loss=0.2939, top1-acc=89.80%, top5-acc=99.74%, remaining_time=0:00:02.901236, arrival_time=2021-04-10 01:39:03.209921, cost_time=0:00:18.969641 2021-04-10 01:39:01,407 INFO : TRAIN, epoch=0044, iter=00180/00196, fetch data time cost=2.14ms, fps=2331 images/s, loss=0.2942, top1-acc=89.79%, top5-acc=99.74%, remaining_time=0:00:01.783856, arrival_time=2021-04-10 01:39:03.191384, cost_time=0:00:20.068380 2021-04-10 01:39:02,536 INFO : TRAIN, epoch=0044, iter=00190/00196, fetch data time cost=1.82ms, fps=2269 images/s, loss=0.2941, top1-acc=89.81%, top5-acc=99.74%, remaining_time=0:00:00.669396, arrival_time=2021-04-10 01:39:03.205853, cost_time=0:00:21.197519 2021-04-10 01:39:03,139 INFO : TRAIN, epoch=0044, iter=00196/00196, fetch data time cost=1.86ms, fps=2258 images/s, loss=0.2948, top1-acc=89.81%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-10 01:39:03.139497, cost_time=0:00:21.800356 2021-04-10 01:39:03,509 INFO : EVAL, epoch=0044, iter=00010/00040, fetch data time cost=0.37ms, fps=6957 images/s, loss=0.7724, top1-acc=76.87%, top5-acc=98.79%, remaining_time=0:00:01.103880, arrival_time=2021-04-10 01:39:04.613551, cost_time=0:00:00.367960 2021-04-10 01:39:03,766 INFO : EVAL, epoch=0044, iter=00020/00040, fetch data time cost=0.47ms, fps=10007 images/s, loss=0.7160, top1-acc=77.85%, top5-acc=98.91%, remaining_time=0:00:00.624240, arrival_time=2021-04-10 01:39:04.390215, cost_time=0:00:00.624233 2021-04-10 01:39:04,062 INFO : EVAL, epoch=0044, iter=00030/00040, fetch data time cost=13.91ms, fps=8646 images/s, loss=0.7182, top1-acc=77.72%, top5-acc=98.85%, remaining_time=0:00:00.307050, arrival_time=2021-04-10 01:39:04.369881, cost_time=0:00:00.921151 2021-04-10 01:39:04,315 INFO : EVAL, epoch=0044, iter=00040/00040, fetch data time cost=0.10ms, fps=9190 images/s, loss=0.7121, top1-acc=77.53%, top5-acc=98.84%, remaining_time=0:00:00, arrival_time=2021-04-10 01:39:04.315638, cost_time=0:00:01.173978 2021-04-10 01:39:04,359 INFO : Epoch=0044 complete, best val top1-acc=83.88%, top5-acc=99.18% (epoch=24), remaining_time=0:59:39.369456, arrival_time=2021-04-10 02:38:43.728796, cost_time=0:16:49.565744 2021-04-10 01:39:04,360 INFO : Train start, epoch=0045, lr=0.088526 2021-04-10 01:39:05,713 INFO : TRAIN, epoch=0045, iter=00010/00196, fetch data time cost=0.33ms, fps=1892 images/s, loss=0.3134, top1-acc=88.98%, top5-acc=99.65%, remaining_time=0:00:25.171752, arrival_time=2021-04-10 01:39:30.885403, cost_time=0:00:01.353322 2021-04-10 01:39:06,819 INFO : TRAIN, epoch=0045, iter=00020/00196, fetch data time cost=2.23ms, fps=2317 images/s, loss=0.2942, top1-acc=89.79%, top5-acc=99.65%, remaining_time=0:00:21.639552, arrival_time=2021-04-10 01:39:28.458830, cost_time=0:00:02.459036 2021-04-10 01:39:07,929 INFO : TRAIN, epoch=0045, iter=00030/00196, fetch data time cost=1.74ms, fps=2308 images/s, loss=0.2865, top1-acc=89.97%, top5-acc=99.69%, remaining_time=0:00:19.750016, arrival_time=2021-04-10 01:39:27.679704, cost_time=0:00:03.569294 2021-04-10 01:39:09,019 INFO : TRAIN, epoch=0045, iter=00040/00196, fetch data time cost=2.09ms, fps=2351 images/s, loss=0.2879, top1-acc=90.04%, top5-acc=99.73%, remaining_time=0:00:18.170568, arrival_time=2021-04-10 01:39:27.189898, cost_time=0:00:04.659136 2021-04-10 01:39:10,110 INFO : TRAIN, epoch=0045, iter=00050/00196, fetch data time cost=1.60ms, fps=2348 images/s, loss=0.2870, top1-acc=90.02%, top5-acc=99.73%, remaining_time=0:00:16.789708, arrival_time=2021-04-10 01:39:26.900049, cost_time=0:00:05.749905 2021-04-10 01:39:11,221 INFO : TRAIN, epoch=0045, iter=00060/00196, fetch data time cost=2.20ms, fps=2306 images/s, loss=0.2861, top1-acc=89.98%, top5-acc=99.77%, remaining_time=0:00:15.552688, arrival_time=2021-04-10 01:39:26.774349, cost_time=0:00:06.861459 2021-04-10 01:39:12,309 INFO : TRAIN, epoch=0045, iter=00070/00196, fetch data time cost=1.48ms, fps=2354 images/s, loss=0.2896, top1-acc=89.89%, top5-acc=99.76%, remaining_time=0:00:14.309064, arrival_time=2021-04-10 01:39:26.618875, cost_time=0:00:07.949455 2021-04-10 01:39:13,406 INFO : TRAIN, epoch=0045, iter=00080/00196, fetch data time cost=2.23ms, fps=2335 images/s, loss=0.2884, top1-acc=89.90%, top5-acc=99.76%, remaining_time=0:00:13.117628, arrival_time=2021-04-10 01:39:26.524535, cost_time=0:00:09.046661 2021-04-10 01:39:14,508 INFO : TRAIN, epoch=0045, iter=00090/00196, fetch data time cost=1.55ms, fps=2326 images/s, loss=0.2881, top1-acc=89.93%, top5-acc=99.75%, remaining_time=0:00:11.952136, arrival_time=2021-04-10 01:39:26.460386, cost_time=0:00:10.148034 2021-04-10 01:39:15,619 INFO : TRAIN, epoch=0045, iter=00100/00196, fetch data time cost=2.44ms, fps=2306 images/s, loss=0.2905, top1-acc=89.87%, top5-acc=99.74%, remaining_time=0:00:10.808448, arrival_time=2021-04-10 01:39:26.427561, cost_time=0:00:11.258846 2021-04-10 01:39:16,711 INFO : TRAIN, epoch=0045, iter=00110/00196, fetch data time cost=1.52ms, fps=2344 images/s, loss=0.2908, top1-acc=89.90%, top5-acc=99.74%, remaining_time=0:00:09.656768, arrival_time=2021-04-10 01:39:26.368667, cost_time=0:00:12.351695 2021-04-10 01:39:17,800 INFO : TRAIN, epoch=0045, iter=00120/00196, fetch data time cost=1.47ms, fps=2354 images/s, loss=0.2919, top1-acc=89.87%, top5-acc=99.74%, remaining_time=0:00:08.511848, arrival_time=2021-04-10 01:39:26.312024, cost_time=0:00:13.439812 2021-04-10 01:39:18,906 INFO : TRAIN, epoch=0045, iter=00130/00196, fetch data time cost=2.19ms, fps=2315 images/s, loss=0.2926, top1-acc=89.88%, top5-acc=99.75%, remaining_time=0:00:07.385202, arrival_time=2021-04-10 01:39:26.291942, cost_time=0:00:14.546548 2021-04-10 01:39:20,005 INFO : TRAIN, epoch=0045, iter=00140/00196, fetch data time cost=2.02ms, fps=2330 images/s, loss=0.2921, top1-acc=89.88%, top5-acc=99.74%, remaining_time=0:00:06.258224, arrival_time=2021-04-10 01:39:26.264081, cost_time=0:00:15.645607 2021-04-10 01:39:21,114 INFO : TRAIN, epoch=0045, iter=00150/00196, fetch data time cost=1.95ms, fps=2310 images/s, loss=0.2917, top1-acc=89.93%, top5-acc=99.73%, remaining_time=0:00:05.137970, arrival_time=2021-04-10 01:39:26.252493, cost_time=0:00:16.754239 2021-04-10 01:39:22,211 INFO : TRAIN, epoch=0045, iter=00160/00196, fetch data time cost=1.56ms, fps=2336 images/s, loss=0.2919, top1-acc=89.92%, top5-acc=99.72%, remaining_time=0:00:04.016448, arrival_time=2021-04-10 01:39:26.227560, cost_time=0:00:17.850921 2021-04-10 01:39:23,312 INFO : TRAIN, epoch=0045, iter=00170/00196, fetch data time cost=2.17ms, fps=2325 images/s, loss=0.2921, top1-acc=89.89%, top5-acc=99.73%, remaining_time=0:00:02.898584, arrival_time=2021-04-10 01:39:26.211168, cost_time=0:00:18.952211 2021-04-10 01:39:24,416 INFO : TRAIN, epoch=0045, iter=00180/00196, fetch data time cost=4.16ms, fps=2320 images/s, loss=0.2936, top1-acc=89.83%, top5-acc=99.73%, remaining_time=0:00:01.782800, arrival_time=2021-04-10 01:39:26.199470, cost_time=0:00:20.056469 2021-04-10 01:39:25,521 INFO : TRAIN, epoch=0045, iter=00190/00196, fetch data time cost=1.49ms, fps=2319 images/s, loss=0.2958, top1-acc=89.76%, top5-acc=99.73%, remaining_time=0:00:00.668244, arrival_time=2021-04-10 01:39:26.189597, cost_time=0:00:21.160995 2021-04-10 01:39:26,114 INFO : TRAIN, epoch=0045, iter=00196/00196, fetch data time cost=0.09ms, fps=2296 images/s, loss=0.2964, top1-acc=89.74%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-10 01:39:26.114451, cost_time=0:00:21.754259 2021-04-10 01:39:26,441 INFO : EVAL, epoch=0045, iter=00010/00040, fetch data time cost=0.43ms, fps=7850 images/s, loss=0.5220, top1-acc=83.16%, top5-acc=99.18%, remaining_time=0:00:00.978270, arrival_time=2021-04-10 01:39:27.420076, cost_time=0:00:00.326092 2021-04-10 01:39:26,733 INFO : EVAL, epoch=0045, iter=00020/00040, fetch data time cost=9.69ms, fps=8800 images/s, loss=0.5433, top1-acc=81.89%, top5-acc=99.30%, remaining_time=0:00:00.617480, arrival_time=2021-04-10 01:39:27.350835, cost_time=0:00:00.617486 2021-04-10 01:39:27,001 INFO : EVAL, epoch=0045, iter=00030/00040, fetch data time cost=0.33ms, fps=9567 images/s, loss=0.5384, top1-acc=82.03%, top5-acc=99.22%, remaining_time=0:00:00.295320, arrival_time=2021-04-10 01:39:27.296967, cost_time=0:00:00.885947 2021-04-10 01:39:27,230 INFO : EVAL, epoch=0045, iter=00040/00040, fetch data time cost=0.15ms, fps=10150 images/s, loss=0.5433, top1-acc=82.05%, top5-acc=99.19%, remaining_time=0:00:00, arrival_time=2021-04-10 01:39:27.230723, cost_time=0:00:01.115005 2021-04-10 01:39:27,374 INFO : Epoch=0045 complete, best val top1-acc=83.88%, top5-acc=99.18% (epoch=24), remaining_time=0:59:16.667665, arrival_time=2021-04-10 02:38:44.042209, cost_time=0:17:12.580934 2021-04-10 01:39:27,375 INFO : Train start, epoch=0046, lr=0.088020 2021-04-10 01:39:28,665 INFO : TRAIN, epoch=0046, iter=00010/00196, fetch data time cost=1.40ms, fps=1985 images/s, loss=0.3088, top1-acc=89.02%, top5-acc=99.77%, remaining_time=0:00:23.990094, arrival_time=2021-04-10 01:39:52.655311, cost_time=0:00:01.289792 2021-04-10 01:39:29,763 INFO : TRAIN, epoch=0046, iter=00020/00196, fetch data time cost=2.01ms, fps=2332 images/s, loss=0.2974, top1-acc=89.55%, top5-acc=99.82%, remaining_time=0:00:21.014928, arrival_time=2021-04-10 01:39:50.778550, cost_time=0:00:02.388051 2021-04-10 01:39:30,876 INFO : TRAIN, epoch=0046, iter=00030/00196, fetch data time cost=2.03ms, fps=2303 images/s, loss=0.2993, top1-acc=89.54%, top5-acc=99.80%, remaining_time=0:00:19.370706, arrival_time=2021-04-10 01:39:50.246999, cost_time=0:00:03.500733 2021-04-10 01:39:31,975 INFO : TRAIN, epoch=0046, iter=00040/00196, fetch data time cost=2.18ms, fps=2330 images/s, loss=0.2986, top1-acc=89.59%, top5-acc=99.74%, remaining_time=0:00:17.940624, arrival_time=2021-04-10 01:39:49.916279, cost_time=0:00:04.600178 2021-04-10 01:39:33,068 INFO : TRAIN, epoch=0046, iter=00050/00196, fetch data time cost=1.69ms, fps=2344 images/s, loss=0.2923, top1-acc=89.91%, top5-acc=99.73%, remaining_time=0:00:16.623998, arrival_time=2021-04-10 01:39:49.692688, cost_time=0:00:05.693126 2021-04-10 01:39:34,163 INFO : TRAIN, epoch=0046, iter=00060/00196, fetch data time cost=1.87ms, fps=2340 images/s, loss=0.2868, top1-acc=90.20%, top5-acc=99.74%, remaining_time=0:00:15.385952, arrival_time=2021-04-10 01:39:49.549349, cost_time=0:00:06.787923 2021-04-10 01:39:35,289 INFO : TRAIN, epoch=0046, iter=00070/00196, fetch data time cost=1.82ms, fps=2276 images/s, loss=0.2882, top1-acc=90.17%, top5-acc=99.74%, remaining_time=0:00:14.245308, arrival_time=2021-04-10 01:39:49.534834, cost_time=0:00:07.914065 2021-04-10 01:39:36,388 INFO : TRAIN, epoch=0046, iter=00080/00196, fetch data time cost=1.56ms, fps=2331 images/s, loss=0.2892, top1-acc=90.08%, top5-acc=99.74%, remaining_time=0:00:13.068792, arrival_time=2021-04-10 01:39:49.457165, cost_time=0:00:09.012929 2021-04-10 01:39:37,485 INFO : TRAIN, epoch=0046, iter=00090/00196, fetch data time cost=2.81ms, fps=2336 images/s, loss=0.2910, top1-acc=90.07%, top5-acc=99.72%, remaining_time=0:00:11.906662, arrival_time=2021-04-10 01:39:49.391612, cost_time=0:00:10.109395 2021-04-10 01:39:38,624 INFO : TRAIN, epoch=0046, iter=00100/00196, fetch data time cost=20.07ms, fps=2249 images/s, loss=0.2915, top1-acc=90.04%, top5-acc=99.73%, remaining_time=0:00:10.798656, arrival_time=2021-04-10 01:39:49.422712, cost_time=0:00:11.248574 2021-04-10 01:39:39,724 INFO : TRAIN, epoch=0046, iter=00110/00196, fetch data time cost=2.01ms, fps=2329 images/s, loss=0.2927, top1-acc=90.00%, top5-acc=99.73%, remaining_time=0:00:09.654274, arrival_time=2021-04-10 01:39:49.378363, cost_time=0:00:12.348509 2021-04-10 01:39:40,842 INFO : TRAIN, epoch=0046, iter=00120/00196, fetch data time cost=2.34ms, fps=2291 images/s, loss=0.2923, top1-acc=90.04%, top5-acc=99.72%, remaining_time=0:00:08.529176, arrival_time=2021-04-10 01:39:49.371704, cost_time=0:00:13.467065 2021-04-10 01:39:41,947 INFO : TRAIN, epoch=0046, iter=00130/00196, fetch data time cost=2.34ms, fps=2319 images/s, loss=0.2938, top1-acc=89.99%, top5-acc=99.70%, remaining_time=0:00:07.397874, arrival_time=2021-04-10 01:39:49.344911, cost_time=0:00:14.571530 2021-04-10 01:39:43,042 INFO : TRAIN, epoch=0046, iter=00140/00196, fetch data time cost=1.73ms, fps=2339 images/s, loss=0.2928, top1-acc=90.01%, top5-acc=99.70%, remaining_time=0:00:06.266792, arrival_time=2021-04-10 01:39:49.309256, cost_time=0:00:15.666976 2021-04-10 01:39:44,133 INFO : TRAIN, epoch=0046, iter=00150/00196, fetch data time cost=1.71ms, fps=2349 images/s, loss=0.2921, top1-acc=90.01%, top5-acc=99.71%, remaining_time=0:00:05.138982, arrival_time=2021-04-10 01:39:49.272002, cost_time=0:00:16.757556 2021-04-10 01:39:45,238 INFO : TRAIN, epoch=0046, iter=00160/00196, fetch data time cost=2.25ms, fps=2318 images/s, loss=0.2920, top1-acc=90.01%, top5-acc=99.71%, remaining_time=0:00:04.019112, arrival_time=2021-04-10 01:39:49.257353, cost_time=0:00:17.862743 2021-04-10 01:39:46,335 INFO : TRAIN, epoch=0046, iter=00170/00196, fetch data time cost=1.73ms, fps=2335 images/s, loss=0.2932, top1-acc=90.00%, top5-acc=99.71%, remaining_time=0:00:02.899754, arrival_time=2021-04-10 01:39:49.235144, cost_time=0:00:18.959970 2021-04-10 01:39:47,427 INFO : TRAIN, epoch=0046, iter=00180/00196, fetch data time cost=1.59ms, fps=2346 images/s, loss=0.2958, top1-acc=89.89%, top5-acc=99.70%, remaining_time=0:00:01.782384, arrival_time=2021-04-10 01:39:49.209656, cost_time=0:00:20.051795 2021-04-10 01:39:48,525 INFO : TRAIN, epoch=0046, iter=00190/00196, fetch data time cost=1.33ms, fps=2333 images/s, loss=0.2961, top1-acc=89.86%, top5-acc=99.70%, remaining_time=0:00:00.667884, arrival_time=2021-04-10 01:39:49.192995, cost_time=0:00:21.149652 2021-04-10 01:39:49,121 INFO : TRAIN, epoch=0046, iter=00196/00196, fetch data time cost=1.28ms, fps=2282 images/s, loss=0.2957, top1-acc=89.84%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-10 01:39:49.121801, cost_time=0:00:21.746257 2021-04-10 01:39:49,489 INFO : EVAL, epoch=0046, iter=00010/00040, fetch data time cost=0.30ms, fps=7002 images/s, loss=0.6820, top1-acc=78.79%, top5-acc=98.44%, remaining_time=0:00:01.096860, arrival_time=2021-04-10 01:39:50.586231, cost_time=0:00:00.365618 2021-04-10 01:39:49,734 INFO : EVAL, epoch=0046, iter=00020/00040, fetch data time cost=2.26ms, fps=10482 images/s, loss=0.6868, top1-acc=79.22%, top5-acc=98.48%, remaining_time=0:00:00.610320, arrival_time=2021-04-10 01:39:50.344383, cost_time=0:00:00.610319 2021-04-10 01:39:50,004 INFO : EVAL, epoch=0046, iter=00030/00040, fetch data time cost=2.22ms, fps=9494 images/s, loss=0.6729, top1-acc=79.79%, top5-acc=98.45%, remaining_time=0:00:00.293450, arrival_time=2021-04-10 01:39:50.297583, cost_time=0:00:00.880363 2021-04-10 01:39:50,231 INFO : EVAL, epoch=0046, iter=00040/00040, fetch data time cost=0.09ms, fps=10208 images/s, loss=0.6661, top1-acc=80.23%, top5-acc=98.36%, remaining_time=0:00:00, arrival_time=2021-04-10 01:39:50.231890, cost_time=0:00:01.108192 2021-04-10 01:39:50,273 INFO : Epoch=0046 complete, best val top1-acc=83.88%, top5-acc=99.18% (epoch=24), remaining_time=0:58:53.563880, arrival_time=2021-04-10 02:38:43.837644, cost_time=0:17:35.480123 2021-04-10 01:39:50,274 INFO : Train start, epoch=0047, lr=0.087506 2021-04-10 01:39:51,571 INFO : TRAIN, epoch=0047, iter=00010/00196, fetch data time cost=0.61ms, fps=1974 images/s, loss=0.3003, top1-acc=89.53%, top5-acc=99.88%, remaining_time=0:00:24.120108, arrival_time=2021-04-10 01:40:15.691656, cost_time=0:00:01.296782 2021-04-10 01:39:52,679 INFO : TRAIN, epoch=0047, iter=00020/00196, fetch data time cost=2.64ms, fps=2313 images/s, loss=0.2871, top1-acc=89.98%, top5-acc=99.88%, remaining_time=0:00:21.158544, arrival_time=2021-04-10 01:40:13.837744, cost_time=0:00:02.404373 2021-04-10 01:39:53,790 INFO : TRAIN, epoch=0047, iter=00030/00196, fetch data time cost=2.42ms, fps=2305 images/s, loss=0.2947, top1-acc=89.58%, top5-acc=99.83%, remaining_time=0:00:19.455366, arrival_time=2021-04-10 01:40:13.246234, cost_time=0:00:03.516032 2021-04-10 01:39:54,893 INFO : TRAIN, epoch=0047, iter=00040/00196, fetch data time cost=2.09ms, fps=2324 images/s, loss=0.2939, top1-acc=89.85%, top5-acc=99.75%, remaining_time=0:00:18.014100, arrival_time=2021-04-10 01:40:12.907779, cost_time=0:00:04.618987 2021-04-10 01:39:55,991 INFO : TRAIN, epoch=0047, iter=00050/00196, fetch data time cost=1.86ms, fps=2334 images/s, loss=0.2908, top1-acc=89.97%, top5-acc=99.70%, remaining_time=0:00:16.691450, arrival_time=2021-04-10 01:40:12.682536, cost_time=0:00:05.716236 2021-04-10 01:39:57,082 INFO : TRAIN, epoch=0047, iter=00060/00196, fetch data time cost=1.65ms, fps=2348 images/s, loss=0.2891, top1-acc=90.03%, top5-acc=99.71%, remaining_time=0:00:15.429880, arrival_time=2021-04-10 01:40:12.511901, cost_time=0:00:06.807295 2021-04-10 01:39:58,179 INFO : TRAIN, epoch=0047, iter=00070/00196, fetch data time cost=1.74ms, fps=2334 images/s, loss=0.2918, top1-acc=89.97%, top5-acc=99.70%, remaining_time=0:00:14.228172, arrival_time=2021-04-10 01:40:12.407540, cost_time=0:00:07.904569 2021-04-10 01:39:59,271 INFO : TRAIN, epoch=0047, iter=00080/00196, fetch data time cost=2.06ms, fps=2346 images/s, loss=0.2876, top1-acc=90.10%, top5-acc=99.71%, remaining_time=0:00:13.045360, arrival_time=2021-04-10 01:40:12.316896, cost_time=0:00:08.996799 2021-04-10 01:40:00,377 INFO : TRAIN, epoch=0047, iter=00090/00196, fetch data time cost=1.89ms, fps=2316 images/s, loss=0.2906, top1-acc=89.99%, top5-acc=99.71%, remaining_time=0:00:11.898924, arrival_time=2021-04-10 01:40:12.276561, cost_time=0:00:10.102878 2021-04-10 01:40:01,472 INFO : TRAIN, epoch=0047, iter=00100/00196, fetch data time cost=1.79ms, fps=2341 images/s, loss=0.2892, top1-acc=90.04%, top5-acc=99.71%, remaining_time=0:00:10.749216, arrival_time=2021-04-10 01:40:12.221119, cost_time=0:00:11.197062 2021-04-10 01:40:02,564 INFO : TRAIN, epoch=0047, iter=00110/00196, fetch data time cost=1.46ms, fps=2346 images/s, loss=0.2910, top1-acc=89.94%, top5-acc=99.71%, remaining_time=0:00:09.608006, arrival_time=2021-04-10 01:40:12.172110, cost_time=0:00:12.289347 2021-04-10 01:40:03,654 INFO : TRAIN, epoch=0047, iter=00120/00196, fetch data time cost=1.78ms, fps=2350 images/s, loss=0.2891, top1-acc=90.00%, top5-acc=99.71%, remaining_time=0:00:08.473696, arrival_time=2021-04-10 01:40:12.127972, cost_time=0:00:13.379544 2021-04-10 01:40:04,753 INFO : TRAIN, epoch=0047, iter=00130/00196, fetch data time cost=1.74ms, fps=2330 images/s, loss=0.2890, top1-acc=90.05%, top5-acc=99.70%, remaining_time=0:00:07.350882, arrival_time=2021-04-10 01:40:12.104620, cost_time=0:00:14.479022 2021-04-10 01:40:05,861 INFO : TRAIN, epoch=0047, iter=00140/00196, fetch data time cost=1.91ms, fps=2311 images/s, loss=0.2894, top1-acc=90.03%, top5-acc=99.70%, remaining_time=0:00:06.234928, arrival_time=2021-04-10 01:40:12.096857, cost_time=0:00:15.587257 2021-04-10 01:40:06,981 INFO : TRAIN, epoch=0047, iter=00150/00196, fetch data time cost=1.77ms, fps=2288 images/s, loss=0.2908, top1-acc=90.02%, top5-acc=99.70%, remaining_time=0:00:05.123434, arrival_time=2021-04-10 01:40:12.104889, cost_time=0:00:16.706781 2021-04-10 01:40:08,086 INFO : TRAIN, epoch=0047, iter=00160/00196, fetch data time cost=2.60ms, fps=2318 images/s, loss=0.2927, top1-acc=89.92%, top5-acc=99.70%, remaining_time=0:00:04.007592, arrival_time=2021-04-10 01:40:12.094022, cost_time=0:00:17.811554 2021-04-10 01:40:09,208 INFO : TRAIN, epoch=0047, iter=00170/00196, fetch data time cost=6.70ms, fps=2284 images/s, loss=0.2918, top1-acc=89.98%, top5-acc=99.70%, remaining_time=0:00:02.895724, arrival_time=2021-04-10 01:40:12.103984, cost_time=0:00:18.933502 2021-04-10 01:40:10,307 INFO : TRAIN, epoch=0047, iter=00180/00196, fetch data time cost=1.96ms, fps=2332 images/s, loss=0.2916, top1-acc=89.98%, top5-acc=99.70%, remaining_time=0:00:01.780640, arrival_time=2021-04-10 01:40:12.087703, cost_time=0:00:20.032271 2021-04-10 01:40:11,405 INFO : TRAIN, epoch=0047, iter=00190/00196, fetch data time cost=1.40ms, fps=2333 images/s, loss=0.2913, top1-acc=90.00%, top5-acc=99.70%, remaining_time=0:00:00.667272, arrival_time=2021-04-10 01:40:12.072323, cost_time=0:00:21.130313 2021-04-10 01:40:11,993 INFO : TRAIN, epoch=0047, iter=00196/00196, fetch data time cost=1.42ms, fps=2316 images/s, loss=0.2916, top1-acc=89.99%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-10 01:40:11.993085, cost_time=0:00:21.718312 2021-04-10 01:40:12,378 INFO : EVAL, epoch=0047, iter=00010/00040, fetch data time cost=0.41ms, fps=6669 images/s, loss=0.5322, top1-acc=83.98%, top5-acc=98.75%, remaining_time=0:00:01.151490, arrival_time=2021-04-10 01:40:13.529884, cost_time=0:00:00.383829 2021-04-10 01:40:12,625 INFO : EVAL, epoch=0047, iter=00020/00040, fetch data time cost=0.41ms, fps=10398 images/s, loss=0.5205, top1-acc=84.12%, top5-acc=98.87%, remaining_time=0:00:00.630440, arrival_time=2021-04-10 01:40:13.255511, cost_time=0:00:00.630445 2021-04-10 01:40:12,902 INFO : EVAL, epoch=0047, iter=00030/00040, fetch data time cost=2.17ms, fps=9260 images/s, loss=0.5396, top1-acc=83.53%, top5-acc=98.75%, remaining_time=0:00:00.302510, arrival_time=2021-04-10 01:40:13.204635, cost_time=0:00:00.907524 2021-04-10 01:40:13,132 INFO : EVAL, epoch=0047, iter=00040/00040, fetch data time cost=0.07ms, fps=10099 images/s, loss=0.5480, top1-acc=83.30%, top5-acc=98.60%, remaining_time=0:00:00, arrival_time=2021-04-10 01:40:13.132296, cost_time=0:00:01.137769 2021-04-10 01:40:13,172 INFO : Epoch=0047 complete, best val top1-acc=83.88%, top5-acc=99.18% (epoch=24), remaining_time=0:58:30.467190, arrival_time=2021-04-10 02:38:43.639638, cost_time=0:17:58.378821 2021-04-10 01:40:13,173 INFO : Train start, epoch=0048, lr=0.086982 2021-04-10 01:40:14,471 INFO : TRAIN, epoch=0048, iter=00010/00196, fetch data time cost=0.54ms, fps=1972 images/s, loss=0.2694, top1-acc=90.98%, top5-acc=99.65%, remaining_time=0:00:24.148008, arrival_time=2021-04-10 01:40:38.619766, cost_time=0:00:01.298277 2021-04-10 01:40:15,591 INFO : TRAIN, epoch=0048, iter=00020/00196, fetch data time cost=1.52ms, fps=2287 images/s, loss=0.2668, top1-acc=91.00%, top5-acc=99.69%, remaining_time=0:00:21.282096, arrival_time=2021-04-10 01:40:36.873904, cost_time=0:00:02.418414 2021-04-10 01:40:16,688 INFO : TRAIN, epoch=0048, iter=00030/00196, fetch data time cost=1.60ms, fps=2335 images/s, loss=0.2722, top1-acc=90.59%, top5-acc=99.69%, remaining_time=0:00:19.450884, arrival_time=2021-04-10 01:40:36.139609, cost_time=0:00:03.515222 2021-04-10 01:40:17,789 INFO : TRAIN, epoch=0048, iter=00040/00196, fetch data time cost=1.82ms, fps=2328 images/s, loss=0.2774, top1-acc=90.46%, top5-acc=99.71%, remaining_time=0:00:18.001308, arrival_time=2021-04-10 01:40:35.790432, cost_time=0:00:04.615706 2021-04-10 01:40:18,879 INFO : TRAIN, epoch=0048, iter=00050/00196, fetch data time cost=1.55ms, fps=2350 images/s, loss=0.2776, top1-acc=90.51%, top5-acc=99.73%, remaining_time=0:00:16.661666, arrival_time=2021-04-10 01:40:35.541034, cost_time=0:00:05.706034 2021-04-10 01:40:19,978 INFO : TRAIN, epoch=0048, iter=00060/00196, fetch data time cost=2.22ms, fps=2331 images/s, loss=0.2799, top1-acc=90.37%, top5-acc=99.73%, remaining_time=0:00:15.423624, arrival_time=2021-04-10 01:40:35.401598, cost_time=0:00:06.804555 2021-04-10 01:40:21,084 INFO : TRAIN, epoch=0048, iter=00070/00196, fetch data time cost=1.97ms, fps=2315 images/s, loss=0.2828, top1-acc=90.27%, top5-acc=99.73%, remaining_time=0:00:14.239512, arrival_time=2021-04-10 01:40:35.323895, cost_time=0:00:07.910863 2021-04-10 01:40:22,176 INFO : TRAIN, epoch=0048, iter=00080/00196, fetch data time cost=2.24ms, fps=2346 images/s, loss=0.2838, top1-acc=90.21%, top5-acc=99.73%, remaining_time=0:00:13.054176, arrival_time=2021-04-10 01:40:35.230474, cost_time=0:00:09.002868 2021-04-10 01:40:23,281 INFO : TRAIN, epoch=0048, iter=00090/00196, fetch data time cost=2.56ms, fps=2318 images/s, loss=0.2859, top1-acc=90.13%, top5-acc=99.73%, remaining_time=0:00:11.905072, arrival_time=2021-04-10 01:40:35.186616, cost_time=0:00:10.108062 2021-04-10 01:40:24,386 INFO : TRAIN, epoch=0048, iter=00100/00196, fetch data time cost=2.37ms, fps=2319 images/s, loss=0.2866, top1-acc=90.16%, top5-acc=99.71%, remaining_time=0:00:10.764384, arrival_time=2021-04-10 01:40:35.150702, cost_time=0:00:11.212932 2021-04-10 01:40:25,481 INFO : TRAIN, epoch=0048, iter=00110/00196, fetch data time cost=1.80ms, fps=2339 images/s, loss=0.2885, top1-acc=90.06%, top5-acc=99.70%, remaining_time=0:00:09.622454, arrival_time=2021-04-10 01:40:35.103661, cost_time=0:00:12.307831 2021-04-10 01:40:26,591 INFO : TRAIN, epoch=0048, iter=00120/00196, fetch data time cost=2.03ms, fps=2308 images/s, loss=0.2875, top1-acc=90.08%, top5-acc=99.70%, remaining_time=0:00:08.497940, arrival_time=2021-04-10 01:40:35.089141, cost_time=0:00:13.417775 2021-04-10 01:40:27,691 INFO : TRAIN, epoch=0048, iter=00130/00196, fetch data time cost=1.65ms, fps=2328 images/s, loss=0.2895, top1-acc=89.97%, top5-acc=99.71%, remaining_time=0:00:07.370748, arrival_time=2021-04-10 01:40:35.062447, cost_time=0:00:14.518190 2021-04-10 01:40:28,791 INFO : TRAIN, epoch=0048, iter=00140/00196, fetch data time cost=2.25ms, fps=2329 images/s, loss=0.2902, top1-acc=89.94%, top5-acc=99.71%, remaining_time=0:00:06.247360, arrival_time=2021-04-10 01:40:35.039099, cost_time=0:00:15.618357 2021-04-10 01:40:29,885 INFO : TRAIN, epoch=0048, iter=00150/00196, fetch data time cost=2.33ms, fps=2343 images/s, loss=0.2903, top1-acc=89.96%, top5-acc=99.69%, remaining_time=0:00:05.124860, arrival_time=2021-04-10 01:40:35.009845, cost_time=0:00:16.711453 2021-04-10 01:40:30,984 INFO : TRAIN, epoch=0048, iter=00160/00196, fetch data time cost=2.01ms, fps=2331 images/s, loss=0.2899, top1-acc=89.98%, top5-acc=99.69%, remaining_time=0:00:04.007448, arrival_time=2021-04-10 01:40:34.991688, cost_time=0:00:17.810849 2021-04-10 01:40:32,085 INFO : TRAIN, epoch=0048, iter=00170/00196, fetch data time cost=2.10ms, fps=2326 images/s, loss=0.2907, top1-acc=89.97%, top5-acc=99.70%, remaining_time=0:00:02.892474, arrival_time=2021-04-10 01:40:34.978207, cost_time=0:00:18.912308 2021-04-10 01:40:33,179 INFO : TRAIN, epoch=0048, iter=00180/00196, fetch data time cost=1.49ms, fps=2343 images/s, loss=0.2921, top1-acc=89.95%, top5-acc=99.70%, remaining_time=0:00:01.778272, arrival_time=2021-04-10 01:40:34.957229, cost_time=0:00:20.005565 2021-04-10 01:40:34,277 INFO : TRAIN, epoch=0048, iter=00190/00196, fetch data time cost=1.38ms, fps=2332 images/s, loss=0.2901, top1-acc=90.08%, top5-acc=99.70%, remaining_time=0:00:00.666444, arrival_time=2021-04-10 01:40:34.943863, cost_time=0:00:21.103982 2021-04-10 01:40:34,861 INFO : TRAIN, epoch=0048, iter=00196/00196, fetch data time cost=1.78ms, fps=2330 images/s, loss=0.2902, top1-acc=90.08%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-10 01:40:34.861746, cost_time=0:00:21.688418 2021-04-10 01:40:35,205 INFO : EVAL, epoch=0048, iter=00010/00040, fetch data time cost=5.16ms, fps=7491 images/s, loss=0.6913, top1-acc=79.22%, top5-acc=98.40%, remaining_time=0:00:01.025160, arrival_time=2021-04-10 01:40:36.230110, cost_time=0:00:00.341716 2021-04-10 01:40:35,477 INFO : EVAL, epoch=0048, iter=00020/00040, fetch data time cost=5.62ms, fps=9427 images/s, loss=0.6572, top1-acc=80.16%, top5-acc=98.57%, remaining_time=0:00:00.614060, arrival_time=2021-04-10 01:40:36.091328, cost_time=0:00:00.614063 2021-04-10 01:40:35,776 INFO : EVAL, epoch=0048, iter=00030/00040, fetch data time cost=0.33ms, fps=8576 images/s, loss=0.6431, top1-acc=80.59%, top5-acc=98.65%, remaining_time=0:00:00.304360, arrival_time=2021-04-10 01:40:36.080581, cost_time=0:00:00.913065 2021-04-10 01:40:36,039 INFO : EVAL, epoch=0048, iter=00040/00040, fetch data time cost=1.54ms, fps=8837 images/s, loss=0.6383, top1-acc=80.87%, top5-acc=98.70%, remaining_time=0:00:00, arrival_time=2021-04-10 01:40:36.039200, cost_time=0:00:01.175983 2021-04-10 01:40:36,081 INFO : Epoch=0048 complete, best val top1-acc=83.88%, top5-acc=99.18% (epoch=24), remaining_time=0:58:07.410784, arrival_time=2021-04-10 02:38:43.492048, cost_time=0:18:21.287636 2021-04-10 01:40:36,082 INFO : Train start, epoch=0049, lr=0.086448 2021-04-10 01:40:37,349 INFO : TRAIN, epoch=0049, iter=00010/00196, fetch data time cost=1.86ms, fps=2021 images/s, loss=0.2801, top1-acc=90.16%, top5-acc=99.80%, remaining_time=0:00:23.561550, arrival_time=2021-04-10 01:41:00.910671, cost_time=0:00:01.266752 2021-04-10 01:40:38,451 INFO : TRAIN, epoch=0049, iter=00020/00196, fetch data time cost=1.61ms, fps=2324 images/s, loss=0.2770, top1-acc=90.31%, top5-acc=99.80%, remaining_time=0:00:20.847728, arrival_time=2021-04-10 01:40:59.299021, cost_time=0:00:02.369052 2021-04-10 01:40:39,593 INFO : TRAIN, epoch=0049, iter=00030/00196, fetch data time cost=2.10ms, fps=2244 images/s, loss=0.2810, top1-acc=90.08%, top5-acc=99.80%, remaining_time=0:00:19.427146, arrival_time=2021-04-10 01:40:59.020386, cost_time=0:00:03.510940 2021-04-10 01:40:40,688 INFO : TRAIN, epoch=0049, iter=00040/00196, fetch data time cost=1.45ms, fps=2338 images/s, loss=0.2782, top1-acc=90.21%, top5-acc=99.82%, remaining_time=0:00:17.964960, arrival_time=2021-04-10 01:40:58.653663, cost_time=0:00:04.606413 2021-04-10 01:40:41,788 INFO : TRAIN, epoch=0049, iter=00050/00196, fetch data time cost=2.02ms, fps=2330 images/s, loss=0.2805, top1-acc=90.23%, top5-acc=99.79%, remaining_time=0:00:16.660790, arrival_time=2021-04-10 01:40:58.448898, cost_time=0:00:05.705752 2021-04-10 01:40:42,882 INFO : TRAIN, epoch=0049, iter=00060/00196, fetch data time cost=1.82ms, fps=2341 images/s, loss=0.2814, top1-acc=90.22%, top5-acc=99.76%, remaining_time=0:00:15.413424, arrival_time=2021-04-10 01:40:58.295682, cost_time=0:00:06.800042 2021-04-10 01:40:43,980 INFO : TRAIN, epoch=0049, iter=00070/00196, fetch data time cost=1.82ms, fps=2333 images/s, loss=0.2801, top1-acc=90.24%, top5-acc=99.75%, remaining_time=0:00:14.216202, arrival_time=2021-04-10 01:40:58.196320, cost_time=0:00:07.897914 2021-04-10 01:40:45,083 INFO : TRAIN, epoch=0049, iter=00080/00196, fetch data time cost=2.36ms, fps=2322 images/s, loss=0.2813, top1-acc=90.21%, top5-acc=99.74%, remaining_time=0:00:13.051044, arrival_time=2021-04-10 01:40:58.134176, cost_time=0:00:09.000751 2021-04-10 01:40:46,177 INFO : TRAIN, epoch=0049, iter=00090/00196, fetch data time cost=1.79ms, fps=2340 images/s, loss=0.2833, top1-acc=90.20%, top5-acc=99.73%, remaining_time=0:00:11.890338, arrival_time=2021-04-10 01:40:58.068200, cost_time=0:00:10.095592 2021-04-10 01:40:47,273 INFO : TRAIN, epoch=0049, iter=00100/00196, fetch data time cost=1.74ms, fps=2339 images/s, loss=0.2822, top1-acc=90.18%, top5-acc=99.75%, remaining_time=0:00:10.743168, arrival_time=2021-04-10 01:40:58.016137, cost_time=0:00:11.190785 2021-04-10 01:40:48,381 INFO : TRAIN, epoch=0049, iter=00110/00196, fetch data time cost=1.91ms, fps=2311 images/s, loss=0.2807, top1-acc=90.27%, top5-acc=99.73%, remaining_time=0:00:09.615660, arrival_time=2021-04-10 01:40:57.997112, cost_time=0:00:12.299097 2021-04-10 01:40:49,481 INFO : TRAIN, epoch=0049, iter=00120/00196, fetch data time cost=2.61ms, fps=2330 images/s, loss=0.2814, top1-acc=90.26%, top5-acc=99.73%, remaining_time=0:00:08.485932, arrival_time=2021-04-10 01:40:57.967095, cost_time=0:00:13.398858 2021-04-10 01:40:50,572 INFO : TRAIN, epoch=0049, iter=00130/00196, fetch data time cost=1.86ms, fps=2349 images/s, loss=0.2813, top1-acc=90.29%, top5-acc=99.74%, remaining_time=0:00:07.356228, arrival_time=2021-04-10 01:40:57.928169, cost_time=0:00:14.489513 2021-04-10 01:40:51,669 INFO : TRAIN, epoch=0049, iter=00140/00196, fetch data time cost=1.77ms, fps=2335 images/s, loss=0.2823, top1-acc=90.27%, top5-acc=99.74%, remaining_time=0:00:06.234816, arrival_time=2021-04-10 01:40:57.904182, cost_time=0:00:15.587106 2021-04-10 01:40:52,770 INFO : TRAIN, epoch=0049, iter=00150/00196, fetch data time cost=2.17ms, fps=2327 images/s, loss=0.2854, top1-acc=90.18%, top5-acc=99.73%, remaining_time=0:00:05.117684, arrival_time=2021-04-10 01:40:57.888168, cost_time=0:00:16.688165 2021-04-10 01:40:53,863 INFO : TRAIN, epoch=0049, iter=00160/00196, fetch data time cost=1.62ms, fps=2343 images/s, loss=0.2859, top1-acc=90.15%, top5-acc=99.74%, remaining_time=0:00:04.000824, arrival_time=2021-04-10 01:40:57.864453, cost_time=0:00:17.781371 2021-04-10 01:40:54,956 INFO : TRAIN, epoch=0049, iter=00170/00196, fetch data time cost=1.96ms, fps=2344 images/s, loss=0.2866, top1-acc=90.12%, top5-acc=99.73%, remaining_time=0:00:02.886624, arrival_time=2021-04-10 01:40:57.843082, cost_time=0:00:18.874145 2021-04-10 01:40:56,053 INFO : TRAIN, epoch=0049, iter=00180/00196, fetch data time cost=2.28ms, fps=2335 images/s, loss=0.2882, top1-acc=90.06%, top5-acc=99.72%, remaining_time=0:00:01.775216, arrival_time=2021-04-10 01:40:57.828629, cost_time=0:00:19.971135 2021-04-10 01:40:57,149 INFO : TRAIN, epoch=0049, iter=00190/00196, fetch data time cost=1.73ms, fps=2337 images/s, loss=0.2888, top1-acc=90.06%, top5-acc=99.73%, remaining_time=0:00:00.665286, arrival_time=2021-04-10 01:40:57.814894, cost_time=0:00:21.067357 2021-04-10 01:40:57,747 INFO : TRAIN, epoch=0049, iter=00196/00196, fetch data time cost=2.02ms, fps=2278 images/s, loss=0.2895, top1-acc=90.05%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-10 01:40:57.747375, cost_time=0:00:21.665102 2021-04-10 01:40:58,114 INFO : EVAL, epoch=0049, iter=00010/00040, fetch data time cost=0.21ms, fps=7020 images/s, loss=0.5748, top1-acc=81.84%, top5-acc=99.37%, remaining_time=0:00:01.093980, arrival_time=2021-04-10 01:40:59.208116, cost_time=0:00:00.364663 2021-04-10 01:40:58,378 INFO : EVAL, epoch=0049, iter=00020/00040, fetch data time cost=0.23ms, fps=9696 images/s, loss=0.5928, top1-acc=81.50%, top5-acc=99.20%, remaining_time=0:00:00.629240, arrival_time=2021-04-10 01:40:59.007905, cost_time=0:00:00.629234 2021-04-10 01:40:58,612 INFO : EVAL, epoch=0049, iter=00030/00040, fetch data time cost=0.21ms, fps=10973 images/s, loss=0.5839, top1-acc=81.84%, top5-acc=99.24%, remaining_time=0:00:00.287650, arrival_time=2021-04-10 01:40:58.900006, cost_time=0:00:00.862960 2021-04-10 01:40:58,848 INFO : EVAL, epoch=0049, iter=00040/00040, fetch data time cost=0.09ms, fps=9842 images/s, loss=0.5832, top1-acc=81.45%, top5-acc=99.23%, remaining_time=0:00:00, arrival_time=2021-04-10 01:40:58.848436, cost_time=0:00:01.099061 2021-04-10 01:40:58,894 INFO : Epoch=0049 complete, best val top1-acc=83.88%, top5-acc=99.18% (epoch=24), remaining_time=0:57:44.064877, arrival_time=2021-04-10 02:38:42.959040, cost_time=0:18:44.100530 2021-04-10 01:40:58,894 INFO : Train start, epoch=0050, lr=0.085906 2021-04-10 01:41:00,215 INFO : TRAIN, epoch=0050, iter=00010/00196, fetch data time cost=0.46ms, fps=1939 images/s, loss=0.2973, top1-acc=90.39%, top5-acc=99.80%, remaining_time=0:00:24.551628, arrival_time=2021-04-10 01:41:24.766775, cost_time=0:00:01.319984 2021-04-10 01:41:01,312 INFO : TRAIN, epoch=0050, iter=00020/00196, fetch data time cost=1.63ms, fps=2334 images/s, loss=0.2804, top1-acc=90.64%, top5-acc=99.82%, remaining_time=0:00:21.273120, arrival_time=2021-04-10 01:41:22.585702, cost_time=0:00:02.417399 2021-04-10 01:41:02,411 INFO : TRAIN, epoch=0050, iter=00030/00196, fetch data time cost=2.03ms, fps=2330 images/s, loss=0.2731, top1-acc=90.78%, top5-acc=99.79%, remaining_time=0:00:19.459018, arrival_time=2021-04-10 01:41:21.870819, cost_time=0:00:03.516681 2021-04-10 01:41:03,502 INFO : TRAIN, epoch=0050, iter=00040/00196, fetch data time cost=1.60ms, fps=2348 images/s, loss=0.2725, top1-acc=90.80%, top5-acc=99.80%, remaining_time=0:00:17.969640, arrival_time=2021-04-10 01:41:21.472504, cost_time=0:00:04.607610 2021-04-10 01:41:04,602 INFO : TRAIN, epoch=0050, iter=00050/00196, fetch data time cost=2.27ms, fps=2331 images/s, loss=0.2740, top1-acc=90.75%, top5-acc=99.77%, remaining_time=0:00:16.664002, arrival_time=2021-04-10 01:41:21.265960, cost_time=0:00:05.706828 2021-04-10 01:41:05,698 INFO : TRAIN, epoch=0050, iter=00060/00196, fetch data time cost=2.06ms, fps=2337 images/s, loss=0.2765, top1-acc=90.72%, top5-acc=99.77%, remaining_time=0:00:15.420224, arrival_time=2021-04-10 01:41:21.118443, cost_time=0:00:06.803060 2021-04-10 01:41:06,796 INFO : TRAIN, epoch=0050, iter=00070/00196, fetch data time cost=1.94ms, fps=2333 images/s, loss=0.2770, top1-acc=90.72%, top5-acc=99.75%, remaining_time=0:00:14.222250, arrival_time=2021-04-10 01:41:21.018581, cost_time=0:00:07.901224 2021-04-10 01:41:07,897 INFO : TRAIN, epoch=0050, iter=00080/00196, fetch data time cost=2.21ms, fps=2327 images/s, loss=0.2775, top1-acc=90.61%, top5-acc=99.74%, remaining_time=0:00:13.052552, arrival_time=2021-04-10 01:41:20.949499, cost_time=0:00:09.001761 2021-04-10 01:41:08,999 INFO : TRAIN, epoch=0050, iter=00090/00196, fetch data time cost=2.29ms, fps=2324 images/s, loss=0.2798, top1-acc=90.53%, top5-acc=99.75%, remaining_time=0:00:11.900620, arrival_time=2021-04-10 01:41:20.900069, cost_time=0:00:10.104333 2021-04-10 01:41:10,101 INFO : TRAIN, epoch=0050, iter=00100/00196, fetch data time cost=1.97ms, fps=2325 images/s, loss=0.2804, top1-acc=90.47%, top5-acc=99.75%, remaining_time=0:00:10.758048, arrival_time=2021-04-10 01:41:20.859481, cost_time=0:00:11.206313 2021-04-10 01:41:11,208 INFO : TRAIN, epoch=0050, iter=00110/00196, fetch data time cost=3.30ms, fps=2314 images/s, loss=0.2806, top1-acc=90.47%, top5-acc=99.75%, remaining_time=0:00:09.626840, arrival_time=2021-04-10 01:41:20.835520, cost_time=0:00:12.313454 2021-04-10 01:41:12,303 INFO : TRAIN, epoch=0050, iter=00120/00196, fetch data time cost=1.69ms, fps=2341 images/s, loss=0.2818, top1-acc=90.39%, top5-acc=99.76%, remaining_time=0:00:08.491784, arrival_time=2021-04-10 01:41:20.794964, cost_time=0:00:13.408100 2021-04-10 01:41:13,390 INFO : TRAIN, epoch=0050, iter=00130/00196, fetch data time cost=1.71ms, fps=2356 images/s, loss=0.2820, top1-acc=90.38%, top5-acc=99.75%, remaining_time=0:00:07.359198, arrival_time=2021-04-10 01:41:20.749661, cost_time=0:00:14.495348 2021-04-10 01:41:14,494 INFO : TRAIN, epoch=0050, iter=00140/00196, fetch data time cost=1.79ms, fps=2320 images/s, loss=0.2840, top1-acc=90.34%, top5-acc=99.74%, remaining_time=0:00:06.239856, arrival_time=2021-04-10 01:41:20.734601, cost_time=0:00:15.599623 2021-04-10 01:41:15,589 INFO : TRAIN, epoch=0050, iter=00150/00196, fetch data time cost=2.20ms, fps=2339 images/s, loss=0.2847, top1-acc=90.33%, top5-acc=99.73%, remaining_time=0:00:05.119754, arrival_time=2021-04-10 01:41:20.709692, cost_time=0:00:16.694848 2021-04-10 01:41:16,685 INFO : TRAIN, epoch=0050, iter=00160/00196, fetch data time cost=2.20ms, fps=2337 images/s, loss=0.2863, top1-acc=90.28%, top5-acc=99.72%, remaining_time=0:00:04.002876, arrival_time=2021-04-10 01:41:20.688615, cost_time=0:00:17.790607 2021-04-10 01:41:17,778 INFO : TRAIN, epoch=0050, iter=00170/00196, fetch data time cost=2.32ms, fps=2344 images/s, loss=0.2860, top1-acc=90.27%, top5-acc=99.73%, remaining_time=0:00:02.888028, arrival_time=2021-04-10 01:41:20.666435, cost_time=0:00:18.883329 2021-04-10 01:41:18,872 INFO : TRAIN, epoch=0050, iter=00180/00196, fetch data time cost=1.67ms, fps=2341 images/s, loss=0.2851, top1-acc=90.32%, top5-acc=99.73%, remaining_time=0:00:01.775776, arrival_time=2021-04-10 01:41:20.648441, cost_time=0:00:19.977415 2021-04-10 01:41:19,972 INFO : TRAIN, epoch=0050, iter=00190/00196, fetch data time cost=1.42ms, fps=2328 images/s, loss=0.2865, top1-acc=90.30%, top5-acc=99.72%, remaining_time=0:00:00.665616, arrival_time=2021-04-10 01:41:20.638497, cost_time=0:00:21.077807 2021-04-10 01:41:20,560 INFO : TRAIN, epoch=0050, iter=00196/00196, fetch data time cost=1.55ms, fps=2316 images/s, loss=0.2870, top1-acc=90.29%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-10 01:41:20.560641, cost_time=0:00:21.665476 2021-04-10 01:41:20,917 INFO : EVAL, epoch=0050, iter=00010/00040, fetch data time cost=19.45ms, fps=7195 images/s, loss=0.4842, top1-acc=85.27%, top5-acc=99.34%, remaining_time=0:00:01.067280, arrival_time=2021-04-10 01:41:21.985098, cost_time=0:00:00.355760 2021-04-10 01:41:21,192 INFO : EVAL, epoch=0050, iter=00020/00040, fetch data time cost=0.35ms, fps=9354 images/s, loss=0.4744, top1-acc=85.62%, top5-acc=99.37%, remaining_time=0:00:00.629900, arrival_time=2021-04-10 01:41:21.821850, cost_time=0:00:00.629895 2021-04-10 01:41:21,492 INFO : EVAL, epoch=0050, iter=00030/00040, fetch data time cost=26.65ms, fps=8537 images/s, loss=0.4749, top1-acc=85.57%, top5-acc=99.41%, remaining_time=0:00:00.310080, arrival_time=2021-04-10 01:41:21.802413, cost_time=0:00:00.930254 2021-04-10 01:41:21,733 INFO : EVAL, epoch=0050, iter=00040/00040, fetch data time cost=0.08ms, fps=9640 images/s, loss=0.4809, top1-acc=85.41%, top5-acc=99.38%, remaining_time=0:00:00, arrival_time=2021-04-10 01:41:21.733472, cost_time=0:00:01.171480 2021-04-10 01:41:21,858 INFO : Epoch=0050 complete, best val top1-acc=85.41%, top5-acc=99.38% (epoch=50), remaining_time=0:57:21.194700, arrival_time=2021-04-10 02:38:43.053262, cost_time=0:19:07.064887 2021-04-10 01:41:21,859 INFO : Train start, epoch=0051, lr=0.085355 2021-04-10 01:41:23,140 INFO : TRAIN, epoch=0051, iter=00010/00196, fetch data time cost=1.51ms, fps=2000 images/s, loss=0.2697, top1-acc=91.17%, top5-acc=99.77%, remaining_time=0:00:23.811906, arrival_time=2021-04-10 01:41:46.952189, cost_time=0:00:01.280210 2021-04-10 01:41:24,236 INFO : TRAIN, epoch=0051, iter=00020/00196, fetch data time cost=2.02ms, fps=2336 images/s, loss=0.2603, top1-acc=91.21%, top5-acc=99.84%, remaining_time=0:00:20.913904, arrival_time=2021-04-10 01:41:45.150592, cost_time=0:00:02.376573 2021-04-10 01:41:25,370 INFO : TRAIN, epoch=0051, iter=00030/00196, fetch data time cost=2.10ms, fps=2258 images/s, loss=0.2701, top1-acc=90.72%, top5-acc=99.83%, remaining_time=0:00:19.426648, arrival_time=2021-04-10 01:41:44.797528, cost_time=0:00:03.510830 2021-04-10 01:41:26,470 INFO : TRAIN, epoch=0051, iter=00040/00196, fetch data time cost=2.32ms, fps=2330 images/s, loss=0.2683, top1-acc=90.68%, top5-acc=99.78%, remaining_time=0:00:17.980092, arrival_time=2021-04-10 01:41:44.450445, cost_time=0:00:04.610262 2021-04-10 01:41:27,573 INFO : TRAIN, epoch=0051, iter=00050/00196, fetch data time cost=2.53ms, fps=2322 images/s, loss=0.2725, top1-acc=90.57%, top5-acc=99.78%, remaining_time=0:00:16.683858, arrival_time=2021-04-10 01:41:44.257583, cost_time=0:00:05.713649 2021-04-10 01:41:28,662 INFO : TRAIN, epoch=0051, iter=00060/00196, fetch data time cost=1.63ms, fps=2353 images/s, loss=0.2716, top1-acc=90.62%, top5-acc=99.79%, remaining_time=0:00:15.418864, arrival_time=2021-04-10 01:41:44.081384, cost_time=0:00:06.802468 2021-04-10 01:41:29,756 INFO : TRAIN, epoch=0051, iter=00070/00196, fetch data time cost=1.40ms, fps=2342 images/s, loss=0.2701, top1-acc=90.63%, top5-acc=99.78%, remaining_time=0:00:14.213430, arrival_time=2021-04-10 01:41:43.969734, cost_time=0:00:07.896327 2021-04-10 01:41:30,862 INFO : TRAIN, epoch=0051, iter=00080/00196, fetch data time cost=1.77ms, fps=2316 images/s, loss=0.2742, top1-acc=90.49%, top5-acc=99.78%, remaining_time=0:00:13.052784, arrival_time=2021-04-10 01:41:43.914921, cost_time=0:00:09.001954 2021-04-10 01:41:31,984 INFO : TRAIN, epoch=0051, iter=00090/00196, fetch data time cost=2.58ms, fps=2283 images/s, loss=0.2760, top1-acc=90.37%, top5-acc=99.77%, remaining_time=0:00:11.924576, arrival_time=2021-04-10 01:41:43.909257, cost_time=0:00:10.124632 2021-04-10 01:41:33,106 INFO : TRAIN, epoch=0051, iter=00100/00196, fetch data time cost=1.68ms, fps=2284 images/s, loss=0.2764, top1-acc=90.40%, top5-acc=99.77%, remaining_time=0:00:10.796448, arrival_time=2021-04-10 01:41:43.902810, cost_time=0:00:11.246288 2021-04-10 01:41:34,199 INFO : TRAIN, epoch=0051, iter=00110/00196, fetch data time cost=2.11ms, fps=2343 images/s, loss=0.2757, top1-acc=90.44%, top5-acc=99.77%, remaining_time=0:00:09.647394, arrival_time=2021-04-10 01:41:43.847263, cost_time=0:00:12.339641 2021-04-10 01:41:35,299 INFO : TRAIN, epoch=0051, iter=00120/00196, fetch data time cost=2.33ms, fps=2330 images/s, loss=0.2759, top1-acc=90.41%, top5-acc=99.77%, remaining_time=0:00:08.511696, arrival_time=2021-04-10 01:41:43.811287, cost_time=0:00:13.439534 2021-04-10 01:41:36,406 INFO : TRAIN, epoch=0051, iter=00130/00196, fetch data time cost=2.25ms, fps=2314 images/s, loss=0.2783, top1-acc=90.35%, top5-acc=99.77%, remaining_time=0:00:07.385070, arrival_time=2021-04-10 01:41:43.791646, cost_time=0:00:14.546402 2021-04-10 01:41:37,518 INFO : TRAIN, epoch=0051, iter=00140/00196, fetch data time cost=1.77ms, fps=2305 images/s, loss=0.2794, top1-acc=90.33%, top5-acc=99.76%, remaining_time=0:00:06.263320, arrival_time=2021-04-10 01:41:43.781758, cost_time=0:00:15.658306 2021-04-10 01:41:38,622 INFO : TRAIN, epoch=0051, iter=00150/00196, fetch data time cost=1.49ms, fps=2320 images/s, loss=0.2810, top1-acc=90.28%, top5-acc=99.75%, remaining_time=0:00:05.140500, arrival_time=2021-04-10 01:41:43.763016, cost_time=0:00:16.762473 2021-04-10 01:41:39,721 INFO : TRAIN, epoch=0051, iter=00160/00196, fetch data time cost=3.98ms, fps=2332 images/s, loss=0.2827, top1-acc=90.22%, top5-acc=99.74%, remaining_time=0:00:04.018752, arrival_time=2021-04-10 01:41:43.739934, cost_time=0:00:17.861101 2021-04-10 01:41:40,822 INFO : TRAIN, epoch=0051, iter=00170/00196, fetch data time cost=2.04ms, fps=2327 images/s, loss=0.2836, top1-acc=90.20%, top5-acc=99.74%, remaining_time=0:00:02.900066, arrival_time=2021-04-10 01:41:43.722154, cost_time=0:00:18.962039 2021-04-10 01:41:41,923 INFO : TRAIN, epoch=0051, iter=00180/00196, fetch data time cost=1.88ms, fps=2327 images/s, loss=0.2830, top1-acc=90.23%, top5-acc=99.74%, remaining_time=0:00:01.783360, arrival_time=2021-04-10 01:41:43.706315, cost_time=0:00:20.062811 2021-04-10 01:41:43,019 INFO : TRAIN, epoch=0051, iter=00190/00196, fetch data time cost=1.70ms, fps=2337 images/s, loss=0.2839, top1-acc=90.19%, top5-acc=99.74%, remaining_time=0:00:00.668190, arrival_time=2021-04-10 01:41:43.687522, cost_time=0:00:21.159339 2021-04-10 01:41:43,618 INFO : TRAIN, epoch=0051, iter=00196/00196, fetch data time cost=1.40ms, fps=2272 images/s, loss=0.2842, top1-acc=90.16%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-10 01:41:43.618446, cost_time=0:00:21.758384 2021-04-10 01:41:43,992 INFO : EVAL, epoch=0051, iter=00010/00040, fetch data time cost=18.40ms, fps=6875 images/s, loss=0.6877, top1-acc=79.96%, top5-acc=98.95%, remaining_time=0:00:01.116960, arrival_time=2021-04-10 01:41:45.109120, cost_time=0:00:00.372323 2021-04-10 01:41:44,263 INFO : EVAL, epoch=0051, iter=00020/00040, fetch data time cost=0.43ms, fps=9454 images/s, loss=0.7178, top1-acc=79.22%, top5-acc=98.59%, remaining_time=0:00:00.643620, arrival_time=2021-04-10 01:41:44.907091, cost_time=0:00:00.643621 2021-04-10 01:41:44,593 INFO : EVAL, epoch=0051, iter=00030/00040, fetch data time cost=22.17ms, fps=7772 images/s, loss=0.7181, top1-acc=79.24%, top5-acc=98.76%, remaining_time=0:00:00.324520, arrival_time=2021-04-10 01:41:44.917905, cost_time=0:00:00.973565 2021-04-10 01:41:44,879 INFO : EVAL, epoch=0051, iter=00040/00040, fetch data time cost=0.11ms, fps=8123 images/s, loss=0.7194, top1-acc=79.08%, top5-acc=98.89%, remaining_time=0:00:00, arrival_time=2021-04-10 01:41:44.879469, cost_time=0:00:01.259657 2021-04-10 01:41:44,953 INFO : Epoch=0051 complete, best val top1-acc=85.41%, top5-acc=99.38% (epoch=50), remaining_time=0:56:58.701147, arrival_time=2021-04-10 02:38:43.654254, cost_time=0:19:30.159461 2021-04-10 01:41:44,954 INFO : Train start, epoch=0052, lr=0.084796 2021-04-10 01:41:46,249 INFO : TRAIN, epoch=0052, iter=00010/00196, fetch data time cost=2.94ms, fps=1978 images/s, loss=0.2792, top1-acc=90.86%, top5-acc=99.65%, remaining_time=0:00:24.077514, arrival_time=2021-04-10 01:42:10.326570, cost_time=0:00:01.294493 2021-04-10 01:41:47,342 INFO : TRAIN, epoch=0052, iter=00020/00196, fetch data time cost=2.03ms, fps=2343 images/s, loss=0.2767, top1-acc=90.57%, top5-acc=99.73%, remaining_time=0:00:21.013520, arrival_time=2021-04-10 01:42:08.355944, cost_time=0:00:02.387894 2021-04-10 01:41:48,443 INFO : TRAIN, epoch=0052, iter=00030/00196, fetch data time cost=2.06ms, fps=2327 images/s, loss=0.2728, top1-acc=90.52%, top5-acc=99.71%, remaining_time=0:00:19.304638, arrival_time=2021-04-10 01:42:07.747998, cost_time=0:00:03.488801 2021-04-10 01:41:49,540 INFO : TRAIN, epoch=0052, iter=00040/00196, fetch data time cost=2.11ms, fps=2335 images/s, loss=0.2790, top1-acc=90.39%, top5-acc=99.72%, remaining_time=0:00:17.884308, arrival_time=2021-04-10 01:42:07.424574, cost_time=0:00:04.585712 2021-04-10 01:41:50,653 INFO : TRAIN, epoch=0052, iter=00050/00196, fetch data time cost=2.13ms, fps=2301 images/s, loss=0.2779, top1-acc=90.38%, top5-acc=99.71%, remaining_time=0:00:16.641518, arrival_time=2021-04-10 01:42:07.295263, cost_time=0:00:05.699137 2021-04-10 01:41:51,758 INFO : TRAIN, epoch=0052, iter=00060/00196, fetch data time cost=1.63ms, fps=2320 images/s, loss=0.2824, top1-acc=90.27%, top5-acc=99.71%, remaining_time=0:00:15.421312, arrival_time=2021-04-10 01:42:07.179315, cost_time=0:00:06.803520 2021-04-10 01:41:52,853 INFO : TRAIN, epoch=0052, iter=00070/00196, fetch data time cost=1.71ms, fps=2338 images/s, loss=0.2848, top1-acc=90.20%, top5-acc=99.73%, remaining_time=0:00:14.218092, arrival_time=2021-04-10 01:42:07.071686, cost_time=0:00:07.898934 2021-04-10 01:41:53,946 INFO : TRAIN, epoch=0052, iter=00080/00196, fetch data time cost=1.50ms, fps=2345 images/s, loss=0.2842, top1-acc=90.21%, top5-acc=99.72%, remaining_time=0:00:13.037704, arrival_time=2021-04-10 01:42:06.983973, cost_time=0:00:08.991537 2021-04-10 01:41:55,038 INFO : TRAIN, epoch=0052, iter=00090/00196, fetch data time cost=1.49ms, fps=2347 images/s, loss=0.2861, top1-acc=90.16%, top5-acc=99.72%, remaining_time=0:00:11.876346, arrival_time=2021-04-10 01:42:06.914545, cost_time=0:00:10.083687 2021-04-10 01:41:56,131 INFO : TRAIN, epoch=0052, iter=00100/00196, fetch data time cost=1.50ms, fps=2344 images/s, loss=0.2843, top1-acc=90.23%, top5-acc=99.73%, remaining_time=0:00:10.729248, arrival_time=2021-04-10 01:42:06.860156, cost_time=0:00:11.176334 2021-04-10 01:41:57,221 INFO : TRAIN, epoch=0052, iter=00110/00196, fetch data time cost=1.76ms, fps=2349 images/s, loss=0.2848, top1-acc=90.18%, top5-acc=99.73%, remaining_time=0:00:09.590376, arrival_time=2021-04-10 01:42:06.811628, cost_time=0:00:12.266711 2021-04-10 01:41:58,320 INFO : TRAIN, epoch=0052, iter=00120/00196, fetch data time cost=2.33ms, fps=2331 images/s, loss=0.2836, top1-acc=90.25%, top5-acc=99.74%, remaining_time=0:00:08.464804, arrival_time=2021-04-10 01:42:06.784816, cost_time=0:00:13.365443 2021-04-10 01:41:59,449 INFO : TRAIN, epoch=0052, iter=00130/00196, fetch data time cost=2.51ms, fps=2268 images/s, loss=0.2827, top1-acc=90.26%, top5-acc=99.73%, remaining_time=0:00:07.359000, arrival_time=2021-04-10 01:42:06.808625, cost_time=0:00:14.494942 2021-04-10 01:42:00,545 INFO : TRAIN, epoch=0052, iter=00140/00196, fetch data time cost=1.71ms, fps=2338 images/s, loss=0.2823, top1-acc=90.25%, top5-acc=99.73%, remaining_time=0:00:06.236384, arrival_time=2021-04-10 01:42:06.781867, cost_time=0:00:15.590957 2021-04-10 01:42:01,641 INFO : TRAIN, epoch=0052, iter=00150/00196, fetch data time cost=2.14ms, fps=2338 images/s, loss=0.2825, top1-acc=90.25%, top5-acc=99.74%, remaining_time=0:00:05.117178, arrival_time=2021-04-10 01:42:06.758151, cost_time=0:00:16.686380 2021-04-10 01:42:02,736 INFO : TRAIN, epoch=0052, iter=00160/00196, fetch data time cost=2.12ms, fps=2339 images/s, loss=0.2823, top1-acc=90.27%, top5-acc=99.74%, remaining_time=0:00:04.000860, arrival_time=2021-04-10 01:42:06.736909, cost_time=0:00:17.781561 2021-04-10 01:42:03,831 INFO : TRAIN, epoch=0052, iter=00170/00196, fetch data time cost=1.61ms, fps=2339 images/s, loss=0.2820, top1-acc=90.30%, top5-acc=99.74%, remaining_time=0:00:02.887014, arrival_time=2021-04-10 01:42:06.718121, cost_time=0:00:18.876568 2021-04-10 01:42:04,924 INFO : TRAIN, epoch=0052, iter=00180/00196, fetch data time cost=1.53ms, fps=2342 images/s, loss=0.2816, top1-acc=90.33%, top5-acc=99.73%, remaining_time=0:00:01.775136, arrival_time=2021-04-10 01:42:06.699990, cost_time=0:00:19.970206 2021-04-10 01:42:06,023 INFO : TRAIN, epoch=0052, iter=00190/00196, fetch data time cost=1.54ms, fps=2332 images/s, loss=0.2823, top1-acc=90.27%, top5-acc=99.73%, remaining_time=0:00:00.665334, arrival_time=2021-04-10 01:42:06.688832, cost_time=0:00:21.068861 2021-04-10 01:42:06,617 INFO : TRAIN, epoch=0052, iter=00196/00196, fetch data time cost=1.33ms, fps=2294 images/s, loss=0.2835, top1-acc=90.27%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-10 01:42:06.617149, cost_time=0:00:21.662625 2021-04-10 01:42:06,971 INFO : EVAL, epoch=0052, iter=00010/00040, fetch data time cost=7.57ms, fps=7267 images/s, loss=0.6940, top1-acc=79.14%, top5-acc=99.02%, remaining_time=0:00:01.056750, arrival_time=2021-04-10 01:42:08.027780, cost_time=0:00:00.352251 2021-04-10 01:42:07,257 INFO : EVAL, epoch=0052, iter=00020/00040, fetch data time cost=3.69ms, fps=8963 images/s, loss=0.6921, top1-acc=79.10%, top5-acc=99.06%, remaining_time=0:00:00.638360, arrival_time=2021-04-10 01:42:07.895491, cost_time=0:00:00.638354 2021-04-10 01:42:07,527 INFO : EVAL, epoch=0052, iter=00030/00040, fetch data time cost=2.78ms, fps=9478 images/s, loss=0.6956, top1-acc=79.31%, top5-acc=99.02%, remaining_time=0:00:00.302980, arrival_time=2021-04-10 01:42:07.830725, cost_time=0:00:00.908939 2021-04-10 01:42:07,752 INFO : EVAL, epoch=0052, iter=00040/00040, fetch data time cost=0.09ms, fps=10350 images/s, loss=0.6905, top1-acc=79.30%, top5-acc=99.03%, remaining_time=0:00:00, arrival_time=2021-04-10 01:42:07.752371, cost_time=0:00:01.133636 2021-04-10 01:42:07,792 INFO : Epoch=0052 complete, best val top1-acc=85.41%, top5-acc=99.38% (epoch=50), remaining_time=0:56:35.458772, arrival_time=2021-04-10 02:38:43.251432, cost_time=0:19:52.999046 2021-04-10 01:42:07,793 INFO : Train start, epoch=0053, lr=0.084227 2021-04-10 01:42:09,050 INFO : TRAIN, epoch=0053, iter=00010/00196, fetch data time cost=1.76ms, fps=2037 images/s, loss=0.3052, top1-acc=88.83%, top5-acc=99.73%, remaining_time=0:00:23.377038, arrival_time=2021-04-10 01:42:32.427544, cost_time=0:00:01.256827 2021-04-10 01:42:10,161 INFO : TRAIN, epoch=0053, iter=00020/00196, fetch data time cost=2.61ms, fps=2307 images/s, loss=0.2935, top1-acc=89.37%, top5-acc=99.63%, remaining_time=0:00:20.834000, arrival_time=2021-04-10 01:42:30.995073, cost_time=0:00:02.367496 2021-04-10 01:42:11,329 INFO : TRAIN, epoch=0053, iter=00030/00196, fetch data time cost=1.77ms, fps=2193 images/s, loss=0.2932, top1-acc=89.58%, top5-acc=99.66%, remaining_time=0:00:19.563930, arrival_time=2021-04-10 01:42:30.893201, cost_time=0:00:03.535638 2021-04-10 01:42:12,428 INFO : TRAIN, epoch=0053, iter=00040/00196, fetch data time cost=2.31ms, fps=2330 images/s, loss=0.2920, top1-acc=89.58%, top5-acc=99.66%, remaining_time=0:00:18.076032, arrival_time=2021-04-10 01:42:30.504547, cost_time=0:00:04.634866 2021-04-10 01:42:13,529 INFO : TRAIN, epoch=0053, iter=00050/00196, fetch data time cost=1.94ms, fps=2327 images/s, loss=0.2867, top1-acc=89.91%, top5-acc=99.68%, remaining_time=0:00:16.747952, arrival_time=2021-04-10 01:42:30.277142, cost_time=0:00:05.735584 2021-04-10 01:42:14,628 INFO : TRAIN, epoch=0053, iter=00060/00196, fetch data time cost=1.60ms, fps=2330 images/s, loss=0.2840, top1-acc=89.98%, top5-acc=99.69%, remaining_time=0:00:15.492440, arrival_time=2021-04-10 01:42:30.120957, cost_time=0:00:06.834883 2021-04-10 01:42:15,729 INFO : TRAIN, epoch=0053, iter=00070/00196, fetch data time cost=1.76ms, fps=2326 images/s, loss=0.2817, top1-acc=90.08%, top5-acc=99.71%, remaining_time=0:00:14.284998, arrival_time=2021-04-10 01:42:30.014677, cost_time=0:00:07.936134 2021-04-10 01:42:16,829 INFO : TRAIN, epoch=0053, iter=00080/00196, fetch data time cost=2.15ms, fps=2328 images/s, loss=0.2810, top1-acc=90.11%, top5-acc=99.72%, remaining_time=0:00:13.102316, arrival_time=2021-04-10 01:42:29.932076, cost_time=0:00:09.036077 2021-04-10 01:42:17,924 INFO : TRAIN, epoch=0053, iter=00090/00196, fetch data time cost=1.64ms, fps=2340 images/s, loss=0.2814, top1-acc=90.18%, top5-acc=99.71%, remaining_time=0:00:11.931890, arrival_time=2021-04-10 01:42:29.856289, cost_time=0:00:10.130851 2021-04-10 01:42:19,014 INFO : TRAIN, epoch=0053, iter=00100/00196, fetch data time cost=2.02ms, fps=2350 images/s, loss=0.2779, top1-acc=90.29%, top5-acc=99.73%, remaining_time=0:00:10.771680, arrival_time=2021-04-10 01:42:29.785815, cost_time=0:00:11.220504 2021-04-10 01:42:20,107 INFO : TRAIN, epoch=0053, iter=00110/00196, fetch data time cost=1.99ms, fps=2342 images/s, loss=0.2793, top1-acc=90.28%, top5-acc=99.72%, remaining_time=0:00:09.627442, arrival_time=2021-04-10 01:42:29.735193, cost_time=0:00:12.314122 2021-04-10 01:42:21,208 INFO : TRAIN, epoch=0053, iter=00120/00196, fetch data time cost=1.61ms, fps=2328 images/s, loss=0.2808, top1-acc=90.21%, top5-acc=99.73%, remaining_time=0:00:08.495812, arrival_time=2021-04-10 01:42:29.703976, cost_time=0:00:13.414453 2021-04-10 01:42:22,301 INFO : TRAIN, epoch=0053, iter=00130/00196, fetch data time cost=1.91ms, fps=2344 images/s, loss=0.2822, top1-acc=90.16%, top5-acc=99.71%, remaining_time=0:00:07.365402, arrival_time=2021-04-10 01:42:29.666599, cost_time=0:00:14.507645 2021-04-10 01:42:23,409 INFO : TRAIN, epoch=0053, iter=00140/00196, fetch data time cost=1.50ms, fps=2311 images/s, loss=0.2807, top1-acc=90.24%, top5-acc=99.72%, remaining_time=0:00:06.246352, arrival_time=2021-04-10 01:42:29.655899, cost_time=0:00:15.615829 2021-04-10 01:42:24,508 INFO : TRAIN, epoch=0053, iter=00150/00196, fetch data time cost=2.33ms, fps=2331 images/s, loss=0.2806, top1-acc=90.25%, top5-acc=99.71%, remaining_time=0:00:05.125964, arrival_time=2021-04-10 01:42:29.634720, cost_time=0:00:16.715125 2021-04-10 01:42:25,614 INFO : TRAIN, epoch=0053, iter=00160/00196, fetch data time cost=2.75ms, fps=2317 images/s, loss=0.2792, top1-acc=90.27%, top5-acc=99.73%, remaining_time=0:00:04.009716, arrival_time=2021-04-10 01:42:29.624324, cost_time=0:00:17.820900 2021-04-10 01:42:26,711 INFO : TRAIN, epoch=0053, iter=00170/00196, fetch data time cost=2.15ms, fps=2335 images/s, loss=0.2786, top1-acc=90.31%, top5-acc=99.73%, remaining_time=0:00:02.893384, arrival_time=2021-04-10 01:42:29.605182, cost_time=0:00:18.918200 2021-04-10 01:42:27,811 INFO : TRAIN, epoch=0053, iter=00180/00196, fetch data time cost=1.97ms, fps=2329 images/s, loss=0.2786, top1-acc=90.29%, top5-acc=99.73%, remaining_time=0:00:01.779392, arrival_time=2021-04-10 01:42:29.591263, cost_time=0:00:20.018235 2021-04-10 01:42:28,906 INFO : TRAIN, epoch=0053, iter=00190/00196, fetch data time cost=1.35ms, fps=2340 images/s, loss=0.2798, top1-acc=90.25%, top5-acc=99.73%, remaining_time=0:00:00.666720, arrival_time=2021-04-10 01:42:29.573079, cost_time=0:00:21.112817 2021-04-10 01:42:29,502 INFO : TRAIN, epoch=0053, iter=00196/00196, fetch data time cost=0.11ms, fps=2285 images/s, loss=0.2818, top1-acc=90.20%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-10 01:42:29.502241, cost_time=0:00:21.708532 2021-04-10 01:42:29,895 INFO : EVAL, epoch=0053, iter=00010/00040, fetch data time cost=0.33ms, fps=6551 images/s, loss=0.5295, top1-acc=83.01%, top5-acc=99.22%, remaining_time=0:00:01.172220, arrival_time=2021-04-10 01:42:31.067229, cost_time=0:00:00.390743 2021-04-10 01:42:30,137 INFO : EVAL, epoch=0053, iter=00020/00040, fetch data time cost=1.95ms, fps=10597 images/s, loss=0.5231, top1-acc=83.28%, top5-acc=99.26%, remaining_time=0:00:00.632840, arrival_time=2021-04-10 01:42:30.769900, cost_time=0:00:00.632839 2021-04-10 01:42:30,375 INFO : EVAL, epoch=0053, iter=00030/00040, fetch data time cost=0.44ms, fps=10736 images/s, loss=0.5144, top1-acc=83.40%, top5-acc=99.26%, remaining_time=0:00:00.290540, arrival_time=2021-04-10 01:42:30.666456, cost_time=0:00:00.871634 2021-04-10 01:42:30,600 INFO : EVAL, epoch=0053, iter=00040/00040, fetch data time cost=0.08ms, fps=10374 images/s, loss=0.5129, top1-acc=83.58%, top5-acc=99.18%, remaining_time=0:00:00, arrival_time=2021-04-10 01:42:30.600036, cost_time=0:00:01.095833 2021-04-10 01:42:30,642 INFO : Epoch=0053 complete, best val top1-acc=85.41%, top5-acc=99.38% (epoch=50), remaining_time=0:56:12.259086, arrival_time=2021-04-10 02:38:42.901221, cost_time=0:20:15.848516 2021-04-10 01:42:30,642 INFO : Train start, epoch=0054, lr=0.083651 2021-04-10 01:42:31,917 INFO : TRAIN, epoch=0054, iter=00010/00196, fetch data time cost=2.01ms, fps=2009 images/s, loss=0.3109, top1-acc=88.63%, top5-acc=99.65%, remaining_time=0:00:23.696028, arrival_time=2021-04-10 01:42:55.613092, cost_time=0:00:01.273980 2021-04-10 01:42:33,024 INFO : TRAIN, epoch=0054, iter=00020/00196, fetch data time cost=1.56ms, fps=2314 images/s, loss=0.2995, top1-acc=89.20%, top5-acc=99.67%, remaining_time=0:00:20.951216, arrival_time=2021-04-10 01:42:53.975141, cost_time=0:00:02.380819 2021-04-10 01:42:34,123 INFO : TRAIN, epoch=0054, iter=00030/00196, fetch data time cost=2.28ms, fps=2331 images/s, loss=0.2884, top1-acc=89.74%, top5-acc=99.73%, remaining_time=0:00:19.256000, arrival_time=2021-04-10 01:42:53.379010, cost_time=0:00:03.479989 2021-04-10 01:42:35,218 INFO : TRAIN, epoch=0054, iter=00040/00196, fetch data time cost=2.33ms, fps=2338 images/s, loss=0.2808, top1-acc=89.94%, top5-acc=99.72%, remaining_time=0:00:17.845152, arrival_time=2021-04-10 01:42:53.063932, cost_time=0:00:04.575681 2021-04-10 01:42:36,327 INFO : TRAIN, epoch=0054, iter=00050/00196, fetch data time cost=1.86ms, fps=2312 images/s, loss=0.2784, top1-acc=89.98%, top5-acc=99.76%, remaining_time=0:00:16.597280, arrival_time=2021-04-10 01:42:52.924304, cost_time=0:00:05.683979 2021-04-10 01:42:37,421 INFO : TRAIN, epoch=0054, iter=00060/00196, fetch data time cost=2.28ms, fps=2341 images/s, loss=0.2789, top1-acc=90.03%, top5-acc=99.77%, remaining_time=0:00:15.363784, arrival_time=2021-04-10 01:42:52.785141, cost_time=0:00:06.778164 2021-04-10 01:42:38,528 INFO : TRAIN, epoch=0054, iter=00070/00196, fetch data time cost=1.78ms, fps=2315 images/s, loss=0.2764, top1-acc=90.06%, top5-acc=99.76%, remaining_time=0:00:14.193144, arrival_time=2021-04-10 01:42:52.721219, cost_time=0:00:07.885048 2021-04-10 01:42:39,618 INFO : TRAIN, epoch=0054, iter=00080/00196, fetch data time cost=2.26ms, fps=2350 images/s, loss=0.2748, top1-acc=90.19%, top5-acc=99.77%, remaining_time=0:00:13.014040, arrival_time=2021-04-10 01:42:52.632366, cost_time=0:00:08.975177 2021-04-10 01:42:40,764 INFO : TRAIN, epoch=0054, iter=00090/00196, fetch data time cost=6.84ms, fps=2236 images/s, loss=0.2754, top1-acc=90.20%, top5-acc=99.76%, remaining_time=0:00:11.920230, arrival_time=2021-04-10 01:42:52.684295, cost_time=0:00:10.120986 2021-04-10 01:42:41,861 INFO : TRAIN, epoch=0054, iter=00100/00196, fetch data time cost=1.93ms, fps=2334 images/s, loss=0.2780, top1-acc=90.12%, top5-acc=99.77%, remaining_time=0:00:10.769760, arrival_time=2021-04-10 01:42:52.631310, cost_time=0:00:11.218540 2021-04-10 01:42:42,959 INFO : TRAIN, epoch=0054, iter=00110/00196, fetch data time cost=2.23ms, fps=2334 images/s, loss=0.2780, top1-acc=90.16%, top5-acc=99.75%, remaining_time=0:00:09.628904, arrival_time=2021-04-10 01:42:52.587956, cost_time=0:00:12.316031 2021-04-10 01:42:44,070 INFO : TRAIN, epoch=0054, iter=00120/00196, fetch data time cost=1.79ms, fps=2305 images/s, loss=0.2790, top1-acc=90.15%, top5-acc=99.76%, remaining_time=0:00:08.503944, arrival_time=2021-04-10 01:42:52.574256, cost_time=0:00:13.427224 2021-04-10 01:42:45,206 INFO : TRAIN, epoch=0054, iter=00130/00196, fetch data time cost=1.87ms, fps=2255 images/s, loss=0.2789, top1-acc=90.15%, top5-acc=99.76%, remaining_time=0:00:07.393650, arrival_time=2021-04-10 01:42:52.599958, cost_time=0:00:14.563299 2021-04-10 01:42:46,309 INFO : TRAIN, epoch=0054, iter=00140/00196, fetch data time cost=1.54ms, fps=2322 images/s, loss=0.2791, top1-acc=90.14%, top5-acc=99.76%, remaining_time=0:00:06.266568, arrival_time=2021-04-10 01:42:52.576154, cost_time=0:00:15.666452 2021-04-10 01:42:47,407 INFO : TRAIN, epoch=0054, iter=00150/00196, fetch data time cost=1.47ms, fps=2333 images/s, loss=0.2779, top1-acc=90.21%, top5-acc=99.76%, remaining_time=0:00:05.141190, arrival_time=2021-04-10 01:42:52.549042, cost_time=0:00:16.764811 2021-04-10 01:42:48,507 INFO : TRAIN, epoch=0054, iter=00160/00196, fetch data time cost=1.66ms, fps=2329 images/s, loss=0.2792, top1-acc=90.18%, top5-acc=99.75%, remaining_time=0:00:04.019544, arrival_time=2021-04-10 01:42:52.527224, cost_time=0:00:17.864603 2021-04-10 01:42:49,601 INFO : TRAIN, epoch=0054, iter=00170/00196, fetch data time cost=1.44ms, fps=2343 images/s, loss=0.2792, top1-acc=90.14%, top5-acc=99.76%, remaining_time=0:00:02.899468, arrival_time=2021-04-10 01:42:52.500703, cost_time=0:00:18.958107 2021-04-10 01:42:50,697 INFO : TRAIN, epoch=0054, iter=00180/00196, fetch data time cost=2.02ms, fps=2336 images/s, loss=0.2804, top1-acc=90.11%, top5-acc=99.76%, remaining_time=0:00:01.782624, arrival_time=2021-04-10 01:42:52.480225, cost_time=0:00:20.054602 2021-04-10 01:42:51,789 INFO : TRAIN, epoch=0054, iter=00190/00196, fetch data time cost=1.78ms, fps=2346 images/s, loss=0.2815, top1-acc=90.08%, top5-acc=99.76%, remaining_time=0:00:00.667770, arrival_time=2021-04-10 01:42:52.456935, cost_time=0:00:21.146125 2021-04-10 01:42:52,382 INFO : TRAIN, epoch=0054, iter=00196/00196, fetch data time cost=1.63ms, fps=2296 images/s, loss=0.2818, top1-acc=90.08%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-10 01:42:52.382082, cost_time=0:00:21.739030 2021-04-10 01:42:52,762 INFO : EVAL, epoch=0054, iter=00010/00040, fetch data time cost=2.23ms, fps=6749 images/s, loss=0.5698, top1-acc=81.45%, top5-acc=99.02%, remaining_time=0:00:01.137840, arrival_time=2021-04-10 01:42:53.900628, cost_time=0:00:00.379285 2021-04-10 01:42:53,006 INFO : EVAL, epoch=0054, iter=00020/00040, fetch data time cost=1.96ms, fps=10541 images/s, loss=0.5654, top1-acc=81.74%, top5-acc=98.83%, remaining_time=0:00:00.622660, arrival_time=2021-04-10 01:42:53.628821, cost_time=0:00:00.622659 2021-04-10 01:42:53,301 INFO : EVAL, epoch=0054, iter=00030/00040, fetch data time cost=4.56ms, fps=8690 images/s, loss=0.5628, top1-acc=81.72%, top5-acc=98.75%, remaining_time=0:00:00.305910, arrival_time=2021-04-10 01:42:53.607108, cost_time=0:00:00.917737 2021-04-10 01:42:53,573 INFO : EVAL, epoch=0054, iter=00040/00040, fetch data time cost=0.11ms, fps=8540 images/s, loss=0.5612, top1-acc=81.64%, top5-acc=98.76%, remaining_time=0:00:00, arrival_time=2021-04-10 01:42:53.573215, cost_time=0:00:01.189735 2021-04-10 01:42:53,629 INFO : Epoch=0054 complete, best val top1-acc=85.41%, top5-acc=99.38% (epoch=50), remaining_time=0:55:49.444400, arrival_time=2021-04-10 02:38:43.073610, cost_time=0:20:38.835578 2021-04-10 01:42:53,629 INFO : Train start, epoch=0055, lr=0.083066 2021-04-10 01:42:54,989 INFO : TRAIN, epoch=0055, iter=00010/00196, fetch data time cost=0.56ms, fps=1884 images/s, loss=0.2542, top1-acc=91.13%, top5-acc=99.80%, remaining_time=0:00:25.278702, arrival_time=2021-04-10 01:43:20.268084, cost_time=0:00:01.359072 2021-04-10 01:42:56,120 INFO : TRAIN, epoch=0055, iter=00020/00196, fetch data time cost=3.06ms, fps=2266 images/s, loss=0.2597, top1-acc=90.88%, top5-acc=99.84%, remaining_time=0:00:21.912000, arrival_time=2021-04-10 01:43:18.032129, cost_time=0:00:02.490005 2021-04-10 01:42:57,212 INFO : TRAIN, epoch=0055, iter=00030/00196, fetch data time cost=1.65ms, fps=2345 images/s, loss=0.2575, top1-acc=90.99%, top5-acc=99.87%, remaining_time=0:00:19.822060, arrival_time=2021-04-10 01:43:17.034559, cost_time=0:00:03.582297 2021-04-10 01:42:58,303 INFO : TRAIN, epoch=0055, iter=00040/00196, fetch data time cost=1.62ms, fps=2348 images/s, loss=0.2603, top1-acc=91.01%, top5-acc=99.84%, remaining_time=0:00:18.226416, arrival_time=2021-04-10 01:43:16.530174, cost_time=0:00:04.673454 2021-04-10 01:42:59,405 INFO : TRAIN, epoch=0055, iter=00050/00196, fetch data time cost=2.68ms, fps=2327 images/s, loss=0.2674, top1-acc=90.84%, top5-acc=99.80%, remaining_time=0:00:16.862562, arrival_time=2021-04-10 01:43:16.267520, cost_time=0:00:05.774837 2021-04-10 01:43:00,506 INFO : TRAIN, epoch=0055, iter=00060/00196, fetch data time cost=1.78ms, fps=2325 images/s, loss=0.2701, top1-acc=90.66%, top5-acc=99.80%, remaining_time=0:00:15.586688, arrival_time=2021-04-10 01:43:16.093416, cost_time=0:00:06.876458 2021-04-10 01:43:01,606 INFO : TRAIN, epoch=0055, iter=00070/00196, fetch data time cost=1.51ms, fps=2329 images/s, loss=0.2701, top1-acc=90.54%, top5-acc=99.81%, remaining_time=0:00:14.357574, arrival_time=2021-04-10 01:43:15.964185, cost_time=0:00:07.976437 2021-04-10 01:43:02,713 INFO : TRAIN, epoch=0055, iter=00080/00196, fetch data time cost=1.60ms, fps=2313 images/s, loss=0.2716, top1-acc=90.53%, top5-acc=99.78%, remaining_time=0:00:13.171336, arrival_time=2021-04-10 01:43:15.885159, cost_time=0:00:09.083665 2021-04-10 01:43:03,815 INFO : TRAIN, epoch=0055, iter=00090/00196, fetch data time cost=2.16ms, fps=2326 images/s, loss=0.2694, top1-acc=90.61%, top5-acc=99.79%, remaining_time=0:00:11.995596, arrival_time=2021-04-10 01:43:15.810780, cost_time=0:00:10.184966 2021-04-10 01:43:04,911 INFO : TRAIN, epoch=0055, iter=00100/00196, fetch data time cost=1.94ms, fps=2337 images/s, loss=0.2694, top1-acc=90.55%, top5-acc=99.79%, remaining_time=0:00:10.829856, arrival_time=2021-04-10 01:43:15.741145, cost_time=0:00:11.281121 2021-04-10 01:43:05,999 INFO : TRAIN, epoch=0055, iter=00110/00196, fetch data time cost=1.75ms, fps=2353 images/s, loss=0.2698, top1-acc=90.59%, top5-acc=99.79%, remaining_time=0:00:09.670786, arrival_time=2021-04-10 01:43:15.670502, cost_time=0:00:12.369601 2021-04-10 01:43:07,102 INFO : TRAIN, epoch=0055, iter=00120/00196, fetch data time cost=2.08ms, fps=2322 images/s, loss=0.2696, top1-acc=90.60%, top5-acc=99.78%, remaining_time=0:00:08.532672, arrival_time=2021-04-10 01:43:15.635532, cost_time=0:00:13.472685 2021-04-10 01:43:08,200 INFO : TRAIN, epoch=0055, iter=00130/00196, fetch data time cost=2.29ms, fps=2335 images/s, loss=0.2683, top1-acc=90.64%, top5-acc=99.77%, remaining_time=0:00:07.397016, arrival_time=2021-04-10 01:43:15.597135, cost_time=0:00:14.569908 2021-04-10 01:43:09,310 INFO : TRAIN, epoch=0055, iter=00140/00196, fetch data time cost=1.79ms, fps=2308 images/s, loss=0.2681, top1-acc=90.63%, top5-acc=99.78%, remaining_time=0:00:06.272000, arrival_time=2021-04-10 01:43:15.582208, cost_time=0:00:15.680049 2021-04-10 01:43:10,406 INFO : TRAIN, epoch=0055, iter=00150/00196, fetch data time cost=1.57ms, fps=2337 images/s, loss=0.2706, top1-acc=90.55%, top5-acc=99.77%, remaining_time=0:00:05.144640, arrival_time=2021-04-10 01:43:15.550833, cost_time=0:00:16.776046 2021-04-10 01:43:11,555 INFO : TRAIN, epoch=0055, iter=00160/00196, fetch data time cost=2.42ms, fps=2229 images/s, loss=0.2696, top1-acc=90.57%, top5-acc=99.77%, remaining_time=0:00:04.033116, arrival_time=2021-04-10 01:43:15.588267, cost_time=0:00:17.924927 2021-04-10 01:43:12,648 INFO : TRAIN, epoch=0055, iter=00170/00196, fetch data time cost=1.89ms, fps=2343 images/s, loss=0.2718, top1-acc=90.49%, top5-acc=99.77%, remaining_time=0:00:02.908646, arrival_time=2021-04-10 01:43:15.556888, cost_time=0:00:19.018145 2021-04-10 01:43:13,752 INFO : TRAIN, epoch=0055, iter=00180/00196, fetch data time cost=2.69ms, fps=2320 images/s, loss=0.2727, top1-acc=90.46%, top5-acc=99.77%, remaining_time=0:00:01.788624, arrival_time=2021-04-10 01:43:15.540804, cost_time=0:00:20.121968 2021-04-10 01:43:14,848 INFO : TRAIN, epoch=0055, iter=00190/00196, fetch data time cost=1.36ms, fps=2337 images/s, loss=0.2728, top1-acc=90.48%, top5-acc=99.76%, remaining_time=0:00:00.670044, arrival_time=2021-04-10 01:43:15.518236, cost_time=0:00:21.218066 2021-04-10 01:43:15,438 INFO : TRAIN, epoch=0055, iter=00196/00196, fetch data time cost=1.33ms, fps=2305 images/s, loss=0.2734, top1-acc=90.48%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-10 01:43:15.438691, cost_time=0:00:21.808595 2021-04-10 01:43:15,781 INFO : EVAL, epoch=0055, iter=00010/00040, fetch data time cost=4.34ms, fps=7493 images/s, loss=0.5162, top1-acc=83.87%, top5-acc=99.30%, remaining_time=0:00:01.024950, arrival_time=2021-04-10 01:43:16.806635, cost_time=0:00:00.341652 2021-04-10 01:43:16,030 INFO : EVAL, epoch=0055, iter=00020/00040, fetch data time cost=2.41ms, fps=10295 images/s, loss=0.5145, top1-acc=84.18%, top5-acc=99.28%, remaining_time=0:00:00.590820, arrival_time=2021-04-10 01:43:16.621647, cost_time=0:00:00.590829 2021-04-10 01:43:16,270 INFO : EVAL, epoch=0055, iter=00030/00040, fetch data time cost=2.90ms, fps=10717 images/s, loss=0.4932, top1-acc=84.60%, top5-acc=99.37%, remaining_time=0:00:00.276690, arrival_time=2021-04-10 01:43:16.546772, cost_time=0:00:00.830080 2021-04-10 01:43:16,496 INFO : EVAL, epoch=0055, iter=00040/00040, fetch data time cost=0.08ms, fps=10246 images/s, loss=0.4979, top1-acc=84.53%, top5-acc=99.34%, remaining_time=0:00:00, arrival_time=2021-04-10 01:43:16.496918, cost_time=0:00:01.056938 2021-04-10 01:43:16,546 INFO : Epoch=0055 complete, best val top1-acc=85.41%, top5-acc=99.38% (epoch=50), remaining_time=0:55:26.438910, arrival_time=2021-04-10 02:38:42.985205, cost_time=0:21:01.752664 2021-04-10 01:43:16,547 INFO : Train start, epoch=0056, lr=0.082472 2021-04-10 01:43:17,858 INFO : TRAIN, epoch=0056, iter=00010/00196, fetch data time cost=2.19ms, fps=1953 images/s, loss=0.2473, top1-acc=91.41%, top5-acc=99.77%, remaining_time=0:00:24.385716, arrival_time=2021-04-10 01:43:42.244120, cost_time=0:00:01.311058 2021-04-10 01:43:18,958 INFO : TRAIN, epoch=0056, iter=00020/00196, fetch data time cost=1.82ms, fps=2329 images/s, loss=0.2395, top1-acc=91.52%, top5-acc=99.79%, remaining_time=0:00:21.220144, arrival_time=2021-04-10 01:43:40.178714, cost_time=0:00:02.411386 2021-04-10 01:43:20,074 INFO : TRAIN, epoch=0056, iter=00030/00196, fetch data time cost=1.96ms, fps=2295 images/s, loss=0.2528, top1-acc=91.09%, top5-acc=99.80%, remaining_time=0:00:19.517948, arrival_time=2021-04-10 01:43:39.592511, cost_time=0:00:03.527336 2021-04-10 01:43:21,166 INFO : TRAIN, epoch=0056, iter=00040/00196, fetch data time cost=1.95ms, fps=2346 images/s, loss=0.2604, top1-acc=91.04%, top5-acc=99.79%, remaining_time=0:00:18.015504, arrival_time=2021-04-10 01:43:39.182067, cost_time=0:00:04.619361 2021-04-10 01:43:22,264 INFO : TRAIN, epoch=0056, iter=00050/00196, fetch data time cost=1.76ms, fps=2334 images/s, loss=0.2643, top1-acc=90.87%, top5-acc=99.79%, remaining_time=0:00:16.693640, arrival_time=2021-04-10 01:43:38.957893, cost_time=0:00:05.716981 2021-04-10 01:43:23,366 INFO : TRAIN, epoch=0056, iter=00060/00196, fetch data time cost=1.85ms, fps=2325 images/s, loss=0.2635, top1-acc=90.87%, top5-acc=99.80%, remaining_time=0:00:15.456264, arrival_time=2021-04-10 01:43:38.822453, cost_time=0:00:06.818964 2021-04-10 01:43:24,464 INFO : TRAIN, epoch=0056, iter=00070/00196, fetch data time cost=1.60ms, fps=2332 images/s, loss=0.2621, top1-acc=90.92%, top5-acc=99.80%, remaining_time=0:00:14.251230, arrival_time=2021-04-10 01:43:38.715774, cost_time=0:00:07.917366 2021-04-10 01:43:25,552 INFO : TRAIN, epoch=0056, iter=00080/00196, fetch data time cost=1.89ms, fps=2354 images/s, loss=0.2616, top1-acc=90.83%, top5-acc=99.81%, remaining_time=0:00:13.057656, arrival_time=2021-04-10 01:43:38.610076, cost_time=0:00:09.005260 2021-04-10 01:43:26,670 INFO : TRAIN, epoch=0056, iter=00090/00196, fetch data time cost=1.52ms, fps=2292 images/s, loss=0.2617, top1-acc=90.89%, top5-acc=99.82%, remaining_time=0:00:11.922456, arrival_time=2021-04-10 01:43:38.592517, cost_time=0:00:10.122802 2021-04-10 01:43:27,772 INFO : TRAIN, epoch=0056, iter=00100/00196, fetch data time cost=1.79ms, fps=2323 images/s, loss=0.2624, top1-acc=90.87%, top5-acc=99.82%, remaining_time=0:00:10.776480, arrival_time=2021-04-10 01:43:38.549292, cost_time=0:00:11.225467 2021-04-10 01:43:28,879 INFO : TRAIN, epoch=0056, iter=00110/00196, fetch data time cost=1.91ms, fps=2315 images/s, loss=0.2653, top1-acc=90.80%, top5-acc=99.82%, remaining_time=0:00:09.641632, arrival_time=2021-04-10 01:43:38.521085, cost_time=0:00:12.332282 2021-04-10 01:43:29,998 INFO : TRAIN, epoch=0056, iter=00120/00196, fetch data time cost=1.98ms, fps=2290 images/s, loss=0.2675, top1-acc=90.69%, top5-acc=99.82%, remaining_time=0:00:08.518764, arrival_time=2021-04-10 01:43:38.516689, cost_time=0:00:13.450668 2021-04-10 01:43:31,104 INFO : TRAIN, epoch=0056, iter=00130/00196, fetch data time cost=2.58ms, fps=2316 images/s, loss=0.2701, top1-acc=90.58%, top5-acc=99.80%, remaining_time=0:00:07.390284, arrival_time=2021-04-10 01:43:38.494212, cost_time=0:00:14.556580 2021-04-10 01:43:32,234 INFO : TRAIN, epoch=0056, iter=00140/00196, fetch data time cost=1.94ms, fps=2266 images/s, loss=0.2711, top1-acc=90.54%, top5-acc=99.79%, remaining_time=0:00:06.275024, arrival_time=2021-04-10 01:43:38.509807, cost_time=0:00:15.687553 2021-04-10 01:43:33,342 INFO : TRAIN, epoch=0056, iter=00150/00196, fetch data time cost=1.53ms, fps=2313 images/s, loss=0.2723, top1-acc=90.51%, top5-acc=99.79%, remaining_time=0:00:05.150436, arrival_time=2021-04-10 01:43:38.492655, cost_time=0:00:16.794946 2021-04-10 01:43:34,442 INFO : TRAIN, epoch=0056, iter=00160/00196, fetch data time cost=1.65ms, fps=2327 images/s, loss=0.2734, top1-acc=90.47%, top5-acc=99.79%, remaining_time=0:00:04.026528, arrival_time=2021-04-10 01:43:38.469433, cost_time=0:00:17.895728 2021-04-10 01:43:35,546 INFO : TRAIN, epoch=0056, iter=00170/00196, fetch data time cost=2.06ms, fps=2321 images/s, loss=0.2746, top1-acc=90.45%, top5-acc=99.79%, remaining_time=0:00:02.905786, arrival_time=2021-04-10 01:43:38.452386, cost_time=0:00:18.999344 2021-04-10 01:43:36,643 INFO : TRAIN, epoch=0056, iter=00180/00196, fetch data time cost=1.56ms, fps=2335 images/s, loss=0.2744, top1-acc=90.46%, top5-acc=99.78%, remaining_time=0:00:01.786336, arrival_time=2021-04-10 01:43:38.429775, cost_time=0:00:20.096274 2021-04-10 01:43:37,745 INFO : TRAIN, epoch=0056, iter=00190/00196, fetch data time cost=1.38ms, fps=2325 images/s, loss=0.2744, top1-acc=90.46%, top5-acc=99.78%, remaining_time=0:00:00.669402, arrival_time=2021-04-10 01:43:38.414383, cost_time=0:00:21.197689 2021-04-10 01:43:38,335 INFO : TRAIN, epoch=0056, iter=00196/00196, fetch data time cost=1.54ms, fps=2308 images/s, loss=0.2743, top1-acc=90.45%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-10 01:43:38.335049, cost_time=0:00:21.787783 2021-04-10 01:43:38,709 INFO : EVAL, epoch=0056, iter=00010/00040, fetch data time cost=0.41ms, fps=6858 images/s, loss=1.1587, top1-acc=70.66%, top5-acc=96.45%, remaining_time=0:00:01.119780, arrival_time=2021-04-10 01:43:39.829665, cost_time=0:00:00.373255 2021-04-10 01:43:38,970 INFO : EVAL, epoch=0056, iter=00020/00040, fetch data time cost=0.47ms, fps=9828 images/s, loss=1.1556, top1-acc=70.06%, top5-acc=96.48%, remaining_time=0:00:00.634300, arrival_time=2021-04-10 01:43:39.605222, cost_time=0:00:00.634308 2021-04-10 01:43:39,235 INFO : EVAL, epoch=0056, iter=00030/00040, fetch data time cost=0.35ms, fps=9711 images/s, loss=1.1423, top1-acc=70.52%, top5-acc=96.51%, remaining_time=0:00:00.299470, arrival_time=2021-04-10 01:43:39.534539, cost_time=0:00:00.898421 2021-04-10 01:43:39,452 INFO : EVAL, epoch=0056, iter=00040/00040, fetch data time cost=0.08ms, fps=10676 images/s, loss=1.1325, top1-acc=70.13%, top5-acc=96.59%, remaining_time=0:00:00, arrival_time=2021-04-10 01:43:39.452869, cost_time=0:00:01.116340 2021-04-10 01:43:39,514 INFO : Epoch=0056 complete, best val top1-acc=85.41%, top5-acc=99.38% (epoch=50), remaining_time=0:55:03.567072, arrival_time=2021-04-10 02:38:43.081238, cost_time=0:21:24.720533 2021-04-10 01:43:39,514 INFO : Train start, epoch=0057, lr=0.081871 2021-04-10 01:43:40,797 INFO : TRAIN, epoch=0057, iter=00010/00196, fetch data time cost=0.56ms, fps=1997 images/s, loss=0.2496, top1-acc=91.41%, top5-acc=99.73%, remaining_time=0:00:23.847804, arrival_time=2021-04-10 01:44:04.645104, cost_time=0:00:01.282135 2021-04-10 01:43:41,914 INFO : TRAIN, epoch=0057, iter=00020/00196, fetch data time cost=2.01ms, fps=2292 images/s, loss=0.2508, top1-acc=91.39%, top5-acc=99.79%, remaining_time=0:00:21.117888, arrival_time=2021-04-10 01:44:03.032784, cost_time=0:00:02.399765 2021-04-10 01:43:43,019 INFO : TRAIN, epoch=0057, iter=00030/00196, fetch data time cost=1.66ms, fps=2320 images/s, loss=0.2535, top1-acc=91.13%, top5-acc=99.78%, remaining_time=0:00:19.387638, arrival_time=2021-04-10 01:44:02.406684, cost_time=0:00:03.503801 2021-04-10 01:43:44,117 INFO : TRAIN, epoch=0057, iter=00040/00196, fetch data time cost=2.17ms, fps=2332 images/s, loss=0.2517, top1-acc=91.11%, top5-acc=99.77%, remaining_time=0:00:17.949828, arrival_time=2021-04-10 01:44:02.067452, cost_time=0:00:04.602508 2021-04-10 01:43:45,216 INFO : TRAIN, epoch=0057, iter=00050/00196, fetch data time cost=1.97ms, fps=2332 images/s, loss=0.2519, top1-acc=91.14%, top5-acc=99.77%, remaining_time=0:00:16.646482, arrival_time=2021-04-10 01:44:01.862584, cost_time=0:00:05.700872 2021-04-10 01:43:46,317 INFO : TRAIN, epoch=0057, iter=00060/00196, fetch data time cost=1.96ms, fps=2327 images/s, loss=0.2504, top1-acc=91.14%, top5-acc=99.78%, remaining_time=0:00:15.418320, arrival_time=2021-04-10 01:44:01.735628, cost_time=0:00:06.802175 2021-04-10 01:43:47,420 INFO : TRAIN, epoch=0057, iter=00070/00196, fetch data time cost=2.04ms, fps=2323 images/s, loss=0.2514, top1-acc=91.12%, top5-acc=99.76%, remaining_time=0:00:14.228550, arrival_time=2021-04-10 01:44:01.648540, cost_time=0:00:07.904771 2021-04-10 01:43:48,523 INFO : TRAIN, epoch=0057, iter=00080/00196, fetch data time cost=2.05ms, fps=2322 images/s, loss=0.2522, top1-acc=91.13%, top5-acc=99.75%, remaining_time=0:00:13.061716, arrival_time=2021-04-10 01:44:01.584862, cost_time=0:00:09.008051 2021-04-10 01:43:49,621 INFO : TRAIN, epoch=0057, iter=00090/00196, fetch data time cost=2.02ms, fps=2331 images/s, loss=0.2551, top1-acc=91.00%, top5-acc=99.73%, remaining_time=0:00:11.903482, arrival_time=2021-04-10 01:44:01.525292, cost_time=0:00:10.106747 2021-04-10 01:43:50,713 INFO : TRAIN, epoch=0057, iter=00100/00196, fetch data time cost=1.51ms, fps=2346 images/s, loss=0.2569, top1-acc=90.87%, top5-acc=99.75%, remaining_time=0:00:10.750272, arrival_time=2021-04-10 01:44:01.463744, cost_time=0:00:11.198198 2021-04-10 01:43:51,808 INFO : TRAIN, epoch=0057, iter=00110/00196, fetch data time cost=1.45ms, fps=2340 images/s, loss=0.2589, top1-acc=90.82%, top5-acc=99.77%, remaining_time=0:00:09.611102, arrival_time=2021-04-10 01:44:01.419390, cost_time=0:00:12.293217 2021-04-10 01:43:52,899 INFO : TRAIN, epoch=0057, iter=00120/00196, fetch data time cost=2.20ms, fps=2347 images/s, loss=0.2607, top1-acc=90.77%, top5-acc=99.77%, remaining_time=0:00:08.476812, arrival_time=2021-04-10 01:44:01.376456, cost_time=0:00:13.384498 2021-04-10 01:43:53,992 INFO : TRAIN, epoch=0057, iter=00130/00196, fetch data time cost=2.21ms, fps=2343 images/s, loss=0.2625, top1-acc=90.71%, top5-acc=99.77%, remaining_time=0:00:07.350288, arrival_time=2021-04-10 01:44:01.343193, cost_time=0:00:14.477806 2021-04-10 01:43:55,083 INFO : TRAIN, epoch=0057, iter=00140/00196, fetch data time cost=1.44ms, fps=2350 images/s, loss=0.2639, top1-acc=90.68%, top5-acc=99.78%, remaining_time=0:00:06.227368, arrival_time=2021-04-10 01:44:01.311046, cost_time=0:00:15.568439 2021-04-10 01:43:56,175 INFO : TRAIN, epoch=0057, iter=00150/00196, fetch data time cost=2.28ms, fps=2346 images/s, loss=0.2661, top1-acc=90.63%, top5-acc=99.79%, remaining_time=0:00:05.109220, arrival_time=2021-04-10 01:44:01.284837, cost_time=0:00:16.660506 2021-04-10 01:43:57,305 INFO : TRAIN, epoch=0057, iter=00160/00196, fetch data time cost=1.93ms, fps=2267 images/s, loss=0.2674, top1-acc=90.62%, top5-acc=99.79%, remaining_time=0:00:04.002840, arrival_time=2021-04-10 01:44:01.308428, cost_time=0:00:17.790390 2021-04-10 01:43:58,409 INFO : TRAIN, epoch=0057, iter=00170/00196, fetch data time cost=2.00ms, fps=2320 images/s, loss=0.2701, top1-acc=90.55%, top5-acc=99.78%, remaining_time=0:00:02.889770, arrival_time=2021-04-10 01:44:01.299439, cost_time=0:00:18.894594 2021-04-10 01:43:59,515 INFO : TRAIN, epoch=0057, iter=00180/00196, fetch data time cost=1.49ms, fps=2316 images/s, loss=0.2710, top1-acc=90.53%, top5-acc=99.77%, remaining_time=0:00:01.777840, arrival_time=2021-04-10 01:44:01.293568, cost_time=0:00:20.000616 2021-04-10 01:44:00,611 INFO : TRAIN, epoch=0057, iter=00190/00196, fetch data time cost=1.35ms, fps=2339 images/s, loss=0.2723, top1-acc=90.49%, top5-acc=99.76%, remaining_time=0:00:00.666180, arrival_time=2021-04-10 01:44:01.277218, cost_time=0:00:21.095737 2021-04-10 01:44:01,206 INFO : TRAIN, epoch=0057, iter=00196/00196, fetch data time cost=1.98ms, fps=2287 images/s, loss=0.2730, top1-acc=90.49%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-10 01:44:01.206679, cost_time=0:00:21.691562 2021-04-10 01:44:01,535 INFO : EVAL, epoch=0057, iter=00010/00040, fetch data time cost=2.53ms, fps=7832 images/s, loss=0.5468, top1-acc=83.28%, top5-acc=99.30%, remaining_time=0:00:00.980520, arrival_time=2021-04-10 01:44:02.515978, cost_time=0:00:00.326844 2021-04-10 01:44:01,783 INFO : EVAL, epoch=0057, iter=00020/00040, fetch data time cost=3.45ms, fps=10345 images/s, loss=0.5395, top1-acc=83.30%, top5-acc=99.34%, remaining_time=0:00:00.574880, arrival_time=2021-04-10 01:44:02.358369, cost_time=0:00:00.574877 2021-04-10 01:44:02,046 INFO : EVAL, epoch=0057, iter=00030/00040, fetch data time cost=1.83ms, fps=9775 images/s, loss=0.5250, top1-acc=83.37%, top5-acc=99.36%, remaining_time=0:00:00.279130, arrival_time=2021-04-10 01:44:02.325103, cost_time=0:00:00.837379 2021-04-10 01:44:02,273 INFO : EVAL, epoch=0057, iter=00040/00040, fetch data time cost=1.23ms, fps=10232 images/s, loss=0.5269, top1-acc=83.50%, top5-acc=99.34%, remaining_time=0:00:00, arrival_time=2021-04-10 01:44:02.273092, cost_time=0:00:01.064534 2021-04-10 01:44:02,316 INFO : Epoch=0057 complete, best val top1-acc=85.41%, top5-acc=99.38% (epoch=50), remaining_time=0:54:40.277286, arrival_time=2021-04-10 02:38:42.594041, cost_time=0:21:47.523130 2021-04-10 01:44:02,317 INFO : Train start, epoch=0058, lr=0.081262 2021-04-10 01:44:03,678 INFO : TRAIN, epoch=0058, iter=00010/00196, fetch data time cost=0.45ms, fps=1882 images/s, loss=0.2978, top1-acc=89.69%, top5-acc=99.61%, remaining_time=0:00:25.306602, arrival_time=2021-04-10 01:44:28.984962, cost_time=0:00:01.360567 2021-04-10 01:44:04,773 INFO : TRAIN, epoch=0058, iter=00020/00196, fetch data time cost=1.94ms, fps=2339 images/s, loss=0.2813, top1-acc=90.33%, top5-acc=99.57%, remaining_time=0:00:21.611744, arrival_time=2021-04-10 01:44:26.385267, cost_time=0:00:02.455886 2021-04-10 01:44:05,902 INFO : TRAIN, epoch=0058, iter=00030/00196, fetch data time cost=1.56ms, fps=2268 images/s, loss=0.2683, top1-acc=90.82%, top5-acc=99.67%, remaining_time=0:00:19.837000, arrival_time=2021-04-10 01:44:25.739810, cost_time=0:00:03.585007 2021-04-10 01:44:07,004 INFO : TRAIN, epoch=0058, iter=00040/00196, fetch data time cost=2.02ms, fps=2326 images/s, loss=0.2634, top1-acc=90.97%, top5-acc=99.71%, remaining_time=0:00:18.277116, arrival_time=2021-04-10 01:44:25.281245, cost_time=0:00:04.686449 2021-04-10 01:44:08,095 INFO : TRAIN, epoch=0058, iter=00050/00196, fetch data time cost=1.46ms, fps=2346 images/s, loss=0.2621, top1-acc=91.05%, top5-acc=99.74%, remaining_time=0:00:16.872198, arrival_time=2021-04-10 01:44:24.967995, cost_time=0:00:05.778133 2021-04-10 01:44:09,208 INFO : TRAIN, epoch=0058, iter=00060/00196, fetch data time cost=2.60ms, fps=2304 images/s, loss=0.2615, top1-acc=91.06%, top5-acc=99.75%, remaining_time=0:00:15.617968, arrival_time=2021-04-10 01:44:24.826006, cost_time=0:00:06.890285 2021-04-10 01:44:10,311 INFO : TRAIN, epoch=0058, iter=00070/00196, fetch data time cost=1.43ms, fps=2322 images/s, loss=0.2642, top1-acc=91.05%, top5-acc=99.75%, remaining_time=0:00:14.388444, arrival_time=2021-04-10 01:44:24.699672, cost_time=0:00:07.993603 2021-04-10 01:44:11,414 INFO : TRAIN, epoch=0058, iter=00080/00196, fetch data time cost=1.82ms, fps=2322 images/s, loss=0.2634, top1-acc=91.08%, top5-acc=99.75%, remaining_time=0:00:13.190360, arrival_time=2021-04-10 01:44:24.604960, cost_time=0:00:09.096787 2021-04-10 01:44:12,521 INFO : TRAIN, epoch=0058, iter=00090/00196, fetch data time cost=1.96ms, fps=2316 images/s, loss=0.2643, top1-acc=91.05%, top5-acc=99.74%, remaining_time=0:00:12.017220, arrival_time=2021-04-10 01:44:24.538194, cost_time=0:00:10.203288 2021-04-10 01:44:13,632 INFO : TRAIN, epoch=0058, iter=00100/00196, fetch data time cost=1.51ms, fps=2305 images/s, loss=0.2654, top1-acc=91.02%, top5-acc=99.73%, remaining_time=0:00:10.861824, arrival_time=2021-04-10 01:44:24.494077, cost_time=0:00:11.314419 2021-04-10 01:44:14,743 INFO : TRAIN, epoch=0058, iter=00110/00196, fetch data time cost=1.67ms, fps=2306 images/s, loss=0.2661, top1-acc=90.98%, top5-acc=99.72%, remaining_time=0:00:09.714388, arrival_time=2021-04-10 01:44:24.457651, cost_time=0:00:12.425428 2021-04-10 01:44:15,833 INFO : TRAIN, epoch=0058, iter=00120/00196, fetch data time cost=1.69ms, fps=2349 images/s, loss=0.2636, top1-acc=91.04%, top5-acc=99.73%, remaining_time=0:00:08.560260, arrival_time=2021-04-10 01:44:24.394126, cost_time=0:00:13.516192 2021-04-10 01:44:16,942 INFO : TRAIN, epoch=0058, iter=00130/00196, fetch data time cost=2.01ms, fps=2311 images/s, loss=0.2650, top1-acc=90.96%, top5-acc=99.73%, remaining_time=0:00:07.424802, arrival_time=2021-04-10 01:44:24.367332, cost_time=0:00:14.624673 2021-04-10 01:44:18,039 INFO : TRAIN, epoch=0058, iter=00140/00196, fetch data time cost=1.85ms, fps=2336 images/s, loss=0.2645, top1-acc=90.99%, top5-acc=99.73%, remaining_time=0:00:06.288576, arrival_time=2021-04-10 01:44:24.327707, cost_time=0:00:15.721455 2021-04-10 01:44:19,141 INFO : TRAIN, epoch=0058, iter=00150/00196, fetch data time cost=1.49ms, fps=2324 images/s, loss=0.2651, top1-acc=90.95%, top5-acc=99.72%, remaining_time=0:00:05.159268, arrival_time=2021-04-10 01:44:24.300796, cost_time=0:00:16.823734 2021-04-10 01:44:20,242 INFO : TRAIN, epoch=0058, iter=00160/00196, fetch data time cost=1.53ms, fps=2326 images/s, loss=0.2679, top1-acc=90.84%, top5-acc=99.71%, remaining_time=0:00:04.033116, arrival_time=2021-04-10 01:44:24.275775, cost_time=0:00:17.925034 2021-04-10 01:44:21,339 INFO : TRAIN, epoch=0058, iter=00170/00196, fetch data time cost=1.89ms, fps=2335 images/s, loss=0.2680, top1-acc=90.84%, top5-acc=99.72%, remaining_time=0:00:02.909192, arrival_time=2021-04-10 01:44:24.248456, cost_time=0:00:19.021639 2021-04-10 01:44:22,434 INFO : TRAIN, epoch=0058, iter=00180/00196, fetch data time cost=2.51ms, fps=2339 images/s, loss=0.2687, top1-acc=90.81%, top5-acc=99.72%, remaining_time=0:00:01.788128, arrival_time=2021-04-10 01:44:24.222427, cost_time=0:00:20.116500 2021-04-10 01:44:23,530 INFO : TRAIN, epoch=0058, iter=00190/00196, fetch data time cost=1.34ms, fps=2341 images/s, loss=0.2689, top1-acc=90.80%, top5-acc=99.72%, remaining_time=0:00:00.669888, arrival_time=2021-04-10 01:44:24.200703, cost_time=0:00:21.213174 2021-04-10 01:44:24,125 INFO : TRAIN, epoch=0058, iter=00196/00196, fetch data time cost=2.47ms, fps=2288 images/s, loss=0.2687, top1-acc=90.81%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-10 01:44:24.125745, cost_time=0:00:21.808013 2021-04-10 01:44:24,467 INFO : EVAL, epoch=0058, iter=00010/00040, fetch data time cost=2.76ms, fps=7528 images/s, loss=0.7251, top1-acc=79.30%, top5-acc=99.06%, remaining_time=0:00:01.020090, arrival_time=2021-04-10 01:44:25.487443, cost_time=0:00:00.340026 2021-04-10 01:44:24,774 INFO : EVAL, epoch=0058, iter=00020/00040, fetch data time cost=0.27ms, fps=8340 images/s, loss=0.7424, top1-acc=79.00%, top5-acc=99.08%, remaining_time=0:00:00.647520, arrival_time=2021-04-10 01:44:25.422316, cost_time=0:00:00.647524 2021-04-10 01:44:25,028 INFO : EVAL, epoch=0058, iter=00030/00040, fetch data time cost=2.38ms, fps=10110 images/s, loss=0.7626, top1-acc=78.46%, top5-acc=99.08%, remaining_time=0:00:00.300380, arrival_time=2021-04-10 01:44:25.328839, cost_time=0:00:00.901129 2021-04-10 01:44:25,256 INFO : EVAL, epoch=0058, iter=00040/00040, fetch data time cost=0.07ms, fps=10203 images/s, loss=0.7620, top1-acc=78.48%, top5-acc=99.09%, remaining_time=0:00:00, arrival_time=2021-04-10 01:44:25.256313, cost_time=0:00:01.129071 2021-04-10 01:44:25,300 INFO : Epoch=0058 complete, best val top1-acc=85.41%, top5-acc=99.38% (epoch=50), remaining_time=0:54:17.448902, arrival_time=2021-04-10 02:38:42.749800, cost_time=0:22:10.507282 2021-04-10 01:44:25,301 INFO : Train start, epoch=0059, lr=0.080645 2021-04-10 01:44:26,605 INFO : TRAIN, epoch=0059, iter=00010/00196, fetch data time cost=2.04ms, fps=1964 images/s, loss=0.2541, top1-acc=91.25%, top5-acc=99.80%, remaining_time=0:00:24.249378, arrival_time=2021-04-10 01:44:50.854972, cost_time=0:00:01.303729 2021-04-10 01:44:27,722 INFO : TRAIN, epoch=0059, iter=00020/00196, fetch data time cost=1.78ms, fps=2295 images/s, loss=0.2513, top1-acc=91.25%, top5-acc=99.82%, remaining_time=0:00:21.295824, arrival_time=2021-04-10 01:44:49.017732, cost_time=0:00:02.419974 2021-04-10 01:44:28,845 INFO : TRAIN, epoch=0059, iter=00030/00196, fetch data time cost=3.07ms, fps=2280 images/s, loss=0.2566, top1-acc=91.00%, top5-acc=99.82%, remaining_time=0:00:19.609082, arrival_time=2021-04-10 01:44:48.454828, cost_time=0:00:03.543796 2021-04-10 01:44:29,941 INFO : TRAIN, epoch=0059, iter=00040/00196, fetch data time cost=1.63ms, fps=2339 images/s, loss=0.2660, top1-acc=90.62%, top5-acc=99.77%, remaining_time=0:00:18.093192, arrival_time=2021-04-10 01:44:48.034333, cost_time=0:00:04.639279 2021-04-10 01:44:31,040 INFO : TRAIN, epoch=0059, iter=00050/00196, fetch data time cost=1.59ms, fps=2330 images/s, loss=0.2654, top1-acc=90.54%, top5-acc=99.77%, remaining_time=0:00:16.756420, arrival_time=2021-04-10 01:44:47.796892, cost_time=0:00:05.738516 2021-04-10 01:44:32,132 INFO : TRAIN, epoch=0059, iter=00060/00196, fetch data time cost=1.53ms, fps=2346 images/s, loss=0.2634, top1-acc=90.71%, top5-acc=99.78%, remaining_time=0:00:15.482920, arrival_time=2021-04-10 01:44:47.615443, cost_time=0:00:06.830726 2021-04-10 01:44:33,233 INFO : TRAIN, epoch=0059, iter=00070/00196, fetch data time cost=1.65ms, fps=2327 images/s, loss=0.2609, top1-acc=90.80%, top5-acc=99.80%, remaining_time=0:00:14.276808, arrival_time=2021-04-10 01:44:47.510223, cost_time=0:00:07.931570 2021-04-10 01:44:34,337 INFO : TRAIN, epoch=0059, iter=00080/00196, fetch data time cost=1.51ms, fps=2320 images/s, loss=0.2642, top1-acc=90.65%, top5-acc=99.78%, remaining_time=0:00:13.101504, arrival_time=2021-04-10 01:44:47.438840, cost_time=0:00:09.035548 2021-04-10 01:44:35,431 INFO : TRAIN, epoch=0059, iter=00090/00196, fetch data time cost=2.10ms, fps=2342 images/s, loss=0.2664, top1-acc=90.58%, top5-acc=99.78%, remaining_time=0:00:11.929770, arrival_time=2021-04-10 01:44:47.360726, cost_time=0:00:10.129087 2021-04-10 01:44:36,533 INFO : TRAIN, epoch=0059, iter=00100/00196, fetch data time cost=2.39ms, fps=2324 images/s, loss=0.2680, top1-acc=90.54%, top5-acc=99.78%, remaining_time=0:00:10.782144, arrival_time=2021-04-10 01:44:47.315381, cost_time=0:00:11.231409 2021-04-10 01:44:37,644 INFO : TRAIN, epoch=0059, iter=00110/00196, fetch data time cost=1.52ms, fps=2306 images/s, loss=0.2682, top1-acc=90.52%, top5-acc=99.78%, remaining_time=0:00:09.649630, arrival_time=2021-04-10 01:44:47.294082, cost_time=0:00:12.342575 2021-04-10 01:44:38,741 INFO : TRAIN, epoch=0059, iter=00120/00196, fetch data time cost=2.92ms, fps=2336 images/s, loss=0.2707, top1-acc=90.47%, top5-acc=99.77%, remaining_time=0:00:08.511316, arrival_time=2021-04-10 01:44:47.252233, cost_time=0:00:13.438970 2021-04-10 01:44:39,835 INFO : TRAIN, epoch=0059, iter=00130/00196, fetch data time cost=2.33ms, fps=2340 images/s, loss=0.2713, top1-acc=90.51%, top5-acc=99.76%, remaining_time=0:00:07.378734, arrival_time=2021-04-10 01:44:47.214395, cost_time=0:00:14.533861 2021-04-10 01:44:40,930 INFO : TRAIN, epoch=0059, iter=00140/00196, fetch data time cost=1.62ms, fps=2341 images/s, loss=0.2725, top1-acc=90.47%, top5-acc=99.75%, remaining_time=0:00:06.251224, arrival_time=2021-04-10 01:44:47.181313, cost_time=0:00:15.628073 2021-04-10 01:44:42,052 INFO : TRAIN, epoch=0059, iter=00150/00196, fetch data time cost=12.95ms, fps=2283 images/s, loss=0.2735, top1-acc=90.45%, top5-acc=99.75%, remaining_time=0:00:05.136774, arrival_time=2021-04-10 01:44:47.189010, cost_time=0:00:16.750391 2021-04-10 01:44:43,168 INFO : TRAIN, epoch=0059, iter=00160/00196, fetch data time cost=2.15ms, fps=2295 images/s, loss=0.2731, top1-acc=90.48%, top5-acc=99.76%, remaining_time=0:00:04.020012, arrival_time=2021-04-10 01:44:47.188786, cost_time=0:00:17.866760 2021-04-10 01:44:44,275 INFO : TRAIN, epoch=0059, iter=00170/00196, fetch data time cost=1.83ms, fps=2315 images/s, loss=0.2726, top1-acc=90.51%, top5-acc=99.76%, remaining_time=0:00:02.901860, arrival_time=2021-04-10 01:44:47.177383, cost_time=0:00:18.973672 2021-04-10 01:44:45,384 INFO : TRAIN, epoch=0059, iter=00180/00196, fetch data time cost=2.23ms, fps=2310 images/s, loss=0.2717, top1-acc=90.55%, top5-acc=99.76%, remaining_time=0:00:01.785120, arrival_time=2021-04-10 01:44:47.169676, cost_time=0:00:20.082550 2021-04-10 01:44:46,481 INFO : TRAIN, epoch=0059, iter=00190/00196, fetch data time cost=1.66ms, fps=2336 images/s, loss=0.2721, top1-acc=90.54%, top5-acc=99.76%, remaining_time=0:00:00.668820, arrival_time=2021-04-10 01:44:47.149945, cost_time=0:00:21.179346 2021-04-10 01:44:47,064 INFO : TRAIN, epoch=0059, iter=00196/00196, fetch data time cost=1.48ms, fps=2331 images/s, loss=0.2735, top1-acc=90.51%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-10 01:44:47.064936, cost_time=0:00:21.763174 2021-04-10 01:44:47,442 INFO : EVAL, epoch=0059, iter=00010/00040, fetch data time cost=0.50ms, fps=6812 images/s, loss=0.6160, top1-acc=80.74%, top5-acc=99.37%, remaining_time=0:00:01.127310, arrival_time=2021-04-10 01:44:48.569537, cost_time=0:00:00.375774 2021-04-10 01:44:47,702 INFO : EVAL, epoch=0059, iter=00020/00040, fetch data time cost=0.33ms, fps=9853 images/s, loss=0.6486, top1-acc=79.53%, top5-acc=99.16%, remaining_time=0:00:00.636440, arrival_time=2021-04-10 01:44:48.339199, cost_time=0:00:00.636442 2021-04-10 01:44:47,963 INFO : EVAL, epoch=0059, iter=00030/00040, fetch data time cost=0.50ms, fps=9856 images/s, loss=0.6559, top1-acc=79.40%, top5-acc=99.15%, remaining_time=0:00:00.298910, arrival_time=2021-04-10 01:44:48.262004, cost_time=0:00:00.896722 2021-04-10 01:44:48,190 INFO : EVAL, epoch=0059, iter=00040/00040, fetch data time cost=0.11ms, fps=10223 images/s, loss=0.6434, top1-acc=79.43%, top5-acc=99.11%, remaining_time=0:00:00, arrival_time=2021-04-10 01:44:48.190601, cost_time=0:00:01.124311 2021-04-10 01:44:48,249 INFO : Epoch=0059 complete, best val top1-acc=85.41%, top5-acc=99.38% (epoch=50), remaining_time=0:53:54.529848, arrival_time=2021-04-10 02:38:42.779239, cost_time=0:22:33.455725 2021-04-10 01:44:48,250 INFO : Train start, epoch=0060, lr=0.080021 2021-04-10 01:44:49,605 INFO : TRAIN, epoch=0060, iter=00010/00196, fetch data time cost=0.81ms, fps=1889 images/s, loss=0.2397, top1-acc=92.30%, top5-acc=99.88%, remaining_time=0:00:25.201512, arrival_time=2021-04-10 01:45:14.807322, cost_time=0:00:01.354922 2021-04-10 01:44:50,748 INFO : TRAIN, epoch=0060, iter=00020/00196, fetch data time cost=25.54ms, fps=2245 images/s, loss=0.2410, top1-acc=91.74%, top5-acc=99.84%, remaining_time=0:00:21.963744, arrival_time=2021-04-10 01:45:12.712584, cost_time=0:00:02.495887 2021-04-10 01:44:51,849 INFO : TRAIN, epoch=0060, iter=00030/00196, fetch data time cost=2.16ms, fps=2329 images/s, loss=0.2498, top1-acc=91.21%, top5-acc=99.87%, remaining_time=0:00:19.908878, arrival_time=2021-04-10 01:45:11.757906, cost_time=0:00:03.597980 2021-04-10 01:44:52,951 INFO : TRAIN, epoch=0060, iter=00040/00196, fetch data time cost=2.59ms, fps=2324 images/s, loss=0.2512, top1-acc=91.21%, top5-acc=99.88%, remaining_time=0:00:18.333276, arrival_time=2021-04-10 01:45:11.284994, cost_time=0:00:04.700834 2021-04-10 01:44:54,052 INFO : TRAIN, epoch=0060, iter=00050/00196, fetch data time cost=1.67ms, fps=2327 images/s, loss=0.2526, top1-acc=91.29%, top5-acc=99.87%, remaining_time=0:00:16.940818, arrival_time=2021-04-10 01:45:10.993432, cost_time=0:00:05.801634 2021-04-10 01:44:55,156 INFO : TRAIN, epoch=0060, iter=00060/00196, fetch data time cost=1.52ms, fps=2321 images/s, loss=0.2547, top1-acc=91.13%, top5-acc=99.86%, remaining_time=0:00:15.652240, arrival_time=2021-04-10 01:45:10.808513, cost_time=0:00:06.905430 2021-04-10 01:44:56,250 INFO : TRAIN, epoch=0060, iter=00070/00196, fetch data time cost=2.26ms, fps=2343 images/s, loss=0.2582, top1-acc=90.92%, top5-acc=99.83%, remaining_time=0:00:14.397894, arrival_time=2021-04-10 01:45:10.647759, cost_time=0:00:07.998864 2021-04-10 01:44:57,348 INFO : TRAIN, epoch=0060, iter=00080/00196, fetch data time cost=1.71ms, fps=2333 images/s, loss=0.2611, top1-acc=90.77%, top5-acc=99.84%, remaining_time=0:00:13.190824, arrival_time=2021-04-10 01:45:10.538822, cost_time=0:00:09.097086 2021-04-10 01:44:58,444 INFO : TRAIN, epoch=0060, iter=00090/00196, fetch data time cost=1.91ms, fps=2337 images/s, loss=0.2623, top1-acc=90.76%, top5-acc=99.84%, remaining_time=0:00:12.005454, arrival_time=2021-04-10 01:45:10.449663, cost_time=0:00:10.193347 2021-04-10 01:44:59,550 INFO : TRAIN, epoch=0060, iter=00100/00196, fetch data time cost=1.60ms, fps=2316 images/s, loss=0.2652, top1-acc=90.71%, top5-acc=99.81%, remaining_time=0:00:10.847232, arrival_time=2021-04-10 01:45:10.397364, cost_time=0:00:11.299165 2021-04-10 01:45:00,647 INFO : TRAIN, epoch=0060, iter=00110/00196, fetch data time cost=3.21ms, fps=2336 images/s, loss=0.2642, top1-acc=90.76%, top5-acc=99.83%, remaining_time=0:00:09.691598, arrival_time=2021-04-10 01:45:10.338692, cost_time=0:00:12.396193 2021-04-10 01:45:01,738 INFO : TRAIN, epoch=0060, iter=00120/00196, fetch data time cost=1.78ms, fps=2346 images/s, loss=0.2653, top1-acc=90.76%, top5-acc=99.82%, remaining_time=0:00:08.542400, arrival_time=2021-04-10 01:45:10.281236, cost_time=0:00:13.487980 2021-04-10 01:45:02,846 INFO : TRAIN, epoch=0060, iter=00130/00196, fetch data time cost=1.51ms, fps=2313 images/s, loss=0.2658, top1-acc=90.73%, top5-acc=99.82%, remaining_time=0:00:07.409820, arrival_time=2021-04-10 01:45:10.255869, cost_time=0:00:14.595136 2021-04-10 01:45:03,945 INFO : TRAIN, epoch=0060, iter=00140/00196, fetch data time cost=2.25ms, fps=2330 images/s, loss=0.2662, top1-acc=90.75%, top5-acc=99.82%, remaining_time=0:00:06.277712, arrival_time=2021-04-10 01:45:10.222899, cost_time=0:00:15.694326 2021-04-10 01:45:05,037 INFO : TRAIN, epoch=0060, iter=00150/00196, fetch data time cost=1.78ms, fps=2345 images/s, loss=0.2666, top1-acc=90.76%, top5-acc=99.82%, remaining_time=0:00:05.147860, arrival_time=2021-04-10 01:45:10.185301, cost_time=0:00:16.786541 2021-04-10 01:45:06,143 INFO : TRAIN, epoch=0060, iter=00160/00196, fetch data time cost=1.98ms, fps=2315 images/s, loss=0.2658, top1-acc=90.79%, top5-acc=99.81%, remaining_time=0:00:04.025952, arrival_time=2021-04-10 01:45:10.169873, cost_time=0:00:17.893060 2021-04-10 01:45:07,242 INFO : TRAIN, epoch=0060, iter=00170/00196, fetch data time cost=2.10ms, fps=2333 images/s, loss=0.2680, top1-acc=90.72%, top5-acc=99.80%, remaining_time=0:00:02.904538, arrival_time=2021-04-10 01:45:10.146587, cost_time=0:00:18.991136 2021-04-10 01:45:08,336 INFO : TRAIN, epoch=0060, iter=00180/00196, fetch data time cost=1.80ms, fps=2340 images/s, loss=0.2680, top1-acc=90.72%, top5-acc=99.80%, remaining_time=0:00:01.785424, arrival_time=2021-04-10 01:45:10.122282, cost_time=0:00:20.085999 2021-04-10 01:45:09,437 INFO : TRAIN, epoch=0060, iter=00190/00196, fetch data time cost=1.28ms, fps=2327 images/s, loss=0.2690, top1-acc=90.68%, top5-acc=99.79%, remaining_time=0:00:00.669054, arrival_time=2021-04-10 01:45:10.106613, cost_time=0:00:21.186651 2021-04-10 01:45:10,033 INFO : TRAIN, epoch=0060, iter=00196/00196, fetch data time cost=1.96ms, fps=2284 images/s, loss=0.2687, top1-acc=90.68%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-10 01:45:10.033579, cost_time=0:00:21.782766 2021-04-10 01:45:10,382 INFO : EVAL, epoch=0060, iter=00010/00040, fetch data time cost=4.64ms, fps=7371 images/s, loss=0.6564, top1-acc=80.08%, top5-acc=98.95%, remaining_time=0:00:01.041930, arrival_time=2021-04-10 01:45:11.424146, cost_time=0:00:00.347307 2021-04-10 01:45:10,620 INFO : EVAL, epoch=0060, iter=00020/00040, fetch data time cost=0.28ms, fps=10762 images/s, loss=0.6511, top1-acc=80.64%, top5-acc=99.04%, remaining_time=0:00:00.585680, arrival_time=2021-04-10 01:45:11.206291, cost_time=0:00:00.585683 2021-04-10 01:45:10,903 INFO : EVAL, epoch=0060, iter=00030/00040, fetch data time cost=4.17ms, fps=9072 images/s, loss=0.6576, top1-acc=80.12%, top5-acc=99.01%, remaining_time=0:00:00.289470, arrival_time=2021-04-10 01:45:11.192803, cost_time=0:00:00.868424 2021-04-10 01:45:11,128 INFO : EVAL, epoch=0060, iter=00040/00040, fetch data time cost=0.12ms, fps=10338 images/s, loss=0.6387, top1-acc=80.27%, top5-acc=99.01%, remaining_time=0:00:00, arrival_time=2021-04-10 01:45:11.128199, cost_time=0:00:01.093308 2021-04-10 01:45:11,186 INFO : Epoch=0060 complete, best val top1-acc=85.41%, top5-acc=99.38% (epoch=50), remaining_time=0:53:31.583200, arrival_time=2021-04-10 02:38:42.769661, cost_time=0:22:56.392812 2021-04-10 01:45:11,187 INFO : Train start, epoch=0061, lr=0.079389 2021-04-10 01:45:12,477 INFO : TRAIN, epoch=0061, iter=00010/00196, fetch data time cost=0.60ms, fps=1986 images/s, loss=0.2563, top1-acc=91.17%, top5-acc=99.84%, remaining_time=0:00:23.980050, arrival_time=2021-04-10 01:45:36.457213, cost_time=0:00:01.289249 2021-04-10 01:45:13,581 INFO : TRAIN, epoch=0061, iter=00020/00196, fetch data time cost=2.51ms, fps=2320 images/s, loss=0.2558, top1-acc=91.15%, top5-acc=99.79%, remaining_time=0:00:21.062448, arrival_time=2021-04-10 01:45:34.643669, cost_time=0:00:02.393458 2021-04-10 01:45:14,729 INFO : TRAIN, epoch=0061, iter=00030/00196, fetch data time cost=2.26ms, fps=2230 images/s, loss=0.2599, top1-acc=91.08%, top5-acc=99.78%, remaining_time=0:00:19.598956, arrival_time=2021-04-10 01:45:34.328686, cost_time=0:00:03.541987 2021-04-10 01:45:15,827 INFO : TRAIN, epoch=0061, iter=00040/00196, fetch data time cost=1.86ms, fps=2333 images/s, loss=0.2583, top1-acc=91.04%, top5-acc=99.77%, remaining_time=0:00:18.094284, arrival_time=2021-04-10 01:45:33.921595, cost_time=0:00:04.639576 2021-04-10 01:45:16,923 INFO : TRAIN, epoch=0061, iter=00050/00196, fetch data time cost=1.48ms, fps=2336 images/s, loss=0.2598, top1-acc=91.18%, top5-acc=99.73%, remaining_time=0:00:16.748974, arrival_time=2021-04-10 01:45:33.672662, cost_time=0:00:05.735957 2021-04-10 01:45:18,022 INFO : TRAIN, epoch=0061, iter=00060/00196, fetch data time cost=1.71ms, fps=2331 images/s, loss=0.2625, top1-acc=91.06%, top5-acc=99.73%, remaining_time=0:00:15.492168, arrival_time=2021-04-10 01:45:33.514863, cost_time=0:00:06.834798 2021-04-10 01:45:19,115 INFO : TRAIN, epoch=0061, iter=00070/00196, fetch data time cost=1.38ms, fps=2345 images/s, loss=0.2629, top1-acc=91.12%, top5-acc=99.73%, remaining_time=0:00:14.268870, arrival_time=2021-04-10 01:45:33.383834, cost_time=0:00:07.927157 2021-04-10 01:45:20,221 INFO : TRAIN, epoch=0061, iter=00080/00196, fetch data time cost=2.00ms, fps=2315 images/s, loss=0.2611, top1-acc=91.09%, top5-acc=99.74%, remaining_time=0:00:13.099068, arrival_time=2021-04-10 01:45:33.320840, cost_time=0:00:09.033865 2021-04-10 01:45:21,318 INFO : TRAIN, epoch=0061, iter=00090/00196, fetch data time cost=1.73ms, fps=2335 images/s, loss=0.2628, top1-acc=91.01%, top5-acc=99.74%, remaining_time=0:00:11.932102, arrival_time=2021-04-10 01:45:33.250940, cost_time=0:00:10.131057 2021-04-10 01:45:22,420 INFO : TRAIN, epoch=0061, iter=00100/00196, fetch data time cost=2.06ms, fps=2326 images/s, loss=0.2622, top1-acc=90.96%, top5-acc=99.74%, remaining_time=0:00:10.783008, arrival_time=2021-04-10 01:45:33.203185, cost_time=0:00:11.232264 2021-04-10 01:45:23,524 INFO : TRAIN, epoch=0061, iter=00110/00196, fetch data time cost=1.94ms, fps=2319 images/s, loss=0.2630, top1-acc=90.92%, top5-acc=99.75%, remaining_time=0:00:09.645416, arrival_time=2021-04-10 01:45:33.170304, cost_time=0:00:12.337124 2021-04-10 01:45:24,633 INFO : TRAIN, epoch=0061, iter=00120/00196, fetch data time cost=1.98ms, fps=2310 images/s, loss=0.2640, top1-acc=90.84%, top5-acc=99.75%, remaining_time=0:00:08.515648, arrival_time=2021-04-10 01:45:33.149279, cost_time=0:00:13.445731 2021-04-10 01:45:25,729 INFO : TRAIN, epoch=0061, iter=00130/00196, fetch data time cost=1.58ms, fps=2338 images/s, loss=0.2644, top1-acc=90.83%, top5-acc=99.75%, remaining_time=0:00:07.382628, arrival_time=2021-04-10 01:45:33.112059, cost_time=0:00:14.541594 2021-04-10 01:45:26,825 INFO : TRAIN, epoch=0061, iter=00140/00196, fetch data time cost=2.03ms, fps=2337 images/s, loss=0.2646, top1-acc=90.80%, top5-acc=99.75%, remaining_time=0:00:06.255032, arrival_time=2021-04-10 01:45:33.080402, cost_time=0:00:15.637562 2021-04-10 01:45:27,931 INFO : TRAIN, epoch=0061, iter=00150/00196, fetch data time cost=2.28ms, fps=2317 images/s, loss=0.2651, top1-acc=90.82%, top5-acc=99.74%, remaining_time=0:00:05.134566, arrival_time=2021-04-10 01:45:33.065642, cost_time=0:00:16.743168 2021-04-10 01:45:29,029 INFO : TRAIN, epoch=0061, iter=00160/00196, fetch data time cost=1.96ms, fps=2332 images/s, loss=0.2631, top1-acc=90.88%, top5-acc=99.75%, remaining_time=0:00:04.014468, arrival_time=2021-04-10 01:45:33.044259, cost_time=0:00:17.842041 2021-04-10 01:45:30,121 INFO : TRAIN, epoch=0061, iter=00170/00196, fetch data time cost=1.50ms, fps=2347 images/s, loss=0.2642, top1-acc=90.80%, top5-acc=99.75%, remaining_time=0:00:02.895672, arrival_time=2021-04-10 01:45:33.016657, cost_time=0:00:18.933212 2021-04-10 01:45:31,215 INFO : TRAIN, epoch=0061, iter=00180/00196, fetch data time cost=2.01ms, fps=2340 images/s, loss=0.2628, top1-acc=90.86%, top5-acc=99.75%, remaining_time=0:00:01.780272, arrival_time=2021-04-10 01:45:32.996089, cost_time=0:00:20.027980 2021-04-10 01:45:32,310 INFO : TRAIN, epoch=0061, iter=00190/00196, fetch data time cost=1.77ms, fps=2339 images/s, loss=0.2648, top1-acc=90.79%, top5-acc=99.75%, remaining_time=0:00:00.667044, arrival_time=2021-04-10 01:45:32.977826, cost_time=0:00:21.123048 2021-04-10 01:45:32,892 INFO : TRAIN, epoch=0061, iter=00196/00196, fetch data time cost=0.08ms, fps=2339 images/s, loss=0.2643, top1-acc=90.79%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-10 01:45:32.892579, cost_time=0:00:21.704841 2021-04-10 01:45:33,265 INFO : EVAL, epoch=0061, iter=00010/00040, fetch data time cost=0.43ms, fps=6884 images/s, loss=0.7189, top1-acc=78.48%, top5-acc=98.67%, remaining_time=0:00:01.115610, arrival_time=2021-04-10 01:45:34.381260, cost_time=0:00:00.371871 2021-04-10 01:45:33,516 INFO : EVAL, epoch=0061, iter=00020/00040, fetch data time cost=4.29ms, fps=10239 images/s, loss=0.7146, top1-acc=78.71%, top5-acc=98.65%, remaining_time=0:00:00.622280, arrival_time=2021-04-10 01:45:34.138345, cost_time=0:00:00.622287 2021-04-10 01:45:33,772 INFO : EVAL, epoch=0061, iter=00030/00040, fetch data time cost=0.33ms, fps=10009 images/s, loss=0.7252, top1-acc=78.28%, top5-acc=98.63%, remaining_time=0:00:00.292810, arrival_time=2021-04-10 01:45:34.065167, cost_time=0:00:00.878418 2021-04-10 01:45:33,998 INFO : EVAL, epoch=0061, iter=00040/00040, fetch data time cost=0.11ms, fps=10303 images/s, loss=0.7344, top1-acc=77.84%, top5-acc=98.62%, remaining_time=0:00:00, arrival_time=2021-04-10 01:45:33.998233, cost_time=0:00:01.104432 2021-04-10 01:45:34,040 INFO : Epoch=0061 complete, best val top1-acc=85.41%, top5-acc=99.38% (epoch=50), remaining_time=0:53:08.447191, arrival_time=2021-04-10 02:38:42.487386, cost_time=0:23:19.246580 2021-04-10 01:45:34,040 INFO : Train start, epoch=0062, lr=0.078750 2021-04-10 01:45:35,341 INFO : TRAIN, epoch=0062, iter=00010/00196, fetch data time cost=0.32ms, fps=1969 images/s, loss=0.2524, top1-acc=90.94%, top5-acc=99.92%, remaining_time=0:00:24.184464, arrival_time=2021-04-10 01:45:59.525850, cost_time=0:00:01.300244 2021-04-10 01:45:36,441 INFO : TRAIN, epoch=0062, iter=00020/00196, fetch data time cost=1.50ms, fps=2328 images/s, loss=0.2522, top1-acc=91.07%, top5-acc=99.79%, remaining_time=0:00:21.124576, arrival_time=2021-04-10 01:45:57.566323, cost_time=0:00:02.400516 2021-04-10 01:45:37,553 INFO : TRAIN, epoch=0062, iter=00030/00196, fetch data time cost=2.00ms, fps=2306 images/s, loss=0.2499, top1-acc=91.20%, top5-acc=99.78%, remaining_time=0:00:19.430632, arrival_time=2021-04-10 01:45:56.983592, cost_time=0:00:03.511551 2021-04-10 01:45:38,644 INFO : TRAIN, epoch=0062, iter=00040/00196, fetch data time cost=1.49ms, fps=2348 images/s, loss=0.2515, top1-acc=91.26%, top5-acc=99.76%, remaining_time=0:00:17.953260, arrival_time=2021-04-10 01:45:56.597811, cost_time=0:00:04.603409 2021-04-10 01:45:39,735 INFO : TRAIN, epoch=0062, iter=00050/00196, fetch data time cost=2.15ms, fps=2348 images/s, loss=0.2510, top1-acc=91.21%, top5-acc=99.78%, remaining_time=0:00:16.628086, arrival_time=2021-04-10 01:45:56.363729, cost_time=0:00:05.694561 2021-04-10 01:45:40,819 INFO : TRAIN, epoch=0062, iter=00060/00196, fetch data time cost=1.62ms, fps=2364 images/s, loss=0.2502, top1-acc=91.26%, top5-acc=99.78%, remaining_time=0:00:15.363648, arrival_time=2021-04-10 01:45:56.182775, cost_time=0:00:06.778054 2021-04-10 01:45:41,942 INFO : TRAIN, epoch=0062, iter=00070/00196, fetch data time cost=2.06ms, fps=2280 images/s, loss=0.2519, top1-acc=91.28%, top5-acc=99.77%, remaining_time=0:00:14.222376, arrival_time=2021-04-10 01:45:56.164897, cost_time=0:00:07.901350 2021-04-10 01:45:43,041 INFO : TRAIN, epoch=0062, iter=00080/00196, fetch data time cost=1.62ms, fps=2330 images/s, loss=0.2543, top1-acc=91.24%, top5-acc=99.79%, remaining_time=0:00:13.051044, arrival_time=2021-04-10 01:45:56.092896, cost_time=0:00:09.000687 2021-04-10 01:45:44,148 INFO : TRAIN, epoch=0062, iter=00090/00196, fetch data time cost=2.47ms, fps=2315 images/s, loss=0.2548, top1-acc=91.23%, top5-acc=99.79%, remaining_time=0:00:11.904118, arrival_time=2021-04-10 01:45:56.052506, cost_time=0:00:10.107259 2021-04-10 01:45:45,245 INFO : TRAIN, epoch=0062, iter=00100/00196, fetch data time cost=1.46ms, fps=2335 images/s, loss=0.2555, top1-acc=91.18%, top5-acc=99.78%, remaining_time=0:00:10.756128, arrival_time=2021-04-10 01:45:56.001533, cost_time=0:00:11.204321 2021-04-10 01:45:46,342 INFO : TRAIN, epoch=0062, iter=00110/00196, fetch data time cost=1.98ms, fps=2335 images/s, loss=0.2568, top1-acc=91.18%, top5-acc=99.77%, remaining_time=0:00:09.617294, arrival_time=2021-04-10 01:45:55.959546, cost_time=0:00:12.301138 2021-04-10 01:45:47,434 INFO : TRAIN, epoch=0062, iter=00120/00196, fetch data time cost=2.29ms, fps=2350 images/s, loss=0.2593, top1-acc=91.13%, top5-acc=99.76%, remaining_time=0:00:08.481144, arrival_time=2021-04-10 01:45:55.913582, cost_time=0:00:13.391314 2021-04-10 01:45:48,532 INFO : TRAIN, epoch=0062, iter=00130/00196, fetch data time cost=2.94ms, fps=2334 images/s, loss=0.2603, top1-acc=91.08%, top5-acc=99.75%, remaining_time=0:00:07.356888, arrival_time=2021-04-10 01:45:55.888977, cost_time=0:00:14.490856 2021-04-10 01:45:49,625 INFO : TRAIN, epoch=0062, iter=00140/00196, fetch data time cost=2.04ms, fps=2342 images/s, loss=0.2609, top1-acc=91.07%, top5-acc=99.75%, remaining_time=0:00:06.233864, arrival_time=2021-04-10 01:45:55.859695, cost_time=0:00:15.584701 2021-04-10 01:45:50,730 INFO : TRAIN, epoch=0062, iter=00150/00196, fetch data time cost=2.17ms, fps=2319 images/s, loss=0.2605, top1-acc=91.10%, top5-acc=99.76%, remaining_time=0:00:05.118052, arrival_time=2021-04-10 01:45:55.848391, cost_time=0:00:16.689238 2021-04-10 01:45:51,831 INFO : TRAIN, epoch=0062, iter=00160/00196, fetch data time cost=1.99ms, fps=2325 images/s, loss=0.2609, top1-acc=91.12%, top5-acc=99.75%, remaining_time=0:00:04.002912, arrival_time=2021-04-10 01:45:55.834706, cost_time=0:00:17.790642 2021-04-10 01:45:52,943 INFO : TRAIN, epoch=0062, iter=00170/00196, fetch data time cost=2.36ms, fps=2305 images/s, loss=0.2624, top1-acc=91.07%, top5-acc=99.75%, remaining_time=0:00:02.890888, arrival_time=2021-04-10 01:45:55.834006, cost_time=0:00:18.902037 2021-04-10 01:45:54,043 INFO : TRAIN, epoch=0062, iter=00180/00196, fetch data time cost=2.08ms, fps=2328 images/s, loss=0.2621, top1-acc=91.07%, top5-acc=99.75%, remaining_time=0:00:01.777984, arrival_time=2021-04-10 01:45:55.821418, cost_time=0:00:20.002361 2021-04-10 01:45:55,138 INFO : TRAIN, epoch=0062, iter=00190/00196, fetch data time cost=1.67ms, fps=2340 images/s, loss=0.2638, top1-acc=91.00%, top5-acc=99.75%, remaining_time=0:00:00.666222, arrival_time=2021-04-10 01:45:55.804346, cost_time=0:00:21.097054 2021-04-10 01:45:55,727 INFO : TRAIN, epoch=0062, iter=00196/00196, fetch data time cost=0.09ms, fps=2308 images/s, loss=0.2646, top1-acc=91.01%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-10 01:45:55.727807, cost_time=0:00:21.686732 2021-04-10 01:45:56,075 INFO : EVAL, epoch=0062, iter=00010/00040, fetch data time cost=2.14ms, fps=7393 images/s, loss=0.5306, top1-acc=83.32%, top5-acc=99.53%, remaining_time=0:00:01.038780, arrival_time=2021-04-10 01:45:57.114169, cost_time=0:00:00.346256 2021-04-10 01:45:56,321 INFO : EVAL, epoch=0062, iter=00020/00040, fetch data time cost=0.36ms, fps=10412 images/s, loss=0.5332, top1-acc=82.89%, top5-acc=99.30%, remaining_time=0:00:00.592480, arrival_time=2021-04-10 01:45:56.914137, cost_time=0:00:00.592471 2021-04-10 01:45:56,597 INFO : EVAL, epoch=0062, iter=00030/00040, fetch data time cost=0.49ms, fps=9287 images/s, loss=0.5656, top1-acc=82.37%, top5-acc=99.00%, remaining_time=0:00:00.289550, arrival_time=2021-04-10 01:45:56.887415, cost_time=0:00:00.868648 2021-04-10 01:45:56,817 INFO : EVAL, epoch=0062, iter=00040/00040, fetch data time cost=0.09ms, fps=10609 images/s, loss=0.5732, top1-acc=82.72%, top5-acc=98.99%, remaining_time=0:00:00, arrival_time=2021-04-10 01:45:56.817019, cost_time=0:00:01.087910 2021-04-10 01:45:56,857 INFO : Epoch=0062 complete, best val top1-acc=85.41%, top5-acc=99.38% (epoch=50), remaining_time=0:52:45.239346, arrival_time=2021-04-10 02:38:42.097040, cost_time=0:23:42.064054 2021-04-10 01:45:56,858 INFO : Train start, epoch=0063, lr=0.078104 2021-04-10 01:45:58,157 INFO : TRAIN, epoch=0063, iter=00010/00196, fetch data time cost=1.92ms, fps=1971 images/s, loss=0.2592, top1-acc=91.60%, top5-acc=99.92%, remaining_time=0:00:24.157308, arrival_time=2021-04-10 01:46:22.314692, cost_time=0:00:01.298777 2021-04-10 01:45:59,274 INFO : TRAIN, epoch=0063, iter=00020/00196, fetch data time cost=2.25ms, fps=2294 images/s, loss=0.2571, top1-acc=91.48%, top5-acc=99.82%, remaining_time=0:00:21.255344, arrival_time=2021-04-10 01:46:20.529451, cost_time=0:00:02.415386 2021-04-10 01:46:00,401 INFO : TRAIN, epoch=0063, iter=00030/00196, fetch data time cost=1.95ms, fps=2273 images/s, loss=0.2527, top1-acc=91.55%, top5-acc=99.78%, remaining_time=0:00:19.602442, arrival_time=2021-04-10 01:46:20.003673, cost_time=0:00:03.542611 2021-04-10 01:46:01,523 INFO : TRAIN, epoch=0063, iter=00040/00196, fetch data time cost=15.43ms, fps=2282 images/s, loss=0.2537, top1-acc=91.47%, top5-acc=99.79%, remaining_time=0:00:18.192876, arrival_time=2021-04-10 01:46:19.716454, cost_time=0:00:04.664852 2021-04-10 01:46:02,622 INFO : TRAIN, epoch=0063, iter=00050/00196, fetch data time cost=1.56ms, fps=2331 images/s, loss=0.2534, top1-acc=91.39%, top5-acc=99.81%, remaining_time=0:00:16.830734, arrival_time=2021-04-10 01:46:19.453459, cost_time=0:00:05.763956 2021-04-10 01:46:03,714 INFO : TRAIN, epoch=0063, iter=00060/00196, fetch data time cost=2.08ms, fps=2346 images/s, loss=0.2529, top1-acc=91.42%, top5-acc=99.81%, remaining_time=0:00:15.540992, arrival_time=2021-04-10 01:46:19.255903, cost_time=0:00:06.856343 2021-04-10 01:46:04,812 INFO : TRAIN, epoch=0063, iter=00070/00196, fetch data time cost=2.39ms, fps=2335 images/s, loss=0.2499, top1-acc=91.49%, top5-acc=99.82%, remaining_time=0:00:14.315868, arrival_time=2021-04-10 01:46:19.127803, cost_time=0:00:07.953266 2021-04-10 01:46:05,911 INFO : TRAIN, epoch=0063, iter=00080/00196, fetch data time cost=2.88ms, fps=2331 images/s, loss=0.2488, top1-acc=91.54%, top5-acc=99.82%, remaining_time=0:00:13.125748, arrival_time=2021-04-10 01:46:19.036677, cost_time=0:00:09.052205 2021-04-10 01:46:07,005 INFO : TRAIN, epoch=0063, iter=00090/00196, fetch data time cost=2.24ms, fps=2340 images/s, loss=0.2498, top1-acc=91.52%, top5-acc=99.82%, remaining_time=0:00:11.951288, arrival_time=2021-04-10 01:46:18.957188, cost_time=0:00:10.147311 2021-04-10 01:46:08,101 INFO : TRAIN, epoch=0063, iter=00100/00196, fetch data time cost=1.86ms, fps=2339 images/s, loss=0.2511, top1-acc=91.38%, top5-acc=99.83%, remaining_time=0:00:10.792704, arrival_time=2021-04-10 01:46:18.893728, cost_time=0:00:11.242415 2021-04-10 01:46:09,196 INFO : TRAIN, epoch=0063, iter=00110/00196, fetch data time cost=4.45ms, fps=2339 images/s, loss=0.2519, top1-acc=91.32%, top5-acc=99.82%, remaining_time=0:00:09.645674, arrival_time=2021-04-10 01:46:18.841846, cost_time=0:00:12.337438 2021-04-10 01:46:10,290 INFO : TRAIN, epoch=0063, iter=00120/00196, fetch data time cost=1.46ms, fps=2342 images/s, loss=0.2550, top1-acc=91.21%, top5-acc=99.81%, remaining_time=0:00:08.506604, arrival_time=2021-04-10 01:46:18.796725, cost_time=0:00:13.431525 2021-04-10 01:46:11,384 INFO : TRAIN, epoch=0063, iter=00130/00196, fetch data time cost=1.80ms, fps=2341 images/s, loss=0.2541, top1-acc=91.23%, top5-acc=99.81%, remaining_time=0:00:07.374642, arrival_time=2021-04-10 01:46:18.759173, cost_time=0:00:14.525774 2021-04-10 01:46:12,519 INFO : TRAIN, epoch=0063, iter=00140/00196, fetch data time cost=2.06ms, fps=2258 images/s, loss=0.2540, top1-acc=91.23%, top5-acc=99.82%, remaining_time=0:00:06.264272, arrival_time=2021-04-10 01:46:18.783670, cost_time=0:00:15.660693 2021-04-10 01:46:13,611 INFO : TRAIN, epoch=0063, iter=00150/00196, fetch data time cost=1.64ms, fps=2347 images/s, loss=0.2556, top1-acc=91.22%, top5-acc=99.81%, remaining_time=0:00:05.137510, arrival_time=2021-04-10 01:46:18.748823, cost_time=0:00:16.752690 2021-04-10 01:46:14,722 INFO : TRAIN, epoch=0063, iter=00160/00196, fetch data time cost=5.19ms, fps=2307 images/s, loss=0.2549, top1-acc=91.27%, top5-acc=99.81%, remaining_time=0:00:04.019292, arrival_time=2021-04-10 01:46:18.741409, cost_time=0:00:17.863508 2021-04-10 01:46:15,827 INFO : TRAIN, epoch=0063, iter=00170/00196, fetch data time cost=1.84ms, fps=2318 images/s, loss=0.2556, top1-acc=91.24%, top5-acc=99.81%, remaining_time=0:00:02.901054, arrival_time=2021-04-10 01:46:18.728240, cost_time=0:00:18.968490 2021-04-10 01:46:16,921 INFO : TRAIN, epoch=0063, iter=00180/00196, fetch data time cost=2.06ms, fps=2340 images/s, loss=0.2563, top1-acc=91.21%, top5-acc=99.80%, remaining_time=0:00:01.783392, arrival_time=2021-04-10 01:46:18.705151, cost_time=0:00:20.063181 2021-04-10 01:46:18,015 INFO : TRAIN, epoch=0063, iter=00190/00196, fetch data time cost=1.95ms, fps=2341 images/s, loss=0.2587, top1-acc=91.13%, top5-acc=99.80%, remaining_time=0:00:00.668124, arrival_time=2021-04-10 01:46:18.684021, cost_time=0:00:21.157247 2021-04-10 01:46:18,615 INFO : TRAIN, epoch=0063, iter=00196/00196, fetch data time cost=1.69ms, fps=2269 images/s, loss=0.2594, top1-acc=91.11%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-10 01:46:18.615827, cost_time=0:00:21.757260 2021-04-10 01:46:19,016 INFO : EVAL, epoch=0063, iter=00010/00040, fetch data time cost=0.44ms, fps=6411 images/s, loss=0.6037, top1-acc=81.68%, top5-acc=98.79%, remaining_time=0:00:01.197870, arrival_time=2021-04-10 01:46:20.214404, cost_time=0:00:00.399294 2021-04-10 01:46:19,264 INFO : EVAL, epoch=0063, iter=00020/00040, fetch data time cost=2.42ms, fps=10360 images/s, loss=0.6429, top1-acc=80.90%, top5-acc=98.63%, remaining_time=0:00:00.646960, arrival_time=2021-04-10 01:46:19.911125, cost_time=0:00:00.646957 2021-04-10 01:46:19,509 INFO : EVAL, epoch=0063, iter=00030/00040, fetch data time cost=0.41ms, fps=10450 images/s, loss=0.6409, top1-acc=80.76%, top5-acc=98.63%, remaining_time=0:00:00.297460, arrival_time=2021-04-10 01:46:19.807084, cost_time=0:00:00.892391 2021-04-10 01:46:19,742 INFO : EVAL, epoch=0063, iter=00040/00040, fetch data time cost=0.11ms, fps=10003 images/s, loss=0.6395, top1-acc=80.55%, top5-acc=98.70%, remaining_time=0:00:00, arrival_time=2021-04-10 01:46:19.742056, cost_time=0:00:01.124853 2021-04-10 01:46:19,811 INFO : Epoch=0063 complete, best val top1-acc=85.41%, top5-acc=99.38% (epoch=50), remaining_time=0:52:22.339819, arrival_time=2021-04-10 02:38:42.151065, cost_time=0:24:05.017589 2021-04-10 01:46:19,812 INFO : Train start, epoch=0064, lr=0.077451 2021-04-10 01:46:21,097 INFO : TRAIN, epoch=0064, iter=00010/00196, fetch data time cost=1.91ms, fps=1993 images/s, loss=0.2685, top1-acc=90.39%, top5-acc=99.80%, remaining_time=0:00:23.893374, arrival_time=2021-04-10 01:46:44.990749, cost_time=0:00:01.284590 2021-04-10 01:46:22,187 INFO : TRAIN, epoch=0064, iter=00020/00196, fetch data time cost=1.74ms, fps=2350 images/s, loss=0.2585, top1-acc=91.09%, top5-acc=99.79%, remaining_time=0:00:20.900704, arrival_time=2021-04-10 01:46:43.088392, cost_time=0:00:02.375075 2021-04-10 01:46:23,298 INFO : TRAIN, epoch=0064, iter=00030/00196, fetch data time cost=2.24ms, fps=2306 images/s, loss=0.2506, top1-acc=91.28%, top5-acc=99.78%, remaining_time=0:00:19.287540, arrival_time=2021-04-10 01:46:42.586008, cost_time=0:00:03.485696 2021-04-10 01:46:24,391 INFO : TRAIN, epoch=0064, iter=00040/00196, fetch data time cost=1.59ms, fps=2343 images/s, loss=0.2473, top1-acc=91.46%, top5-acc=99.79%, remaining_time=0:00:17.858568, arrival_time=2021-04-10 01:46:42.250365, cost_time=0:00:04.579135 2021-04-10 01:46:25,488 INFO : TRAIN, epoch=0064, iter=00050/00196, fetch data time cost=1.49ms, fps=2337 images/s, loss=0.2530, top1-acc=91.27%, top5-acc=99.80%, remaining_time=0:00:16.572168, arrival_time=2021-04-10 01:46:42.060263, cost_time=0:00:05.675394 2021-04-10 01:46:26,574 INFO : TRAIN, epoch=0064, iter=00060/00196, fetch data time cost=1.48ms, fps=2359 images/s, loss=0.2554, top1-acc=91.11%, top5-acc=99.82%, remaining_time=0:00:15.325704, arrival_time=2021-04-10 01:46:41.899706, cost_time=0:00:06.761320 2021-04-10 01:46:27,681 INFO : TRAIN, epoch=0064, iter=00070/00196, fetch data time cost=2.63ms, fps=2312 images/s, loss=0.2558, top1-acc=91.15%, top5-acc=99.82%, remaining_time=0:00:14.164416, arrival_time=2021-04-10 01:46:41.846182, cost_time=0:00:07.869115 2021-04-10 01:46:28,782 INFO : TRAIN, epoch=0064, iter=00080/00196, fetch data time cost=2.42ms, fps=2329 images/s, loss=0.2578, top1-acc=91.09%, top5-acc=99.80%, remaining_time=0:00:13.005340, arrival_time=2021-04-10 01:46:41.787305, cost_time=0:00:08.969176 2021-04-10 01:46:29,881 INFO : TRAIN, epoch=0064, iter=00090/00196, fetch data time cost=1.81ms, fps=2331 images/s, loss=0.2575, top1-acc=91.03%, top5-acc=99.81%, remaining_time=0:00:11.858538, arrival_time=2021-04-10 01:46:41.740004, cost_time=0:00:10.068544 2021-04-10 01:46:30,987 INFO : TRAIN, epoch=0064, iter=00100/00196, fetch data time cost=1.61ms, fps=2316 images/s, loss=0.2584, top1-acc=90.98%, top5-acc=99.81%, remaining_time=0:00:10.728000, arrival_time=2021-04-10 01:46:41.715652, cost_time=0:00:11.175003 2021-04-10 01:46:32,092 INFO : TRAIN, epoch=0064, iter=00110/00196, fetch data time cost=2.26ms, fps=2318 images/s, loss=0.2607, top1-acc=90.93%, top5-acc=99.81%, remaining_time=0:00:09.600610, arrival_time=2021-04-10 01:46:41.693276, cost_time=0:00:12.279866 2021-04-10 01:46:33,197 INFO : TRAIN, epoch=0064, iter=00120/00196, fetch data time cost=1.96ms, fps=2319 images/s, loss=0.2612, top1-acc=90.89%, top5-acc=99.80%, remaining_time=0:00:08.477116, arrival_time=2021-04-10 01:46:41.674934, cost_time=0:00:13.384918 2021-04-10 01:46:34,291 INFO : TRAIN, epoch=0064, iter=00130/00196, fetch data time cost=1.78ms, fps=2343 images/s, loss=0.2617, top1-acc=90.91%, top5-acc=99.79%, remaining_time=0:00:07.350750, arrival_time=2021-04-10 01:46:41.642139, cost_time=0:00:14.478708 2021-04-10 01:46:35,384 INFO : TRAIN, epoch=0064, iter=00140/00196, fetch data time cost=1.49ms, fps=2343 images/s, loss=0.2610, top1-acc=90.96%, top5-acc=99.80%, remaining_time=0:00:06.228824, arrival_time=2021-04-10 01:46:41.613577, cost_time=0:00:15.572104 2021-04-10 01:46:36,479 INFO : TRAIN, epoch=0064, iter=00150/00196, fetch data time cost=2.01ms, fps=2339 images/s, loss=0.2601, top1-acc=90.99%, top5-acc=99.79%, remaining_time=0:00:05.111290, arrival_time=2021-04-10 01:46:41.591180, cost_time=0:00:16.667217 2021-04-10 01:46:37,581 INFO : TRAIN, epoch=0064, iter=00160/00196, fetch data time cost=1.97ms, fps=2325 images/s, loss=0.2594, top1-acc=91.00%, top5-acc=99.80%, remaining_time=0:00:03.997980, arrival_time=2021-04-10 01:46:41.579388, cost_time=0:00:17.768789 2021-04-10 01:46:38,676 INFO : TRAIN, epoch=0064, iter=00170/00196, fetch data time cost=1.54ms, fps=2339 images/s, loss=0.2597, top1-acc=91.00%, top5-acc=99.80%, remaining_time=0:00:02.885012, arrival_time=2021-04-10 01:46:41.561415, cost_time=0:00:18.863617 2021-04-10 01:46:39,774 INFO : TRAIN, epoch=0064, iter=00180/00196, fetch data time cost=1.49ms, fps=2334 images/s, loss=0.2595, top1-acc=91.02%, top5-acc=99.80%, remaining_time=0:00:01.774368, arrival_time=2021-04-10 01:46:41.548588, cost_time=0:00:19.961599 2021-04-10 01:46:40,868 INFO : TRAIN, epoch=0064, iter=00190/00196, fetch data time cost=1.47ms, fps=2341 images/s, loss=0.2620, top1-acc=90.95%, top5-acc=99.80%, remaining_time=0:00:00.664914, arrival_time=2021-04-10 01:46:41.533241, cost_time=0:00:21.055642 2021-04-10 01:46:41,458 INFO : TRAIN, epoch=0064, iter=00196/00196, fetch data time cost=0.09ms, fps=2309 images/s, loss=0.2620, top1-acc=90.97%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-10 01:46:41.458000, cost_time=0:00:21.645397 2021-04-10 01:46:41,829 INFO : EVAL, epoch=0064, iter=00010/00040, fetch data time cost=0.49ms, fps=6919 images/s, loss=0.4433, top1-acc=85.86%, top5-acc=99.53%, remaining_time=0:00:01.109970, arrival_time=2021-04-10 01:46:42.939332, cost_time=0:00:00.369989 2021-04-10 01:46:42,071 INFO : EVAL, epoch=0064, iter=00020/00040, fetch data time cost=0.43ms, fps=10602 images/s, loss=0.4255, top1-acc=86.56%, top5-acc=99.55%, remaining_time=0:00:00.611980, arrival_time=2021-04-10 01:46:42.683336, cost_time=0:00:00.611989 2021-04-10 01:46:42,325 INFO : EVAL, epoch=0064, iter=00030/00040, fetch data time cost=4.67ms, fps=10087 images/s, loss=0.4181, top1-acc=86.43%, top5-acc=99.56%, remaining_time=0:00:00.288770, arrival_time=2021-04-10 01:46:42.614564, cost_time=0:00:00.866311 2021-04-10 01:46:42,559 INFO : EVAL, epoch=0064, iter=00040/00040, fetch data time cost=0.12ms, fps=9952 images/s, loss=0.4192, top1-acc=86.35%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-10 01:46:42.559742, cost_time=0:00:01.100430 2021-04-10 01:46:42,640 INFO : Epoch=0064 complete, best val top1-acc=86.35%, top5-acc=99.55% (epoch=64), remaining_time=0:51:59.174144, arrival_time=2021-04-10 02:38:41.814429, cost_time=0:24:27.846654 2021-04-10 01:46:42,641 INFO : Train start, epoch=0065, lr=0.076791 2021-04-10 01:46:44,059 INFO : TRAIN, epoch=0065, iter=00010/00196, fetch data time cost=0.44ms, fps=1805 images/s, loss=0.2574, top1-acc=91.02%, top5-acc=99.69%, remaining_time=0:00:26.381310, arrival_time=2021-04-10 01:47:10.440898, cost_time=0:00:01.418346 2021-04-10 01:46:45,200 INFO : TRAIN, epoch=0065, iter=00020/00196, fetch data time cost=2.46ms, fps=2245 images/s, loss=0.2408, top1-acc=91.56%, top5-acc=99.79%, remaining_time=0:00:22.521488, arrival_time=2021-04-10 01:47:07.722084, cost_time=0:00:02.559251 2021-04-10 01:46:46,313 INFO : TRAIN, epoch=0065, iter=00030/00196, fetch data time cost=2.42ms, fps=2302 images/s, loss=0.2432, top1-acc=91.39%, top5-acc=99.83%, remaining_time=0:00:20.319562, arrival_time=2021-04-10 01:47:06.632971, cost_time=0:00:03.672215 2021-04-10 01:46:47,412 INFO : TRAIN, epoch=0065, iter=00040/00196, fetch data time cost=1.78ms, fps=2332 images/s, loss=0.2403, top1-acc=91.48%, top5-acc=99.85%, remaining_time=0:00:18.605340, arrival_time=2021-04-10 01:47:06.017303, cost_time=0:00:04.770608 2021-04-10 01:46:48,514 INFO : TRAIN, epoch=0065, iter=00050/00196, fetch data time cost=2.03ms, fps=2324 images/s, loss=0.2431, top1-acc=91.50%, top5-acc=99.86%, remaining_time=0:00:17.149160, arrival_time=2021-04-10 01:47:05.663377, cost_time=0:00:05.872981 2021-04-10 01:46:49,615 INFO : TRAIN, epoch=0065, iter=00060/00196, fetch data time cost=2.03ms, fps=2326 images/s, loss=0.2469, top1-acc=91.40%, top5-acc=99.82%, remaining_time=0:00:15.807960, arrival_time=2021-04-10 01:47:05.423295, cost_time=0:00:06.974098 2021-04-10 01:46:50,712 INFO : TRAIN, epoch=0065, iter=00070/00196, fetch data time cost=1.87ms, fps=2335 images/s, loss=0.2495, top1-acc=91.30%, top5-acc=99.83%, remaining_time=0:00:14.527800, arrival_time=2021-04-10 01:47:05.240151, cost_time=0:00:08.071012 2021-04-10 01:46:51,808 INFO : TRAIN, epoch=0065, iter=00080/00196, fetch data time cost=2.27ms, fps=2337 images/s, loss=0.2489, top1-acc=91.40%, top5-acc=99.83%, remaining_time=0:00:13.292440, arrival_time=2021-04-10 01:47:05.100836, cost_time=0:00:09.167191 2021-04-10 01:46:52,902 INFO : TRAIN, epoch=0065, iter=00090/00196, fetch data time cost=1.61ms, fps=2340 images/s, loss=0.2495, top1-acc=91.41%, top5-acc=99.83%, remaining_time=0:00:12.085908, arrival_time=2021-04-10 01:47:04.988763, cost_time=0:00:10.261665 2021-04-10 01:46:53,996 INFO : TRAIN, epoch=0065, iter=00100/00196, fetch data time cost=2.29ms, fps=2341 images/s, loss=0.2510, top1-acc=91.35%, top5-acc=99.82%, remaining_time=0:00:10.901376, arrival_time=2021-04-10 01:47:04.898210, cost_time=0:00:11.355623 2021-04-10 01:46:55,094 INFO : TRAIN, epoch=0065, iter=00110/00196, fetch data time cost=2.04ms, fps=2332 images/s, loss=0.2522, top1-acc=91.32%, top5-acc=99.82%, remaining_time=0:00:09.736490, arrival_time=2021-04-10 01:47:04.831339, cost_time=0:00:12.453683 2021-04-10 01:46:56,188 INFO : TRAIN, epoch=0065, iter=00120/00196, fetch data time cost=2.82ms, fps=2343 images/s, loss=0.2520, top1-acc=91.35%, top5-acc=99.81%, remaining_time=0:00:08.579716, arrival_time=2021-04-10 01:47:04.767840, cost_time=0:00:13.546942 2021-04-10 01:46:57,279 INFO : TRAIN, epoch=0065, iter=00130/00196, fetch data time cost=2.05ms, fps=2346 images/s, loss=0.2537, top1-acc=91.30%, top5-acc=99.81%, remaining_time=0:00:07.431798, arrival_time=2021-04-10 01:47:04.711593, cost_time=0:00:14.638452 2021-04-10 01:46:58,371 INFO : TRAIN, epoch=0065, iter=00140/00196, fetch data time cost=2.35ms, fps=2346 images/s, loss=0.2552, top1-acc=91.24%, top5-acc=99.81%, remaining_time=0:00:06.292272, arrival_time=2021-04-10 01:47:04.664096, cost_time=0:00:15.730623 2021-04-10 01:46:59,470 INFO : TRAIN, epoch=0065, iter=00150/00196, fetch data time cost=1.58ms, fps=2331 images/s, loss=0.2550, top1-acc=91.24%, top5-acc=99.82%, remaining_time=0:00:05.161062, arrival_time=2021-04-10 01:47:04.631928, cost_time=0:00:16.829493 2021-04-10 01:47:00,578 INFO : TRAIN, epoch=0065, iter=00160/00196, fetch data time cost=2.23ms, fps=2313 images/s, loss=0.2568, top1-acc=91.19%, top5-acc=99.83%, remaining_time=0:00:04.035852, arrival_time=2021-04-10 01:47:04.614218, cost_time=0:00:17.937173 2021-04-10 01:47:01,679 INFO : TRAIN, epoch=0065, iter=00170/00196, fetch data time cost=2.22ms, fps=2326 images/s, loss=0.2570, top1-acc=91.18%, top5-acc=99.82%, remaining_time=0:00:02.911766, arrival_time=2021-04-10 01:47:04.591495, cost_time=0:00:19.038501 2021-04-10 01:47:02,779 INFO : TRAIN, epoch=0065, iter=00180/00196, fetch data time cost=2.16ms, fps=2329 images/s, loss=0.2582, top1-acc=91.16%, top5-acc=99.81%, remaining_time=0:00:01.790096, arrival_time=2021-04-10 01:47:04.569772, cost_time=0:00:20.138502 2021-04-10 01:47:03,870 INFO : TRAIN, epoch=0065, iter=00190/00196, fetch data time cost=1.39ms, fps=2349 images/s, loss=0.2604, top1-acc=91.07%, top5-acc=99.81%, remaining_time=0:00:00.670380, arrival_time=2021-04-10 01:47:04.540464, cost_time=0:00:21.228743 2021-04-10 01:47:04,464 INFO : TRAIN, epoch=0065, iter=00196/00196, fetch data time cost=1.94ms, fps=2292 images/s, loss=0.2610, top1-acc=91.06%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-10 01:47:04.464188, cost_time=0:00:21.822947 2021-04-10 01:47:04,818 INFO : EVAL, epoch=0065, iter=00010/00040, fetch data time cost=2.47ms, fps=7264 images/s, loss=0.5449, top1-acc=83.24%, top5-acc=98.95%, remaining_time=0:00:01.057200, arrival_time=2021-04-10 01:47:05.875782, cost_time=0:00:00.352396 2021-04-10 01:47:05,087 INFO : EVAL, epoch=0065, iter=00020/00040, fetch data time cost=0.41ms, fps=9528 images/s, loss=0.5468, top1-acc=83.11%, top5-acc=98.67%, remaining_time=0:00:00.621620, arrival_time=2021-04-10 01:47:05.709396, cost_time=0:00:00.621611 2021-04-10 01:47:05,391 INFO : EVAL, epoch=0065, iter=00030/00040, fetch data time cost=31.37ms, fps=8434 images/s, loss=0.5611, top1-acc=82.81%, top5-acc=98.66%, remaining_time=0:00:00.308550, arrival_time=2021-04-10 01:47:05.700349, cost_time=0:00:00.925647 2021-04-10 01:47:05,656 INFO : EVAL, epoch=0065, iter=00040/00040, fetch data time cost=0.11ms, fps=8771 images/s, loss=0.5468, top1-acc=83.10%, top5-acc=98.72%, remaining_time=0:00:00, arrival_time=2021-04-10 01:47:05.656752, cost_time=0:00:01.190604 2021-04-10 01:47:05,710 INFO : Epoch=0065 complete, best val top1-acc=86.35%, top5-acc=99.55% (epoch=64), remaining_time=0:51:36.520110, arrival_time=2021-04-10 02:38:42.230833, cost_time=0:24:50.917058 2021-04-10 01:47:05,712 INFO : Train start, epoch=0066, lr=0.076125 2021-04-10 01:47:07,055 INFO : TRAIN, epoch=0066, iter=00010/00196, fetch data time cost=0.68ms, fps=1906 images/s, loss=0.2736, top1-acc=90.59%, top5-acc=99.73%, remaining_time=0:00:24.985938, arrival_time=2021-04-10 01:47:32.041521, cost_time=0:00:01.343332 2021-04-10 01:47:08,154 INFO : TRAIN, epoch=0066, iter=00020/00196, fetch data time cost=1.67ms, fps=2332 images/s, loss=0.2645, top1-acc=90.88%, top5-acc=99.75%, remaining_time=0:00:21.487840, arrival_time=2021-04-10 01:47:29.641811, cost_time=0:00:02.441796 2021-04-10 01:47:09,261 INFO : TRAIN, epoch=0066, iter=00030/00196, fetch data time cost=2.05ms, fps=2314 images/s, loss=0.2570, top1-acc=91.22%, top5-acc=99.78%, remaining_time=0:00:19.636140, arrival_time=2021-04-10 01:47:28.897088, cost_time=0:00:03.548686 2021-04-10 01:47:10,362 INFO : TRAIN, epoch=0066, iter=00040/00196, fetch data time cost=2.39ms, fps=2326 images/s, loss=0.2552, top1-acc=91.30%, top5-acc=99.79%, remaining_time=0:00:18.134844, arrival_time=2021-04-10 01:47:28.496920, cost_time=0:00:04.649953 2021-04-10 01:47:11,452 INFO : TRAIN, epoch=0066, iter=00050/00196, fetch data time cost=1.90ms, fps=2349 images/s, loss=0.2565, top1-acc=91.28%, top5-acc=99.80%, remaining_time=0:00:16.761092, arrival_time=2021-04-10 01:47:28.213359, cost_time=0:00:05.740119 2021-04-10 01:47:12,540 INFO : TRAIN, epoch=0066, iter=00060/00196, fetch data time cost=2.15ms, fps=2355 images/s, loss=0.2556, top1-acc=91.32%, top5-acc=99.77%, remaining_time=0:00:15.476256, arrival_time=2021-04-10 01:47:28.016326, cost_time=0:00:06.827740 2021-04-10 01:47:13,693 INFO : TRAIN, epoch=0066, iter=00070/00196, fetch data time cost=1.65ms, fps=2222 images/s, loss=0.2525, top1-acc=91.45%, top5-acc=99.78%, remaining_time=0:00:14.366016, arrival_time=2021-04-10 01:47:28.059294, cost_time=0:00:07.981111 2021-04-10 01:47:14,790 INFO : TRAIN, epoch=0066, iter=00080/00196, fetch data time cost=1.68ms, fps=2336 images/s, loss=0.2495, top1-acc=91.52%, top5-acc=99.79%, remaining_time=0:00:13.162868, arrival_time=2021-04-10 01:47:27.952878, cost_time=0:00:09.077823 2021-04-10 01:47:15,884 INFO : TRAIN, epoch=0066, iter=00090/00196, fetch data time cost=2.79ms, fps=2340 images/s, loss=0.2514, top1-acc=91.47%, top5-acc=99.79%, remaining_time=0:00:11.980756, arrival_time=2021-04-10 01:47:27.865272, cost_time=0:00:10.172353 2021-04-10 01:47:16,986 INFO : TRAIN, epoch=0066, iter=00100/00196, fetch data time cost=1.58ms, fps=2324 images/s, loss=0.2538, top1-acc=91.35%, top5-acc=99.79%, remaining_time=0:00:10.823328, arrival_time=2021-04-10 01:47:27.809799, cost_time=0:00:11.274310 2021-04-10 01:47:18,080 INFO : TRAIN, epoch=0066, iter=00110/00196, fetch data time cost=2.06ms, fps=2342 images/s, loss=0.2542, top1-acc=91.30%, top5-acc=99.77%, remaining_time=0:00:09.669324, arrival_time=2021-04-10 01:47:27.749272, cost_time=0:00:12.367787 2021-04-10 01:47:19,173 INFO : TRAIN, epoch=0066, iter=00120/00196, fetch data time cost=2.18ms, fps=2342 images/s, loss=0.2556, top1-acc=91.18%, top5-acc=99.78%, remaining_time=0:00:08.525528, arrival_time=2021-04-10 01:47:27.699009, cost_time=0:00:13.461323 2021-04-10 01:47:20,268 INFO : TRAIN, epoch=0066, iter=00130/00196, fetch data time cost=1.67ms, fps=2340 images/s, loss=0.2530, top1-acc=91.26%, top5-acc=99.77%, remaining_time=0:00:07.390020, arrival_time=2021-04-10 01:47:27.658258, cost_time=0:00:14.556037 2021-04-10 01:47:21,356 INFO : TRAIN, epoch=0066, iter=00140/00196, fetch data time cost=1.51ms, fps=2354 images/s, loss=0.2542, top1-acc=91.24%, top5-acc=99.78%, remaining_time=0:00:06.257664, arrival_time=2021-04-10 01:47:27.613950, cost_time=0:00:15.644147 2021-04-10 01:47:22,459 INFO : TRAIN, epoch=0066, iter=00150/00196, fetch data time cost=2.30ms, fps=2323 images/s, loss=0.2549, top1-acc=91.22%, top5-acc=99.77%, remaining_time=0:00:05.135716, arrival_time=2021-04-10 01:47:27.595048, cost_time=0:00:16.746887 2021-04-10 01:47:23,560 INFO : TRAIN, epoch=0066, iter=00160/00196, fetch data time cost=2.05ms, fps=2328 images/s, loss=0.2536, top1-acc=91.29%, top5-acc=99.77%, remaining_time=0:00:04.015800, arrival_time=2021-04-10 01:47:27.575925, cost_time=0:00:17.847963 2021-04-10 01:47:24,671 INFO : TRAIN, epoch=0066, iter=00170/00196, fetch data time cost=1.75ms, fps=2305 images/s, loss=0.2551, top1-acc=91.23%, top5-acc=99.77%, remaining_time=0:00:02.899650, arrival_time=2021-04-10 01:47:27.570983, cost_time=0:00:18.959169 2021-04-10 01:47:25,772 INFO : TRAIN, epoch=0066, iter=00180/00196, fetch data time cost=2.54ms, fps=2327 images/s, loss=0.2549, top1-acc=91.22%, top5-acc=99.78%, remaining_time=0:00:01.783120, arrival_time=2021-04-10 01:47:27.555496, cost_time=0:00:20.060084 2021-04-10 01:47:26,869 INFO : TRAIN, epoch=0066, iter=00190/00196, fetch data time cost=1.28ms, fps=2335 images/s, loss=0.2556, top1-acc=91.21%, top5-acc=99.78%, remaining_time=0:00:00.668136, arrival_time=2021-04-10 01:47:27.537953, cost_time=0:00:21.157636 2021-04-10 01:47:27,461 INFO : TRAIN, epoch=0066, iter=00196/00196, fetch data time cost=1.80ms, fps=2301 images/s, loss=0.2563, top1-acc=91.20%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-10 01:47:27.461442, cost_time=0:00:21.749328 2021-04-10 01:47:27,863 INFO : EVAL, epoch=0066, iter=00010/00040, fetch data time cost=36.38ms, fps=6387 images/s, loss=0.5234, top1-acc=83.55%, top5-acc=99.49%, remaining_time=0:00:01.202310, arrival_time=2021-04-10 01:47:29.065997, cost_time=0:00:00.400769 2021-04-10 01:47:28,174 INFO : EVAL, epoch=0066, iter=00020/00040, fetch data time cost=0.32ms, fps=8242 images/s, loss=0.5553, top1-acc=82.70%, top5-acc=99.16%, remaining_time=0:00:00.711840, arrival_time=2021-04-10 01:47:28.886616, cost_time=0:00:00.711838 2021-04-10 01:47:28,479 INFO : EVAL, epoch=0066, iter=00030/00040, fetch data time cost=13.12ms, fps=8406 images/s, loss=0.5476, top1-acc=82.93%, top5-acc=99.19%, remaining_time=0:00:00.338970, arrival_time=2021-04-10 01:47:28.818820, cost_time=0:00:01.016899 2021-04-10 01:47:28,750 INFO : EVAL, epoch=0066, iter=00040/00040, fetch data time cost=0.12ms, fps=8597 images/s, loss=0.5499, top1-acc=83.14%, top5-acc=99.23%, remaining_time=0:00:00, arrival_time=2021-04-10 01:47:28.750226, cost_time=0:00:01.287347 2021-04-10 01:47:28,793 INFO : Epoch=0066 complete, best val top1-acc=86.35%, top5-acc=99.55% (epoch=64), remaining_time=0:51:13.879332, arrival_time=2021-04-10 02:38:42.673231, cost_time=0:25:14.000266 2021-04-10 01:47:28,794 INFO : Train start, epoch=0067, lr=0.075452 2021-04-10 01:47:30,161 INFO : TRAIN, epoch=0067, iter=00010/00196, fetch data time cost=0.54ms, fps=1874 images/s, loss=0.2512, top1-acc=91.33%, top5-acc=99.84%, remaining_time=0:00:25.414296, arrival_time=2021-04-10 01:47:55.575537, cost_time=0:00:01.366360 2021-04-10 01:47:31,257 INFO : TRAIN, epoch=0067, iter=00020/00196, fetch data time cost=2.02ms, fps=2338 images/s, loss=0.2499, top1-acc=91.41%, top5-acc=99.88%, remaining_time=0:00:21.665424, arrival_time=2021-04-10 01:47:52.922344, cost_time=0:00:02.461985 2021-04-10 01:47:32,378 INFO : TRAIN, epoch=0067, iter=00030/00196, fetch data time cost=1.56ms, fps=2284 images/s, loss=0.2554, top1-acc=91.32%, top5-acc=99.86%, remaining_time=0:00:19.828368, arrival_time=2021-04-10 01:47:52.206646, cost_time=0:00:03.583445 2021-04-10 01:47:33,471 INFO : TRAIN, epoch=0067, iter=00040/00196, fetch data time cost=1.82ms, fps=2343 images/s, loss=0.2530, top1-acc=91.38%, top5-acc=99.84%, remaining_time=0:00:18.239052, arrival_time=2021-04-10 01:47:51.710571, cost_time=0:00:04.676694 2021-04-10 01:47:34,569 INFO : TRAIN, epoch=0067, iter=00050/00196, fetch data time cost=1.90ms, fps=2333 images/s, loss=0.2494, top1-acc=91.46%, top5-acc=99.84%, remaining_time=0:00:16.862562, arrival_time=2021-04-10 01:47:51.432253, cost_time=0:00:05.774850 2021-04-10 01:47:35,676 INFO : TRAIN, epoch=0067, iter=00060/00196, fetch data time cost=1.80ms, fps=2315 images/s, loss=0.2475, top1-acc=91.54%, top5-acc=99.82%, remaining_time=0:00:15.597160, arrival_time=2021-04-10 01:47:51.273214, cost_time=0:00:06.881107 2021-04-10 01:47:36,773 INFO : TRAIN, epoch=0067, iter=00070/00196, fetch data time cost=2.21ms, fps=2335 images/s, loss=0.2498, top1-acc=91.46%, top5-acc=99.83%, remaining_time=0:00:14.361102, arrival_time=2021-04-10 01:47:51.134254, cost_time=0:00:07.978361 2021-04-10 01:47:37,864 INFO : TRAIN, epoch=0067, iter=00080/00196, fetch data time cost=1.52ms, fps=2347 images/s, loss=0.2533, top1-acc=91.34%, top5-acc=99.80%, remaining_time=0:00:13.150920, arrival_time=2021-04-10 01:47:51.015364, cost_time=0:00:09.069632 2021-04-10 01:47:38,959 INFO : TRAIN, epoch=0067, iter=00090/00196, fetch data time cost=1.93ms, fps=2340 images/s, loss=0.2525, top1-acc=91.38%, top5-acc=99.80%, remaining_time=0:00:11.971322, arrival_time=2021-04-10 01:47:50.930430, cost_time=0:00:10.164336 2021-04-10 01:47:40,055 INFO : TRAIN, epoch=0067, iter=00100/00196, fetch data time cost=2.07ms, fps=2337 images/s, loss=0.2522, top1-acc=91.36%, top5-acc=99.81%, remaining_time=0:00:10.809888, arrival_time=2021-04-10 01:47:50.865081, cost_time=0:00:11.260349 2021-04-10 01:47:41,150 INFO : TRAIN, epoch=0067, iter=00110/00196, fetch data time cost=2.64ms, fps=2342 images/s, loss=0.2546, top1-acc=91.25%, top5-acc=99.81%, remaining_time=0:00:09.658660, arrival_time=2021-04-10 01:47:50.807652, cost_time=0:00:12.354151 2021-04-10 01:47:42,237 INFO : TRAIN, epoch=0067, iter=00120/00196, fetch data time cost=1.57ms, fps=2358 images/s, loss=0.2574, top1-acc=91.15%, top5-acc=99.82%, remaining_time=0:00:08.513748, arrival_time=2021-04-10 01:47:50.751459, cost_time=0:00:13.442778 2021-04-10 01:47:43,333 INFO : TRAIN, epoch=0067, iter=00130/00196, fetch data time cost=2.22ms, fps=2338 images/s, loss=0.2590, top1-acc=91.09%, top5-acc=99.80%, remaining_time=0:00:07.381176, arrival_time=2021-04-10 01:47:50.714673, cost_time=0:00:14.538642 2021-04-10 01:47:44,480 INFO : TRAIN, epoch=0067, iter=00140/00196, fetch data time cost=1.47ms, fps=2233 images/s, loss=0.2571, top1-acc=91.15%, top5-acc=99.79%, remaining_time=0:00:06.274352, arrival_time=2021-04-10 01:47:50.755138, cost_time=0:00:15.685944 2021-04-10 01:47:45,576 INFO : TRAIN, epoch=0067, iter=00150/00196, fetch data time cost=1.64ms, fps=2338 images/s, loss=0.2562, top1-acc=91.17%, top5-acc=99.80%, remaining_time=0:00:05.146388, arrival_time=2021-04-10 01:47:50.722959, cost_time=0:00:16.781718 2021-04-10 01:47:46,693 INFO : TRAIN, epoch=0067, iter=00160/00196, fetch data time cost=2.27ms, fps=2293 images/s, loss=0.2560, top1-acc=91.16%, top5-acc=99.79%, remaining_time=0:00:04.027212, arrival_time=2021-04-10 01:47:50.720836, cost_time=0:00:17.898788 2021-04-10 01:47:47,788 INFO : TRAIN, epoch=0067, iter=00170/00196, fetch data time cost=1.55ms, fps=2341 images/s, loss=0.2539, top1-acc=91.24%, top5-acc=99.80%, remaining_time=0:00:02.904850, arrival_time=2021-04-10 01:47:50.692877, cost_time=0:00:18.993186 2021-04-10 01:47:48,895 INFO : TRAIN, epoch=0067, iter=00180/00196, fetch data time cost=1.93ms, fps=2314 images/s, loss=0.2527, top1-acc=91.29%, top5-acc=99.80%, remaining_time=0:00:01.786688, arrival_time=2021-04-10 01:47:50.681900, cost_time=0:00:20.100325 2021-04-10 01:47:49,988 INFO : TRAIN, epoch=0067, iter=00190/00196, fetch data time cost=1.37ms, fps=2344 images/s, loss=0.2544, top1-acc=91.23%, top5-acc=99.80%, remaining_time=0:00:00.669258, arrival_time=2021-04-10 01:47:50.657326, cost_time=0:00:21.193222 2021-04-10 01:47:50,589 INFO : TRAIN, epoch=0067, iter=00196/00196, fetch data time cost=1.63ms, fps=2265 images/s, loss=0.2552, top1-acc=91.21%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-10 01:47:50.589409, cost_time=0:00:21.794435 2021-04-10 01:47:50,949 INFO : EVAL, epoch=0067, iter=00010/00040, fetch data time cost=0.22ms, fps=7161 images/s, loss=0.7737, top1-acc=77.46%, top5-acc=99.14%, remaining_time=0:00:01.072380, arrival_time=2021-04-10 01:47:52.021454, cost_time=0:00:00.357456 2021-04-10 01:47:51,190 INFO : EVAL, epoch=0067, iter=00020/00040, fetch data time cost=0.34ms, fps=10619 images/s, loss=0.7685, top1-acc=77.62%, top5-acc=99.14%, remaining_time=0:00:00.599060, arrival_time=2021-04-10 01:47:51.789740, cost_time=0:00:00.599061 2021-04-10 01:47:51,435 INFO : EVAL, epoch=0067, iter=00030/00040, fetch data time cost=2.70ms, fps=10473 images/s, loss=0.7690, top1-acc=77.96%, top5-acc=99.10%, remaining_time=0:00:00.281350, arrival_time=2021-04-10 01:47:51.716988, cost_time=0:00:00.844061 2021-04-10 01:47:51,660 INFO : EVAL, epoch=0067, iter=00040/00040, fetch data time cost=0.06ms, fps=10359 images/s, loss=0.7645, top1-acc=78.28%, top5-acc=99.04%, remaining_time=0:00:00, arrival_time=2021-04-10 01:47:51.660124, cost_time=0:00:01.068485 2021-04-10 01:47:51,728 INFO : Epoch=0067 complete, best val top1-acc=86.35%, top5-acc=99.55% (epoch=64), remaining_time=0:50:50.930491, arrival_time=2021-04-10 02:38:42.659055, cost_time=0:25:36.934904 2021-04-10 01:47:51,729 INFO : Train start, epoch=0068, lr=0.074773 2021-04-10 01:47:53,052 INFO : TRAIN, epoch=0068, iter=00010/00196, fetch data time cost=2.17ms, fps=1936 images/s, loss=0.2738, top1-acc=90.55%, top5-acc=99.61%, remaining_time=0:00:24.594780, arrival_time=2021-04-10 01:48:17.647181, cost_time=0:00:01.322298 2021-04-10 01:47:54,159 INFO : TRAIN, epoch=0068, iter=00020/00196, fetch data time cost=2.27ms, fps=2316 images/s, loss=0.2615, top1-acc=91.07%, top5-acc=99.61%, remaining_time=0:00:21.373440, arrival_time=2021-04-10 01:48:15.532435, cost_time=0:00:02.428790 2021-04-10 01:47:55,279 INFO : TRAIN, epoch=0068, iter=00030/00196, fetch data time cost=2.17ms, fps=2287 images/s, loss=0.2525, top1-acc=91.32%, top5-acc=99.70%, remaining_time=0:00:19.640124, arrival_time=2021-04-10 01:48:14.919578, cost_time=0:00:03.549421 2021-04-10 01:47:56,405 INFO : TRAIN, epoch=0068, iter=00040/00196, fetch data time cost=1.49ms, fps=2275 images/s, loss=0.2483, top1-acc=91.42%, top5-acc=99.73%, remaining_time=0:00:18.235308, arrival_time=2021-04-10 01:48:14.641067, cost_time=0:00:04.675717 2021-04-10 01:47:57,499 INFO : TRAIN, epoch=0068, iter=00050/00196, fetch data time cost=1.82ms, fps=2342 images/s, loss=0.2506, top1-acc=91.20%, top5-acc=99.75%, remaining_time=0:00:16.846356, arrival_time=2021-04-10 01:48:14.345588, cost_time=0:00:05.769284 2021-04-10 01:47:58,592 INFO : TRAIN, epoch=0068, iter=00060/00196, fetch data time cost=1.67ms, fps=2343 images/s, loss=0.2456, top1-acc=91.37%, top5-acc=99.78%, remaining_time=0:00:15.554864, arrival_time=2021-04-10 01:48:14.147430, cost_time=0:00:06.862440 2021-04-10 01:47:59,691 INFO : TRAIN, epoch=0068, iter=00070/00196, fetch data time cost=1.45ms, fps=2333 images/s, loss=0.2446, top1-acc=91.38%, top5-acc=99.78%, remaining_time=0:00:14.329854, arrival_time=2021-04-10 01:48:14.020830, cost_time=0:00:07.961016 2021-04-10 01:48:00,788 INFO : TRAIN, epoch=0068, iter=00080/00196, fetch data time cost=1.93ms, fps=2333 images/s, loss=0.2441, top1-acc=91.29%, top5-acc=99.80%, remaining_time=0:00:13.135028, arrival_time=2021-04-10 01:48:13.923616, cost_time=0:00:09.058614 2021-04-10 01:48:01,882 INFO : TRAIN, epoch=0068, iter=00090/00196, fetch data time cost=1.77ms, fps=2342 images/s, loss=0.2445, top1-acc=91.32%, top5-acc=99.80%, remaining_time=0:00:11.957012, arrival_time=2021-04-10 01:48:13.839205, cost_time=0:00:10.152208 2021-04-10 01:48:02,987 INFO : TRAIN, epoch=0068, iter=00100/00196, fetch data time cost=1.53ms, fps=2318 images/s, loss=0.2435, top1-acc=91.36%, top5-acc=99.80%, remaining_time=0:00:10.806816, arrival_time=2021-04-10 01:48:13.793791, cost_time=0:00:11.257055 2021-04-10 01:48:04,081 INFO : TRAIN, epoch=0068, iter=00110/00196, fetch data time cost=2.14ms, fps=2341 images/s, loss=0.2435, top1-acc=91.38%, top5-acc=99.80%, remaining_time=0:00:09.656338, arrival_time=2021-04-10 01:48:13.737447, cost_time=0:00:12.351128 2021-04-10 01:48:05,185 INFO : TRAIN, epoch=0068, iter=00120/00196, fetch data time cost=2.01ms, fps=2319 images/s, loss=0.2449, top1-acc=91.37%, top5-acc=99.79%, remaining_time=0:00:08.521956, arrival_time=2021-04-10 01:48:13.707660, cost_time=0:00:13.455662 2021-04-10 01:48:06,282 INFO : TRAIN, epoch=0068, iter=00130/00196, fetch data time cost=2.30ms, fps=2335 images/s, loss=0.2480, top1-acc=91.25%, top5-acc=99.80%, remaining_time=0:00:07.388238, arrival_time=2021-04-10 01:48:13.670861, cost_time=0:00:14.552618 2021-04-10 01:48:07,380 INFO : TRAIN, epoch=0068, iter=00140/00196, fetch data time cost=2.87ms, fps=2334 images/s, loss=0.2482, top1-acc=91.29%, top5-acc=99.79%, remaining_time=0:00:06.260072, arrival_time=2021-04-10 01:48:13.640371, cost_time=0:00:15.650229 2021-04-10 01:48:08,469 INFO : TRAIN, epoch=0068, iter=00150/00196, fetch data time cost=2.33ms, fps=2352 images/s, loss=0.2480, top1-acc=91.31%, top5-acc=99.78%, remaining_time=0:00:05.133462, arrival_time=2021-04-10 01:48:13.602986, cost_time=0:00:16.739561 2021-04-10 01:48:09,567 INFO : TRAIN, epoch=0068, iter=00160/00196, fetch data time cost=2.28ms, fps=2332 images/s, loss=0.2488, top1-acc=91.30%, top5-acc=99.79%, remaining_time=0:00:04.013496, arrival_time=2021-04-10 01:48:13.581200, cost_time=0:00:17.837751 2021-04-10 01:48:10,675 INFO : TRAIN, epoch=0068, iter=00170/00196, fetch data time cost=1.82ms, fps=2312 images/s, loss=0.2509, top1-acc=91.20%, top5-acc=99.79%, remaining_time=0:00:02.897518, arrival_time=2021-04-10 01:48:13.572828, cost_time=0:00:18.945282 2021-04-10 01:48:11,770 INFO : TRAIN, epoch=0068, iter=00180/00196, fetch data time cost=1.61ms, fps=2339 images/s, loss=0.2512, top1-acc=91.22%, top5-acc=99.80%, remaining_time=0:00:01.781392, arrival_time=2021-04-10 01:48:13.552006, cost_time=0:00:20.040676 2021-04-10 01:48:12,859 INFO : TRAIN, epoch=0068, iter=00190/00196, fetch data time cost=1.78ms, fps=2352 images/s, loss=0.2519, top1-acc=91.21%, top5-acc=99.79%, remaining_time=0:00:00.667248, arrival_time=2021-04-10 01:48:13.526838, cost_time=0:00:21.129458 2021-04-10 01:48:13,463 INFO : TRAIN, epoch=0068, iter=00196/00196, fetch data time cost=1.93ms, fps=2255 images/s, loss=0.2519, top1-acc=91.22%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-10 01:48:13.463722, cost_time=0:00:21.733744 2021-04-10 01:48:13,888 INFO : EVAL, epoch=0068, iter=00010/00040, fetch data time cost=0.30ms, fps=6061 images/s, loss=0.5185, top1-acc=84.02%, top5-acc=98.98%, remaining_time=0:00:01.267020, arrival_time=2021-04-10 01:48:15.155101, cost_time=0:00:00.422337 2021-04-10 01:48:14,221 INFO : EVAL, epoch=0068, iter=00020/00040, fetch data time cost=33.06ms, fps=7699 images/s, loss=0.5567, top1-acc=83.48%, top5-acc=98.95%, remaining_time=0:00:00.756140, arrival_time=2021-04-10 01:48:14.978029, cost_time=0:00:00.756144 2021-04-10 01:48:14,493 INFO : EVAL, epoch=0068, iter=00030/00040, fetch data time cost=0.31ms, fps=9466 images/s, loss=0.5492, top1-acc=83.49%, top5-acc=99.01%, remaining_time=0:00:00.342350, arrival_time=2021-04-10 01:48:14.835276, cost_time=0:00:01.027055 2021-04-10 01:48:14,768 INFO : EVAL, epoch=0068, iter=00040/00040, fetch data time cost=0.08ms, fps=8441 images/s, loss=0.5292, top1-acc=83.86%, top5-acc=99.06%, remaining_time=0:00:00, arrival_time=2021-04-10 01:48:14.768449, cost_time=0:00:01.302705 2021-04-10 01:48:14,816 INFO : Epoch=0068 complete, best val top1-acc=86.35%, top5-acc=99.55% (epoch=64), remaining_time=0:50:28.278792, arrival_time=2021-04-10 02:38:43.094819, cost_time=0:26:00.022396 2021-04-10 01:48:14,816 INFO : Train start, epoch=0069, lr=0.074088 2021-04-10 01:48:16,128 INFO : TRAIN, epoch=0069, iter=00010/00196, fetch data time cost=0.47ms, fps=1952 images/s, loss=0.2736, top1-acc=90.74%, top5-acc=99.88%, remaining_time=0:00:24.392226, arrival_time=2021-04-10 01:48:40.520736, cost_time=0:00:01.311410 2021-04-10 01:48:17,237 INFO : TRAIN, epoch=0069, iter=00020/00196, fetch data time cost=1.94ms, fps=2311 images/s, loss=0.2633, top1-acc=90.98%, top5-acc=99.88%, remaining_time=0:00:21.297760, arrival_time=2021-04-10 01:48:38.535005, cost_time=0:00:02.420204 2021-04-10 01:48:18,341 INFO : TRAIN, epoch=0069, iter=00030/00196, fetch data time cost=1.96ms, fps=2320 images/s, loss=0.2547, top1-acc=91.41%, top5-acc=99.83%, remaining_time=0:00:19.500850, arrival_time=2021-04-10 01:48:37.842235, cost_time=0:00:03.524249 2021-04-10 01:48:19,436 INFO : TRAIN, epoch=0069, iter=00040/00196, fetch data time cost=2.11ms, fps=2340 images/s, loss=0.2552, top1-acc=91.34%, top5-acc=99.82%, remaining_time=0:00:18.015192, arrival_time=2021-04-10 01:48:37.451473, cost_time=0:00:04.619272 2021-04-10 01:48:20,551 INFO : TRAIN, epoch=0069, iter=00050/00196, fetch data time cost=1.63ms, fps=2297 images/s, loss=0.2495, top1-acc=91.48%, top5-acc=99.82%, remaining_time=0:00:16.744886, arrival_time=2021-04-10 01:48:37.296502, cost_time=0:00:05.734555 2021-04-10 01:48:21,643 INFO : TRAIN, epoch=0069, iter=00060/00196, fetch data time cost=1.49ms, fps=2346 images/s, loss=0.2497, top1-acc=91.49%, top5-acc=99.83%, remaining_time=0:00:15.473400, arrival_time=2021-04-10 01:48:37.116966, cost_time=0:00:06.826526 2021-04-10 01:48:22,743 INFO : TRAIN, epoch=0069, iter=00070/00196, fetch data time cost=2.10ms, fps=2328 images/s, loss=0.2465, top1-acc=91.60%, top5-acc=99.83%, remaining_time=0:00:14.268366, arrival_time=2021-04-10 01:48:37.012194, cost_time=0:00:07.926849 2021-04-10 01:48:23,862 INFO : TRAIN, epoch=0069, iter=00080/00196, fetch data time cost=3.05ms, fps=2290 images/s, loss=0.2414, top1-acc=91.75%, top5-acc=99.83%, remaining_time=0:00:13.115424, arrival_time=2021-04-10 01:48:36.977694, cost_time=0:00:09.045149 2021-04-10 01:48:24,963 INFO : TRAIN, epoch=0069, iter=00090/00196, fetch data time cost=2.04ms, fps=2328 images/s, loss=0.2408, top1-acc=91.76%, top5-acc=99.84%, remaining_time=0:00:11.949274, arrival_time=2021-04-10 01:48:36.912146, cost_time=0:00:10.145593 2021-04-10 01:48:26,065 INFO : TRAIN, epoch=0069, iter=00100/00196, fetch data time cost=2.22ms, fps=2325 images/s, loss=0.2437, top1-acc=91.69%, top5-acc=99.83%, remaining_time=0:00:10.798176, arrival_time=2021-04-10 01:48:36.863342, cost_time=0:00:11.248148 2021-04-10 01:48:27,157 INFO : TRAIN, epoch=0069, iter=00110/00196, fetch data time cost=1.99ms, fps=2345 images/s, loss=0.2454, top1-acc=91.67%, top5-acc=99.82%, remaining_time=0:00:09.648082, arrival_time=2021-04-10 01:48:36.805690, cost_time=0:00:12.340603 2021-04-10 01:48:28,247 INFO : TRAIN, epoch=0069, iter=00120/00196, fetch data time cost=1.74ms, fps=2351 images/s, loss=0.2450, top1-acc=91.65%, top5-acc=99.82%, remaining_time=0:00:08.505692, arrival_time=2021-04-10 01:48:36.752845, cost_time=0:00:13.430037 2021-04-10 01:48:29,350 INFO : TRAIN, epoch=0069, iter=00130/00196, fetch data time cost=2.32ms, fps=2323 images/s, loss=0.2476, top1-acc=91.51%, top5-acc=99.82%, remaining_time=0:00:07.378272, arrival_time=2021-04-10 01:48:36.728230, cost_time=0:00:14.532935 2021-04-10 01:48:30,450 INFO : TRAIN, epoch=0069, iter=00140/00196, fetch data time cost=2.25ms, fps=2328 images/s, loss=0.2470, top1-acc=91.52%, top5-acc=99.82%, remaining_time=0:00:06.253296, arrival_time=2021-04-10 01:48:36.703594, cost_time=0:00:15.633291 2021-04-10 01:48:31,547 INFO : TRAIN, epoch=0069, iter=00150/00196, fetch data time cost=1.90ms, fps=2335 images/s, loss=0.2484, top1-acc=91.45%, top5-acc=99.83%, remaining_time=0:00:05.130610, arrival_time=2021-04-10 01:48:36.677898, cost_time=0:00:16.730239 2021-04-10 01:48:32,640 INFO : TRAIN, epoch=0069, iter=00160/00196, fetch data time cost=2.12ms, fps=2343 images/s, loss=0.2499, top1-acc=91.36%, top5-acc=99.82%, remaining_time=0:00:04.010256, arrival_time=2021-04-10 01:48:36.650685, cost_time=0:00:17.823435 2021-04-10 01:48:33,736 INFO : TRAIN, epoch=0069, iter=00170/00196, fetch data time cost=1.50ms, fps=2339 images/s, loss=0.2497, top1-acc=91.39%, top5-acc=99.82%, remaining_time=0:00:02.893462, arrival_time=2021-04-10 01:48:36.629364, cost_time=0:00:18.918790 2021-04-10 01:48:34,835 INFO : TRAIN, epoch=0069, iter=00180/00196, fetch data time cost=1.99ms, fps=2329 images/s, loss=0.2492, top1-acc=91.39%, top5-acc=99.83%, remaining_time=0:00:01.779440, arrival_time=2021-04-10 01:48:36.615178, cost_time=0:00:20.018740 2021-04-10 01:48:35,930 INFO : TRAIN, epoch=0069, iter=00190/00196, fetch data time cost=1.28ms, fps=2341 images/s, loss=0.2492, top1-acc=91.44%, top5-acc=99.83%, remaining_time=0:00:00.666726, arrival_time=2021-04-10 01:48:36.596753, cost_time=0:00:21.113075 2021-04-10 01:48:36,519 INFO : TRAIN, epoch=0069, iter=00196/00196, fetch data time cost=1.53ms, fps=2309 images/s, loss=0.2484, top1-acc=91.45%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-10 01:48:36.519554, cost_time=0:00:21.702605 2021-04-10 01:48:36,898 INFO : EVAL, epoch=0069, iter=00010/00040, fetch data time cost=0.58ms, fps=6789 images/s, loss=0.4373, top1-acc=86.45%, top5-acc=99.41%, remaining_time=0:00:01.131150, arrival_time=2021-04-10 01:48:38.029246, cost_time=0:00:00.377050 2021-04-10 01:48:37,165 INFO : EVAL, epoch=0069, iter=00020/00040, fetch data time cost=0.32ms, fps=9605 images/s, loss=0.4215, top1-acc=86.41%, top5-acc=99.45%, remaining_time=0:00:00.644500, arrival_time=2021-04-10 01:48:37.809880, cost_time=0:00:00.644493 2021-04-10 01:48:37,410 INFO : EVAL, epoch=0069, iter=00030/00040, fetch data time cost=0.31ms, fps=10479 images/s, loss=0.4125, top1-acc=86.78%, top5-acc=99.60%, remaining_time=0:00:00.296390, arrival_time=2021-04-10 01:48:37.706451, cost_time=0:00:00.889183 2021-04-10 01:48:37,629 INFO : EVAL, epoch=0069, iter=00040/00040, fetch data time cost=0.07ms, fps=10587 images/s, loss=0.4136, top1-acc=86.70%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-10 01:48:37.629564, cost_time=0:00:01.108722 2021-04-10 01:48:37,834 INFO : Epoch=0069 complete, best val top1-acc=86.70%, top5-acc=99.53% (epoch=69), remaining_time=0:50:05.483613, arrival_time=2021-04-10 02:38:43.318249, cost_time=0:26:23.041010 2021-04-10 01:48:37,835 INFO : Train start, epoch=0070, lr=0.073396 2021-04-10 01:48:39,126 INFO : TRAIN, epoch=0070, iter=00010/00196, fetch data time cost=0.54ms, fps=1983 images/s, loss=0.2138, top1-acc=92.38%, top5-acc=99.96%, remaining_time=0:00:24.005718, arrival_time=2021-04-10 01:49:03.131959, cost_time=0:00:01.290634 2021-04-10 01:48:40,228 INFO : TRAIN, epoch=0070, iter=00020/00196, fetch data time cost=2.03ms, fps=2324 images/s, loss=0.2323, top1-acc=91.93%, top5-acc=99.90%, remaining_time=0:00:21.055936, arrival_time=2021-04-10 01:49:01.284219, cost_time=0:00:02.392711 2021-04-10 01:48:41,356 INFO : TRAIN, epoch=0070, iter=00030/00196, fetch data time cost=1.71ms, fps=2272 images/s, loss=0.2348, top1-acc=91.84%, top5-acc=99.91%, remaining_time=0:00:19.478440, arrival_time=2021-04-10 01:49:00.834322, cost_time=0:00:03.520200 2021-04-10 01:48:42,456 INFO : TRAIN, epoch=0070, iter=00040/00196, fetch data time cost=1.84ms, fps=2329 images/s, loss=0.2323, top1-acc=91.98%, top5-acc=99.86%, remaining_time=0:00:18.018624, arrival_time=2021-04-10 01:49:00.474544, cost_time=0:00:04.620162 2021-04-10 01:48:43,562 INFO : TRAIN, epoch=0070, iter=00050/00196, fetch data time cost=2.03ms, fps=2314 images/s, loss=0.2364, top1-acc=91.86%, top5-acc=99.84%, remaining_time=0:00:16.723716, arrival_time=2021-04-10 01:49:00.286602, cost_time=0:00:05.727297 2021-04-10 01:48:44,690 INFO : TRAIN, epoch=0070, iter=00060/00196, fetch data time cost=2.40ms, fps=2271 images/s, loss=0.2400, top1-acc=91.73%, top5-acc=99.82%, remaining_time=0:00:15.538680, arrival_time=2021-04-10 01:49:00.229522, cost_time=0:00:06.855280 2021-04-10 01:48:45,787 INFO : TRAIN, epoch=0070, iter=00070/00196, fetch data time cost=1.54ms, fps=2337 images/s, loss=0.2418, top1-acc=91.64%, top5-acc=99.81%, remaining_time=0:00:14.312088, arrival_time=2021-04-10 01:49:00.099036, cost_time=0:00:07.951191 2021-04-10 01:48:46,884 INFO : TRAIN, epoch=0070, iter=00080/00196, fetch data time cost=1.46ms, fps=2334 images/s, loss=0.2407, top1-acc=91.67%, top5-acc=99.82%, remaining_time=0:00:13.121224, arrival_time=2021-04-10 01:49:00.005962, cost_time=0:00:09.049111 2021-04-10 01:48:47,988 INFO : TRAIN, epoch=0070, iter=00090/00196, fetch data time cost=1.82ms, fps=2322 images/s, loss=0.2404, top1-acc=91.66%, top5-acc=99.83%, remaining_time=0:00:11.957330, arrival_time=2021-04-10 01:48:59.945344, cost_time=0:00:10.152437 2021-04-10 01:48:49,086 INFO : TRAIN, epoch=0070, iter=00100/00196, fetch data time cost=2.02ms, fps=2331 images/s, loss=0.2432, top1-acc=91.55%, top5-acc=99.82%, remaining_time=0:00:10.801056, arrival_time=2021-04-10 01:48:59.887720, cost_time=0:00:11.251136 2021-04-10 01:48:50,185 INFO : TRAIN, epoch=0070, iter=00110/00196, fetch data time cost=1.66ms, fps=2331 images/s, loss=0.2457, top1-acc=91.48%, top5-acc=99.83%, remaining_time=0:00:09.655220, arrival_time=2021-04-10 01:48:59.840483, cost_time=0:00:12.349727 2021-04-10 01:48:51,280 INFO : TRAIN, epoch=0070, iter=00120/00196, fetch data time cost=2.41ms, fps=2339 images/s, loss=0.2452, top1-acc=91.53%, top5-acc=99.82%, remaining_time=0:00:08.514888, arrival_time=2021-04-10 01:48:59.795028, cost_time=0:00:13.444551 2021-04-10 01:48:52,389 INFO : TRAIN, epoch=0070, iter=00130/00196, fetch data time cost=1.57ms, fps=2310 images/s, loss=0.2451, top1-acc=91.51%, top5-acc=99.83%, remaining_time=0:00:07.388634, arrival_time=2021-04-10 01:48:59.777679, cost_time=0:00:14.553433 2021-04-10 01:48:53,477 INFO : TRAIN, epoch=0070, iter=00140/00196, fetch data time cost=3.35ms, fps=2353 images/s, loss=0.2454, top1-acc=91.47%, top5-acc=99.82%, remaining_time=0:00:06.256824, arrival_time=2021-04-10 01:48:59.734437, cost_time=0:00:15.642070 2021-04-10 01:48:54,567 INFO : TRAIN, epoch=0070, iter=00150/00196, fetch data time cost=1.96ms, fps=2350 images/s, loss=0.2463, top1-acc=91.43%, top5-acc=99.82%, remaining_time=0:00:05.131208, arrival_time=2021-04-10 01:48:59.698871, cost_time=0:00:16.732136 2021-04-10 01:48:55,668 INFO : TRAIN, epoch=0070, iter=00160/00196, fetch data time cost=1.61ms, fps=2326 images/s, loss=0.2467, top1-acc=91.42%, top5-acc=99.82%, remaining_time=0:00:04.012488, arrival_time=2021-04-10 01:48:59.681328, cost_time=0:00:17.833211 2021-04-10 01:48:56,761 INFO : TRAIN, epoch=0070, iter=00170/00196, fetch data time cost=2.44ms, fps=2344 images/s, loss=0.2477, top1-acc=91.41%, top5-acc=99.81%, remaining_time=0:00:02.894580, arrival_time=2021-04-10 01:48:59.656234, cost_time=0:00:18.926032 2021-04-10 01:48:57,860 INFO : TRAIN, epoch=0070, iter=00180/00196, fetch data time cost=1.70ms, fps=2331 images/s, loss=0.2485, top1-acc=91.37%, top5-acc=99.81%, remaining_time=0:00:01.780016, arrival_time=2021-04-10 01:48:59.640688, cost_time=0:00:20.025136 2021-04-10 01:48:58,958 INFO : TRAIN, epoch=0070, iter=00190/00196, fetch data time cost=2.20ms, fps=2334 images/s, loss=0.2490, top1-acc=91.37%, top5-acc=99.80%, remaining_time=0:00:00.667020, arrival_time=2021-04-10 01:48:59.625015, cost_time=0:00:21.122288 2021-04-10 01:48:59,568 INFO : TRAIN, epoch=0070, iter=00196/00196, fetch data time cost=3.88ms, fps=2232 images/s, loss=0.2493, top1-acc=91.36%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-10 01:48:59.568040, cost_time=0:00:21.732473 2021-04-10 01:48:59,933 INFO : EVAL, epoch=0070, iter=00010/00040, fetch data time cost=0.46ms, fps=7039 images/s, loss=0.4397, top1-acc=85.62%, top5-acc=99.34%, remaining_time=0:00:01.091040, arrival_time=2021-04-10 01:49:01.024643, cost_time=0:00:00.363683 2021-04-10 01:49:00,202 INFO : EVAL, epoch=0070, iter=00020/00040, fetch data time cost=0.43ms, fps=9545 images/s, loss=0.4303, top1-acc=86.29%, top5-acc=99.34%, remaining_time=0:00:00.632420, arrival_time=2021-04-10 01:49:00.834703, cost_time=0:00:00.632417 2021-04-10 01:49:00,463 INFO : EVAL, epoch=0070, iter=00030/00040, fetch data time cost=0.31ms, fps=9805 images/s, loss=0.4446, top1-acc=85.65%, top5-acc=99.34%, remaining_time=0:00:00.297940, arrival_time=2021-04-10 01:49:00.761696, cost_time=0:00:00.893823 2021-04-10 01:49:00,680 INFO : EVAL, epoch=0070, iter=00040/00040, fetch data time cost=0.08ms, fps=10739 images/s, loss=0.4391, top1-acc=85.67%, top5-acc=99.33%, remaining_time=0:00:00, arrival_time=2021-04-10 01:49:00.680244, cost_time=0:00:01.110384 2021-04-10 01:49:00,727 INFO : Epoch=0070 complete, best val top1-acc=86.70%, top5-acc=99.53% (epoch=69), remaining_time=0:49:42.448690, arrival_time=2021-04-10 02:38:43.176264, cost_time=0:26:45.933915 2021-04-10 01:49:00,728 INFO : Train start, epoch=0071, lr=0.072700 2021-04-10 01:49:02,039 INFO : TRAIN, epoch=0071, iter=00010/00196, fetch data time cost=0.54ms, fps=1953 images/s, loss=0.2347, top1-acc=91.68%, top5-acc=99.92%, remaining_time=0:00:24.381066, arrival_time=2021-04-10 01:49:26.420798, cost_time=0:00:01.310811 2021-04-10 01:49:03,139 INFO : TRAIN, epoch=0071, iter=00020/00196, fetch data time cost=1.87ms, fps=2331 images/s, loss=0.2290, top1-acc=91.99%, top5-acc=99.90%, remaining_time=0:00:21.205888, arrival_time=2021-04-10 01:49:24.344754, cost_time=0:00:02.409768 2021-04-10 01:49:04,242 INFO : TRAIN, epoch=0071, iter=00030/00196, fetch data time cost=2.20ms, fps=2322 images/s, loss=0.2388, top1-acc=91.71%, top5-acc=99.83%, remaining_time=0:00:19.441256, arrival_time=2021-04-10 01:49:23.683623, cost_time=0:00:03.513473 2021-04-10 01:49:05,341 INFO : TRAIN, epoch=0071, iter=00040/00196, fetch data time cost=1.85ms, fps=2330 images/s, loss=0.2502, top1-acc=91.34%, top5-acc=99.81%, remaining_time=0:00:17.988828, arrival_time=2021-04-10 01:49:23.330308, cost_time=0:00:04.612503 2021-04-10 01:49:06,432 INFO : TRAIN, epoch=0071, iter=00050/00196, fetch data time cost=2.09ms, fps=2348 images/s, loss=0.2474, top1-acc=91.44%, top5-acc=99.84%, remaining_time=0:00:16.653928, arrival_time=2021-04-10 01:49:23.086290, cost_time=0:00:05.703423 2021-04-10 01:49:07,523 INFO : TRAIN, epoch=0071, iter=00060/00196, fetch data time cost=2.50ms, fps=2347 images/s, loss=0.2465, top1-acc=91.41%, top5-acc=99.85%, remaining_time=0:00:15.401320, arrival_time=2021-04-10 01:49:22.925057, cost_time=0:00:06.794704 2021-04-10 01:49:08,649 INFO : TRAIN, epoch=0071, iter=00070/00196, fetch data time cost=2.06ms, fps=2275 images/s, loss=0.2459, top1-acc=91.34%, top5-acc=99.87%, remaining_time=0:00:14.257152, arrival_time=2021-04-10 01:49:22.906724, cost_time=0:00:07.920663 2021-04-10 01:49:09,741 INFO : TRAIN, epoch=0071, iter=00080/00196, fetch data time cost=1.47ms, fps=2345 images/s, loss=0.2461, top1-acc=91.35%, top5-acc=99.87%, remaining_time=0:00:13.068328, arrival_time=2021-04-10 01:49:22.810106, cost_time=0:00:09.012672 2021-04-10 01:49:10,835 INFO : TRAIN, epoch=0071, iter=00090/00196, fetch data time cost=1.42ms, fps=2343 images/s, loss=0.2469, top1-acc=91.30%, top5-acc=99.86%, remaining_time=0:00:11.902952, arrival_time=2021-04-10 01:49:22.738114, cost_time=0:00:10.106258 2021-04-10 01:49:11,929 INFO : TRAIN, epoch=0071, iter=00100/00196, fetch data time cost=1.55ms, fps=2340 images/s, loss=0.2466, top1-acc=91.30%, top5-acc=99.87%, remaining_time=0:00:10.752864, arrival_time=2021-04-10 01:49:22.682635, cost_time=0:00:11.200856 2021-04-10 01:49:13,025 INFO : TRAIN, epoch=0071, iter=00110/00196, fetch data time cost=1.84ms, fps=2337 images/s, loss=0.2472, top1-acc=91.32%, top5-acc=99.84%, remaining_time=0:00:09.613768, arrival_time=2021-04-10 01:49:22.639429, cost_time=0:00:12.296703 2021-04-10 01:49:14,122 INFO : TRAIN, epoch=0071, iter=00120/00196, fetch data time cost=2.20ms, fps=2335 images/s, loss=0.2445, top1-acc=91.44%, top5-acc=99.84%, remaining_time=0:00:08.482588, arrival_time=2021-04-10 01:49:22.605078, cost_time=0:00:13.393525 2021-04-10 01:49:15,224 INFO : TRAIN, epoch=0071, iter=00130/00196, fetch data time cost=2.24ms, fps=2326 images/s, loss=0.2447, top1-acc=91.46%, top5-acc=99.83%, remaining_time=0:00:07.359000, arrival_time=2021-04-10 01:49:22.582956, cost_time=0:00:14.494984 2021-04-10 01:49:16,317 INFO : TRAIN, epoch=0071, iter=00140/00196, fetch data time cost=2.09ms, fps=2343 images/s, loss=0.2438, top1-acc=91.52%, top5-acc=99.82%, remaining_time=0:00:06.235376, arrival_time=2021-04-10 01:49:22.552908, cost_time=0:00:15.588477 2021-04-10 01:49:17,410 INFO : TRAIN, epoch=0071, iter=00150/00196, fetch data time cost=1.54ms, fps=2344 images/s, loss=0.2448, top1-acc=91.51%, top5-acc=99.82%, remaining_time=0:00:05.115614, arrival_time=2021-04-10 01:49:22.525880, cost_time=0:00:16.681367 2021-04-10 01:49:18,510 INFO : TRAIN, epoch=0071, iter=00160/00196, fetch data time cost=1.94ms, fps=2328 images/s, loss=0.2448, top1-acc=91.52%, top5-acc=99.81%, remaining_time=0:00:04.000824, arrival_time=2021-04-10 01:49:22.511230, cost_time=0:00:17.781466 2021-04-10 01:49:19,606 INFO : TRAIN, epoch=0071, iter=00170/00196, fetch data time cost=2.23ms, fps=2337 images/s, loss=0.2457, top1-acc=91.47%, top5-acc=99.80%, remaining_time=0:00:02.887170, arrival_time=2021-04-10 01:49:22.493917, cost_time=0:00:18.877680 2021-04-10 01:49:20,763 INFO : TRAIN, epoch=0071, iter=00180/00196, fetch data time cost=0.63ms, fps=2215 images/s, loss=0.2453, top1-acc=91.49%, top5-acc=99.80%, remaining_time=0:00:01.780848, arrival_time=2021-04-10 01:49:22.544308, cost_time=0:00:20.034513 2021-04-10 01:49:21,856 INFO : TRAIN, epoch=0071, iter=00190/00196, fetch data time cost=1.97ms, fps=2344 images/s, loss=0.2470, top1-acc=91.49%, top5-acc=99.80%, remaining_time=0:00:00.667176, arrival_time=2021-04-10 01:49:22.523286, cost_time=0:00:21.127216 2021-04-10 01:49:22,451 INFO : TRAIN, epoch=0071, iter=00196/00196, fetch data time cost=1.73ms, fps=2287 images/s, loss=0.2480, top1-acc=91.46%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-10 01:49:22.451411, cost_time=0:00:21.722483 2021-04-10 01:49:22,805 INFO : EVAL, epoch=0071, iter=00010/00040, fetch data time cost=1.82ms, fps=7267 images/s, loss=0.4883, top1-acc=84.37%, top5-acc=99.41%, remaining_time=0:00:01.056780, arrival_time=2021-04-10 01:49:23.862502, cost_time=0:00:00.352257 2021-04-10 01:49:23,047 INFO : EVAL, epoch=0071, iter=00020/00040, fetch data time cost=0.32ms, fps=10592 images/s, loss=0.4802, top1-acc=84.77%, top5-acc=99.41%, remaining_time=0:00:00.594420, arrival_time=2021-04-10 01:49:23.642280, cost_time=0:00:00.594427 2021-04-10 01:49:23,300 INFO : EVAL, epoch=0071, iter=00030/00040, fetch data time cost=0.30ms, fps=10134 images/s, loss=0.4723, top1-acc=84.92%, top5-acc=99.43%, remaining_time=0:00:00.282470, arrival_time=2021-04-10 01:49:23.583326, cost_time=0:00:00.847416 2021-04-10 01:49:23,522 INFO : EVAL, epoch=0071, iter=00040/00040, fetch data time cost=0.08ms, fps=10470 images/s, loss=0.4676, top1-acc=85.24%, top5-acc=99.44%, remaining_time=0:00:00, arrival_time=2021-04-10 01:49:23.522815, cost_time=0:00:01.069403 2021-04-10 01:49:23,562 INFO : Epoch=0071 complete, best val top1-acc=86.70%, top5-acc=99.53% (epoch=69), remaining_time=0:49:19.313148, arrival_time=2021-04-10 02:38:42.876047, cost_time=0:27:08.769277 2021-04-10 01:49:23,563 INFO : Train start, epoch=0072, lr=0.071997 2021-04-10 01:49:24,887 INFO : TRAIN, epoch=0072, iter=00010/00196, fetch data time cost=0.32ms, fps=1934 images/s, loss=0.2406, top1-acc=91.76%, top5-acc=99.96%, remaining_time=0:00:24.614124, arrival_time=2021-04-10 01:49:49.501214, cost_time=0:00:01.323342 2021-04-10 01:49:25,988 INFO : TRAIN, epoch=0072, iter=00020/00196, fetch data time cost=2.38ms, fps=2327 images/s, loss=0.2376, top1-acc=91.72%, top5-acc=99.92%, remaining_time=0:00:21.331200, arrival_time=2021-04-10 01:49:47.319118, cost_time=0:00:02.424004 2021-04-10 01:49:27,093 INFO : TRAIN, epoch=0072, iter=00030/00196, fetch data time cost=2.02ms, fps=2317 images/s, loss=0.2453, top1-acc=91.60%, top5-acc=99.90%, remaining_time=0:00:19.531892, arrival_time=2021-04-10 01:49:46.625560, cost_time=0:00:03.529853 2021-04-10 01:49:28,201 INFO : TRAIN, epoch=0072, iter=00040/00196, fetch data time cost=2.04ms, fps=2313 images/s, loss=0.2465, top1-acc=91.55%, top5-acc=99.84%, remaining_time=0:00:18.084924, arrival_time=2021-04-10 01:49:46.285918, cost_time=0:00:04.637167 2021-04-10 01:49:29,335 INFO : TRAIN, epoch=0072, iter=00050/00196, fetch data time cost=3.12ms, fps=2260 images/s, loss=0.2432, top1-acc=91.66%, top5-acc=99.86%, remaining_time=0:00:16.850736, arrival_time=2021-04-10 01:49:46.185633, cost_time=0:00:05.770820 2021-04-10 01:49:30,436 INFO : TRAIN, epoch=0072, iter=00060/00196, fetch data time cost=1.96ms, fps=2326 images/s, loss=0.2368, top1-acc=91.82%, top5-acc=99.86%, remaining_time=0:00:15.578528, arrival_time=2021-04-10 01:49:46.015221, cost_time=0:00:06.872882 2021-04-10 01:49:31,535 INFO : TRAIN, epoch=0072, iter=00070/00196, fetch data time cost=1.95ms, fps=2332 images/s, loss=0.2390, top1-acc=91.65%, top5-acc=99.88%, remaining_time=0:00:14.348754, arrival_time=2021-04-10 01:49:45.884149, cost_time=0:00:07.971500 2021-04-10 01:49:32,643 INFO : TRAIN, epoch=0072, iter=00080/00196, fetch data time cost=1.74ms, fps=2312 images/s, loss=0.2399, top1-acc=91.65%, top5-acc=99.84%, remaining_time=0:00:13.165420, arrival_time=2021-04-10 01:49:45.808735, cost_time=0:00:09.079570 2021-04-10 01:49:33,745 INFO : TRAIN, epoch=0072, iter=00090/00196, fetch data time cost=2.24ms, fps=2324 images/s, loss=0.2425, top1-acc=91.52%, top5-acc=99.83%, remaining_time=0:00:11.991886, arrival_time=2021-04-10 01:49:45.737515, cost_time=0:00:10.181795 2021-04-10 01:49:34,842 INFO : TRAIN, epoch=0072, iter=00100/00196, fetch data time cost=2.26ms, fps=2337 images/s, loss=0.2428, top1-acc=91.54%, top5-acc=99.83%, remaining_time=0:00:10.826976, arrival_time=2021-04-10 01:49:45.669002, cost_time=0:00:11.278116 2021-04-10 01:49:35,950 INFO : TRAIN, epoch=0072, iter=00110/00196, fetch data time cost=2.26ms, fps=2312 images/s, loss=0.2439, top1-acc=91.49%, top5-acc=99.84%, remaining_time=0:00:09.683944, arrival_time=2021-04-10 01:49:45.634182, cost_time=0:00:12.386423 2021-04-10 01:49:37,055 INFO : TRAIN, epoch=0072, iter=00120/00196, fetch data time cost=1.92ms, fps=2318 images/s, loss=0.2449, top1-acc=91.53%, top5-acc=99.83%, remaining_time=0:00:08.544452, arrival_time=2021-04-10 01:49:45.599663, cost_time=0:00:13.491284 2021-04-10 01:49:38,156 INFO : TRAIN, epoch=0072, iter=00130/00196, fetch data time cost=2.17ms, fps=2326 images/s, loss=0.2459, top1-acc=91.48%, top5-acc=99.83%, remaining_time=0:00:07.408632, arrival_time=2021-04-10 01:49:45.565218, cost_time=0:00:14.592784 2021-04-10 01:49:39,262 INFO : TRAIN, epoch=0072, iter=00140/00196, fetch data time cost=1.63ms, fps=2316 images/s, loss=0.2444, top1-acc=91.55%, top5-acc=99.83%, remaining_time=0:00:06.279560, arrival_time=2021-04-10 01:49:45.542308, cost_time=0:00:15.698833 2021-04-10 01:49:40,351 INFO : TRAIN, epoch=0072, iter=00150/00196, fetch data time cost=1.97ms, fps=2352 images/s, loss=0.2445, top1-acc=91.55%, top5-acc=99.83%, remaining_time=0:00:05.148366, arrival_time=2021-04-10 01:49:45.500234, cost_time=0:00:16.788122 2021-04-10 01:49:41,443 INFO : TRAIN, epoch=0072, iter=00160/00196, fetch data time cost=1.56ms, fps=2346 images/s, loss=0.2456, top1-acc=91.51%, top5-acc=99.83%, remaining_time=0:00:04.022928, arrival_time=2021-04-10 01:49:45.466542, cost_time=0:00:17.879704 2021-04-10 01:49:42,549 INFO : TRAIN, epoch=0072, iter=00170/00196, fetch data time cost=2.12ms, fps=2318 images/s, loss=0.2459, top1-acc=91.51%, top5-acc=99.82%, remaining_time=0:00:02.903628, arrival_time=2021-04-10 01:49:45.452592, cost_time=0:00:18.985204 2021-04-10 01:49:43,655 INFO : TRAIN, epoch=0072, iter=00180/00196, fetch data time cost=2.36ms, fps=2315 images/s, loss=0.2469, top1-acc=91.47%, top5-acc=99.82%, remaining_time=0:00:01.785904, arrival_time=2021-04-10 01:49:45.441285, cost_time=0:00:20.091452 2021-04-10 01:49:44,744 INFO : TRAIN, epoch=0072, iter=00190/00196, fetch data time cost=1.81ms, fps=2352 images/s, loss=0.2468, top1-acc=91.47%, top5-acc=99.82%, remaining_time=0:00:00.668874, arrival_time=2021-04-10 01:49:45.413694, cost_time=0:00:21.181050 2021-04-10 01:49:45,348 INFO : TRAIN, epoch=0072, iter=00196/00196, fetch data time cost=1.85ms, fps=2256 images/s, loss=0.2479, top1-acc=91.46%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-10 01:49:45.348523, cost_time=0:00:21.784590 2021-04-10 01:49:45,672 INFO : EVAL, epoch=0072, iter=00010/00040, fetch data time cost=6.41ms, fps=7947 images/s, loss=0.5604, top1-acc=82.58%, top5-acc=99.34%, remaining_time=0:00:00.966360, arrival_time=2021-04-10 01:49:46.639268, cost_time=0:00:00.322117 2021-04-10 01:49:45,949 INFO : EVAL, epoch=0072, iter=00020/00040, fetch data time cost=0.42ms, fps=9270 images/s, loss=0.5509, top1-acc=82.87%, top5-acc=99.37%, remaining_time=0:00:00.598900, arrival_time=2021-04-10 01:49:46.548538, cost_time=0:00:00.598894 2021-04-10 01:49:46,215 INFO : EVAL, epoch=0072, iter=00030/00040, fetch data time cost=0.33ms, fps=9664 images/s, loss=0.5421, top1-acc=83.11%, top5-acc=99.35%, remaining_time=0:00:00.288170, arrival_time=2021-04-10 01:49:46.503416, cost_time=0:00:00.864500 2021-04-10 01:49:46,460 INFO : EVAL, epoch=0072, iter=00040/00040, fetch data time cost=0.10ms, fps=9471 images/s, loss=0.5532, top1-acc=82.74%, top5-acc=99.28%, remaining_time=0:00:00, arrival_time=2021-04-10 01:49:46.460606, cost_time=0:00:01.109915 2021-04-10 01:49:46,500 INFO : Epoch=0072 complete, best val top1-acc=86.70%, top5-acc=99.53% (epoch=69), remaining_time=0:48:56.368512, arrival_time=2021-04-10 02:38:42.869408, cost_time=0:27:31.707274 2021-04-10 01:49:46,501 INFO : Train start, epoch=0073, lr=0.071289 2021-04-10 01:49:47,842 INFO : TRAIN, epoch=0073, iter=00010/00196, fetch data time cost=0.54ms, fps=1910 images/s, loss=0.2671, top1-acc=90.47%, top5-acc=99.73%, remaining_time=0:00:24.932928, arrival_time=2021-04-10 01:50:12.775315, cost_time=0:00:01.340478 2021-04-10 01:49:48,944 INFO : TRAIN, epoch=0073, iter=00020/00196, fetch data time cost=2.47ms, fps=2324 images/s, loss=0.2547, top1-acc=90.90%, top5-acc=99.75%, remaining_time=0:00:21.494704, arrival_time=2021-04-10 01:50:10.439326, cost_time=0:00:02.442580 2021-04-10 01:49:50,039 INFO : TRAIN, epoch=0073, iter=00030/00196, fetch data time cost=1.43ms, fps=2339 images/s, loss=0.2437, top1-acc=91.39%, top5-acc=99.74%, remaining_time=0:00:19.576546, arrival_time=2021-04-10 01:50:09.616330, cost_time=0:00:03.537920 2021-04-10 01:49:51,183 INFO : TRAIN, epoch=0073, iter=00040/00196, fetch data time cost=1.54ms, fps=2239 images/s, loss=0.2362, top1-acc=91.62%, top5-acc=99.78%, remaining_time=0:00:18.259020, arrival_time=2021-04-10 01:50:09.442710, cost_time=0:00:04.681786 2021-04-10 01:49:52,281 INFO : TRAIN, epoch=0073, iter=00050/00196, fetch data time cost=1.91ms, fps=2333 images/s, loss=0.2346, top1-acc=91.73%, top5-acc=99.80%, remaining_time=0:00:16.876724, arrival_time=2021-04-10 01:50:09.158441, cost_time=0:00:05.779697 2021-04-10 01:49:53,380 INFO : TRAIN, epoch=0073, iter=00060/00196, fetch data time cost=2.27ms, fps=2331 images/s, loss=0.2387, top1-acc=91.67%, top5-acc=99.79%, remaining_time=0:00:15.592128, arrival_time=2021-04-10 01:50:08.972882, cost_time=0:00:06.878909 2021-04-10 01:49:54,472 INFO : TRAIN, epoch=0073, iter=00070/00196, fetch data time cost=2.17ms, fps=2345 images/s, loss=0.2376, top1-acc=91.74%, top5-acc=99.79%, remaining_time=0:00:14.347620, arrival_time=2021-04-10 01:50:08.820386, cost_time=0:00:07.970924 2021-04-10 01:49:55,572 INFO : TRAIN, epoch=0073, iter=00080/00196, fetch data time cost=1.55ms, fps=2330 images/s, loss=0.2379, top1-acc=91.69%, top5-acc=99.80%, remaining_time=0:00:13.151616, arrival_time=2021-04-10 01:50:08.723730, cost_time=0:00:09.070113 2021-04-10 01:49:56,659 INFO : TRAIN, epoch=0073, iter=00090/00196, fetch data time cost=1.82ms, fps=2356 images/s, loss=0.2375, top1-acc=91.72%, top5-acc=99.81%, remaining_time=0:00:11.963478, arrival_time=2021-04-10 01:50:08.623092, cost_time=0:00:10.157697 2021-04-10 01:49:57,758 INFO : TRAIN, epoch=0073, iter=00100/00196, fetch data time cost=1.85ms, fps=2332 images/s, loss=0.2371, top1-acc=91.70%, top5-acc=99.82%, remaining_time=0:00:10.806048, arrival_time=2021-04-10 01:50:08.564391, cost_time=0:00:11.256332 2021-04-10 01:49:58,912 INFO : TRAIN, epoch=0073, iter=00110/00196, fetch data time cost=2.27ms, fps=2220 images/s, loss=0.2380, top1-acc=91.73%, top5-acc=99.80%, remaining_time=0:00:09.702864, arrival_time=2021-04-10 01:50:08.615389, cost_time=0:00:12.410620 2021-04-10 01:50:00,017 INFO : TRAIN, epoch=0073, iter=00120/00196, fetch data time cost=2.03ms, fps=2320 images/s, loss=0.2374, top1-acc=91.78%, top5-acc=99.80%, remaining_time=0:00:08.559044, arrival_time=2021-04-10 01:50:08.576865, cost_time=0:00:13.514307 2021-04-10 01:50:01,117 INFO : TRAIN, epoch=0073, iter=00130/00196, fetch data time cost=1.72ms, fps=2330 images/s, loss=0.2373, top1-acc=91.76%, top5-acc=99.80%, remaining_time=0:00:07.420248, arrival_time=2021-04-10 01:50:08.537803, cost_time=0:00:14.615659 2021-04-10 01:50:02,211 INFO : TRAIN, epoch=0073, iter=00140/00196, fetch data time cost=1.65ms, fps=2342 images/s, loss=0.2373, top1-acc=91.78%, top5-acc=99.81%, remaining_time=0:00:06.283816, arrival_time=2021-04-10 01:50:08.495313, cost_time=0:00:15.709544 2021-04-10 01:50:03,310 INFO : TRAIN, epoch=0073, iter=00150/00196, fetch data time cost=2.30ms, fps=2332 images/s, loss=0.2389, top1-acc=91.72%, top5-acc=99.80%, remaining_time=0:00:05.154484, arrival_time=2021-04-10 01:50:08.464508, cost_time=0:00:16.808108 2021-04-10 01:50:04,395 INFO : TRAIN, epoch=0073, iter=00160/00196, fetch data time cost=2.27ms, fps=2359 images/s, loss=0.2397, top1-acc=91.72%, top5-acc=99.80%, remaining_time=0:00:04.026168, arrival_time=2021-04-10 01:50:08.422069, cost_time=0:00:17.894051 2021-04-10 01:50:05,496 INFO : TRAIN, epoch=0073, iter=00170/00196, fetch data time cost=1.53ms, fps=2328 images/s, loss=0.2417, top1-acc=91.64%, top5-acc=99.79%, remaining_time=0:00:02.905006, arrival_time=2021-04-10 01:50:08.401279, cost_time=0:00:18.994274 2021-04-10 01:50:06,590 INFO : TRAIN, epoch=0073, iter=00180/00196, fetch data time cost=2.01ms, fps=2342 images/s, loss=0.2414, top1-acc=91.67%, top5-acc=99.79%, remaining_time=0:00:01.785632, arrival_time=2021-04-10 01:50:08.375813, cost_time=0:00:20.088324 2021-04-10 01:50:07,681 INFO : TRAIN, epoch=0073, iter=00190/00196, fetch data time cost=1.33ms, fps=2347 images/s, loss=0.2423, top1-acc=91.66%, top5-acc=99.79%, remaining_time=0:00:00.668832, arrival_time=2021-04-10 01:50:08.350488, cost_time=0:00:21.179634 2021-04-10 01:50:08,274 INFO : TRAIN, epoch=0073, iter=00196/00196, fetch data time cost=1.54ms, fps=2299 images/s, loss=0.2430, top1-acc=91.65%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-10 01:50:08.273962, cost_time=0:00:21.772119 2021-04-10 01:50:08,637 INFO : EVAL, epoch=0073, iter=00010/00040, fetch data time cost=2.23ms, fps=7076 images/s, loss=0.6595, top1-acc=80.31%, top5-acc=99.10%, remaining_time=0:00:01.085280, arrival_time=2021-04-10 01:50:09.722415, cost_time=0:00:00.361759 2021-04-10 01:50:08,879 INFO : EVAL, epoch=0073, iter=00020/00040, fetch data time cost=0.41ms, fps=10570 images/s, loss=0.6593, top1-acc=80.43%, top5-acc=99.22%, remaining_time=0:00:00.604440, arrival_time=2021-04-10 01:50:09.484262, cost_time=0:00:00.604441 2021-04-10 01:50:09,160 INFO : EVAL, epoch=0073, iter=00030/00040, fetch data time cost=17.18ms, fps=9136 images/s, loss=0.6463, top1-acc=80.85%, top5-acc=99.15%, remaining_time=0:00:00.295050, arrival_time=2021-04-10 01:50:09.455550, cost_time=0:00:00.885158 2021-04-10 01:50:09,401 INFO : EVAL, epoch=0073, iter=00040/00040, fetch data time cost=0.09ms, fps=9657 images/s, loss=0.6428, top1-acc=80.86%, top5-acc=99.13%, remaining_time=0:00:00, arrival_time=2021-04-10 01:50:09.401141, cost_time=0:00:01.125822 2021-04-10 01:50:09,452 INFO : Epoch=0073 complete, best val top1-acc=86.70%, top5-acc=99.53% (epoch=69), remaining_time=0:48:33.447691, arrival_time=2021-04-10 02:38:42.900238, cost_time=0:27:54.658883 2021-04-10 01:50:09,453 INFO : Train start, epoch=0074, lr=0.070576 2021-04-10 01:50:10,806 INFO : TRAIN, epoch=0074, iter=00010/00196, fetch data time cost=0.56ms, fps=1892 images/s, loss=0.2473, top1-acc=91.60%, top5-acc=99.57%, remaining_time=0:00:25.162638, arrival_time=2021-04-10 01:50:35.969397, cost_time=0:00:01.352826 2021-04-10 01:50:11,897 INFO : TRAIN, epoch=0074, iter=00020/00196, fetch data time cost=1.70ms, fps=2349 images/s, loss=0.2618, top1-acc=91.02%, top5-acc=99.71%, remaining_time=0:00:21.500160, arrival_time=2021-04-10 01:50:33.397299, cost_time=0:00:02.443202 2021-04-10 01:50:13,001 INFO : TRAIN, epoch=0074, iter=00030/00196, fetch data time cost=2.11ms, fps=2319 images/s, loss=0.2587, top1-acc=90.99%, top5-acc=99.75%, remaining_time=0:00:19.629002, arrival_time=2021-04-10 01:50:32.630482, cost_time=0:00:03.547405 2021-04-10 01:50:14,099 INFO : TRAIN, epoch=0074, iter=00040/00196, fetch data time cost=2.21ms, fps=2333 images/s, loss=0.2541, top1-acc=91.18%, top5-acc=99.75%, remaining_time=0:00:18.117216, arrival_time=2021-04-10 01:50:32.216618, cost_time=0:00:04.645440 2021-04-10 01:50:15,198 INFO : TRAIN, epoch=0074, iter=00050/00196, fetch data time cost=1.88ms, fps=2331 images/s, loss=0.2536, top1-acc=91.16%, top5-acc=99.76%, remaining_time=0:00:16.773064, arrival_time=2021-04-10 01:50:31.971359, cost_time=0:00:05.744191 2021-04-10 01:50:16,291 INFO : TRAIN, epoch=0074, iter=00060/00196, fetch data time cost=1.68ms, fps=2344 images/s, loss=0.2500, top1-acc=91.33%, top5-acc=99.75%, remaining_time=0:00:15.498152, arrival_time=2021-04-10 01:50:31.789504, cost_time=0:00:06.837419 2021-04-10 01:50:17,395 INFO : TRAIN, epoch=0074, iter=00070/00196, fetch data time cost=1.96ms, fps=2320 images/s, loss=0.2491, top1-acc=91.36%, top5-acc=99.75%, remaining_time=0:00:14.294070, arrival_time=2021-04-10 01:50:31.689339, cost_time=0:00:07.941172 2021-04-10 01:50:18,492 INFO : TRAIN, epoch=0074, iter=00080/00196, fetch data time cost=2.42ms, fps=2335 images/s, loss=0.2459, top1-acc=91.48%, top5-acc=99.74%, remaining_time=0:00:13.105796, arrival_time=2021-04-10 01:50:31.598235, cost_time=0:00:09.038462 2021-04-10 01:50:19,598 INFO : TRAIN, epoch=0074, iter=00090/00196, fetch data time cost=2.34ms, fps=2316 images/s, loss=0.2430, top1-acc=91.58%, top5-acc=99.76%, remaining_time=0:00:11.948108, arrival_time=2021-04-10 01:50:31.546767, cost_time=0:00:10.144659 2021-04-10 01:50:20,693 INFO : TRAIN, epoch=0074, iter=00100/00196, fetch data time cost=1.54ms, fps=2339 images/s, loss=0.2423, top1-acc=91.55%, top5-acc=99.77%, remaining_time=0:00:10.790304, arrival_time=2021-04-10 01:50:31.484190, cost_time=0:00:11.239891 2021-04-10 01:50:21,796 INFO : TRAIN, epoch=0074, iter=00110/00196, fetch data time cost=1.94ms, fps=2323 images/s, loss=0.2427, top1-acc=91.53%, top5-acc=99.78%, remaining_time=0:00:09.649888, arrival_time=2021-04-10 01:50:31.446731, cost_time=0:00:12.342862 2021-04-10 01:50:22,892 INFO : TRAIN, epoch=0074, iter=00120/00196, fetch data time cost=1.63ms, fps=2339 images/s, loss=0.2421, top1-acc=91.57%, top5-acc=99.78%, remaining_time=0:00:08.510860, arrival_time=2021-04-10 01:50:31.403113, cost_time=0:00:13.438172 2021-04-10 01:50:23,993 INFO : TRAIN, epoch=0074, iter=00130/00196, fetch data time cost=1.43ms, fps=2326 images/s, loss=0.2426, top1-acc=91.57%, top5-acc=99.78%, remaining_time=0:00:07.381770, arrival_time=2021-04-10 01:50:31.375612, cost_time=0:00:14.539908 2021-04-10 01:50:25,092 INFO : TRAIN, epoch=0074, iter=00140/00196, fetch data time cost=1.58ms, fps=2332 images/s, loss=0.2437, top1-acc=91.55%, top5-acc=99.77%, remaining_time=0:00:06.255200, arrival_time=2021-04-10 01:50:31.347460, cost_time=0:00:15.638037 2021-04-10 01:50:26,192 INFO : TRAIN, epoch=0074, iter=00150/00196, fetch data time cost=1.56ms, fps=2330 images/s, loss=0.2455, top1-acc=91.49%, top5-acc=99.77%, remaining_time=0:00:05.133048, arrival_time=2021-04-10 01:50:31.325145, cost_time=0:00:16.738139 2021-04-10 01:50:27,281 INFO : TRAIN, epoch=0074, iter=00160/00196, fetch data time cost=1.49ms, fps=2352 images/s, loss=0.2458, top1-acc=91.50%, top5-acc=99.78%, remaining_time=0:00:04.011084, arrival_time=2021-04-10 01:50:31.292058, cost_time=0:00:17.827060 2021-04-10 01:50:28,386 INFO : TRAIN, epoch=0074, iter=00170/00196, fetch data time cost=4.66ms, fps=2316 images/s, loss=0.2472, top1-acc=91.44%, top5-acc=99.78%, remaining_time=0:00:02.895594, arrival_time=2021-04-10 01:50:31.282447, cost_time=0:00:18.932792 2021-04-10 01:50:29,481 INFO : TRAIN, epoch=0074, iter=00180/00196, fetch data time cost=1.65ms, fps=2342 images/s, loss=0.2475, top1-acc=91.44%, top5-acc=99.77%, remaining_time=0:00:01.780176, arrival_time=2021-04-10 01:50:31.261141, cost_time=0:00:20.026998 2021-04-10 01:50:30,601 INFO : TRAIN, epoch=0074, iter=00190/00196, fetch data time cost=1.50ms, fps=2287 images/s, loss=0.2474, top1-acc=91.45%, top5-acc=99.78%, remaining_time=0:00:00.667800, arrival_time=2021-04-10 01:50:31.268943, cost_time=0:00:21.147087 2021-04-10 01:50:31,185 INFO : TRAIN, epoch=0074, iter=00196/00196, fetch data time cost=1.34ms, fps=2328 images/s, loss=0.2475, top1-acc=91.46%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-10 01:50:31.185902, cost_time=0:00:21.731916 2021-04-10 01:50:31,561 INFO : EVAL, epoch=0074, iter=00010/00040, fetch data time cost=0.40ms, fps=6860 images/s, loss=0.4675, top1-acc=85.47%, top5-acc=99.34%, remaining_time=0:00:01.119420, arrival_time=2021-04-10 01:50:32.680536, cost_time=0:00:00.373145 2021-04-10 01:50:31,817 INFO : EVAL, epoch=0074, iter=00020/00040, fetch data time cost=0.46ms, fps=10001 images/s, loss=0.4891, top1-acc=84.94%, top5-acc=99.16%, remaining_time=0:00:00.629520, arrival_time=2021-04-10 01:50:32.447062, cost_time=0:00:00.629513 2021-04-10 01:50:32,074 INFO : EVAL, epoch=0074, iter=00030/00040, fetch data time cost=0.37ms, fps=9986 images/s, loss=0.4897, top1-acc=84.77%, top5-acc=99.17%, remaining_time=0:00:00.295480, arrival_time=2021-04-10 01:50:32.369891, cost_time=0:00:00.886427 2021-04-10 01:50:32,296 INFO : EVAL, epoch=0074, iter=00040/00040, fetch data time cost=0.05ms, fps=10465 images/s, loss=0.4947, top1-acc=84.95%, top5-acc=99.15%, remaining_time=0:00:00, arrival_time=2021-04-10 01:50:32.296452, cost_time=0:00:01.108519 2021-04-10 01:50:32,344 INFO : Epoch=0074 complete, best val top1-acc=86.70%, top5-acc=99.53% (epoch=69), remaining_time=0:48:10.424502, arrival_time=2021-04-10 02:38:42.769032, cost_time=0:28:17.550903 2021-04-10 01:50:32,345 INFO : Train start, epoch=0075, lr=0.069857 2021-04-10 01:50:33,680 INFO : TRAIN, epoch=0075, iter=00010/00196, fetch data time cost=1.48ms, fps=1918 images/s, loss=0.2321, top1-acc=91.37%, top5-acc=99.69%, remaining_time=0:00:24.829140, arrival_time=2021-04-10 01:50:58.509535, cost_time=0:00:01.334895 2021-04-10 01:50:34,770 INFO : TRAIN, epoch=0075, iter=00020/00196, fetch data time cost=2.68ms, fps=2349 images/s, loss=0.2364, top1-acc=91.23%, top5-acc=99.80%, remaining_time=0:00:21.343520, arrival_time=2021-04-10 01:50:56.114410, cost_time=0:00:02.425407 2021-04-10 01:50:35,879 INFO : TRAIN, epoch=0075, iter=00030/00196, fetch data time cost=2.06ms, fps=2310 images/s, loss=0.2510, top1-acc=90.87%, top5-acc=99.79%, remaining_time=0:00:19.556792, arrival_time=2021-04-10 01:50:55.436660, cost_time=0:00:03.534350 2021-04-10 01:50:36,967 INFO : TRAIN, epoch=0075, iter=00040/00196, fetch data time cost=2.12ms, fps=2355 images/s, loss=0.2462, top1-acc=91.17%, top5-acc=99.82%, remaining_time=0:00:18.027516, arrival_time=2021-04-10 01:50:54.995412, cost_time=0:00:04.622426 2021-04-10 01:50:38,062 INFO : TRAIN, epoch=0075, iter=00050/00196, fetch data time cost=1.65ms, fps=2341 images/s, loss=0.2459, top1-acc=91.20%, top5-acc=99.81%, remaining_time=0:00:16.693348, arrival_time=2021-04-10 01:50:54.755722, cost_time=0:00:05.716913 2021-04-10 01:50:39,169 INFO : TRAIN, epoch=0075, iter=00060/00196, fetch data time cost=1.78ms, fps=2315 images/s, loss=0.2433, top1-acc=91.32%, top5-acc=99.81%, remaining_time=0:00:15.466192, arrival_time=2021-04-10 01:50:54.635090, cost_time=0:00:06.823331 2021-04-10 01:50:40,269 INFO : TRAIN, epoch=0075, iter=00070/00196, fetch data time cost=1.99ms, fps=2328 images/s, loss=0.2434, top1-acc=91.36%, top5-acc=99.80%, remaining_time=0:00:14.262822, arrival_time=2021-04-10 01:50:54.532069, cost_time=0:00:07.923774 2021-04-10 01:50:41,362 INFO : TRAIN, epoch=0075, iter=00080/00196, fetch data time cost=1.96ms, fps=2344 images/s, loss=0.2419, top1-acc=91.36%, top5-acc=99.83%, remaining_time=0:00:13.074128, arrival_time=2021-04-10 01:50:54.436326, cost_time=0:00:09.016661 2021-04-10 01:50:42,447 INFO : TRAIN, epoch=0075, iter=00090/00196, fetch data time cost=1.53ms, fps=2361 images/s, loss=0.2435, top1-acc=91.40%, top5-acc=99.83%, remaining_time=0:00:11.897546, arrival_time=2021-04-10 01:50:54.344701, cost_time=0:00:10.101724 2021-04-10 01:50:43,548 INFO : TRAIN, epoch=0075, iter=00100/00196, fetch data time cost=2.12ms, fps=2326 images/s, loss=0.2414, top1-acc=91.46%, top5-acc=99.83%, remaining_time=0:00:10.754688, arrival_time=2021-04-10 01:50:54.302980, cost_time=0:00:11.202844 2021-04-10 01:50:44,640 INFO : TRAIN, epoch=0075, iter=00110/00196, fetch data time cost=1.68ms, fps=2345 images/s, loss=0.2410, top1-acc=91.48%, top5-acc=99.84%, remaining_time=0:00:09.612392, arrival_time=2021-04-10 01:50:54.252845, cost_time=0:00:12.294943 2021-04-10 01:50:45,735 INFO : TRAIN, epoch=0075, iter=00120/00196, fetch data time cost=2.20ms, fps=2339 images/s, loss=0.2421, top1-acc=91.44%, top5-acc=99.83%, remaining_time=0:00:08.480536, arrival_time=2021-04-10 01:50:54.216334, cost_time=0:00:13.390313 2021-04-10 01:50:46,831 INFO : TRAIN, epoch=0075, iter=00130/00196, fetch data time cost=1.48ms, fps=2338 images/s, loss=0.2427, top1-acc=91.44%, top5-acc=99.81%, remaining_time=0:00:07.354446, arrival_time=2021-04-10 01:50:54.185951, cost_time=0:00:14.486016 2021-04-10 01:50:47,967 INFO : TRAIN, epoch=0075, iter=00140/00196, fetch data time cost=2.18ms, fps=2254 images/s, loss=0.2411, top1-acc=91.53%, top5-acc=99.82%, remaining_time=0:00:06.248928, arrival_time=2021-04-10 01:50:54.216664, cost_time=0:00:15.622321 2021-04-10 01:50:49,063 INFO : TRAIN, epoch=0075, iter=00150/00196, fetch data time cost=1.94ms, fps=2338 images/s, loss=0.2403, top1-acc=91.54%, top5-acc=99.82%, remaining_time=0:00:05.126746, arrival_time=2021-04-10 01:50:54.189825, cost_time=0:00:16.717656 2021-04-10 01:50:50,163 INFO : TRAIN, epoch=0075, iter=00160/00196, fetch data time cost=2.07ms, fps=2329 images/s, loss=0.2395, top1-acc=91.60%, top5-acc=99.82%, remaining_time=0:00:04.008924, arrival_time=2021-04-10 01:50:54.171881, cost_time=0:00:17.817456 2021-04-10 01:50:51,259 INFO : TRAIN, epoch=0075, iter=00170/00196, fetch data time cost=1.67ms, fps=2336 images/s, loss=0.2416, top1-acc=91.56%, top5-acc=99.82%, remaining_time=0:00:02.892708, arrival_time=2021-04-10 01:50:54.152125, cost_time=0:00:18.913931 2021-04-10 01:50:52,356 INFO : TRAIN, epoch=0075, iter=00180/00196, fetch data time cost=1.50ms, fps=2336 images/s, loss=0.2421, top1-acc=91.52%, top5-acc=99.83%, remaining_time=0:00:01.778720, arrival_time=2021-04-10 01:50:54.134914, cost_time=0:00:20.010678 2021-04-10 01:50:53,453 INFO : TRAIN, epoch=0075, iter=00190/00196, fetch data time cost=1.49ms, fps=2335 images/s, loss=0.2419, top1-acc=91.54%, top5-acc=99.83%, remaining_time=0:00:00.666558, arrival_time=2021-04-10 01:50:54.119660, cost_time=0:00:21.107677 2021-04-10 01:50:54,042 INFO : TRAIN, epoch=0075, iter=00196/00196, fetch data time cost=0.10ms, fps=2308 images/s, loss=0.2418, top1-acc=91.54%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-10 01:50:54.042917, cost_time=0:00:21.697492 2021-04-10 01:50:54,421 INFO : EVAL, epoch=0075, iter=00010/00040, fetch data time cost=0.56ms, fps=6794 images/s, loss=0.4841, top1-acc=84.49%, top5-acc=99.53%, remaining_time=0:00:01.130430, arrival_time=2021-04-10 01:50:55.551619, cost_time=0:00:00.376810 2021-04-10 01:50:54,664 INFO : EVAL, epoch=0075, iter=00020/00040, fetch data time cost=0.42ms, fps=10525 images/s, loss=0.4840, top1-acc=84.45%, top5-acc=99.39%, remaining_time=0:00:00.620520, arrival_time=2021-04-10 01:50:55.285429, cost_time=0:00:00.620512 2021-04-10 01:50:54,934 INFO : EVAL, epoch=0075, iter=00030/00040, fetch data time cost=0.21ms, fps=9506 images/s, loss=0.4923, top1-acc=84.13%, top5-acc=99.35%, remaining_time=0:00:00.296780, arrival_time=2021-04-10 01:50:55.231518, cost_time=0:00:00.890335 2021-04-10 01:50:55,196 INFO : EVAL, epoch=0075, iter=00040/00040, fetch data time cost=0.09ms, fps=8887 images/s, loss=0.4846, top1-acc=84.00%, top5-acc=99.37%, remaining_time=0:00:00, arrival_time=2021-04-10 01:50:55.196273, cost_time=0:00:01.151947 2021-04-10 01:50:55,236 INFO : Epoch=0075 complete, best val top1-acc=86.70%, top5-acc=99.53% (epoch=69), remaining_time=0:47:47.405375, arrival_time=2021-04-10 02:38:42.642243, cost_time=0:28:40.443243 2021-04-10 01:50:55,237 INFO : Train start, epoch=0076, lr=0.069134 2021-04-10 01:50:56,545 INFO : TRAIN, epoch=0076, iter=00010/00196, fetch data time cost=0.59ms, fps=1958 images/s, loss=0.2610, top1-acc=91.02%, top5-acc=99.61%, remaining_time=0:00:24.314292, arrival_time=2021-04-10 01:51:20.859394, cost_time=0:00:01.307217 2021-04-10 01:50:57,640 INFO : TRAIN, epoch=0076, iter=00020/00196, fetch data time cost=2.01ms, fps=2340 images/s, loss=0.2475, top1-acc=91.31%, top5-acc=99.73%, remaining_time=0:00:21.139184, arrival_time=2021-04-10 01:51:18.779157, cost_time=0:00:02.402171 2021-04-10 01:50:58,739 INFO : TRAIN, epoch=0076, iter=00030/00196, fetch data time cost=1.97ms, fps=2330 images/s, loss=0.2368, top1-acc=91.76%, top5-acc=99.78%, remaining_time=0:00:19.374358, arrival_time=2021-04-10 01:51:18.113494, cost_time=0:00:03.501401 2021-04-10 01:50:59,838 INFO : TRAIN, epoch=0076, iter=00040/00196, fetch data time cost=2.26ms, fps=2331 images/s, loss=0.2354, top1-acc=91.89%, top5-acc=99.77%, remaining_time=0:00:17.940936, arrival_time=2021-04-10 01:51:17.779053, cost_time=0:00:04.600223 2021-04-10 01:51:00,966 INFO : TRAIN, epoch=0076, iter=00050/00196, fetch data time cost=1.67ms, fps=2270 images/s, loss=0.2361, top1-acc=91.74%, top5-acc=99.77%, remaining_time=0:00:16.728388, arrival_time=2021-04-10 01:51:17.695012, cost_time=0:00:05.728880 2021-04-10 01:51:02,069 INFO : TRAIN, epoch=0076, iter=00060/00196, fetch data time cost=2.05ms, fps=2322 images/s, loss=0.2353, top1-acc=91.78%, top5-acc=99.79%, remaining_time=0:00:15.485368, arrival_time=2021-04-10 01:51:17.555058, cost_time=0:00:06.831772 2021-04-10 01:51:03,159 INFO : TRAIN, epoch=0076, iter=00070/00196, fetch data time cost=1.62ms, fps=2352 images/s, loss=0.2368, top1-acc=91.74%, top5-acc=99.80%, remaining_time=0:00:14.258412, arrival_time=2021-04-10 01:51:17.417554, cost_time=0:00:07.921352 2021-04-10 01:51:04,257 INFO : TRAIN, epoch=0076, iter=00080/00196, fetch data time cost=1.81ms, fps=2332 images/s, loss=0.2363, top1-acc=91.73%, top5-acc=99.81%, remaining_time=0:00:13.079000, arrival_time=2021-04-10 01:51:17.336798, cost_time=0:00:09.019973 2021-04-10 01:51:05,357 INFO : TRAIN, epoch=0076, iter=00090/00196, fetch data time cost=2.01ms, fps=2330 images/s, loss=0.2337, top1-acc=91.78%, top5-acc=99.82%, remaining_time=0:00:11.918216, arrival_time=2021-04-10 01:51:17.275179, cost_time=0:00:10.119231 2021-04-10 01:51:06,447 INFO : TRAIN, epoch=0076, iter=00100/00196, fetch data time cost=1.91ms, fps=2349 images/s, loss=0.2332, top1-acc=91.84%, top5-acc=99.81%, remaining_time=0:00:10.761120, arrival_time=2021-04-10 01:51:17.208432, cost_time=0:00:11.209451 2021-04-10 01:51:07,539 INFO : TRAIN, epoch=0076, iter=00110/00196, fetch data time cost=1.61ms, fps=2346 images/s, loss=0.2341, top1-acc=91.84%, top5-acc=99.80%, remaining_time=0:00:09.617638, arrival_time=2021-04-10 01:51:17.157016, cost_time=0:00:12.301607 2021-04-10 01:51:08,644 INFO : TRAIN, epoch=0076, iter=00120/00196, fetch data time cost=1.87ms, fps=2318 images/s, loss=0.2337, top1-acc=91.86%, top5-acc=99.79%, remaining_time=0:00:08.491024, arrival_time=2021-04-10 01:51:17.135778, cost_time=0:00:13.406837 2021-04-10 01:51:09,737 INFO : TRAIN, epoch=0076, iter=00130/00196, fetch data time cost=2.04ms, fps=2344 images/s, loss=0.2354, top1-acc=91.77%, top5-acc=99.80%, remaining_time=0:00:07.361508, arrival_time=2021-04-10 01:51:17.099261, cost_time=0:00:14.499992 2021-04-10 01:51:10,831 INFO : TRAIN, epoch=0076, iter=00140/00196, fetch data time cost=1.68ms, fps=2342 images/s, loss=0.2367, top1-acc=91.76%, top5-acc=99.81%, remaining_time=0:00:06.237392, arrival_time=2021-04-10 01:51:17.068736, cost_time=0:00:15.593516 2021-04-10 01:51:11,929 INFO : TRAIN, epoch=0076, iter=00150/00196, fetch data time cost=2.27ms, fps=2333 images/s, loss=0.2384, top1-acc=91.73%, top5-acc=99.80%, remaining_time=0:00:05.118742, arrival_time=2021-04-10 01:51:17.048166, cost_time=0:00:16.691508 2021-04-10 01:51:13,026 INFO : TRAIN, epoch=0076, iter=00160/00196, fetch data time cost=2.09ms, fps=2336 images/s, loss=0.2404, top1-acc=91.66%, top5-acc=99.80%, remaining_time=0:00:04.002408, arrival_time=2021-04-10 01:51:17.028614, cost_time=0:00:17.788474 2021-04-10 01:51:14,123 INFO : TRAIN, epoch=0076, iter=00170/00196, fetch data time cost=2.23ms, fps=2334 images/s, loss=0.2405, top1-acc=91.65%, top5-acc=99.81%, remaining_time=0:00:02.888366, arrival_time=2021-04-10 01:51:17.011889, cost_time=0:00:18.885546 2021-04-10 01:51:15,216 INFO : TRAIN, epoch=0076, iter=00180/00196, fetch data time cost=2.33ms, fps=2344 images/s, loss=0.2400, top1-acc=91.69%, top5-acc=99.82%, remaining_time=0:00:01.775888, arrival_time=2021-04-10 01:51:16.992495, cost_time=0:00:19.978770 2021-04-10 01:51:16,395 INFO : TRAIN, epoch=0076, iter=00190/00196, fetch data time cost=1.56ms, fps=2173 images/s, loss=0.2401, top1-acc=91.68%, top5-acc=99.82%, remaining_time=0:00:00.668136, arrival_time=2021-04-10 01:51:17.063478, cost_time=0:00:21.157595 2021-04-10 01:51:16,985 INFO : TRAIN, epoch=0076, iter=00196/00196, fetch data time cost=0.16ms, fps=2308 images/s, loss=0.2394, top1-acc=91.70%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-10 01:51:16.985173, cost_time=0:00:21.747268 2021-04-10 01:51:17,324 INFO : EVAL, epoch=0076, iter=00010/00040, fetch data time cost=0.46ms, fps=7589 images/s, loss=0.4148, top1-acc=86.37%, top5-acc=99.45%, remaining_time=0:00:01.011960, arrival_time=2021-04-10 01:51:18.336595, cost_time=0:00:00.337315 2021-04-10 01:51:17,628 INFO : EVAL, epoch=0076, iter=00020/00040, fetch data time cost=0.47ms, fps=8451 images/s, loss=0.4163, top1-acc=86.46%, top5-acc=99.49%, remaining_time=0:00:00.640760, arrival_time=2021-04-10 01:51:18.268846, cost_time=0:00:00.640770 2021-04-10 01:51:17,895 INFO : EVAL, epoch=0076, iter=00030/00040, fetch data time cost=0.32ms, fps=9603 images/s, loss=0.4198, top1-acc=86.65%, top5-acc=99.48%, remaining_time=0:00:00.302720, arrival_time=2021-04-10 01:51:18.198201, cost_time=0:00:00.908147 2021-04-10 01:51:18,117 INFO : EVAL, epoch=0076, iter=00040/00040, fetch data time cost=0.09ms, fps=10451 images/s, loss=0.4239, top1-acc=86.44%, top5-acc=99.49%, remaining_time=0:00:00, arrival_time=2021-04-10 01:51:18.117937, cost_time=0:00:01.130698 2021-04-10 01:51:18,158 INFO : Epoch=0076 complete, best val top1-acc=86.70%, top5-acc=99.53% (epoch=69), remaining_time=0:47:24.437240, arrival_time=2021-04-10 02:38:42.595649, cost_time=0:29:03.364772 2021-04-10 01:51:18,159 INFO : Train start, epoch=0077, lr=0.068406 2021-04-10 01:51:19,444 INFO : TRAIN, epoch=0077, iter=00010/00196, fetch data time cost=0.55ms, fps=1992 images/s, loss=0.2357, top1-acc=91.95%, top5-acc=99.69%, remaining_time=0:00:23.903418, arrival_time=2021-04-10 01:51:43.347899, cost_time=0:00:01.285132 2021-04-10 01:51:20,545 INFO : TRAIN, epoch=0077, iter=00020/00196, fetch data time cost=2.32ms, fps=2327 images/s, loss=0.2264, top1-acc=92.09%, top5-acc=99.82%, remaining_time=0:00:20.995744, arrival_time=2021-04-10 01:51:41.541113, cost_time=0:00:02.385885 2021-04-10 01:51:21,647 INFO : TRAIN, epoch=0077, iter=00030/00196, fetch data time cost=1.65ms, fps=2325 images/s, loss=0.2283, top1-acc=91.99%, top5-acc=99.84%, remaining_time=0:00:19.298828, arrival_time=2021-04-10 01:51:40.945912, cost_time=0:00:03.487736 2021-04-10 01:51:22,741 INFO : TRAIN, epoch=0077, iter=00040/00196, fetch data time cost=1.64ms, fps=2341 images/s, loss=0.2243, top1-acc=92.16%, top5-acc=99.82%, remaining_time=0:00:17.870424, arrival_time=2021-04-10 01:51:40.611981, cost_time=0:00:04.582165 2021-04-10 01:51:23,829 INFO : TRAIN, epoch=0077, iter=00050/00196, fetch data time cost=1.59ms, fps=2355 images/s, loss=0.2215, top1-acc=92.17%, top5-acc=99.84%, remaining_time=0:00:16.555670, arrival_time=2021-04-10 01:51:40.384788, cost_time=0:00:05.669754 2021-04-10 01:51:24,920 INFO : TRAIN, epoch=0077, iter=00060/00196, fetch data time cost=1.75ms, fps=2348 images/s, loss=0.2235, top1-acc=92.17%, top5-acc=99.81%, remaining_time=0:00:15.324616, arrival_time=2021-04-10 01:51:40.244856, cost_time=0:00:06.760888 2021-04-10 01:51:26,009 INFO : TRAIN, epoch=0077, iter=00070/00196, fetch data time cost=2.31ms, fps=2353 images/s, loss=0.2269, top1-acc=92.04%, top5-acc=99.83%, remaining_time=0:00:14.129514, arrival_time=2021-04-10 01:51:40.138618, cost_time=0:00:07.849716 2021-04-10 01:51:27,112 INFO : TRAIN, epoch=0077, iter=00080/00196, fetch data time cost=1.60ms, fps=2321 images/s, loss=0.2284, top1-acc=91.99%, top5-acc=99.81%, remaining_time=0:00:12.982256, arrival_time=2021-04-10 01:51:40.094902, cost_time=0:00:08.953307 2021-04-10 01:51:28,215 INFO : TRAIN, epoch=0077, iter=00090/00196, fetch data time cost=2.52ms, fps=2324 images/s, loss=0.2295, top1-acc=91.94%, top5-acc=99.83%, remaining_time=0:00:11.843274, arrival_time=2021-04-10 01:51:40.058255, cost_time=0:00:10.055586 2021-04-10 01:51:29,312 INFO : TRAIN, epoch=0077, iter=00100/00196, fetch data time cost=2.05ms, fps=2334 images/s, loss=0.2313, top1-acc=91.97%, top5-acc=99.84%, remaining_time=0:00:10.707168, arrival_time=2021-04-10 01:51:40.019818, cost_time=0:00:11.153341 2021-04-10 01:51:30,401 INFO : TRAIN, epoch=0077, iter=00110/00196, fetch data time cost=1.70ms, fps=2353 images/s, loss=0.2309, top1-acc=91.99%, top5-acc=99.83%, remaining_time=0:00:09.570768, arrival_time=2021-04-10 01:51:39.971906, cost_time=0:00:12.241680 2021-04-10 01:51:31,491 INFO : TRAIN, epoch=0077, iter=00120/00196, fetch data time cost=1.63ms, fps=2349 images/s, loss=0.2307, top1-acc=92.01%, top5-acc=99.82%, remaining_time=0:00:08.443980, arrival_time=2021-04-10 01:51:39.935882, cost_time=0:00:13.332552 2021-04-10 01:51:32,591 INFO : TRAIN, epoch=0077, iter=00130/00196, fetch data time cost=2.13ms, fps=2329 images/s, loss=0.2311, top1-acc=91.99%, top5-acc=99.83%, remaining_time=0:00:07.327254, arrival_time=2021-04-10 01:51:39.919037, cost_time=0:00:14.432449 2021-04-10 01:51:33,695 INFO : TRAIN, epoch=0077, iter=00140/00196, fetch data time cost=2.00ms, fps=2322 images/s, loss=0.2336, top1-acc=91.92%, top5-acc=99.83%, remaining_time=0:00:06.214264, arrival_time=2021-04-10 01:51:39.909417, cost_time=0:00:15.535709 2021-04-10 01:51:34,802 INFO : TRAIN, epoch=0077, iter=00150/00196, fetch data time cost=1.41ms, fps=2314 images/s, loss=0.2341, top1-acc=91.90%, top5-acc=99.82%, remaining_time=0:00:05.103792, arrival_time=2021-04-10 01:51:39.905829, cost_time=0:00:16.642730 2021-04-10 01:51:35,893 INFO : TRAIN, epoch=0077, iter=00160/00196, fetch data time cost=1.52ms, fps=2348 images/s, loss=0.2363, top1-acc=91.80%, top5-acc=99.83%, remaining_time=0:00:03.990060, arrival_time=2021-04-10 01:51:39.883087, cost_time=0:00:17.733590 2021-04-10 01:51:36,993 INFO : TRAIN, epoch=0077, iter=00170/00196, fetch data time cost=1.96ms, fps=2329 images/s, loss=0.2374, top1-acc=91.76%, top5-acc=99.83%, remaining_time=0:00:02.880462, arrival_time=2021-04-10 01:51:39.873529, cost_time=0:00:18.833706 2021-04-10 01:51:38,094 INFO : TRAIN, epoch=0077, iter=00180/00196, fetch data time cost=1.81ms, fps=2326 images/s, loss=0.2379, top1-acc=91.75%, top5-acc=99.82%, remaining_time=0:00:01.772000, arrival_time=2021-04-10 01:51:39.866351, cost_time=0:00:19.934986 2021-04-10 01:51:39,187 INFO : TRAIN, epoch=0077, iter=00190/00196, fetch data time cost=1.34ms, fps=2344 images/s, loss=0.2377, top1-acc=91.76%, top5-acc=99.82%, remaining_time=0:00:00.664038, arrival_time=2021-04-10 01:51:39.851162, cost_time=0:00:21.027824 2021-04-10 01:51:39,778 INFO : TRAIN, epoch=0077, iter=00196/00196, fetch data time cost=1.62ms, fps=2303 images/s, loss=0.2376, top1-acc=91.76%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-10 01:51:39.778288, cost_time=0:00:21.618843 2021-04-10 01:51:40,133 INFO : EVAL, epoch=0077, iter=00010/00040, fetch data time cost=5.66ms, fps=7243 images/s, loss=0.7443, top1-acc=78.55%, top5-acc=99.02%, remaining_time=0:00:01.060260, arrival_time=2021-04-10 01:51:41.194080, cost_time=0:00:00.353417 2021-04-10 01:51:40,407 INFO : EVAL, epoch=0077, iter=00020/00040, fetch data time cost=0.46ms, fps=9378 images/s, loss=0.7225, top1-acc=79.18%, top5-acc=99.22%, remaining_time=0:00:00.626940, arrival_time=2021-04-10 01:51:41.034218, cost_time=0:00:00.626935 2021-04-10 01:51:40,719 INFO : EVAL, epoch=0077, iter=00030/00040, fetch data time cost=12.30ms, fps=8221 images/s, loss=0.7192, top1-acc=79.27%, top5-acc=99.17%, remaining_time=0:00:00.312910, arrival_time=2021-04-10 01:51:41.031964, cost_time=0:00:00.938718 2021-04-10 01:51:40,963 INFO : EVAL, epoch=0077, iter=00040/00040, fetch data time cost=0.07ms, fps=9510 images/s, loss=0.7481, top1-acc=79.29%, top5-acc=99.10%, remaining_time=0:00:00, arrival_time=2021-04-10 01:51:40.963398, cost_time=0:00:01.183047 2021-04-10 01:51:41,012 INFO : Epoch=0077 complete, best val top1-acc=86.70%, top5-acc=99.53% (epoch=69), remaining_time=0:47:01.362684, arrival_time=2021-04-10 02:38:42.375243, cost_time=0:29:26.218885 2021-04-10 01:51:41,013 INFO : Train start, epoch=0078, lr=0.067674 2021-04-10 01:51:42,341 INFO : TRAIN, epoch=0078, iter=00010/00196, fetch data time cost=0.59ms, fps=1929 images/s, loss=0.2317, top1-acc=91.91%, top5-acc=99.77%, remaining_time=0:00:24.679968, arrival_time=2021-04-10 01:52:07.020882, cost_time=0:00:01.326884 2021-04-10 01:51:43,450 INFO : TRAIN, epoch=0078, iter=00020/00196, fetch data time cost=2.19ms, fps=2308 images/s, loss=0.2302, top1-acc=92.01%, top5-acc=99.79%, remaining_time=0:00:21.445952, arrival_time=2021-04-10 01:52:04.896854, cost_time=0:00:02.437041 2021-04-10 01:51:44,544 INFO : TRAIN, epoch=0078, iter=00030/00196, fetch data time cost=2.36ms, fps=2343 images/s, loss=0.2262, top1-acc=92.14%, top5-acc=99.78%, remaining_time=0:00:19.533220, arrival_time=2021-04-10 01:52:04.077248, cost_time=0:00:03.530092 2021-04-10 01:51:45,635 INFO : TRAIN, epoch=0078, iter=00040/00196, fetch data time cost=1.69ms, fps=2346 images/s, loss=0.2275, top1-acc=92.14%, top5-acc=99.76%, remaining_time=0:00:18.024864, arrival_time=2021-04-10 01:52:03.660541, cost_time=0:00:04.621772 2021-04-10 01:51:46,741 INFO : TRAIN, epoch=0078, iter=00050/00196, fetch data time cost=1.73ms, fps=2317 images/s, loss=0.2259, top1-acc=92.16%, top5-acc=99.79%, remaining_time=0:00:16.723570, arrival_time=2021-04-10 01:52:03.464820, cost_time=0:00:05.727253 2021-04-10 01:51:47,852 INFO : TRAIN, epoch=0078, iter=00060/00196, fetch data time cost=1.61ms, fps=2306 images/s, loss=0.2232, top1-acc=92.35%, top5-acc=99.82%, remaining_time=0:00:15.500192, arrival_time=2021-04-10 01:52:03.352437, cost_time=0:00:06.838308 2021-04-10 01:51:48,954 INFO : TRAIN, epoch=0078, iter=00070/00196, fetch data time cost=1.69ms, fps=2323 images/s, loss=0.2218, top1-acc=92.41%, top5-acc=99.83%, remaining_time=0:00:14.293692, arrival_time=2021-04-10 01:52:03.248456, cost_time=0:00:07.940906 2021-04-10 01:51:50,068 INFO : TRAIN, epoch=0078, iter=00080/00196, fetch data time cost=2.12ms, fps=2300 images/s, loss=0.2266, top1-acc=92.23%, top5-acc=99.83%, remaining_time=0:00:13.128880, arrival_time=2021-04-10 01:52:03.197212, cost_time=0:00:09.054376 2021-04-10 01:51:51,174 INFO : TRAIN, epoch=0078, iter=00090/00196, fetch data time cost=1.87ms, fps=2317 images/s, loss=0.2263, top1-acc=92.28%, top5-acc=99.84%, remaining_time=0:00:11.966340, arrival_time=2021-04-10 01:52:03.140516, cost_time=0:00:10.160111 2021-04-10 01:51:52,261 INFO : TRAIN, epoch=0078, iter=00100/00196, fetch data time cost=1.59ms, fps=2356 images/s, loss=0.2278, top1-acc=92.23%, top5-acc=99.82%, remaining_time=0:00:10.797984, arrival_time=2021-04-10 01:52:03.059741, cost_time=0:00:11.247852 2021-04-10 01:51:53,366 INFO : TRAIN, epoch=0078, iter=00110/00196, fetch data time cost=1.87ms, fps=2319 images/s, loss=0.2290, top1-acc=92.16%, top5-acc=99.83%, remaining_time=0:00:09.657542, arrival_time=2021-04-10 01:52:03.024193, cost_time=0:00:12.352627 2021-04-10 01:51:54,474 INFO : TRAIN, epoch=0078, iter=00120/00196, fetch data time cost=2.40ms, fps=2313 images/s, loss=0.2282, top1-acc=92.17%, top5-acc=99.84%, remaining_time=0:00:08.525072, arrival_time=2021-04-10 01:52:02.999676, cost_time=0:00:13.460597 2021-04-10 01:51:55,566 INFO : TRAIN, epoch=0078, iter=00130/00196, fetch data time cost=2.00ms, fps=2347 images/s, loss=0.2284, top1-acc=92.16%, top5-acc=99.84%, remaining_time=0:00:07.388172, arrival_time=2021-04-10 01:52:02.954473, cost_time=0:00:14.552446 2021-04-10 01:51:56,667 INFO : TRAIN, epoch=0078, iter=00140/00196, fetch data time cost=1.59ms, fps=2327 images/s, loss=0.2293, top1-acc=92.08%, top5-acc=99.84%, remaining_time=0:00:06.261192, arrival_time=2021-04-10 01:52:02.928258, cost_time=0:00:15.653038 2021-04-10 01:51:57,776 INFO : TRAIN, epoch=0078, iter=00150/00196, fetch data time cost=2.29ms, fps=2309 images/s, loss=0.2307, top1-acc=92.01%, top5-acc=99.85%, remaining_time=0:00:05.140592, arrival_time=2021-04-10 01:52:02.917263, cost_time=0:00:16.762814 2021-04-10 01:51:58,881 INFO : TRAIN, epoch=0078, iter=00160/00196, fetch data time cost=2.28ms, fps=2319 images/s, loss=0.2320, top1-acc=91.93%, top5-acc=99.84%, remaining_time=0:00:04.020156, arrival_time=2021-04-10 01:52:02.901467, cost_time=0:00:17.867299 2021-04-10 01:51:59,980 INFO : TRAIN, epoch=0078, iter=00170/00196, fetch data time cost=1.99ms, fps=2331 images/s, loss=0.2332, top1-acc=91.88%, top5-acc=99.85%, remaining_time=0:00:02.900742, arrival_time=2021-04-10 01:52:02.881013, cost_time=0:00:18.966351 2021-04-10 01:52:01,086 INFO : TRAIN, epoch=0078, iter=00180/00196, fetch data time cost=2.10ms, fps=2316 images/s, loss=0.2331, top1-acc=91.90%, top5-acc=99.85%, remaining_time=0:00:01.784224, arrival_time=2021-04-10 01:52:02.870784, cost_time=0:00:20.072591 2021-04-10 01:52:02,177 INFO : TRAIN, epoch=0078, iter=00190/00196, fetch data time cost=1.45ms, fps=2349 images/s, loss=0.2333, top1-acc=91.91%, top5-acc=99.85%, remaining_time=0:00:00.668316, arrival_time=2021-04-10 01:52:02.845557, cost_time=0:00:21.163367 2021-04-10 01:52:02,784 INFO : TRAIN, epoch=0078, iter=00196/00196, fetch data time cost=2.09ms, fps=2243 images/s, loss=0.2335, top1-acc=91.92%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-10 01:52:02.784344, cost_time=0:00:21.770349 2021-04-10 01:52:03,140 INFO : EVAL, epoch=0078, iter=00010/00040, fetch data time cost=4.37ms, fps=7235 images/s, loss=0.7381, top1-acc=78.75%, top5-acc=97.81%, remaining_time=0:00:01.061370, arrival_time=2021-04-10 01:52:04.201693, cost_time=0:00:00.353793 2021-04-10 01:52:03,412 INFO : EVAL, epoch=0078, iter=00020/00040, fetch data time cost=0.28ms, fps=9422 images/s, loss=0.7463, top1-acc=78.14%, top5-acc=97.77%, remaining_time=0:00:00.626000, arrival_time=2021-04-10 01:52:04.038486, cost_time=0:00:00.626010 2021-04-10 01:52:03,702 INFO : EVAL, epoch=0078, iter=00030/00040, fetch data time cost=2.40ms, fps=8852 images/s, loss=0.7444, top1-acc=77.83%, top5-acc=97.94%, remaining_time=0:00:00.305190, arrival_time=2021-04-10 01:52:04.007275, cost_time=0:00:00.915557 2021-04-10 01:52:03,925 INFO : EVAL, epoch=0078, iter=00040/00040, fetch data time cost=0.08ms, fps=10390 images/s, loss=0.7396, top1-acc=77.74%, top5-acc=97.92%, remaining_time=0:00:00, arrival_time=2021-04-10 01:52:03.925846, cost_time=0:00:01.139372 2021-04-10 01:52:03,979 INFO : Epoch=0078 complete, best val top1-acc=86.70%, top5-acc=99.53% (epoch=69), remaining_time=0:46:38.470282, arrival_time=2021-04-10 02:38:42.449825, cost_time=0:29:49.185915 2021-04-10 01:52:03,980 INFO : Train start, epoch=0079, lr=0.066937 2021-04-10 01:52:05,278 INFO : TRAIN, epoch=0079, iter=00010/00196, fetch data time cost=0.32ms, fps=1973 images/s, loss=0.2406, top1-acc=91.48%, top5-acc=99.88%, remaining_time=0:00:24.129408, arrival_time=2021-04-10 01:52:29.407371, cost_time=0:00:01.297279 2021-04-10 01:52:06,376 INFO : TRAIN, epoch=0079, iter=00020/00196, fetch data time cost=2.02ms, fps=2332 images/s, loss=0.2208, top1-acc=92.30%, top5-acc=99.90%, remaining_time=0:00:21.086384, arrival_time=2021-04-10 01:52:27.463243, cost_time=0:00:02.396181 2021-04-10 01:52:07,496 INFO : TRAIN, epoch=0079, iter=00030/00196, fetch data time cost=2.18ms, fps=2288 images/s, loss=0.2277, top1-acc=91.95%, top5-acc=99.88%, remaining_time=0:00:19.454370, arrival_time=2021-04-10 01:52:26.950807, cost_time=0:00:03.515861 2021-04-10 01:52:08,602 INFO : TRAIN, epoch=0079, iter=00040/00196, fetch data time cost=2.35ms, fps=2316 images/s, loss=0.2236, top1-acc=92.13%, top5-acc=99.88%, remaining_time=0:00:18.025488, arrival_time=2021-04-10 01:52:26.628136, cost_time=0:00:04.621936 2021-04-10 01:52:09,691 INFO : TRAIN, epoch=0079, iter=00050/00196, fetch data time cost=1.46ms, fps=2354 images/s, loss=0.2265, top1-acc=91.98%, top5-acc=99.85%, remaining_time=0:00:16.674952, arrival_time=2021-04-10 01:52:26.366077, cost_time=0:00:05.710592 2021-04-10 01:52:10,783 INFO : TRAIN, epoch=0079, iter=00060/00196, fetch data time cost=1.60ms, fps=2346 images/s, loss=0.2283, top1-acc=91.99%, top5-acc=99.84%, remaining_time=0:00:15.418864, arrival_time=2021-04-10 01:52:26.201819, cost_time=0:00:06.802427 2021-04-10 01:52:11,885 INFO : TRAIN, epoch=0079, iter=00070/00196, fetch data time cost=1.92ms, fps=2324 images/s, loss=0.2290, top1-acc=92.09%, top5-acc=99.84%, remaining_time=0:00:14.228424, arrival_time=2021-04-10 01:52:26.113619, cost_time=0:00:07.904663 2021-04-10 01:52:12,990 INFO : TRAIN, epoch=0079, iter=00080/00196, fetch data time cost=1.64ms, fps=2318 images/s, loss=0.2285, top1-acc=92.13%, top5-acc=99.84%, remaining_time=0:00:13.063688, arrival_time=2021-04-10 01:52:26.053731, cost_time=0:00:09.009460 2021-04-10 01:52:14,101 INFO : TRAIN, epoch=0079, iter=00090/00196, fetch data time cost=2.04ms, fps=2304 images/s, loss=0.2290, top1-acc=92.14%, top5-acc=99.83%, remaining_time=0:00:11.920548, arrival_time=2021-04-10 01:52:26.022351, cost_time=0:00:10.121180 2021-04-10 01:52:15,186 INFO : TRAIN, epoch=0079, iter=00100/00196, fetch data time cost=2.02ms, fps=2362 images/s, loss=0.2263, top1-acc=92.27%, top5-acc=99.83%, remaining_time=0:00:10.757280, arrival_time=2021-04-10 01:52:25.943373, cost_time=0:00:11.205528 2021-04-10 01:52:16,293 INFO : TRAIN, epoch=0079, iter=00110/00196, fetch data time cost=1.74ms, fps=2313 images/s, loss=0.2256, top1-acc=92.32%, top5-acc=99.82%, remaining_time=0:00:09.626324, arrival_time=2021-04-10 01:52:25.919722, cost_time=0:00:12.312782 2021-04-10 01:52:17,390 INFO : TRAIN, epoch=0079, iter=00120/00196, fetch data time cost=1.49ms, fps=2335 images/s, loss=0.2257, top1-acc=92.27%, top5-acc=99.83%, remaining_time=0:00:08.493076, arrival_time=2021-04-10 01:52:25.883698, cost_time=0:00:13.410086 2021-04-10 01:52:18,490 INFO : TRAIN, epoch=0079, iter=00130/00196, fetch data time cost=2.26ms, fps=2329 images/s, loss=0.2267, top1-acc=92.24%, top5-acc=99.83%, remaining_time=0:00:07.366590, arrival_time=2021-04-10 01:52:25.857133, cost_time=0:00:14.509919 2021-04-10 01:52:19,587 INFO : TRAIN, epoch=0079, iter=00140/00196, fetch data time cost=2.26ms, fps=2334 images/s, loss=0.2284, top1-acc=92.13%, top5-acc=99.82%, remaining_time=0:00:06.242936, arrival_time=2021-04-10 01:52:25.830781, cost_time=0:00:15.607316 2021-04-10 01:52:20,682 INFO : TRAIN, epoch=0079, iter=00150/00196, fetch data time cost=1.52ms, fps=2339 images/s, loss=0.2301, top1-acc=92.05%, top5-acc=99.82%, remaining_time=0:00:05.121962, arrival_time=2021-04-10 01:52:25.804613, cost_time=0:00:16.702079 2021-04-10 01:52:21,797 INFO : TRAIN, epoch=0079, iter=00160/00196, fetch data time cost=4.99ms, fps=2298 images/s, loss=0.2319, top1-acc=91.98%, top5-acc=99.82%, remaining_time=0:00:04.008708, arrival_time=2021-04-10 01:52:25.805907, cost_time=0:00:17.816517 2021-04-10 01:52:22,887 INFO : TRAIN, epoch=0079, iter=00170/00196, fetch data time cost=1.57ms, fps=2350 images/s, loss=0.2325, top1-acc=91.96%, top5-acc=99.82%, remaining_time=0:00:02.891642, arrival_time=2021-04-10 01:52:25.779102, cost_time=0:00:18.906905 2021-04-10 01:52:23,981 INFO : TRAIN, epoch=0079, iter=00180/00196, fetch data time cost=1.84ms, fps=2342 images/s, loss=0.2309, top1-acc=92.00%, top5-acc=99.82%, remaining_time=0:00:01.777824, arrival_time=2021-04-10 01:52:25.758906, cost_time=0:00:20.000472 2021-04-10 01:52:25,063 INFO : TRAIN, epoch=0079, iter=00190/00196, fetch data time cost=1.40ms, fps=2367 images/s, loss=0.2303, top1-acc=91.99%, top5-acc=99.83%, remaining_time=0:00:00.665772, arrival_time=2021-04-10 01:52:25.729038, cost_time=0:00:21.082741 2021-04-10 01:52:25,683 INFO : TRAIN, epoch=0079, iter=00196/00196, fetch data time cost=1.92ms, fps=2195 images/s, loss=0.2320, top1-acc=91.95%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-10 01:52:25.683317, cost_time=0:00:21.702722 2021-04-10 01:52:26,045 INFO : EVAL, epoch=0079, iter=00010/00040, fetch data time cost=2.93ms, fps=7117 images/s, loss=0.4049, top1-acc=87.19%, top5-acc=99.49%, remaining_time=0:00:01.079010, arrival_time=2021-04-10 01:52:27.124533, cost_time=0:00:00.359670 2021-04-10 01:52:26,276 INFO : EVAL, epoch=0079, iter=00020/00040, fetch data time cost=1.95ms, fps=11111 images/s, loss=0.4039, top1-acc=86.74%, top5-acc=99.57%, remaining_time=0:00:00.590680, arrival_time=2021-04-10 01:52:26.867167, cost_time=0:00:00.590685 2021-04-10 01:52:26,519 INFO : EVAL, epoch=0079, iter=00030/00040, fetch data time cost=0.46ms, fps=10574 images/s, loss=0.4013, top1-acc=87.02%, top5-acc=99.53%, remaining_time=0:00:00.277780, arrival_time=2021-04-10 01:52:26.796878, cost_time=0:00:00.833341 2021-04-10 01:52:26,751 INFO : EVAL, epoch=0079, iter=00040/00040, fetch data time cost=0.08ms, fps=10026 images/s, loss=0.4104, top1-acc=86.99%, top5-acc=99.51%, remaining_time=0:00:00, arrival_time=2021-04-10 01:52:26.751033, cost_time=0:00:01.065316 2021-04-10 01:52:26,829 INFO : Epoch=0079 complete, best val top1-acc=86.99%, top5-acc=99.51% (epoch=79), remaining_time=0:46:15.397328, arrival_time=2021-04-10 02:38:42.227265, cost_time=0:30:12.036304 2021-04-10 01:52:26,830 INFO : Train start, epoch=0080, lr=0.066196 2021-04-10 01:52:28,168 INFO : TRAIN, epoch=0080, iter=00010/00196, fetch data time cost=0.62ms, fps=1915 images/s, loss=0.2581, top1-acc=91.64%, top5-acc=99.77%, remaining_time=0:00:24.868572, arrival_time=2021-04-10 01:52:53.036583, cost_time=0:00:01.337025 2021-04-10 01:52:29,266 INFO : TRAIN, epoch=0080, iter=00020/00196, fetch data time cost=2.00ms, fps=2332 images/s, loss=0.2403, top1-acc=91.86%, top5-acc=99.86%, remaining_time=0:00:21.437152, arrival_time=2021-04-10 01:52:50.704040, cost_time=0:00:02.436036 2021-04-10 01:52:30,373 INFO : TRAIN, epoch=0080, iter=00030/00196, fetch data time cost=1.49ms, fps=2315 images/s, loss=0.2291, top1-acc=92.32%, top5-acc=99.87%, remaining_time=0:00:19.602110, arrival_time=2021-04-10 01:52:49.975658, cost_time=0:00:03.542538 2021-04-10 01:52:31,467 INFO : TRAIN, epoch=0080, iter=00040/00196, fetch data time cost=2.29ms, fps=2343 images/s, loss=0.2215, top1-acc=92.35%, top5-acc=99.88%, remaining_time=0:00:18.081492, arrival_time=2021-04-10 01:52:49.548728, cost_time=0:00:04.636290 2021-04-10 01:52:32,563 INFO : TRAIN, epoch=0080, iter=00050/00196, fetch data time cost=2.04ms, fps=2336 images/s, loss=0.2221, top1-acc=92.30%, top5-acc=99.90%, remaining_time=0:00:16.740360, arrival_time=2021-04-10 01:52:49.304235, cost_time=0:00:05.733021 2021-04-10 01:52:33,677 INFO : TRAIN, epoch=0080, iter=00060/00196, fetch data time cost=2.53ms, fps=2301 images/s, loss=0.2225, top1-acc=92.38%, top5-acc=99.90%, remaining_time=0:00:15.518008, arrival_time=2021-04-10 01:52:49.195166, cost_time=0:00:06.846208 2021-04-10 01:52:34,778 INFO : TRAIN, epoch=0080, iter=00070/00196, fetch data time cost=1.41ms, fps=2326 images/s, loss=0.2269, top1-acc=92.19%, top5-acc=99.89%, remaining_time=0:00:14.305536, arrival_time=2021-04-10 01:52:49.083936, cost_time=0:00:07.947510 2021-04-10 01:52:35,884 INFO : TRAIN, epoch=0080, iter=00080/00196, fetch data time cost=1.96ms, fps=2316 images/s, loss=0.2296, top1-acc=92.06%, top5-acc=99.85%, remaining_time=0:00:13.127836, arrival_time=2021-04-10 01:52:49.012428, cost_time=0:00:09.053653 2021-04-10 01:52:36,979 INFO : TRAIN, epoch=0080, iter=00090/00196, fetch data time cost=1.66ms, fps=2339 images/s, loss=0.2292, top1-acc=92.10%, top5-acc=99.84%, remaining_time=0:00:11.953090, arrival_time=2021-04-10 01:52:48.932888, cost_time=0:00:10.148892 2021-04-10 01:52:38,080 INFO : TRAIN, epoch=0080, iter=00100/00196, fetch data time cost=2.01ms, fps=2328 images/s, loss=0.2295, top1-acc=92.05%, top5-acc=99.83%, remaining_time=0:00:10.799136, arrival_time=2021-04-10 01:52:48.879161, cost_time=0:00:11.249107 2021-04-10 01:52:39,184 INFO : TRAIN, epoch=0080, iter=00110/00196, fetch data time cost=1.54ms, fps=2320 images/s, loss=0.2308, top1-acc=92.06%, top5-acc=99.84%, remaining_time=0:00:09.657972, arrival_time=2021-04-10 01:52:48.842219, cost_time=0:00:12.353234 2021-04-10 01:52:40,283 INFO : TRAIN, epoch=0080, iter=00120/00196, fetch data time cost=1.86ms, fps=2330 images/s, loss=0.2291, top1-acc=92.08%, top5-acc=99.84%, remaining_time=0:00:08.520208, arrival_time=2021-04-10 01:52:48.804075, cost_time=0:00:13.452926 2021-04-10 01:52:41,375 INFO : TRAIN, epoch=0080, iter=00130/00196, fetch data time cost=1.70ms, fps=2346 images/s, loss=0.2311, top1-acc=92.03%, top5-acc=99.84%, remaining_time=0:00:07.384344, arrival_time=2021-04-10 01:52:48.760179, cost_time=0:00:14.544974 2021-04-10 01:52:42,470 INFO : TRAIN, epoch=0080, iter=00140/00196, fetch data time cost=2.47ms, fps=2340 images/s, loss=0.2301, top1-acc=92.10%, top5-acc=99.85%, remaining_time=0:00:06.255760, arrival_time=2021-04-10 01:52:48.726061, cost_time=0:00:15.639363 2021-04-10 01:52:43,576 INFO : TRAIN, epoch=0080, iter=00150/00196, fetch data time cost=2.15ms, fps=2316 images/s, loss=0.2304, top1-acc=92.08%, top5-acc=99.85%, remaining_time=0:00:05.135256, arrival_time=2021-04-10 01:52:48.711632, cost_time=0:00:16.745424 2021-04-10 01:52:44,667 INFO : TRAIN, epoch=0080, iter=00160/00196, fetch data time cost=1.42ms, fps=2348 images/s, loss=0.2302, top1-acc=92.08%, top5-acc=99.84%, remaining_time=0:00:04.013172, arrival_time=2021-04-10 01:52:48.680320, cost_time=0:00:17.836302 2021-04-10 01:52:45,765 INFO : TRAIN, epoch=0080, iter=00170/00196, fetch data time cost=1.97ms, fps=2332 images/s, loss=0.2306, top1-acc=92.08%, top5-acc=99.84%, remaining_time=0:00:02.895880, arrival_time=2021-04-10 01:52:48.661505, cost_time=0:00:18.934667 2021-04-10 01:52:46,860 INFO : TRAIN, epoch=0080, iter=00180/00196, fetch data time cost=2.21ms, fps=2340 images/s, loss=0.2307, top1-acc=92.07%, top5-acc=99.83%, remaining_time=0:00:01.780384, arrival_time=2021-04-10 01:52:48.640942, cost_time=0:00:20.029362 2021-04-10 01:52:47,952 INFO : TRAIN, epoch=0080, iter=00190/00196, fetch data time cost=1.50ms, fps=2347 images/s, loss=0.2324, top1-acc=92.03%, top5-acc=99.83%, remaining_time=0:00:00.666990, arrival_time=2021-04-10 01:52:48.619247, cost_time=0:00:21.121388 2021-04-10 01:52:48,540 INFO : TRAIN, epoch=0080, iter=00196/00196, fetch data time cost=1.32ms, fps=2314 images/s, loss=0.2329, top1-acc=92.00%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-10 01:52:48.540380, cost_time=0:00:21.709536 2021-04-10 01:52:48,912 INFO : EVAL, epoch=0080, iter=00010/00040, fetch data time cost=0.49ms, fps=6908 images/s, loss=0.4448, top1-acc=85.82%, top5-acc=99.61%, remaining_time=0:00:01.111620, arrival_time=2021-04-10 01:52:50.023872, cost_time=0:00:00.370545 2021-04-10 01:52:49,181 INFO : EVAL, epoch=0080, iter=00020/00040, fetch data time cost=0.28ms, fps=9536 images/s, loss=0.4381, top1-acc=86.02%, top5-acc=99.49%, remaining_time=0:00:00.639560, arrival_time=2021-04-10 01:52:49.820831, cost_time=0:00:00.639564 2021-04-10 01:52:49,469 INFO : EVAL, epoch=0080, iter=00030/00040, fetch data time cost=0.41ms, fps=8900 images/s, loss=0.4418, top1-acc=85.99%, top5-acc=99.47%, remaining_time=0:00:00.309230, arrival_time=2021-04-10 01:52:49.778621, cost_time=0:00:00.927699 2021-04-10 01:52:49,695 INFO : EVAL, epoch=0080, iter=00040/00040, fetch data time cost=0.09ms, fps=10268 images/s, loss=0.4344, top1-acc=85.90%, top5-acc=99.46%, remaining_time=0:00:00, arrival_time=2021-04-10 01:52:49.695838, cost_time=0:00:01.154159 2021-04-10 01:52:49,764 INFO : Epoch=0080 complete, best val top1-acc=86.99%, top5-acc=99.51% (epoch=79), remaining_time=0:45:52.455840, arrival_time=2021-04-10 02:38:42.220040, cost_time=0:30:34.970539 2021-04-10 01:52:49,765 INFO : Train start, epoch=0081, lr=0.065451 2021-04-10 01:52:51,098 INFO : TRAIN, epoch=0081, iter=00010/00196, fetch data time cost=0.57ms, fps=1920 images/s, loss=0.2472, top1-acc=91.41%, top5-acc=99.96%, remaining_time=0:00:24.798636, arrival_time=2021-04-10 01:53:15.897471, cost_time=0:00:01.333260 2021-04-10 01:52:52,208 INFO : TRAIN, epoch=0081, iter=00020/00196, fetch data time cost=1.99ms, fps=2308 images/s, loss=0.2356, top1-acc=91.76%, top5-acc=99.90%, remaining_time=0:00:21.495408, arrival_time=2021-04-10 01:53:13.703716, cost_time=0:00:02.442668 2021-04-10 01:52:53,325 INFO : TRAIN, epoch=0081, iter=00030/00196, fetch data time cost=1.70ms, fps=2294 images/s, loss=0.2330, top1-acc=91.99%, top5-acc=99.90%, remaining_time=0:00:19.695734, arrival_time=2021-04-10 01:53:13.020958, cost_time=0:00:03.559483 2021-04-10 01:52:54,427 INFO : TRAIN, epoch=0081, iter=00040/00196, fetch data time cost=1.44ms, fps=2324 images/s, loss=0.2258, top1-acc=92.29%, top5-acc=99.89%, remaining_time=0:00:18.182424, arrival_time=2021-04-10 01:53:12.610207, cost_time=0:00:04.662179 2021-04-10 01:52:55,518 INFO : TRAIN, epoch=0081, iter=00050/00196, fetch data time cost=1.41ms, fps=2348 images/s, loss=0.2273, top1-acc=92.17%, top5-acc=99.88%, remaining_time=0:00:16.798760, arrival_time=2021-04-10 01:53:12.317497, cost_time=0:00:05.752988 2021-04-10 01:52:56,620 INFO : TRAIN, epoch=0081, iter=00060/00196, fetch data time cost=1.53ms, fps=2326 images/s, loss=0.2306, top1-acc=92.02%, top5-acc=99.87%, remaining_time=0:00:15.537048, arrival_time=2021-04-10 01:53:12.157316, cost_time=0:00:06.854600 2021-04-10 01:52:57,723 INFO : TRAIN, epoch=0081, iter=00070/00196, fetch data time cost=2.03ms, fps=2323 images/s, loss=0.2312, top1-acc=92.07%, top5-acc=99.85%, remaining_time=0:00:14.323428, arrival_time=2021-04-10 01:53:12.046613, cost_time=0:00:07.957435 2021-04-10 01:52:58,831 INFO : TRAIN, epoch=0081, iter=00080/00196, fetch data time cost=3.01ms, fps=2312 images/s, loss=0.2319, top1-acc=91.98%, top5-acc=99.86%, remaining_time=0:00:13.145004, arrival_time=2021-04-10 01:53:11.976202, cost_time=0:00:09.065505 2021-04-10 01:52:59,919 INFO : TRAIN, epoch=0081, iter=00090/00196, fetch data time cost=1.63ms, fps=2354 images/s, loss=0.2313, top1-acc=92.01%, top5-acc=99.86%, remaining_time=0:00:11.958920, arrival_time=2021-04-10 01:53:11.878345, cost_time=0:00:10.153827 2021-04-10 01:53:01,011 INFO : TRAIN, epoch=0081, iter=00100/00196, fetch data time cost=2.25ms, fps=2345 images/s, loss=0.2333, top1-acc=91.96%, top5-acc=99.85%, remaining_time=0:00:10.796160, arrival_time=2021-04-10 01:53:11.807866, cost_time=0:00:11.246045 2021-04-10 01:53:02,107 INFO : TRAIN, epoch=0081, iter=00110/00196, fetch data time cost=1.99ms, fps=2337 images/s, loss=0.2341, top1-acc=91.94%, top5-acc=99.85%, remaining_time=0:00:09.649372, arrival_time=2021-04-10 01:53:11.757237, cost_time=0:00:12.342270 2021-04-10 01:53:03,211 INFO : TRAIN, epoch=0081, iter=00120/00196, fetch data time cost=2.36ms, fps=2320 images/s, loss=0.2339, top1-acc=91.92%, top5-acc=99.85%, remaining_time=0:00:08.515952, arrival_time=2021-04-10 01:53:11.727860, cost_time=0:00:13.446260 2021-04-10 01:53:04,318 INFO : TRAIN, epoch=0081, iter=00130/00196, fetch data time cost=2.06ms, fps=2314 images/s, loss=0.2327, top1-acc=91.98%, top5-acc=99.85%, remaining_time=0:00:07.388634, arrival_time=2021-04-10 01:53:11.707554, cost_time=0:00:14.553329 2021-04-10 01:53:05,422 INFO : TRAIN, epoch=0081, iter=00140/00196, fetch data time cost=1.98ms, fps=2322 images/s, loss=0.2322, top1-acc=92.02%, top5-acc=99.85%, remaining_time=0:00:06.262536, arrival_time=2021-04-10 01:53:11.684643, cost_time=0:00:15.656375 2021-04-10 01:53:06,513 INFO : TRAIN, epoch=0081, iter=00150/00196, fetch data time cost=1.67ms, fps=2349 images/s, loss=0.2328, top1-acc=91.98%, top5-acc=99.84%, remaining_time=0:00:05.135808, arrival_time=2021-04-10 01:53:11.648804, cost_time=0:00:16.747199 2021-04-10 01:53:07,607 INFO : TRAIN, epoch=0081, iter=00160/00196, fetch data time cost=1.92ms, fps=2341 images/s, loss=0.2314, top1-acc=92.01%, top5-acc=99.85%, remaining_time=0:00:04.014432, arrival_time=2021-04-10 01:53:11.621944, cost_time=0:00:17.841872 2021-04-10 01:53:08,709 INFO : TRAIN, epoch=0081, iter=00170/00196, fetch data time cost=1.73ms, fps=2325 images/s, loss=0.2316, top1-acc=92.03%, top5-acc=99.83%, remaining_time=0:00:02.897232, arrival_time=2021-04-10 01:53:11.606416, cost_time=0:00:18.943478 2021-04-10 01:53:09,805 INFO : TRAIN, epoch=0081, iter=00180/00196, fetch data time cost=1.79ms, fps=2336 images/s, loss=0.2325, top1-acc=91.98%, top5-acc=99.83%, remaining_time=0:00:01.781328, arrival_time=2021-04-10 01:53:11.586970, cost_time=0:00:20.039998 2021-04-10 01:53:10,912 INFO : TRAIN, epoch=0081, iter=00190/00196, fetch data time cost=1.69ms, fps=2314 images/s, loss=0.2330, top1-acc=91.98%, top5-acc=99.83%, remaining_time=0:00:00.667794, arrival_time=2021-04-10 01:53:11.580260, cost_time=0:00:21.146720 2021-04-10 01:53:11,523 INFO : TRAIN, epoch=0081, iter=00196/00196, fetch data time cost=2.82ms, fps=2231 images/s, loss=0.2325, top1-acc=91.99%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-10 01:53:11.523065, cost_time=0:00:21.757362 2021-04-10 01:53:11,899 INFO : EVAL, epoch=0081, iter=00010/00040, fetch data time cost=0.40ms, fps=6833 images/s, loss=0.4303, top1-acc=85.66%, top5-acc=99.73%, remaining_time=0:00:01.123860, arrival_time=2021-04-10 01:53:13.023591, cost_time=0:00:00.374617 2021-04-10 01:53:12,159 INFO : EVAL, epoch=0081, iter=00020/00040, fetch data time cost=0.30ms, fps=9868 images/s, loss=0.4264, top1-acc=85.84%, top5-acc=99.67%, remaining_time=0:00:00.634580, arrival_time=2021-04-10 01:53:12.794279, cost_time=0:00:00.634583 2021-04-10 01:53:12,401 INFO : EVAL, epoch=0081, iter=00030/00040, fetch data time cost=2.44ms, fps=10610 images/s, loss=0.4223, top1-acc=86.21%, top5-acc=99.62%, remaining_time=0:00:00.292140, arrival_time=2021-04-10 01:53:12.693647, cost_time=0:00:00.876411 2021-04-10 01:53:12,629 INFO : EVAL, epoch=0081, iter=00040/00040, fetch data time cost=0.09ms, fps=10190 images/s, loss=0.4104, top1-acc=86.42%, top5-acc=99.51%, remaining_time=0:00:00, arrival_time=2021-04-10 01:53:12.629616, cost_time=0:00:01.104592 2021-04-10 01:53:12,673 INFO : Epoch=0081 complete, best val top1-acc=86.99%, top5-acc=99.51% (epoch=79), remaining_time=0:45:29.477415, arrival_time=2021-04-10 02:38:42.150610, cost_time=0:30:57.879581 2021-04-10 01:53:12,673 INFO : Train start, epoch=0082, lr=0.064702 2021-04-10 01:53:13,971 INFO : TRAIN, epoch=0082, iter=00010/00196, fetch data time cost=2.64ms, fps=1974 images/s, loss=0.2318, top1-acc=92.03%, top5-acc=99.92%, remaining_time=0:00:24.123270, arrival_time=2021-04-10 01:53:38.094452, cost_time=0:00:01.296950 2021-04-10 01:53:15,079 INFO : TRAIN, epoch=0082, iter=00020/00196, fetch data time cost=2.01ms, fps=2312 images/s, loss=0.2271, top1-acc=92.29%, top5-acc=99.94%, remaining_time=0:00:21.164000, arrival_time=2021-04-10 01:53:36.243142, cost_time=0:00:02.405010 2021-04-10 01:53:16,172 INFO : TRAIN, epoch=0082, iter=00030/00196, fetch data time cost=1.72ms, fps=2344 images/s, loss=0.2269, top1-acc=92.25%, top5-acc=99.92%, remaining_time=0:00:19.355932, arrival_time=2021-04-10 01:53:35.528193, cost_time=0:00:03.498051 2021-04-10 01:53:17,278 INFO : TRAIN, epoch=0082, iter=00040/00196, fetch data time cost=1.47ms, fps=2317 images/s, loss=0.2230, top1-acc=92.23%, top5-acc=99.91%, remaining_time=0:00:17.956536, arrival_time=2021-04-10 01:53:35.234986, cost_time=0:00:04.604246 2021-04-10 01:53:18,375 INFO : TRAIN, epoch=0082, iter=00050/00196, fetch data time cost=1.57ms, fps=2335 images/s, loss=0.2175, top1-acc=92.45%, top5-acc=99.90%, remaining_time=0:00:16.648526, arrival_time=2021-04-10 01:53:35.024166, cost_time=0:00:05.701569 2021-04-10 01:53:19,488 INFO : TRAIN, epoch=0082, iter=00060/00196, fetch data time cost=2.12ms, fps=2303 images/s, loss=0.2191, top1-acc=92.36%, top5-acc=99.90%, remaining_time=0:00:15.444432, arrival_time=2021-04-10 01:53:34.932342, cost_time=0:00:06.813696 2021-04-10 01:53:20,596 INFO : TRAIN, epoch=0082, iter=00070/00196, fetch data time cost=1.45ms, fps=2310 images/s, loss=0.2205, top1-acc=92.34%, top5-acc=99.88%, remaining_time=0:00:14.260806, arrival_time=2021-04-10 01:53:34.857565, cost_time=0:00:07.922656 2021-04-10 01:53:21,681 INFO : TRAIN, epoch=0082, iter=00080/00196, fetch data time cost=1.48ms, fps=2362 images/s, loss=0.2191, top1-acc=92.38%, top5-acc=99.88%, remaining_time=0:00:13.060324, arrival_time=2021-04-10 01:53:34.741746, cost_time=0:00:09.007139 2021-04-10 01:53:22,786 INFO : TRAIN, epoch=0082, iter=00090/00196, fetch data time cost=2.39ms, fps=2319 images/s, loss=0.2191, top1-acc=92.40%, top5-acc=99.88%, remaining_time=0:00:11.909842, arrival_time=2021-04-10 01:53:34.696121, cost_time=0:00:10.112167 2021-04-10 01:53:23,888 INFO : TRAIN, epoch=0082, iter=00100/00196, fetch data time cost=1.57ms, fps=2325 images/s, loss=0.2177, top1-acc=92.45%, top5-acc=99.88%, remaining_time=0:00:10.765152, arrival_time=2021-04-10 01:53:34.653029, cost_time=0:00:11.213666 2021-04-10 01:53:24,989 INFO : TRAIN, epoch=0082, iter=00110/00196, fetch data time cost=2.16ms, fps=2327 images/s, loss=0.2196, top1-acc=92.38%, top5-acc=99.88%, remaining_time=0:00:09.627786, arrival_time=2021-04-10 01:53:34.616806, cost_time=0:00:12.314610 2021-04-10 01:53:26,099 INFO : TRAIN, epoch=0082, iter=00120/00196, fetch data time cost=1.46ms, fps=2308 images/s, loss=0.2233, top1-acc=92.27%, top5-acc=99.87%, remaining_time=0:00:08.502728, arrival_time=2021-04-10 01:53:34.602227, cost_time=0:00:13.425372 2021-04-10 01:53:27,199 INFO : TRAIN, epoch=0082, iter=00130/00196, fetch data time cost=1.51ms, fps=2329 images/s, loss=0.2246, top1-acc=92.22%, top5-acc=99.87%, remaining_time=0:00:07.374246, arrival_time=2021-04-10 01:53:34.573409, cost_time=0:00:14.525053 2021-04-10 01:53:28,312 INFO : TRAIN, epoch=0082, iter=00140/00196, fetch data time cost=1.79ms, fps=2302 images/s, loss=0.2241, top1-acc=92.21%, top5-acc=99.86%, remaining_time=0:00:06.255144, arrival_time=2021-04-10 01:53:34.567216, cost_time=0:00:15.637803 2021-04-10 01:53:29,402 INFO : TRAIN, epoch=0082, iter=00150/00196, fetch data time cost=1.95ms, fps=2349 images/s, loss=0.2249, top1-acc=92.20%, top5-acc=99.86%, remaining_time=0:00:05.130150, arrival_time=2021-04-10 01:53:34.532953, cost_time=0:00:16.728678 2021-04-10 01:53:30,496 INFO : TRAIN, epoch=0082, iter=00160/00196, fetch data time cost=2.22ms, fps=2341 images/s, loss=0.2258, top1-acc=92.14%, top5-acc=99.85%, remaining_time=0:00:04.010112, arrival_time=2021-04-10 01:53:34.506987, cost_time=0:00:17.822770 2021-04-10 01:53:31,638 INFO : TRAIN, epoch=0082, iter=00170/00196, fetch data time cost=1.59ms, fps=2244 images/s, loss=0.2270, top1-acc=92.11%, top5-acc=99.85%, remaining_time=0:00:02.900430, arrival_time=2021-04-10 01:53:34.539082, cost_time=0:00:18.964426 2021-04-10 01:53:32,734 INFO : TRAIN, epoch=0082, iter=00180/00196, fetch data time cost=1.59ms, fps=2337 images/s, loss=0.2266, top1-acc=92.11%, top5-acc=99.85%, remaining_time=0:00:01.783168, arrival_time=2021-04-10 01:53:34.517963, cost_time=0:00:20.060684 2021-04-10 01:53:33,833 INFO : TRAIN, epoch=0082, iter=00190/00196, fetch data time cost=2.07ms, fps=2332 images/s, loss=0.2262, top1-acc=92.13%, top5-acc=99.85%, remaining_time=0:00:00.668184, arrival_time=2021-04-10 01:53:34.501475, cost_time=0:00:21.159147 2021-04-10 01:53:34,429 INFO : TRAIN, epoch=0082, iter=00196/00196, fetch data time cost=1.69ms, fps=2283 images/s, loss=0.2256, top1-acc=92.15%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-10 01:53:34.429729, cost_time=0:00:21.755634 2021-04-10 01:53:34,845 INFO : EVAL, epoch=0082, iter=00010/00040, fetch data time cost=0.50ms, fps=6186 images/s, loss=0.4636, top1-acc=85.47%, top5-acc=99.57%, remaining_time=0:00:01.241520, arrival_time=2021-04-10 01:53:36.086934, cost_time=0:00:00.413840 2021-04-10 01:53:35,123 INFO : EVAL, epoch=0082, iter=00020/00040, fetch data time cost=0.20ms, fps=9217 images/s, loss=0.4700, top1-acc=85.47%, top5-acc=99.47%, remaining_time=0:00:00.691960, arrival_time=2021-04-10 01:53:35.815532, cost_time=0:00:00.691958 2021-04-10 01:53:35,405 INFO : EVAL, epoch=0082, iter=00030/00040, fetch data time cost=0.31ms, fps=9086 images/s, loss=0.4484, top1-acc=86.00%, top5-acc=99.53%, remaining_time=0:00:00.324740, arrival_time=2021-04-10 01:53:35.730567, cost_time=0:00:00.974219 2021-04-10 01:53:35,652 INFO : EVAL, epoch=0082, iter=00040/00040, fetch data time cost=0.08ms, fps=9416 images/s, loss=0.4510, top1-acc=86.02%, top5-acc=99.42%, remaining_time=0:00:00, arrival_time=2021-04-10 01:53:35.652644, cost_time=0:00:01.221110 2021-04-10 01:53:35,692 INFO : Epoch=0082 complete, best val top1-acc=86.99%, top5-acc=99.51% (epoch=79), remaining_time=0:45:06.659102, arrival_time=2021-04-10 02:38:42.351432, cost_time=0:31:20.898714 2021-04-10 01:53:35,693 INFO : Train start, epoch=0083, lr=0.063950 2021-04-10 01:53:37,011 INFO : TRAIN, epoch=0083, iter=00010/00196, fetch data time cost=0.30ms, fps=1942 images/s, loss=0.2305, top1-acc=92.38%, top5-acc=99.73%, remaining_time=0:00:24.513498, arrival_time=2021-04-10 01:54:01.524710, cost_time=0:00:01.317931 2021-04-10 01:53:38,113 INFO : TRAIN, epoch=0083, iter=00020/00196, fetch data time cost=2.31ms, fps=2325 images/s, loss=0.2214, top1-acc=92.42%, top5-acc=99.77%, remaining_time=0:00:21.295648, arrival_time=2021-04-10 01:53:59.408968, cost_time=0:00:02.419954 2021-04-10 01:53:39,214 INFO : TRAIN, epoch=0083, iter=00030/00196, fetch data time cost=2.22ms, fps=2326 images/s, loss=0.2256, top1-acc=92.15%, top5-acc=99.83%, remaining_time=0:00:19.485744, arrival_time=2021-04-10 01:53:58.700473, cost_time=0:00:03.521521 2021-04-10 01:53:40,318 INFO : TRAIN, epoch=0083, iter=00040/00196, fetch data time cost=1.73ms, fps=2321 images/s, loss=0.2254, top1-acc=92.17%, top5-acc=99.83%, remaining_time=0:00:18.037500, arrival_time=2021-04-10 01:53:58.355775, cost_time=0:00:04.624981 2021-04-10 01:53:41,416 INFO : TRAIN, epoch=0083, iter=00050/00196, fetch data time cost=1.51ms, fps=2333 images/s, loss=0.2251, top1-acc=92.26%, top5-acc=99.82%, remaining_time=0:00:16.711744, arrival_time=2021-04-10 01:53:58.128208, cost_time=0:00:05.723208 2021-04-10 01:53:42,515 INFO : TRAIN, epoch=0083, iter=00060/00196, fetch data time cost=1.72ms, fps=2331 images/s, loss=0.2247, top1-acc=92.28%, top5-acc=99.83%, remaining_time=0:00:15.463336, arrival_time=2021-04-10 01:53:57.978758, cost_time=0:00:06.822077 2021-04-10 01:53:43,626 INFO : TRAIN, epoch=0083, iter=00070/00196, fetch data time cost=2.04ms, fps=2306 images/s, loss=0.2254, top1-acc=92.23%, top5-acc=99.83%, remaining_time=0:00:14.279958, arrival_time=2021-04-10 01:53:57.906625, cost_time=0:00:07.933301 2021-04-10 01:53:44,725 INFO : TRAIN, epoch=0083, iter=00080/00196, fetch data time cost=1.50ms, fps=2332 images/s, loss=0.2230, top1-acc=92.33%, top5-acc=99.83%, remaining_time=0:00:13.096400, arrival_time=2021-04-10 01:53:57.821620, cost_time=0:00:09.032012 2021-04-10 01:53:45,820 INFO : TRAIN, epoch=0083, iter=00090/00196, fetch data time cost=1.82ms, fps=2339 images/s, loss=0.2218, top1-acc=92.37%, top5-acc=99.84%, remaining_time=0:00:11.927332, arrival_time=2021-04-10 01:53:57.747559, cost_time=0:00:10.126994 2021-04-10 01:53:46,960 INFO : TRAIN, epoch=0083, iter=00100/00196, fetch data time cost=1.53ms, fps=2247 images/s, loss=0.2235, top1-acc=92.31%, top5-acc=99.82%, remaining_time=0:00:10.816320, arrival_time=2021-04-10 01:53:57.776609, cost_time=0:00:11.266951 2021-04-10 01:53:48,064 INFO : TRAIN, epoch=0083, iter=00110/00196, fetch data time cost=2.17ms, fps=2320 images/s, loss=0.2219, top1-acc=92.32%, top5-acc=99.83%, remaining_time=0:00:09.671904, arrival_time=2021-04-10 01:53:57.736401, cost_time=0:00:12.371094 2021-04-10 01:53:49,159 INFO : TRAIN, epoch=0083, iter=00120/00196, fetch data time cost=2.41ms, fps=2339 images/s, loss=0.2227, top1-acc=92.32%, top5-acc=99.83%, remaining_time=0:00:08.528872, arrival_time=2021-04-10 01:53:57.688685, cost_time=0:00:13.466613 2021-04-10 01:53:50,278 INFO : TRAIN, epoch=0083, iter=00130/00196, fetch data time cost=2.66ms, fps=2291 images/s, loss=0.2222, top1-acc=92.34%, top5-acc=99.84%, remaining_time=0:00:07.404540, arrival_time=2021-04-10 01:53:57.682620, cost_time=0:00:14.584673 2021-04-10 01:53:51,378 INFO : TRAIN, epoch=0083, iter=00140/00196, fetch data time cost=2.09ms, fps=2328 images/s, loss=0.2228, top1-acc=92.34%, top5-acc=99.84%, remaining_time=0:00:06.274240, arrival_time=2021-04-10 01:53:57.653071, cost_time=0:00:15.685649 2021-04-10 01:53:52,470 INFO : TRAIN, epoch=0083, iter=00150/00196, fetch data time cost=1.59ms, fps=2345 images/s, loss=0.2221, top1-acc=92.36%, top5-acc=99.83%, remaining_time=0:00:05.145146, arrival_time=2021-04-10 01:53:57.616037, cost_time=0:00:16.777592 2021-04-10 01:53:53,584 INFO : TRAIN, epoch=0083, iter=00160/00196, fetch data time cost=1.72ms, fps=2301 images/s, loss=0.2212, top1-acc=92.41%, top5-acc=99.83%, remaining_time=0:00:04.025484, arrival_time=2021-04-10 01:53:57.609756, cost_time=0:00:17.891067 2021-04-10 01:53:54,679 INFO : TRAIN, epoch=0083, iter=00170/00196, fetch data time cost=1.45ms, fps=2339 images/s, loss=0.2218, top1-acc=92.40%, top5-acc=99.83%, remaining_time=0:00:02.903758, arrival_time=2021-04-10 01:53:57.583089, cost_time=0:00:18.986091 2021-04-10 01:53:55,775 INFO : TRAIN, epoch=0083, iter=00180/00196, fetch data time cost=1.90ms, fps=2337 images/s, loss=0.2224, top1-acc=92.40%, top5-acc=99.83%, remaining_time=0:00:01.785088, arrival_time=2021-04-10 01:53:57.560554, cost_time=0:00:20.082189 2021-04-10 01:53:56,878 INFO : TRAIN, epoch=0083, iter=00190/00196, fetch data time cost=1.65ms, fps=2322 images/s, loss=0.2216, top1-acc=92.43%, top5-acc=99.84%, remaining_time=0:00:00.669012, arrival_time=2021-04-10 01:53:57.547758, cost_time=0:00:21.185425 2021-04-10 01:53:57,467 INFO : TRAIN, epoch=0083, iter=00196/00196, fetch data time cost=1.64ms, fps=2312 images/s, loss=0.2218, top1-acc=92.44%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-10 01:53:57.467732, cost_time=0:00:21.774533 2021-04-10 01:53:57,836 INFO : EVAL, epoch=0083, iter=00010/00040, fetch data time cost=0.21ms, fps=6977 images/s, loss=0.5087, top1-acc=84.73%, top5-acc=99.34%, remaining_time=0:00:01.100610, arrival_time=2021-04-10 01:53:58.936704, cost_time=0:00:00.366871 2021-04-10 01:53:58,094 INFO : EVAL, epoch=0083, iter=00020/00040, fetch data time cost=0.29ms, fps=9911 images/s, loss=0.5141, top1-acc=84.77%, top5-acc=99.37%, remaining_time=0:00:00.625700, arrival_time=2021-04-10 01:53:58.720610, cost_time=0:00:00.625702 2021-04-10 01:53:58,380 INFO : EVAL, epoch=0083, iter=00030/00040, fetch data time cost=0.34ms, fps=8985 images/s, loss=0.5181, top1-acc=84.65%, top5-acc=99.32%, remaining_time=0:00:00.303710, arrival_time=2021-04-10 01:53:58.684064, cost_time=0:00:00.911134 2021-04-10 01:53:58,602 INFO : EVAL, epoch=0083, iter=00040/00040, fetch data time cost=0.08ms, fps=10463 images/s, loss=0.5316, top1-acc=84.68%, top5-acc=99.36%, remaining_time=0:00:00, arrival_time=2021-04-10 01:53:58.602545, cost_time=0:00:01.133403 2021-04-10 01:53:58,643 INFO : Epoch=0083 complete, best val top1-acc=86.99%, top5-acc=99.51% (epoch=79), remaining_time=0:44:43.739565, arrival_time=2021-04-10 02:38:42.382656, cost_time=0:31:43.849463 2021-04-10 01:53:58,643 INFO : Train start, epoch=0084, lr=0.063194 2021-04-10 01:53:59,993 INFO : TRAIN, epoch=0084, iter=00010/00196, fetch data time cost=0.57ms, fps=1898 images/s, loss=0.2390, top1-acc=91.56%, top5-acc=99.80%, remaining_time=0:00:25.091214, arrival_time=2021-04-10 01:54:25.084290, cost_time=0:00:01.348990 2021-04-10 01:54:01,087 INFO : TRAIN, epoch=0084, iter=00020/00196, fetch data time cost=1.55ms, fps=2342 images/s, loss=0.2228, top1-acc=92.07%, top5-acc=99.84%, remaining_time=0:00:21.497344, arrival_time=2021-04-10 01:54:22.584269, cost_time=0:00:02.442880 2021-04-10 01:54:02,196 INFO : TRAIN, epoch=0084, iter=00030/00196, fetch data time cost=2.09ms, fps=2308 images/s, loss=0.2166, top1-acc=92.15%, top5-acc=99.87%, remaining_time=0:00:19.658716, arrival_time=2021-04-10 01:54:21.855509, cost_time=0:00:03.552793 2021-04-10 01:54:03,287 INFO : TRAIN, epoch=0084, iter=00040/00196, fetch data time cost=1.85ms, fps=2348 images/s, loss=0.2137, top1-acc=92.43%, top5-acc=99.88%, remaining_time=0:00:18.110820, arrival_time=2021-04-10 01:54:21.398635, cost_time=0:00:04.643789 2021-04-10 01:54:04,389 INFO : TRAIN, epoch=0084, iter=00050/00196, fetch data time cost=1.94ms, fps=2326 images/s, loss=0.2160, top1-acc=92.29%, top5-acc=99.87%, remaining_time=0:00:16.775838, arrival_time=2021-04-10 01:54:21.165106, cost_time=0:00:05.745147 2021-04-10 01:54:05,488 INFO : TRAIN, epoch=0084, iter=00060/00196, fetch data time cost=2.10ms, fps=2332 images/s, loss=0.2148, top1-acc=92.39%, top5-acc=99.86%, remaining_time=0:00:15.512976, arrival_time=2021-04-10 01:54:21.000972, cost_time=0:00:06.843967 2021-04-10 01:54:06,586 INFO : TRAIN, epoch=0084, iter=00070/00196, fetch data time cost=2.38ms, fps=2332 images/s, loss=0.2163, top1-acc=92.39%, top5-acc=99.85%, remaining_time=0:00:14.296464, arrival_time=2021-04-10 01:54:20.883029, cost_time=0:00:07.942515 2021-04-10 01:54:07,681 INFO : TRAIN, epoch=0084, iter=00080/00196, fetch data time cost=1.61ms, fps=2339 images/s, loss=0.2187, top1-acc=92.27%, top5-acc=99.85%, remaining_time=0:00:13.104404, arrival_time=2021-04-10 01:54:20.785966, cost_time=0:00:09.037545 2021-04-10 01:54:08,778 INFO : TRAIN, epoch=0084, iter=00090/00196, fetch data time cost=1.47ms, fps=2336 images/s, loss=0.2211, top1-acc=92.25%, top5-acc=99.86%, remaining_time=0:00:11.935812, arrival_time=2021-04-10 01:54:20.713975, cost_time=0:00:10.134200 2021-04-10 01:54:09,876 INFO : TRAIN, epoch=0084, iter=00100/00196, fetch data time cost=1.52ms, fps=2333 images/s, loss=0.2209, top1-acc=92.30%, top5-acc=99.86%, remaining_time=0:00:10.782624, arrival_time=2021-04-10 01:54:20.658797, cost_time=0:00:11.231885 2021-04-10 01:54:10,978 INFO : TRAIN, epoch=0084, iter=00110/00196, fetch data time cost=1.61ms, fps=2324 images/s, loss=0.2217, top1-acc=92.26%, top5-acc=99.86%, remaining_time=0:00:09.643610, arrival_time=2021-04-10 01:54:20.622391, cost_time=0:00:12.334799 2021-04-10 01:54:12,070 INFO : TRAIN, epoch=0084, iter=00120/00196, fetch data time cost=2.02ms, fps=2346 images/s, loss=0.2227, top1-acc=92.26%, top5-acc=99.86%, remaining_time=0:00:08.503564, arrival_time=2021-04-10 01:54:20.574206, cost_time=0:00:13.426678 2021-04-10 01:54:13,175 INFO : TRAIN, epoch=0084, iter=00130/00196, fetch data time cost=2.13ms, fps=2319 images/s, loss=0.2222, top1-acc=92.25%, top5-acc=99.86%, remaining_time=0:00:07.377282, arrival_time=2021-04-10 01:54:20.552372, cost_time=0:00:14.531068 2021-04-10 01:54:14,265 INFO : TRAIN, epoch=0084, iter=00140/00196, fetch data time cost=1.71ms, fps=2349 images/s, loss=0.2248, top1-acc=92.14%, top5-acc=99.85%, remaining_time=0:00:06.248648, arrival_time=2021-04-10 01:54:20.514334, cost_time=0:00:15.621663 2021-04-10 01:54:15,352 INFO : TRAIN, epoch=0084, iter=00150/00196, fetch data time cost=1.86ms, fps=2357 images/s, loss=0.2247, top1-acc=92.16%, top5-acc=99.85%, remaining_time=0:00:05.123894, arrival_time=2021-04-10 01:54:20.476187, cost_time=0:00:16.708343 2021-04-10 01:54:16,444 INFO : TRAIN, epoch=0084, iter=00160/00196, fetch data time cost=2.81ms, fps=2345 images/s, loss=0.2258, top1-acc=92.12%, top5-acc=99.85%, remaining_time=0:00:04.005108, arrival_time=2021-04-10 01:54:20.449678, cost_time=0:00:17.800499 2021-04-10 01:54:17,561 INFO : TRAIN, epoch=0084, iter=00170/00196, fetch data time cost=1.63ms, fps=2294 images/s, loss=0.2255, top1-acc=92.12%, top5-acc=99.85%, remaining_time=0:00:02.893228, arrival_time=2021-04-10 01:54:20.454446, cost_time=0:00:18.917252 2021-04-10 01:54:18,665 INFO : TRAIN, epoch=0084, iter=00180/00196, fetch data time cost=1.94ms, fps=2320 images/s, loss=0.2238, top1-acc=92.19%, top5-acc=99.85%, remaining_time=0:00:01.779648, arrival_time=2021-04-10 01:54:20.444853, cost_time=0:00:20.021095 2021-04-10 01:54:19,772 INFO : TRAIN, epoch=0084, iter=00190/00196, fetch data time cost=1.89ms, fps=2314 images/s, loss=0.2239, top1-acc=92.19%, top5-acc=99.86%, remaining_time=0:00:00.667206, arrival_time=2021-04-10 01:54:20.439392, cost_time=0:00:21.128169 2021-04-10 01:54:20,358 INFO : TRAIN, epoch=0084, iter=00196/00196, fetch data time cost=1.47ms, fps=2323 images/s, loss=0.2231, top1-acc=92.21%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-10 01:54:20.358220, cost_time=0:00:21.714200 2021-04-10 01:54:20,793 INFO : EVAL, epoch=0084, iter=00010/00040, fetch data time cost=1.93ms, fps=6276 images/s, loss=0.4621, top1-acc=85.47%, top5-acc=99.53%, remaining_time=0:00:01.223580, arrival_time=2021-04-10 01:54:22.016899, cost_time=0:00:00.407864 2021-04-10 01:54:21,097 INFO : EVAL, epoch=0084, iter=00020/00040, fetch data time cost=0.45ms, fps=8422 images/s, loss=0.4443, top1-acc=86.17%, top5-acc=99.55%, remaining_time=0:00:00.712240, arrival_time=2021-04-10 01:54:21.809979, cost_time=0:00:00.712238 2021-04-10 01:54:21,365 INFO : EVAL, epoch=0084, iter=00030/00040, fetch data time cost=14.54ms, fps=9592 images/s, loss=0.4432, top1-acc=85.92%, top5-acc=99.54%, remaining_time=0:00:00.326550, arrival_time=2021-04-10 01:54:21.691682, cost_time=0:00:00.979652 2021-04-10 01:54:21,597 INFO : EVAL, epoch=0084, iter=00040/00040, fetch data time cost=0.09ms, fps=9989 images/s, loss=0.4575, top1-acc=85.85%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-10 01:54:21.597806, cost_time=0:00:01.212399 2021-04-10 01:54:21,655 INFO : Epoch=0084 complete, best val top1-acc=86.99%, top5-acc=99.51% (epoch=79), remaining_time=0:44:20.904628, arrival_time=2021-04-10 02:38:42.560211, cost_time=0:32:06.861931 2021-04-10 01:54:21,656 INFO : Train start, epoch=0085, lr=0.062434 2021-04-10 01:54:22,943 INFO : TRAIN, epoch=0085, iter=00010/00196, fetch data time cost=1.87ms, fps=1990 images/s, loss=0.2054, top1-acc=92.85%, top5-acc=99.84%, remaining_time=0:00:23.925552, arrival_time=2021-04-10 01:54:46.869008, cost_time=0:00:01.286318 2021-04-10 01:54:24,050 INFO : TRAIN, epoch=0085, iter=00020/00196, fetch data time cost=2.14ms, fps=2315 images/s, loss=0.2188, top1-acc=92.36%, top5-acc=99.77%, remaining_time=0:00:21.057520, arrival_time=2021-04-10 01:54:45.107451, cost_time=0:00:02.392902 2021-04-10 01:54:25,162 INFO : TRAIN, epoch=0085, iter=00030/00196, fetch data time cost=2.02ms, fps=2302 images/s, loss=0.2150, top1-acc=92.55%, top5-acc=99.82%, remaining_time=0:00:19.397764, arrival_time=2021-04-10 01:54:44.560442, cost_time=0:00:03.505610 2021-04-10 01:54:26,252 INFO : TRAIN, epoch=0085, iter=00040/00196, fetch data time cost=2.04ms, fps=2350 images/s, loss=0.2145, top1-acc=92.55%, top5-acc=99.83%, remaining_time=0:00:17.922372, arrival_time=2021-04-10 01:54:44.174843, cost_time=0:00:04.595478 2021-04-10 01:54:27,341 INFO : TRAIN, epoch=0085, iter=00050/00196, fetch data time cost=2.09ms, fps=2352 images/s, loss=0.2124, top1-acc=92.55%, top5-acc=99.84%, remaining_time=0:00:16.598740, arrival_time=2021-04-10 01:54:43.940250, cost_time=0:00:05.684499 2021-04-10 01:54:28,441 INFO : TRAIN, epoch=0085, iter=00060/00196, fetch data time cost=2.22ms, fps=2329 images/s, loss=0.2165, top1-acc=92.42%, top5-acc=99.86%, remaining_time=0:00:15.377384, arrival_time=2021-04-10 01:54:43.818654, cost_time=0:00:06.784137 2021-04-10 01:54:29,567 INFO : TRAIN, epoch=0085, iter=00070/00196, fetch data time cost=1.69ms, fps=2276 images/s, loss=0.2147, top1-acc=92.52%, top5-acc=99.85%, remaining_time=0:00:14.237874, arrival_time=2021-04-10 01:54:43.804852, cost_time=0:00:07.909955 2021-04-10 01:54:30,664 INFO : TRAIN, epoch=0085, iter=00080/00196, fetch data time cost=1.53ms, fps=2334 images/s, loss=0.2156, top1-acc=92.50%, top5-acc=99.86%, remaining_time=0:00:13.060904, arrival_time=2021-04-10 01:54:43.725514, cost_time=0:00:09.007507 2021-04-10 01:54:31,756 INFO : TRAIN, epoch=0085, iter=00090/00196, fetch data time cost=1.46ms, fps=2347 images/s, loss=0.2161, top1-acc=92.47%, top5-acc=99.87%, remaining_time=0:00:11.894578, arrival_time=2021-04-10 01:54:43.650749, cost_time=0:00:10.099184 2021-04-10 01:54:32,872 INFO : TRAIN, epoch=0085, iter=00100/00196, fetch data time cost=1.70ms, fps=2294 images/s, loss=0.2187, top1-acc=92.37%, top5-acc=99.85%, remaining_time=0:00:10.767168, arrival_time=2021-04-10 01:54:43.640060, cost_time=0:00:11.215835 2021-04-10 01:54:33,979 INFO : TRAIN, epoch=0085, iter=00110/00196, fetch data time cost=2.37ms, fps=2314 images/s, loss=0.2203, top1-acc=92.32%, top5-acc=99.85%, remaining_time=0:00:09.634150, arrival_time=2021-04-10 01:54:43.613917, cost_time=0:00:12.322739 2021-04-10 01:54:35,068 INFO : TRAIN, epoch=0085, iter=00120/00196, fetch data time cost=1.48ms, fps=2354 images/s, loss=0.2212, top1-acc=92.34%, top5-acc=99.85%, remaining_time=0:00:08.493684, arrival_time=2021-04-10 01:54:43.561689, cost_time=0:00:13.411040 2021-04-10 01:54:36,163 INFO : TRAIN, epoch=0085, iter=00130/00196, fetch data time cost=1.43ms, fps=2339 images/s, loss=0.2218, top1-acc=92.30%, top5-acc=99.85%, remaining_time=0:00:07.364544, arrival_time=2021-04-10 01:54:43.527485, cost_time=0:00:14.505918 2021-04-10 01:54:37,265 INFO : TRAIN, epoch=0085, iter=00140/00196, fetch data time cost=1.59ms, fps=2323 images/s, loss=0.2210, top1-acc=92.30%, top5-acc=99.86%, remaining_time=0:00:06.243496, arrival_time=2021-04-10 01:54:43.509342, cost_time=0:00:15.608702 2021-04-10 01:54:38,362 INFO : TRAIN, epoch=0085, iter=00150/00196, fetch data time cost=1.49ms, fps=2336 images/s, loss=0.2200, top1-acc=92.36%, top5-acc=99.85%, remaining_time=0:00:05.123020, arrival_time=2021-04-10 01:54:43.485428, cost_time=0:00:16.705431 2021-04-10 01:54:39,465 INFO : TRAIN, epoch=0085, iter=00160/00196, fetch data time cost=2.05ms, fps=2323 images/s, loss=0.2190, top1-acc=92.39%, top5-acc=99.86%, remaining_time=0:00:04.006800, arrival_time=2021-04-10 01:54:43.471782, cost_time=0:00:17.808021 2021-04-10 01:54:40,558 INFO : TRAIN, epoch=0085, iter=00170/00196, fetch data time cost=2.31ms, fps=2342 images/s, loss=0.2219, top1-acc=92.31%, top5-acc=99.84%, remaining_time=0:00:02.890862, arrival_time=2021-04-10 01:54:43.449561, cost_time=0:00:18.901733 2021-04-10 01:54:41,654 INFO : TRAIN, epoch=0085, iter=00180/00196, fetch data time cost=2.09ms, fps=2337 images/s, loss=0.2226, top1-acc=92.28%, top5-acc=99.85%, remaining_time=0:00:01.777568, arrival_time=2021-04-10 01:54:43.432195, cost_time=0:00:19.997617 2021-04-10 01:54:42,749 INFO : TRAIN, epoch=0085, iter=00190/00196, fetch data time cost=1.51ms, fps=2340 images/s, loss=0.2220, top1-acc=92.28%, top5-acc=99.85%, remaining_time=0:00:00.666078, arrival_time=2021-04-10 01:54:43.415467, cost_time=0:00:21.092417 2021-04-10 01:54:43,356 INFO : TRAIN, epoch=0085, iter=00196/00196, fetch data time cost=0.11ms, fps=2242 images/s, loss=0.2233, top1-acc=92.29%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-10 01:54:43.356439, cost_time=0:00:21.699476 2021-04-10 01:54:43,740 INFO : EVAL, epoch=0085, iter=00010/00040, fetch data time cost=0.35ms, fps=6691 images/s, loss=0.4238, top1-acc=86.95%, top5-acc=99.45%, remaining_time=0:00:01.147740, arrival_time=2021-04-10 01:54:44.888187, cost_time=0:00:00.382576 2021-04-10 01:54:43,988 INFO : EVAL, epoch=0085, iter=00020/00040, fetch data time cost=0.50ms, fps=10362 images/s, loss=0.4129, top1-acc=87.07%, top5-acc=99.49%, remaining_time=0:00:00.630360, arrival_time=2021-04-10 01:54:44.618533, cost_time=0:00:00.630368 2021-04-10 01:54:44,243 INFO : EVAL, epoch=0085, iter=00030/00040, fetch data time cost=0.47ms, fps=10066 images/s, loss=0.4026, top1-acc=87.24%, top5-acc=99.61%, remaining_time=0:00:00.295080, arrival_time=2021-04-10 01:54:44.538129, cost_time=0:00:00.885226 2021-04-10 01:54:44,468 INFO : EVAL, epoch=0085, iter=00040/00040, fetch data time cost=0.08ms, fps=10330 images/s, loss=0.4149, top1-acc=87.30%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-10 01:54:44.468110, cost_time=0:00:01.110379 2021-04-10 01:54:44,555 INFO : Epoch=0085 complete, best val top1-acc=87.30%, top5-acc=99.64% (epoch=85), remaining_time=0:43:57.913470, arrival_time=2021-04-10 02:38:42.469281, cost_time=0:32:29.762168 2021-04-10 01:54:44,556 INFO : Train start, epoch=0086, lr=0.061672 2021-04-10 01:54:45,839 INFO : TRAIN, epoch=0086, iter=00010/00196, fetch data time cost=0.32ms, fps=1996 images/s, loss=0.2191, top1-acc=92.03%, top5-acc=99.88%, remaining_time=0:00:23.850780, arrival_time=2021-04-10 01:55:09.689812, cost_time=0:00:01.282303 2021-04-10 01:54:46,949 INFO : TRAIN, epoch=0086, iter=00020/00196, fetch data time cost=2.40ms, fps=2307 images/s, loss=0.2219, top1-acc=92.11%, top5-acc=99.90%, remaining_time=0:00:21.055232, arrival_time=2021-04-10 01:55:08.004749, cost_time=0:00:02.392630 2021-04-10 01:54:48,058 INFO : TRAIN, epoch=0086, iter=00030/00196, fetch data time cost=3.26ms, fps=2311 images/s, loss=0.2253, top1-acc=92.02%, top5-acc=99.88%, remaining_time=0:00:19.374856, arrival_time=2021-04-10 01:55:07.433215, cost_time=0:00:03.501494 2021-04-10 01:54:49,155 INFO : TRAIN, epoch=0086, iter=00040/00196, fetch data time cost=1.70ms, fps=2336 images/s, loss=0.2213, top1-acc=92.25%, top5-acc=99.88%, remaining_time=0:00:17.933760, arrival_time=2021-04-10 01:55:07.088900, cost_time=0:00:04.598409 2021-04-10 01:54:50,246 INFO : TRAIN, epoch=0086, iter=00050/00196, fetch data time cost=2.80ms, fps=2348 images/s, loss=0.2149, top1-acc=92.52%, top5-acc=99.87%, remaining_time=0:00:16.612756, arrival_time=2021-04-10 01:55:06.858865, cost_time=0:00:05.689302 2021-04-10 01:54:51,351 INFO : TRAIN, epoch=0086, iter=00060/00196, fetch data time cost=2.17ms, fps=2318 images/s, loss=0.2147, top1-acc=92.55%, top5-acc=99.87%, remaining_time=0:00:15.401184, arrival_time=2021-04-10 01:55:06.752557, cost_time=0:00:06.794655 2021-04-10 01:54:52,456 INFO : TRAIN, epoch=0086, iter=00070/00196, fetch data time cost=1.73ms, fps=2319 images/s, loss=0.2160, top1-acc=92.47%, top5-acc=99.87%, remaining_time=0:00:14.218344, arrival_time=2021-04-10 01:55:06.674296, cost_time=0:00:07.899061 2021-04-10 01:54:53,564 INFO : TRAIN, epoch=0086, iter=00080/00196, fetch data time cost=1.72ms, fps=2318 images/s, loss=0.2145, top1-acc=92.52%, top5-acc=99.87%, remaining_time=0:00:13.061484, arrival_time=2021-04-10 01:55:06.626244, cost_time=0:00:09.007937 2021-04-10 01:54:54,675 INFO : TRAIN, epoch=0086, iter=00090/00196, fetch data time cost=1.61ms, fps=2307 images/s, loss=0.2168, top1-acc=92.51%, top5-acc=99.88%, remaining_time=0:00:11.917262, arrival_time=2021-04-10 01:55:06.592583, cost_time=0:00:10.118456 2021-04-10 01:54:55,775 INFO : TRAIN, epoch=0086, iter=00100/00196, fetch data time cost=1.50ms, fps=2328 images/s, loss=0.2188, top1-acc=92.48%, top5-acc=99.87%, remaining_time=0:00:10.770048, arrival_time=2021-04-10 01:55:06.545583, cost_time=0:00:11.218830 2021-04-10 01:54:56,877 INFO : TRAIN, epoch=0086, iter=00110/00196, fetch data time cost=1.71ms, fps=2325 images/s, loss=0.2198, top1-acc=92.38%, top5-acc=99.88%, remaining_time=0:00:09.632430, arrival_time=2021-04-10 01:55:06.509803, cost_time=0:00:12.320573 2021-04-10 01:54:57,977 INFO : TRAIN, epoch=0086, iter=00120/00196, fetch data time cost=2.05ms, fps=2328 images/s, loss=0.2194, top1-acc=92.39%, top5-acc=99.87%, remaining_time=0:00:08.500068, arrival_time=2021-04-10 01:55:06.477945, cost_time=0:00:13.421113 2021-04-10 01:54:59,082 INFO : TRAIN, epoch=0086, iter=00130/00196, fetch data time cost=1.50ms, fps=2320 images/s, loss=0.2197, top1-acc=92.39%, top5-acc=99.87%, remaining_time=0:00:07.374444, arrival_time=2021-04-10 01:55:06.456582, cost_time=0:00:14.525378 2021-04-10 01:55:00,179 INFO : TRAIN, epoch=0086, iter=00140/00196, fetch data time cost=1.97ms, fps=2334 images/s, loss=0.2203, top1-acc=92.38%, top5-acc=99.88%, remaining_time=0:00:06.249208, arrival_time=2021-04-10 01:55:06.429011, cost_time=0:00:15.622996 2021-04-10 01:55:01,274 INFO : TRAIN, epoch=0086, iter=00150/00196, fetch data time cost=2.21ms, fps=2340 images/s, loss=0.2195, top1-acc=92.42%, top5-acc=99.88%, remaining_time=0:00:05.126792, arrival_time=2021-04-10 01:55:06.401400, cost_time=0:00:16.717817 2021-04-10 01:55:02,377 INFO : TRAIN, epoch=0086, iter=00160/00196, fetch data time cost=2.22ms, fps=2323 images/s, loss=0.2189, top1-acc=92.45%, top5-acc=99.88%, remaining_time=0:00:04.009680, arrival_time=2021-04-10 01:55:06.387254, cost_time=0:00:17.820774 2021-04-10 01:55:03,476 INFO : TRAIN, epoch=0086, iter=00170/00196, fetch data time cost=1.62ms, fps=2330 images/s, loss=0.2196, top1-acc=92.42%, top5-acc=99.87%, remaining_time=0:00:02.893644, arrival_time=2021-04-10 01:55:06.370386, cost_time=0:00:18.919966 2021-04-10 01:55:04,585 INFO : TRAIN, epoch=0086, iter=00180/00196, fetch data time cost=2.46ms, fps=2310 images/s, loss=0.2208, top1-acc=92.37%, top5-acc=99.87%, remaining_time=0:00:01.780368, arrival_time=2021-04-10 01:55:06.366183, cost_time=0:00:20.029068 2021-04-10 01:55:05,685 INFO : TRAIN, epoch=0086, iter=00190/00196, fetch data time cost=1.39ms, fps=2329 images/s, loss=0.2221, top1-acc=92.31%, top5-acc=99.87%, remaining_time=0:00:00.667230, arrival_time=2021-04-10 01:55:06.353005, cost_time=0:00:21.128909 2021-04-10 01:55:06,285 INFO : TRAIN, epoch=0086, iter=00196/00196, fetch data time cost=1.72ms, fps=2271 images/s, loss=0.2230, top1-acc=92.27%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-10 01:55:06.285554, cost_time=0:00:21.728797 2021-04-10 01:55:06,633 INFO : EVAL, epoch=0086, iter=00010/00040, fetch data time cost=3.99ms, fps=7412 images/s, loss=0.5341, top1-acc=83.98%, top5-acc=99.06%, remaining_time=0:00:01.036080, arrival_time=2021-04-10 01:55:07.669089, cost_time=0:00:00.345360 2021-04-10 01:55:06,879 INFO : EVAL, epoch=0086, iter=00020/00040, fetch data time cost=2.50ms, fps=10394 images/s, loss=0.5549, top1-acc=83.81%, top5-acc=98.95%, remaining_time=0:00:00.592160, arrival_time=2021-04-10 01:55:07.471932, cost_time=0:00:00.592159 2021-04-10 01:55:07,179 INFO : EVAL, epoch=0086, iter=00030/00040, fetch data time cost=6.94ms, fps=8557 images/s, loss=0.5643, top1-acc=83.52%, top5-acc=98.93%, remaining_time=0:00:00.297230, arrival_time=2021-04-10 01:55:07.476703, cost_time=0:00:00.891692 2021-04-10 01:55:07,415 INFO : EVAL, epoch=0086, iter=00040/00040, fetch data time cost=0.08ms, fps=9839 images/s, loss=0.5514, top1-acc=83.61%, top5-acc=98.95%, remaining_time=0:00:00, arrival_time=2021-04-10 01:55:07.415909, cost_time=0:00:01.128308 2021-04-10 01:55:07,458 INFO : Epoch=0086 complete, best val top1-acc=87.30%, top5-acc=99.64% (epoch=85), remaining_time=0:43:34.928124, arrival_time=2021-04-10 02:38:42.386821, cost_time=0:32:52.665072 2021-04-10 01:55:07,459 INFO : Train start, epoch=0087, lr=0.060907 2021-04-10 01:55:08,764 INFO : TRAIN, epoch=0087, iter=00010/00196, fetch data time cost=0.64ms, fps=1962 images/s, loss=0.2326, top1-acc=92.19%, top5-acc=99.84%, remaining_time=0:00:24.270396, arrival_time=2021-04-10 01:55:33.034919, cost_time=0:00:01.304861 2021-04-10 01:55:09,863 INFO : TRAIN, epoch=0087, iter=00020/00196, fetch data time cost=2.08ms, fps=2331 images/s, loss=0.2221, top1-acc=92.36%, top5-acc=99.88%, remaining_time=0:00:21.154496, arrival_time=2021-04-10 01:55:31.018114, cost_time=0:00:02.403912 2021-04-10 01:55:10,975 INFO : TRAIN, epoch=0087, iter=00030/00196, fetch data time cost=2.57ms, fps=2304 images/s, loss=0.2196, top1-acc=92.68%, top5-acc=99.90%, remaining_time=0:00:19.454536, arrival_time=2021-04-10 01:55:30.430135, cost_time=0:00:03.515868 2021-04-10 01:55:12,066 INFO : TRAIN, epoch=0087, iter=00040/00196, fetch data time cost=1.55ms, fps=2349 images/s, loss=0.2191, top1-acc=92.58%, top5-acc=99.85%, remaining_time=0:00:17.966676, arrival_time=2021-04-10 01:55:30.033137, cost_time=0:00:04.606827 2021-04-10 01:55:13,168 INFO : TRAIN, epoch=0087, iter=00050/00196, fetch data time cost=2.20ms, fps=2325 images/s, loss=0.2189, top1-acc=92.62%, top5-acc=99.86%, remaining_time=0:00:16.669258, arrival_time=2021-04-10 01:55:29.837488, cost_time=0:00:05.708629 2021-04-10 01:55:14,269 INFO : TRAIN, epoch=0087, iter=00060/00196, fetch data time cost=1.39ms, fps=2325 images/s, loss=0.2154, top1-acc=92.70%, top5-acc=99.86%, remaining_time=0:00:15.436408, arrival_time=2021-04-10 01:55:29.706286, cost_time=0:00:06.810177 2021-04-10 01:55:15,362 INFO : TRAIN, epoch=0087, iter=00070/00196, fetch data time cost=1.51ms, fps=2344 images/s, loss=0.2158, top1-acc=92.59%, top5-acc=99.86%, remaining_time=0:00:14.226030, arrival_time=2021-04-10 01:55:29.588945, cost_time=0:00:07.903363 2021-04-10 01:55:16,459 INFO : TRAIN, epoch=0087, iter=00080/00196, fetch data time cost=1.85ms, fps=2337 images/s, loss=0.2142, top1-acc=92.68%, top5-acc=99.85%, remaining_time=0:00:13.048840, arrival_time=2021-04-10 01:55:29.507778, cost_time=0:00:08.999184 2021-04-10 01:55:17,584 INFO : TRAIN, epoch=0087, iter=00090/00196, fetch data time cost=1.57ms, fps=2277 images/s, loss=0.2133, top1-acc=92.69%, top5-acc=99.86%, remaining_time=0:00:11.924364, arrival_time=2021-04-10 01:55:29.508475, cost_time=0:00:10.124465 2021-04-10 01:55:18,674 INFO : TRAIN, epoch=0087, iter=00100/00196, fetch data time cost=1.70ms, fps=2350 images/s, loss=0.2130, top1-acc=92.70%, top5-acc=99.86%, remaining_time=0:00:10.765920, arrival_time=2021-04-10 01:55:29.440173, cost_time=0:00:11.214480 2021-04-10 01:55:19,785 INFO : TRAIN, epoch=0087, iter=00110/00196, fetch data time cost=1.44ms, fps=2305 images/s, loss=0.2098, top1-acc=92.78%, top5-acc=99.86%, remaining_time=0:00:09.636902, arrival_time=2021-04-10 01:55:29.422757, cost_time=0:00:12.326289 2021-04-10 01:55:20,871 INFO : TRAIN, epoch=0087, iter=00120/00196, fetch data time cost=1.83ms, fps=2358 images/s, loss=0.2093, top1-acc=92.81%, top5-acc=99.86%, remaining_time=0:00:08.494444, arrival_time=2021-04-10 01:55:29.366335, cost_time=0:00:13.412240 2021-04-10 01:55:21,966 INFO : TRAIN, epoch=0087, iter=00130/00196, fetch data time cost=1.47ms, fps=2340 images/s, loss=0.2105, top1-acc=92.75%, top5-acc=99.86%, remaining_time=0:00:07.365138, arrival_time=2021-04-10 01:55:29.331910, cost_time=0:00:14.507126 2021-04-10 01:55:23,089 INFO : TRAIN, epoch=0087, iter=00140/00196, fetch data time cost=1.54ms, fps=2281 images/s, loss=0.2117, top1-acc=92.68%, top5-acc=99.85%, remaining_time=0:00:06.252008, arrival_time=2021-04-10 01:55:29.341640, cost_time=0:00:15.630023 2021-04-10 01:55:24,207 INFO : TRAIN, epoch=0087, iter=00150/00196, fetch data time cost=1.98ms, fps=2292 images/s, loss=0.2155, top1-acc=92.52%, top5-acc=99.84%, remaining_time=0:00:05.135946, arrival_time=2021-04-10 01:55:29.343363, cost_time=0:00:16.747700 2021-04-10 01:55:25,341 INFO : TRAIN, epoch=0087, iter=00160/00196, fetch data time cost=1.97ms, fps=2259 images/s, loss=0.2167, top1-acc=92.47%, top5-acc=99.85%, remaining_time=0:00:04.023432, arrival_time=2021-04-10 01:55:29.364946, cost_time=0:00:17.881896 2021-04-10 01:55:26,436 INFO : TRAIN, epoch=0087, iter=00170/00196, fetch data time cost=2.17ms, fps=2339 images/s, loss=0.2170, top1-acc=92.46%, top5-acc=99.86%, remaining_time=0:00:02.902406, arrival_time=2021-04-10 01:55:29.339286, cost_time=0:00:18.977266 2021-04-10 01:55:27,536 INFO : TRAIN, epoch=0087, iter=00180/00196, fetch data time cost=1.55ms, fps=2330 images/s, loss=0.2173, top1-acc=92.42%, top5-acc=99.86%, remaining_time=0:00:01.784608, arrival_time=2021-04-10 01:55:29.321124, cost_time=0:00:20.076777 2021-04-10 01:55:28,634 INFO : TRAIN, epoch=0087, iter=00190/00196, fetch data time cost=1.52ms, fps=2334 images/s, loss=0.2168, top1-acc=92.44%, top5-acc=99.86%, remaining_time=0:00:00.668670, arrival_time=2021-04-10 01:55:29.302888, cost_time=0:00:21.174561 2021-04-10 01:55:29,231 INFO : TRAIN, epoch=0087, iter=00196/00196, fetch data time cost=0.09ms, fps=2279 images/s, loss=0.2176, top1-acc=92.44%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-10 01:55:29.231673, cost_time=0:00:21.772128 2021-04-10 01:55:29,604 INFO : EVAL, epoch=0087, iter=00010/00040, fetch data time cost=0.45ms, fps=6885 images/s, loss=0.4565, top1-acc=86.25%, top5-acc=99.14%, remaining_time=0:00:01.115370, arrival_time=2021-04-10 01:55:30.720198, cost_time=0:00:00.371790 2021-04-10 01:55:29,852 INFO : EVAL, epoch=0087, iter=00020/00040, fetch data time cost=0.42ms, fps=10353 images/s, loss=0.4720, top1-acc=85.78%, top5-acc=99.20%, remaining_time=0:00:00.619560, arrival_time=2021-04-10 01:55:30.472149, cost_time=0:00:00.619553 2021-04-10 01:55:30,116 INFO : EVAL, epoch=0087, iter=00030/00040, fetch data time cost=0.39ms, fps=9730 images/s, loss=0.4591, top1-acc=85.86%, top5-acc=99.35%, remaining_time=0:00:00.294370, arrival_time=2021-04-10 01:55:30.410535, cost_time=0:00:00.883106 2021-04-10 01:55:30,330 INFO : EVAL, epoch=0087, iter=00040/00040, fetch data time cost=0.08ms, fps=10839 images/s, loss=0.4610, top1-acc=85.79%, top5-acc=99.34%, remaining_time=0:00:00, arrival_time=2021-04-10 01:55:30.330698, cost_time=0:00:01.097713 2021-04-10 01:55:30,372 INFO : Epoch=0087 complete, best val top1-acc=87.30%, top5-acc=99.64% (epoch=85), remaining_time=0:43:11.958518, arrival_time=2021-04-10 02:38:42.330827, cost_time=0:33:15.578693 2021-04-10 01:55:30,373 INFO : Train start, epoch=0088, lr=0.060139 2021-04-10 01:55:31,655 INFO : TRAIN, epoch=0088, iter=00010/00196, fetch data time cost=0.52ms, fps=1996 images/s, loss=0.2302, top1-acc=91.72%, top5-acc=99.80%, remaining_time=0:00:23.853384, arrival_time=2021-04-10 01:55:55.509203, cost_time=0:00:01.282438 2021-04-10 01:55:32,774 INFO : TRAIN, epoch=0088, iter=00020/00196, fetch data time cost=1.61ms, fps=2290 images/s, loss=0.2093, top1-acc=92.64%, top5-acc=99.88%, remaining_time=0:00:21.132848, arrival_time=2021-04-10 01:55:53.907696, cost_time=0:00:02.401456 2021-04-10 01:55:33,883 INFO : TRAIN, epoch=0088, iter=00030/00196, fetch data time cost=1.76ms, fps=2312 images/s, loss=0.1985, top1-acc=93.06%, top5-acc=99.91%, remaining_time=0:00:19.420838, arrival_time=2021-04-10 01:55:53.303885, cost_time=0:00:03.509795 2021-04-10 01:55:34,981 INFO : TRAIN, epoch=0088, iter=00040/00196, fetch data time cost=1.65ms, fps=2333 images/s, loss=0.1949, top1-acc=93.19%, top5-acc=99.92%, remaining_time=0:00:17.970888, arrival_time=2021-04-10 01:55:52.951999, cost_time=0:00:04.607909 2021-04-10 01:55:36,091 INFO : TRAIN, epoch=0088, iter=00050/00196, fetch data time cost=2.30ms, fps=2307 images/s, loss=0.1985, top1-acc=93.09%, top5-acc=99.93%, remaining_time=0:00:16.696998, arrival_time=2021-04-10 01:55:52.788504, cost_time=0:00:05.718127 2021-04-10 01:55:37,194 INFO : TRAIN, epoch=0088, iter=00060/00196, fetch data time cost=1.79ms, fps=2323 images/s, loss=0.2028, top1-acc=93.03%, top5-acc=99.91%, remaining_time=0:00:15.461704, arrival_time=2021-04-10 01:55:52.656260, cost_time=0:00:06.821365 2021-04-10 01:55:38,297 INFO : TRAIN, epoch=0088, iter=00070/00196, fetch data time cost=1.73ms, fps=2323 images/s, loss=0.2040, top1-acc=92.99%, top5-acc=99.91%, remaining_time=0:00:14.262948, arrival_time=2021-04-10 01:55:52.560015, cost_time=0:00:07.923870 2021-04-10 01:55:39,395 INFO : TRAIN, epoch=0088, iter=00080/00196, fetch data time cost=1.96ms, fps=2333 images/s, loss=0.2052, top1-acc=92.94%, top5-acc=99.91%, remaining_time=0:00:13.081320, arrival_time=2021-04-10 01:55:52.476229, cost_time=0:00:09.021611 2021-04-10 01:55:40,489 INFO : TRAIN, epoch=0088, iter=00090/00196, fetch data time cost=2.24ms, fps=2340 images/s, loss=0.2060, top1-acc=92.95%, top5-acc=99.90%, remaining_time=0:00:11.914612, arrival_time=2021-04-10 01:55:52.404015, cost_time=0:00:10.116172 2021-04-10 01:55:41,583 INFO : TRAIN, epoch=0088, iter=00100/00196, fetch data time cost=1.86ms, fps=2342 images/s, loss=0.2100, top1-acc=92.83%, top5-acc=99.90%, remaining_time=0:00:10.761408, arrival_time=2021-04-10 01:55:52.344506, cost_time=0:00:11.209794 2021-04-10 01:55:42,693 INFO : TRAIN, epoch=0088, iter=00110/00196, fetch data time cost=2.11ms, fps=2306 images/s, loss=0.2100, top1-acc=92.83%, top5-acc=99.89%, remaining_time=0:00:09.632430, arrival_time=2021-04-10 01:55:52.326190, cost_time=0:00:12.320510 2021-04-10 01:55:43,801 INFO : TRAIN, epoch=0088, iter=00120/00196, fetch data time cost=1.60ms, fps=2312 images/s, loss=0.2126, top1-acc=92.76%, top5-acc=99.89%, remaining_time=0:00:08.504704, arrival_time=2021-04-10 01:55:52.306518, cost_time=0:00:13.428468 2021-04-10 01:55:44,903 INFO : TRAIN, epoch=0088, iter=00130/00196, fetch data time cost=1.67ms, fps=2326 images/s, loss=0.2132, top1-acc=92.75%, top5-acc=99.88%, remaining_time=0:00:07.376688, arrival_time=2021-04-10 01:55:52.279825, cost_time=0:00:14.529888 2021-04-10 01:55:46,010 INFO : TRAIN, epoch=0088, iter=00140/00196, fetch data time cost=3.69ms, fps=2314 images/s, loss=0.2139, top1-acc=92.71%, top5-acc=99.87%, remaining_time=0:00:06.254640, arrival_time=2021-04-10 01:55:52.264649, cost_time=0:00:15.636633 2021-04-10 01:55:47,125 INFO : TRAIN, epoch=0088, iter=00150/00196, fetch data time cost=2.42ms, fps=2296 images/s, loss=0.2151, top1-acc=92.66%, top5-acc=99.87%, remaining_time=0:00:05.137464, arrival_time=2021-04-10 01:55:52.263287, cost_time=0:00:16.752601 2021-04-10 01:55:48,263 INFO : TRAIN, epoch=0088, iter=00160/00196, fetch data time cost=2.41ms, fps=2251 images/s, loss=0.2154, top1-acc=92.65%, top5-acc=99.88%, remaining_time=0:00:04.025376, arrival_time=2021-04-10 01:55:52.289081, cost_time=0:00:17.890504 2021-04-10 01:55:49,369 INFO : TRAIN, epoch=0088, iter=00170/00196, fetch data time cost=1.60ms, fps=2317 images/s, loss=0.2160, top1-acc=92.61%, top5-acc=99.87%, remaining_time=0:00:02.905240, arrival_time=2021-04-10 01:55:52.274343, cost_time=0:00:18.995817 2021-04-10 01:55:50,463 INFO : TRAIN, epoch=0088, iter=00180/00196, fetch data time cost=2.10ms, fps=2340 images/s, loss=0.2165, top1-acc=92.62%, top5-acc=99.87%, remaining_time=0:00:01.785824, arrival_time=2021-04-10 01:55:52.249693, cost_time=0:00:20.090501 2021-04-10 01:55:51,557 INFO : TRAIN, epoch=0088, iter=00190/00196, fetch data time cost=1.34ms, fps=2343 images/s, loss=0.2152, top1-acc=92.66%, top5-acc=99.87%, remaining_time=0:00:00.668964, arrival_time=2021-04-10 01:55:52.226104, cost_time=0:00:21.183937 2021-04-10 01:55:52,144 INFO : TRAIN, epoch=0088, iter=00196/00196, fetch data time cost=1.33ms, fps=2317 images/s, loss=0.2159, top1-acc=92.63%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-10 01:55:52.144630, cost_time=0:00:21.771391 2021-04-10 01:55:52,492 INFO : EVAL, epoch=0088, iter=00010/00040, fetch data time cost=0.43ms, fps=7393 images/s, loss=0.6116, top1-acc=81.84%, top5-acc=99.30%, remaining_time=0:00:01.038750, arrival_time=2021-04-10 01:55:53.531213, cost_time=0:00:00.346250 2021-04-10 01:55:52,736 INFO : EVAL, epoch=0088, iter=00020/00040, fetch data time cost=0.49ms, fps=10511 images/s, loss=0.5947, top1-acc=82.44%, top5-acc=99.49%, remaining_time=0:00:00.590320, arrival_time=2021-04-10 01:55:53.326879, cost_time=0:00:00.590313 2021-04-10 01:55:53,016 INFO : EVAL, epoch=0088, iter=00030/00040, fetch data time cost=0.20ms, fps=9188 images/s, loss=0.5809, top1-acc=83.09%, top5-acc=99.48%, remaining_time=0:00:00.289910, arrival_time=2021-04-10 01:55:53.305991, cost_time=0:00:00.869723 2021-04-10 01:55:53,244 INFO : EVAL, epoch=0088, iter=00040/00040, fetch data time cost=0.13ms, fps=10194 images/s, loss=0.6029, top1-acc=83.21%, top5-acc=99.43%, remaining_time=0:00:00, arrival_time=2021-04-10 01:55:53.244377, cost_time=0:00:01.098156 2021-04-10 01:55:53,308 INFO : Epoch=0088 complete, best val top1-acc=87.30%, top5-acc=99.64% (epoch=85), remaining_time=0:42:49.019152, arrival_time=2021-04-10 02:38:42.327833, cost_time=0:33:38.515046 2021-04-10 01:55:53,309 INFO : Train start, epoch=0089, lr=0.059369 2021-04-10 01:55:54,603 INFO : TRAIN, epoch=0089, iter=00010/00196, fetch data time cost=0.57ms, fps=1978 images/s, loss=0.1929, top1-acc=92.89%, top5-acc=99.96%, remaining_time=0:00:24.073980, arrival_time=2021-04-10 01:56:18.677887, cost_time=0:00:01.294295 2021-04-10 01:55:55,704 INFO : TRAIN, epoch=0089, iter=00020/00196, fetch data time cost=1.53ms, fps=2328 images/s, loss=0.1964, top1-acc=93.07%, top5-acc=99.90%, remaining_time=0:00:21.070720, arrival_time=2021-04-10 01:56:16.774827, cost_time=0:00:02.394405 2021-04-10 01:55:56,825 INFO : TRAIN, epoch=0089, iter=00030/00196, fetch data time cost=2.24ms, fps=2285 images/s, loss=0.2041, top1-acc=92.79%, top5-acc=99.83%, remaining_time=0:00:19.453208, arrival_time=2021-04-10 01:56:16.278777, cost_time=0:00:03.515655 2021-04-10 01:55:57,922 INFO : TRAIN, epoch=0089, iter=00040/00196, fetch data time cost=1.97ms, fps=2336 images/s, loss=0.2024, top1-acc=92.71%, top5-acc=99.86%, remaining_time=0:00:17.989764, arrival_time=2021-04-10 01:56:15.912211, cost_time=0:00:04.612762 2021-04-10 01:55:59,032 INFO : TRAIN, epoch=0089, iter=00050/00196, fetch data time cost=1.97ms, fps=2307 images/s, loss=0.1995, top1-acc=92.85%, top5-acc=99.86%, remaining_time=0:00:16.711890, arrival_time=2021-04-10 01:56:15.744744, cost_time=0:00:05.723236 2021-04-10 01:56:00,130 INFO : TRAIN, epoch=0089, iter=00060/00196, fetch data time cost=1.86ms, fps=2334 images/s, loss=0.1996, top1-acc=92.89%, top5-acc=99.86%, remaining_time=0:00:15.460480, arrival_time=2021-04-10 01:56:15.590942, cost_time=0:00:06.820823 2021-04-10 01:56:01,221 INFO : TRAIN, epoch=0089, iter=00070/00196, fetch data time cost=1.49ms, fps=2347 images/s, loss=0.2009, top1-acc=92.83%, top5-acc=99.85%, remaining_time=0:00:14.241906, arrival_time=2021-04-10 01:56:15.463774, cost_time=0:00:07.912193 2021-04-10 01:56:02,330 INFO : TRAIN, epoch=0089, iter=00080/00196, fetch data time cost=2.12ms, fps=2312 images/s, loss=0.2017, top1-acc=92.80%, top5-acc=99.86%, remaining_time=0:00:13.079464, arrival_time=2021-04-10 01:56:15.409467, cost_time=0:00:09.020356 2021-04-10 01:56:03,418 INFO : TRAIN, epoch=0089, iter=00090/00196, fetch data time cost=1.79ms, fps=2354 images/s, loss=0.2018, top1-acc=92.83%, top5-acc=99.86%, remaining_time=0:00:11.905496, arrival_time=2021-04-10 01:56:15.323584, cost_time=0:00:10.108463 2021-04-10 01:56:04,517 INFO : TRAIN, epoch=0089, iter=00100/00196, fetch data time cost=2.82ms, fps=2330 images/s, loss=0.2020, top1-acc=92.75%, top5-acc=99.87%, remaining_time=0:00:10.759488, arrival_time=2021-04-10 01:56:15.277042, cost_time=0:00:11.207802 2021-04-10 01:56:05,611 INFO : TRAIN, epoch=0089, iter=00110/00196, fetch data time cost=2.04ms, fps=2342 images/s, loss=0.2028, top1-acc=92.73%, top5-acc=99.86%, remaining_time=0:00:09.617896, arrival_time=2021-04-10 01:56:15.229440, cost_time=0:00:12.301964 2021-04-10 01:56:06,706 INFO : TRAIN, epoch=0089, iter=00120/00196, fetch data time cost=1.67ms, fps=2340 images/s, loss=0.2031, top1-acc=92.71%, top5-acc=99.87%, remaining_time=0:00:08.484412, arrival_time=2021-04-10 01:56:15.190646, cost_time=0:00:13.396495 2021-04-10 01:56:07,810 INFO : TRAIN, epoch=0089, iter=00130/00196, fetch data time cost=2.01ms, fps=2320 images/s, loss=0.2047, top1-acc=92.67%, top5-acc=99.87%, remaining_time=0:00:07.361970, arrival_time=2021-04-10 01:56:15.172414, cost_time=0:00:14.500853 2021-04-10 01:56:08,907 INFO : TRAIN, epoch=0089, iter=00140/00196, fetch data time cost=1.66ms, fps=2334 images/s, loss=0.2068, top1-acc=92.58%, top5-acc=99.87%, remaining_time=0:00:06.239240, arrival_time=2021-04-10 01:56:15.147049, cost_time=0:00:15.598153 2021-04-10 01:56:10,008 INFO : TRAIN, epoch=0089, iter=00150/00196, fetch data time cost=1.91ms, fps=2327 images/s, loss=0.2081, top1-acc=92.56%, top5-acc=99.87%, remaining_time=0:00:05.121042, arrival_time=2021-04-10 01:56:15.129643, cost_time=0:00:16.698992 2021-04-10 01:56:11,109 INFO : TRAIN, epoch=0089, iter=00160/00196, fetch data time cost=2.01ms, fps=2326 images/s, loss=0.2086, top1-acc=92.52%, top5-acc=99.87%, remaining_time=0:00:04.005000, arrival_time=2021-04-10 01:56:15.114576, cost_time=0:00:17.799931 2021-04-10 01:56:12,196 INFO : TRAIN, epoch=0089, iter=00170/00196, fetch data time cost=1.54ms, fps=2357 images/s, loss=0.2098, top1-acc=92.49%, top5-acc=99.86%, remaining_time=0:00:02.888522, arrival_time=2021-04-10 01:56:15.084735, cost_time=0:00:18.886567 2021-04-10 01:56:13,315 INFO : TRAIN, epoch=0089, iter=00180/00196, fetch data time cost=2.14ms, fps=2289 images/s, loss=0.2104, top1-acc=92.47%, top5-acc=99.85%, remaining_time=0:00:01.778288, arrival_time=2021-04-10 01:56:15.093711, cost_time=0:00:20.005673 2021-04-10 01:56:14,422 INFO : TRAIN, epoch=0089, iter=00190/00196, fetch data time cost=1.96ms, fps=2314 images/s, loss=0.2101, top1-acc=92.50%, top5-acc=99.85%, remaining_time=0:00:00.666738, arrival_time=2021-04-10 01:56:15.089660, cost_time=0:00:21.113291 2021-04-10 01:56:15,044 INFO : TRAIN, epoch=0089, iter=00196/00196, fetch data time cost=2.20ms, fps=2191 images/s, loss=0.2107, top1-acc=92.49%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-10 01:56:15.044631, cost_time=0:00:21.734818 2021-04-10 01:56:15,405 INFO : EVAL, epoch=0089, iter=00010/00040, fetch data time cost=5.75ms, fps=7152 images/s, loss=0.4415, top1-acc=86.56%, top5-acc=99.61%, remaining_time=0:00:01.073850, arrival_time=2021-04-10 01:56:16.479084, cost_time=0:00:00.357951 2021-04-10 01:56:15,636 INFO : EVAL, epoch=0089, iter=00020/00040, fetch data time cost=0.42ms, fps=11071 images/s, loss=0.4572, top1-acc=85.82%, top5-acc=99.53%, remaining_time=0:00:00.589520, arrival_time=2021-04-10 01:56:16.226372, cost_time=0:00:00.589527 2021-04-10 01:56:15,885 INFO : EVAL, epoch=0089, iter=00030/00040, fetch data time cost=2.59ms, fps=10328 images/s, loss=0.4658, top1-acc=85.39%, top5-acc=99.39%, remaining_time=0:00:00.279350, arrival_time=2021-04-10 01:56:16.164731, cost_time=0:00:00.838048 2021-04-10 01:56:16,107 INFO : EVAL, epoch=0089, iter=00040/00040, fetch data time cost=0.09ms, fps=10456 images/s, loss=0.4757, top1-acc=85.18%, top5-acc=99.40%, remaining_time=0:00:00, arrival_time=2021-04-10 01:56:16.107791, cost_time=0:00:01.060443 2021-04-10 01:56:16,148 INFO : Epoch=0089 complete, best val top1-acc=87.30%, top5-acc=99.64% (epoch=85), remaining_time=0:42:25.959048, arrival_time=2021-04-10 02:38:42.107244, cost_time=0:34:01.354587 2021-04-10 01:56:16,148 INFO : Train start, epoch=0090, lr=0.058596 2021-04-10 01:56:17,459 INFO : TRAIN, epoch=0090, iter=00010/00196, fetch data time cost=0.51ms, fps=1955 images/s, loss=0.2359, top1-acc=91.45%, top5-acc=99.92%, remaining_time=0:00:24.360048, arrival_time=2021-04-10 01:56:41.819055, cost_time=0:00:01.309678 2021-04-10 01:56:18,559 INFO : TRAIN, epoch=0090, iter=00020/00196, fetch data time cost=1.62ms, fps=2328 images/s, loss=0.2132, top1-acc=92.46%, top5-acc=99.88%, remaining_time=0:00:21.214336, arrival_time=2021-04-10 01:56:39.774181, cost_time=0:00:02.410710 2021-04-10 01:56:19,676 INFO : TRAIN, epoch=0090, iter=00030/00196, fetch data time cost=1.76ms, fps=2294 images/s, loss=0.2131, top1-acc=92.57%, top5-acc=99.87%, remaining_time=0:00:19.516620, arrival_time=2021-04-10 01:56:39.192904, cost_time=0:00:03.527110 2021-04-10 01:56:20,774 INFO : TRAIN, epoch=0090, iter=00040/00196, fetch data time cost=1.53ms, fps=2332 images/s, loss=0.2136, top1-acc=92.59%, top5-acc=99.85%, remaining_time=0:00:18.040620, arrival_time=2021-04-10 01:56:38.815546, cost_time=0:00:04.625807 2021-04-10 01:56:21,865 INFO : TRAIN, epoch=0090, iter=00050/00196, fetch data time cost=1.46ms, fps=2349 images/s, loss=0.2128, top1-acc=92.52%, top5-acc=99.87%, remaining_time=0:00:16.691158, arrival_time=2021-04-10 01:56:38.556453, cost_time=0:00:05.716142 2021-04-10 01:56:22,965 INFO : TRAIN, epoch=0090, iter=00060/00196, fetch data time cost=2.21ms, fps=2329 images/s, loss=0.2095, top1-acc=92.69%, top5-acc=99.86%, remaining_time=0:00:15.449872, arrival_time=2021-04-10 01:56:38.415165, cost_time=0:00:06.816120 2021-04-10 01:56:24,072 INFO : TRAIN, epoch=0090, iter=00070/00196, fetch data time cost=2.06ms, fps=2313 images/s, loss=0.2117, top1-acc=92.62%, top5-acc=99.85%, remaining_time=0:00:14.262444, arrival_time=2021-04-10 01:56:38.335122, cost_time=0:00:07.923566 2021-04-10 01:56:25,177 INFO : TRAIN, epoch=0090, iter=00080/00196, fetch data time cost=2.25ms, fps=2320 images/s, loss=0.2129, top1-acc=92.64%, top5-acc=99.85%, remaining_time=0:00:13.090832, arrival_time=2021-04-10 01:56:38.268133, cost_time=0:00:09.028125 2021-04-10 01:56:26,283 INFO : TRAIN, epoch=0090, iter=00090/00196, fetch data time cost=1.81ms, fps=2317 images/s, loss=0.2126, top1-acc=92.63%, top5-acc=99.86%, remaining_time=0:00:11.935388, arrival_time=2021-04-10 01:56:38.218330, cost_time=0:00:10.133812 2021-04-10 01:56:27,390 INFO : TRAIN, epoch=0090, iter=00100/00196, fetch data time cost=2.03ms, fps=2314 images/s, loss=0.2098, top1-acc=92.74%, top5-acc=99.86%, remaining_time=0:00:10.791072, arrival_time=2021-04-10 01:56:38.181033, cost_time=0:00:11.240711 2021-04-10 01:56:28,499 INFO : TRAIN, epoch=0090, iter=00110/00196, fetch data time cost=1.99ms, fps=2310 images/s, loss=0.2086, top1-acc=92.79%, top5-acc=99.87%, remaining_time=0:00:09.655306, arrival_time=2021-04-10 01:56:38.154323, cost_time=0:00:12.349808 2021-04-10 01:56:29,598 INFO : TRAIN, epoch=0090, iter=00120/00196, fetch data time cost=1.47ms, fps=2330 images/s, loss=0.2076, top1-acc=92.77%, top5-acc=99.87%, remaining_time=0:00:08.517776, arrival_time=2021-04-10 01:56:38.115990, cost_time=0:00:13.449135 2021-04-10 01:56:30,704 INFO : TRAIN, epoch=0090, iter=00130/00196, fetch data time cost=1.52ms, fps=2316 images/s, loss=0.2082, top1-acc=92.79%, top5-acc=99.87%, remaining_time=0:00:07.389492, arrival_time=2021-04-10 01:56:38.093780, cost_time=0:00:14.555098 2021-04-10 01:56:31,802 INFO : TRAIN, epoch=0090, iter=00140/00196, fetch data time cost=1.83ms, fps=2333 images/s, loss=0.2071, top1-acc=92.83%, top5-acc=99.87%, remaining_time=0:00:06.261192, arrival_time=2021-04-10 01:56:38.063294, cost_time=0:00:15.652953 2021-04-10 01:56:32,900 INFO : TRAIN, epoch=0090, iter=00150/00196, fetch data time cost=2.43ms, fps=2332 images/s, loss=0.2062, top1-acc=92.83%, top5-acc=99.87%, remaining_time=0:00:05.137050, arrival_time=2021-04-10 01:56:38.037448, cost_time=0:00:16.751232 2021-04-10 01:56:34,002 INFO : TRAIN, epoch=0090, iter=00160/00196, fetch data time cost=1.93ms, fps=2325 images/s, loss=0.2074, top1-acc=92.79%, top5-acc=99.87%, remaining_time=0:00:04.016916, arrival_time=2021-04-10 01:56:38.019254, cost_time=0:00:17.853039 2021-04-10 01:56:35,104 INFO : TRAIN, epoch=0090, iter=00170/00196, fetch data time cost=2.03ms, fps=2324 images/s, loss=0.2084, top1-acc=92.78%, top5-acc=99.87%, remaining_time=0:00:02.899104, arrival_time=2021-04-10 01:56:38.003963, cost_time=0:00:18.955708 2021-04-10 01:56:36,210 INFO : TRAIN, epoch=0090, iter=00180/00196, fetch data time cost=1.77ms, fps=2318 images/s, loss=0.2092, top1-acc=92.77%, top5-acc=99.86%, remaining_time=0:00:01.783200, arrival_time=2021-04-10 01:56:37.993444, cost_time=0:00:20.060999 2021-04-10 01:56:37,308 INFO : TRAIN, epoch=0090, iter=00190/00196, fetch data time cost=1.48ms, fps=2332 images/s, loss=0.2104, top1-acc=92.73%, top5-acc=99.86%, remaining_time=0:00:00.668202, arrival_time=2021-04-10 01:56:37.977116, cost_time=0:00:21.159789 2021-04-10 01:56:37,904 INFO : TRAIN, epoch=0090, iter=00196/00196, fetch data time cost=0.09ms, fps=2287 images/s, loss=0.2100, top1-acc=92.75%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-10 01:56:37.904091, cost_time=0:00:21.755023 2021-04-10 01:56:38,262 INFO : EVAL, epoch=0090, iter=00010/00040, fetch data time cost=0.49ms, fps=7163 images/s, loss=0.4521, top1-acc=86.09%, top5-acc=99.14%, remaining_time=0:00:01.072140, arrival_time=2021-04-10 01:56:39.334963, cost_time=0:00:00.357376 2021-04-10 01:56:38,511 INFO : EVAL, epoch=0090, iter=00020/00040, fetch data time cost=0.43ms, fps=10318 images/s, loss=0.4663, top1-acc=85.57%, top5-acc=99.18%, remaining_time=0:00:00.606040, arrival_time=2021-04-10 01:56:39.117517, cost_time=0:00:00.606034 2021-04-10 01:56:38,775 INFO : EVAL, epoch=0090, iter=00030/00040, fetch data time cost=2.44ms, fps=9725 images/s, loss=0.4682, top1-acc=85.43%, top5-acc=99.10%, remaining_time=0:00:00.289940, arrival_time=2021-04-10 01:56:39.065179, cost_time=0:00:00.869824 2021-04-10 01:56:39,000 INFO : EVAL, epoch=0090, iter=00040/00040, fetch data time cost=0.10ms, fps=10315 images/s, loss=0.4546, top1-acc=85.52%, top5-acc=99.16%, remaining_time=0:00:00, arrival_time=2021-04-10 01:56:39.000737, cost_time=0:00:01.095241 2021-04-10 01:56:39,044 INFO : Epoch=0090 complete, best val top1-acc=87.30%, top5-acc=99.64% (epoch=85), remaining_time=0:42:02.973750, arrival_time=2021-04-10 02:38:42.018641, cost_time=0:34:24.251261 2021-04-10 01:56:39,045 INFO : Train start, epoch=0091, lr=0.057822 2021-04-10 01:56:40,349 INFO : TRAIN, epoch=0091, iter=00010/00196, fetch data time cost=1.59ms, fps=1964 images/s, loss=0.1845, top1-acc=93.52%, top5-acc=99.96%, remaining_time=0:00:24.238776, arrival_time=2021-04-10 01:57:04.587758, cost_time=0:00:01.303158 2021-04-10 01:56:41,440 INFO : TRAIN, epoch=0091, iter=00020/00196, fetch data time cost=1.60ms, fps=2348 images/s, loss=0.1921, top1-acc=93.32%, top5-acc=99.92%, remaining_time=0:00:21.069136, arrival_time=2021-04-10 01:57:02.509138, cost_time=0:00:02.394229 2021-04-10 01:56:42,531 INFO : TRAIN, epoch=0091, iter=00030/00196, fetch data time cost=2.27ms, fps=2346 images/s, loss=0.1902, top1-acc=93.44%, top5-acc=99.92%, remaining_time=0:00:19.288370, arrival_time=2021-04-10 01:57:01.819983, cost_time=0:00:03.485841 2021-04-10 01:56:43,628 INFO : TRAIN, epoch=0091, iter=00040/00196, fetch data time cost=1.88ms, fps=2335 images/s, loss=0.1934, top1-acc=93.34%, top5-acc=99.92%, remaining_time=0:00:17.872764, arrival_time=2021-04-10 01:57:01.501348, cost_time=0:00:04.582750 2021-04-10 01:56:44,757 INFO : TRAIN, epoch=0091, iter=00050/00196, fetch data time cost=1.48ms, fps=2269 images/s, loss=0.1974, top1-acc=93.20%, top5-acc=99.91%, remaining_time=0:00:16.677288, arrival_time=2021-04-10 01:57:01.434587, cost_time=0:00:05.711402 2021-04-10 01:56:45,848 INFO : TRAIN, epoch=0091, iter=00060/00196, fetch data time cost=1.44ms, fps=2347 images/s, loss=0.1974, top1-acc=93.28%, top5-acc=99.90%, remaining_time=0:00:15.420496, arrival_time=2021-04-10 01:57:01.269405, cost_time=0:00:06.803140 2021-04-10 01:56:46,954 INFO : TRAIN, epoch=0091, iter=00070/00196, fetch data time cost=2.20ms, fps=2317 images/s, loss=0.1993, top1-acc=93.21%, top5-acc=99.88%, remaining_time=0:00:14.234850, arrival_time=2021-04-10 01:57:01.189037, cost_time=0:00:07.908266 2021-04-10 01:56:48,058 INFO : TRAIN, epoch=0091, iter=00080/00196, fetch data time cost=1.70ms, fps=2321 images/s, loss=0.2024, top1-acc=93.06%, top5-acc=99.88%, remaining_time=0:00:13.067864, arrival_time=2021-04-10 01:57:01.125910, cost_time=0:00:09.012285 2021-04-10 01:56:49,162 INFO : TRAIN, epoch=0091, iter=00090/00196, fetch data time cost=1.98ms, fps=2320 images/s, loss=0.2037, top1-acc=92.97%, top5-acc=99.87%, remaining_time=0:00:11.914506, arrival_time=2021-04-10 01:57:01.076580, cost_time=0:00:10.116080 2021-04-10 01:56:50,267 INFO : TRAIN, epoch=0091, iter=00100/00196, fetch data time cost=1.45ms, fps=2318 images/s, loss=0.2056, top1-acc=92.88%, top5-acc=99.88%, remaining_time=0:00:10.772832, arrival_time=2021-04-10 01:57:01.040347, cost_time=0:00:11.221683 2021-04-10 01:56:51,362 INFO : TRAIN, epoch=0091, iter=00110/00196, fetch data time cost=1.49ms, fps=2339 images/s, loss=0.2051, top1-acc=92.91%, top5-acc=99.88%, remaining_time=0:00:09.629420, arrival_time=2021-04-10 01:57:00.992024, cost_time=0:00:12.316658 2021-04-10 01:56:52,463 INFO : TRAIN, epoch=0091, iter=00120/00196, fetch data time cost=1.94ms, fps=2327 images/s, loss=0.2066, top1-acc=92.82%, top5-acc=99.88%, remaining_time=0:00:08.497788, arrival_time=2021-04-10 01:57:00.961131, cost_time=0:00:13.417573 2021-04-10 01:56:53,563 INFO : TRAIN, epoch=0091, iter=00130/00196, fetch data time cost=2.07ms, fps=2329 images/s, loss=0.2074, top1-acc=92.79%, top5-acc=99.88%, remaining_time=0:00:07.370286, arrival_time=2021-04-10 01:57:00.933474, cost_time=0:00:14.517284 2021-04-10 01:56:54,663 INFO : TRAIN, epoch=0091, iter=00140/00196, fetch data time cost=2.20ms, fps=2327 images/s, loss=0.2082, top1-acc=92.77%, top5-acc=99.87%, remaining_time=0:00:06.247192, arrival_time=2021-04-10 01:57:00.911005, cost_time=0:00:15.618033 2021-04-10 01:56:55,760 INFO : TRAIN, epoch=0091, iter=00150/00196, fetch data time cost=2.44ms, fps=2335 images/s, loss=0.2084, top1-acc=92.77%, top5-acc=99.87%, remaining_time=0:00:05.125918, arrival_time=2021-04-10 01:57:00.886739, cost_time=0:00:16.714971 2021-04-10 01:56:56,889 INFO : TRAIN, epoch=0091, iter=00160/00196, fetch data time cost=22.57ms, fps=2270 images/s, loss=0.2087, top1-acc=92.78%, top5-acc=99.87%, remaining_time=0:00:04.014756, arrival_time=2021-04-10 01:57:00.903996, cost_time=0:00:17.843425 2021-04-10 01:56:57,990 INFO : TRAIN, epoch=0091, iter=00170/00196, fetch data time cost=2.26ms, fps=2327 images/s, loss=0.2099, top1-acc=92.76%, top5-acc=99.87%, remaining_time=0:00:02.897362, arrival_time=2021-04-10 01:57:00.887558, cost_time=0:00:18.944351 2021-04-10 01:56:59,085 INFO : TRAIN, epoch=0091, iter=00180/00196, fetch data time cost=2.34ms, fps=2339 images/s, loss=0.2105, top1-acc=92.78%, top5-acc=99.86%, remaining_time=0:00:01.781280, arrival_time=2021-04-10 01:57:00.866602, cost_time=0:00:20.039444 2021-04-10 01:57:00,203 INFO : TRAIN, epoch=0091, iter=00190/00196, fetch data time cost=1.59ms, fps=2292 images/s, loss=0.2103, top1-acc=92.77%, top5-acc=99.87%, remaining_time=0:00:00.668124, arrival_time=2021-04-10 01:57:00.871308, cost_time=0:00:21.157310 2021-04-10 01:57:00,793 INFO : TRAIN, epoch=0091, iter=00196/00196, fetch data time cost=1.39ms, fps=2306 images/s, loss=0.2100, top1-acc=92.79%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-10 01:57:00.793486, cost_time=0:00:21.747741 2021-04-10 01:57:01,182 INFO : EVAL, epoch=0091, iter=00010/00040, fetch data time cost=3.47ms, fps=6602 images/s, loss=0.4713, top1-acc=85.47%, top5-acc=99.30%, remaining_time=0:00:01.163220, arrival_time=2021-04-10 01:57:02.345756, cost_time=0:00:00.387741 2021-04-10 01:57:01,478 INFO : EVAL, epoch=0091, iter=00020/00040, fetch data time cost=0.45ms, fps=8684 images/s, loss=0.4636, top1-acc=85.55%, top5-acc=99.37%, remaining_time=0:00:00.683380, arrival_time=2021-04-10 01:57:02.161476, cost_time=0:00:00.683378 2021-04-10 01:57:01,734 INFO : EVAL, epoch=0091, iter=00030/00040, fetch data time cost=3.63ms, fps=10010 images/s, loss=0.4831, top1-acc=85.47%, top5-acc=99.31%, remaining_time=0:00:00.313250, arrival_time=2021-04-10 01:57:02.047676, cost_time=0:00:00.939742 2021-04-10 01:57:01,975 INFO : EVAL, epoch=0091, iter=00040/00040, fetch data time cost=0.12ms, fps=9658 images/s, loss=0.5011, top1-acc=85.56%, top5-acc=99.33%, remaining_time=0:00:00, arrival_time=2021-04-10 01:57:01.975151, cost_time=0:00:01.180495 2021-04-10 01:57:02,044 INFO : Epoch=0091 complete, best val top1-acc=87.30%, top5-acc=99.64% (epoch=85), remaining_time=0:41:40.112944, arrival_time=2021-04-10 02:38:42.156903, cost_time=0:34:47.250284 2021-04-10 01:57:02,045 INFO : Train start, epoch=0092, lr=0.057045 2021-04-10 01:57:03,366 INFO : TRAIN, epoch=0092, iter=00010/00196, fetch data time cost=0.33ms, fps=1937 images/s, loss=0.1933, top1-acc=93.67%, top5-acc=99.88%, remaining_time=0:00:24.578226, arrival_time=2021-04-10 01:57:27.945093, cost_time=0:00:01.321407 2021-04-10 01:57:04,465 INFO : TRAIN, epoch=0092, iter=00020/00196, fetch data time cost=1.70ms, fps=2332 images/s, loss=0.1937, top1-acc=93.52%, top5-acc=99.92%, remaining_time=0:00:21.293360, arrival_time=2021-04-10 01:57:25.758594, cost_time=0:00:02.419695 2021-04-10 01:57:05,565 INFO : TRAIN, epoch=0092, iter=00030/00196, fetch data time cost=2.17ms, fps=2329 images/s, loss=0.1949, top1-acc=93.32%, top5-acc=99.91%, remaining_time=0:00:19.475452, arrival_time=2021-04-10 01:57:25.040492, cost_time=0:00:03.519647 2021-04-10 01:57:06,668 INFO : TRAIN, epoch=0092, iter=00040/00196, fetch data time cost=1.98ms, fps=2321 images/s, loss=0.1944, top1-acc=93.31%, top5-acc=99.90%, remaining_time=0:00:18.029544, arrival_time=2021-04-10 01:57:24.698030, cost_time=0:00:04.622943 2021-04-10 01:57:07,770 INFO : TRAIN, epoch=0092, iter=00050/00196, fetch data time cost=1.96ms, fps=2325 images/s, loss=0.1922, top1-acc=93.48%, top5-acc=99.90%, remaining_time=0:00:16.717292, arrival_time=2021-04-10 01:57:24.487768, cost_time=0:00:05.725085 2021-04-10 01:57:08,882 INFO : TRAIN, epoch=0092, iter=00060/00196, fetch data time cost=1.52ms, fps=2303 images/s, loss=0.1927, top1-acc=93.53%, top5-acc=99.88%, remaining_time=0:00:15.497880, arrival_time=2021-04-10 01:57:24.380633, cost_time=0:00:06.837318 2021-04-10 01:57:09,986 INFO : TRAIN, epoch=0092, iter=00070/00196, fetch data time cost=1.64ms, fps=2322 images/s, loss=0.1902, top1-acc=93.54%, top5-acc=99.88%, remaining_time=0:00:14.292810, arrival_time=2021-04-10 01:57:24.278783, cost_time=0:00:07.940428 2021-04-10 01:57:11,082 INFO : TRAIN, epoch=0092, iter=00080/00196, fetch data time cost=1.53ms, fps=2336 images/s, loss=0.1914, top1-acc=93.53%, top5-acc=99.88%, remaining_time=0:00:13.104056, arrival_time=2021-04-10 01:57:24.186710, cost_time=0:00:09.037274 2021-04-10 01:57:12,184 INFO : TRAIN, epoch=0092, iter=00090/00196, fetch data time cost=1.88ms, fps=2324 images/s, loss=0.1919, top1-acc=93.51%, top5-acc=99.87%, remaining_time=0:00:11.941642, arrival_time=2021-04-10 01:57:24.126272, cost_time=0:00:10.139113 2021-04-10 01:57:13,295 INFO : TRAIN, epoch=0092, iter=00100/00196, fetch data time cost=2.45ms, fps=2306 images/s, loss=0.1938, top1-acc=93.44%, top5-acc=99.87%, remaining_time=0:00:10.800288, arrival_time=2021-04-10 01:57:24.095977, cost_time=0:00:11.250310 2021-04-10 01:57:14,388 INFO : TRAIN, epoch=0092, iter=00110/00196, fetch data time cost=1.52ms, fps=2345 images/s, loss=0.1956, top1-acc=93.35%, top5-acc=99.87%, remaining_time=0:00:09.649630, arrival_time=2021-04-10 01:57:24.037763, cost_time=0:00:12.342538 2021-04-10 01:57:15,500 INFO : TRAIN, epoch=0092, iter=00120/00196, fetch data time cost=2.27ms, fps=2304 images/s, loss=0.1994, top1-acc=93.23%, top5-acc=99.87%, remaining_time=0:00:08.521272, arrival_time=2021-04-10 01:57:24.021387, cost_time=0:00:13.454672 2021-04-10 01:57:16,601 INFO : TRAIN, epoch=0092, iter=00130/00196, fetch data time cost=2.34ms, fps=2326 images/s, loss=0.2011, top1-acc=93.15%, top5-acc=99.87%, remaining_time=0:00:07.389888, arrival_time=2021-04-10 01:57:23.991310, cost_time=0:00:14.555827 2021-04-10 01:57:17,702 INFO : TRAIN, epoch=0092, iter=00140/00196, fetch data time cost=2.37ms, fps=2326 images/s, loss=0.2011, top1-acc=93.14%, top5-acc=99.87%, remaining_time=0:00:06.262928, arrival_time=2021-04-10 01:57:23.965710, cost_time=0:00:15.657320 2021-04-10 01:57:18,804 INFO : TRAIN, epoch=0092, iter=00150/00196, fetch data time cost=1.59ms, fps=2326 images/s, loss=0.2012, top1-acc=93.11%, top5-acc=99.87%, remaining_time=0:00:05.139534, arrival_time=2021-04-10 01:57:23.944337, cost_time=0:00:16.759291 2021-04-10 01:57:19,901 INFO : TRAIN, epoch=0092, iter=00160/00196, fetch data time cost=1.95ms, fps=2336 images/s, loss=0.2013, top1-acc=93.09%, top5-acc=99.88%, remaining_time=0:00:04.017636, arrival_time=2021-04-10 01:57:23.919164, cost_time=0:00:17.856102 2021-04-10 01:57:20,998 INFO : TRAIN, epoch=0092, iter=00170/00196, fetch data time cost=2.07ms, fps=2336 images/s, loss=0.2014, top1-acc=93.07%, top5-acc=99.89%, remaining_time=0:00:02.898662, arrival_time=2021-04-10 01:57:23.896950, cost_time=0:00:18.952810 2021-04-10 01:57:22,101 INFO : TRAIN, epoch=0092, iter=00180/00196, fetch data time cost=2.11ms, fps=2322 images/s, loss=0.2008, top1-acc=93.08%, top5-acc=99.89%, remaining_time=0:00:01.782736, arrival_time=2021-04-10 01:57:23.883977, cost_time=0:00:20.055858 2021-04-10 01:57:23,205 INFO : TRAIN, epoch=0092, iter=00190/00196, fetch data time cost=1.51ms, fps=2321 images/s, loss=0.2011, top1-acc=93.06%, top5-acc=99.89%, remaining_time=0:00:00.668196, arrival_time=2021-04-10 01:57:23.873152, cost_time=0:00:21.159449 2021-04-10 01:57:23,804 INFO : TRAIN, epoch=0092, iter=00196/00196, fetch data time cost=1.94ms, fps=2272 images/s, loss=0.2020, top1-acc=93.03%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-10 01:57:23.804217, cost_time=0:00:21.758789 2021-04-10 01:57:24,203 INFO : EVAL, epoch=0092, iter=00010/00040, fetch data time cost=23.82ms, fps=6442 images/s, loss=0.4441, top1-acc=85.31%, top5-acc=99.65%, remaining_time=0:00:01.192170, arrival_time=2021-04-10 01:57:25.395802, cost_time=0:00:00.397390 2021-04-10 01:57:24,507 INFO : EVAL, epoch=0092, iter=00020/00040, fetch data time cost=0.46ms, fps=8434 images/s, loss=0.4538, top1-acc=85.29%, top5-acc=99.55%, remaining_time=0:00:00.701460, arrival_time=2021-04-10 01:57:25.209160, cost_time=0:00:00.701460 2021-04-10 01:57:24,800 INFO : EVAL, epoch=0092, iter=00030/00040, fetch data time cost=9.10ms, fps=8763 images/s, loss=0.4585, top1-acc=85.57%, top5-acc=99.39%, remaining_time=0:00:00.331380, arrival_time=2021-04-10 01:57:25.131692, cost_time=0:00:00.994131 2021-04-10 01:57:25,051 INFO : EVAL, epoch=0092, iter=00040/00040, fetch data time cost=0.11ms, fps=9235 images/s, loss=0.4701, top1-acc=85.52%, top5-acc=99.39%, remaining_time=0:00:00, arrival_time=2021-04-10 01:57:25.051922, cost_time=0:00:01.245716 2021-04-10 01:57:25,095 INFO : Epoch=0092 complete, best val top1-acc=87.30%, top5-acc=99.64% (epoch=85), remaining_time=0:41:17.311128, arrival_time=2021-04-10 02:38:42.406812, cost_time=0:35:10.302051 2021-04-10 01:57:25,096 INFO : Train start, epoch=0093, lr=0.056267 2021-04-10 01:57:26,439 INFO : TRAIN, epoch=0093, iter=00010/00196, fetch data time cost=0.42ms, fps=1906 images/s, loss=0.2111, top1-acc=92.50%, top5-acc=99.80%, remaining_time=0:00:24.979614, arrival_time=2021-04-10 01:57:51.419261, cost_time=0:00:01.342991 2021-04-10 01:57:27,538 INFO : TRAIN, epoch=0093, iter=00020/00196, fetch data time cost=2.03ms, fps=2330 images/s, loss=0.2117, top1-acc=92.71%, top5-acc=99.86%, remaining_time=0:00:21.491184, arrival_time=2021-04-10 01:57:49.029972, cost_time=0:00:02.442182 2021-04-10 01:57:28,659 INFO : TRAIN, epoch=0093, iter=00030/00196, fetch data time cost=2.26ms, fps=2285 images/s, loss=0.2131, top1-acc=92.71%, top5-acc=99.83%, remaining_time=0:00:19.715986, arrival_time=2021-04-10 01:57:48.375779, cost_time=0:00:03.563138 2021-04-10 01:57:29,761 INFO : TRAIN, epoch=0093, iter=00040/00196, fetch data time cost=2.08ms, fps=2325 images/s, loss=0.2112, top1-acc=92.72%, top5-acc=99.81%, remaining_time=0:00:18.193500, arrival_time=2021-04-10 01:57:47.955291, cost_time=0:00:04.665010 2021-04-10 01:57:30,858 INFO : TRAIN, epoch=0093, iter=00050/00196, fetch data time cost=1.60ms, fps=2336 images/s, loss=0.2048, top1-acc=92.83%, top5-acc=99.84%, remaining_time=0:00:16.825332, arrival_time=2021-04-10 01:57:47.684047, cost_time=0:00:05.762087 2021-04-10 01:57:31,953 INFO : TRAIN, epoch=0093, iter=00060/00196, fetch data time cost=2.21ms, fps=2341 images/s, loss=0.2033, top1-acc=92.83%, top5-acc=99.84%, remaining_time=0:00:15.541400, arrival_time=2021-04-10 01:57:47.494775, cost_time=0:00:06.856474 2021-04-10 01:57:33,057 INFO : TRAIN, epoch=0093, iter=00070/00196, fetch data time cost=2.09ms, fps=2321 images/s, loss=0.2040, top1-acc=92.82%, top5-acc=99.85%, remaining_time=0:00:14.329854, arrival_time=2021-04-10 01:57:47.387521, cost_time=0:00:07.961053 2021-04-10 01:57:34,157 INFO : TRAIN, epoch=0093, iter=00080/00196, fetch data time cost=1.63ms, fps=2329 images/s, loss=0.2047, top1-acc=92.82%, top5-acc=99.85%, remaining_time=0:00:13.138276, arrival_time=2021-04-10 01:57:47.295858, cost_time=0:00:09.060919 2021-04-10 01:57:35,252 INFO : TRAIN, epoch=0093, iter=00090/00196, fetch data time cost=1.89ms, fps=2340 images/s, loss=0.2051, top1-acc=92.79%, top5-acc=99.83%, remaining_time=0:00:11.961146, arrival_time=2021-04-10 01:57:47.213438, cost_time=0:00:10.155663 2021-04-10 01:57:36,355 INFO : TRAIN, epoch=0093, iter=00100/00196, fetch data time cost=3.21ms, fps=2323 images/s, loss=0.2054, top1-acc=92.80%, top5-acc=99.84%, remaining_time=0:00:10.808160, arrival_time=2021-04-10 01:57:47.163435, cost_time=0:00:11.258539 2021-04-10 01:57:37,457 INFO : TRAIN, epoch=0093, iter=00110/00196, fetch data time cost=2.29ms, fps=2325 images/s, loss=0.2052, top1-acc=92.78%, top5-acc=99.85%, remaining_time=0:00:09.663648, arrival_time=2021-04-10 01:57:47.120723, cost_time=0:00:12.360438 2021-04-10 01:57:38,562 INFO : TRAIN, epoch=0093, iter=00120/00196, fetch data time cost=2.83ms, fps=2317 images/s, loss=0.2029, top1-acc=92.91%, top5-acc=99.86%, remaining_time=0:00:08.528568, arrival_time=2021-04-10 01:57:47.091362, cost_time=0:00:13.466154 2021-04-10 01:57:39,654 INFO : TRAIN, epoch=0093, iter=00130/00196, fetch data time cost=1.69ms, fps=2347 images/s, loss=0.2032, top1-acc=92.91%, top5-acc=99.86%, remaining_time=0:00:07.390680, arrival_time=2021-04-10 01:57:47.044685, cost_time=0:00:14.557364 2021-04-10 01:57:40,762 INFO : TRAIN, epoch=0093, iter=00140/00196, fetch data time cost=2.34ms, fps=2311 images/s, loss=0.2034, top1-acc=92.92%, top5-acc=99.86%, remaining_time=0:00:06.266400, arrival_time=2021-04-10 01:57:47.028995, cost_time=0:00:15.666003 2021-04-10 01:57:41,877 INFO : TRAIN, epoch=0093, iter=00150/00196, fetch data time cost=1.42ms, fps=2298 images/s, loss=0.2041, top1-acc=92.91%, top5-acc=99.86%, remaining_time=0:00:05.146020, arrival_time=2021-04-10 01:57:47.023181, cost_time=0:00:16.780514 2021-04-10 01:57:42,971 INFO : TRAIN, epoch=0093, iter=00160/00196, fetch data time cost=1.55ms, fps=2341 images/s, loss=0.2046, top1-acc=92.89%, top5-acc=99.86%, remaining_time=0:00:04.021848, arrival_time=2021-04-10 01:57:46.993296, cost_time=0:00:17.874822 2021-04-10 01:57:44,082 INFO : TRAIN, epoch=0093, iter=00170/00196, fetch data time cost=1.58ms, fps=2308 images/s, loss=0.2057, top1-acc=92.85%, top5-acc=99.86%, remaining_time=0:00:02.903628, arrival_time=2021-04-10 01:57:46.985754, cost_time=0:00:18.985262 2021-04-10 01:57:45,187 INFO : TRAIN, epoch=0093, iter=00180/00196, fetch data time cost=2.07ms, fps=2319 images/s, loss=0.2062, top1-acc=92.86%, top5-acc=99.86%, remaining_time=0:00:01.785824, arrival_time=2021-04-10 01:57:46.972860, cost_time=0:00:20.090434 2021-04-10 01:57:46,293 INFO : TRAIN, epoch=0093, iter=00190/00196, fetch data time cost=1.33ms, fps=2316 images/s, loss=0.2071, top1-acc=92.80%, top5-acc=99.86%, remaining_time=0:00:00.669360, arrival_time=2021-04-10 01:57:46.962358, cost_time=0:00:21.196371 2021-04-10 01:57:46,889 INFO : TRAIN, epoch=0093, iter=00196/00196, fetch data time cost=1.79ms, fps=2282 images/s, loss=0.2076, top1-acc=92.79%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-10 01:57:46.889659, cost_time=0:00:21.793017 2021-04-10 01:57:47,255 INFO : EVAL, epoch=0093, iter=00010/00040, fetch data time cost=2.70ms, fps=7031 images/s, loss=0.6603, top1-acc=81.87%, top5-acc=99.02%, remaining_time=0:00:01.092210, arrival_time=2021-04-10 01:57:48.348079, cost_time=0:00:00.364067 2021-04-10 01:57:47,534 INFO : EVAL, epoch=0093, iter=00020/00040, fetch data time cost=0.50ms, fps=9201 images/s, loss=0.6310, top1-acc=82.29%, top5-acc=99.16%, remaining_time=0:00:00.642820, arrival_time=2021-04-10 01:57:48.177438, cost_time=0:00:00.642819 2021-04-10 01:57:47,797 INFO : EVAL, epoch=0093, iter=00030/00040, fetch data time cost=0.47ms, fps=9759 images/s, loss=0.6361, top1-acc=82.19%, top5-acc=99.17%, remaining_time=0:00:00.301910, arrival_time=2021-04-10 01:57:48.099411, cost_time=0:00:00.905742 2021-04-10 01:57:48,086 INFO : EVAL, epoch=0093, iter=00040/00040, fetch data time cost=0.10ms, fps=8050 images/s, loss=0.6236, top1-acc=82.27%, top5-acc=99.18%, remaining_time=0:00:00, arrival_time=2021-04-10 01:57:48.086248, cost_time=0:00:01.194354 2021-04-10 01:57:48,151 INFO : Epoch=0093 complete, best val top1-acc=87.30%, top5-acc=99.64% (epoch=85), remaining_time=0:40:54.508310, arrival_time=2021-04-10 02:38:42.659705, cost_time=0:35:33.357731 2021-04-10 01:57:48,152 INFO : Train start, epoch=0094, lr=0.055487 2021-04-10 01:57:49,523 INFO : TRAIN, epoch=0094, iter=00010/00196, fetch data time cost=2.16ms, fps=1869 images/s, loss=0.2015, top1-acc=93.36%, top5-acc=99.84%, remaining_time=0:00:25.479768, arrival_time=2021-04-10 01:58:15.002636, cost_time=0:00:01.369883 2021-04-10 01:57:50,621 INFO : TRAIN, epoch=0094, iter=00020/00196, fetch data time cost=1.94ms, fps=2333 images/s, loss=0.1904, top1-acc=93.36%, top5-acc=99.90%, remaining_time=0:00:21.721040, arrival_time=2021-04-10 01:58:12.342221, cost_time=0:00:02.468294 2021-04-10 01:57:51,718 INFO : TRAIN, epoch=0094, iter=00030/00196, fetch data time cost=1.68ms, fps=2335 images/s, loss=0.1956, top1-acc=93.12%, top5-acc=99.90%, remaining_time=0:00:19.728768, arrival_time=2021-04-10 01:58:11.447186, cost_time=0:00:03.565436 2021-04-10 01:57:52,828 INFO : TRAIN, epoch=0094, iter=00040/00196, fetch data time cost=2.21ms, fps=2309 images/s, loss=0.2026, top1-acc=92.89%, top5-acc=99.88%, remaining_time=0:00:18.233592, arrival_time=2021-04-10 01:58:11.061713, cost_time=0:00:04.675285 2021-04-10 01:57:53,926 INFO : TRAIN, epoch=0094, iter=00050/00196, fetch data time cost=1.92ms, fps=2333 images/s, loss=0.2006, top1-acc=93.02%, top5-acc=99.86%, remaining_time=0:00:16.857744, arrival_time=2021-04-10 01:58:10.783851, cost_time=0:00:05.773180 2021-04-10 01:57:55,016 INFO : TRAIN, epoch=0094, iter=00060/00196, fetch data time cost=1.52ms, fps=2350 images/s, loss=0.2020, top1-acc=93.01%, top5-acc=99.84%, remaining_time=0:00:15.556632, arrival_time=2021-04-10 01:58:10.572717, cost_time=0:00:06.863205 2021-04-10 01:57:56,121 INFO : TRAIN, epoch=0094, iter=00070/00196, fetch data time cost=2.38ms, fps=2317 images/s, loss=0.2011, top1-acc=92.99%, top5-acc=99.86%, remaining_time=0:00:14.343336, arrival_time=2021-04-10 01:58:10.464786, cost_time=0:00:07.968541 2021-04-10 01:57:57,210 INFO : TRAIN, epoch=0094, iter=00080/00196, fetch data time cost=1.99ms, fps=2353 images/s, loss=0.1994, top1-acc=93.03%, top5-acc=99.86%, remaining_time=0:00:13.133172, arrival_time=2021-04-10 01:58:10.343417, cost_time=0:00:09.057372 2021-04-10 01:57:58,319 INFO : TRAIN, epoch=0094, iter=00090/00196, fetch data time cost=2.30ms, fps=2309 images/s, loss=0.1984, top1-acc=93.06%, top5-acc=99.86%, remaining_time=0:00:11.974396, arrival_time=2021-04-10 01:58:10.294167, cost_time=0:00:10.166926 2021-04-10 01:57:59,422 INFO : TRAIN, epoch=0094, iter=00100/00196, fetch data time cost=1.98ms, fps=2323 images/s, loss=0.1995, top1-acc=93.00%, top5-acc=99.87%, remaining_time=0:00:10.818624, arrival_time=2021-04-10 01:58:10.240952, cost_time=0:00:11.269387 2021-04-10 01:58:00,516 INFO : TRAIN, epoch=0094, iter=00110/00196, fetch data time cost=1.56ms, fps=2341 images/s, loss=0.1981, top1-acc=93.02%, top5-acc=99.87%, remaining_time=0:00:09.666228, arrival_time=2021-04-10 01:58:10.182845, cost_time=0:00:12.363727 2021-04-10 01:58:01,607 INFO : TRAIN, epoch=0094, iter=00120/00196, fetch data time cost=1.40ms, fps=2350 images/s, loss=0.2018, top1-acc=92.89%, top5-acc=99.87%, remaining_time=0:00:08.520816, arrival_time=2021-04-10 01:58:10.127789, cost_time=0:00:13.453946 2021-04-10 01:58:02,701 INFO : TRAIN, epoch=0094, iter=00130/00196, fetch data time cost=1.69ms, fps=2340 images/s, loss=0.2041, top1-acc=92.81%, top5-acc=99.87%, remaining_time=0:00:07.386390, arrival_time=2021-04-10 01:58:10.088135, cost_time=0:00:14.548903 2021-04-10 01:58:03,795 INFO : TRAIN, epoch=0094, iter=00140/00196, fetch data time cost=1.71ms, fps=2342 images/s, loss=0.2045, top1-acc=92.81%, top5-acc=99.86%, remaining_time=0:00:06.257048, arrival_time=2021-04-10 01:58:10.052592, cost_time=0:00:15.642664 2021-04-10 01:58:04,888 INFO : TRAIN, epoch=0094, iter=00150/00196, fetch data time cost=2.05ms, fps=2345 images/s, loss=0.2052, top1-acc=92.78%, top5-acc=99.86%, remaining_time=0:00:05.132128, arrival_time=2021-04-10 01:58:10.020239, cost_time=0:00:16.735198 2021-04-10 01:58:05,979 INFO : TRAIN, epoch=0094, iter=00160/00196, fetch data time cost=1.68ms, fps=2346 images/s, loss=0.2043, top1-acc=92.81%, top5-acc=99.87%, remaining_time=0:00:04.011084, arrival_time=2021-04-10 01:58:09.990943, cost_time=0:00:17.827024 2021-04-10 01:58:07,080 INFO : TRAIN, epoch=0094, iter=00170/00196, fetch data time cost=2.13ms, fps=2328 images/s, loss=0.2047, top1-acc=92.82%, top5-acc=99.86%, remaining_time=0:00:02.894736, arrival_time=2021-04-10 01:58:09.974846, cost_time=0:00:18.927171 2021-04-10 01:58:08,177 INFO : TRAIN, epoch=0094, iter=00180/00196, fetch data time cost=2.08ms, fps=2334 images/s, loss=0.2054, top1-acc=92.80%, top5-acc=99.86%, remaining_time=0:00:01.779984, arrival_time=2021-04-10 01:58:09.957676, cost_time=0:00:20.024860 2021-04-10 01:58:09,276 INFO : TRAIN, epoch=0094, iter=00190/00196, fetch data time cost=1.53ms, fps=2331 images/s, loss=0.2058, top1-acc=92.79%, top5-acc=99.86%, remaining_time=0:00:00.667062, arrival_time=2021-04-10 01:58:09.943449, cost_time=0:00:21.123568 2021-04-10 01:58:09,878 INFO : TRAIN, epoch=0094, iter=00196/00196, fetch data time cost=1.93ms, fps=2262 images/s, loss=0.2062, top1-acc=92.80%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-10 01:58:09.878185, cost_time=0:00:21.725307 2021-04-10 01:58:10,290 INFO : EVAL, epoch=0094, iter=00010/00040, fetch data time cost=0.31ms, fps=6238 images/s, loss=0.5301, top1-acc=84.18%, top5-acc=99.49%, remaining_time=0:00:01.231110, arrival_time=2021-04-10 01:58:11.521739, cost_time=0:00:00.410369 2021-04-10 01:58:10,568 INFO : EVAL, epoch=0094, iter=00020/00040, fetch data time cost=4.66ms, fps=9225 images/s, loss=0.5268, top1-acc=84.28%, top5-acc=99.36%, remaining_time=0:00:00.688400, arrival_time=2021-04-10 01:58:11.257157, cost_time=0:00:00.688392 2021-04-10 01:58:10,815 INFO : EVAL, epoch=0094, iter=00030/00040, fetch data time cost=4.91ms, fps=10423 images/s, loss=0.5199, top1-acc=84.61%, top5-acc=99.31%, remaining_time=0:00:00.311590, arrival_time=2021-04-10 01:58:11.126628, cost_time=0:00:00.934759 2021-04-10 01:58:11,032 INFO : EVAL, epoch=0094, iter=00040/00040, fetch data time cost=0.06ms, fps=10716 images/s, loss=0.5135, top1-acc=84.90%, top5-acc=99.33%, remaining_time=0:00:00, arrival_time=2021-04-10 01:58:11.031995, cost_time=0:00:01.151813 2021-04-10 01:58:11,123 INFO : Epoch=0094 complete, best val top1-acc=87.30%, top5-acc=99.64% (epoch=85), remaining_time=0:40:31.605974, arrival_time=2021-04-10 02:38:42.729465, cost_time=0:35:56.329857 2021-04-10 01:58:11,124 INFO : Train start, epoch=0095, lr=0.054705 2021-04-10 01:58:12,416 INFO : TRAIN, epoch=0095, iter=00010/00196, fetch data time cost=0.31ms, fps=1982 images/s, loss=0.1738, top1-acc=94.14%, top5-acc=99.92%, remaining_time=0:00:24.029154, arrival_time=2021-04-10 01:58:36.445553, cost_time=0:00:01.291887 2021-04-10 01:58:13,515 INFO : TRAIN, epoch=0095, iter=00020/00196, fetch data time cost=1.53ms, fps=2332 images/s, loss=0.1788, top1-acc=93.75%, top5-acc=99.90%, remaining_time=0:00:21.034640, arrival_time=2021-04-10 01:58:34.549576, cost_time=0:00:02.390299 2021-04-10 01:58:14,617 INFO : TRAIN, epoch=0095, iter=00030/00196, fetch data time cost=1.77ms, fps=2323 images/s, loss=0.1806, top1-acc=93.78%, top5-acc=99.90%, remaining_time=0:00:19.330202, arrival_time=2021-04-10 01:58:33.948095, cost_time=0:00:03.493407 2021-04-10 01:58:15,716 INFO : TRAIN, epoch=0095, iter=00040/00196, fetch data time cost=1.65ms, fps=2331 images/s, loss=0.1833, top1-acc=93.61%, top5-acc=99.92%, remaining_time=0:00:17.909580, arrival_time=2021-04-10 01:58:33.626177, cost_time=0:00:04.592187 2021-04-10 01:58:16,818 INFO : TRAIN, epoch=0095, iter=00050/00196, fetch data time cost=1.46ms, fps=2324 images/s, loss=0.1856, top1-acc=93.55%, top5-acc=99.92%, remaining_time=0:00:16.626918, arrival_time=2021-04-10 01:58:33.445600, cost_time=0:00:05.694173 2021-04-10 01:58:17,917 INFO : TRAIN, epoch=0095, iter=00060/00196, fetch data time cost=1.93ms, fps=2332 images/s, loss=0.1895, top1-acc=93.51%, top5-acc=99.91%, remaining_time=0:00:15.396424, arrival_time=2021-04-10 01:58:33.313411, cost_time=0:00:06.792523 2021-04-10 01:58:19,014 INFO : TRAIN, epoch=0095, iter=00070/00196, fetch data time cost=1.60ms, fps=2335 images/s, loss=0.1922, top1-acc=93.44%, top5-acc=99.91%, remaining_time=0:00:14.201460, arrival_time=2021-04-10 01:58:33.215660, cost_time=0:00:07.889684 2021-04-10 01:58:20,155 INFO : TRAIN, epoch=0095, iter=00080/00196, fetch data time cost=18.31ms, fps=2244 images/s, loss=0.1939, top1-acc=93.33%, top5-acc=99.91%, remaining_time=0:00:13.095008, arrival_time=2021-04-10 01:58:33.250554, cost_time=0:00:09.031026 2021-04-10 01:58:21,249 INFO : TRAIN, epoch=0095, iter=00090/00196, fetch data time cost=1.50ms, fps=2341 images/s, loss=0.1963, top1-acc=93.21%, top5-acc=99.92%, remaining_time=0:00:11.925318, arrival_time=2021-04-10 01:58:33.175001, cost_time=0:00:10.125259 2021-04-10 01:58:22,345 INFO : TRAIN, epoch=0095, iter=00100/00196, fetch data time cost=1.68ms, fps=2338 images/s, loss=0.1962, top1-acc=93.15%, top5-acc=99.92%, remaining_time=0:00:10.771776, arrival_time=2021-04-10 01:58:33.116875, cost_time=0:00:11.220588 2021-04-10 01:58:23,450 INFO : TRAIN, epoch=0095, iter=00110/00196, fetch data time cost=1.94ms, fps=2318 images/s, loss=0.1958, top1-acc=93.13%, top5-acc=99.90%, remaining_time=0:00:09.636558, arrival_time=2021-04-10 01:58:33.086932, cost_time=0:00:12.325871 2021-04-10 01:58:24,547 INFO : TRAIN, epoch=0095, iter=00120/00196, fetch data time cost=2.24ms, fps=2336 images/s, loss=0.1951, top1-acc=93.14%, top5-acc=99.89%, remaining_time=0:00:08.500980, arrival_time=2021-04-10 01:58:33.047989, cost_time=0:00:13.422580 2021-04-10 01:58:25,642 INFO : TRAIN, epoch=0095, iter=00130/00196, fetch data time cost=2.37ms, fps=2338 images/s, loss=0.1943, top1-acc=93.20%, top5-acc=99.89%, remaining_time=0:00:07.370814, arrival_time=2021-04-10 01:58:33.013666, cost_time=0:00:14.518265 2021-04-10 01:58:26,740 INFO : TRAIN, epoch=0095, iter=00140/00196, fetch data time cost=2.31ms, fps=2335 images/s, loss=0.1943, top1-acc=93.25%, top5-acc=99.88%, remaining_time=0:00:06.246240, arrival_time=2021-04-10 01:58:32.986219, cost_time=0:00:15.615565 2021-04-10 01:58:27,843 INFO : TRAIN, epoch=0095, iter=00150/00196, fetch data time cost=1.67ms, fps=2321 images/s, loss=0.1953, top1-acc=93.23%, top5-acc=99.88%, remaining_time=0:00:05.127160, arrival_time=2021-04-10 01:58:32.970683, cost_time=0:00:16.718926 2021-04-10 01:58:28,945 INFO : TRAIN, epoch=0095, iter=00160/00196, fetch data time cost=2.03ms, fps=2326 images/s, loss=0.1946, top1-acc=93.26%, top5-acc=99.88%, remaining_time=0:00:04.009608, arrival_time=2021-04-10 01:58:32.954606, cost_time=0:00:17.820498 2021-04-10 01:58:30,046 INFO : TRAIN, epoch=0095, iter=00170/00196, fetch data time cost=1.50ms, fps=2325 images/s, loss=0.1949, top1-acc=93.21%, top5-acc=99.89%, remaining_time=0:00:02.894008, arrival_time=2021-04-10 01:58:32.940862, cost_time=0:00:18.922432 2021-04-10 01:58:31,132 INFO : TRAIN, epoch=0095, iter=00180/00196, fetch data time cost=1.55ms, fps=2359 images/s, loss=0.1961, top1-acc=93.16%, top5-acc=99.88%, remaining_time=0:00:01.778496, arrival_time=2021-04-10 01:58:32.911128, cost_time=0:00:20.008143 2021-04-10 01:58:32,230 INFO : TRAIN, epoch=0095, iter=00190/00196, fetch data time cost=1.44ms, fps=2334 images/s, loss=0.1973, top1-acc=93.10%, top5-acc=99.88%, remaining_time=0:00:00.666486, arrival_time=2021-04-10 01:58:32.896439, cost_time=0:00:21.105453 2021-04-10 01:58:32,818 INFO : TRAIN, epoch=0095, iter=00196/00196, fetch data time cost=1.54ms, fps=2316 images/s, loss=0.1979, top1-acc=93.08%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-10 01:58:32.817955, cost_time=0:00:21.693496 2021-04-10 01:58:33,203 INFO : EVAL, epoch=0095, iter=00010/00040, fetch data time cost=0.20ms, fps=6667 images/s, loss=0.7309, top1-acc=80.43%, top5-acc=98.98%, remaining_time=0:00:01.151940, arrival_time=2021-04-10 01:58:34.355824, cost_time=0:00:00.383976 2021-04-10 01:58:33,455 INFO : EVAL, epoch=0095, iter=00020/00040, fetch data time cost=2.77ms, fps=10199 images/s, loss=0.6999, top1-acc=80.55%, top5-acc=99.16%, remaining_time=0:00:00.635340, arrival_time=2021-04-10 01:58:34.090648, cost_time=0:00:00.635331 2021-04-10 01:58:33,713 INFO : EVAL, epoch=0095, iter=00030/00040, fetch data time cost=3.66ms, fps=9921 images/s, loss=0.7216, top1-acc=80.23%, top5-acc=99.08%, remaining_time=0:00:00.297960, arrival_time=2021-04-10 01:58:34.011862, cost_time=0:00:00.893884 2021-04-10 01:58:33,946 INFO : EVAL, epoch=0095, iter=00040/00040, fetch data time cost=1.14ms, fps=9987 images/s, loss=0.7066, top1-acc=80.31%, top5-acc=99.16%, remaining_time=0:00:00, arrival_time=2021-04-10 01:58:33.946702, cost_time=0:00:01.126807 2021-04-10 01:58:33,986 INFO : Epoch=0095 complete, best val top1-acc=87.30%, top5-acc=99.64% (epoch=85), remaining_time=0:40:08.582085, arrival_time=2021-04-10 02:38:42.569020, cost_time=0:36:19.193318 2021-04-10 01:58:33,987 INFO : Train start, epoch=0096, lr=0.053923 2021-04-10 01:58:35,327 INFO : TRAIN, epoch=0096, iter=00010/00196, fetch data time cost=0.76ms, fps=1911 images/s, loss=0.2007, top1-acc=92.77%, top5-acc=99.92%, remaining_time=0:00:24.913584, arrival_time=2021-04-10 01:59:00.240969, cost_time=0:00:01.339435 2021-04-10 01:58:36,433 INFO : TRAIN, epoch=0096, iter=00020/00196, fetch data time cost=1.95ms, fps=2317 images/s, loss=0.1947, top1-acc=93.28%, top5-acc=99.86%, remaining_time=0:00:21.519696, arrival_time=2021-04-10 01:58:57.952975, cost_time=0:00:02.445412 2021-04-10 01:58:37,530 INFO : TRAIN, epoch=0096, iter=00030/00196, fetch data time cost=1.62ms, fps=2334 images/s, loss=0.1892, top1-acc=93.42%, top5-acc=99.91%, remaining_time=0:00:19.604268, arrival_time=2021-04-10 01:58:57.135158, cost_time=0:00:03.542952 2021-04-10 01:58:38,631 INFO : TRAIN, epoch=0096, iter=00040/00196, fetch data time cost=4.56ms, fps=2328 images/s, loss=0.1881, top1-acc=93.57%, top5-acc=99.91%, remaining_time=0:00:18.109728, arrival_time=2021-04-10 01:58:56.741092, cost_time=0:00:04.643520 2021-04-10 01:58:39,727 INFO : TRAIN, epoch=0096, iter=00050/00196, fetch data time cost=1.51ms, fps=2338 images/s, loss=0.1846, top1-acc=93.62%, top5-acc=99.93%, remaining_time=0:00:16.758026, arrival_time=2021-04-10 01:58:56.485196, cost_time=0:00:05.739059 2021-04-10 01:58:40,843 INFO : TRAIN, epoch=0096, iter=00060/00196, fetch data time cost=2.52ms, fps=2295 images/s, loss=0.1847, top1-acc=93.63%, top5-acc=99.92%, remaining_time=0:00:15.540176, arrival_time=2021-04-10 01:58:56.384015, cost_time=0:00:06.855964 2021-04-10 01:58:41,941 INFO : TRAIN, epoch=0096, iter=00070/00196, fetch data time cost=2.32ms, fps=2334 images/s, loss=0.1856, top1-acc=93.61%, top5-acc=99.91%, remaining_time=0:00:14.316624, arrival_time=2021-04-10 01:58:56.258241, cost_time=0:00:07.953683 2021-04-10 01:58:43,041 INFO : TRAIN, epoch=0096, iter=00080/00196, fetch data time cost=1.61ms, fps=2329 images/s, loss=0.1887, top1-acc=93.49%, top5-acc=99.90%, remaining_time=0:00:13.127836, arrival_time=2021-04-10 01:58:56.169339, cost_time=0:00:09.053644 2021-04-10 01:58:44,134 INFO : TRAIN, epoch=0096, iter=00090/00196, fetch data time cost=1.49ms, fps=2343 images/s, loss=0.1906, top1-acc=93.39%, top5-acc=99.90%, remaining_time=0:00:11.950970, arrival_time=2021-04-10 01:58:56.085815, cost_time=0:00:10.147073 2021-04-10 01:58:45,228 INFO : TRAIN, epoch=0096, iter=00100/00196, fetch data time cost=1.70ms, fps=2343 images/s, loss=0.1910, top1-acc=93.36%, top5-acc=99.90%, remaining_time=0:00:10.790496, arrival_time=2021-04-10 01:58:56.018463, cost_time=0:00:11.240132 2021-04-10 01:58:46,331 INFO : TRAIN, epoch=0096, iter=00110/00196, fetch data time cost=2.21ms, fps=2322 images/s, loss=0.1912, top1-acc=93.35%, top5-acc=99.89%, remaining_time=0:00:09.650232, arrival_time=2021-04-10 01:58:55.981450, cost_time=0:00:12.343351 2021-04-10 01:58:47,419 INFO : TRAIN, epoch=0096, iter=00120/00196, fetch data time cost=2.22ms, fps=2354 images/s, loss=0.1924, top1-acc=93.34%, top5-acc=99.89%, remaining_time=0:00:08.506604, arrival_time=2021-04-10 01:58:55.925939, cost_time=0:00:13.431532 2021-04-10 01:58:48,521 INFO : TRAIN, epoch=0096, iter=00130/00196, fetch data time cost=1.48ms, fps=2325 images/s, loss=0.1936, top1-acc=93.33%, top5-acc=99.89%, remaining_time=0:00:07.378404, arrival_time=2021-04-10 01:58:55.899525, cost_time=0:00:14.533182 2021-04-10 01:58:49,609 INFO : TRAIN, epoch=0096, iter=00140/00196, fetch data time cost=1.76ms, fps=2353 images/s, loss=0.1958, top1-acc=93.23%, top5-acc=99.88%, remaining_time=0:00:06.248760, arrival_time=2021-04-10 01:58:55.858434, cost_time=0:00:15.621880 2021-04-10 01:58:50,705 INFO : TRAIN, epoch=0096, iter=00150/00196, fetch data time cost=2.07ms, fps=2338 images/s, loss=0.1973, top1-acc=93.17%, top5-acc=99.88%, remaining_time=0:00:05.126608, arrival_time=2021-04-10 01:58:55.831617, cost_time=0:00:16.717216 2021-04-10 01:58:51,799 INFO : TRAIN, epoch=0096, iter=00160/00196, fetch data time cost=1.64ms, fps=2341 images/s, loss=0.1987, top1-acc=93.11%, top5-acc=99.86%, remaining_time=0:00:04.007556, arrival_time=2021-04-10 01:58:55.806623, cost_time=0:00:17.811287 2021-04-10 01:58:52,889 INFO : TRAIN, epoch=0096, iter=00170/00196, fetch data time cost=1.41ms, fps=2349 images/s, loss=0.1980, top1-acc=93.13%, top5-acc=99.86%, remaining_time=0:00:02.890862, arrival_time=2021-04-10 01:58:55.780391, cost_time=0:00:18.901754 2021-04-10 01:58:53,983 INFO : TRAIN, epoch=0096, iter=00180/00196, fetch data time cost=2.07ms, fps=2342 images/s, loss=0.1985, top1-acc=93.11%, top5-acc=99.86%, remaining_time=0:00:01.777376, arrival_time=2021-04-10 01:58:55.760718, cost_time=0:00:19.995484 2021-04-10 01:58:55,071 INFO : TRAIN, epoch=0096, iter=00190/00196, fetch data time cost=2.00ms, fps=2354 images/s, loss=0.1995, top1-acc=93.07%, top5-acc=99.86%, remaining_time=0:00:00.665808, arrival_time=2021-04-10 01:58:55.737443, cost_time=0:00:21.083837 2021-04-10 01:58:55,653 INFO : TRAIN, epoch=0096, iter=00196/00196, fetch data time cost=1.56ms, fps=2341 images/s, loss=0.1997, top1-acc=93.08%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-10 01:58:55.652999, cost_time=0:00:21.665179 2021-04-10 01:58:56,008 INFO : EVAL, epoch=0096, iter=00010/00040, fetch data time cost=0.30ms, fps=7252 images/s, loss=0.4524, top1-acc=85.90%, top5-acc=99.65%, remaining_time=0:00:01.059000, arrival_time=2021-04-10 01:58:57.066985, cost_time=0:00:00.353002 2021-04-10 01:58:56,261 INFO : EVAL, epoch=0096, iter=00020/00040, fetch data time cost=3.14ms, fps=10116 images/s, loss=0.4517, top1-acc=85.68%, top5-acc=99.73%, remaining_time=0:00:00.606520, arrival_time=2021-04-10 01:58:56.868040, cost_time=0:00:00.606522 2021-04-10 01:58:56,516 INFO : EVAL, epoch=0096, iter=00030/00040, fetch data time cost=0.34ms, fps=10070 images/s, loss=0.4471, top1-acc=85.91%, top5-acc=99.64%, remaining_time=0:00:00.287080, arrival_time=2021-04-10 01:58:56.803319, cost_time=0:00:00.861226 2021-04-10 01:58:56,733 INFO : EVAL, epoch=0096, iter=00040/00040, fetch data time cost=0.07ms, fps=10707 images/s, loss=0.4502, top1-acc=85.99%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-10 01:58:56.733395, cost_time=0:00:01.078466 2021-04-10 01:58:56,774 INFO : Epoch=0096 complete, best val top1-acc=87.30%, top5-acc=99.64% (epoch=85), remaining_time=0:39:45.478784, arrival_time=2021-04-10 02:38:42.252804, cost_time=0:36:41.980396 2021-04-10 01:58:56,774 INFO : Train start, epoch=0097, lr=0.053140 2021-04-10 01:58:58,083 INFO : TRAIN, epoch=0097, iter=00010/00196, fetch data time cost=0.46ms, fps=1956 images/s, loss=0.1904, top1-acc=93.67%, top5-acc=99.88%, remaining_time=0:00:24.338658, arrival_time=2021-04-10 01:59:22.422167, cost_time=0:00:01.308527 2021-04-10 01:58:59,225 INFO : TRAIN, epoch=0097, iter=00020/00196, fetch data time cost=1.98ms, fps=2243 images/s, loss=0.1836, top1-acc=93.95%, top5-acc=99.92%, remaining_time=0:00:21.562816, arrival_time=2021-04-10 01:59:20.788164, cost_time=0:00:02.450310 2021-04-10 01:59:00,326 INFO : TRAIN, epoch=0097, iter=00030/00196, fetch data time cost=1.45ms, fps=2326 images/s, loss=0.1847, top1-acc=93.87%, top5-acc=99.91%, remaining_time=0:00:19.653736, arrival_time=2021-04-10 01:59:19.980527, cost_time=0:00:03.551888 2021-04-10 01:59:01,428 INFO : TRAIN, epoch=0097, iter=00040/00196, fetch data time cost=1.57ms, fps=2326 images/s, loss=0.1844, top1-acc=93.74%, top5-acc=99.90%, remaining_time=0:00:18.147324, arrival_time=2021-04-10 01:59:19.575511, cost_time=0:00:04.653141 2021-04-10 01:59:02,523 INFO : TRAIN, epoch=0097, iter=00050/00196, fetch data time cost=2.12ms, fps=2338 images/s, loss=0.1831, top1-acc=93.77%, top5-acc=99.89%, remaining_time=0:00:16.786642, arrival_time=2021-04-10 01:59:19.310472, cost_time=0:00:05.748873 2021-04-10 01:59:03,620 INFO : TRAIN, epoch=0097, iter=00060/00196, fetch data time cost=2.70ms, fps=2336 images/s, loss=0.1862, top1-acc=93.59%, top5-acc=99.90%, remaining_time=0:00:15.515968, arrival_time=2021-04-10 01:59:19.136206, cost_time=0:00:06.845290 2021-04-10 01:59:04,721 INFO : TRAIN, epoch=0097, iter=00070/00196, fetch data time cost=2.23ms, fps=2332 images/s, loss=0.1860, top1-acc=93.57%, top5-acc=99.89%, remaining_time=0:00:14.304150, arrival_time=2021-04-10 01:59:19.025933, cost_time=0:00:07.946741 2021-04-10 01:59:05,812 INFO : TRAIN, epoch=0097, iter=00080/00196, fetch data time cost=1.76ms, fps=2349 images/s, loss=0.1870, top1-acc=93.54%, top5-acc=99.89%, remaining_time=0:00:13.104404, arrival_time=2021-04-10 01:59:18.916885, cost_time=0:00:09.037526 2021-04-10 01:59:06,908 INFO : TRAIN, epoch=0097, iter=00090/00196, fetch data time cost=1.97ms, fps=2337 images/s, loss=0.1863, top1-acc=93.63%, top5-acc=99.90%, remaining_time=0:00:11.935494, arrival_time=2021-04-10 01:59:18.844283, cost_time=0:00:10.133891 2021-04-10 01:59:08,007 INFO : TRAIN, epoch=0097, iter=00100/00196, fetch data time cost=2.32ms, fps=2331 images/s, loss=0.1879, top1-acc=93.53%, top5-acc=99.89%, remaining_time=0:00:10.783296, arrival_time=2021-04-10 01:59:18.790873, cost_time=0:00:11.232605 2021-04-10 01:59:09,120 INFO : TRAIN, epoch=0097, iter=00110/00196, fetch data time cost=2.25ms, fps=2302 images/s, loss=0.1878, top1-acc=93.54%, top5-acc=99.89%, remaining_time=0:00:09.652038, arrival_time=2021-04-10 01:59:18.772722, cost_time=0:00:12.345676 2021-04-10 01:59:10,229 INFO : TRAIN, epoch=0097, iter=00120/00196, fetch data time cost=2.00ms, fps=2312 images/s, loss=0.1876, top1-acc=93.53%, top5-acc=99.89%, remaining_time=0:00:08.520892, arrival_time=2021-04-10 01:59:18.749995, cost_time=0:00:13.454057 2021-04-10 01:59:11,337 INFO : TRAIN, epoch=0097, iter=00130/00196, fetch data time cost=2.17ms, fps=2312 images/s, loss=0.1897, top1-acc=93.45%, top5-acc=99.89%, remaining_time=0:00:07.393056, arrival_time=2021-04-10 01:59:18.730097, cost_time=0:00:14.562054 2021-04-10 01:59:12,423 INFO : TRAIN, epoch=0097, iter=00140/00196, fetch data time cost=1.67ms, fps=2357 images/s, loss=0.1905, top1-acc=93.39%, top5-acc=99.89%, remaining_time=0:00:06.259512, arrival_time=2021-04-10 01:59:18.683219, cost_time=0:00:15.648797 2021-04-10 01:59:13,546 INFO : TRAIN, epoch=0097, iter=00150/00196, fetch data time cost=2.10ms, fps=2281 images/s, loss=0.1900, top1-acc=93.37%, top5-acc=99.89%, remaining_time=0:00:05.143306, arrival_time=2021-04-10 01:59:18.690053, cost_time=0:00:16.771691 2021-04-10 01:59:14,647 INFO : TRAIN, epoch=0097, iter=00160/00196, fetch data time cost=2.02ms, fps=2327 images/s, loss=0.1902, top1-acc=93.33%, top5-acc=99.89%, remaining_time=0:00:04.021344, arrival_time=2021-04-10 01:59:18.669025, cost_time=0:00:17.872619 2021-04-10 01:59:15,734 INFO : TRAIN, epoch=0097, iter=00170/00196, fetch data time cost=1.73ms, fps=2357 images/s, loss=0.1924, top1-acc=93.27%, top5-acc=99.89%, remaining_time=0:00:02.899702, arrival_time=2021-04-10 01:59:18.634286, cost_time=0:00:18.959659 2021-04-10 01:59:16,831 INFO : TRAIN, epoch=0097, iter=00180/00196, fetch data time cost=2.18ms, fps=2336 images/s, loss=0.1938, top1-acc=93.22%, top5-acc=99.88%, remaining_time=0:00:01.782752, arrival_time=2021-04-10 01:59:18.613755, cost_time=0:00:20.055942 2021-04-10 01:59:17,927 INFO : TRAIN, epoch=0097, iter=00190/00196, fetch data time cost=1.56ms, fps=2335 images/s, loss=0.1957, top1-acc=93.15%, top5-acc=99.88%, remaining_time=0:00:00.667992, arrival_time=2021-04-10 01:59:18.595927, cost_time=0:00:21.153065 2021-04-10 01:59:18,526 INFO : TRAIN, epoch=0097, iter=00196/00196, fetch data time cost=2.09ms, fps=2276 images/s, loss=0.1963, top1-acc=93.14%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-10 01:59:18.526154, cost_time=0:00:21.751092 2021-04-10 01:59:18,926 INFO : EVAL, epoch=0097, iter=00010/00040, fetch data time cost=0.49ms, fps=6422 images/s, loss=0.5168, top1-acc=83.95%, top5-acc=99.37%, remaining_time=0:00:01.195890, arrival_time=2021-04-10 01:59:20.122778, cost_time=0:00:00.398626 2021-04-10 01:59:19,169 INFO : EVAL, epoch=0097, iter=00020/00040, fetch data time cost=0.42ms, fps=10581 images/s, loss=0.5100, top1-acc=83.96%, top5-acc=99.32%, remaining_time=0:00:00.641140, arrival_time=2021-04-10 01:59:19.810523, cost_time=0:00:00.641138 2021-04-10 01:59:19,484 INFO : EVAL, epoch=0097, iter=00030/00040, fetch data time cost=0.21ms, fps=8144 images/s, loss=0.5128, top1-acc=84.22%, top5-acc=99.27%, remaining_time=0:00:00.318670, arrival_time=2021-04-10 01:59:19.802866, cost_time=0:00:00.956002 2021-04-10 01:59:19,747 INFO : EVAL, epoch=0097, iter=00040/00040, fetch data time cost=0.09ms, fps=8837 images/s, loss=0.5030, top1-acc=84.49%, top5-acc=99.24%, remaining_time=0:00:00, arrival_time=2021-04-10 01:59:19.747118, cost_time=0:00:01.218892 2021-04-10 01:59:19,790 INFO : Epoch=0097 complete, best val top1-acc=87.30%, top5-acc=99.64% (epoch=85), remaining_time=0:39:22.625021, arrival_time=2021-04-10 02:38:42.415019, cost_time=0:37:04.996379 2021-04-10 01:59:19,790 INFO : Train start, epoch=0098, lr=0.052355 2021-04-10 01:59:21,066 INFO : TRAIN, epoch=0098, iter=00010/00196, fetch data time cost=0.42ms, fps=2007 images/s, loss=0.2054, top1-acc=93.32%, top5-acc=99.92%, remaining_time=0:00:23.720022, arrival_time=2021-04-10 01:59:44.786220, cost_time=0:00:01.275266 2021-04-10 01:59:22,156 INFO : TRAIN, epoch=0098, iter=00020/00196, fetch data time cost=1.73ms, fps=2349 images/s, loss=0.1912, top1-acc=93.54%, top5-acc=99.88%, remaining_time=0:00:20.819568, arrival_time=2021-04-10 01:59:42.976294, cost_time=0:00:02.365868 2021-04-10 01:59:23,263 INFO : TRAIN, epoch=0098, iter=00030/00196, fetch data time cost=1.70ms, fps=2314 images/s, loss=0.1950, top1-acc=93.24%, top5-acc=99.86%, remaining_time=0:00:19.216160, arrival_time=2021-04-10 01:59:42.479957, cost_time=0:00:03.472796 2021-04-10 01:59:24,368 INFO : TRAIN, epoch=0098, iter=00040/00196, fetch data time cost=2.23ms, fps=2320 images/s, loss=0.1905, top1-acc=93.37%, top5-acc=99.88%, remaining_time=0:00:17.851860, arrival_time=2021-04-10 01:59:42.220120, cost_time=0:00:04.577405 2021-04-10 01:59:25,464 INFO : TRAIN, epoch=0098, iter=00050/00196, fetch data time cost=1.57ms, fps=2337 images/s, loss=0.1899, top1-acc=93.36%, top5-acc=99.88%, remaining_time=0:00:16.566328, arrival_time=2021-04-10 01:59:42.030748, cost_time=0:00:05.673383 2021-04-10 01:59:26,555 INFO : TRAIN, epoch=0098, iter=00060/00196, fetch data time cost=1.74ms, fps=2348 images/s, loss=0.1890, top1-acc=93.43%, top5-acc=99.90%, remaining_time=0:00:15.333592, arrival_time=2021-04-10 01:59:41.889318, cost_time=0:00:06.764829 2021-04-10 01:59:27,649 INFO : TRAIN, epoch=0098, iter=00070/00196, fetch data time cost=1.50ms, fps=2343 images/s, loss=0.1885, top1-acc=93.49%, top5-acc=99.89%, remaining_time=0:00:14.144382, arrival_time=2021-04-10 01:59:41.793397, cost_time=0:00:07.858011 2021-04-10 01:59:28,760 INFO : TRAIN, epoch=0098, iter=00080/00196, fetch data time cost=2.10ms, fps=2306 images/s, loss=0.1871, top1-acc=93.51%, top5-acc=99.90%, remaining_time=0:00:13.005340, arrival_time=2021-04-10 01:59:41.765434, cost_time=0:00:08.969184 2021-04-10 01:59:29,857 INFO : TRAIN, epoch=0098, iter=00090/00196, fetch data time cost=1.49ms, fps=2335 images/s, loss=0.1892, top1-acc=93.40%, top5-acc=99.90%, remaining_time=0:00:11.855570, arrival_time=2021-04-10 01:59:41.712516, cost_time=0:00:10.066048 2021-04-10 01:59:30,957 INFO : TRAIN, epoch=0098, iter=00100/00196, fetch data time cost=1.77ms, fps=2328 images/s, loss=0.1881, top1-acc=93.45%, top5-acc=99.91%, remaining_time=0:00:10.719648, arrival_time=2021-04-10 01:59:41.676775, cost_time=0:00:11.166284 2021-04-10 01:59:32,048 INFO : TRAIN, epoch=0098, iter=00110/00196, fetch data time cost=1.66ms, fps=2348 images/s, loss=0.1899, top1-acc=93.36%, top5-acc=99.90%, remaining_time=0:00:09.582722, arrival_time=2021-04-10 01:59:41.630642, cost_time=0:00:12.256981 2021-04-10 01:59:33,136 INFO : TRAIN, epoch=0098, iter=00120/00196, fetch data time cost=1.92ms, fps=2353 images/s, loss=0.1894, top1-acc=93.41%, top5-acc=99.89%, remaining_time=0:00:08.452112, arrival_time=2021-04-10 01:59:41.588541, cost_time=0:00:13.345498 2021-04-10 01:59:34,239 INFO : TRAIN, epoch=0098, iter=00130/00196, fetch data time cost=1.53ms, fps=2322 images/s, loss=0.1876, top1-acc=93.49%, top5-acc=99.90%, remaining_time=0:00:07.335570, arrival_time=2021-04-10 01:59:41.575303, cost_time=0:00:14.448836 2021-04-10 01:59:35,334 INFO : TRAIN, epoch=0098, iter=00140/00196, fetch data time cost=1.72ms, fps=2341 images/s, loss=0.1883, top1-acc=93.48%, top5-acc=99.90%, remaining_time=0:00:06.217288, arrival_time=2021-04-10 01:59:41.551454, cost_time=0:00:15.543231 2021-04-10 01:59:36,434 INFO : TRAIN, epoch=0098, iter=00150/00196, fetch data time cost=1.91ms, fps=2328 images/s, loss=0.1898, top1-acc=93.41%, top5-acc=99.89%, remaining_time=0:00:05.103976, arrival_time=2021-04-10 01:59:41.538288, cost_time=0:00:16.643455 2021-04-10 01:59:37,598 INFO : TRAIN, epoch=0098, iter=00160/00196, fetch data time cost=1.75ms, fps=2200 images/s, loss=0.1923, top1-acc=93.33%, top5-acc=99.89%, remaining_time=0:00:04.006728, arrival_time=2021-04-10 01:59:41.605474, cost_time=0:00:17.807743 2021-04-10 01:59:38,691 INFO : TRAIN, epoch=0098, iter=00170/00196, fetch data time cost=2.16ms, fps=2345 images/s, loss=0.1926, top1-acc=93.31%, top5-acc=99.88%, remaining_time=0:00:02.890680, arrival_time=2021-04-10 01:59:41.582282, cost_time=0:00:18.900534 2021-04-10 01:59:39,787 INFO : TRAIN, epoch=0098, iter=00180/00196, fetch data time cost=1.64ms, fps=2337 images/s, loss=0.1936, top1-acc=93.30%, top5-acc=99.88%, remaining_time=0:00:01.777520, arrival_time=2021-04-10 01:59:41.565458, cost_time=0:00:19.997080 2021-04-10 01:59:40,881 INFO : TRAIN, epoch=0098, iter=00190/00196, fetch data time cost=1.56ms, fps=2342 images/s, loss=0.1931, top1-acc=93.33%, top5-acc=99.88%, remaining_time=0:00:00.666018, arrival_time=2021-04-10 01:59:41.547481, cost_time=0:00:21.090521 2021-04-10 01:59:41,492 INFO : TRAIN, epoch=0098, iter=00196/00196, fetch data time cost=1.50ms, fps=2229 images/s, loss=0.1938, top1-acc=93.30%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-10 01:59:41.492351, cost_time=0:00:21.701505 2021-04-10 01:59:41,874 INFO : EVAL, epoch=0098, iter=00010/00040, fetch data time cost=5.59ms, fps=6724 images/s, loss=0.4831, top1-acc=86.05%, top5-acc=99.53%, remaining_time=0:00:01.142070, arrival_time=2021-04-10 01:59:43.016494, cost_time=0:00:00.380689 2021-04-10 01:59:42,129 INFO : EVAL, epoch=0098, iter=00020/00040, fetch data time cost=0.51ms, fps=10044 images/s, loss=0.4903, top1-acc=85.49%, top5-acc=99.49%, remaining_time=0:00:00.636060, arrival_time=2021-04-10 01:59:42.765928, cost_time=0:00:00.636064 2021-04-10 01:59:42,420 INFO : EVAL, epoch=0098, iter=00030/00040, fetch data time cost=0.34ms, fps=8831 images/s, loss=0.4907, top1-acc=85.29%, top5-acc=99.45%, remaining_time=0:00:00.308850, arrival_time=2021-04-10 01:59:42.729113, cost_time=0:00:00.926545 2021-04-10 01:59:42,669 INFO : EVAL, epoch=0098, iter=00040/00040, fetch data time cost=0.11ms, fps=9330 images/s, loss=0.4852, top1-acc=85.43%, top5-acc=99.47%, remaining_time=0:00:00, arrival_time=2021-04-10 01:59:42.669328, cost_time=0:00:01.175629 2021-04-10 01:59:42,712 INFO : Epoch=0098 complete, best val top1-acc=87.30%, top5-acc=99.64% (epoch=85), remaining_time=0:38:59.670900, arrival_time=2021-04-10 02:38:42.383607, cost_time=0:37:27.919074 2021-04-10 01:59:42,713 INFO : Train start, epoch=0099, lr=0.051571 2021-04-10 01:59:43,982 INFO : TRAIN, epoch=0099, iter=00010/00196, fetch data time cost=2.02ms, fps=2018 images/s, loss=0.1877, top1-acc=93.40%, top5-acc=99.84%, remaining_time=0:00:23.595774, arrival_time=2021-04-10 02:00:07.578093, cost_time=0:00:01.268592 2021-04-10 01:59:45,081 INFO : TRAIN, epoch=0099, iter=00020/00196, fetch data time cost=1.65ms, fps=2331 images/s, loss=0.1939, top1-acc=93.24%, top5-acc=99.86%, remaining_time=0:00:20.836288, arrival_time=2021-04-10 02:00:05.917779, cost_time=0:00:02.367751 2021-04-10 01:59:46,187 INFO : TRAIN, epoch=0099, iter=00030/00196, fetch data time cost=2.05ms, fps=2316 images/s, loss=0.1890, top1-acc=93.28%, top5-acc=99.88%, remaining_time=0:00:19.222634, arrival_time=2021-04-10 02:00:05.410260, cost_time=0:00:03.473956 2021-04-10 01:59:47,283 INFO : TRAIN, epoch=0099, iter=00040/00196, fetch data time cost=1.54ms, fps=2337 images/s, loss=0.1870, top1-acc=93.41%, top5-acc=99.88%, remaining_time=0:00:17.823156, arrival_time=2021-04-10 02:00:05.106947, cost_time=0:00:04.570058 2021-04-10 01:59:48,384 INFO : TRAIN, epoch=0099, iter=00050/00196, fetch data time cost=2.32ms, fps=2327 images/s, loss=0.1907, top1-acc=93.41%, top5-acc=99.87%, remaining_time=0:00:16.560196, arrival_time=2021-04-10 02:00:04.945116, cost_time=0:00:05.671279 2021-04-10 01:59:49,487 INFO : TRAIN, epoch=0099, iter=00060/00196, fetch data time cost=1.81ms, fps=2323 images/s, loss=0.1921, top1-acc=93.33%, top5-acc=99.90%, remaining_time=0:00:15.353856, arrival_time=2021-04-10 02:00:04.841318, cost_time=0:00:06.773768 2021-04-10 01:59:50,585 INFO : TRAIN, epoch=0099, iter=00070/00196, fetch data time cost=1.67ms, fps=2333 images/s, loss=0.1925, top1-acc=93.23%, top5-acc=99.91%, remaining_time=0:00:14.169456, arrival_time=2021-04-10 02:00:04.754964, cost_time=0:00:07.871909 2021-04-10 01:59:51,677 INFO : TRAIN, epoch=0099, iter=00080/00196, fetch data time cost=1.76ms, fps=2346 images/s, loss=0.1912, top1-acc=93.30%, top5-acc=99.90%, remaining_time=0:00:12.997104, arrival_time=2021-04-10 02:00:04.674415, cost_time=0:00:08.963536 2021-04-10 01:59:52,786 INFO : TRAIN, epoch=0099, iter=00090/00196, fetch data time cost=1.53ms, fps=2309 images/s, loss=0.1910, top1-acc=93.32%, top5-acc=99.90%, remaining_time=0:00:11.863838, arrival_time=2021-04-10 02:00:04.650657, cost_time=0:00:10.073113 2021-04-10 01:59:53,893 INFO : TRAIN, epoch=0099, iter=00100/00196, fetch data time cost=1.52ms, fps=2315 images/s, loss=0.1904, top1-acc=93.35%, top5-acc=99.89%, remaining_time=0:00:10.732512, arrival_time=2021-04-10 02:00:04.625830, cost_time=0:00:11.179710 2021-04-10 01:59:54,994 INFO : TRAIN, epoch=0099, iter=00110/00196, fetch data time cost=1.91ms, fps=2327 images/s, loss=0.1919, top1-acc=93.30%, top5-acc=99.90%, remaining_time=0:00:09.600954, arrival_time=2021-04-10 02:00:04.595035, cost_time=0:00:12.280321 2021-04-10 01:59:56,091 INFO : TRAIN, epoch=0099, iter=00120/00196, fetch data time cost=1.84ms, fps=2334 images/s, loss=0.1920, top1-acc=93.34%, top5-acc=99.88%, remaining_time=0:00:08.472708, arrival_time=2021-04-10 02:00:04.564363, cost_time=0:00:13.377930 2021-04-10 01:59:57,188 INFO : TRAIN, epoch=0099, iter=00130/00196, fetch data time cost=2.80ms, fps=2337 images/s, loss=0.1915, top1-acc=93.34%, top5-acc=99.88%, remaining_time=0:00:07.348374, arrival_time=2021-04-10 02:00:04.536237, cost_time=0:00:14.474091 2021-04-10 01:59:58,290 INFO : TRAIN, epoch=0099, iter=00140/00196, fetch data time cost=2.28ms, fps=2325 images/s, loss=0.1937, top1-acc=93.27%, top5-acc=99.88%, remaining_time=0:00:06.230616, arrival_time=2021-04-10 02:00:04.520774, cost_time=0:00:15.576518 2021-04-10 01:59:59,401 INFO : TRAIN, epoch=0099, iter=00150/00196, fetch data time cost=1.46ms, fps=2306 images/s, loss=0.1938, top1-acc=93.24%, top5-acc=99.88%, remaining_time=0:00:05.117408, arrival_time=2021-04-10 02:00:04.518366, cost_time=0:00:16.687205 2021-04-10 02:00:00,507 INFO : TRAIN, epoch=0099, iter=00160/00196, fetch data time cost=2.11ms, fps=2315 images/s, loss=0.1937, top1-acc=93.27%, top5-acc=99.88%, remaining_time=0:00:04.003668, arrival_time=2021-04-10 02:00:04.511475, cost_time=0:00:17.794122 2021-04-10 02:00:01,602 INFO : TRAIN, epoch=0099, iter=00170/00196, fetch data time cost=1.98ms, fps=2340 images/s, loss=0.1942, top1-acc=93.25%, top5-acc=99.88%, remaining_time=0:00:02.888912, arrival_time=2021-04-10 02:00:04.491578, cost_time=0:00:18.888991 2021-04-10 02:00:02,698 INFO : TRAIN, epoch=0099, iter=00180/00196, fetch data time cost=2.26ms, fps=2337 images/s, loss=0.1951, top1-acc=93.22%, top5-acc=99.88%, remaining_time=0:00:01.776448, arrival_time=2021-04-10 02:00:04.475125, cost_time=0:00:19.985072 2021-04-10 02:00:03,800 INFO : TRAIN, epoch=0099, iter=00190/00196, fetch data time cost=2.04ms, fps=2326 images/s, loss=0.1962, top1-acc=93.14%, top5-acc=99.88%, remaining_time=0:00:00.665886, arrival_time=2021-04-10 02:00:04.465973, cost_time=0:00:21.086352 2021-04-10 02:00:04,394 INFO : TRAIN, epoch=0099, iter=00196/00196, fetch data time cost=0.09ms, fps=2293 images/s, loss=0.1965, top1-acc=93.13%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-10 02:00:04.394463, cost_time=0:00:21.680873 2021-04-10 02:00:04,749 INFO : EVAL, epoch=0099, iter=00010/00040, fetch data time cost=5.80ms, fps=7233 images/s, loss=0.4769, top1-acc=85.70%, top5-acc=99.34%, remaining_time=0:00:01.061760, arrival_time=2021-04-10 02:00:05.811507, cost_time=0:00:00.353923 2021-04-10 02:00:04,994 INFO : EVAL, epoch=0099, iter=00020/00040, fetch data time cost=2.45ms, fps=10477 images/s, loss=0.4705, top1-acc=86.17%, top5-acc=99.22%, remaining_time=0:00:00.598960, arrival_time=2021-04-10 02:00:05.593752, cost_time=0:00:00.598969 2021-04-10 02:00:05,247 INFO : EVAL, epoch=0099, iter=00030/00040, fetch data time cost=6.96ms, fps=10171 images/s, loss=0.4655, top1-acc=86.11%, top5-acc=99.19%, remaining_time=0:00:00.283730, arrival_time=2021-04-10 02:00:05.530818, cost_time=0:00:00.851181 2021-04-10 02:00:05,463 INFO : EVAL, epoch=0099, iter=00040/00040, fetch data time cost=0.08ms, fps=10740 images/s, loss=0.4508, top1-acc=86.27%, top5-acc=99.17%, remaining_time=0:00:00, arrival_time=2021-04-10 02:00:05.463702, cost_time=0:00:01.067949 2021-04-10 02:00:05,506 INFO : Epoch=0099 complete, best val top1-acc=87.30%, top5-acc=99.64% (epoch=85), remaining_time=0:38:36.585894, arrival_time=2021-04-10 02:38:42.092417, cost_time=0:37:50.712902 2021-04-10 02:00:05,507 INFO : Train start, epoch=0100, lr=0.050785 2021-04-10 02:00:06,820 INFO : TRAIN, epoch=0100, iter=00010/00196, fetch data time cost=0.76ms, fps=1950 images/s, loss=0.1965, top1-acc=93.24%, top5-acc=99.84%, remaining_time=0:00:24.417708, arrival_time=2021-04-10 02:00:31.238206, cost_time=0:00:01.312785 2021-04-10 02:00:07,926 INFO : TRAIN, epoch=0100, iter=00020/00196, fetch data time cost=1.48ms, fps=2318 images/s, loss=0.1810, top1-acc=93.77%, top5-acc=99.90%, remaining_time=0:00:21.283856, arrival_time=2021-04-10 02:00:29.209895, cost_time=0:00:02.418627 2021-04-10 02:00:09,044 INFO : TRAIN, epoch=0100, iter=00030/00196, fetch data time cost=2.27ms, fps=2290 images/s, loss=0.1746, top1-acc=94.00%, top5-acc=99.90%, remaining_time=0:00:19.571732, arrival_time=2021-04-10 02:00:28.616330, cost_time=0:00:03.537051 2021-04-10 02:00:10,144 INFO : TRAIN, epoch=0100, iter=00040/00196, fetch data time cost=2.41ms, fps=2328 images/s, loss=0.1758, top1-acc=93.88%, top5-acc=99.91%, remaining_time=0:00:18.086016, arrival_time=2021-04-10 02:00:28.230882, cost_time=0:00:04.637425 2021-04-10 02:00:11,243 INFO : TRAIN, epoch=0100, iter=00050/00196, fetch data time cost=1.86ms, fps=2333 images/s, loss=0.1746, top1-acc=93.94%, top5-acc=99.92%, remaining_time=0:00:16.747660, arrival_time=2021-04-10 02:00:27.990722, cost_time=0:00:05.735482 2021-04-10 02:00:12,351 INFO : TRAIN, epoch=0100, iter=00060/00196, fetch data time cost=1.52ms, fps=2312 images/s, loss=0.1752, top1-acc=93.91%, top5-acc=99.93%, remaining_time=0:00:15.512704, arrival_time=2021-04-10 02:00:27.863994, cost_time=0:00:06.843841 2021-04-10 02:00:13,448 INFO : TRAIN, epoch=0100, iter=00070/00196, fetch data time cost=2.29ms, fps=2336 images/s, loss=0.1746, top1-acc=93.96%, top5-acc=99.94%, remaining_time=0:00:14.292810, arrival_time=2021-04-10 02:00:27.740798, cost_time=0:00:07.940445 2021-04-10 02:00:14,550 INFO : TRAIN, epoch=0100, iter=00080/00196, fetch data time cost=1.71ms, fps=2325 images/s, loss=0.1748, top1-acc=93.96%, top5-acc=99.95%, remaining_time=0:00:13.111828, arrival_time=2021-04-10 02:00:27.661967, cost_time=0:00:09.042635 2021-04-10 02:00:15,648 INFO : TRAIN, epoch=0100, iter=00090/00196, fetch data time cost=2.09ms, fps=2332 images/s, loss=0.1782, top1-acc=93.85%, top5-acc=99.94%, remaining_time=0:00:11.943762, arrival_time=2021-04-10 02:00:27.592087, cost_time=0:00:10.140912 2021-04-10 02:00:16,767 INFO : TRAIN, epoch=0100, iter=00100/00196, fetch data time cost=2.40ms, fps=2288 images/s, loss=0.1803, top1-acc=93.75%, top5-acc=99.94%, remaining_time=0:00:10.809888, arrival_time=2021-04-10 02:00:27.577730, cost_time=0:00:11.260337 2021-04-10 02:00:17,860 INFO : TRAIN, epoch=0100, iter=00110/00196, fetch data time cost=1.73ms, fps=2345 images/s, loss=0.1806, top1-acc=93.73%, top5-acc=99.93%, remaining_time=0:00:09.657800, arrival_time=2021-04-10 02:00:27.518222, cost_time=0:00:12.352993 2021-04-10 02:00:18,962 INFO : TRAIN, epoch=0100, iter=00120/00196, fetch data time cost=2.14ms, fps=2325 images/s, loss=0.1834, top1-acc=93.64%, top5-acc=99.92%, remaining_time=0:00:08.521196, arrival_time=2021-04-10 02:00:27.483239, cost_time=0:00:13.454490 2021-04-10 02:00:20,054 INFO : TRAIN, epoch=0100, iter=00130/00196, fetch data time cost=1.59ms, fps=2344 images/s, loss=0.1822, top1-acc=93.65%, top5-acc=99.92%, remaining_time=0:00:07.385598, arrival_time=2021-04-10 02:00:27.440392, cost_time=0:00:14.547346 2021-04-10 02:00:21,173 INFO : TRAIN, epoch=0100, iter=00140/00196, fetch data time cost=1.96ms, fps=2291 images/s, loss=0.1836, top1-acc=93.58%, top5-acc=99.92%, remaining_time=0:00:06.266176, arrival_time=2021-04-10 02:00:27.439147, cost_time=0:00:15.665402 2021-04-10 02:00:22,271 INFO : TRAIN, epoch=0100, iter=00150/00196, fetch data time cost=1.63ms, fps=2332 images/s, loss=0.1851, top1-acc=93.55%, top5-acc=99.91%, remaining_time=0:00:05.141052, arrival_time=2021-04-10 02:00:27.412688, cost_time=0:00:16.764239 2021-04-10 02:00:23,371 INFO : TRAIN, epoch=0100, iter=00160/00196, fetch data time cost=1.52ms, fps=2330 images/s, loss=0.1851, top1-acc=93.56%, top5-acc=99.90%, remaining_time=0:00:04.019292, arrival_time=2021-04-10 02:00:27.390362, cost_time=0:00:17.863526 2021-04-10 02:00:24,469 INFO : TRAIN, epoch=0100, iter=00170/00196, fetch data time cost=1.94ms, fps=2332 images/s, loss=0.1856, top1-acc=93.54%, top5-acc=99.90%, remaining_time=0:00:02.900092, arrival_time=2021-04-10 02:00:27.369747, cost_time=0:00:18.962117 2021-04-10 02:00:25,568 INFO : TRAIN, epoch=0100, iter=00180/00196, fetch data time cost=2.10ms, fps=2331 images/s, loss=0.1852, top1-acc=93.54%, top5-acc=99.90%, remaining_time=0:00:01.783200, arrival_time=2021-04-10 02:00:27.351605, cost_time=0:00:20.061022 2021-04-10 02:00:26,663 INFO : TRAIN, epoch=0100, iter=00190/00196, fetch data time cost=1.35ms, fps=2339 images/s, loss=0.1862, top1-acc=93.52%, top5-acc=99.91%, remaining_time=0:00:00.668082, arrival_time=2021-04-10 02:00:27.331578, cost_time=0:00:21.155959 2021-04-10 02:00:27,260 INFO : TRAIN, epoch=0100, iter=00196/00196, fetch data time cost=1.97ms, fps=2281 images/s, loss=0.1882, top1-acc=93.48%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-10 02:00:27.260530, cost_time=0:00:21.753111 2021-04-10 02:00:27,609 INFO : EVAL, epoch=0100, iter=00010/00040, fetch data time cost=0.43ms, fps=7363 images/s, loss=0.4584, top1-acc=85.98%, top5-acc=99.06%, remaining_time=0:00:01.043040, arrival_time=2021-04-10 02:00:28.652630, cost_time=0:00:00.347675 2021-04-10 02:00:27,896 INFO : EVAL, epoch=0100, iter=00020/00040, fetch data time cost=0.45ms, fps=8926 images/s, loss=0.4271, top1-acc=86.80%, top5-acc=99.28%, remaining_time=0:00:00.634860, arrival_time=2021-04-10 02:00:28.531671, cost_time=0:00:00.634856 2021-04-10 02:00:28,141 INFO : EVAL, epoch=0100, iter=00030/00040, fetch data time cost=2.65ms, fps=10489 images/s, loss=0.4234, top1-acc=86.76%, top5-acc=99.36%, remaining_time=0:00:00.293140, arrival_time=2021-04-10 02:00:28.434517, cost_time=0:00:00.879411 2021-04-10 02:00:28,397 INFO : EVAL, epoch=0100, iter=00040/00040, fetch data time cost=0.11ms, fps=9076 images/s, loss=0.4230, top1-acc=86.87%, top5-acc=99.38%, remaining_time=0:00:00, arrival_time=2021-04-10 02:00:28.397490, cost_time=0:00:01.135550 2021-04-10 02:00:28,458 INFO : Epoch=0100 complete, best val top1-acc=87.30%, top5-acc=99.64% (epoch=85), remaining_time=0:38:13.665100, arrival_time=2021-04-10 02:38:42.123839, cost_time=0:38:13.665109 2021-04-10 02:00:28,459 INFO : Train start, epoch=0101, lr=0.050000 2021-04-10 02:00:29,770 INFO : TRAIN, epoch=0101, iter=00010/00196, fetch data time cost=0.55ms, fps=1952 images/s, loss=0.1837, top1-acc=93.75%, top5-acc=99.92%, remaining_time=0:00:24.387762, arrival_time=2021-04-10 02:00:54.158594, cost_time=0:00:01.311170 2021-04-10 02:00:30,870 INFO : TRAIN, epoch=0101, iter=00020/00196, fetch data time cost=2.00ms, fps=2329 images/s, loss=0.1894, top1-acc=93.44%, top5-acc=99.94%, remaining_time=0:00:21.215216, arrival_time=2021-04-10 02:00:52.085768, cost_time=0:00:02.410825 2021-04-10 02:00:32,016 INFO : TRAIN, epoch=0101, iter=00030/00196, fetch data time cost=1.45ms, fps=2235 images/s, loss=0.1921, top1-acc=93.33%, top5-acc=99.92%, remaining_time=0:00:19.682288, arrival_time=2021-04-10 02:00:51.699099, cost_time=0:00:03.557029 2021-04-10 02:00:33,105 INFO : TRAIN, epoch=0101, iter=00040/00196, fetch data time cost=1.73ms, fps=2353 images/s, loss=0.1890, top1-acc=93.34%, top5-acc=99.92%, remaining_time=0:00:18.118932, arrival_time=2021-04-10 02:00:51.224441, cost_time=0:00:04.645897 2021-04-10 02:00:34,215 INFO : TRAIN, epoch=0101, iter=00050/00196, fetch data time cost=2.12ms, fps=2307 images/s, loss=0.1868, top1-acc=93.45%, top5-acc=99.93%, remaining_time=0:00:16.807520, arrival_time=2021-04-10 02:00:51.023256, cost_time=0:00:05.756015 2021-04-10 02:00:35,301 INFO : TRAIN, epoch=0101, iter=00060/00196, fetch data time cost=1.51ms, fps=2360 images/s, loss=0.1838, top1-acc=93.58%, top5-acc=99.93%, remaining_time=0:00:15.506992, arrival_time=2021-04-10 02:00:50.807950, cost_time=0:00:06.841330 2021-04-10 02:00:36,404 INFO : TRAIN, epoch=0101, iter=00070/00196, fetch data time cost=2.53ms, fps=2322 images/s, loss=0.1848, top1-acc=93.57%, top5-acc=99.92%, remaining_time=0:00:14.299992, arrival_time=2021-04-10 02:00:50.704254, cost_time=0:00:07.944409 2021-04-10 02:00:37,502 INFO : TRAIN, epoch=0101, iter=00080/00196, fetch data time cost=1.57ms, fps=2332 images/s, loss=0.1842, top1-acc=93.59%, top5-acc=99.92%, remaining_time=0:00:13.112408, arrival_time=2021-04-10 02:00:50.615110, cost_time=0:00:09.043062 2021-04-10 02:00:38,598 INFO : TRAIN, epoch=0101, iter=00090/00196, fetch data time cost=1.67ms, fps=2337 images/s, loss=0.1860, top1-acc=93.55%, top5-acc=99.92%, remaining_time=0:00:11.941324, arrival_time=2021-04-10 02:00:50.539945, cost_time=0:00:10.138890 2021-04-10 02:00:39,693 INFO : TRAIN, epoch=0101, iter=00100/00196, fetch data time cost=1.59ms, fps=2340 images/s, loss=0.1852, top1-acc=93.60%, top5-acc=99.90%, remaining_time=0:00:10.784352, arrival_time=2021-04-10 02:00:50.477658, cost_time=0:00:11.233681 2021-04-10 02:00:40,813 INFO : TRAIN, epoch=0101, iter=00110/00196, fetch data time cost=2.02ms, fps=2287 images/s, loss=0.1867, top1-acc=93.54%, top5-acc=99.90%, remaining_time=0:00:09.658230, arrival_time=2021-04-10 02:00:50.471543, cost_time=0:00:12.353588 2021-04-10 02:00:41,906 INFO : TRAIN, epoch=0101, iter=00120/00196, fetch data time cost=1.61ms, fps=2343 images/s, loss=0.1865, top1-acc=93.54%, top5-acc=99.90%, remaining_time=0:00:08.516332, arrival_time=2021-04-10 02:00:50.422882, cost_time=0:00:13.446883 2021-04-10 02:00:43,002 INFO : TRAIN, epoch=0101, iter=00130/00196, fetch data time cost=1.47ms, fps=2338 images/s, loss=0.1873, top1-acc=93.52%, top5-acc=99.90%, remaining_time=0:00:07.383024, arrival_time=2021-04-10 02:00:50.385013, cost_time=0:00:14.542298 2021-04-10 02:00:44,104 INFO : TRAIN, epoch=0101, iter=00140/00196, fetch data time cost=1.70ms, fps=2324 images/s, loss=0.1873, top1-acc=93.50%, top5-acc=99.91%, remaining_time=0:00:06.257776, arrival_time=2021-04-10 02:00:50.361942, cost_time=0:00:15.644501 2021-04-10 02:00:45,199 INFO : TRAIN, epoch=0101, iter=00150/00196, fetch data time cost=2.81ms, fps=2339 images/s, loss=0.1869, top1-acc=93.53%, top5-acc=99.91%, remaining_time=0:00:05.133416, arrival_time=2021-04-10 02:00:50.332647, cost_time=0:00:16.739455 2021-04-10 02:00:46,293 INFO : TRAIN, epoch=0101, iter=00160/00196, fetch data time cost=1.50ms, fps=2340 images/s, loss=0.1875, top1-acc=93.50%, top5-acc=99.90%, remaining_time=0:00:04.012704, arrival_time=2021-04-10 02:00:50.306605, cost_time=0:00:17.834214 2021-04-10 02:00:47,394 INFO : TRAIN, epoch=0101, iter=00170/00196, fetch data time cost=1.66ms, fps=2328 images/s, loss=0.1874, top1-acc=93.49%, top5-acc=99.90%, remaining_time=0:00:02.895880, arrival_time=2021-04-10 02:00:50.290118, cost_time=0:00:18.934583 2021-04-10 02:00:48,491 INFO : TRAIN, epoch=0101, iter=00180/00196, fetch data time cost=1.79ms, fps=2333 images/s, loss=0.1878, top1-acc=93.50%, top5-acc=99.90%, remaining_time=0:00:01.780640, arrival_time=2021-04-10 02:00:50.272468, cost_time=0:00:20.032188 2021-04-10 02:00:49,593 INFO : TRAIN, epoch=0101, iter=00190/00196, fetch data time cost=1.56ms, fps=2325 images/s, loss=0.1879, top1-acc=93.51%, top5-acc=99.90%, remaining_time=0:00:00.667392, arrival_time=2021-04-10 02:00:50.261078, cost_time=0:00:21.134051 2021-04-10 02:00:50,192 INFO : TRAIN, epoch=0101, iter=00196/00196, fetch data time cost=2.11ms, fps=2275 images/s, loss=0.1888, top1-acc=93.49%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-10 02:00:50.192102, cost_time=0:00:21.732400 2021-04-10 02:00:50,595 INFO : EVAL, epoch=0101, iter=00010/00040, fetch data time cost=0.47ms, fps=6373 images/s, loss=0.4939, top1-acc=85.35%, top5-acc=99.57%, remaining_time=0:00:01.204950, arrival_time=2021-04-10 02:00:51.800149, cost_time=0:00:00.401651 2021-04-10 02:00:50,831 INFO : EVAL, epoch=0101, iter=00020/00040, fetch data time cost=0.20ms, fps=10833 images/s, loss=0.4898, top1-acc=85.64%, top5-acc=99.41%, remaining_time=0:00:00.638340, arrival_time=2021-04-10 02:00:51.470234, cost_time=0:00:00.638348 2021-04-10 02:00:51,065 INFO : EVAL, epoch=0101, iter=00030/00040, fetch data time cost=0.28ms, fps=10980 images/s, loss=0.4671, top1-acc=86.28%, top5-acc=99.51%, remaining_time=0:00:00.290620, arrival_time=2021-04-10 02:00:51.356089, cost_time=0:00:00.871871 2021-04-10 02:00:51,287 INFO : EVAL, epoch=0101, iter=00040/00040, fetch data time cost=0.10ms, fps=10493 images/s, loss=0.4698, top1-acc=86.00%, top5-acc=99.50%, remaining_time=0:00:00, arrival_time=2021-04-10 02:00:51.287052, cost_time=0:00:01.093506 2021-04-10 02:00:51,345 INFO : Epoch=0101 complete, best val top1-acc=87.30%, top5-acc=99.64% (epoch=85), remaining_time=0:37:50.679543, arrival_time=2021-04-10 02:38:42.025026, cost_time=0:38:36.551872 2021-04-10 02:00:51,346 INFO : Train start, epoch=0102, lr=0.049215 2021-04-10 02:00:52,664 INFO : TRAIN, epoch=0102, iter=00010/00196, fetch data time cost=0.53ms, fps=1943 images/s, loss=0.1914, top1-acc=93.48%, top5-acc=99.88%, remaining_time=0:00:24.510336, arrival_time=2021-04-10 02:01:17.174476, cost_time=0:00:01.317764 2021-04-10 02:00:53,769 INFO : TRAIN, epoch=0102, iter=00020/00196, fetch data time cost=2.26ms, fps=2318 images/s, loss=0.1780, top1-acc=93.73%, top5-acc=99.92%, remaining_time=0:00:21.320288, arrival_time=2021-04-10 02:01:15.089586, cost_time=0:00:02.422766 2021-04-10 02:00:54,895 INFO : TRAIN, epoch=0102, iter=00030/00196, fetch data time cost=2.41ms, fps=2276 images/s, loss=0.1768, top1-acc=93.82%, top5-acc=99.91%, remaining_time=0:00:19.635310, arrival_time=2021-04-10 02:01:14.530302, cost_time=0:00:03.548555 2021-04-10 02:00:55,993 INFO : TRAIN, epoch=0102, iter=00040/00196, fetch data time cost=2.54ms, fps=2332 images/s, loss=0.1739, top1-acc=93.88%, top5-acc=99.88%, remaining_time=0:00:18.123456, arrival_time=2021-04-10 02:01:14.116900, cost_time=0:00:04.647024 2021-04-10 02:00:57,102 INFO : TRAIN, epoch=0102, iter=00050/00196, fetch data time cost=2.03ms, fps=2309 images/s, loss=0.1766, top1-acc=93.78%, top5-acc=99.89%, remaining_time=0:00:16.808104, arrival_time=2021-04-10 02:01:13.910841, cost_time=0:00:05.756175 2021-04-10 02:00:58,203 INFO : TRAIN, epoch=0102, iter=00060/00196, fetch data time cost=1.52ms, fps=2328 images/s, loss=0.1792, top1-acc=93.65%, top5-acc=99.89%, remaining_time=0:00:15.541808, arrival_time=2021-04-10 02:01:13.744891, cost_time=0:00:06.856690 2021-04-10 02:00:59,306 INFO : TRAIN, epoch=0102, iter=00070/00196, fetch data time cost=2.23ms, fps=2321 images/s, loss=0.1811, top1-acc=93.53%, top5-acc=99.88%, remaining_time=0:00:14.328720, arrival_time=2021-04-10 02:01:13.635576, cost_time=0:00:07.960408 2021-04-10 02:01:00,403 INFO : TRAIN, epoch=0102, iter=00080/00196, fetch data time cost=1.50ms, fps=2335 images/s, loss=0.1831, top1-acc=93.48%, top5-acc=99.89%, remaining_time=0:00:13.132940, arrival_time=2021-04-10 02:01:13.536552, cost_time=0:00:09.057237 2021-04-10 02:01:01,502 INFO : TRAIN, epoch=0102, iter=00090/00196, fetch data time cost=2.88ms, fps=2332 images/s, loss=0.1844, top1-acc=93.44%, top5-acc=99.88%, remaining_time=0:00:11.961040, arrival_time=2021-04-10 02:01:13.463132, cost_time=0:00:10.155562 2021-04-10 02:01:02,599 INFO : TRAIN, epoch=0102, iter=00100/00196, fetch data time cost=1.86ms, fps=2335 images/s, loss=0.1845, top1-acc=93.47%, top5-acc=99.88%, remaining_time=0:00:10.802592, arrival_time=2021-04-10 02:01:13.401658, cost_time=0:00:11.252696 2021-04-10 02:01:03,702 INFO : TRAIN, epoch=0102, iter=00110/00196, fetch data time cost=1.68ms, fps=2321 images/s, loss=0.1832, top1-acc=93.58%, top5-acc=99.89%, remaining_time=0:00:09.660122, arrival_time=2021-04-10 02:01:13.362512, cost_time=0:00:12.355957 2021-04-10 02:01:04,815 INFO : TRAIN, epoch=0102, iter=00120/00196, fetch data time cost=1.59ms, fps=2301 images/s, loss=0.1850, top1-acc=93.52%, top5-acc=99.89%, remaining_time=0:00:08.530392, arrival_time=2021-04-10 02:01:13.345925, cost_time=0:00:13.469077 2021-04-10 02:01:05,909 INFO : TRAIN, epoch=0102, iter=00130/00196, fetch data time cost=2.31ms, fps=2345 images/s, loss=0.1850, top1-acc=93.53%, top5-acc=99.90%, remaining_time=0:00:07.392660, arrival_time=2021-04-10 02:01:13.301711, cost_time=0:00:14.561329 2021-04-10 02:01:07,027 INFO : TRAIN, epoch=0102, iter=00140/00196, fetch data time cost=1.74ms, fps=2291 images/s, loss=0.1848, top1-acc=93.54%, top5-acc=99.91%, remaining_time=0:00:06.272392, arrival_time=2021-04-10 02:01:13.299734, cost_time=0:00:15.680980 2021-04-10 02:01:08,127 INFO : TRAIN, epoch=0102, iter=00150/00196, fetch data time cost=1.49ms, fps=2329 images/s, loss=0.1855, top1-acc=93.53%, top5-acc=99.91%, remaining_time=0:00:05.146066, arrival_time=2021-04-10 02:01:13.273343, cost_time=0:00:16.780697 2021-04-10 02:01:09,225 INFO : TRAIN, epoch=0102, iter=00160/00196, fetch data time cost=1.60ms, fps=2332 images/s, loss=0.1855, top1-acc=93.50%, top5-acc=99.90%, remaining_time=0:00:04.022856, arrival_time=2021-04-10 02:01:13.248610, cost_time=0:00:17.879392 2021-04-10 02:01:10,319 INFO : TRAIN, epoch=0102, iter=00170/00196, fetch data time cost=2.24ms, fps=2342 images/s, loss=0.1864, top1-acc=93.50%, top5-acc=99.90%, remaining_time=0:00:02.901756, arrival_time=2021-04-10 02:01:13.221168, cost_time=0:00:18.972953 2021-04-10 02:01:11,418 INFO : TRAIN, epoch=0102, iter=00180/00196, fetch data time cost=1.86ms, fps=2330 images/s, loss=0.1874, top1-acc=93.47%, top5-acc=99.90%, remaining_time=0:00:01.784208, arrival_time=2021-04-10 02:01:13.202992, cost_time=0:00:20.072409 2021-04-10 02:01:12,511 INFO : TRAIN, epoch=0102, iter=00190/00196, fetch data time cost=1.90ms, fps=2343 images/s, loss=0.1879, top1-acc=93.45%, top5-acc=99.91%, remaining_time=0:00:00.668388, arrival_time=2021-04-10 02:01:13.180281, cost_time=0:00:21.165533 2021-04-10 02:01:13,106 INFO : TRAIN, epoch=0102, iter=00196/00196, fetch data time cost=1.66ms, fps=2291 images/s, loss=0.1877, top1-acc=93.46%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-10 02:01:13.106099, cost_time=0:00:21.759694 2021-04-10 02:01:13,462 INFO : EVAL, epoch=0102, iter=00010/00040, fetch data time cost=4.52ms, fps=7214 images/s, loss=0.3928, top1-acc=87.97%, top5-acc=99.77%, remaining_time=0:00:01.064580, arrival_time=2021-04-10 02:01:14.527436, cost_time=0:00:00.354856 2021-04-10 02:01:13,742 INFO : EVAL, epoch=0102, iter=00020/00040, fetch data time cost=2.15ms, fps=9158 images/s, loss=0.3966, top1-acc=87.64%, top5-acc=99.69%, remaining_time=0:00:00.634900, arrival_time=2021-04-10 02:01:14.377803, cost_time=0:00:00.634901 2021-04-10 02:01:14,009 INFO : EVAL, epoch=0102, iter=00030/00040, fetch data time cost=6.98ms, fps=9616 images/s, loss=0.4097, top1-acc=86.91%, top5-acc=99.69%, remaining_time=0:00:00.300550, arrival_time=2021-04-10 02:01:14.310136, cost_time=0:00:00.901641 2021-04-10 02:01:14,241 INFO : EVAL, epoch=0102, iter=00040/00040, fetch data time cost=0.09ms, fps=10046 images/s, loss=0.4133, top1-acc=87.17%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-10 02:01:14.240968, cost_time=0:00:01.132939 2021-04-10 02:01:14,282 INFO : Epoch=0102 complete, best val top1-acc=87.30%, top5-acc=99.64% (epoch=85), remaining_time=0:37:27.743680, arrival_time=2021-04-10 02:38:42.025647, cost_time=0:38:59.488341 2021-04-10 02:01:14,282 INFO : Train start, epoch=0103, lr=0.048429 2021-04-10 02:01:15,579 INFO : TRAIN, epoch=0103, iter=00010/00196, fetch data time cost=0.51ms, fps=1974 images/s, loss=0.1733, top1-acc=93.83%, top5-acc=99.84%, remaining_time=0:00:24.116946, arrival_time=2021-04-10 02:01:39.696424, cost_time=0:00:01.296611 2021-04-10 02:01:16,676 INFO : TRAIN, epoch=0103, iter=00020/00196, fetch data time cost=1.99ms, fps=2335 images/s, loss=0.1742, top1-acc=93.59%, top5-acc=99.84%, remaining_time=0:00:21.062096, arrival_time=2021-04-10 02:01:37.738477, cost_time=0:00:02.393414 2021-04-10 02:01:17,786 INFO : TRAIN, epoch=0103, iter=00030/00196, fetch data time cost=1.98ms, fps=2309 images/s, loss=0.1732, top1-acc=93.62%, top5-acc=99.90%, remaining_time=0:00:19.382824, arrival_time=2021-04-10 02:01:37.168780, cost_time=0:00:03.502929 2021-04-10 02:01:18,889 INFO : TRAIN, epoch=0103, iter=00040/00196, fetch data time cost=1.79ms, fps=2323 images/s, loss=0.1743, top1-acc=93.62%, top5-acc=99.91%, remaining_time=0:00:17.964180, arrival_time=2021-04-10 02:01:36.853315, cost_time=0:00:04.606200 2021-04-10 02:01:19,999 INFO : TRAIN, epoch=0103, iter=00050/00196, fetch data time cost=1.48ms, fps=2307 images/s, loss=0.1802, top1-acc=93.48%, top5-acc=99.89%, remaining_time=0:00:16.692180, arrival_time=2021-04-10 02:01:36.691628, cost_time=0:00:05.716497 2021-04-10 02:01:21,090 INFO : TRAIN, epoch=0103, iter=00060/00196, fetch data time cost=2.08ms, fps=2348 images/s, loss=0.1789, top1-acc=93.55%, top5-acc=99.88%, remaining_time=0:00:15.430152, arrival_time=2021-04-10 02:01:36.520434, cost_time=0:00:06.807409 2021-04-10 02:01:22,196 INFO : TRAIN, epoch=0103, iter=00070/00196, fetch data time cost=1.96ms, fps=2316 images/s, loss=0.1795, top1-acc=93.56%, top5-acc=99.88%, remaining_time=0:00:14.243922, arrival_time=2021-04-10 02:01:36.440157, cost_time=0:00:07.913275 2021-04-10 02:01:23,294 INFO : TRAIN, epoch=0103, iter=00080/00196, fetch data time cost=1.51ms, fps=2334 images/s, loss=0.1802, top1-acc=93.54%, top5-acc=99.88%, remaining_time=0:00:13.066008, arrival_time=2021-04-10 02:01:36.359944, cost_time=0:00:09.011011 2021-04-10 02:01:24,392 INFO : TRAIN, epoch=0103, iter=00090/00196, fetch data time cost=1.94ms, fps=2332 images/s, loss=0.1819, top1-acc=93.56%, top5-acc=99.88%, remaining_time=0:00:11.906450, arrival_time=2021-04-10 02:01:36.298586, cost_time=0:00:10.109268 2021-04-10 02:01:25,486 INFO : TRAIN, epoch=0103, iter=00100/00196, fetch data time cost=1.49ms, fps=2340 images/s, loss=0.1820, top1-acc=93.58%, top5-acc=99.87%, remaining_time=0:00:10.755456, arrival_time=2021-04-10 02:01:36.241962, cost_time=0:00:11.203635 2021-04-10 02:01:26,578 INFO : TRAIN, epoch=0103, iter=00110/00196, fetch data time cost=1.56ms, fps=2346 images/s, loss=0.1827, top1-acc=93.58%, top5-acc=99.87%, remaining_time=0:00:09.612564, arrival_time=2021-04-10 02:01:36.190665, cost_time=0:00:12.295163 2021-04-10 02:01:27,675 INFO : TRAIN, epoch=0103, iter=00120/00196, fetch data time cost=1.93ms, fps=2335 images/s, loss=0.1830, top1-acc=93.57%, top5-acc=99.88%, remaining_time=0:00:08.481828, arrival_time=2021-04-10 02:01:36.157130, cost_time=0:00:13.392363 2021-04-10 02:01:28,779 INFO : TRAIN, epoch=0103, iter=00130/00196, fetch data time cost=3.07ms, fps=2319 images/s, loss=0.1844, top1-acc=93.50%, top5-acc=99.89%, remaining_time=0:00:07.359990, arrival_time=2021-04-10 02:01:36.139846, cost_time=0:00:14.496895 2021-04-10 02:01:29,875 INFO : TRAIN, epoch=0103, iter=00140/00196, fetch data time cost=1.62ms, fps=2339 images/s, loss=0.1832, top1-acc=93.54%, top5-acc=99.89%, remaining_time=0:00:06.236944, arrival_time=2021-04-10 02:01:36.112142, cost_time=0:00:15.592316 2021-04-10 02:01:30,975 INFO : TRAIN, epoch=0103, iter=00150/00196, fetch data time cost=2.06ms, fps=2328 images/s, loss=0.1832, top1-acc=93.54%, top5-acc=99.89%, remaining_time=0:00:05.119064, arrival_time=2021-04-10 02:01:36.094643, cost_time=0:00:16.692634 2021-04-10 02:01:32,074 INFO : TRAIN, epoch=0103, iter=00160/00196, fetch data time cost=2.23ms, fps=2330 images/s, loss=0.1833, top1-acc=93.56%, top5-acc=99.90%, remaining_time=0:00:04.003164, arrival_time=2021-04-10 02:01:36.077839, cost_time=0:00:17.791788 2021-04-10 02:01:33,174 INFO : TRAIN, epoch=0103, iter=00170/00196, fetch data time cost=2.67ms, fps=2328 images/s, loss=0.1844, top1-acc=93.53%, top5-acc=99.90%, remaining_time=0:00:02.889328, arrival_time=2021-04-10 02:01:36.063987, cost_time=0:00:18.891732 2021-04-10 02:01:34,282 INFO : TRAIN, epoch=0103, iter=00180/00196, fetch data time cost=2.06ms, fps=2312 images/s, loss=0.1853, top1-acc=93.50%, top5-acc=99.90%, remaining_time=0:00:01.777744, arrival_time=2021-04-10 02:01:36.060166, cost_time=0:00:19.999552 2021-04-10 02:01:35,378 INFO : TRAIN, epoch=0103, iter=00190/00196, fetch data time cost=1.44ms, fps=2337 images/s, loss=0.1860, top1-acc=93.47%, top5-acc=99.90%, remaining_time=0:00:00.666174, arrival_time=2021-04-10 02:01:36.044623, cost_time=0:00:21.095456 2021-04-10 02:01:35,970 INFO : TRAIN, epoch=0103, iter=00196/00196, fetch data time cost=1.47ms, fps=2301 images/s, loss=0.1864, top1-acc=93.46%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-10 02:01:35.970252, cost_time=0:00:21.687325 2021-04-10 02:01:36,360 INFO : EVAL, epoch=0103, iter=00010/00040, fetch data time cost=0.42ms, fps=6596 images/s, loss=0.3648, top1-acc=87.97%, top5-acc=99.53%, remaining_time=0:00:01.164240, arrival_time=2021-04-10 02:01:37.524690, cost_time=0:00:00.388081 2021-04-10 02:01:36,614 INFO : EVAL, epoch=0103, iter=00020/00040, fetch data time cost=2.68ms, fps=10091 images/s, loss=0.3862, top1-acc=87.87%, top5-acc=99.47%, remaining_time=0:00:00.642300, arrival_time=2021-04-10 02:01:37.257154, cost_time=0:00:00.642307 2021-04-10 02:01:36,855 INFO : EVAL, epoch=0103, iter=00030/00040, fetch data time cost=0.24ms, fps=10656 images/s, loss=0.3750, top1-acc=87.93%, top5-acc=99.54%, remaining_time=0:00:00.294520, arrival_time=2021-04-10 02:01:37.150398, cost_time=0:00:00.883553 2021-04-10 02:01:37,083 INFO : EVAL, epoch=0103, iter=00040/00040, fetch data time cost=0.10ms, fps=10223 images/s, loss=0.3682, top1-acc=87.82%, top5-acc=99.54%, remaining_time=0:00:00, arrival_time=2021-04-10 02:01:37.083174, cost_time=0:00:01.110864 2021-04-10 02:01:37,176 INFO : Epoch=0103 complete, best val top1-acc=87.82%, top5-acc=99.54% (epoch=103), remaining_time=0:37:04.768623, arrival_time=2021-04-10 02:38:41.945497, cost_time=0:39:22.383198 2021-04-10 02:01:37,178 INFO : Train start, epoch=0104, lr=0.047645 2021-04-10 02:01:38,540 INFO : TRAIN, epoch=0104, iter=00010/00196, fetch data time cost=0.33ms, fps=1880 images/s, loss=0.1742, top1-acc=93.79%, top5-acc=99.96%, remaining_time=0:00:25.327992, arrival_time=2021-04-10 02:02:03.868116, cost_time=0:00:01.361724 2021-04-10 02:01:39,629 INFO : TRAIN, epoch=0104, iter=00020/00196, fetch data time cost=2.24ms, fps=2352 images/s, loss=0.1788, top1-acc=93.65%, top5-acc=99.92%, remaining_time=0:00:21.565984, arrival_time=2021-04-10 02:02:01.195019, cost_time=0:00:02.450680 2021-04-10 02:01:40,730 INFO : TRAIN, epoch=0104, iter=00030/00196, fetch data time cost=1.67ms, fps=2325 images/s, loss=0.1825, top1-acc=93.44%, top5-acc=99.92%, remaining_time=0:00:19.655894, arrival_time=2021-04-10 02:02:00.386656, cost_time=0:00:03.552271 2021-04-10 02:01:41,825 INFO : TRAIN, epoch=0104, iter=00040/00196, fetch data time cost=2.04ms, fps=2341 images/s, loss=0.1774, top1-acc=93.63%, top5-acc=99.93%, remaining_time=0:00:18.123456, arrival_time=2021-04-10 02:01:59.948855, cost_time=0:00:04.647038 2021-04-10 02:01:42,928 INFO : TRAIN, epoch=0104, iter=00050/00196, fetch data time cost=2.21ms, fps=2323 images/s, loss=0.1749, top1-acc=93.75%, top5-acc=99.94%, remaining_time=0:00:16.788540, arrival_time=2021-04-10 02:01:59.716516, cost_time=0:00:05.749522 2021-04-10 02:01:44,019 INFO : TRAIN, epoch=0104, iter=00060/00196, fetch data time cost=2.24ms, fps=2348 images/s, loss=0.1751, top1-acc=93.78%, top5-acc=99.93%, remaining_time=0:00:15.505768, arrival_time=2021-04-10 02:01:59.524825, cost_time=0:00:06.840758 2021-04-10 02:01:45,114 INFO : TRAIN, epoch=0104, iter=00070/00196, fetch data time cost=2.29ms, fps=2339 images/s, loss=0.1751, top1-acc=93.80%, top5-acc=99.92%, remaining_time=0:00:14.284242, arrival_time=2021-04-10 02:01:59.398271, cost_time=0:00:07.935680 2021-04-10 02:01:46,210 INFO : TRAIN, epoch=0104, iter=00080/00196, fetch data time cost=1.74ms, fps=2337 images/s, loss=0.1755, top1-acc=93.79%, top5-acc=99.92%, remaining_time=0:00:13.096052, arrival_time=2021-04-10 02:01:59.306221, cost_time=0:00:09.031783 2021-04-10 02:01:47,310 INFO : TRAIN, epoch=0104, iter=00090/00196, fetch data time cost=1.72ms, fps=2328 images/s, loss=0.1765, top1-acc=93.80%, top5-acc=99.92%, remaining_time=0:00:11.933374, arrival_time=2021-04-10 02:01:59.243781, cost_time=0:00:10.132098 2021-04-10 02:01:48,400 INFO : TRAIN, epoch=0104, iter=00100/00196, fetch data time cost=1.79ms, fps=2351 images/s, loss=0.1760, top1-acc=93.84%, top5-acc=99.91%, remaining_time=0:00:10.772832, arrival_time=2021-04-10 02:01:59.172872, cost_time=0:00:11.221735 2021-04-10 02:01:49,497 INFO : TRAIN, epoch=0104, iter=00110/00196, fetch data time cost=1.39ms, fps=2335 images/s, loss=0.1777, top1-acc=93.79%, top5-acc=99.91%, remaining_time=0:00:09.631054, arrival_time=2021-04-10 02:01:59.128113, cost_time=0:00:12.318772 2021-04-10 02:01:50,605 INFO : TRAIN, epoch=0104, iter=00120/00196, fetch data time cost=1.53ms, fps=2312 images/s, loss=0.1787, top1-acc=93.76%, top5-acc=99.92%, remaining_time=0:00:08.503564, arrival_time=2021-04-10 02:01:59.108541, cost_time=0:00:13.426673 2021-04-10 02:01:51,705 INFO : TRAIN, epoch=0104, iter=00130/00196, fetch data time cost=2.07ms, fps=2328 images/s, loss=0.1786, top1-acc=93.77%, top5-acc=99.92%, remaining_time=0:00:07.375236, arrival_time=2021-04-10 02:01:59.080673, cost_time=0:00:14.526974 2021-04-10 02:01:52,795 INFO : TRAIN, epoch=0104, iter=00140/00196, fetch data time cost=1.50ms, fps=2349 images/s, loss=0.1791, top1-acc=93.71%, top5-acc=99.92%, remaining_time=0:00:06.247024, arrival_time=2021-04-10 02:01:59.042893, cost_time=0:00:15.617528 2021-04-10 02:01:53,890 INFO : TRAIN, epoch=0104, iter=00150/00196, fetch data time cost=2.13ms, fps=2341 images/s, loss=0.1784, top1-acc=93.74%, top5-acc=99.92%, remaining_time=0:00:05.124952, arrival_time=2021-04-10 02:01:59.015237, cost_time=0:00:16.711830 2021-04-10 02:01:54,991 INFO : TRAIN, epoch=0104, iter=00160/00196, fetch data time cost=2.19ms, fps=2327 images/s, loss=0.1769, top1-acc=93.81%, top5-acc=99.92%, remaining_time=0:00:04.007880, arrival_time=2021-04-10 02:01:58.999077, cost_time=0:00:17.812738 2021-04-10 02:01:56,099 INFO : TRAIN, epoch=0104, iter=00170/00196, fetch data time cost=1.62ms, fps=2312 images/s, loss=0.1784, top1-acc=93.75%, top5-acc=99.92%, remaining_time=0:00:02.893800, arrival_time=2021-04-10 02:01:58.993053, cost_time=0:00:18.920916 2021-04-10 02:01:57,195 INFO : TRAIN, epoch=0104, iter=00180/00196, fetch data time cost=1.92ms, fps=2337 images/s, loss=0.1786, top1-acc=93.71%, top5-acc=99.92%, remaining_time=0:00:01.779264, arrival_time=2021-04-10 02:01:58.974464, cost_time=0:00:20.016746 2021-04-10 02:01:58,299 INFO : TRAIN, epoch=0104, iter=00190/00196, fetch data time cost=2.38ms, fps=2320 images/s, loss=0.1797, top1-acc=93.69%, top5-acc=99.91%, remaining_time=0:00:00.666984, arrival_time=2021-04-10 02:01:58.966455, cost_time=0:00:21.121091 2021-04-10 02:01:58,890 INFO : TRAIN, epoch=0104, iter=00196/00196, fetch data time cost=1.63ms, fps=2305 images/s, loss=0.1799, top1-acc=93.70%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-10 02:01:58.890167, cost_time=0:00:21.711872 2021-04-10 02:01:59,267 INFO : EVAL, epoch=0104, iter=00010/00040, fetch data time cost=0.48ms, fps=6807 images/s, loss=0.3657, top1-acc=88.87%, top5-acc=99.57%, remaining_time=0:00:01.128210, arrival_time=2021-04-10 02:02:00.395975, cost_time=0:00:00.376070 2021-04-10 02:01:59,508 INFO : EVAL, epoch=0104, iter=00020/00040, fetch data time cost=2.49ms, fps=10655 images/s, loss=0.3739, top1-acc=88.44%, top5-acc=99.49%, remaining_time=0:00:00.617220, arrival_time=2021-04-10 02:02:00.125951, cost_time=0:00:00.617229 2021-04-10 02:01:59,789 INFO : EVAL, epoch=0104, iter=00030/00040, fetch data time cost=6.50ms, fps=9127 images/s, loss=0.3913, top1-acc=88.03%, top5-acc=99.45%, remaining_time=0:00:00.299340, arrival_time=2021-04-10 02:02:00.088972, cost_time=0:00:00.898031 2021-04-10 02:02:00,026 INFO : EVAL, epoch=0104, iter=00040/00040, fetch data time cost=0.11ms, fps=9834 images/s, loss=0.4141, top1-acc=87.58%, top5-acc=99.37%, remaining_time=0:00:00, arrival_time=2021-04-10 02:02:00.026037, cost_time=0:00:01.134479 2021-04-10 02:02:00,102 INFO : Epoch=0104 complete, best val top1-acc=87.82%, top5-acc=99.54% (epoch=103), remaining_time=0:36:41.823360, arrival_time=2021-04-10 02:38:41.925629, cost_time=0:39:45.308611 2021-04-10 02:02:00,103 INFO : Train start, epoch=0105, lr=0.046860 2021-04-10 02:02:01,351 INFO : TRAIN, epoch=0105, iter=00010/00196, fetch data time cost=3.50ms, fps=2052 images/s, loss=0.1866, top1-acc=93.98%, top5-acc=99.84%, remaining_time=0:00:23.208150, arrival_time=2021-04-10 02:02:24.559595, cost_time=0:00:01.247750 2021-04-10 02:02:02,450 INFO : TRAIN, epoch=0105, iter=00020/00196, fetch data time cost=2.27ms, fps=2331 images/s, loss=0.1769, top1-acc=94.20%, top5-acc=99.90%, remaining_time=0:00:20.646736, arrival_time=2021-04-10 02:02:23.096900, cost_time=0:00:02.346226 2021-04-10 02:02:03,547 INFO : TRAIN, epoch=0105, iter=00030/00196, fetch data time cost=2.93ms, fps=2336 images/s, loss=0.1775, top1-acc=94.15%, top5-acc=99.92%, remaining_time=0:00:19.052982, arrival_time=2021-04-10 02:02:22.600031, cost_time=0:00:03.443297 2021-04-10 02:02:04,673 INFO : TRAIN, epoch=0105, iter=00040/00196, fetch data time cost=13.08ms, fps=2274 images/s, loss=0.1772, top1-acc=94.17%, top5-acc=99.92%, remaining_time=0:00:17.820816, arrival_time=2021-04-10 02:02:22.494154, cost_time=0:00:04.569449 2021-04-10 02:02:05,772 INFO : TRAIN, epoch=0105, iter=00050/00196, fetch data time cost=1.53ms, fps=2332 images/s, loss=0.1746, top1-acc=94.09%, top5-acc=99.93%, remaining_time=0:00:16.551144, arrival_time=2021-04-10 02:02:22.323077, cost_time=0:00:05.668179 2021-04-10 02:02:06,872 INFO : TRAIN, epoch=0105, iter=00060/00196, fetch data time cost=2.28ms, fps=2328 images/s, loss=0.1733, top1-acc=94.03%, top5-acc=99.93%, remaining_time=0:00:15.341208, arrival_time=2021-04-10 02:02:22.213187, cost_time=0:00:06.768187 2021-04-10 02:02:07,969 INFO : TRAIN, epoch=0105, iter=00070/00196, fetch data time cost=2.04ms, fps=2334 images/s, loss=0.1762, top1-acc=93.92%, top5-acc=99.93%, remaining_time=0:00:14.157864, arrival_time=2021-04-10 02:02:22.127082, cost_time=0:00:07.865489 2021-04-10 02:02:09,064 INFO : TRAIN, epoch=0105, iter=00080/00196, fetch data time cost=2.00ms, fps=2339 images/s, loss=0.1777, top1-acc=93.89%, top5-acc=99.93%, remaining_time=0:00:12.992580, arrival_time=2021-04-10 02:02:22.056886, cost_time=0:00:08.960437 2021-04-10 02:02:10,171 INFO : TRAIN, epoch=0105, iter=00090/00196, fetch data time cost=2.05ms, fps=2315 images/s, loss=0.1766, top1-acc=93.91%, top5-acc=99.93%, remaining_time=0:00:11.856948, arrival_time=2021-04-10 02:02:22.027946, cost_time=0:00:10.067212 2021-04-10 02:02:11,275 INFO : TRAIN, epoch=0105, iter=00100/00196, fetch data time cost=2.22ms, fps=2319 images/s, loss=0.1791, top1-acc=93.85%, top5-acc=99.92%, remaining_time=0:00:10.724832, arrival_time=2021-04-10 02:02:22.000283, cost_time=0:00:11.171660 2021-04-10 02:02:12,387 INFO : TRAIN, epoch=0105, iter=00110/00196, fetch data time cost=1.84ms, fps=2303 images/s, loss=0.1806, top1-acc=93.75%, top5-acc=99.92%, remaining_time=0:00:09.603964, arrival_time=2021-04-10 02:02:21.991833, cost_time=0:00:12.284153 2021-04-10 02:02:13,499 INFO : TRAIN, epoch=0105, iter=00120/00196, fetch data time cost=1.62ms, fps=2305 images/s, loss=0.1815, top1-acc=93.68%, top5-acc=99.92%, remaining_time=0:00:08.483804, arrival_time=2021-04-10 02:02:21.983151, cost_time=0:00:13.395473 2021-04-10 02:02:14,599 INFO : TRAIN, epoch=0105, iter=00130/00196, fetch data time cost=2.19ms, fps=2330 images/s, loss=0.1810, top1-acc=93.73%, top5-acc=99.91%, remaining_time=0:00:07.359198, arrival_time=2021-04-10 02:02:21.958291, cost_time=0:00:14.495336 2021-04-10 02:02:15,689 INFO : TRAIN, epoch=0105, iter=00140/00196, fetch data time cost=1.62ms, fps=2349 images/s, loss=0.1816, top1-acc=93.74%, top5-acc=99.91%, remaining_time=0:00:06.234368, arrival_time=2021-04-10 02:02:21.924134, cost_time=0:00:15.585894 2021-04-10 02:02:16,785 INFO : TRAIN, epoch=0105, iter=00150/00196, fetch data time cost=1.83ms, fps=2337 images/s, loss=0.1819, top1-acc=93.73%, top5-acc=99.91%, remaining_time=0:00:05.115844, arrival_time=2021-04-10 02:02:21.901707, cost_time=0:00:16.682166 2021-04-10 02:02:17,881 INFO : TRAIN, epoch=0105, iter=00160/00196, fetch data time cost=1.47ms, fps=2337 images/s, loss=0.1828, top1-acc=93.70%, top5-acc=99.90%, remaining_time=0:00:04.000032, arrival_time=2021-04-10 02:02:21.881645, cost_time=0:00:17.777911 2021-04-10 02:02:18,980 INFO : TRAIN, epoch=0105, iter=00170/00196, fetch data time cost=1.75ms, fps=2331 images/s, loss=0.1830, top1-acc=93.68%, top5-acc=99.91%, remaining_time=0:00:02.887040, arrival_time=2021-04-10 02:02:21.867570, cost_time=0:00:18.876720 2021-04-10 02:02:20,075 INFO : TRAIN, epoch=0105, iter=00180/00196, fetch data time cost=1.70ms, fps=2339 images/s, loss=0.1825, top1-acc=93.68%, top5-acc=99.91%, remaining_time=0:00:01.775264, arrival_time=2021-04-10 02:02:21.850864, cost_time=0:00:19.971806 2021-04-10 02:02:21,170 INFO : TRAIN, epoch=0105, iter=00190/00196, fetch data time cost=1.55ms, fps=2339 images/s, loss=0.1824, top1-acc=93.69%, top5-acc=99.91%, remaining_time=0:00:00.665268, arrival_time=2021-04-10 02:02:21.835981, cost_time=0:00:21.066879 2021-04-10 02:02:21,761 INFO : TRAIN, epoch=0105, iter=00196/00196, fetch data time cost=0.10ms, fps=2306 images/s, loss=0.1827, top1-acc=93.66%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-10 02:02:21.761108, cost_time=0:00:21.657401 2021-04-10 02:02:22,101 INFO : EVAL, epoch=0105, iter=00010/00040, fetch data time cost=0.31ms, fps=7544 images/s, loss=0.5984, top1-acc=82.58%, top5-acc=98.52%, remaining_time=0:00:01.017960, arrival_time=2021-04-10 02:02:23.119860, cost_time=0:00:00.339317 2021-04-10 02:02:22,342 INFO : EVAL, epoch=0105, iter=00020/00040, fetch data time cost=2.06ms, fps=10656 images/s, loss=0.5628, top1-acc=84.02%, top5-acc=98.73%, remaining_time=0:00:00.580080, arrival_time=2021-04-10 02:02:22.922701, cost_time=0:00:00.580075 2021-04-10 02:02:22,591 INFO : EVAL, epoch=0105, iter=00030/00040, fetch data time cost=2.25ms, fps=10292 images/s, loss=0.5664, top1-acc=83.84%, top5-acc=98.72%, remaining_time=0:00:00.276390, arrival_time=2021-04-10 02:02:22.868162, cost_time=0:00:00.829183 2021-04-10 02:02:22,818 INFO : EVAL, epoch=0105, iter=00040/00040, fetch data time cost=0.11ms, fps=10282 images/s, loss=0.5750, top1-acc=83.56%, top5-acc=98.75%, remaining_time=0:00:00, arrival_time=2021-04-10 02:02:22.817944, cost_time=0:00:01.055368 2021-04-10 02:02:22,884 INFO : Epoch=0105 complete, best val top1-acc=87.82%, top5-acc=99.54% (epoch=103), remaining_time=0:36:18.748430, arrival_time=2021-04-10 02:38:41.632423, cost_time=0:40:08.090332 2021-04-10 02:02:22,885 INFO : Train start, epoch=0106, lr=0.046077 2021-04-10 02:02:24,190 INFO : TRAIN, epoch=0106, iter=00010/00196, fetch data time cost=0.33ms, fps=1961 images/s, loss=0.1761, top1-acc=93.36%, top5-acc=99.92%, remaining_time=0:00:24.278952, arrival_time=2021-04-10 02:02:48.469723, cost_time=0:00:01.305323 2021-04-10 02:02:25,282 INFO : TRAIN, epoch=0106, iter=00020/00196, fetch data time cost=1.90ms, fps=2346 images/s, loss=0.1633, top1-acc=94.00%, top5-acc=99.92%, remaining_time=0:00:21.097472, arrival_time=2021-04-10 02:02:46.380327, cost_time=0:00:02.397445 2021-04-10 02:02:26,399 INFO : TRAIN, epoch=0106, iter=00030/00196, fetch data time cost=1.90ms, fps=2293 images/s, loss=0.1582, top1-acc=94.24%, top5-acc=99.95%, remaining_time=0:00:19.446070, arrival_time=2021-04-10 02:02:45.845873, cost_time=0:00:03.514338 2021-04-10 02:02:27,500 INFO : TRAIN, epoch=0106, iter=00040/00196, fetch data time cost=1.56ms, fps=2327 images/s, loss=0.1594, top1-acc=94.27%, top5-acc=99.93%, remaining_time=0:00:18.000060, arrival_time=2021-04-10 02:02:45.500827, cost_time=0:00:04.615397 2021-04-10 02:02:28,598 INFO : TRAIN, epoch=0106, iter=00050/00196, fetch data time cost=1.73ms, fps=2334 images/s, loss=0.1627, top1-acc=94.22%, top5-acc=99.91%, remaining_time=0:00:16.680792, arrival_time=2021-04-10 02:02:45.278886, cost_time=0:00:05.712625 2021-04-10 02:02:29,700 INFO : TRAIN, epoch=0106, iter=00060/00196, fetch data time cost=2.00ms, fps=2323 images/s, loss=0.1669, top1-acc=94.08%, top5-acc=99.91%, remaining_time=0:00:15.447832, arrival_time=2021-04-10 02:02:45.148462, cost_time=0:00:06.815239 2021-04-10 02:02:30,812 INFO : TRAIN, epoch=0106, iter=00070/00196, fetch data time cost=1.50ms, fps=2303 images/s, loss=0.1668, top1-acc=94.05%, top5-acc=99.91%, remaining_time=0:00:14.268870, arrival_time=2021-04-10 02:02:45.081549, cost_time=0:00:07.927130 2021-04-10 02:02:31,912 INFO : TRAIN, epoch=0106, iter=00080/00196, fetch data time cost=2.34ms, fps=2329 images/s, loss=0.1659, top1-acc=94.09%, top5-acc=99.91%, remaining_time=0:00:13.089788, arrival_time=2021-04-10 02:02:45.002680, cost_time=0:00:09.027432 2021-04-10 02:02:33,028 INFO : TRAIN, epoch=0106, iter=00090/00196, fetch data time cost=1.53ms, fps=2296 images/s, loss=0.1652, top1-acc=94.12%, top5-acc=99.90%, remaining_time=0:00:11.946412, arrival_time=2021-04-10 02:02:44.975004, cost_time=0:00:10.143201 2021-04-10 02:02:34,120 INFO : TRAIN, epoch=0106, iter=00100/00196, fetch data time cost=2.04ms, fps=2346 images/s, loss=0.1658, top1-acc=94.13%, top5-acc=99.91%, remaining_time=0:00:10.785408, arrival_time=2021-04-10 02:02:44.905713, cost_time=0:00:11.234809 2021-04-10 02:02:35,235 INFO : TRAIN, epoch=0106, iter=00110/00196, fetch data time cost=1.73ms, fps=2297 images/s, loss=0.1668, top1-acc=94.12%, top5-acc=99.90%, remaining_time=0:00:09.655564, arrival_time=2021-04-10 02:02:44.891091, cost_time=0:00:12.350139 2021-04-10 02:02:36,331 INFO : TRAIN, epoch=0106, iter=00120/00196, fetch data time cost=2.05ms, fps=2338 images/s, loss=0.1669, top1-acc=94.14%, top5-acc=99.90%, remaining_time=0:00:08.515572, arrival_time=2021-04-10 02:02:44.846633, cost_time=0:00:13.445604 2021-04-10 02:02:37,423 INFO : TRAIN, epoch=0106, iter=00130/00196, fetch data time cost=2.18ms, fps=2345 images/s, loss=0.1668, top1-acc=94.15%, top5-acc=99.90%, remaining_time=0:00:07.380780, arrival_time=2021-04-10 02:02:44.804026, cost_time=0:00:14.537842 2021-04-10 02:02:38,517 INFO : TRAIN, epoch=0106, iter=00140/00196, fetch data time cost=2.04ms, fps=2342 images/s, loss=0.1672, top1-acc=94.12%, top5-acc=99.90%, remaining_time=0:00:06.252680, arrival_time=2021-04-10 02:02:44.769775, cost_time=0:00:15.631646 2021-04-10 02:02:39,610 INFO : TRAIN, epoch=0106, iter=00150/00196, fetch data time cost=2.08ms, fps=2343 images/s, loss=0.1687, top1-acc=94.08%, top5-acc=99.90%, remaining_time=0:00:05.128954, arrival_time=2021-04-10 02:02:44.739212, cost_time=0:00:16.724881 2021-04-10 02:02:40,715 INFO : TRAIN, epoch=0106, iter=00160/00196, fetch data time cost=2.00ms, fps=2318 images/s, loss=0.1708, top1-acc=94.01%, top5-acc=99.90%, remaining_time=0:00:04.011732, arrival_time=2021-04-10 02:02:44.727175, cost_time=0:00:17.829989 2021-04-10 02:02:41,809 INFO : TRAIN, epoch=0106, iter=00170/00196, fetch data time cost=2.13ms, fps=2341 images/s, loss=0.1734, top1-acc=93.94%, top5-acc=99.90%, remaining_time=0:00:02.894268, arrival_time=2021-04-10 02:02:44.703937, cost_time=0:00:18.924132 2021-04-10 02:02:42,908 INFO : TRAIN, epoch=0106, iter=00180/00196, fetch data time cost=1.77ms, fps=2332 images/s, loss=0.1740, top1-acc=93.90%, top5-acc=99.90%, remaining_time=0:00:01.779824, arrival_time=2021-04-10 02:02:44.688305, cost_time=0:00:20.023096 2021-04-10 02:02:44,019 INFO : TRAIN, epoch=0106, iter=00190/00196, fetch data time cost=1.41ms, fps=2306 images/s, loss=0.1742, top1-acc=93.88%, top5-acc=99.91%, remaining_time=0:00:00.667380, arrival_time=2021-04-10 02:02:44.686528, cost_time=0:00:21.133703 2021-04-10 02:02:44,612 INFO : TRAIN, epoch=0106, iter=00196/00196, fetch data time cost=0.09ms, fps=2296 images/s, loss=0.1751, top1-acc=93.88%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-10 02:02:44.612079, cost_time=0:00:21.726664 2021-04-10 02:02:44,979 INFO : EVAL, epoch=0106, iter=00010/00040, fetch data time cost=0.43ms, fps=7015 images/s, loss=0.5306, top1-acc=84.84%, top5-acc=99.41%, remaining_time=0:00:01.094760, arrival_time=2021-04-10 02:02:46.073815, cost_time=0:00:00.364920 2021-04-10 02:02:45,232 INFO : EVAL, epoch=0106, iter=00020/00040, fetch data time cost=0.33ms, fps=10147 images/s, loss=0.5469, top1-acc=84.36%, top5-acc=99.37%, remaining_time=0:00:00.617740, arrival_time=2021-04-10 02:02:45.849724, cost_time=0:00:00.617745 2021-04-10 02:02:45,485 INFO : EVAL, epoch=0106, iter=00030/00040, fetch data time cost=0.45ms, fps=10139 images/s, loss=0.5591, top1-acc=84.14%, top5-acc=99.39%, remaining_time=0:00:00.290310, arrival_time=2021-04-10 02:02:45.775453, cost_time=0:00:00.870943 2021-04-10 02:02:45,726 INFO : EVAL, epoch=0106, iter=00040/00040, fetch data time cost=0.13ms, fps=9630 images/s, loss=0.5708, top1-acc=84.04%, top5-acc=99.38%, remaining_time=0:00:00, arrival_time=2021-04-10 02:02:45.726651, cost_time=0:00:01.112529 2021-04-10 02:02:45,795 INFO : Epoch=0106 complete, best val top1-acc=87.82%, top5-acc=99.54% (epoch=103), remaining_time=0:35:55.794308, arrival_time=2021-04-10 02:38:41.590023, cost_time=0:40:31.002059 2021-04-10 02:02:45,797 INFO : Train start, epoch=0107, lr=0.045295 2021-04-10 02:02:47,094 INFO : TRAIN, epoch=0107, iter=00010/00196, fetch data time cost=0.32ms, fps=1975 images/s, loss=0.1954, top1-acc=92.77%, top5-acc=99.88%, remaining_time=0:00:24.112110, arrival_time=2021-04-10 02:03:11.206097, cost_time=0:00:01.296348 2021-04-10 02:02:48,189 INFO : TRAIN, epoch=0107, iter=00020/00196, fetch data time cost=1.53ms, fps=2339 images/s, loss=0.1845, top1-acc=93.30%, top5-acc=99.86%, remaining_time=0:00:21.049600, arrival_time=2021-04-10 02:03:09.239053, cost_time=0:00:02.392002 2021-04-10 02:02:49,299 INFO : TRAIN, epoch=0107, iter=00030/00196, fetch data time cost=6.78ms, fps=2308 images/s, loss=0.1823, top1-acc=93.39%, top5-acc=99.88%, remaining_time=0:00:19.376848, arrival_time=2021-04-10 02:03:08.676374, cost_time=0:00:03.501832 2021-04-10 02:02:50,394 INFO : TRAIN, epoch=0107, iter=00040/00196, fetch data time cost=2.37ms, fps=2340 images/s, loss=0.1779, top1-acc=93.66%, top5-acc=99.88%, remaining_time=0:00:17.928144, arrival_time=2021-04-10 02:03:08.322625, cost_time=0:00:04.596954 2021-04-10 02:02:51,500 INFO : TRAIN, epoch=0107, iter=00050/00196, fetch data time cost=2.29ms, fps=2316 images/s, loss=0.1746, top1-acc=93.70%, top5-acc=99.89%, remaining_time=0:00:16.652176, arrival_time=2021-04-10 02:03:08.152608, cost_time=0:00:05.702814 2021-04-10 02:02:52,601 INFO : TRAIN, epoch=0107, iter=00060/00196, fetch data time cost=2.17ms, fps=2327 images/s, loss=0.1746, top1-acc=93.77%, top5-acc=99.88%, remaining_time=0:00:15.422264, arrival_time=2021-04-10 02:03:08.023665, cost_time=0:00:06.803928 2021-04-10 02:02:53,694 INFO : TRAIN, epoch=0107, iter=00070/00196, fetch data time cost=2.01ms, fps=2342 images/s, loss=0.1734, top1-acc=93.82%, top5-acc=99.89%, remaining_time=0:00:14.215194, arrival_time=2021-04-10 02:03:07.910093, cost_time=0:00:07.897345 2021-04-10 02:02:54,788 INFO : TRAIN, epoch=0107, iter=00080/00196, fetch data time cost=1.52ms, fps=2342 images/s, loss=0.1736, top1-acc=93.88%, top5-acc=99.90%, remaining_time=0:00:13.037356, arrival_time=2021-04-10 02:03:07.826157, cost_time=0:00:08.991307 2021-04-10 02:02:55,889 INFO : TRAIN, epoch=0107, iter=00090/00196, fetch data time cost=1.99ms, fps=2327 images/s, loss=0.1736, top1-acc=93.91%, top5-acc=99.90%, remaining_time=0:00:11.885886, arrival_time=2021-04-10 02:03:07.775483, cost_time=0:00:10.091809 2021-04-10 02:02:56,990 INFO : TRAIN, epoch=0107, iter=00100/00196, fetch data time cost=1.85ms, fps=2327 images/s, loss=0.1736, top1-acc=93.92%, top5-acc=99.91%, remaining_time=0:00:10.745472, arrival_time=2021-04-10 02:03:07.736182, cost_time=0:00:11.193175 2021-04-10 02:02:58,101 INFO : TRAIN, epoch=0107, iter=00110/00196, fetch data time cost=2.82ms, fps=2307 images/s, loss=0.1733, top1-acc=93.93%, top5-acc=99.91%, remaining_time=0:00:09.619272, arrival_time=2021-04-10 02:03:07.720618, cost_time=0:00:12.303711 2021-04-10 02:02:59,199 INFO : TRAIN, epoch=0107, iter=00120/00196, fetch data time cost=1.88ms, fps=2332 images/s, loss=0.1714, top1-acc=93.98%, top5-acc=99.91%, remaining_time=0:00:08.488136, arrival_time=2021-04-10 02:03:07.687991, cost_time=0:00:13.402373 2021-04-10 02:03:00,322 INFO : TRAIN, epoch=0107, iter=00130/00196, fetch data time cost=2.35ms, fps=2282 images/s, loss=0.1715, top1-acc=94.02%, top5-acc=99.91%, remaining_time=0:00:07.374048, arrival_time=2021-04-10 02:03:07.696256, cost_time=0:00:14.524628 2021-04-10 02:03:01,419 INFO : TRAIN, epoch=0107, iter=00140/00196, fetch data time cost=2.25ms, fps=2335 images/s, loss=0.1744, top1-acc=93.90%, top5-acc=99.91%, remaining_time=0:00:06.248760, arrival_time=2021-04-10 02:03:07.668107, cost_time=0:00:15.621843 2021-04-10 02:03:02,518 INFO : TRAIN, epoch=0107, iter=00150/00196, fetch data time cost=1.94ms, fps=2331 images/s, loss=0.1727, top1-acc=93.97%, top5-acc=99.91%, remaining_time=0:00:05.127620, arrival_time=2021-04-10 02:03:07.645742, cost_time=0:00:16.720490 2021-04-10 02:03:03,616 INFO : TRAIN, epoch=0107, iter=00160/00196, fetch data time cost=1.63ms, fps=2333 images/s, loss=0.1736, top1-acc=93.93%, top5-acc=99.92%, remaining_time=0:00:04.009212, arrival_time=2021-04-10 02:03:07.625412, cost_time=0:00:17.818666 2021-04-10 02:03:04,726 INFO : TRAIN, epoch=0107, iter=00170/00196, fetch data time cost=2.29ms, fps=2309 images/s, loss=0.1750, top1-acc=93.87%, top5-acc=99.92%, remaining_time=0:00:02.894918, arrival_time=2021-04-10 02:03:07.620865, cost_time=0:00:18.928321 2021-04-10 02:03:05,820 INFO : TRAIN, epoch=0107, iter=00180/00196, fetch data time cost=1.74ms, fps=2341 images/s, loss=0.1760, top1-acc=93.85%, top5-acc=99.91%, remaining_time=0:00:01.779808, arrival_time=2021-04-10 02:03:07.600141, cost_time=0:00:20.022856 2021-04-10 02:03:06,912 INFO : TRAIN, epoch=0107, iter=00190/00196, fetch data time cost=1.70ms, fps=2345 images/s, loss=0.1769, top1-acc=93.83%, top5-acc=99.91%, remaining_time=0:00:00.666786, arrival_time=2021-04-10 02:03:07.579210, cost_time=0:00:21.114873 2021-04-10 02:03:07,498 INFO : TRAIN, epoch=0107, iter=00196/00196, fetch data time cost=1.33ms, fps=2324 images/s, loss=0.1764, top1-acc=93.86%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-10 02:03:07.498409, cost_time=0:00:21.700910 2021-04-10 02:03:07,865 INFO : EVAL, epoch=0107, iter=00010/00040, fetch data time cost=0.29ms, fps=7007 images/s, loss=0.4081, top1-acc=88.05%, top5-acc=99.53%, remaining_time=0:00:01.095960, arrival_time=2021-04-10 02:03:08.961597, cost_time=0:00:00.365319 2021-04-10 02:03:08,120 INFO : EVAL, epoch=0107, iter=00020/00040, fetch data time cost=0.47ms, fps=10093 images/s, loss=0.4169, top1-acc=88.05%, top5-acc=99.57%, remaining_time=0:00:00.619480, arrival_time=2021-04-10 02:03:08.739400, cost_time=0:00:00.619481 2021-04-10 02:03:08,365 INFO : EVAL, epoch=0107, iter=00030/00040, fetch data time cost=0.41ms, fps=10437 images/s, loss=0.4314, top1-acc=87.40%, top5-acc=99.56%, remaining_time=0:00:00.288530, arrival_time=2021-04-10 02:03:08.654422, cost_time=0:00:00.865600 2021-04-10 02:03:08,599 INFO : EVAL, epoch=0107, iter=00040/00040, fetch data time cost=0.12ms, fps=9960 images/s, loss=0.4256, top1-acc=87.40%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-10 02:03:08.599328, cost_time=0:00:01.099044 2021-04-10 02:03:08,642 INFO : Epoch=0107 complete, best val top1-acc=87.82%, top5-acc=99.54% (epoch=103), remaining_time=0:35:32.784717, arrival_time=2021-04-10 02:38:41.427410, cost_time=0:40:53.849064 2021-04-10 02:03:08,643 INFO : Train start, epoch=0108, lr=0.044513 2021-04-10 02:03:09,936 INFO : TRAIN, epoch=0108, iter=00010/00196, fetch data time cost=0.47ms, fps=1980 images/s, loss=0.1781, top1-acc=93.24%, top5-acc=99.92%, remaining_time=0:00:24.046638, arrival_time=2021-04-10 02:03:33.983176, cost_time=0:00:01.292827 2021-04-10 02:03:11,028 INFO : TRAIN, epoch=0108, iter=00020/00196, fetch data time cost=2.35ms, fps=2347 images/s, loss=0.1705, top1-acc=93.75%, top5-acc=99.92%, remaining_time=0:00:20.982192, arrival_time=2021-04-10 02:03:32.010162, cost_time=0:00:02.384343 2021-04-10 02:03:12,124 INFO : TRAIN, epoch=0108, iter=00030/00196, fetch data time cost=2.66ms, fps=2337 images/s, loss=0.1742, top1-acc=93.71%, top5-acc=99.91%, remaining_time=0:00:19.258158, arrival_time=2021-04-10 02:03:31.382348, cost_time=0:00:03.480387 2021-04-10 02:03:13,227 INFO : TRAIN, epoch=0108, iter=00040/00196, fetch data time cost=2.30ms, fps=2323 images/s, loss=0.1713, top1-acc=93.97%, top5-acc=99.90%, remaining_time=0:00:17.875572, arrival_time=2021-04-10 02:03:31.102718, cost_time=0:00:04.583471 2021-04-10 02:03:14,341 INFO : TRAIN, epoch=0108, iter=00050/00196, fetch data time cost=1.98ms, fps=2299 images/s, loss=0.1716, top1-acc=94.03%, top5-acc=99.91%, remaining_time=0:00:16.637868, arrival_time=2021-04-10 02:03:30.979558, cost_time=0:00:05.697908 2021-04-10 02:03:15,440 INFO : TRAIN, epoch=0108, iter=00060/00196, fetch data time cost=2.56ms, fps=2331 images/s, loss=0.1696, top1-acc=94.19%, top5-acc=99.92%, remaining_time=0:00:15.406488, arrival_time=2021-04-10 02:03:30.847166, cost_time=0:00:06.796970 2021-04-10 02:03:16,545 INFO : TRAIN, epoch=0108, iter=00070/00196, fetch data time cost=2.13ms, fps=2320 images/s, loss=0.1680, top1-acc=94.29%, top5-acc=99.93%, remaining_time=0:00:14.222754, arrival_time=2021-04-10 02:03:30.767963, cost_time=0:00:07.901510 2021-04-10 02:03:17,630 INFO : TRAIN, epoch=0108, iter=00080/00196, fetch data time cost=1.60ms, fps=2360 images/s, loss=0.1677, top1-acc=94.31%, top5-acc=99.92%, remaining_time=0:00:13.031324, arrival_time=2021-04-10 02:03:30.662117, cost_time=0:00:08.987135 2021-04-10 02:03:18,730 INFO : TRAIN, epoch=0108, iter=00090/00196, fetch data time cost=2.28ms, fps=2329 images/s, loss=0.1667, top1-acc=94.31%, top5-acc=99.91%, remaining_time=0:00:11.880162, arrival_time=2021-04-10 02:03:30.610819, cost_time=0:00:10.086920 2021-04-10 02:03:19,821 INFO : TRAIN, epoch=0108, iter=00100/00196, fetch data time cost=1.93ms, fps=2348 images/s, loss=0.1668, top1-acc=94.32%, top5-acc=99.91%, remaining_time=0:00:10.730976, arrival_time=2021-04-10 02:03:30.552862, cost_time=0:00:11.178088 2021-04-10 02:03:20,925 INFO : TRAIN, epoch=0108, iter=00110/00196, fetch data time cost=1.45ms, fps=2321 images/s, loss=0.1660, top1-acc=94.34%, top5-acc=99.92%, remaining_time=0:00:09.602330, arrival_time=2021-04-10 02:03:30.528076, cost_time=0:00:12.282041 2021-04-10 02:03:22,045 INFO : TRAIN, epoch=0108, iter=00120/00196, fetch data time cost=2.19ms, fps=2287 images/s, loss=0.1665, top1-acc=94.33%, top5-acc=99.92%, remaining_time=0:00:08.487832, arrival_time=2021-04-10 02:03:30.533476, cost_time=0:00:13.401871 2021-04-10 02:03:23,138 INFO : TRAIN, epoch=0108, iter=00130/00196, fetch data time cost=1.90ms, fps=2344 images/s, loss=0.1667, top1-acc=94.30%, top5-acc=99.92%, remaining_time=0:00:07.358868, arrival_time=2021-04-10 02:03:30.497185, cost_time=0:00:14.494684 2021-04-10 02:03:24,234 INFO : TRAIN, epoch=0108, iter=00140/00196, fetch data time cost=1.82ms, fps=2336 images/s, loss=0.1661, top1-acc=94.33%, top5-acc=99.92%, remaining_time=0:00:06.236440, arrival_time=2021-04-10 02:03:30.471242, cost_time=0:00:15.591096 2021-04-10 02:03:25,333 INFO : TRAIN, epoch=0108, iter=00150/00196, fetch data time cost=1.97ms, fps=2332 images/s, loss=0.1670, top1-acc=94.27%, top5-acc=99.92%, remaining_time=0:00:05.118144, arrival_time=2021-04-10 02:03:30.451372, cost_time=0:00:16.689599 2021-04-10 02:03:26,428 INFO : TRAIN, epoch=0108, iter=00160/00196, fetch data time cost=1.60ms, fps=2337 images/s, loss=0.1671, top1-acc=94.27%, top5-acc=99.91%, remaining_time=0:00:04.001688, arrival_time=2021-04-10 02:03:30.430629, cost_time=0:00:17.785323 2021-04-10 02:03:27,517 INFO : TRAIN, epoch=0108, iter=00170/00196, fetch data time cost=2.22ms, fps=2353 images/s, loss=0.1674, top1-acc=94.27%, top5-acc=99.91%, remaining_time=0:00:02.886546, arrival_time=2021-04-10 02:03:30.403900, cost_time=0:00:18.873647 2021-04-10 02:03:28,615 INFO : TRAIN, epoch=0108, iter=00180/00196, fetch data time cost=1.64ms, fps=2333 images/s, loss=0.1677, top1-acc=94.27%, top5-acc=99.91%, remaining_time=0:00:01.775264, arrival_time=2021-04-10 02:03:30.390579, cost_time=0:00:19.971705 2021-04-10 02:03:29,712 INFO : TRAIN, epoch=0108, iter=00190/00196, fetch data time cost=1.46ms, fps=2334 images/s, loss=0.1679, top1-acc=94.27%, top5-acc=99.92%, remaining_time=0:00:00.665328, arrival_time=2021-04-10 02:03:30.377976, cost_time=0:00:21.068733 2021-04-10 02:03:30,306 INFO : TRAIN, epoch=0108, iter=00196/00196, fetch data time cost=1.49ms, fps=2294 images/s, loss=0.1683, top1-acc=94.24%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-10 02:03:30.306560, cost_time=0:00:21.662938 2021-04-10 02:03:30,641 INFO : EVAL, epoch=0108, iter=00010/00040, fetch data time cost=2.24ms, fps=7679 images/s, loss=0.3291, top1-acc=89.69%, top5-acc=99.57%, remaining_time=0:00:00.999990, arrival_time=2021-04-10 02:03:31.641328, cost_time=0:00:00.333330 2021-04-10 02:03:30,889 INFO : EVAL, epoch=0108, iter=00020/00040, fetch data time cost=2.24ms, fps=10346 images/s, loss=0.3432, top1-acc=89.39%, top5-acc=99.65%, remaining_time=0:00:00.581320, arrival_time=2021-04-10 02:03:31.470638, cost_time=0:00:00.581323 2021-04-10 02:03:31,164 INFO : EVAL, epoch=0108, iter=00030/00040, fetch data time cost=3.49ms, fps=9316 images/s, loss=0.3475, top1-acc=89.18%, top5-acc=99.64%, remaining_time=0:00:00.285540, arrival_time=2021-04-10 02:03:31.450117, cost_time=0:00:00.856606 2021-04-10 02:03:31,387 INFO : EVAL, epoch=0108, iter=00040/00040, fetch data time cost=0.09ms, fps=10428 images/s, loss=0.3658, top1-acc=89.01%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-10 02:03:31.387459, cost_time=0:00:01.079488 2021-04-10 02:03:31,494 INFO : Epoch=0108 complete, best val top1-acc=89.01%, top5-acc=99.62% (epoch=108), remaining_time=0:35:09.782088, arrival_time=2021-04-10 02:38:41.276473, cost_time=0:41:16.700704 2021-04-10 02:03:31,495 INFO : Train start, epoch=0109, lr=0.043733 2021-04-10 02:03:32,786 INFO : TRAIN, epoch=0109, iter=00010/00196, fetch data time cost=2.26ms, fps=1984 images/s, loss=0.1573, top1-acc=94.34%, top5-acc=99.96%, remaining_time=0:00:23.998836, arrival_time=2021-04-10 02:03:56.784989, cost_time=0:00:01.290256 2021-04-10 02:03:33,888 INFO : TRAIN, epoch=0109, iter=00020/00196, fetch data time cost=2.51ms, fps=2325 images/s, loss=0.1580, top1-acc=94.45%, top5-acc=99.90%, remaining_time=0:00:21.053472, arrival_time=2021-04-10 02:03:54.941864, cost_time=0:00:02.392449 2021-04-10 02:03:35,004 INFO : TRAIN, epoch=0109, iter=00030/00196, fetch data time cost=4.92ms, fps=2295 images/s, loss=0.1546, top1-acc=94.53%, top5-acc=99.92%, remaining_time=0:00:19.415028, arrival_time=2021-04-10 02:03:54.419593, cost_time=0:00:03.508746 2021-04-10 02:03:36,103 INFO : TRAIN, epoch=0109, iter=00040/00196, fetch data time cost=1.88ms, fps=2332 images/s, loss=0.1514, top1-acc=94.70%, top5-acc=99.92%, remaining_time=0:00:17.968392, arrival_time=2021-04-10 02:03:54.071610, cost_time=0:00:04.607286 2021-04-10 02:03:37,197 INFO : TRAIN, epoch=0109, iter=00050/00196, fetch data time cost=1.76ms, fps=2341 images/s, loss=0.1548, top1-acc=94.70%, top5-acc=99.89%, remaining_time=0:00:16.649840, arrival_time=2021-04-10 02:03:53.847612, cost_time=0:00:05.702020 2021-04-10 02:03:38,291 INFO : TRAIN, epoch=0109, iter=00060/00196, fetch data time cost=1.48ms, fps=2342 images/s, loss=0.1569, top1-acc=94.60%, top5-acc=99.90%, remaining_time=0:00:15.403360, arrival_time=2021-04-10 02:03:53.694758, cost_time=0:00:06.795614 2021-04-10 02:03:39,385 INFO : TRAIN, epoch=0109, iter=00070/00196, fetch data time cost=1.54ms, fps=2342 images/s, loss=0.1598, top1-acc=94.43%, top5-acc=99.88%, remaining_time=0:00:14.200452, arrival_time=2021-04-10 02:03:53.585661, cost_time=0:00:07.889173 2021-04-10 02:03:40,487 INFO : TRAIN, epoch=0109, iter=00080/00196, fetch data time cost=1.76ms, fps=2325 images/s, loss=0.1600, top1-acc=94.51%, top5-acc=99.89%, remaining_time=0:00:13.037356, arrival_time=2021-04-10 02:03:53.524486, cost_time=0:00:08.991316 2021-04-10 02:03:41,588 INFO : TRAIN, epoch=0109, iter=00090/00196, fetch data time cost=1.58ms, fps=2327 images/s, loss=0.1609, top1-acc=94.46%, top5-acc=99.89%, remaining_time=0:00:11.886522, arrival_time=2021-04-10 02:03:53.474675, cost_time=0:00:10.092344 2021-04-10 02:03:42,693 INFO : TRAIN, epoch=0109, iter=00100/00196, fetch data time cost=2.27ms, fps=2318 images/s, loss=0.1627, top1-acc=94.38%, top5-acc=99.88%, remaining_time=0:00:10.749504, arrival_time=2021-04-10 02:03:53.442856, cost_time=0:00:11.197423 2021-04-10 02:03:43,822 INFO : TRAIN, epoch=0109, iter=00110/00196, fetch data time cost=1.44ms, fps=2270 images/s, loss=0.1631, top1-acc=94.37%, top5-acc=99.89%, remaining_time=0:00:09.636816, arrival_time=2021-04-10 02:03:53.458756, cost_time=0:00:12.326186 2021-04-10 02:03:44,928 INFO : TRAIN, epoch=0109, iter=00120/00196, fetch data time cost=1.71ms, fps=2314 images/s, loss=0.1637, top1-acc=94.37%, top5-acc=99.89%, remaining_time=0:00:08.507440, arrival_time=2021-04-10 02:03:53.436087, cost_time=0:00:13.432800 2021-04-10 02:03:46,018 INFO : TRAIN, epoch=0109, iter=00130/00196, fetch data time cost=2.14ms, fps=2350 images/s, loss=0.1634, top1-acc=94.36%, top5-acc=99.90%, remaining_time=0:00:07.373058, arrival_time=2021-04-10 02:03:53.391543, cost_time=0:00:14.522750 2021-04-10 02:03:47,114 INFO : TRAIN, epoch=0109, iter=00140/00196, fetch data time cost=1.63ms, fps=2338 images/s, loss=0.1625, top1-acc=94.42%, top5-acc=99.90%, remaining_time=0:00:06.247304, arrival_time=2021-04-10 02:03:53.361292, cost_time=0:00:15.618237 2021-04-10 02:03:48,208 INFO : TRAIN, epoch=0109, iter=00150/00196, fetch data time cost=1.77ms, fps=2339 images/s, loss=0.1629, top1-acc=94.39%, top5-acc=99.90%, remaining_time=0:00:05.125320, arrival_time=2021-04-10 02:03:53.334070, cost_time=0:00:16.712998 2021-04-10 02:03:49,316 INFO : TRAIN, epoch=0109, iter=00160/00196, fetch data time cost=1.62ms, fps=2312 images/s, loss=0.1640, top1-acc=94.35%, top5-acc=99.91%, remaining_time=0:00:04.009608, arrival_time=2021-04-10 02:03:53.326017, cost_time=0:00:17.820556 2021-04-10 02:03:50,420 INFO : TRAIN, epoch=0109, iter=00170/00196, fetch data time cost=2.08ms, fps=2320 images/s, loss=0.1651, top1-acc=94.33%, top5-acc=99.91%, remaining_time=0:00:02.894346, arrival_time=2021-04-10 02:03:53.314680, cost_time=0:00:18.924609 2021-04-10 02:03:51,515 INFO : TRAIN, epoch=0109, iter=00180/00196, fetch data time cost=1.69ms, fps=2338 images/s, loss=0.1649, top1-acc=94.30%, top5-acc=99.91%, remaining_time=0:00:01.779536, arrival_time=2021-04-10 02:03:53.295076, cost_time=0:00:20.019740 2021-04-10 02:03:52,617 INFO : TRAIN, epoch=0109, iter=00190/00196, fetch data time cost=1.63ms, fps=2325 images/s, loss=0.1664, top1-acc=94.23%, top5-acc=99.91%, remaining_time=0:00:00.666996, arrival_time=2021-04-10 02:03:53.284259, cost_time=0:00:21.121519 2021-04-10 02:03:53,202 INFO : TRAIN, epoch=0109, iter=00196/00196, fetch data time cost=1.67ms, fps=2326 images/s, loss=0.1672, top1-acc=94.21%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-10 02:03:53.202441, cost_time=0:00:21.706698 2021-04-10 02:03:53,552 INFO : EVAL, epoch=0109, iter=00010/00040, fetch data time cost=15.24ms, fps=7336 images/s, loss=0.3723, top1-acc=88.01%, top5-acc=99.65%, remaining_time=0:00:01.046820, arrival_time=2021-04-10 02:03:54.599640, cost_time=0:00:00.348935 2021-04-10 02:03:53,816 INFO : EVAL, epoch=0109, iter=00020/00040, fetch data time cost=0.46ms, fps=9726 images/s, loss=0.3667, top1-acc=87.85%, top5-acc=99.69%, remaining_time=0:00:00.612540, arrival_time=2021-04-10 02:03:54.429006, cost_time=0:00:00.612535 2021-04-10 02:03:54,064 INFO : EVAL, epoch=0109, iter=00030/00040, fetch data time cost=3.83ms, fps=10326 images/s, loss=0.3676, top1-acc=88.09%, top5-acc=99.65%, remaining_time=0:00:00.286980, arrival_time=2021-04-10 02:03:54.351856, cost_time=0:00:00.860949 2021-04-10 02:03:54,284 INFO : EVAL, epoch=0109, iter=00040/00040, fetch data time cost=0.08ms, fps=10598 images/s, loss=0.3731, top1-acc=87.99%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-10 02:03:54.284231, cost_time=0:00:01.080363 2021-04-10 02:03:54,327 INFO : Epoch=0109 complete, best val top1-acc=89.01%, top5-acc=99.62% (epoch=108), remaining_time=0:34:46.767137, arrival_time=2021-04-10 02:38:41.094995, cost_time=0:41:39.534226 2021-04-10 02:03:54,328 INFO : Train start, epoch=0110, lr=0.042955 2021-04-10 02:03:55,641 INFO : TRAIN, epoch=0110, iter=00010/00196, fetch data time cost=0.60ms, fps=1950 images/s, loss=0.1669, top1-acc=94.02%, top5-acc=99.92%, remaining_time=0:00:24.416964, arrival_time=2021-04-10 02:04:20.058577, cost_time=0:00:01.312735 2021-04-10 02:03:56,741 INFO : TRAIN, epoch=0110, iter=00020/00196, fetch data time cost=2.23ms, fps=2329 images/s, loss=0.1697, top1-acc=93.73%, top5-acc=99.96%, remaining_time=0:00:21.231936, arrival_time=2021-04-10 02:04:17.973476, cost_time=0:00:02.412722 2021-04-10 02:03:57,847 INFO : TRAIN, epoch=0110, iter=00030/00196, fetch data time cost=2.67ms, fps=2315 images/s, loss=0.1655, top1-acc=94.08%, top5-acc=99.95%, remaining_time=0:00:19.472630, arrival_time=2021-04-10 02:04:17.320529, cost_time=0:00:03.519161 2021-04-10 02:03:58,972 INFO : TRAIN, epoch=0110, iter=00040/00196, fetch data time cost=2.29ms, fps=2278 images/s, loss=0.1612, top1-acc=94.28%, top5-acc=99.94%, remaining_time=0:00:18.108792, arrival_time=2021-04-10 02:04:17.080986, cost_time=0:00:04.643283 2021-04-10 02:04:00,074 INFO : TRAIN, epoch=0110, iter=00050/00196, fetch data time cost=2.04ms, fps=2324 images/s, loss=0.1597, top1-acc=94.39%, top5-acc=99.94%, remaining_time=0:00:16.777298, arrival_time=2021-04-10 02:04:16.851685, cost_time=0:00:05.745661 2021-04-10 02:04:01,171 INFO : TRAIN, epoch=0110, iter=00060/00196, fetch data time cost=1.92ms, fps=2335 images/s, loss=0.1568, top1-acc=94.49%, top5-acc=99.92%, remaining_time=0:00:15.509032, arrival_time=2021-04-10 02:04:16.680109, cost_time=0:00:06.842246 2021-04-10 02:04:02,274 INFO : TRAIN, epoch=0110, iter=00070/00196, fetch data time cost=2.22ms, fps=2323 images/s, loss=0.1588, top1-acc=94.44%, top5-acc=99.92%, remaining_time=0:00:14.301000, arrival_time=2021-04-10 02:04:16.574918, cost_time=0:00:07.945008 2021-04-10 02:04:03,373 INFO : TRAIN, epoch=0110, iter=00080/00196, fetch data time cost=1.60ms, fps=2330 images/s, loss=0.1594, top1-acc=94.41%, top5-acc=99.93%, remaining_time=0:00:13.115076, arrival_time=2021-04-10 02:04:16.488713, cost_time=0:00:09.044890 2021-04-10 02:04:04,483 INFO : TRAIN, epoch=0110, iter=00090/00196, fetch data time cost=1.51ms, fps=2308 images/s, loss=0.1617, top1-acc=94.39%, top5-acc=99.92%, remaining_time=0:00:11.959980, arrival_time=2021-04-10 02:04:16.443535, cost_time=0:00:10.154741 2021-04-10 02:04:05,582 INFO : TRAIN, epoch=0110, iter=00100/00196, fetch data time cost=1.61ms, fps=2331 images/s, loss=0.1643, top1-acc=94.28%, top5-acc=99.92%, remaining_time=0:00:10.803744, arrival_time=2021-04-10 02:04:16.386402, cost_time=0:00:11.253869 2021-04-10 02:04:06,684 INFO : TRAIN, epoch=0110, iter=00110/00196, fetch data time cost=2.07ms, fps=2325 images/s, loss=0.1652, top1-acc=94.29%, top5-acc=99.91%, remaining_time=0:00:09.659950, arrival_time=2021-04-10 02:04:16.344617, cost_time=0:00:12.355774 2021-04-10 02:04:07,788 INFO : TRAIN, epoch=0110, iter=00120/00196, fetch data time cost=1.66ms, fps=2321 images/s, loss=0.1656, top1-acc=94.29%, top5-acc=99.92%, remaining_time=0:00:08.524464, arrival_time=2021-04-10 02:04:16.312929, cost_time=0:00:13.459709 2021-04-10 02:04:08,887 INFO : TRAIN, epoch=0110, iter=00130/00196, fetch data time cost=2.19ms, fps=2330 images/s, loss=0.1644, top1-acc=94.34%, top5-acc=99.92%, remaining_time=0:00:07.391538, arrival_time=2021-04-10 02:04:16.279398, cost_time=0:00:14.559029 2021-04-10 02:04:09,995 INFO : TRAIN, epoch=0110, iter=00140/00196, fetch data time cost=2.05ms, fps=2312 images/s, loss=0.1648, top1-acc=94.29%, top5-acc=99.92%, remaining_time=0:00:06.266792, arrival_time=2021-04-10 02:04:16.262547, cost_time=0:00:15.667036 2021-04-10 02:04:11,093 INFO : TRAIN, epoch=0110, iter=00150/00196, fetch data time cost=2.28ms, fps=2333 images/s, loss=0.1655, top1-acc=94.23%, top5-acc=99.92%, remaining_time=0:00:05.141190, arrival_time=2021-04-10 02:04:16.234786, cost_time=0:00:16.764776 2021-04-10 02:04:12,207 INFO : TRAIN, epoch=0110, iter=00160/00196, fetch data time cost=1.99ms, fps=2300 images/s, loss=0.1661, top1-acc=94.22%, top5-acc=99.92%, remaining_time=0:00:04.022640, arrival_time=2021-04-10 02:04:16.229748, cost_time=0:00:17.878372 2021-04-10 02:04:13,306 INFO : TRAIN, epoch=0110, iter=00170/00196, fetch data time cost=2.51ms, fps=2329 images/s, loss=0.1659, top1-acc=94.26%, top5-acc=99.93%, remaining_time=0:00:02.902510, arrival_time=2021-04-10 02:04:16.209344, cost_time=0:00:18.978014 2021-04-10 02:04:14,431 INFO : TRAIN, epoch=0110, iter=00180/00196, fetch data time cost=2.21ms, fps=2278 images/s, loss=0.1667, top1-acc=94.25%, top5-acc=99.92%, remaining_time=0:00:01.786880, arrival_time=2021-04-10 02:04:16.217947, cost_time=0:00:20.102340 2021-04-10 02:04:15,523 INFO : TRAIN, epoch=0110, iter=00190/00196, fetch data time cost=1.69ms, fps=2344 images/s, loss=0.1672, top1-acc=94.24%, top5-acc=99.93%, remaining_time=0:00:00.669312, arrival_time=2021-04-10 02:04:16.193094, cost_time=0:00:21.194939 2021-04-10 02:04:16,114 INFO : TRAIN, epoch=0110, iter=00196/00196, fetch data time cost=1.40ms, fps=2306 images/s, loss=0.1669, top1-acc=94.23%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-10 02:04:16.114210, cost_time=0:00:21.785446 2021-04-10 02:04:16,489 INFO : EVAL, epoch=0110, iter=00010/00040, fetch data time cost=2.45ms, fps=6862 images/s, loss=0.4021, top1-acc=88.09%, top5-acc=99.65%, remaining_time=0:00:01.119150, arrival_time=2021-04-10 02:04:17.608194, cost_time=0:00:00.373046 2021-04-10 02:04:16,745 INFO : EVAL, epoch=0110, iter=00020/00040, fetch data time cost=0.30ms, fps=10002 images/s, loss=0.4051, top1-acc=87.87%, top5-acc=99.55%, remaining_time=0:00:00.629800, arrival_time=2021-04-10 02:04:17.375594, cost_time=0:00:00.629807 2021-04-10 02:04:16,982 INFO : EVAL, epoch=0110, iter=00030/00040, fetch data time cost=0.29ms, fps=10857 images/s, loss=0.4094, top1-acc=87.58%, top5-acc=99.57%, remaining_time=0:00:00.288690, arrival_time=2021-04-10 02:04:17.270758, cost_time=0:00:00.866080 2021-04-10 02:04:17,210 INFO : EVAL, epoch=0110, iter=00040/00040, fetch data time cost=0.11ms, fps=10181 images/s, loss=0.4099, top1-acc=87.49%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-10 02:04:17.210412, cost_time=0:00:01.094425 2021-04-10 02:04:17,281 INFO : Epoch=0110 complete, best val top1-acc=89.01%, top5-acc=99.62% (epoch=108), remaining_time=0:34:23.853810, arrival_time=2021-04-10 02:38:41.135382, cost_time=0:42:02.487947 2021-04-10 02:04:17,282 INFO : Train start, epoch=0111, lr=0.042178 2021-04-10 02:04:18,545 INFO : TRAIN, epoch=0111, iter=00010/00196, fetch data time cost=0.33ms, fps=2027 images/s, loss=0.1454, top1-acc=95.20%, top5-acc=99.96%, remaining_time=0:00:23.486778, arrival_time=2021-04-10 02:04:42.032115, cost_time=0:00:01.262727 2021-04-10 02:04:19,635 INFO : TRAIN, epoch=0111, iter=00020/00196, fetch data time cost=1.57ms, fps=2350 images/s, loss=0.1479, top1-acc=94.98%, top5-acc=99.94%, remaining_time=0:00:20.705696, arrival_time=2021-04-10 02:04:40.341126, cost_time=0:00:02.352913 2021-04-10 02:04:20,733 INFO : TRAIN, epoch=0111, iter=00030/00196, fetch data time cost=2.05ms, fps=2332 images/s, loss=0.1418, top1-acc=95.23%, top5-acc=99.95%, remaining_time=0:00:19.096806, arrival_time=2021-04-10 02:04:39.830618, cost_time=0:00:03.451222 2021-04-10 02:04:21,829 INFO : TRAIN, epoch=0111, iter=00040/00196, fetch data time cost=1.54ms, fps=2339 images/s, loss=0.1421, top1-acc=95.18%, top5-acc=99.94%, remaining_time=0:00:17.732052, arrival_time=2021-04-10 02:04:39.561265, cost_time=0:00:04.546696 2021-04-10 02:04:22,922 INFO : TRAIN, epoch=0111, iter=00050/00196, fetch data time cost=1.70ms, fps=2344 images/s, loss=0.1413, top1-acc=95.18%, top5-acc=99.95%, remaining_time=0:00:16.467194, arrival_time=2021-04-10 02:04:39.389199, cost_time=0:00:05.639470 2021-04-10 02:04:24,012 INFO : TRAIN, epoch=0111, iter=00060/00196, fetch data time cost=1.53ms, fps=2349 images/s, loss=0.1438, top1-acc=94.99%, top5-acc=99.93%, remaining_time=0:00:15.254304, arrival_time=2021-04-10 02:04:39.266607, cost_time=0:00:06.729811 2021-04-10 02:04:25,110 INFO : TRAIN, epoch=0111, iter=00070/00196, fetch data time cost=1.83ms, fps=2333 images/s, loss=0.1492, top1-acc=94.82%, top5-acc=99.92%, remaining_time=0:00:14.089824, arrival_time=2021-04-10 02:04:39.200025, cost_time=0:00:07.827668 2021-04-10 02:04:26,201 INFO : TRAIN, epoch=0111, iter=00080/00196, fetch data time cost=1.60ms, fps=2347 images/s, loss=0.1516, top1-acc=94.73%, top5-acc=99.92%, remaining_time=0:00:12.932956, arrival_time=2021-04-10 02:04:39.134722, cost_time=0:00:08.919264 2021-04-10 02:04:27,302 INFO : TRAIN, epoch=0111, iter=00090/00196, fetch data time cost=1.89ms, fps=2329 images/s, loss=0.1521, top1-acc=94.72%, top5-acc=99.93%, remaining_time=0:00:11.800556, arrival_time=2021-04-10 02:04:39.102491, cost_time=0:00:10.019332 2021-04-10 02:04:28,421 INFO : TRAIN, epoch=0111, iter=00100/00196, fetch data time cost=2.01ms, fps=2289 images/s, loss=0.1536, top1-acc=94.66%, top5-acc=99.93%, remaining_time=0:00:10.692960, arrival_time=2021-04-10 02:04:39.113996, cost_time=0:00:11.138513 2021-04-10 02:04:29,527 INFO : TRAIN, epoch=0111, iter=00110/00196, fetch data time cost=2.05ms, fps=2315 images/s, loss=0.1552, top1-acc=94.56%, top5-acc=99.93%, remaining_time=0:00:09.573348, arrival_time=2021-04-10 02:04:39.100736, cost_time=0:00:12.244932 2021-04-10 02:04:30,626 INFO : TRAIN, epoch=0111, iter=00120/00196, fetch data time cost=1.60ms, fps=2330 images/s, loss=0.1569, top1-acc=94.52%, top5-acc=99.93%, remaining_time=0:00:08.451200, arrival_time=2021-04-10 02:04:39.077796, cost_time=0:00:13.344059 2021-04-10 02:04:31,718 INFO : TRAIN, epoch=0111, iter=00130/00196, fetch data time cost=2.01ms, fps=2347 images/s, loss=0.1593, top1-acc=94.45%, top5-acc=99.92%, remaining_time=0:00:07.328772, arrival_time=2021-04-10 02:04:39.046745, cost_time=0:00:14.435523 2021-04-10 02:04:32,807 INFO : TRAIN, epoch=0111, iter=00140/00196, fetch data time cost=2.35ms, fps=2351 images/s, loss=0.1597, top1-acc=94.45%, top5-acc=99.92%, remaining_time=0:00:06.209952, arrival_time=2021-04-10 02:04:39.017297, cost_time=0:00:15.524901 2021-04-10 02:04:33,903 INFO : TRAIN, epoch=0111, iter=00150/00196, fetch data time cost=1.96ms, fps=2337 images/s, loss=0.1610, top1-acc=94.37%, top5-acc=99.92%, remaining_time=0:00:05.097030, arrival_time=2021-04-10 02:04:39.000456, cost_time=0:00:16.620805 2021-04-10 02:04:35,024 INFO : TRAIN, epoch=0111, iter=00160/00196, fetch data time cost=2.54ms, fps=2284 images/s, loss=0.1607, top1-acc=94.37%, top5-acc=99.92%, remaining_time=0:00:03.992040, arrival_time=2021-04-10 02:04:39.016948, cost_time=0:00:17.742384 2021-04-10 02:04:36,153 INFO : TRAIN, epoch=0111, iter=00170/00196, fetch data time cost=5.26ms, fps=2270 images/s, loss=0.1618, top1-acc=94.37%, top5-acc=99.92%, remaining_time=0:00:02.886182, arrival_time=2021-04-10 02:04:39.039903, cost_time=0:00:18.871179 2021-04-10 02:04:37,252 INFO : TRAIN, epoch=0111, iter=00180/00196, fetch data time cost=1.60ms, fps=2332 images/s, loss=0.1624, top1-acc=94.36%, top5-acc=99.92%, remaining_time=0:00:01.775072, arrival_time=2021-04-10 02:04:39.027164, cost_time=0:00:19.969629 2021-04-10 02:04:38,347 INFO : TRAIN, epoch=0111, iter=00190/00196, fetch data time cost=1.85ms, fps=2338 images/s, loss=0.1632, top1-acc=94.32%, top5-acc=99.92%, remaining_time=0:00:00.665208, arrival_time=2021-04-10 02:04:39.012661, cost_time=0:00:21.065010 2021-04-10 02:04:38,947 INFO : TRAIN, epoch=0111, iter=00196/00196, fetch data time cost=1.77ms, fps=2270 images/s, loss=0.1629, top1-acc=94.33%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-10 02:04:38.947020, cost_time=0:00:21.664526 2021-04-10 02:04:39,325 INFO : EVAL, epoch=0111, iter=00010/00040, fetch data time cost=0.41ms, fps=6792 images/s, loss=0.4035, top1-acc=88.24%, top5-acc=99.37%, remaining_time=0:00:01.130610, arrival_time=2021-04-10 02:04:40.456500, cost_time=0:00:00.376874 2021-04-10 02:04:39,571 INFO : EVAL, epoch=0111, iter=00020/00040, fetch data time cost=0.31ms, fps=10456 images/s, loss=0.3701, top1-acc=88.44%, top5-acc=99.45%, remaining_time=0:00:00.622320, arrival_time=2021-04-10 02:04:40.193577, cost_time=0:00:00.622311 2021-04-10 02:04:39,820 INFO : EVAL, epoch=0111, iter=00030/00040, fetch data time cost=0.46ms, fps=10311 images/s, loss=0.3704, top1-acc=88.48%, top5-acc=99.53%, remaining_time=0:00:00.290350, arrival_time=2021-04-10 02:04:40.110500, cost_time=0:00:00.871036 2021-04-10 02:04:40,039 INFO : EVAL, epoch=0111, iter=00040/00040, fetch data time cost=0.08ms, fps=10599 images/s, loss=0.3843, top1-acc=88.28%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-10 02:04:40.039677, cost_time=0:00:01.090765 2021-04-10 02:04:40,080 INFO : Epoch=0111 complete, best val top1-acc=89.01%, top5-acc=99.62% (epoch=108), remaining_time=0:34:00.815212, arrival_time=2021-04-10 02:38:40.895229, cost_time=0:42:25.286397 2021-04-10 02:04:40,080 INFO : Train start, epoch=0112, lr=0.041404 2021-04-10 02:04:41,393 INFO : TRAIN, epoch=0112, iter=00010/00196, fetch data time cost=3.57ms, fps=1950 images/s, loss=0.1507, top1-acc=95.23%, top5-acc=99.92%, remaining_time=0:00:24.418452, arrival_time=2021-04-10 02:05:05.812209, cost_time=0:00:01.312824 2021-04-10 02:04:42,491 INFO : TRAIN, epoch=0112, iter=00020/00196, fetch data time cost=2.37ms, fps=2333 images/s, loss=0.1482, top1-acc=95.16%, top5-acc=99.90%, remaining_time=0:00:21.213104, arrival_time=2021-04-10 02:05:03.704797, cost_time=0:00:02.410577 2021-04-10 02:04:43,613 INFO : TRAIN, epoch=0112, iter=00030/00196, fetch data time cost=3.10ms, fps=2286 images/s, loss=0.1496, top1-acc=95.08%, top5-acc=99.90%, remaining_time=0:00:19.544176, arrival_time=2021-04-10 02:05:03.157346, cost_time=0:00:03.532067 2021-04-10 02:04:44,723 INFO : TRAIN, epoch=0112, iter=00040/00196, fetch data time cost=2.24ms, fps=2307 images/s, loss=0.1535, top1-acc=94.85%, top5-acc=99.89%, remaining_time=0:00:18.106452, arrival_time=2021-04-10 02:05:02.830077, cost_time=0:00:04.642673 2021-04-10 02:04:45,830 INFO : TRAIN, epoch=0112, iter=00050/00196, fetch data time cost=1.67ms, fps=2315 images/s, loss=0.1534, top1-acc=94.90%, top5-acc=99.91%, remaining_time=0:00:16.787664, arrival_time=2021-04-10 02:05:02.617855, cost_time=0:00:05.749200 2021-04-10 02:04:46,918 INFO : TRAIN, epoch=0112, iter=00060/00196, fetch data time cost=1.53ms, fps=2353 images/s, loss=0.1581, top1-acc=94.72%, top5-acc=99.89%, remaining_time=0:00:15.498696, arrival_time=2021-04-10 02:05:02.417283, cost_time=0:00:06.837659 2021-04-10 02:04:48,011 INFO : TRAIN, epoch=0112, iter=00070/00196, fetch data time cost=2.21ms, fps=2343 images/s, loss=0.1591, top1-acc=94.65%, top5-acc=99.91%, remaining_time=0:00:14.275422, arrival_time=2021-04-10 02:05:02.287176, cost_time=0:00:07.930823 2021-04-10 02:04:49,104 INFO : TRAIN, epoch=0112, iter=00080/00196, fetch data time cost=2.07ms, fps=2345 images/s, loss=0.1594, top1-acc=94.61%, top5-acc=99.90%, remaining_time=0:00:13.083524, arrival_time=2021-04-10 02:05:02.187750, cost_time=0:00:09.023105 2021-04-10 02:04:50,189 INFO : TRAIN, epoch=0112, iter=00090/00196, fetch data time cost=1.62ms, fps=2361 images/s, loss=0.1592, top1-acc=94.56%, top5-acc=99.90%, remaining_time=0:00:11.905284, arrival_time=2021-04-10 02:05:02.094575, cost_time=0:00:10.108283 2021-04-10 02:04:51,303 INFO : TRAIN, epoch=0112, iter=00100/00196, fetch data time cost=2.11ms, fps=2300 images/s, loss=0.1604, top1-acc=94.50%, top5-acc=99.91%, remaining_time=0:00:10.773216, arrival_time=2021-04-10 02:05:02.076241, cost_time=0:00:11.222058 2021-04-10 02:04:52,404 INFO : TRAIN, epoch=0112, iter=00110/00196, fetch data time cost=1.95ms, fps=2325 images/s, loss=0.1633, top1-acc=94.37%, top5-acc=99.90%, remaining_time=0:00:09.635096, arrival_time=2021-04-10 02:05:02.039964, cost_time=0:00:12.323964 2021-04-10 02:04:53,501 INFO : TRAIN, epoch=0112, iter=00120/00196, fetch data time cost=1.49ms, fps=2336 images/s, loss=0.1642, top1-acc=94.28%, top5-acc=99.90%, remaining_time=0:00:08.499536, arrival_time=2021-04-10 02:05:02.000886, cost_time=0:00:13.420348 2021-04-10 02:04:54,586 INFO : TRAIN, epoch=0112, iter=00130/00196, fetch data time cost=1.90ms, fps=2360 images/s, loss=0.1647, top1-acc=94.25%, top5-acc=99.90%, remaining_time=0:00:07.364544, arrival_time=2021-04-10 02:05:01.951330, cost_time=0:00:14.505896 2021-04-10 02:04:55,691 INFO : TRAIN, epoch=0112, iter=00140/00196, fetch data time cost=2.26ms, fps=2318 images/s, loss=0.1650, top1-acc=94.24%, top5-acc=99.91%, remaining_time=0:00:06.244280, arrival_time=2021-04-10 02:05:01.935993, cost_time=0:00:15.610646 2021-04-10 02:04:56,781 INFO : TRAIN, epoch=0112, iter=00150/00196, fetch data time cost=2.21ms, fps=2351 images/s, loss=0.1657, top1-acc=94.21%, top5-acc=99.91%, remaining_time=0:00:05.121502, arrival_time=2021-04-10 02:05:01.902910, cost_time=0:00:16.700504 2021-04-10 02:04:57,873 INFO : TRAIN, epoch=0112, iter=00160/00196, fetch data time cost=1.55ms, fps=2345 images/s, loss=0.1676, top1-acc=94.15%, top5-acc=99.91%, remaining_time=0:00:04.003344, arrival_time=2021-04-10 02:05:01.877022, cost_time=0:00:17.792704 2021-04-10 02:04:58,976 INFO : TRAIN, epoch=0112, iter=00170/00196, fetch data time cost=2.04ms, fps=2324 images/s, loss=0.1678, top1-acc=94.16%, top5-acc=99.91%, remaining_time=0:00:02.889822, arrival_time=2021-04-10 02:05:01.865771, cost_time=0:00:18.894954 2021-04-10 02:05:00,072 INFO : TRAIN, epoch=0112, iter=00180/00196, fetch data time cost=1.63ms, fps=2337 images/s, loss=0.1686, top1-acc=94.12%, top5-acc=99.91%, remaining_time=0:00:01.776976, arrival_time=2021-04-10 02:05:01.848900, cost_time=0:00:19.990950 2021-04-10 02:05:01,181 INFO : TRAIN, epoch=0112, iter=00190/00196, fetch data time cost=2.56ms, fps=2309 images/s, loss=0.1690, top1-acc=94.10%, top5-acc=99.92%, remaining_time=0:00:00.666330, arrival_time=2021-04-10 02:05:01.847687, cost_time=0:00:21.100372 2021-04-10 02:05:01,768 INFO : TRAIN, epoch=0112, iter=00196/00196, fetch data time cost=1.32ms, fps=2318 images/s, loss=0.1702, top1-acc=94.09%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-10 02:05:01.768760, cost_time=0:00:21.687846 2021-04-10 02:05:02,157 INFO : EVAL, epoch=0112, iter=00010/00040, fetch data time cost=17.03ms, fps=6610 images/s, loss=0.3941, top1-acc=87.23%, top5-acc=99.69%, remaining_time=0:00:01.161870, arrival_time=2021-04-10 02:05:03.319292, cost_time=0:00:00.387290 2021-04-10 02:05:02,442 INFO : EVAL, epoch=0112, iter=00020/00040, fetch data time cost=0.27ms, fps=9006 images/s, loss=0.4159, top1-acc=86.54%, top5-acc=99.53%, remaining_time=0:00:00.672040, arrival_time=2021-04-10 02:05:03.114217, cost_time=0:00:00.672030 2021-04-10 02:05:02,752 INFO : EVAL, epoch=0112, iter=00030/00040, fetch data time cost=18.50ms, fps=8256 images/s, loss=0.4208, top1-acc=86.58%, top5-acc=99.44%, remaining_time=0:00:00.327540, arrival_time=2021-04-10 02:05:03.080245, cost_time=0:00:00.982624 2021-04-10 02:05:03,011 INFO : EVAL, epoch=0112, iter=00040/00040, fetch data time cost=0.10ms, fps=8987 images/s, loss=0.4145, top1-acc=86.60%, top5-acc=99.49%, remaining_time=0:00:00, arrival_time=2021-04-10 02:05:03.011266, cost_time=0:00:01.241138 2021-04-10 02:05:03,068 INFO : Epoch=0112 complete, best val top1-acc=89.01%, top5-acc=99.62% (epoch=108), remaining_time=0:33:37.929848, arrival_time=2021-04-10 02:38:40.997879, cost_time=0:42:48.274398 2021-04-10 02:05:03,068 INFO : Train start, epoch=0113, lr=0.040631 2021-04-10 02:05:04,402 INFO : TRAIN, epoch=0113, iter=00010/00196, fetch data time cost=0.48ms, fps=1919 images/s, loss=0.1720, top1-acc=94.49%, top5-acc=99.84%, remaining_time=0:00:24.807564, arrival_time=2021-04-10 02:05:29.210357, cost_time=0:00:01.333745 2021-04-10 02:05:05,512 INFO : TRAIN, epoch=0113, iter=00020/00196, fetch data time cost=2.66ms, fps=2309 images/s, loss=0.1700, top1-acc=94.24%, top5-acc=99.90%, remaining_time=0:00:21.502448, arrival_time=2021-04-10 02:05:27.014914, cost_time=0:00:02.443453 2021-04-10 02:05:06,617 INFO : TRAIN, epoch=0113, iter=00030/00196, fetch data time cost=2.99ms, fps=2318 images/s, loss=0.1679, top1-acc=94.13%, top5-acc=99.93%, remaining_time=0:00:19.636638, arrival_time=2021-04-10 02:05:26.254509, cost_time=0:00:03.548799 2021-04-10 02:05:07,715 INFO : TRAIN, epoch=0113, iter=00040/00196, fetch data time cost=1.82ms, fps=2334 images/s, loss=0.1652, top1-acc=94.21%, top5-acc=99.93%, remaining_time=0:00:18.122052, arrival_time=2021-04-10 02:05:25.837669, cost_time=0:00:04.646682 2021-04-10 02:05:08,809 INFO : TRAIN, epoch=0113, iter=00050/00196, fetch data time cost=2.00ms, fps=2342 images/s, loss=0.1647, top1-acc=94.29%, top5-acc=99.91%, remaining_time=0:00:16.761968, arrival_time=2021-04-10 02:05:25.571576, cost_time=0:00:05.740378 2021-04-10 02:05:09,909 INFO : TRAIN, epoch=0113, iter=00060/00196, fetch data time cost=1.73ms, fps=2329 images/s, loss=0.1657, top1-acc=94.28%, top5-acc=99.92%, remaining_time=0:00:15.505768, arrival_time=2021-04-10 02:05:25.415532, cost_time=0:00:06.840807 2021-04-10 02:05:11,010 INFO : TRAIN, epoch=0113, iter=00070/00196, fetch data time cost=1.59ms, fps=2327 images/s, loss=0.1660, top1-acc=94.25%, top5-acc=99.92%, remaining_time=0:00:14.294826, arrival_time=2021-04-10 02:05:25.305326, cost_time=0:00:07.941554 2021-04-10 02:05:12,103 INFO : TRAIN, epoch=0113, iter=00080/00196, fetch data time cost=1.57ms, fps=2343 images/s, loss=0.1671, top1-acc=94.22%, top5-acc=99.92%, remaining_time=0:00:13.100344, arrival_time=2021-04-10 02:05:25.204081, cost_time=0:00:09.034698 2021-04-10 02:05:13,207 INFO : TRAIN, epoch=0113, iter=00090/00196, fetch data time cost=2.20ms, fps=2320 images/s, loss=0.1686, top1-acc=94.17%, top5-acc=99.90%, remaining_time=0:00:11.941218, arrival_time=2021-04-10 02:05:25.148950, cost_time=0:00:10.138794 2021-04-10 02:05:14,301 INFO : TRAIN, epoch=0113, iter=00100/00196, fetch data time cost=1.84ms, fps=2342 images/s, loss=0.1676, top1-acc=94.21%, top5-acc=99.91%, remaining_time=0:00:10.782816, arrival_time=2021-04-10 02:05:25.084058, cost_time=0:00:11.232132 2021-04-10 02:05:15,403 INFO : TRAIN, epoch=0113, iter=00110/00196, fetch data time cost=1.91ms, fps=2325 images/s, loss=0.1676, top1-acc=94.22%, top5-acc=99.90%, remaining_time=0:00:09.643094, arrival_time=2021-04-10 02:05:25.046198, cost_time=0:00:12.334169 2021-04-10 02:05:16,496 INFO : TRAIN, epoch=0113, iter=00120/00196, fetch data time cost=2.13ms, fps=2342 images/s, loss=0.1678, top1-acc=94.22%, top5-acc=99.90%, remaining_time=0:00:08.504096, arrival_time=2021-04-10 02:05:25.000649, cost_time=0:00:13.427511 2021-04-10 02:05:17,588 INFO : TRAIN, epoch=0113, iter=00130/00196, fetch data time cost=2.12ms, fps=2346 images/s, loss=0.1667, top1-acc=94.25%, top5-acc=99.90%, remaining_time=0:00:07.371276, arrival_time=2021-04-10 02:05:24.959440, cost_time=0:00:14.519216 2021-04-10 02:05:18,684 INFO : TRAIN, epoch=0113, iter=00140/00196, fetch data time cost=2.00ms, fps=2337 images/s, loss=0.1664, top1-acc=94.24%, top5-acc=99.91%, remaining_time=0:00:06.246072, arrival_time=2021-04-10 02:05:24.930186, cost_time=0:00:15.615170 2021-04-10 02:05:19,797 INFO : TRAIN, epoch=0113, iter=00150/00196, fetch data time cost=6.06ms, fps=2301 images/s, loss=0.1653, top1-acc=94.28%, top5-acc=99.91%, remaining_time=0:00:05.130058, arrival_time=2021-04-10 02:05:24.927544, cost_time=0:00:16.728463 2021-04-10 02:05:20,890 INFO : TRAIN, epoch=0113, iter=00160/00196, fetch data time cost=2.21ms, fps=2345 images/s, loss=0.1655, top1-acc=94.26%, top5-acc=99.91%, remaining_time=0:00:04.009716, arrival_time=2021-04-10 02:05:24.899734, cost_time=0:00:17.821001 2021-04-10 02:05:21,978 INFO : TRAIN, epoch=0113, iter=00170/00196, fetch data time cost=1.65ms, fps=2353 images/s, loss=0.1655, top1-acc=94.26%, top5-acc=99.92%, remaining_time=0:00:02.892058, arrival_time=2021-04-10 02:05:24.870619, cost_time=0:00:18.909580 2021-04-10 02:05:23,070 INFO : TRAIN, epoch=0113, iter=00180/00196, fetch data time cost=2.36ms, fps=2346 images/s, loss=0.1655, top1-acc=94.26%, top5-acc=99.92%, remaining_time=0:00:01.777920, arrival_time=2021-04-10 02:05:24.848522, cost_time=0:00:20.001559 2021-04-10 02:05:24,165 INFO : TRAIN, epoch=0113, iter=00190/00196, fetch data time cost=1.47ms, fps=2339 images/s, loss=0.1651, top1-acc=94.29%, top5-acc=99.92%, remaining_time=0:00:00.666216, arrival_time=2021-04-10 02:05:24.831936, cost_time=0:00:21.096789 2021-04-10 02:05:24,764 INFO : TRAIN, epoch=0113, iter=00196/00196, fetch data time cost=1.94ms, fps=2273 images/s, loss=0.1659, top1-acc=94.27%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-10 02:05:24.764610, cost_time=0:00:21.695647 2021-04-10 02:05:25,127 INFO : EVAL, epoch=0113, iter=00010/00040, fetch data time cost=0.44ms, fps=7078 images/s, loss=0.3761, top1-acc=87.97%, top5-acc=99.61%, remaining_time=0:00:01.085070, arrival_time=2021-04-10 02:05:26.212772, cost_time=0:00:00.361690 2021-04-10 02:05:25,409 INFO : EVAL, epoch=0113, iter=00020/00040, fetch data time cost=3.26ms, fps=9089 images/s, loss=0.3658, top1-acc=88.61%, top5-acc=99.59%, remaining_time=0:00:00.643840, arrival_time=2021-04-10 02:05:26.053707, cost_time=0:00:00.643845 2021-04-10 02:05:25,653 INFO : EVAL, epoch=0113, iter=00030/00040, fetch data time cost=0.36ms, fps=10513 images/s, loss=0.3612, top1-acc=88.57%, top5-acc=99.64%, remaining_time=0:00:00.295910, arrival_time=2021-04-10 02:05:25.949690, cost_time=0:00:00.887743 2021-04-10 02:05:25,870 INFO : EVAL, epoch=0113, iter=00040/00040, fetch data time cost=0.08ms, fps=10742 images/s, loss=0.3572, top1-acc=88.84%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-10 02:05:25.870221, cost_time=0:00:01.104268 2021-04-10 02:05:25,954 INFO : Epoch=0113 complete, best val top1-acc=89.01%, top5-acc=99.62% (epoch=108), remaining_time=0:33:14.964549, arrival_time=2021-04-10 02:38:40.919007, cost_time=0:43:11.160815 2021-04-10 02:05:25,955 INFO : Train start, epoch=0114, lr=0.039861 2021-04-10 02:05:27,294 INFO : TRAIN, epoch=0114, iter=00010/00196, fetch data time cost=0.32ms, fps=1912 images/s, loss=0.1474, top1-acc=94.41%, top5-acc=99.92%, remaining_time=0:00:24.903168, arrival_time=2021-04-10 02:05:52.197506, cost_time=0:00:01.338884 2021-04-10 02:05:28,405 INFO : TRAIN, epoch=0114, iter=00020/00196, fetch data time cost=2.68ms, fps=2307 images/s, loss=0.1592, top1-acc=94.14%, top5-acc=99.90%, remaining_time=0:00:21.554896, arrival_time=2021-04-10 02:05:49.959843, cost_time=0:00:02.449426 2021-04-10 02:05:29,529 INFO : TRAIN, epoch=0114, iter=00030/00196, fetch data time cost=2.16ms, fps=2279 images/s, loss=0.1530, top1-acc=94.44%, top5-acc=99.88%, remaining_time=0:00:19.776244, arrival_time=2021-04-10 02:05:49.305751, cost_time=0:00:03.574034 2021-04-10 02:05:30,630 INFO : TRAIN, epoch=0114, iter=00040/00196, fetch data time cost=1.99ms, fps=2328 images/s, loss=0.1561, top1-acc=94.42%, top5-acc=99.88%, remaining_time=0:00:18.230472, arrival_time=2021-04-10 02:05:48.860445, cost_time=0:00:04.674486 2021-04-10 02:05:31,726 INFO : TRAIN, epoch=0114, iter=00050/00196, fetch data time cost=2.08ms, fps=2340 images/s, loss=0.1571, top1-acc=94.46%, top5-acc=99.89%, remaining_time=0:00:16.845918, arrival_time=2021-04-10 02:05:48.572488, cost_time=0:00:05.769165 2021-04-10 02:05:32,830 INFO : TRAIN, epoch=0114, iter=00060/00196, fetch data time cost=2.17ms, fps=2321 images/s, loss=0.1551, top1-acc=94.62%, top5-acc=99.90%, remaining_time=0:00:15.583288, arrival_time=2021-04-10 02:05:48.413851, cost_time=0:00:06.874968 2021-04-10 02:05:33,932 INFO : TRAIN, epoch=0114, iter=00070/00196, fetch data time cost=2.18ms, fps=2326 images/s, loss=0.1540, top1-acc=94.67%, top5-acc=99.91%, remaining_time=0:00:14.358078, arrival_time=2021-04-10 02:05:48.290156, cost_time=0:00:07.976694 2021-04-10 02:05:35,036 INFO : TRAIN, epoch=0114, iter=00080/00196, fetch data time cost=1.87ms, fps=2320 images/s, loss=0.1529, top1-acc=94.71%, top5-acc=99.91%, remaining_time=0:00:13.166928, arrival_time=2021-04-10 02:05:48.203044, cost_time=0:00:09.080650 2021-04-10 02:05:36,141 INFO : TRAIN, epoch=0114, iter=00090/00196, fetch data time cost=1.75ms, fps=2317 images/s, loss=0.1524, top1-acc=94.74%, top5-acc=99.92%, remaining_time=0:00:11.996974, arrival_time=2021-04-10 02:05:48.138497, cost_time=0:00:10.186122 2021-04-10 02:05:37,266 INFO : TRAIN, epoch=0114, iter=00100/00196, fetch data time cost=1.53ms, fps=2277 images/s, loss=0.1506, top1-acc=94.79%, top5-acc=99.92%, remaining_time=0:00:10.858656, arrival_time=2021-04-10 02:05:48.125263, cost_time=0:00:11.311142 2021-04-10 02:05:38,367 INFO : TRAIN, epoch=0114, iter=00110/00196, fetch data time cost=1.63ms, fps=2326 images/s, loss=0.1498, top1-acc=94.81%, top5-acc=99.93%, remaining_time=0:00:09.704154, arrival_time=2021-04-10 02:05:48.071840, cost_time=0:00:12.412306 2021-04-10 02:05:39,470 INFO : TRAIN, epoch=0114, iter=00120/00196, fetch data time cost=2.05ms, fps=2323 images/s, loss=0.1505, top1-acc=94.72%, top5-acc=99.93%, remaining_time=0:00:08.559500, arrival_time=2021-04-10 02:05:48.030021, cost_time=0:00:13.514978 2021-04-10 02:05:40,563 INFO : TRAIN, epoch=0114, iter=00130/00196, fetch data time cost=1.45ms, fps=2344 images/s, loss=0.1498, top1-acc=94.76%, top5-acc=99.93%, remaining_time=0:00:07.416354, arrival_time=2021-04-10 02:05:47.979735, cost_time=0:00:14.608009 2021-04-10 02:05:41,661 INFO : TRAIN, epoch=0114, iter=00140/00196, fetch data time cost=1.42ms, fps=2334 images/s, loss=0.1502, top1-acc=94.74%, top5-acc=99.92%, remaining_time=0:00:06.282136, arrival_time=2021-04-10 02:05:47.943049, cost_time=0:00:15.705372 2021-04-10 02:05:42,757 INFO : TRAIN, epoch=0114, iter=00150/00196, fetch data time cost=1.69ms, fps=2337 images/s, loss=0.1510, top1-acc=94.70%, top5-acc=99.92%, remaining_time=0:00:05.152506, arrival_time=2021-04-10 02:05:47.909629, cost_time=0:00:16.801715 2021-04-10 02:05:43,855 INFO : TRAIN, epoch=0114, iter=00160/00196, fetch data time cost=1.57ms, fps=2332 images/s, loss=0.1523, top1-acc=94.67%, top5-acc=99.92%, remaining_time=0:00:04.027572, arrival_time=2021-04-10 02:05:47.883292, cost_time=0:00:17.900281 2021-04-10 02:05:44,955 INFO : TRAIN, epoch=0114, iter=00170/00196, fetch data time cost=2.29ms, fps=2331 images/s, loss=0.1540, top1-acc=94.60%, top5-acc=99.92%, remaining_time=0:00:02.905786, arrival_time=2021-04-10 02:05:47.860693, cost_time=0:00:18.999365 2021-04-10 02:05:46,052 INFO : TRAIN, epoch=0114, iter=00180/00196, fetch data time cost=1.89ms, fps=2335 images/s, loss=0.1536, top1-acc=94.62%, top5-acc=99.92%, remaining_time=0:00:01.786368, arrival_time=2021-04-10 02:05:47.838412, cost_time=0:00:20.096649 2021-04-10 02:05:47,149 INFO : TRAIN, epoch=0114, iter=00190/00196, fetch data time cost=1.33ms, fps=2333 images/s, loss=0.1531, top1-acc=94.65%, top5-acc=99.92%, remaining_time=0:00:00.669300, arrival_time=2021-04-10 02:05:47.819138, cost_time=0:00:21.194425 2021-04-10 02:05:47,742 INFO : TRAIN, epoch=0114, iter=00196/00196, fetch data time cost=0.09ms, fps=2296 images/s, loss=0.1536, top1-acc=94.65%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-10 02:05:47.742801, cost_time=0:00:21.787379 2021-04-10 02:05:48,100 INFO : EVAL, epoch=0114, iter=00010/00040, fetch data time cost=2.36ms, fps=7197 images/s, loss=0.3355, top1-acc=89.73%, top5-acc=99.61%, remaining_time=0:00:01.067040, arrival_time=2021-04-10 02:05:49.167611, cost_time=0:00:00.355685 2021-04-10 02:05:48,353 INFO : EVAL, epoch=0114, iter=00020/00040, fetch data time cost=4.09ms, fps=10141 images/s, loss=0.3456, top1-acc=89.28%, top5-acc=99.59%, remaining_time=0:00:00.608700, arrival_time=2021-04-10 02:05:48.962253, cost_time=0:00:00.608704 2021-04-10 02:05:48,598 INFO : EVAL, epoch=0114, iter=00030/00040, fetch data time cost=0.39ms, fps=10471 images/s, loss=0.3428, top1-acc=89.36%, top5-acc=99.65%, remaining_time=0:00:00.284580, arrival_time=2021-04-10 02:05:48.883129, cost_time=0:00:00.853742 2021-04-10 02:05:48,820 INFO : EVAL, epoch=0114, iter=00040/00040, fetch data time cost=1.18ms, fps=10468 images/s, loss=0.3454, top1-acc=89.43%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-10 02:05:48.820537, cost_time=0:00:01.075775 2021-04-10 02:05:48,947 INFO : Epoch=0114 complete, best val top1-acc=89.43%, top5-acc=99.66% (epoch=114), remaining_time=0:32:52.080706, arrival_time=2021-04-10 02:38:41.027929, cost_time=0:43:34.153549 2021-04-10 02:05:48,948 INFO : Train start, epoch=0115, lr=0.039093 2021-04-10 02:05:50,227 INFO : TRAIN, epoch=0115, iter=00010/00196, fetch data time cost=0.47ms, fps=2001 images/s, loss=0.1707, top1-acc=93.87%, top5-acc=100.00%, remaining_time=0:00:23.791260, arrival_time=2021-04-10 02:06:14.019047, cost_time=0:00:01.279096 2021-04-10 02:05:51,319 INFO : TRAIN, epoch=0115, iter=00020/00196, fetch data time cost=1.48ms, fps=2348 images/s, loss=0.1679, top1-acc=94.02%, top5-acc=99.94%, remaining_time=0:00:20.857936, arrival_time=2021-04-10 02:06:12.177077, cost_time=0:00:02.370216 2021-04-10 02:05:52,434 INFO : TRAIN, epoch=0115, iter=00030/00196, fetch data time cost=2.02ms, fps=2298 images/s, loss=0.1635, top1-acc=94.22%, top5-acc=99.93%, remaining_time=0:00:19.288038, arrival_time=2021-04-10 02:06:11.722523, cost_time=0:00:03.485801 2021-04-10 02:05:53,527 INFO : TRAIN, epoch=0115, iter=00040/00196, fetch data time cost=2.07ms, fps=2343 images/s, loss=0.1647, top1-acc=94.23%, top5-acc=99.94%, remaining_time=0:00:17.858100, arrival_time=2021-04-10 02:06:11.385693, cost_time=0:00:04.578989 2021-04-10 02:05:54,638 INFO : TRAIN, epoch=0115, iter=00050/00196, fetch data time cost=14.47ms, fps=2306 images/s, loss=0.1644, top1-acc=94.20%, top5-acc=99.94%, remaining_time=0:00:16.613778, arrival_time=2021-04-10 02:06:11.252014, cost_time=0:00:05.689630 2021-04-10 02:05:55,739 INFO : TRAIN, epoch=0115, iter=00060/00196, fetch data time cost=2.36ms, fps=2326 images/s, loss=0.1616, top1-acc=94.35%, top5-acc=99.94%, remaining_time=0:00:15.392208, arrival_time=2021-04-10 02:06:11.131557, cost_time=0:00:06.790663 2021-04-10 02:05:56,836 INFO : TRAIN, epoch=0115, iter=00070/00196, fetch data time cost=2.19ms, fps=2334 images/s, loss=0.1612, top1-acc=94.42%, top5-acc=99.94%, remaining_time=0:00:14.198688, arrival_time=2021-04-10 02:06:11.035489, cost_time=0:00:07.888134 2021-04-10 02:05:57,940 INFO : TRAIN, epoch=0115, iter=00080/00196, fetch data time cost=1.87ms, fps=2321 images/s, loss=0.1594, top1-acc=94.48%, top5-acc=99.94%, remaining_time=0:00:13.038284, arrival_time=2021-04-10 02:06:10.978970, cost_time=0:00:08.991888 2021-04-10 02:05:59,075 INFO : TRAIN, epoch=0115, iter=00090/00196, fetch data time cost=1.99ms, fps=2259 images/s, loss=0.1579, top1-acc=94.53%, top5-acc=99.93%, remaining_time=0:00:11.926484, arrival_time=2021-04-10 02:06:11.001540, cost_time=0:00:10.126287 2021-04-10 02:06:00,165 INFO : TRAIN, epoch=0115, iter=00100/00196, fetch data time cost=1.80ms, fps=2350 images/s, loss=0.1549, top1-acc=94.64%, top5-acc=99.94%, remaining_time=0:00:10.767744, arrival_time=2021-04-10 02:06:10.932779, cost_time=0:00:11.216430 2021-04-10 02:06:01,255 INFO : TRAIN, epoch=0115, iter=00110/00196, fetch data time cost=1.55ms, fps=2350 images/s, loss=0.1543, top1-acc=94.68%, top5-acc=99.94%, remaining_time=0:00:09.621250, arrival_time=2021-04-10 02:06:10.876203, cost_time=0:00:12.306251 2021-04-10 02:06:02,350 INFO : TRAIN, epoch=0115, iter=00120/00196, fetch data time cost=2.01ms, fps=2337 images/s, loss=0.1534, top1-acc=94.69%, top5-acc=99.93%, remaining_time=0:00:08.488060, arrival_time=2021-04-10 02:06:10.838888, cost_time=0:00:13.402170 2021-04-10 02:06:03,459 INFO : TRAIN, epoch=0115, iter=00130/00196, fetch data time cost=2.50ms, fps=2310 images/s, loss=0.1544, top1-acc=94.63%, top5-acc=99.94%, remaining_time=0:00:07.367052, arrival_time=2021-04-10 02:06:10.826708, cost_time=0:00:14.510893 2021-04-10 02:06:04,557 INFO : TRAIN, epoch=0115, iter=00140/00196, fetch data time cost=1.71ms, fps=2333 images/s, loss=0.1553, top1-acc=94.58%, top5-acc=99.94%, remaining_time=0:00:06.243608, arrival_time=2021-04-10 02:06:10.801261, cost_time=0:00:15.608977 2021-04-10 02:06:05,654 INFO : TRAIN, epoch=0115, iter=00150/00196, fetch data time cost=1.47ms, fps=2336 images/s, loss=0.1557, top1-acc=94.59%, top5-acc=99.93%, remaining_time=0:00:05.123020, arrival_time=2021-04-10 02:06:10.777253, cost_time=0:00:16.705442 2021-04-10 02:06:06,760 INFO : TRAIN, epoch=0115, iter=00160/00196, fetch data time cost=2.26ms, fps=2317 images/s, loss=0.1571, top1-acc=94.56%, top5-acc=99.93%, remaining_time=0:00:04.007592, arrival_time=2021-04-10 02:06:10.767821, cost_time=0:00:17.811599 2021-04-10 02:06:07,884 INFO : TRAIN, epoch=0115, iter=00170/00196, fetch data time cost=2.35ms, fps=2279 images/s, loss=0.1574, top1-acc=94.55%, top5-acc=99.94%, remaining_time=0:00:02.896062, arrival_time=2021-04-10 02:06:10.780596, cost_time=0:00:18.935739 2021-04-10 02:06:09,040 INFO : TRAIN, epoch=0115, iter=00180/00196, fetch data time cost=21.79ms, fps=2216 images/s, loss=0.1580, top1-acc=94.51%, top5-acc=99.93%, remaining_time=0:00:01.785952, arrival_time=2021-04-10 02:06:10.826688, cost_time=0:00:20.092034 2021-04-10 02:06:10,131 INFO : TRAIN, epoch=0115, iter=00190/00196, fetch data time cost=1.53ms, fps=2348 images/s, loss=0.1590, top1-acc=94.47%, top5-acc=99.94%, remaining_time=0:00:00.668934, arrival_time=2021-04-10 02:06:10.800475, cost_time=0:00:21.182925 2021-04-10 02:06:10,768 INFO : TRAIN, epoch=0115, iter=00196/00196, fetch data time cost=1.45ms, fps=2138 images/s, loss=0.1591, top1-acc=94.49%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-10 02:06:10.768352, cost_time=0:00:21.819664 2021-04-10 02:06:11,131 INFO : EVAL, epoch=0115, iter=00010/00040, fetch data time cost=0.30ms, fps=7085 images/s, loss=0.3376, top1-acc=89.65%, top5-acc=99.80%, remaining_time=0:00:01.083900, arrival_time=2021-04-10 02:06:12.215064, cost_time=0:00:00.361297 2021-04-10 02:06:11,396 INFO : EVAL, epoch=0115, iter=00020/00040, fetch data time cost=0.31ms, fps=9658 images/s, loss=0.3359, top1-acc=89.69%, top5-acc=99.79%, remaining_time=0:00:00.626940, arrival_time=2021-04-10 02:06:12.023732, cost_time=0:00:00.626937 2021-04-10 02:06:11,649 INFO : EVAL, epoch=0115, iter=00030/00040, fetch data time cost=0.44ms, fps=10137 images/s, loss=0.3459, top1-acc=89.32%, top5-acc=99.69%, remaining_time=0:00:00.293340, arrival_time=2021-04-10 02:06:11.943177, cost_time=0:00:00.880011 2021-04-10 02:06:11,920 INFO : EVAL, epoch=0115, iter=00040/00040, fetch data time cost=0.06ms, fps=8599 images/s, loss=0.3386, top1-acc=89.34%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-10 02:06:11.920100, cost_time=0:00:01.150288 2021-04-10 02:06:11,967 INFO : Epoch=0115 complete, best val top1-acc=89.43%, top5-acc=99.66% (epoch=114), remaining_time=0:32:29.215070, arrival_time=2021-04-10 02:38:41.182095, cost_time=0:43:57.173366 2021-04-10 02:06:11,968 INFO : Train start, epoch=0116, lr=0.038328 2021-04-10 02:06:13,256 INFO : TRAIN, epoch=0116, iter=00010/00196, fetch data time cost=0.33ms, fps=1988 images/s, loss=0.1540, top1-acc=95.08%, top5-acc=99.88%, remaining_time=0:00:23.956800, arrival_time=2021-04-10 02:06:37.213365, cost_time=0:00:01.288002 2021-04-10 02:06:14,361 INFO : TRAIN, epoch=0116, iter=00020/00196, fetch data time cost=2.05ms, fps=2320 images/s, loss=0.1496, top1-acc=95.20%, top5-acc=99.86%, remaining_time=0:00:21.054528, arrival_time=2021-04-10 02:06:35.415527, cost_time=0:00:02.392568 2021-04-10 02:06:15,475 INFO : TRAIN, epoch=0116, iter=00030/00196, fetch data time cost=2.47ms, fps=2299 images/s, loss=0.1470, top1-acc=95.29%, top5-acc=99.88%, remaining_time=0:00:19.403076, arrival_time=2021-04-10 02:06:34.878237, cost_time=0:00:03.506592 2021-04-10 02:06:16,573 INFO : TRAIN, epoch=0116, iter=00040/00196, fetch data time cost=1.63ms, fps=2333 images/s, loss=0.1505, top1-acc=95.08%, top5-acc=99.86%, remaining_time=0:00:17.960592, arrival_time=2021-04-10 02:06:34.534275, cost_time=0:00:04.605297 2021-04-10 02:06:17,667 INFO : TRAIN, epoch=0116, iter=00050/00196, fetch data time cost=1.59ms, fps=2342 images/s, loss=0.1499, top1-acc=95.06%, top5-acc=99.88%, remaining_time=0:00:16.640204, arrival_time=2021-04-10 02:06:34.307403, cost_time=0:00:05.698721 2021-04-10 02:06:18,763 INFO : TRAIN, epoch=0116, iter=00060/00196, fetch data time cost=1.95ms, fps=2337 images/s, loss=0.1495, top1-acc=95.08%, top5-acc=99.89%, remaining_time=0:00:15.401320, arrival_time=2021-04-10 02:06:34.164546, cost_time=0:00:06.794679 2021-04-10 02:06:19,854 INFO : TRAIN, epoch=0116, iter=00070/00196, fetch data time cost=2.20ms, fps=2348 images/s, loss=0.1520, top1-acc=94.98%, top5-acc=99.90%, remaining_time=0:00:14.194152, arrival_time=2021-04-10 02:06:34.048230, cost_time=0:00:07.885666 2021-04-10 02:06:20,951 INFO : TRAIN, epoch=0116, iter=00080/00196, fetch data time cost=2.12ms, fps=2335 images/s, loss=0.1506, top1-acc=95.01%, top5-acc=99.91%, remaining_time=0:00:13.024712, arrival_time=2021-04-10 02:06:33.975688, cost_time=0:00:08.982589 2021-04-10 02:06:22,055 INFO : TRAIN, epoch=0116, iter=00090/00196, fetch data time cost=2.70ms, fps=2320 images/s, loss=0.1502, top1-acc=95.00%, top5-acc=99.91%, remaining_time=0:00:11.879844, arrival_time=2021-04-10 02:06:33.934980, cost_time=0:00:10.086673 2021-04-10 02:06:23,137 INFO : TRAIN, epoch=0116, iter=00100/00196, fetch data time cost=1.41ms, fps=2366 images/s, loss=0.1516, top1-acc=94.89%, top5-acc=99.91%, remaining_time=0:00:10.722528, arrival_time=2021-04-10 02:06:33.860196, cost_time=0:00:11.169277 2021-04-10 02:06:24,225 INFO : TRAIN, epoch=0116, iter=00110/00196, fetch data time cost=1.46ms, fps=2356 images/s, loss=0.1519, top1-acc=94.87%, top5-acc=99.91%, remaining_time=0:00:09.582378, arrival_time=2021-04-10 02:06:33.807352, cost_time=0:00:12.256533 2021-04-10 02:06:25,333 INFO : TRAIN, epoch=0116, iter=00120/00196, fetch data time cost=1.95ms, fps=2311 images/s, loss=0.1548, top1-acc=94.71%, top5-acc=99.91%, remaining_time=0:00:08.464500, arrival_time=2021-04-10 02:06:33.798078, cost_time=0:00:13.364986 2021-04-10 02:06:26,431 INFO : TRAIN, epoch=0116, iter=00130/00196, fetch data time cost=1.51ms, fps=2333 images/s, loss=0.1544, top1-acc=94.71%, top5-acc=99.91%, remaining_time=0:00:07.342962, arrival_time=2021-04-10 02:06:33.774826, cost_time=0:00:14.463428 2021-04-10 02:06:27,543 INFO : TRAIN, epoch=0116, iter=00140/00196, fetch data time cost=1.86ms, fps=2305 images/s, loss=0.1547, top1-acc=94.72%, top5-acc=99.91%, remaining_time=0:00:06.229832, arrival_time=2021-04-10 02:06:33.772988, cost_time=0:00:15.574569 2021-04-10 02:06:28,649 INFO : TRAIN, epoch=0116, iter=00150/00196, fetch data time cost=1.83ms, fps=2315 images/s, loss=0.1540, top1-acc=94.72%, top5-acc=99.91%, remaining_time=0:00:05.115614, arrival_time=2021-04-10 02:06:33.765390, cost_time=0:00:16.681387 2021-04-10 02:06:29,755 INFO : TRAIN, epoch=0116, iter=00160/00196, fetch data time cost=1.67ms, fps=2317 images/s, loss=0.1532, top1-acc=94.73%, top5-acc=99.92%, remaining_time=0:00:04.001976, arrival_time=2021-04-10 02:06:33.757042, cost_time=0:00:17.786630 2021-04-10 02:06:30,855 INFO : TRAIN, epoch=0116, iter=00170/00196, fetch data time cost=2.04ms, fps=2328 images/s, loss=0.1531, top1-acc=94.72%, top5-acc=99.91%, remaining_time=0:00:02.888548, arrival_time=2021-04-10 02:06:33.743758, cost_time=0:00:18.886662 2021-04-10 02:06:31,953 INFO : TRAIN, epoch=0116, iter=00180/00196, fetch data time cost=1.57ms, fps=2332 images/s, loss=0.1523, top1-acc=94.74%, top5-acc=99.92%, remaining_time=0:00:01.776480, arrival_time=2021-04-10 02:06:33.730351, cost_time=0:00:19.985476 2021-04-10 02:06:33,042 INFO : TRAIN, epoch=0116, iter=00190/00196, fetch data time cost=1.59ms, fps=2353 images/s, loss=0.1533, top1-acc=94.71%, top5-acc=99.92%, remaining_time=0:00:00.665496, arrival_time=2021-04-10 02:06:33.708019, cost_time=0:00:21.074107 2021-04-10 02:06:33,637 INFO : TRAIN, epoch=0116, iter=00196/00196, fetch data time cost=1.55ms, fps=2290 images/s, loss=0.1545, top1-acc=94.69%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-10 02:06:33.637018, cost_time=0:00:21.668588 2021-04-10 02:06:33,976 INFO : EVAL, epoch=0116, iter=00010/00040, fetch data time cost=2.93ms, fps=7574 images/s, loss=0.4495, top1-acc=86.48%, top5-acc=99.34%, remaining_time=0:00:01.013910, arrival_time=2021-04-10 02:06:34.990832, cost_time=0:00:00.337970 2021-04-10 02:06:34,246 INFO : EVAL, epoch=0116, iter=00020/00040, fetch data time cost=0.41ms, fps=9532 images/s, loss=0.4188, top1-acc=87.13%, top5-acc=99.45%, remaining_time=0:00:00.607080, arrival_time=2021-04-10 02:06:34.853104, cost_time=0:00:00.607076 2021-04-10 02:06:34,497 INFO : EVAL, epoch=0116, iter=00030/00040, fetch data time cost=1.96ms, fps=10220 images/s, loss=0.4328, top1-acc=87.01%, top5-acc=99.28%, remaining_time=0:00:00.286020, arrival_time=2021-04-10 02:06:34.783015, cost_time=0:00:00.858046 2021-04-10 02:06:34,766 INFO : EVAL, epoch=0116, iter=00040/00040, fetch data time cost=0.14ms, fps=8630 images/s, loss=0.4383, top1-acc=86.62%, top5-acc=99.24%, remaining_time=0:00:00, arrival_time=2021-04-10 02:06:34.766282, cost_time=0:00:01.127342 2021-04-10 02:06:34,835 INFO : Epoch=0116 complete, best val top1-acc=89.43%, top5-acc=99.66% (epoch=114), remaining_time=0:32:06.237012, arrival_time=2021-04-10 02:38:41.072241, cost_time=0:44:20.041562 2021-04-10 02:06:34,836 INFO : Train start, epoch=0117, lr=0.037566 2021-04-10 02:06:36,130 INFO : TRAIN, epoch=0117, iter=00010/00196, fetch data time cost=0.59ms, fps=1978 images/s, loss=0.1325, top1-acc=95.39%, top5-acc=100.00%, remaining_time=0:00:24.066912, arrival_time=2021-04-10 02:07:00.197556, cost_time=0:00:01.293920 2021-04-10 02:06:37,249 INFO : TRAIN, epoch=0117, iter=00020/00196, fetch data time cost=2.36ms, fps=2291 images/s, loss=0.1379, top1-acc=95.02%, top5-acc=99.98%, remaining_time=0:00:21.230352, arrival_time=2021-04-10 02:06:58.479661, cost_time=0:00:02.412534 2021-04-10 02:06:38,342 INFO : TRAIN, epoch=0117, iter=00030/00196, fetch data time cost=1.57ms, fps=2343 images/s, loss=0.1502, top1-acc=94.74%, top5-acc=99.95%, remaining_time=0:00:19.401084, arrival_time=2021-04-10 02:06:57.743948, cost_time=0:00:03.506221 2021-04-10 02:06:39,448 INFO : TRAIN, epoch=0117, iter=00040/00196, fetch data time cost=2.00ms, fps=2316 images/s, loss=0.1476, top1-acc=94.81%, top5-acc=99.96%, remaining_time=0:00:17.987268, arrival_time=2021-04-10 02:06:57.436088, cost_time=0:00:04.612136 2021-04-10 02:06:40,550 INFO : TRAIN, epoch=0117, iter=00050/00196, fetch data time cost=2.11ms, fps=2326 images/s, loss=0.1461, top1-acc=94.90%, top5-acc=99.96%, remaining_time=0:00:16.683712, arrival_time=2021-04-10 02:06:57.233976, cost_time=0:00:05.713593 2021-04-10 02:06:41,643 INFO : TRAIN, epoch=0117, iter=00060/00196, fetch data time cost=1.67ms, fps=2344 images/s, loss=0.1446, top1-acc=94.99%, top5-acc=99.96%, remaining_time=0:00:15.428384, arrival_time=2021-04-10 02:06:57.071670, cost_time=0:00:06.806638 2021-04-10 02:06:42,741 INFO : TRAIN, epoch=0117, iter=00070/00196, fetch data time cost=1.96ms, fps=2332 images/s, loss=0.1468, top1-acc=94.93%, top5-acc=99.97%, remaining_time=0:00:14.228802, arrival_time=2021-04-10 02:06:56.970452, cost_time=0:00:07.904871 2021-04-10 02:06:43,836 INFO : TRAIN, epoch=0117, iter=00080/00196, fetch data time cost=1.47ms, fps=2340 images/s, loss=0.1488, top1-acc=94.92%, top5-acc=99.96%, remaining_time=0:00:13.049536, arrival_time=2021-04-10 02:06:56.885936, cost_time=0:00:08.999659 2021-04-10 02:06:44,930 INFO : TRAIN, epoch=0117, iter=00090/00196, fetch data time cost=2.37ms, fps=2342 images/s, loss=0.1511, top1-acc=94.82%, top5-acc=99.96%, remaining_time=0:00:11.887900, arrival_time=2021-04-10 02:06:56.818020, cost_time=0:00:10.093476 2021-04-10 02:06:46,030 INFO : TRAIN, epoch=0117, iter=00100/00196, fetch data time cost=1.58ms, fps=2329 images/s, loss=0.1519, top1-acc=94.79%, top5-acc=99.95%, remaining_time=0:00:10.745760, arrival_time=2021-04-10 02:06:56.775810, cost_time=0:00:11.193476 2021-04-10 02:06:47,116 INFO : TRAIN, epoch=0117, iter=00110/00196, fetch data time cost=2.02ms, fps=2358 images/s, loss=0.1529, top1-acc=94.73%, top5-acc=99.95%, remaining_time=0:00:09.600524, arrival_time=2021-04-10 02:06:56.716885, cost_time=0:00:12.279766 2021-04-10 02:06:48,206 INFO : TRAIN, epoch=0117, iter=00120/00196, fetch data time cost=1.50ms, fps=2349 images/s, loss=0.1541, top1-acc=94.70%, top5-acc=99.95%, remaining_time=0:00:08.467692, arrival_time=2021-04-10 02:06:56.674280, cost_time=0:00:13.369991 2021-04-10 02:06:49,302 INFO : TRAIN, epoch=0117, iter=00130/00196, fetch data time cost=1.50ms, fps=2337 images/s, loss=0.1549, top1-acc=94.65%, top5-acc=99.95%, remaining_time=0:00:07.344150, arrival_time=2021-04-10 02:06:56.646450, cost_time=0:00:14.465722 2021-04-10 02:06:50,404 INFO : TRAIN, epoch=0117, iter=00140/00196, fetch data time cost=2.62ms, fps=2324 images/s, loss=0.1541, top1-acc=94.68%, top5-acc=99.96%, remaining_time=0:00:06.227088, arrival_time=2021-04-10 02:06:56.631504, cost_time=0:00:15.567701 2021-04-10 02:06:51,527 INFO : TRAIN, epoch=0117, iter=00150/00196, fetch data time cost=2.03ms, fps=2282 images/s, loss=0.1542, top1-acc=94.68%, top5-acc=99.96%, remaining_time=0:00:05.118420, arrival_time=2021-04-10 02:06:56.645566, cost_time=0:00:16.690505 2021-04-10 02:06:52,639 INFO : TRAIN, epoch=0117, iter=00160/00196, fetch data time cost=2.41ms, fps=2303 images/s, loss=0.1543, top1-acc=94.70%, top5-acc=99.96%, remaining_time=0:00:04.005648, arrival_time=2021-04-10 02:06:56.645345, cost_time=0:00:17.802955 2021-04-10 02:06:53,737 INFO : TRAIN, epoch=0117, iter=00170/00196, fetch data time cost=2.10ms, fps=2334 images/s, loss=0.1535, top1-acc=94.72%, top5-acc=99.95%, remaining_time=0:00:02.890732, arrival_time=2021-04-10 02:06:56.628273, cost_time=0:00:18.900903 2021-04-10 02:06:54,838 INFO : TRAIN, epoch=0117, iter=00180/00196, fetch data time cost=1.67ms, fps=2328 images/s, loss=0.1530, top1-acc=94.74%, top5-acc=99.94%, remaining_time=0:00:01.777904, arrival_time=2021-04-10 02:06:56.615983, cost_time=0:00:20.001391 2021-04-10 02:06:55,932 INFO : TRAIN, epoch=0117, iter=00190/00196, fetch data time cost=1.54ms, fps=2341 images/s, loss=0.1527, top1-acc=94.75%, top5-acc=99.94%, remaining_time=0:00:00.666174, arrival_time=2021-04-10 02:06:56.598408, cost_time=0:00:21.095602 2021-04-10 02:06:56,536 INFO : TRAIN, epoch=0117, iter=00196/00196, fetch data time cost=1.72ms, fps=2253 images/s, loss=0.1526, top1-acc=94.75%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-10 02:06:56.536531, cost_time=0:00:21.699865 2021-04-10 02:06:56,903 INFO : EVAL, epoch=0117, iter=00010/00040, fetch data time cost=4.11ms, fps=7015 images/s, loss=0.3934, top1-acc=88.01%, top5-acc=99.73%, remaining_time=0:00:01.094670, arrival_time=2021-04-10 02:06:57.998181, cost_time=0:00:00.364892 2021-04-10 02:06:57,152 INFO : EVAL, epoch=0117, iter=00020/00040, fetch data time cost=0.43ms, fps=10322 images/s, loss=0.3714, top1-acc=88.55%, top5-acc=99.75%, remaining_time=0:00:00.613440, arrival_time=2021-04-10 02:06:57.765471, cost_time=0:00:00.613432 2021-04-10 02:06:57,430 INFO : EVAL, epoch=0117, iter=00030/00040, fetch data time cost=12.68ms, fps=9237 images/s, loss=0.3646, top1-acc=88.63%, top5-acc=99.70%, remaining_time=0:00:00.297010, arrival_time=2021-04-10 02:06:57.726932, cost_time=0:00:00.891016 2021-04-10 02:06:57,661 INFO : EVAL, epoch=0117, iter=00040/00040, fetch data time cost=0.11ms, fps=10043 images/s, loss=0.3618, top1-acc=88.53%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-10 02:06:57.661743, cost_time=0:00:01.123147 2021-04-10 02:06:57,731 INFO : Epoch=0117 complete, best val top1-acc=89.43%, top5-acc=99.66% (epoch=114), remaining_time=0:31:43.280802, arrival_time=2021-04-10 02:38:41.012470, cost_time=0:44:42.937992 2021-04-10 02:06:57,732 INFO : Train start, epoch=0118, lr=0.036806 2021-04-10 02:06:59,042 INFO : TRAIN, epoch=0118, iter=00010/00196, fetch data time cost=0.58ms, fps=1955 images/s, loss=0.1501, top1-acc=94.96%, top5-acc=100.00%, remaining_time=0:00:24.349632, arrival_time=2021-04-10 02:07:23.392011, cost_time=0:00:01.309123 2021-04-10 02:07:00,146 INFO : TRAIN, epoch=0118, iter=00020/00196, fetch data time cost=3.12ms, fps=2320 images/s, loss=0.1395, top1-acc=95.21%, top5-acc=99.96%, remaining_time=0:00:21.237568, arrival_time=2021-04-10 02:07:21.384152, cost_time=0:00:02.413367 2021-04-10 02:07:01,244 INFO : TRAIN, epoch=0118, iter=00030/00196, fetch data time cost=2.21ms, fps=2333 images/s, loss=0.1335, top1-acc=95.43%, top5-acc=99.96%, remaining_time=0:00:19.431130, arrival_time=2021-04-10 02:07:20.675919, cost_time=0:00:03.511655 2021-04-10 02:07:02,352 INFO : TRAIN, epoch=0118, iter=00040/00196, fetch data time cost=2.15ms, fps=2313 images/s, loss=0.1352, top1-acc=95.45%, top5-acc=99.95%, remaining_time=0:00:18.014724, arrival_time=2021-04-10 02:07:20.367070, cost_time=0:00:04.619169 2021-04-10 02:07:03,464 INFO : TRAIN, epoch=0118, iter=00050/00196, fetch data time cost=2.17ms, fps=2304 images/s, loss=0.1376, top1-acc=95.41%, top5-acc=99.92%, remaining_time=0:00:16.734520, arrival_time=2021-04-10 02:07:20.198852, cost_time=0:00:05.731012 2021-04-10 02:07:04,567 INFO : TRAIN, epoch=0118, iter=00060/00196, fetch data time cost=2.34ms, fps=2324 images/s, loss=0.1409, top1-acc=95.30%, top5-acc=99.93%, remaining_time=0:00:15.489856, arrival_time=2021-04-10 02:07:20.056781, cost_time=0:00:06.833763 2021-04-10 02:07:05,670 INFO : TRAIN, epoch=0118, iter=00070/00196, fetch data time cost=2.21ms, fps=2322 images/s, loss=0.1421, top1-acc=95.29%, top5-acc=99.94%, remaining_time=0:00:14.286510, arrival_time=2021-04-10 02:07:19.956778, cost_time=0:00:07.936961 2021-04-10 02:07:06,766 INFO : TRAIN, epoch=0118, iter=00080/00196, fetch data time cost=2.08ms, fps=2336 images/s, loss=0.1439, top1-acc=95.22%, top5-acc=99.94%, remaining_time=0:00:13.098952, arrival_time=2021-04-10 02:07:19.865860, cost_time=0:00:09.033760 2021-04-10 02:07:07,907 INFO : TRAIN, epoch=0118, iter=00090/00196, fetch data time cost=2.07ms, fps=2245 images/s, loss=0.1464, top1-acc=95.09%, top5-acc=99.94%, remaining_time=0:00:11.983406, arrival_time=2021-04-10 02:07:19.891258, cost_time=0:00:10.174626 2021-04-10 02:07:09,008 INFO : TRAIN, epoch=0118, iter=00100/00196, fetch data time cost=1.81ms, fps=2329 images/s, loss=0.1469, top1-acc=95.06%, top5-acc=99.95%, remaining_time=0:00:10.823808, arrival_time=2021-04-10 02:07:19.831736, cost_time=0:00:11.274762 2021-04-10 02:07:10,113 INFO : TRAIN, epoch=0118, iter=00110/00196, fetch data time cost=1.84ms, fps=2318 images/s, loss=0.1476, top1-acc=95.04%, top5-acc=99.94%, remaining_time=0:00:09.678956, arrival_time=2021-04-10 02:07:19.792334, cost_time=0:00:12.380078 2021-04-10 02:07:11,218 INFO : TRAIN, epoch=0118, iter=00120/00196, fetch data time cost=1.52ms, fps=2320 images/s, loss=0.1481, top1-acc=95.02%, top5-acc=99.94%, remaining_time=0:00:08.540348, arrival_time=2021-04-10 02:07:19.758420, cost_time=0:00:13.484755 2021-04-10 02:07:12,311 INFO : TRAIN, epoch=0118, iter=00130/00196, fetch data time cost=1.73ms, fps=2343 images/s, loss=0.1500, top1-acc=94.95%, top5-acc=99.95%, remaining_time=0:00:07.401372, arrival_time=2021-04-10 02:07:19.713053, cost_time=0:00:14.578523 2021-04-10 02:07:13,433 INFO : TRAIN, epoch=0118, iter=00140/00196, fetch data time cost=1.99ms, fps=2284 images/s, loss=0.1498, top1-acc=94.96%, top5-acc=99.94%, remaining_time=0:00:06.280120, arrival_time=2021-04-10 02:07:19.713642, cost_time=0:00:15.700330 2021-04-10 02:07:14,522 INFO : TRAIN, epoch=0118, iter=00150/00196, fetch data time cost=1.83ms, fps=2353 images/s, loss=0.1490, top1-acc=94.97%, top5-acc=99.95%, remaining_time=0:00:05.148688, arrival_time=2021-04-10 02:07:19.671045, cost_time=0:00:16.789222 2021-04-10 02:07:15,622 INFO : TRAIN, epoch=0118, iter=00160/00196, fetch data time cost=2.69ms, fps=2328 images/s, loss=0.1485, top1-acc=94.96%, top5-acc=99.95%, remaining_time=0:00:04.025160, arrival_time=2021-04-10 02:07:19.647857, cost_time=0:00:17.889521 2021-04-10 02:07:16,714 INFO : TRAIN, epoch=0118, iter=00170/00196, fetch data time cost=1.49ms, fps=2346 images/s, loss=0.1493, top1-acc=94.94%, top5-acc=99.95%, remaining_time=0:00:02.903056, arrival_time=2021-04-10 02:07:19.617636, cost_time=0:00:18.981483 2021-04-10 02:07:17,814 INFO : TRAIN, epoch=0118, iter=00180/00196, fetch data time cost=1.86ms, fps=2329 images/s, loss=0.1498, top1-acc=94.92%, top5-acc=99.95%, remaining_time=0:00:01.785008, arrival_time=2021-04-10 02:07:19.599640, cost_time=0:00:20.081382 2021-04-10 02:07:18,915 INFO : TRAIN, epoch=0118, iter=00190/00196, fetch data time cost=1.99ms, fps=2328 images/s, loss=0.1498, top1-acc=94.91%, top5-acc=99.95%, remaining_time=0:00:00.668904, arrival_time=2021-04-10 02:07:19.584298, cost_time=0:00:21.181972 2021-04-10 02:07:19,511 INFO : TRAIN, epoch=0118, iter=00196/00196, fetch data time cost=1.41ms, fps=2286 images/s, loss=0.1501, top1-acc=94.91%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-10 02:07:19.511400, cost_time=0:00:21.778310 2021-04-10 02:07:19,868 INFO : EVAL, epoch=0118, iter=00010/00040, fetch data time cost=0.43ms, fps=7198 images/s, loss=0.3789, top1-acc=88.91%, top5-acc=99.69%, remaining_time=0:00:01.066950, arrival_time=2021-04-10 02:07:20.935542, cost_time=0:00:00.355647 2021-04-10 02:07:20,154 INFO : EVAL, epoch=0118, iter=00020/00040, fetch data time cost=0.25ms, fps=8979 images/s, loss=0.3799, top1-acc=88.65%, top5-acc=99.57%, remaining_time=0:00:00.641320, arrival_time=2021-04-10 02:07:20.795565, cost_time=0:00:00.641327 2021-04-10 02:07:20,421 INFO : EVAL, epoch=0118, iter=00030/00040, fetch data time cost=1.81ms, fps=9614 images/s, loss=0.3891, top1-acc=88.44%, top5-acc=99.58%, remaining_time=0:00:00.302690, arrival_time=2021-04-10 02:07:20.723666, cost_time=0:00:00.908077 2021-04-10 02:07:20,656 INFO : EVAL, epoch=0118, iter=00040/00040, fetch data time cost=0.11ms, fps=9870 images/s, loss=0.3894, top1-acc=88.26%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-10 02:07:20.656518, cost_time=0:00:01.143593 2021-04-10 02:07:20,728 INFO : Epoch=0118 complete, best val top1-acc=89.43%, top5-acc=99.66% (epoch=114), remaining_time=0:31:20.395218, arrival_time=2021-04-10 02:38:41.123471, cost_time=0:45:05.934582 2021-04-10 02:07:20,729 INFO : Train start, epoch=0119, lr=0.036050 2021-04-10 02:07:22,008 INFO : TRAIN, epoch=0119, iter=00010/00196, fetch data time cost=1.92ms, fps=2002 images/s, loss=0.1733, top1-acc=93.55%, top5-acc=100.00%, remaining_time=0:00:23.780286, arrival_time=2021-04-10 02:07:45.788625, cost_time=0:00:01.278513 2021-04-10 02:07:23,118 INFO : TRAIN, epoch=0119, iter=00020/00196, fetch data time cost=1.56ms, fps=2309 images/s, loss=0.1673, top1-acc=93.93%, top5-acc=99.98%, remaining_time=0:00:21.017920, arrival_time=2021-04-10 02:07:44.136126, cost_time=0:00:02.388395 2021-04-10 02:07:24,213 INFO : TRAIN, epoch=0119, iter=00030/00196, fetch data time cost=1.46ms, fps=2338 images/s, loss=0.1553, top1-acc=94.41%, top5-acc=99.95%, remaining_time=0:00:19.278742, arrival_time=2021-04-10 02:07:43.492514, cost_time=0:00:03.484111 2021-04-10 02:07:25,308 INFO : TRAIN, epoch=0119, iter=00040/00196, fetch data time cost=2.26ms, fps=2340 images/s, loss=0.1546, top1-acc=94.40%, top5-acc=99.95%, remaining_time=0:00:17.856696, arrival_time=2021-04-10 02:07:43.165115, cost_time=0:00:04.578624 2021-04-10 02:07:26,405 INFO : TRAIN, epoch=0119, iter=00050/00196, fetch data time cost=2.03ms, fps=2335 images/s, loss=0.1548, top1-acc=94.37%, top5-acc=99.95%, remaining_time=0:00:16.573190, arrival_time=2021-04-10 02:07:42.978594, cost_time=0:00:05.675732 2021-04-10 02:07:27,499 INFO : TRAIN, epoch=0119, iter=00060/00196, fetch data time cost=2.02ms, fps=2341 images/s, loss=0.1535, top1-acc=94.51%, top5-acc=99.95%, remaining_time=0:00:15.344880, arrival_time=2021-04-10 02:07:42.844387, cost_time=0:00:06.769799 2021-04-10 02:07:28,613 INFO : TRAIN, epoch=0119, iter=00070/00196, fetch data time cost=2.22ms, fps=2300 images/s, loss=0.1498, top1-acc=94.69%, top5-acc=99.94%, remaining_time=0:00:14.190498, arrival_time=2021-04-10 02:07:42.803854, cost_time=0:00:07.883635 2021-04-10 02:07:29,708 INFO : TRAIN, epoch=0119, iter=00080/00196, fetch data time cost=2.36ms, fps=2339 images/s, loss=0.1500, top1-acc=94.64%, top5-acc=99.95%, remaining_time=0:00:13.019608, arrival_time=2021-04-10 02:07:42.728395, cost_time=0:00:08.979004 2021-04-10 02:07:30,804 INFO : TRAIN, epoch=0119, iter=00090/00196, fetch data time cost=1.99ms, fps=2338 images/s, loss=0.1494, top1-acc=94.74%, top5-acc=99.94%, remaining_time=0:00:11.865640, arrival_time=2021-04-10 02:07:42.669904, cost_time=0:00:10.074612 2021-04-10 02:07:31,904 INFO : TRAIN, epoch=0119, iter=00100/00196, fetch data time cost=2.06ms, fps=2328 images/s, loss=0.1482, top1-acc=94.79%, top5-acc=99.95%, remaining_time=0:00:10.727616, arrival_time=2021-04-10 02:07:42.632029, cost_time=0:00:11.174641 2021-04-10 02:07:32,995 INFO : TRAIN, epoch=0119, iter=00110/00196, fetch data time cost=2.15ms, fps=2349 images/s, loss=0.1467, top1-acc=94.88%, top5-acc=99.94%, remaining_time=0:00:09.589172, arrival_time=2021-04-10 02:07:42.584112, cost_time=0:00:12.265224 2021-04-10 02:07:34,101 INFO : TRAIN, epoch=0119, iter=00120/00196, fetch data time cost=1.92ms, fps=2314 images/s, loss=0.1458, top1-acc=94.91%, top5-acc=99.95%, remaining_time=0:00:08.469060, arrival_time=2021-04-10 02:07:42.570871, cost_time=0:00:13.372155 2021-04-10 02:07:35,216 INFO : TRAIN, epoch=0119, iter=00130/00196, fetch data time cost=2.24ms, fps=2298 images/s, loss=0.1460, top1-acc=94.86%, top5-acc=99.93%, remaining_time=0:00:07.354776, arrival_time=2021-04-10 02:07:42.571213, cost_time=0:00:14.486691 2021-04-10 02:07:36,309 INFO : TRAIN, epoch=0119, iter=00140/00196, fetch data time cost=1.51ms, fps=2343 images/s, loss=0.1467, top1-acc=94.85%, top5-acc=99.94%, remaining_time=0:00:06.232072, arrival_time=2021-04-10 02:07:42.541956, cost_time=0:00:15.580155 2021-04-10 02:07:37,407 INFO : TRAIN, epoch=0119, iter=00150/00196, fetch data time cost=1.88ms, fps=2335 images/s, loss=0.1476, top1-acc=94.83%, top5-acc=99.93%, remaining_time=0:00:05.114372, arrival_time=2021-04-10 02:07:42.521454, cost_time=0:00:16.677250 2021-04-10 02:07:38,531 INFO : TRAIN, epoch=0119, iter=00160/00196, fetch data time cost=1.66ms, fps=2278 images/s, loss=0.1472, top1-acc=94.86%, top5-acc=99.93%, remaining_time=0:00:04.005504, arrival_time=2021-04-10 02:07:42.537414, cost_time=0:00:17.802235 2021-04-10 02:07:39,631 INFO : TRAIN, epoch=0119, iter=00170/00196, fetch data time cost=1.67ms, fps=2331 images/s, loss=0.1476, top1-acc=94.84%, top5-acc=99.94%, remaining_time=0:00:02.890784, arrival_time=2021-04-10 02:07:42.521764, cost_time=0:00:18.901223 2021-04-10 02:07:40,727 INFO : TRAIN, epoch=0119, iter=00180/00196, fetch data time cost=1.95ms, fps=2337 images/s, loss=0.1478, top1-acc=94.87%, top5-acc=99.94%, remaining_time=0:00:01.777552, arrival_time=2021-04-10 02:07:42.504737, cost_time=0:00:19.997529 2021-04-10 02:07:41,824 INFO : TRAIN, epoch=0119, iter=00190/00196, fetch data time cost=1.37ms, fps=2334 images/s, loss=0.1470, top1-acc=94.90%, top5-acc=99.94%, remaining_time=0:00:00.666156, arrival_time=2021-04-10 02:07:42.490671, cost_time=0:00:21.094857 2021-04-10 02:07:42,429 INFO : TRAIN, epoch=0119, iter=00196/00196, fetch data time cost=0.12ms, fps=2250 images/s, loss=0.1471, top1-acc=94.91%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-10 02:07:42.429588, cost_time=0:00:21.699768 2021-04-10 02:07:42,802 INFO : EVAL, epoch=0119, iter=00010/00040, fetch data time cost=2.54ms, fps=6898 images/s, loss=0.4363, top1-acc=87.07%, top5-acc=99.53%, remaining_time=0:00:01.113300, arrival_time=2021-04-10 02:07:43.916183, cost_time=0:00:00.371098 2021-04-10 02:07:43,052 INFO : EVAL, epoch=0119, iter=00020/00040, fetch data time cost=2.27ms, fps=10282 images/s, loss=0.4237, top1-acc=87.21%, top5-acc=99.53%, remaining_time=0:00:00.620640, arrival_time=2021-04-10 02:07:43.673065, cost_time=0:00:00.620645 2021-04-10 02:07:43,359 INFO : EVAL, epoch=0119, iter=00030/00040, fetch data time cost=7.27ms, fps=8353 images/s, loss=0.4274, top1-acc=87.17%, top5-acc=99.57%, remaining_time=0:00:00.309220, arrival_time=2021-04-10 02:07:43.668652, cost_time=0:00:00.927673 2021-04-10 02:07:43,584 INFO : EVAL, epoch=0119, iter=00040/00040, fetch data time cost=0.09ms, fps=10330 images/s, loss=0.4245, top1-acc=87.03%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-10 02:07:43.584727, cost_time=0:00:01.153023 2021-04-10 02:07:43,661 INFO : Epoch=0119 complete, best val top1-acc=89.43%, top5-acc=99.66% (epoch=114), remaining_time=0:30:57.464784, arrival_time=2021-04-10 02:38:41.126467, cost_time=0:45:28.868016 2021-04-10 02:07:43,662 INFO : Train start, epoch=0120, lr=0.035298 2021-04-10 02:07:44,969 INFO : TRAIN, epoch=0120, iter=00010/00196, fetch data time cost=2.14ms, fps=1960 images/s, loss=0.1432, top1-acc=95.00%, top5-acc=99.96%, remaining_time=0:00:24.287880, arrival_time=2021-04-10 02:08:09.256855, cost_time=0:00:01.305802 2021-04-10 02:07:46,060 INFO : TRAIN, epoch=0120, iter=00020/00196, fetch data time cost=2.04ms, fps=2347 images/s, loss=0.1349, top1-acc=95.45%, top5-acc=99.98%, remaining_time=0:00:21.096416, arrival_time=2021-04-10 02:08:07.156801, cost_time=0:00:02.397326 2021-04-10 02:07:47,150 INFO : TRAIN, epoch=0120, iter=00030/00196, fetch data time cost=1.78ms, fps=2351 images/s, loss=0.1376, top1-acc=95.34%, top5-acc=99.95%, remaining_time=0:00:19.293848, arrival_time=2021-04-10 02:08:06.443816, cost_time=0:00:03.486853 2021-04-10 02:07:48,271 INFO : TRAIN, epoch=0120, iter=00040/00196, fetch data time cost=2.27ms, fps=2284 images/s, loss=0.1446, top1-acc=95.07%, top5-acc=99.93%, remaining_time=0:00:17.972916, arrival_time=2021-04-10 02:08:06.244586, cost_time=0:00:04.608431 2021-04-10 02:07:49,373 INFO : TRAIN, epoch=0120, iter=00050/00196, fetch data time cost=3.12ms, fps=2326 images/s, loss=0.1436, top1-acc=95.10%, top5-acc=99.93%, remaining_time=0:00:16.673492, arrival_time=2021-04-10 02:08:06.046732, cost_time=0:00:05.710087 2021-04-10 02:07:50,468 INFO : TRAIN, epoch=0120, iter=00060/00196, fetch data time cost=1.99ms, fps=2340 images/s, loss=0.1433, top1-acc=95.09%, top5-acc=99.93%, remaining_time=0:00:15.424440, arrival_time=2021-04-10 02:08:05.892423, cost_time=0:00:06.804897 2021-04-10 02:07:51,561 INFO : TRAIN, epoch=0120, iter=00070/00196, fetch data time cost=1.57ms, fps=2342 images/s, loss=0.1422, top1-acc=95.11%, top5-acc=99.93%, remaining_time=0:00:14.217210, arrival_time=2021-04-10 02:08:05.778746, cost_time=0:00:07.898470 2021-04-10 02:07:52,688 INFO : TRAIN, epoch=0120, iter=00080/00196, fetch data time cost=2.58ms, fps=2306 images/s, loss=0.1439, top1-acc=95.02%, top5-acc=99.93%, remaining_time=0:00:13.063456, arrival_time=2021-04-10 02:08:05.752293, cost_time=0:00:09.009295 2021-04-10 02:07:53,805 INFO : TRAIN, epoch=0120, iter=00090/00196, fetch data time cost=2.13ms, fps=2294 images/s, loss=0.1462, top1-acc=94.93%, top5-acc=99.94%, remaining_time=0:00:11.945882, arrival_time=2021-04-10 02:08:05.751735, cost_time=0:00:10.142737 2021-04-10 02:07:54,907 INFO : TRAIN, epoch=0120, iter=00100/00196, fetch data time cost=1.74ms, fps=2325 images/s, loss=0.1471, top1-acc=94.95%, top5-acc=99.94%, remaining_time=0:00:10.794720, arrival_time=2021-04-10 02:08:05.702427, cost_time=0:00:11.244479 2021-04-10 02:07:56,006 INFO : TRAIN, epoch=0120, iter=00110/00196, fetch data time cost=1.56ms, fps=2332 images/s, loss=0.1458, top1-acc=95.04%, top5-acc=99.94%, remaining_time=0:00:09.649974, arrival_time=2021-04-10 02:08:05.656308, cost_time=0:00:12.343041 2021-04-10 02:07:57,094 INFO : TRAIN, epoch=0120, iter=00120/00196, fetch data time cost=1.49ms, fps=2354 images/s, loss=0.1447, top1-acc=95.02%, top5-acc=99.94%, remaining_time=0:00:08.506680, arrival_time=2021-04-10 02:08:05.601350, cost_time=0:00:13.431601 2021-04-10 02:07:58,202 INFO : TRAIN, epoch=0120, iter=00130/00196, fetch data time cost=2.27ms, fps=2312 images/s, loss=0.1446, top1-acc=95.02%, top5-acc=99.94%, remaining_time=0:00:07.381506, arrival_time=2021-04-10 02:08:05.584044, cost_time=0:00:14.539328 2021-04-10 02:07:59,311 INFO : TRAIN, epoch=0120, iter=00140/00196, fetch data time cost=2.24ms, fps=2311 images/s, loss=0.1445, top1-acc=95.02%, top5-acc=99.94%, remaining_time=0:00:06.259176, arrival_time=2021-04-10 02:08:05.570222, cost_time=0:00:15.647912 2021-04-10 02:08:00,413 INFO : TRAIN, epoch=0120, iter=00150/00196, fetch data time cost=1.95ms, fps=2325 images/s, loss=0.1446, top1-acc=95.02%, top5-acc=99.95%, remaining_time=0:00:05.136636, arrival_time=2021-04-10 02:08:05.549679, cost_time=0:00:16.749937 2021-04-10 02:08:01,504 INFO : TRAIN, epoch=0120, iter=00160/00196, fetch data time cost=1.90ms, fps=2348 images/s, loss=0.1445, top1-acc=95.01%, top5-acc=99.95%, remaining_time=0:00:04.014216, arrival_time=2021-04-10 02:08:05.518240, cost_time=0:00:17.840899 2021-04-10 02:08:02,603 INFO : TRAIN, epoch=0120, iter=00170/00196, fetch data time cost=1.62ms, fps=2329 images/s, loss=0.1437, top1-acc=95.04%, top5-acc=99.94%, remaining_time=0:00:02.896816, arrival_time=2021-04-10 02:08:05.500638, cost_time=0:00:18.940661 2021-04-10 02:08:03,698 INFO : TRAIN, epoch=0120, iter=00180/00196, fetch data time cost=1.54ms, fps=2340 images/s, loss=0.1431, top1-acc=95.06%, top5-acc=99.95%, remaining_time=0:00:01.780928, arrival_time=2021-04-10 02:08:05.479571, cost_time=0:00:20.035479 2021-04-10 02:08:04,792 INFO : TRAIN, epoch=0120, iter=00190/00196, fetch data time cost=1.51ms, fps=2341 images/s, loss=0.1439, top1-acc=95.01%, top5-acc=99.95%, remaining_time=0:00:00.667254, arrival_time=2021-04-10 02:08:05.460050, cost_time=0:00:21.129725 2021-04-10 02:08:05,378 INFO : TRAIN, epoch=0120, iter=00196/00196, fetch data time cost=1.66ms, fps=2326 images/s, loss=0.1441, top1-acc=95.01%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-10 02:08:05.378021, cost_time=0:00:21.714918 2021-04-10 02:08:05,743 INFO : EVAL, epoch=0120, iter=00010/00040, fetch data time cost=0.51ms, fps=7039 images/s, loss=0.3596, top1-acc=89.41%, top5-acc=99.65%, remaining_time=0:00:01.090920, arrival_time=2021-04-10 02:08:06.834220, cost_time=0:00:00.363645 2021-04-10 02:08:06,002 INFO : EVAL, epoch=0120, iter=00020/00040, fetch data time cost=0.44ms, fps=9888 images/s, loss=0.3777, top1-acc=88.85%, top5-acc=99.67%, remaining_time=0:00:00.623360, arrival_time=2021-04-10 02:08:06.626265, cost_time=0:00:00.623350 2021-04-10 02:08:06,258 INFO : EVAL, epoch=0120, iter=00030/00040, fetch data time cost=0.30ms, fps=10026 images/s, loss=0.3944, top1-acc=88.36%, top5-acc=99.60%, remaining_time=0:00:00.293090, arrival_time=2021-04-10 02:08:06.551874, cost_time=0:00:00.879256 2021-04-10 02:08:06,477 INFO : EVAL, epoch=0120, iter=00040/00040, fetch data time cost=0.08ms, fps=10617 images/s, loss=0.3855, top1-acc=88.53%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-10 02:08:06.477791, cost_time=0:00:01.098282 2021-04-10 02:08:06,528 INFO : Epoch=0120 complete, best val top1-acc=89.43%, top5-acc=99.66% (epoch=114), remaining_time=0:30:34.489920, arrival_time=2021-04-10 02:38:41.018441, cost_time=0:45:51.734851 2021-04-10 02:08:06,529 INFO : Train start, epoch=0121, lr=0.034549 2021-04-10 02:08:07,938 INFO : TRAIN, epoch=0121, iter=00010/00196, fetch data time cost=6.97ms, fps=1818 images/s, loss=0.1474, top1-acc=94.84%, top5-acc=100.00%, remaining_time=0:00:26.197356, arrival_time=2021-04-10 02:08:34.135706, cost_time=0:00:01.408458 2021-04-10 02:08:09,039 INFO : TRAIN, epoch=0121, iter=00020/00196, fetch data time cost=1.66ms, fps=2325 images/s, loss=0.1429, top1-acc=95.08%, top5-acc=99.94%, remaining_time=0:00:22.087648, arrival_time=2021-04-10 02:08:31.127510, cost_time=0:00:02.509969 2021-04-10 02:08:10,138 INFO : TRAIN, epoch=0121, iter=00030/00196, fetch data time cost=2.35ms, fps=2332 images/s, loss=0.1363, top1-acc=95.23%, top5-acc=99.95%, remaining_time=0:00:19.966812, arrival_time=2021-04-10 02:08:30.105178, cost_time=0:00:03.608470 2021-04-10 02:08:11,249 INFO : TRAIN, epoch=0121, iter=00040/00196, fetch data time cost=1.83ms, fps=2307 images/s, loss=0.1338, top1-acc=95.44%, top5-acc=99.95%, remaining_time=0:00:18.404100, arrival_time=2021-04-10 02:08:29.653079, cost_time=0:00:04.718985 2021-04-10 02:08:12,359 INFO : TRAIN, epoch=0121, iter=00050/00196, fetch data time cost=2.02ms, fps=2308 images/s, loss=0.1325, top1-acc=95.40%, top5-acc=99.95%, remaining_time=0:00:17.020242, arrival_time=2021-04-10 02:08:29.379229, cost_time=0:00:05.828846 2021-04-10 02:08:13,457 INFO : TRAIN, epoch=0121, iter=00060/00196, fetch data time cost=2.69ms, fps=2333 images/s, loss=0.1334, top1-acc=95.41%, top5-acc=99.95%, remaining_time=0:00:15.702288, arrival_time=2021-04-10 02:08:29.159625, cost_time=0:00:06.927484 2021-04-10 02:08:14,551 INFO : TRAIN, epoch=0121, iter=00070/00196, fetch data time cost=1.56ms, fps=2341 images/s, loss=0.1320, top1-acc=95.45%, top5-acc=99.96%, remaining_time=0:00:14.438592, arrival_time=2021-04-10 02:08:28.989986, cost_time=0:00:08.021469 2021-04-10 02:08:15,643 INFO : TRAIN, epoch=0121, iter=00080/00196, fetch data time cost=1.65ms, fps=2346 images/s, loss=0.1348, top1-acc=95.38%, top5-acc=99.96%, remaining_time=0:00:13.214720, arrival_time=2021-04-10 02:08:28.858161, cost_time=0:00:09.113611 2021-04-10 02:08:16,750 INFO : TRAIN, epoch=0121, iter=00090/00196, fetch data time cost=1.98ms, fps=2313 images/s, loss=0.1347, top1-acc=95.39%, top5-acc=99.96%, remaining_time=0:00:12.037784, arrival_time=2021-04-10 02:08:28.788588, cost_time=0:00:10.220785 2021-04-10 02:08:17,845 INFO : TRAIN, epoch=0121, iter=00100/00196, fetch data time cost=1.86ms, fps=2341 images/s, loss=0.1345, top1-acc=95.39%, top5-acc=99.96%, remaining_time=0:00:10.862880, arrival_time=2021-04-10 02:08:28.708287, cost_time=0:00:11.315519 2021-04-10 02:08:18,940 INFO : TRAIN, epoch=0121, iter=00110/00196, fetch data time cost=2.45ms, fps=2340 images/s, loss=0.1334, top1-acc=95.44%, top5-acc=99.96%, remaining_time=0:00:09.702606, arrival_time=2021-04-10 02:08:28.642910, cost_time=0:00:12.410297 2021-04-10 02:08:20,038 INFO : TRAIN, epoch=0121, iter=00120/00196, fetch data time cost=2.25ms, fps=2334 images/s, loss=0.1334, top1-acc=95.43%, top5-acc=99.96%, remaining_time=0:00:08.555168, arrival_time=2021-04-10 02:08:28.593164, cost_time=0:00:13.508155 2021-04-10 02:08:21,127 INFO : TRAIN, epoch=0121, iter=00130/00196, fetch data time cost=1.48ms, fps=2351 images/s, loss=0.1338, top1-acc=95.45%, top5-acc=99.95%, remaining_time=0:00:07.410942, arrival_time=2021-04-10 02:08:28.538081, cost_time=0:00:14.597294 2021-04-10 02:08:22,221 INFO : TRAIN, epoch=0121, iter=00140/00196, fetch data time cost=2.45ms, fps=2342 images/s, loss=0.1336, top1-acc=95.46%, top5-acc=99.94%, remaining_time=0:00:06.276368, arrival_time=2021-04-10 02:08:28.497319, cost_time=0:00:15.690929 2021-04-10 02:08:23,339 INFO : TRAIN, epoch=0121, iter=00150/00196, fetch data time cost=2.24ms, fps=2290 images/s, loss=0.1342, top1-acc=95.44%, top5-acc=99.95%, remaining_time=0:00:05.155082, arrival_time=2021-04-10 02:08:28.494923, cost_time=0:00:16.809997 2021-04-10 02:08:24,431 INFO : TRAIN, epoch=0121, iter=00160/00196, fetch data time cost=1.54ms, fps=2347 images/s, loss=0.1346, top1-acc=95.40%, top5-acc=99.95%, remaining_time=0:00:04.027788, arrival_time=2021-04-10 02:08:28.458918, cost_time=0:00:17.901234 2021-04-10 02:08:25,531 INFO : TRAIN, epoch=0121, iter=00170/00196, fetch data time cost=2.24ms, fps=2329 images/s, loss=0.1357, top1-acc=95.36%, top5-acc=99.95%, remaining_time=0:00:02.906072, arrival_time=2021-04-10 02:08:28.437309, cost_time=0:00:19.001246 2021-04-10 02:08:26,630 INFO : TRAIN, epoch=0121, iter=00180/00196, fetch data time cost=1.60ms, fps=2331 images/s, loss=0.1364, top1-acc=95.33%, top5-acc=99.95%, remaining_time=0:00:01.786688, arrival_time=2021-04-10 02:08:28.416695, cost_time=0:00:20.100178 2021-04-10 02:08:27,728 INFO : TRAIN, epoch=0121, iter=00190/00196, fetch data time cost=1.76ms, fps=2333 images/s, loss=0.1374, top1-acc=95.29%, top5-acc=99.95%, remaining_time=0:00:00.669414, arrival_time=2021-04-10 02:08:28.397382, cost_time=0:00:21.198114 2021-04-10 02:08:28,323 INFO : TRAIN, epoch=0121, iter=00196/00196, fetch data time cost=0.10ms, fps=2285 images/s, loss=0.1384, top1-acc=95.28%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-10 02:08:28.323559, cost_time=0:00:21.793719 2021-04-10 02:08:28,692 INFO : EVAL, epoch=0121, iter=00010/00040, fetch data time cost=2.41ms, fps=6971 images/s, loss=0.3396, top1-acc=89.57%, top5-acc=99.73%, remaining_time=0:00:01.101600, arrival_time=2021-04-10 02:08:29.793771, cost_time=0:00:00.367196 2021-04-10 02:08:28,951 INFO : EVAL, epoch=0121, iter=00020/00040, fetch data time cost=0.44ms, fps=9894 images/s, loss=0.3700, top1-acc=88.95%, top5-acc=99.75%, remaining_time=0:00:00.626480, arrival_time=2021-04-10 02:08:29.577924, cost_time=0:00:00.626472 2021-04-10 02:08:29,197 INFO : EVAL, epoch=0121, iter=00030/00040, fetch data time cost=4.69ms, fps=10444 images/s, loss=0.3661, top1-acc=89.09%, top5-acc=99.67%, remaining_time=0:00:00.290690, arrival_time=2021-04-10 02:08:29.487743, cost_time=0:00:00.872082 2021-04-10 02:08:29,429 INFO : EVAL, epoch=0121, iter=00040/00040, fetch data time cost=0.09ms, fps=10007 images/s, loss=0.3767, top1-acc=88.81%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-10 02:08:29.429380, cost_time=0:00:01.104468 2021-04-10 02:08:29,472 INFO : Epoch=0121 complete, best val top1-acc=89.43%, top5-acc=99.66% (epoch=114), remaining_time=0:30:11.567091, arrival_time=2021-04-10 02:38:41.039366, cost_time=0:46:14.678654 2021-04-10 02:08:29,473 INFO : Train start, epoch=0122, lr=0.033804 2021-04-10 02:08:30,780 INFO : TRAIN, epoch=0122, iter=00010/00196, fetch data time cost=0.47ms, fps=1959 images/s, loss=0.1243, top1-acc=95.27%, top5-acc=99.96%, remaining_time=0:00:24.309828, arrival_time=2021-04-10 02:08:55.090043, cost_time=0:00:01.306976 2021-04-10 02:08:31,889 INFO : TRAIN, epoch=0122, iter=00020/00196, fetch data time cost=1.94ms, fps=2309 images/s, loss=0.1287, top1-acc=95.18%, top5-acc=99.98%, remaining_time=0:00:21.264672, arrival_time=2021-04-10 02:08:53.154294, cost_time=0:00:02.416449 2021-04-10 02:08:32,989 INFO : TRAIN, epoch=0122, iter=00030/00196, fetch data time cost=2.26ms, fps=2329 images/s, loss=0.1305, top1-acc=95.29%, top5-acc=99.96%, remaining_time=0:00:19.455200, arrival_time=2021-04-10 02:08:52.444529, cost_time=0:00:03.516002 2021-04-10 02:08:34,094 INFO : TRAIN, epoch=0122, iter=00040/00196, fetch data time cost=1.62ms, fps=2319 images/s, loss=0.1294, top1-acc=95.47%, top5-acc=99.95%, remaining_time=0:00:18.021900, arrival_time=2021-04-10 02:08:52.116074, cost_time=0:00:04.621000 2021-04-10 02:08:35,187 INFO : TRAIN, epoch=0122, iter=00050/00196, fetch data time cost=1.96ms, fps=2343 images/s, loss=0.1313, top1-acc=95.34%, top5-acc=99.95%, remaining_time=0:00:16.684588, arrival_time=2021-04-10 02:08:51.871830, cost_time=0:00:05.713923 2021-04-10 02:08:36,287 INFO : TRAIN, epoch=0122, iter=00060/00196, fetch data time cost=2.47ms, fps=2329 images/s, loss=0.1313, top1-acc=95.39%, top5-acc=99.94%, remaining_time=0:00:15.444704, arrival_time=2021-04-10 02:08:51.731745, cost_time=0:00:06.813832 2021-04-10 02:08:37,400 INFO : TRAIN, epoch=0122, iter=00070/00196, fetch data time cost=2.16ms, fps=2301 images/s, loss=0.1306, top1-acc=95.42%, top5-acc=99.93%, remaining_time=0:00:14.268492, arrival_time=2021-04-10 02:08:51.668757, cost_time=0:00:07.926912 2021-04-10 02:08:38,510 INFO : TRAIN, epoch=0122, iter=00080/00196, fetch data time cost=1.90ms, fps=2308 images/s, loss=0.1301, top1-acc=95.47%, top5-acc=99.93%, remaining_time=0:00:13.103476, arrival_time=2021-04-10 02:08:51.613749, cost_time=0:00:09.036896 2021-04-10 02:08:39,628 INFO : TRAIN, epoch=0122, iter=00090/00196, fetch data time cost=1.43ms, fps=2291 images/s, loss=0.1298, top1-acc=95.52%, top5-acc=99.93%, remaining_time=0:00:11.960722, arrival_time=2021-04-10 02:08:51.589259, cost_time=0:00:10.155369 2021-04-10 02:08:40,736 INFO : TRAIN, epoch=0122, iter=00100/00196, fetch data time cost=2.01ms, fps=2313 images/s, loss=0.1308, top1-acc=95.46%, top5-acc=99.94%, remaining_time=0:00:10.812192, arrival_time=2021-04-10 02:08:51.548192, cost_time=0:00:11.262746 2021-04-10 02:08:41,834 INFO : TRAIN, epoch=0122, iter=00110/00196, fetch data time cost=1.79ms, fps=2332 images/s, loss=0.1313, top1-acc=95.40%, top5-acc=99.94%, remaining_time=0:00:09.664078, arrival_time=2021-04-10 02:08:51.498306, cost_time=0:00:12.361018 2021-04-10 02:08:42,942 INFO : TRAIN, epoch=0122, iter=00120/00196, fetch data time cost=1.69ms, fps=2311 images/s, loss=0.1337, top1-acc=95.32%, top5-acc=99.94%, remaining_time=0:00:08.530544, arrival_time=2021-04-10 02:08:51.473005, cost_time=0:00:13.469242 2021-04-10 02:08:44,043 INFO : TRAIN, epoch=0122, iter=00130/00196, fetch data time cost=1.78ms, fps=2328 images/s, loss=0.1352, top1-acc=95.27%, top5-acc=99.93%, remaining_time=0:00:07.396884, arrival_time=2021-04-10 02:08:51.439831, cost_time=0:00:14.569633 2021-04-10 02:08:45,142 INFO : TRAIN, epoch=0122, iter=00140/00196, fetch data time cost=1.55ms, fps=2331 images/s, loss=0.1362, top1-acc=95.24%, top5-acc=99.93%, remaining_time=0:00:06.267576, arrival_time=2021-04-10 02:08:51.409621, cost_time=0:00:15.668875 2021-04-10 02:08:46,230 INFO : TRAIN, epoch=0122, iter=00150/00196, fetch data time cost=1.46ms, fps=2354 images/s, loss=0.1374, top1-acc=95.17%, top5-acc=99.93%, remaining_time=0:00:05.138752, arrival_time=2021-04-10 02:08:51.368843, cost_time=0:00:16.756777 2021-04-10 02:08:47,328 INFO : TRAIN, epoch=0122, iter=00160/00196, fetch data time cost=1.87ms, fps=2333 images/s, loss=0.1388, top1-acc=95.12%, top5-acc=99.93%, remaining_time=0:00:04.017348, arrival_time=2021-04-10 02:08:51.345496, cost_time=0:00:17.854943 2021-04-10 02:08:48,424 INFO : TRAIN, epoch=0122, iter=00170/00196, fetch data time cost=2.19ms, fps=2337 images/s, loss=0.1390, top1-acc=95.12%, top5-acc=99.94%, remaining_time=0:00:02.898402, arrival_time=2021-04-10 02:08:51.322724, cost_time=0:00:18.951117 2021-04-10 02:08:49,519 INFO : TRAIN, epoch=0122, iter=00180/00196, fetch data time cost=1.52ms, fps=2340 images/s, loss=0.1390, top1-acc=95.14%, top5-acc=99.94%, remaining_time=0:00:01.781856, arrival_time=2021-04-10 02:08:51.301071, cost_time=0:00:20.045951 2021-04-10 02:08:50,609 INFO : TRAIN, epoch=0122, iter=00190/00196, fetch data time cost=1.33ms, fps=2350 images/s, loss=0.1388, top1-acc=95.14%, top5-acc=99.93%, remaining_time=0:00:00.667452, arrival_time=2021-04-10 02:08:51.276706, cost_time=0:00:21.136058 2021-04-10 02:08:51,195 INFO : TRAIN, epoch=0122, iter=00196/00196, fetch data time cost=1.39ms, fps=2324 images/s, loss=0.1389, top1-acc=95.15%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-10 02:08:51.195010, cost_time=0:00:21.721822 2021-04-10 02:08:51,554 INFO : EVAL, epoch=0122, iter=00010/00040, fetch data time cost=10.96ms, fps=7156 images/s, loss=0.3588, top1-acc=89.69%, top5-acc=99.65%, remaining_time=0:00:01.073160, arrival_time=2021-04-10 02:08:52.627817, cost_time=0:00:00.357725 2021-04-10 02:08:51,791 INFO : EVAL, epoch=0122, iter=00020/00040, fetch data time cost=0.31ms, fps=10848 images/s, loss=0.3640, top1-acc=89.43%, top5-acc=99.65%, remaining_time=0:00:00.594520, arrival_time=2021-04-10 02:08:52.385803, cost_time=0:00:00.594516 2021-04-10 02:08:52,038 INFO : EVAL, epoch=0122, iter=00030/00040, fetch data time cost=6.37ms, fps=10381 images/s, loss=0.3707, top1-acc=89.18%, top5-acc=99.62%, remaining_time=0:00:00.280500, arrival_time=2021-04-10 02:08:52.318755, cost_time=0:00:00.841510 2021-04-10 02:08:52,275 INFO : EVAL, epoch=0122, iter=00040/00040, fetch data time cost=0.08ms, fps=9807 images/s, loss=0.3553, top1-acc=89.07%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-10 02:08:52.275129, cost_time=0:00:01.078387 2021-04-10 02:08:52,320 INFO : Epoch=0122 complete, best val top1-acc=89.43%, top5-acc=99.66% (epoch=114), remaining_time=0:29:48.582822, arrival_time=2021-04-10 02:38:40.903498, cost_time=0:46:37.527032 2021-04-10 02:08:52,321 INFO : Train start, epoch=0123, lr=0.033063 2021-04-10 02:08:53,682 INFO : TRAIN, epoch=0123, iter=00010/00196, fetch data time cost=0.31ms, fps=1882 images/s, loss=0.1397, top1-acc=94.37%, top5-acc=99.96%, remaining_time=0:00:25.298418, arrival_time=2021-04-10 02:09:18.980446, cost_time=0:00:01.360131 2021-04-10 02:08:54,782 INFO : TRAIN, epoch=0123, iter=00020/00196, fetch data time cost=2.15ms, fps=2327 images/s, loss=0.1374, top1-acc=94.77%, top5-acc=99.98%, remaining_time=0:00:21.655392, arrival_time=2021-04-10 02:09:16.438155, cost_time=0:00:02.460834 2021-04-10 02:08:55,881 INFO : TRAIN, epoch=0123, iter=00030/00196, fetch data time cost=2.19ms, fps=2332 images/s, loss=0.1453, top1-acc=94.74%, top5-acc=99.97%, remaining_time=0:00:19.694240, arrival_time=2021-04-10 02:09:15.575278, cost_time=0:00:03.559198 2021-04-10 02:08:56,990 INFO : TRAIN, epoch=0123, iter=00040/00196, fetch data time cost=2.07ms, fps=2310 images/s, loss=0.1430, top1-acc=94.82%, top5-acc=99.97%, remaining_time=0:00:18.205356, arrival_time=2021-04-10 02:09:15.195316, cost_time=0:00:04.668031 2021-04-10 02:08:58,110 INFO : TRAIN, epoch=0123, iter=00050/00196, fetch data time cost=2.50ms, fps=2285 images/s, loss=0.1409, top1-acc=94.90%, top5-acc=99.96%, remaining_time=0:00:16.903588, arrival_time=2021-04-10 02:09:15.014336, cost_time=0:00:05.788875 2021-04-10 02:08:59,233 INFO : TRAIN, epoch=0123, iter=00060/00196, fetch data time cost=2.49ms, fps=2282 images/s, loss=0.1372, top1-acc=94.99%, top5-acc=99.97%, remaining_time=0:00:15.666656, arrival_time=2021-04-10 02:09:14.900361, cost_time=0:00:06.911771 2021-04-10 02:09:00,345 INFO : TRAIN, epoch=0123, iter=00070/00196, fetch data time cost=1.55ms, fps=2304 images/s, loss=0.1367, top1-acc=95.06%, top5-acc=99.97%, remaining_time=0:00:14.442750, arrival_time=2021-04-10 02:09:14.788466, cost_time=0:00:08.023742 2021-04-10 02:09:01,451 INFO : TRAIN, epoch=0123, iter=00080/00196, fetch data time cost=1.91ms, fps=2316 images/s, loss=0.1365, top1-acc=95.09%, top5-acc=99.96%, remaining_time=0:00:13.238268, arrival_time=2021-04-10 02:09:14.690019, cost_time=0:00:09.129844 2021-04-10 02:09:02,552 INFO : TRAIN, epoch=0123, iter=00090/00196, fetch data time cost=2.08ms, fps=2328 images/s, loss=0.1339, top1-acc=95.18%, top5-acc=99.97%, remaining_time=0:00:12.048702, arrival_time=2021-04-10 02:09:14.600779, cost_time=0:00:10.230044 2021-04-10 02:09:03,649 INFO : TRAIN, epoch=0123, iter=00100/00196, fetch data time cost=2.17ms, fps=2335 images/s, loss=0.1346, top1-acc=95.21%, top5-acc=99.96%, remaining_time=0:00:10.874304, arrival_time=2021-04-10 02:09:14.523591, cost_time=0:00:11.327408 2021-04-10 02:09:04,754 INFO : TRAIN, epoch=0123, iter=00110/00196, fetch data time cost=1.82ms, fps=2320 images/s, loss=0.1338, top1-acc=95.23%, top5-acc=99.96%, remaining_time=0:00:09.719290, arrival_time=2021-04-10 02:09:14.473149, cost_time=0:00:12.431599 2021-04-10 02:09:05,853 INFO : TRAIN, epoch=0123, iter=00120/00196, fetch data time cost=1.56ms, fps=2332 images/s, loss=0.1332, top1-acc=95.27%, top5-acc=99.96%, remaining_time=0:00:08.569684, arrival_time=2021-04-10 02:09:14.422660, cost_time=0:00:13.531085 2021-04-10 02:09:06,939 INFO : TRAIN, epoch=0123, iter=00130/00196, fetch data time cost=1.44ms, fps=2357 images/s, loss=0.1340, top1-acc=95.26%, top5-acc=99.96%, remaining_time=0:00:07.421304, arrival_time=2021-04-10 02:09:14.360852, cost_time=0:00:14.617677 2021-04-10 02:09:08,037 INFO : TRAIN, epoch=0123, iter=00140/00196, fetch data time cost=1.78ms, fps=2334 images/s, loss=0.1351, top1-acc=95.22%, top5-acc=99.95%, remaining_time=0:00:06.286056, arrival_time=2021-04-10 02:09:14.323143, cost_time=0:00:15.715093 2021-04-10 02:09:09,162 INFO : TRAIN, epoch=0123, iter=00150/00196, fetch data time cost=1.46ms, fps=2277 images/s, loss=0.1364, top1-acc=95.14%, top5-acc=99.95%, remaining_time=0:00:05.164420, arrival_time=2021-04-10 02:09:14.326895, cost_time=0:00:16.840559 2021-04-10 02:09:10,259 INFO : TRAIN, epoch=0123, iter=00160/00196, fetch data time cost=2.27ms, fps=2335 images/s, loss=0.1368, top1-acc=95.11%, top5-acc=99.95%, remaining_time=0:00:04.035996, arrival_time=2021-04-10 02:09:14.295619, cost_time=0:00:17.937782 2021-04-10 02:09:11,355 INFO : TRAIN, epoch=0123, iter=00170/00196, fetch data time cost=2.21ms, fps=2337 images/s, loss=0.1370, top1-acc=95.09%, top5-acc=99.95%, remaining_time=0:00:02.911012, arrival_time=2021-04-10 02:09:14.266447, cost_time=0:00:19.033603 2021-04-10 02:09:12,453 INFO : TRAIN, epoch=0123, iter=00180/00196, fetch data time cost=1.48ms, fps=2332 images/s, loss=0.1368, top1-acc=95.10%, top5-acc=99.95%, remaining_time=0:00:01.789488, arrival_time=2021-04-10 02:09:14.243098, cost_time=0:00:20.131789 2021-04-10 02:09:13,585 INFO : TRAIN, epoch=0123, iter=00190/00196, fetch data time cost=1.34ms, fps=2262 images/s, loss=0.1374, top1-acc=95.09%, top5-acc=99.95%, remaining_time=0:00:00.671490, arrival_time=2021-04-10 02:09:14.257281, cost_time=0:00:21.263869 2021-04-10 02:09:14,181 INFO : TRAIN, epoch=0123, iter=00196/00196, fetch data time cost=2.34ms, fps=2286 images/s, loss=0.1374, top1-acc=95.09%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-10 02:09:14.181566, cost_time=0:00:21.859496 2021-04-10 02:09:14,558 INFO : EVAL, epoch=0123, iter=00010/00040, fetch data time cost=0.46ms, fps=6845 images/s, loss=0.4266, top1-acc=87.58%, top5-acc=99.34%, remaining_time=0:00:01.121880, arrival_time=2021-04-10 02:09:15.680033, cost_time=0:00:00.373964 2021-04-10 02:09:14,837 INFO : EVAL, epoch=0123, iter=00020/00040, fetch data time cost=0.46ms, fps=9193 images/s, loss=0.4173, top1-acc=87.52%, top5-acc=99.49%, remaining_time=0:00:00.653000, arrival_time=2021-04-10 02:09:15.490179, cost_time=0:00:00.653001 2021-04-10 02:09:15,128 INFO : EVAL, epoch=0123, iter=00030/00040, fetch data time cost=0.32ms, fps=8815 images/s, loss=0.4224, top1-acc=87.34%, top5-acc=99.45%, remaining_time=0:00:00.314640, arrival_time=2021-04-10 02:09:15.442738, cost_time=0:00:00.943909 2021-04-10 02:09:15,390 INFO : EVAL, epoch=0123, iter=00040/00040, fetch data time cost=0.10ms, fps=8875 images/s, loss=0.4093, top1-acc=87.73%, top5-acc=99.54%, remaining_time=0:00:00, arrival_time=2021-04-10 02:09:15.390016, cost_time=0:00:01.205848 2021-04-10 02:09:15,449 INFO : Epoch=0123 complete, best val top1-acc=89.43%, top5-acc=99.66% (epoch=114), remaining_time=0:29:25.776705, arrival_time=2021-04-10 02:38:41.226577, cost_time=0:47:00.656244 2021-04-10 02:09:15,450 INFO : Train start, epoch=0124, lr=0.032326 2021-04-10 02:09:16,844 INFO : TRAIN, epoch=0124, iter=00010/00196, fetch data time cost=0.57ms, fps=1838 images/s, loss=0.1247, top1-acc=95.90%, top5-acc=99.96%, remaining_time=0:00:25.909428, arrival_time=2021-04-10 02:09:42.753352, cost_time=0:00:01.392978 2021-04-10 02:09:17,943 INFO : TRAIN, epoch=0124, iter=00020/00196, fetch data time cost=1.53ms, fps=2330 images/s, loss=0.1406, top1-acc=95.21%, top5-acc=99.96%, remaining_time=0:00:21.933296, arrival_time=2021-04-10 02:09:39.876718, cost_time=0:00:02.492422 2021-04-10 02:09:19,053 INFO : TRAIN, epoch=0124, iter=00030/00196, fetch data time cost=2.36ms, fps=2308 images/s, loss=0.1368, top1-acc=95.26%, top5-acc=99.95%, remaining_time=0:00:19.933778, arrival_time=2021-04-10 02:09:38.987111, cost_time=0:00:03.602501 2021-04-10 02:09:20,154 INFO : TRAIN, epoch=0124, iter=00040/00196, fetch data time cost=1.53ms, fps=2327 images/s, loss=0.1350, top1-acc=95.26%, top5-acc=99.96%, remaining_time=0:00:18.342480, arrival_time=2021-04-10 02:09:38.496457, cost_time=0:00:04.703205 2021-04-10 02:09:21,246 INFO : TRAIN, epoch=0124, iter=00050/00196, fetch data time cost=1.50ms, fps=2345 images/s, loss=0.1393, top1-acc=95.10%, top5-acc=99.95%, remaining_time=0:00:16.921984, arrival_time=2021-04-10 02:09:38.167950, cost_time=0:00:05.795186 2021-04-10 02:09:22,335 INFO : TRAIN, epoch=0124, iter=00060/00196, fetch data time cost=1.71ms, fps=2352 images/s, loss=0.1393, top1-acc=95.10%, top5-acc=99.95%, remaining_time=0:00:15.604368, arrival_time=2021-04-10 02:09:37.939481, cost_time=0:00:06.884256 2021-04-10 02:09:23,434 INFO : TRAIN, epoch=0124, iter=00070/00196, fetch data time cost=2.01ms, fps=2330 images/s, loss=0.1391, top1-acc=95.08%, top5-acc=99.95%, remaining_time=0:00:14.370426, arrival_time=2021-04-10 02:09:37.804828, cost_time=0:00:07.983581 2021-04-10 02:09:24,544 INFO : TRAIN, epoch=0124, iter=00080/00196, fetch data time cost=1.59ms, fps=2308 images/s, loss=0.1381, top1-acc=95.15%, top5-acc=99.95%, remaining_time=0:00:13.185140, arrival_time=2021-04-10 02:09:37.729309, cost_time=0:00:09.093181 2021-04-10 02:09:25,641 INFO : TRAIN, epoch=0124, iter=00090/00196, fetch data time cost=1.57ms, fps=2335 images/s, loss=0.1367, top1-acc=95.20%, top5-acc=99.96%, remaining_time=0:00:12.002168, arrival_time=2021-04-10 02:09:37.643559, cost_time=0:00:10.190556 2021-04-10 02:09:26,734 INFO : TRAIN, epoch=0124, iter=00100/00196, fetch data time cost=1.54ms, fps=2344 images/s, loss=0.1352, top1-acc=95.25%, top5-acc=99.96%, remaining_time=0:00:10.831872, arrival_time=2021-04-10 02:09:37.565879, cost_time=0:00:11.283243 2021-04-10 02:09:27,839 INFO : TRAIN, epoch=0124, iter=00110/00196, fetch data time cost=1.97ms, fps=2316 images/s, loss=0.1347, top1-acc=95.28%, top5-acc=99.96%, remaining_time=0:00:09.685922, arrival_time=2021-04-10 02:09:37.525755, cost_time=0:00:12.388946 2021-04-10 02:09:28,952 INFO : TRAIN, epoch=0124, iter=00120/00196, fetch data time cost=2.28ms, fps=2303 images/s, loss=0.1332, top1-acc=95.33%, top5-acc=99.96%, remaining_time=0:00:08.550912, arrival_time=2021-04-10 02:09:37.503116, cost_time=0:00:13.501392 2021-04-10 02:09:30,050 INFO : TRAIN, epoch=0124, iter=00130/00196, fetch data time cost=2.26ms, fps=2332 images/s, loss=0.1318, top1-acc=95.38%, top5-acc=99.96%, remaining_time=0:00:07.412064, arrival_time=2021-04-10 02:09:37.462504, cost_time=0:00:14.599575 2021-04-10 02:09:31,147 INFO : TRAIN, epoch=0124, iter=00140/00196, fetch data time cost=2.30ms, fps=2335 images/s, loss=0.1318, top1-acc=95.37%, top5-acc=99.96%, remaining_time=0:00:06.278664, arrival_time=2021-04-10 02:09:37.426200, cost_time=0:00:15.696688 2021-04-10 02:09:32,241 INFO : TRAIN, epoch=0124, iter=00150/00196, fetch data time cost=1.58ms, fps=2341 images/s, loss=0.1331, top1-acc=95.35%, top5-acc=99.96%, remaining_time=0:00:05.149194, arrival_time=2021-04-10 02:09:37.390916, cost_time=0:00:16.790899 2021-04-10 02:09:33,338 INFO : TRAIN, epoch=0124, iter=00160/00196, fetch data time cost=1.51ms, fps=2337 images/s, loss=0.1319, top1-acc=95.38%, top5-acc=99.96%, remaining_time=0:00:04.024512, arrival_time=2021-04-10 02:09:37.362385, cost_time=0:00:17.886761 2021-04-10 02:09:34,431 INFO : TRAIN, epoch=0124, iter=00170/00196, fetch data time cost=2.16ms, fps=2343 images/s, loss=0.1324, top1-acc=95.36%, top5-acc=99.96%, remaining_time=0:00:02.902926, arrival_time=2021-04-10 02:09:37.334316, cost_time=0:00:18.980603 2021-04-10 02:09:35,530 INFO : TRAIN, epoch=0124, iter=00180/00196, fetch data time cost=2.31ms, fps=2330 images/s, loss=0.1323, top1-acc=95.39%, top5-acc=99.96%, remaining_time=0:00:01.784880, arrival_time=2021-04-10 02:09:37.315478, cost_time=0:00:20.079837 2021-04-10 02:09:36,637 INFO : TRAIN, epoch=0124, iter=00190/00196, fetch data time cost=1.35ms, fps=2314 images/s, loss=0.1332, top1-acc=95.35%, top5-acc=99.95%, remaining_time=0:00:00.669054, arrival_time=2021-04-10 02:09:37.306612, cost_time=0:00:21.186671 2021-04-10 02:09:37,221 INFO : TRAIN, epoch=0124, iter=00196/00196, fetch data time cost=1.38ms, fps=2333 images/s, loss=0.1344, top1-acc=95.31%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 02:09:37.221235, cost_time=0:00:21.770471 2021-04-10 02:09:37,579 INFO : EVAL, epoch=0124, iter=00010/00040, fetch data time cost=0.40ms, fps=7169 images/s, loss=0.4008, top1-acc=88.36%, top5-acc=99.65%, remaining_time=0:00:01.071240, arrival_time=2021-04-10 02:09:38.650764, cost_time=0:00:00.357077 2021-04-10 02:09:37,849 INFO : EVAL, epoch=0124, iter=00020/00040, fetch data time cost=0.49ms, fps=9523 images/s, loss=0.4004, top1-acc=88.05%, top5-acc=99.61%, remaining_time=0:00:00.626320, arrival_time=2021-04-10 02:09:38.475245, cost_time=0:00:00.626320 2021-04-10 02:09:38,116 INFO : EVAL, epoch=0124, iter=00030/00040, fetch data time cost=0.43ms, fps=9599 images/s, loss=0.4232, top1-acc=87.59%, top5-acc=99.57%, remaining_time=0:00:00.297940, arrival_time=2021-04-10 02:09:38.414247, cost_time=0:00:00.893824 2021-04-10 02:09:38,357 INFO : EVAL, epoch=0124, iter=00040/00040, fetch data time cost=0.11ms, fps=9659 images/s, loss=0.4187, top1-acc=87.56%, top5-acc=99.54%, remaining_time=0:00:00, arrival_time=2021-04-10 02:09:38.357329, cost_time=0:00:01.134798 2021-04-10 02:09:38,419 INFO : Epoch=0124 complete, best val top1-acc=89.43%, top5-acc=99.66% (epoch=114), remaining_time=0:29:02.867568, arrival_time=2021-04-10 02:38:41.287233, cost_time=0:47:23.625997 2021-04-10 02:09:38,420 INFO : Train start, epoch=0125, lr=0.031594 2021-04-10 02:09:39,738 INFO : TRAIN, epoch=0125, iter=00010/00196, fetch data time cost=2.01ms, fps=1943 images/s, loss=0.1406, top1-acc=94.92%, top5-acc=99.96%, remaining_time=0:00:24.500664, arrival_time=2021-04-10 02:10:04.238955, cost_time=0:00:01.317237 2021-04-10 02:09:40,842 INFO : TRAIN, epoch=0125, iter=00020/00196, fetch data time cost=2.18ms, fps=2321 images/s, loss=0.1419, top1-acc=95.04%, top5-acc=99.94%, remaining_time=0:00:21.300576, arrival_time=2021-04-10 02:10:02.142456, cost_time=0:00:02.420518 2021-04-10 02:09:41,941 INFO : TRAIN, epoch=0125, iter=00030/00196, fetch data time cost=2.32ms, fps=2330 images/s, loss=0.1434, top1-acc=95.00%, top5-acc=99.95%, remaining_time=0:00:19.480598, arrival_time=2021-04-10 02:10:01.422301, cost_time=0:00:03.520580 2021-04-10 02:09:43,098 INFO : TRAIN, epoch=0125, iter=00040/00196, fetch data time cost=2.55ms, fps=2215 images/s, loss=0.1402, top1-acc=95.17%, top5-acc=99.96%, remaining_time=0:00:18.241080, arrival_time=2021-04-10 02:10:01.339397, cost_time=0:00:04.677181 2021-04-10 02:09:44,226 INFO : TRAIN, epoch=0125, iter=00050/00196, fetch data time cost=2.31ms, fps=2271 images/s, loss=0.1383, top1-acc=95.27%, top5-acc=99.96%, remaining_time=0:00:16.951184, arrival_time=2021-04-10 02:10:01.177632, cost_time=0:00:05.805208 2021-04-10 02:09:45,326 INFO : TRAIN, epoch=0125, iter=00060/00196, fetch data time cost=1.71ms, fps=2329 images/s, loss=0.1375, top1-acc=95.31%, top5-acc=99.96%, remaining_time=0:00:15.652648, arrival_time=2021-04-10 02:10:00.979333, cost_time=0:00:06.905568 2021-04-10 02:09:46,420 INFO : TRAIN, epoch=0125, iter=00070/00196, fetch data time cost=1.76ms, fps=2343 images/s, loss=0.1346, top1-acc=95.39%, top5-acc=99.96%, remaining_time=0:00:14.397768, arrival_time=2021-04-10 02:10:00.817711, cost_time=0:00:07.998792 2021-04-10 02:09:47,512 INFO : TRAIN, epoch=0125, iter=00080/00196, fetch data time cost=1.87ms, fps=2346 images/s, loss=0.1319, top1-acc=95.46%, top5-acc=99.96%, remaining_time=0:00:13.181776, arrival_time=2021-04-10 02:10:00.693913, cost_time=0:00:09.090899 2021-04-10 02:09:48,614 INFO : TRAIN, epoch=0125, iter=00090/00196, fetch data time cost=2.04ms, fps=2324 images/s, loss=0.1316, top1-acc=95.44%, top5-acc=99.96%, remaining_time=0:00:12.005560, arrival_time=2021-04-10 02:10:00.620115, cost_time=0:00:10.193403 2021-04-10 02:09:49,718 INFO : TRAIN, epoch=0125, iter=00100/00196, fetch data time cost=1.52ms, fps=2321 images/s, loss=0.1303, top1-acc=95.47%, top5-acc=99.96%, remaining_time=0:00:10.845312, arrival_time=2021-04-10 02:10:00.563725, cost_time=0:00:11.297250 2021-04-10 02:09:50,812 INFO : TRAIN, epoch=0125, iter=00110/00196, fetch data time cost=2.19ms, fps=2340 images/s, loss=0.1308, top1-acc=95.45%, top5-acc=99.96%, remaining_time=0:00:09.688072, arrival_time=2021-04-10 02:10:00.500979, cost_time=0:00:12.391753 2021-04-10 02:09:51,907 INFO : TRAIN, epoch=0125, iter=00120/00196, fetch data time cost=1.63ms, fps=2340 images/s, loss=0.1310, top1-acc=95.43%, top5-acc=99.96%, remaining_time=0:00:08.541564, arrival_time=2021-04-10 02:10:00.449430, cost_time=0:00:13.486702 2021-04-10 02:09:52,989 INFO : TRAIN, epoch=0125, iter=00130/00196, fetch data time cost=1.65ms, fps=2369 images/s, loss=0.1307, top1-acc=95.43%, top5-acc=99.96%, remaining_time=0:00:07.396092, arrival_time=2021-04-10 02:10:00.385340, cost_time=0:00:14.568103 2021-04-10 02:09:54,105 INFO : TRAIN, epoch=0125, iter=00140/00196, fetch data time cost=2.29ms, fps=2295 images/s, loss=0.1318, top1-acc=95.36%, top5-acc=99.96%, remaining_time=0:00:06.273736, arrival_time=2021-04-10 02:10:00.379315, cost_time=0:00:15.684324 2021-04-10 02:09:55,217 INFO : TRAIN, epoch=0125, iter=00150/00196, fetch data time cost=1.68ms, fps=2305 images/s, loss=0.1326, top1-acc=95.35%, top5-acc=99.96%, remaining_time=0:00:05.150804, arrival_time=2021-04-10 02:10:00.367961, cost_time=0:00:16.796072 2021-04-10 02:09:56,314 INFO : TRAIN, epoch=0125, iter=00160/00196, fetch data time cost=1.84ms, fps=2334 images/s, loss=0.1335, top1-acc=95.32%, top5-acc=99.96%, remaining_time=0:00:04.025988, arrival_time=2021-04-10 02:10:00.340325, cost_time=0:00:17.893210 2021-04-10 02:09:57,407 INFO : TRAIN, epoch=0125, iter=00170/00196, fetch data time cost=1.93ms, fps=2344 images/s, loss=0.1347, top1-acc=95.28%, top5-acc=99.96%, remaining_time=0:00:02.903784, arrival_time=2021-04-10 02:10:00.311262, cost_time=0:00:18.986230 2021-04-10 02:09:58,527 INFO : TRAIN, epoch=0125, iter=00180/00196, fetch data time cost=2.70ms, fps=2288 images/s, loss=0.1355, top1-acc=95.25%, top5-acc=99.96%, remaining_time=0:00:01.787216, arrival_time=2021-04-10 02:10:00.314470, cost_time=0:00:20.106125 2021-04-10 02:09:59,612 INFO : TRAIN, epoch=0125, iter=00190/00196, fetch data time cost=1.83ms, fps=2360 images/s, loss=0.1357, top1-acc=95.24%, top5-acc=99.96%, remaining_time=0:00:00.669204, arrival_time=2021-04-10 02:10:00.281810, cost_time=0:00:21.191523 2021-04-10 02:10:00,200 INFO : TRAIN, epoch=0125, iter=00196/00196, fetch data time cost=1.48ms, fps=2314 images/s, loss=0.1360, top1-acc=95.24%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 02:10:00.200812, cost_time=0:00:21.779741 2021-04-10 02:10:00,554 INFO : EVAL, epoch=0125, iter=00010/00040, fetch data time cost=0.44ms, fps=7262 images/s, loss=0.3683, top1-acc=88.44%, top5-acc=99.80%, remaining_time=0:00:01.057470, arrival_time=2021-04-10 02:10:01.612136, cost_time=0:00:00.352486 2021-04-10 02:10:00,794 INFO : EVAL, epoch=0125, iter=00020/00040, fetch data time cost=1.91ms, fps=10703 images/s, loss=0.3642, top1-acc=88.87%, top5-acc=99.61%, remaining_time=0:00:00.592480, arrival_time=2021-04-10 02:10:01.387029, cost_time=0:00:00.592483 2021-04-10 02:10:01,037 INFO : EVAL, epoch=0125, iter=00030/00040, fetch data time cost=0.43ms, fps=10568 images/s, loss=0.3588, top1-acc=88.96%, top5-acc=99.65%, remaining_time=0:00:00.278410, arrival_time=2021-04-10 02:10:01.315718, cost_time=0:00:00.835223 2021-04-10 02:10:01,265 INFO : EVAL, epoch=0125, iter=00040/00040, fetch data time cost=0.14ms, fps=10214 images/s, loss=0.3768, top1-acc=88.91%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-10 02:10:01.264958, cost_time=0:00:01.062974 2021-04-10 02:10:01,311 INFO : Epoch=0125 complete, best val top1-acc=89.43%, top5-acc=99.66% (epoch=114), remaining_time=0:28:39.910725, arrival_time=2021-04-10 02:38:41.222243, cost_time=0:47:46.517887 2021-04-10 02:10:01,312 INFO : Train start, epoch=0126, lr=0.030866 2021-04-10 02:10:02,600 INFO : TRAIN, epoch=0126, iter=00010/00196, fetch data time cost=1.63ms, fps=1989 images/s, loss=0.1206, top1-acc=95.47%, top5-acc=100.00%, remaining_time=0:00:23.940432, arrival_time=2021-04-10 02:10:26.540447, cost_time=0:00:01.287122 2021-04-10 02:10:03,702 INFO : TRAIN, epoch=0126, iter=00020/00196, fetch data time cost=1.68ms, fps=2323 images/s, loss=0.1164, top1-acc=95.84%, top5-acc=100.00%, remaining_time=0:00:21.027776, arrival_time=2021-04-10 02:10:24.730261, cost_time=0:00:02.389527 2021-04-10 02:10:04,795 INFO : TRAIN, epoch=0126, iter=00030/00196, fetch data time cost=2.46ms, fps=2343 images/s, loss=0.1189, top1-acc=95.73%, top5-acc=100.00%, remaining_time=0:00:19.272600, arrival_time=2021-04-10 02:10:24.068469, cost_time=0:00:03.483012 2021-04-10 02:10:05,889 INFO : TRAIN, epoch=0126, iter=00040/00196, fetch data time cost=2.14ms, fps=2343 images/s, loss=0.1162, top1-acc=95.87%, top5-acc=99.99%, remaining_time=0:00:17.846556, arrival_time=2021-04-10 02:10:23.735516, cost_time=0:00:04.576030 2021-04-10 02:10:06,976 INFO : TRAIN, epoch=0126, iter=00050/00196, fetch data time cost=1.84ms, fps=2355 images/s, loss=0.1163, top1-acc=95.91%, top5-acc=99.99%, remaining_time=0:00:16.538442, arrival_time=2021-04-10 02:10:23.515161, cost_time=0:00:05.663852 2021-04-10 02:10:08,074 INFO : TRAIN, epoch=0126, iter=00060/00196, fetch data time cost=2.05ms, fps=2333 images/s, loss=0.1159, top1-acc=95.96%, top5-acc=99.98%, remaining_time=0:00:15.326384, arrival_time=2021-04-10 02:10:23.400929, cost_time=0:00:06.761655 2021-04-10 02:10:09,218 INFO : TRAIN, epoch=0126, iter=00070/00196, fetch data time cost=2.57ms, fps=2240 images/s, loss=0.1160, top1-acc=95.94%, top5-acc=99.98%, remaining_time=0:00:14.229558, arrival_time=2021-04-10 02:10:23.447800, cost_time=0:00:07.905281 2021-04-10 02:10:10,301 INFO : TRAIN, epoch=0126, iter=00080/00196, fetch data time cost=1.48ms, fps=2366 images/s, loss=0.1155, top1-acc=95.97%, top5-acc=99.98%, remaining_time=0:00:13.032832, arrival_time=2021-04-10 02:10:23.333840, cost_time=0:00:08.988160 2021-04-10 02:10:11,390 INFO : TRAIN, epoch=0126, iter=00090/00196, fetch data time cost=2.84ms, fps=2352 images/s, loss=0.1145, top1-acc=96.02%, top5-acc=99.97%, remaining_time=0:00:11.868608, arrival_time=2021-04-10 02:10:23.258651, cost_time=0:00:10.077105 2021-04-10 02:10:12,477 INFO : TRAIN, epoch=0126, iter=00100/00196, fetch data time cost=2.27ms, fps=2355 images/s, loss=0.1151, top1-acc=96.00%, top5-acc=99.97%, remaining_time=0:00:10.718112, arrival_time=2021-04-10 02:10:23.195750, cost_time=0:00:11.164729 2021-04-10 02:10:13,581 INFO : TRAIN, epoch=0126, iter=00110/00196, fetch data time cost=2.24ms, fps=2321 images/s, loss=0.1171, top1-acc=95.96%, top5-acc=99.97%, remaining_time=0:00:09.591666, arrival_time=2021-04-10 02:10:23.172944, cost_time=0:00:12.268436 2021-04-10 02:10:14,670 INFO : TRAIN, epoch=0126, iter=00120/00196, fetch data time cost=1.69ms, fps=2351 images/s, loss=0.1185, top1-acc=95.90%, top5-acc=99.97%, remaining_time=0:00:08.459788, arrival_time=2021-04-10 02:10:23.130340, cost_time=0:00:13.357565 2021-04-10 02:10:15,753 INFO : TRAIN, epoch=0126, iter=00130/00196, fetch data time cost=1.62ms, fps=2365 images/s, loss=0.1193, top1-acc=95.84%, top5-acc=99.97%, remaining_time=0:00:07.331544, arrival_time=2021-04-10 02:10:23.085331, cost_time=0:00:14.440952 2021-04-10 02:10:16,851 INFO : TRAIN, epoch=0126, iter=00140/00196, fetch data time cost=2.13ms, fps=2333 images/s, loss=0.1211, top1-acc=95.78%, top5-acc=99.97%, remaining_time=0:00:06.215496, arrival_time=2021-04-10 02:10:23.067258, cost_time=0:00:15.538764 2021-04-10 02:10:17,941 INFO : TRAIN, epoch=0126, iter=00150/00196, fetch data time cost=2.08ms, fps=2351 images/s, loss=0.1214, top1-acc=95.76%, top5-acc=99.97%, remaining_time=0:00:05.099514, arrival_time=2021-04-10 02:10:23.041238, cost_time=0:00:16.628797 2021-04-10 02:10:19,045 INFO : TRAIN, epoch=0126, iter=00160/00196, fetch data time cost=2.16ms, fps=2321 images/s, loss=0.1224, top1-acc=95.75%, top5-acc=99.96%, remaining_time=0:00:03.989880, arrival_time=2021-04-10 02:10:23.035588, cost_time=0:00:17.732784 2021-04-10 02:10:20,137 INFO : TRAIN, epoch=0126, iter=00170/00196, fetch data time cost=1.60ms, fps=2346 images/s, loss=0.1226, top1-acc=95.76%, top5-acc=99.96%, remaining_time=0:00:02.879058, arrival_time=2021-04-10 02:10:23.016473, cost_time=0:00:18.824556 2021-04-10 02:10:21,234 INFO : TRAIN, epoch=0126, iter=00180/00196, fetch data time cost=1.61ms, fps=2335 images/s, loss=0.1223, top1-acc=95.77%, top5-acc=99.96%, remaining_time=0:00:01.770768, arrival_time=2021-04-10 02:10:23.004842, cost_time=0:00:19.921221 2021-04-10 02:10:22,333 INFO : TRAIN, epoch=0126, iter=00190/00196, fetch data time cost=1.58ms, fps=2331 images/s, loss=0.1229, top1-acc=95.75%, top5-acc=99.96%, remaining_time=0:00:00.663792, arrival_time=2021-04-10 02:10:22.996743, cost_time=0:00:21.020024 2021-04-10 02:10:22,915 INFO : TRAIN, epoch=0126, iter=00196/00196, fetch data time cost=1.97ms, fps=2335 images/s, loss=0.1236, top1-acc=95.72%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 02:10:22.915882, cost_time=0:00:21.603034 2021-04-10 02:10:23,285 INFO : EVAL, epoch=0126, iter=00010/00040, fetch data time cost=24.26ms, fps=6948 images/s, loss=0.4044, top1-acc=88.59%, top5-acc=99.53%, remaining_time=0:00:01.105290, arrival_time=2021-04-10 02:10:24.391079, cost_time=0:00:00.368430 2021-04-10 02:10:23,564 INFO : EVAL, epoch=0126, iter=00020/00040, fetch data time cost=0.43ms, fps=9203 images/s, loss=0.4096, top1-acc=88.59%, top5-acc=99.43%, remaining_time=0:00:00.647160, arrival_time=2021-04-10 02:10:24.211594, cost_time=0:00:00.647152 2021-04-10 02:10:23,852 INFO : EVAL, epoch=0126, iter=00030/00040, fetch data time cost=3.85ms, fps=8907 images/s, loss=0.4019, top1-acc=88.71%, top5-acc=99.44%, remaining_time=0:00:00.311650, arrival_time=2021-04-10 02:10:24.163877, cost_time=0:00:00.934940 2021-04-10 02:10:24,087 INFO : EVAL, epoch=0126, iter=00040/00040, fetch data time cost=0.11ms, fps=9879 images/s, loss=0.3865, top1-acc=88.87%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-10 02:10:24.087480, cost_time=0:00:01.170173 2021-04-10 02:10:24,156 INFO : Epoch=0126 complete, best val top1-acc=89.43%, top5-acc=99.66% (epoch=114), remaining_time=0:28:16.927374, arrival_time=2021-04-10 02:38:41.083854, cost_time=0:48:09.362817 2021-04-10 02:10:24,157 INFO : Train start, epoch=0127, lr=0.030143 2021-04-10 02:10:25,429 INFO : TRAIN, epoch=0127, iter=00010/00196, fetch data time cost=1.44ms, fps=2014 images/s, loss=0.1353, top1-acc=95.39%, top5-acc=99.92%, remaining_time=0:00:23.643576, arrival_time=2021-04-10 02:10:49.072748, cost_time=0:00:01.271159 2021-04-10 02:10:26,524 INFO : TRAIN, epoch=0127, iter=00020/00196, fetch data time cost=1.98ms, fps=2340 images/s, loss=0.1262, top1-acc=95.72%, top5-acc=99.96%, remaining_time=0:00:20.822912, arrival_time=2021-04-10 02:10:47.347054, cost_time=0:00:02.366241 2021-04-10 02:10:27,625 INFO : TRAIN, epoch=0127, iter=00030/00196, fetch data time cost=2.66ms, fps=2327 images/s, loss=0.1230, top1-acc=95.79%, top5-acc=99.93%, remaining_time=0:00:19.184620, arrival_time=2021-04-10 02:10:46.809616, cost_time=0:00:03.467106 2021-04-10 02:10:28,717 INFO : TRAIN, epoch=0127, iter=00040/00196, fetch data time cost=2.07ms, fps=2345 images/s, loss=0.1248, top1-acc=95.64%, top5-acc=99.95%, remaining_time=0:00:17.782440, arrival_time=2021-04-10 02:10:46.500097, cost_time=0:00:04.559595 2021-04-10 02:10:29,813 INFO : TRAIN, epoch=0127, iter=00050/00196, fetch data time cost=1.49ms, fps=2338 images/s, loss=0.1222, top1-acc=95.70%, top5-acc=99.95%, remaining_time=0:00:16.514498, arrival_time=2021-04-10 02:10:46.328039, cost_time=0:00:05.655635 2021-04-10 02:10:30,910 INFO : TRAIN, epoch=0127, iter=00060/00196, fetch data time cost=1.53ms, fps=2337 images/s, loss=0.1228, top1-acc=95.72%, top5-acc=99.95%, remaining_time=0:00:15.304216, arrival_time=2021-04-10 02:10:46.214167, cost_time=0:00:06.751879 2021-04-10 02:10:32,000 INFO : TRAIN, epoch=0127, iter=00070/00196, fetch data time cost=1.54ms, fps=2349 images/s, loss=0.1221, top1-acc=95.78%, top5-acc=99.95%, remaining_time=0:00:14.116788, arrival_time=2021-04-10 02:10:46.117381, cost_time=0:00:07.842662 2021-04-10 02:10:33,092 INFO : TRAIN, epoch=0127, iter=00080/00196, fetch data time cost=1.52ms, fps=2347 images/s, loss=0.1216, top1-acc=95.75%, top5-acc=99.95%, remaining_time=0:00:12.954764, arrival_time=2021-04-10 02:10:46.046936, cost_time=0:00:08.934291 2021-04-10 02:10:34,207 INFO : TRAIN, epoch=0127, iter=00090/00196, fetch data time cost=1.63ms, fps=2307 images/s, loss=0.1213, top1-acc=95.73%, top5-acc=99.95%, remaining_time=0:00:11.835642, arrival_time=2021-04-10 02:10:46.042687, cost_time=0:00:10.049161 2021-04-10 02:10:35,304 INFO : TRAIN, epoch=0127, iter=00100/00196, fetch data time cost=1.95ms, fps=2334 images/s, loss=0.1219, top1-acc=95.68%, top5-acc=99.95%, remaining_time=0:00:10.700448, arrival_time=2021-04-10 02:10:46.004732, cost_time=0:00:11.146322 2021-04-10 02:10:36,391 INFO : TRAIN, epoch=0127, iter=00110/00196, fetch data time cost=1.69ms, fps=2357 images/s, loss=0.1218, top1-acc=95.70%, top5-acc=99.95%, remaining_time=0:00:09.564318, arrival_time=2021-04-10 02:10:45.955583, cost_time=0:00:12.233407 2021-04-10 02:10:37,480 INFO : TRAIN, epoch=0127, iter=00120/00196, fetch data time cost=1.58ms, fps=2352 images/s, loss=0.1235, top1-acc=95.64%, top5-acc=99.95%, remaining_time=0:00:08.437368, arrival_time=2021-04-10 02:10:45.917434, cost_time=0:00:13.322114 2021-04-10 02:10:38,572 INFO : TRAIN, epoch=0127, iter=00130/00196, fetch data time cost=1.65ms, fps=2345 images/s, loss=0.1240, top1-acc=95.63%, top5-acc=99.95%, remaining_time=0:00:07.318146, arrival_time=2021-04-10 02:10:45.890572, cost_time=0:00:14.414567 2021-04-10 02:10:39,678 INFO : TRAIN, epoch=0127, iter=00140/00196, fetch data time cost=2.15ms, fps=2316 images/s, loss=0.1253, top1-acc=95.57%, top5-acc=99.95%, remaining_time=0:00:06.208104, arrival_time=2021-04-10 02:10:45.886512, cost_time=0:00:15.520214 2021-04-10 02:10:40,767 INFO : TRAIN, epoch=0127, iter=00150/00196, fetch data time cost=1.59ms, fps=2353 images/s, loss=0.1260, top1-acc=95.54%, top5-acc=99.95%, remaining_time=0:00:05.093580, arrival_time=2021-04-10 02:10:45.860917, cost_time=0:00:16.609491 2021-04-10 02:10:41,872 INFO : TRAIN, epoch=0127, iter=00160/00196, fetch data time cost=2.21ms, fps=2318 images/s, loss=0.1258, top1-acc=95.56%, top5-acc=99.95%, remaining_time=0:00:03.985740, arrival_time=2021-04-10 02:10:45.858073, cost_time=0:00:17.714334 2021-04-10 02:10:42,966 INFO : TRAIN, epoch=0127, iter=00170/00196, fetch data time cost=1.81ms, fps=2342 images/s, loss=0.1259, top1-acc=95.54%, top5-acc=99.95%, remaining_time=0:00:02.876588, arrival_time=2021-04-10 02:10:45.842866, cost_time=0:00:18.808398 2021-04-10 02:10:44,066 INFO : TRAIN, epoch=0127, iter=00180/00196, fetch data time cost=2.05ms, fps=2327 images/s, loss=0.1263, top1-acc=95.56%, top5-acc=99.95%, remaining_time=0:00:01.769680, arrival_time=2021-04-10 02:10:45.836488, cost_time=0:00:19.908864 2021-04-10 02:10:45,155 INFO : TRAIN, epoch=0127, iter=00190/00196, fetch data time cost=1.50ms, fps=2354 images/s, loss=0.1265, top1-acc=95.56%, top5-acc=99.95%, remaining_time=0:00:00.663072, arrival_time=2021-04-10 02:10:45.818136, cost_time=0:00:20.997192 2021-04-10 02:10:45,740 INFO : TRAIN, epoch=0127, iter=00196/00196, fetch data time cost=1.33ms, fps=2327 images/s, loss=0.1271, top1-acc=95.54%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-10 02:10:45.740039, cost_time=0:00:21.582208 2021-04-10 02:10:46,100 INFO : EVAL, epoch=0127, iter=00010/00040, fetch data time cost=4.49ms, fps=7122 images/s, loss=0.3946, top1-acc=88.12%, top5-acc=99.73%, remaining_time=0:00:01.078260, arrival_time=2021-04-10 02:10:47.178934, cost_time=0:00:00.359415 2021-04-10 02:10:46,344 INFO : EVAL, epoch=0127, iter=00020/00040, fetch data time cost=0.41ms, fps=10510 images/s, loss=0.4070, top1-acc=87.93%, top5-acc=99.69%, remaining_time=0:00:00.603500, arrival_time=2021-04-10 02:10:46.948284, cost_time=0:00:00.603507 2021-04-10 02:10:46,626 INFO : EVAL, epoch=0127, iter=00030/00040, fetch data time cost=11.38ms, fps=9096 images/s, loss=0.4024, top1-acc=88.18%, top5-acc=99.64%, remaining_time=0:00:00.295170, arrival_time=2021-04-10 02:10:46.921933, cost_time=0:00:00.885501 2021-04-10 02:10:46,874 INFO : EVAL, epoch=0127, iter=00040/00040, fetch data time cost=0.08ms, fps=9380 images/s, loss=0.4024, top1-acc=87.95%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-10 02:10:46.874586, cost_time=0:00:01.133390 2021-04-10 02:10:46,927 INFO : Epoch=0127 complete, best val top1-acc=89.43%, top5-acc=99.66% (epoch=114), remaining_time=0:27:53.903578, arrival_time=2021-04-10 02:38:40.830809, cost_time=0:48:32.133564 2021-04-10 02:10:46,928 INFO : Train start, epoch=0128, lr=0.029424 2021-04-10 02:10:48,275 INFO : TRAIN, epoch=0128, iter=00010/00196, fetch data time cost=0.34ms, fps=1901 images/s, loss=0.1509, top1-acc=94.69%, top5-acc=99.92%, remaining_time=0:00:25.047876, arrival_time=2021-04-10 02:11:13.323290, cost_time=0:00:01.346660 2021-04-10 02:10:49,371 INFO : TRAIN, epoch=0128, iter=00020/00196, fetch data time cost=1.52ms, fps=2338 images/s, loss=0.1368, top1-acc=95.35%, top5-acc=99.96%, remaining_time=0:00:21.495232, arrival_time=2021-04-10 02:11:10.866487, cost_time=0:00:02.442631 2021-04-10 02:10:50,468 INFO : TRAIN, epoch=0128, iter=00030/00196, fetch data time cost=1.95ms, fps=2335 images/s, loss=0.1311, top1-acc=95.51%, top5-acc=99.97%, remaining_time=0:00:19.583850, arrival_time=2021-04-10 02:11:10.051894, cost_time=0:00:03.539247 2021-04-10 02:10:51,566 INFO : TRAIN, epoch=0128, iter=00040/00196, fetch data time cost=1.74ms, fps=2332 images/s, loss=0.1268, top1-acc=95.68%, top5-acc=99.97%, remaining_time=0:00:18.088512, arrival_time=2021-04-10 02:11:09.655295, cost_time=0:00:04.638079 2021-04-10 02:10:52,652 INFO : TRAIN, epoch=0128, iter=00050/00196, fetch data time cost=1.45ms, fps=2358 images/s, loss=0.1242, top1-acc=95.80%, top5-acc=99.97%, remaining_time=0:00:16.714956, arrival_time=2021-04-10 02:11:09.367872, cost_time=0:00:05.724286 2021-04-10 02:10:53,741 INFO : TRAIN, epoch=0128, iter=00060/00196, fetch data time cost=1.53ms, fps=2354 images/s, loss=0.1230, top1-acc=95.87%, top5-acc=99.97%, remaining_time=0:00:15.440760, arrival_time=2021-04-10 02:11:09.181699, cost_time=0:00:06.812122 2021-04-10 02:10:54,880 INFO : TRAIN, epoch=0128, iter=00070/00196, fetch data time cost=1.84ms, fps=2247 images/s, loss=0.1220, top1-acc=95.84%, top5-acc=99.97%, remaining_time=0:00:14.314104, arrival_time=2021-04-10 02:11:09.195005, cost_time=0:00:07.952277 2021-04-10 02:10:55,975 INFO : TRAIN, epoch=0128, iter=00080/00196, fetch data time cost=2.18ms, fps=2341 images/s, loss=0.1215, top1-acc=95.88%, top5-acc=99.96%, remaining_time=0:00:13.116932, arrival_time=2021-04-10 02:11:09.091822, cost_time=0:00:09.046121 2021-04-10 02:10:57,106 INFO : TRAIN, epoch=0128, iter=00090/00196, fetch data time cost=2.65ms, fps=2265 images/s, loss=0.1226, top1-acc=95.81%, top5-acc=99.95%, remaining_time=0:00:11.986692, arrival_time=2021-04-10 02:11:09.092743, cost_time=0:00:10.177397 2021-04-10 02:10:58,211 INFO : TRAIN, epoch=0128, iter=00100/00196, fetch data time cost=1.92ms, fps=2318 images/s, loss=0.1229, top1-acc=95.82%, top5-acc=99.95%, remaining_time=0:00:10.831296, arrival_time=2021-04-10 02:11:09.042546, cost_time=0:00:11.282553 2021-04-10 02:10:59,303 INFO : TRAIN, epoch=0128, iter=00110/00196, fetch data time cost=1.57ms, fps=2344 images/s, loss=0.1234, top1-acc=95.82%, top5-acc=99.96%, remaining_time=0:00:09.675258, arrival_time=2021-04-10 02:11:08.979186, cost_time=0:00:12.375317 2021-04-10 02:11:00,403 INFO : TRAIN, epoch=0128, iter=00120/00196, fetch data time cost=1.63ms, fps=2329 images/s, loss=0.1230, top1-acc=95.79%, top5-acc=99.96%, remaining_time=0:00:08.534116, arrival_time=2021-04-10 02:11:08.937744, cost_time=0:00:13.474919 2021-04-10 02:11:01,494 INFO : TRAIN, epoch=0128, iter=00130/00196, fetch data time cost=2.11ms, fps=2347 images/s, loss=0.1244, top1-acc=95.73%, top5-acc=99.95%, remaining_time=0:00:07.395102, arrival_time=2021-04-10 02:11:08.889966, cost_time=0:00:14.566167 2021-04-10 02:11:02,587 INFO : TRAIN, epoch=0128, iter=00140/00196, fetch data time cost=2.06ms, fps=2344 images/s, loss=0.1248, top1-acc=95.69%, top5-acc=99.96%, remaining_time=0:00:06.263600, arrival_time=2021-04-10 02:11:08.851183, cost_time=0:00:15.658960 2021-04-10 02:11:03,678 INFO : TRAIN, epoch=0128, iter=00150/00196, fetch data time cost=1.92ms, fps=2348 images/s, loss=0.1247, top1-acc=95.68%, top5-acc=99.96%, remaining_time=0:00:05.136544, arrival_time=2021-04-10 02:11:08.814868, cost_time=0:00:16.749531 2021-04-10 02:11:04,777 INFO : TRAIN, epoch=0128, iter=00160/00196, fetch data time cost=1.47ms, fps=2332 images/s, loss=0.1245, top1-acc=95.69%, top5-acc=99.96%, remaining_time=0:00:04.015872, arrival_time=2021-04-10 02:11:08.793190, cost_time=0:00:17.848340 2021-04-10 02:11:05,871 INFO : TRAIN, epoch=0128, iter=00170/00196, fetch data time cost=1.49ms, fps=2342 images/s, loss=0.1239, top1-acc=95.73%, top5-acc=99.96%, remaining_time=0:00:02.897102, arrival_time=2021-04-10 02:11:08.768363, cost_time=0:00:18.942632 2021-04-10 02:11:06,976 INFO : TRAIN, epoch=0128, iter=00180/00196, fetch data time cost=1.66ms, fps=2317 images/s, loss=0.1239, top1-acc=95.73%, top5-acc=99.96%, remaining_time=0:00:01.782032, arrival_time=2021-04-10 02:11:08.758569, cost_time=0:00:20.047815 2021-04-10 02:11:08,078 INFO : TRAIN, epoch=0128, iter=00190/00196, fetch data time cost=1.87ms, fps=2324 images/s, loss=0.1242, top1-acc=95.71%, top5-acc=99.96%, remaining_time=0:00:00.667902, arrival_time=2021-04-10 02:11:08.746732, cost_time=0:00:21.150186 2021-04-10 02:11:08,666 INFO : TRAIN, epoch=0128, iter=00196/00196, fetch data time cost=2.10ms, fps=2317 images/s, loss=0.1246, top1-acc=95.71%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 02:11:08.666531, cost_time=0:00:21.737800 2021-04-10 02:11:09,122 INFO : EVAL, epoch=0128, iter=00010/00040, fetch data time cost=0.21ms, fps=5643 images/s, loss=0.3666, top1-acc=89.61%, top5-acc=99.77%, remaining_time=0:00:01.360980, arrival_time=2021-04-10 02:11:10.483111, cost_time=0:00:00.453662 2021-04-10 02:11:09,375 INFO : EVAL, epoch=0128, iter=00020/00040, fetch data time cost=0.23ms, fps=10129 images/s, loss=0.3871, top1-acc=88.83%, top5-acc=99.61%, remaining_time=0:00:00.706760, arrival_time=2021-04-10 02:11:10.082047, cost_time=0:00:00.706759 2021-04-10 02:11:09,619 INFO : EVAL, epoch=0128, iter=00030/00040, fetch data time cost=0.41ms, fps=10512 images/s, loss=0.4047, top1-acc=88.55%, top5-acc=99.51%, remaining_time=0:00:00.316920, arrival_time=2021-04-10 02:11:09.936217, cost_time=0:00:00.950756 2021-04-10 02:11:09,874 INFO : EVAL, epoch=0128, iter=00040/00040, fetch data time cost=0.14ms, fps=9126 images/s, loss=0.3881, top1-acc=88.69%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-10 02:11:09.874025, cost_time=0:00:01.205518 2021-04-10 02:11:09,931 INFO : Epoch=0128 complete, best val top1-acc=89.43%, top5-acc=99.66% (epoch=114), remaining_time=0:27:31.014936, arrival_time=2021-04-10 02:38:40.946296, cost_time=0:48:55.137677 2021-04-10 02:11:09,932 INFO : Train start, epoch=0129, lr=0.028711 2021-04-10 02:11:11,298 INFO : TRAIN, epoch=0129, iter=00010/00196, fetch data time cost=0.45ms, fps=1874 images/s, loss=0.1216, top1-acc=95.74%, top5-acc=99.92%, remaining_time=0:00:25.402206, arrival_time=2021-04-10 02:11:36.700770, cost_time=0:00:01.365711 2021-04-10 02:11:12,435 INFO : TRAIN, epoch=0129, iter=00020/00196, fetch data time cost=1.56ms, fps=2254 images/s, loss=0.1172, top1-acc=95.94%, top5-acc=99.92%, remaining_time=0:00:22.020240, arrival_time=2021-04-10 02:11:34.455474, cost_time=0:00:02.502308 2021-04-10 02:11:13,530 INFO : TRAIN, epoch=0129, iter=00030/00196, fetch data time cost=2.21ms, fps=2339 images/s, loss=0.1127, top1-acc=96.07%, top5-acc=99.93%, remaining_time=0:00:19.908878, arrival_time=2021-04-10 02:11:33.439615, cost_time=0:00:03.597978 2021-04-10 02:11:14,639 INFO : TRAIN, epoch=0129, iter=00040/00196, fetch data time cost=1.76ms, fps=2310 images/s, loss=0.1147, top1-acc=96.07%, top5-acc=99.91%, remaining_time=0:00:18.356208, arrival_time=2021-04-10 02:11:32.995850, cost_time=0:00:04.706727 2021-04-10 02:11:15,732 INFO : TRAIN, epoch=0129, iter=00050/00196, fetch data time cost=1.71ms, fps=2344 images/s, loss=0.1161, top1-acc=96.04%, top5-acc=99.93%, remaining_time=0:00:16.935854, arrival_time=2021-04-10 02:11:32.668605, cost_time=0:00:05.799930 2021-04-10 02:11:16,828 INFO : TRAIN, epoch=0129, iter=00060/00196, fetch data time cost=1.71ms, fps=2339 images/s, loss=0.1152, top1-acc=96.05%, top5-acc=99.94%, remaining_time=0:00:15.628440, arrival_time=2021-04-10 02:11:32.456321, cost_time=0:00:06.894916 2021-04-10 02:11:17,920 INFO : TRAIN, epoch=0129, iter=00070/00196, fetch data time cost=1.52ms, fps=2345 images/s, loss=0.1156, top1-acc=96.02%, top5-acc=99.94%, remaining_time=0:00:14.377608, arrival_time=2021-04-10 02:11:32.297972, cost_time=0:00:07.987564 2021-04-10 02:11:19,011 INFO : TRAIN, epoch=0129, iter=00080/00196, fetch data time cost=1.86ms, fps=2349 images/s, loss=0.1176, top1-acc=95.92%, top5-acc=99.95%, remaining_time=0:00:13.163332, arrival_time=2021-04-10 02:11:32.174350, cost_time=0:00:09.078174 2021-04-10 02:11:20,100 INFO : TRAIN, epoch=0129, iter=00090/00196, fetch data time cost=1.68ms, fps=2352 images/s, loss=0.1187, top1-acc=95.89%, top5-acc=99.95%, remaining_time=0:00:11.974926, arrival_time=2021-04-10 02:11:32.075099, cost_time=0:00:10.167414 2021-04-10 02:11:21,195 INFO : TRAIN, epoch=0129, iter=00100/00196, fetch data time cost=1.53ms, fps=2340 images/s, loss=0.1177, top1-acc=95.93%, top5-acc=99.96%, remaining_time=0:00:10.811616, arrival_time=2021-04-10 02:11:32.006661, cost_time=0:00:11.262077 2021-04-10 02:11:22,287 INFO : TRAIN, epoch=0129, iter=00110/00196, fetch data time cost=1.56ms, fps=2344 images/s, loss=0.1167, top1-acc=95.98%, top5-acc=99.96%, remaining_time=0:00:09.659520, arrival_time=2021-04-10 02:11:31.947466, cost_time=0:00:12.355200 2021-04-10 02:11:23,384 INFO : TRAIN, epoch=0129, iter=00120/00196, fetch data time cost=1.78ms, fps=2337 images/s, loss=0.1161, top1-acc=95.98%, top5-acc=99.96%, remaining_time=0:00:08.518992, arrival_time=2021-04-10 02:11:31.902987, cost_time=0:00:13.451089 2021-04-10 02:11:24,485 INFO : TRAIN, epoch=0129, iter=00130/00196, fetch data time cost=2.21ms, fps=2326 images/s, loss=0.1173, top1-acc=95.91%, top5-acc=99.96%, remaining_time=0:00:07.388238, arrival_time=2021-04-10 02:11:31.873653, cost_time=0:00:14.552634 2021-04-10 02:11:25,582 INFO : TRAIN, epoch=0129, iter=00140/00196, fetch data time cost=1.88ms, fps=2334 images/s, loss=0.1174, top1-acc=95.90%, top5-acc=99.96%, remaining_time=0:00:06.259960, arrival_time=2021-04-10 02:11:31.842785, cost_time=0:00:15.649895 2021-04-10 02:11:26,682 INFO : TRAIN, epoch=0129, iter=00150/00196, fetch data time cost=5.50ms, fps=2331 images/s, loss=0.1178, top1-acc=95.89%, top5-acc=99.96%, remaining_time=0:00:05.136406, arrival_time=2021-04-10 02:11:31.818369, cost_time=0:00:16.749212 2021-04-10 02:11:27,781 INFO : TRAIN, epoch=0129, iter=00160/00196, fetch data time cost=1.93ms, fps=2330 images/s, loss=0.1184, top1-acc=95.87%, top5-acc=99.96%, remaining_time=0:00:04.015836, arrival_time=2021-04-10 02:11:31.796904, cost_time=0:00:17.848197 2021-04-10 02:11:28,870 INFO : TRAIN, epoch=0129, iter=00170/00196, fetch data time cost=1.66ms, fps=2352 images/s, loss=0.1196, top1-acc=95.84%, top5-acc=99.96%, remaining_time=0:00:02.896296, arrival_time=2021-04-10 02:11:31.766407, cost_time=0:00:18.937332 2021-04-10 02:11:29,964 INFO : TRAIN, epoch=0129, iter=00180/00196, fetch data time cost=2.32ms, fps=2342 images/s, loss=0.1207, top1-acc=95.81%, top5-acc=99.96%, remaining_time=0:00:01.780544, arrival_time=2021-04-10 02:11:31.744512, cost_time=0:00:20.031033 2021-04-10 02:11:31,055 INFO : TRAIN, epoch=0129, iter=00190/00196, fetch data time cost=1.46ms, fps=2347 images/s, loss=0.1220, top1-acc=95.74%, top5-acc=99.96%, remaining_time=0:00:00.667032, arrival_time=2021-04-10 02:11:31.722512, cost_time=0:00:21.122711 2021-04-10 02:11:31,643 INFO : TRAIN, epoch=0129, iter=00196/00196, fetch data time cost=2.08ms, fps=2316 images/s, loss=0.1218, top1-acc=95.75%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 02:11:31.643406, cost_time=0:00:21.710549 2021-04-10 02:11:31,984 INFO : EVAL, epoch=0129, iter=00010/00040, fetch data time cost=4.56ms, fps=7548 images/s, loss=0.4031, top1-acc=88.52%, top5-acc=99.73%, remaining_time=0:00:01.017390, arrival_time=2021-04-10 02:11:33.001518, cost_time=0:00:00.339130 2021-04-10 02:11:32,223 INFO : EVAL, epoch=0129, iter=00020/00040, fetch data time cost=2.24ms, fps=10729 images/s, loss=0.4208, top1-acc=88.34%, top5-acc=99.77%, remaining_time=0:00:00.578220, arrival_time=2021-04-10 02:11:32.801451, cost_time=0:00:00.578221 2021-04-10 02:11:32,465 INFO : EVAL, epoch=0129, iter=00030/00040, fetch data time cost=3.80ms, fps=10608 images/s, loss=0.4368, top1-acc=88.05%, top5-acc=99.67%, remaining_time=0:00:00.273360, arrival_time=2021-04-10 02:11:32.738445, cost_time=0:00:00.820084 2021-04-10 02:11:32,682 INFO : EVAL, epoch=0129, iter=00040/00040, fetch data time cost=0.08ms, fps=10714 images/s, loss=0.4402, top1-acc=88.11%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-10 02:11:32.682100, cost_time=0:00:01.037182 2021-04-10 02:11:32,725 INFO : Epoch=0129 complete, best val top1-acc=89.43%, top5-acc=99.66% (epoch=114), remaining_time=0:27:08.009126, arrival_time=2021-04-10 02:38:40.734788, cost_time=0:49:17.932031 2021-04-10 02:11:32,726 INFO : Train start, epoch=0130, lr=0.028003 2021-04-10 02:11:34,011 INFO : TRAIN, epoch=0130, iter=00010/00196, fetch data time cost=0.41ms, fps=1993 images/s, loss=0.1461, top1-acc=94.77%, top5-acc=99.88%, remaining_time=0:00:23.890212, arrival_time=2021-04-10 02:11:57.901328, cost_time=0:00:01.284415 2021-04-10 02:11:35,101 INFO : TRAIN, epoch=0130, iter=00020/00196, fetch data time cost=1.85ms, fps=2350 images/s, loss=0.1303, top1-acc=95.51%, top5-acc=99.94%, remaining_time=0:00:20.898240, arrival_time=2021-04-10 02:11:55.999623, cost_time=0:00:02.374794 2021-04-10 02:11:36,208 INFO : TRAIN, epoch=0130, iter=00030/00196, fetch data time cost=2.14ms, fps=2314 images/s, loss=0.1315, top1-acc=95.44%, top5-acc=99.95%, remaining_time=0:00:19.264632, arrival_time=2021-04-10 02:11:55.472813, cost_time=0:00:03.481546 2021-04-10 02:11:37,313 INFO : TRAIN, epoch=0130, iter=00040/00196, fetch data time cost=1.62ms, fps=2327 images/s, loss=0.1288, top1-acc=95.45%, top5-acc=99.96%, remaining_time=0:00:17.887272, arrival_time=2021-04-10 02:11:55.200503, cost_time=0:00:04.586464 2021-04-10 02:11:38,402 INFO : TRAIN, epoch=0130, iter=00050/00196, fetch data time cost=6.59ms, fps=2352 images/s, loss=0.1235, top1-acc=95.69%, top5-acc=99.97%, remaining_time=0:00:16.574358, arrival_time=2021-04-10 02:11:54.977050, cost_time=0:00:05.676142 2021-04-10 02:11:39,492 INFO : TRAIN, epoch=0130, iter=00060/00196, fetch data time cost=1.72ms, fps=2351 images/s, loss=0.1227, top1-acc=95.69%, top5-acc=99.97%, remaining_time=0:00:15.335088, arrival_time=2021-04-10 02:11:54.827120, cost_time=0:00:06.765489 2021-04-10 02:11:40,582 INFO : TRAIN, epoch=0130, iter=00070/00196, fetch data time cost=1.57ms, fps=2349 images/s, loss=0.1232, top1-acc=95.69%, top5-acc=99.96%, remaining_time=0:00:14.140098, arrival_time=2021-04-10 02:11:54.722385, cost_time=0:00:07.855577 2021-04-10 02:11:41,684 INFO : TRAIN, epoch=0130, iter=00080/00196, fetch data time cost=1.65ms, fps=2325 images/s, loss=0.1204, top1-acc=95.83%, top5-acc=99.97%, remaining_time=0:00:12.988404, arrival_time=2021-04-10 02:11:54.672472, cost_time=0:00:08.957518 2021-04-10 02:11:42,783 INFO : TRAIN, epoch=0130, iter=00090/00196, fetch data time cost=1.88ms, fps=2330 images/s, loss=0.1211, top1-acc=95.75%, top5-acc=99.97%, remaining_time=0:00:11.844546, arrival_time=2021-04-10 02:11:54.627762, cost_time=0:00:10.056661 2021-04-10 02:11:43,889 INFO : TRAIN, epoch=0130, iter=00100/00196, fetch data time cost=2.64ms, fps=2316 images/s, loss=0.1206, top1-acc=95.79%, top5-acc=99.97%, remaining_time=0:00:10.715808, arrival_time=2021-04-10 02:11:54.604741, cost_time=0:00:11.162286 2021-04-10 02:11:44,978 INFO : TRAIN, epoch=0130, iter=00110/00196, fetch data time cost=2.10ms, fps=2350 images/s, loss=0.1210, top1-acc=95.78%, top5-acc=99.97%, remaining_time=0:00:09.579024, arrival_time=2021-04-10 02:11:54.557819, cost_time=0:00:12.252241 2021-04-10 02:11:46,074 INFO : TRAIN, epoch=0130, iter=00120/00196, fetch data time cost=1.51ms, fps=2339 images/s, loss=0.1210, top1-acc=95.80%, top5-acc=99.97%, remaining_time=0:00:08.453176, arrival_time=2021-04-10 02:11:54.527097, cost_time=0:00:13.347137 2021-04-10 02:11:47,164 INFO : TRAIN, epoch=0130, iter=00130/00196, fetch data time cost=1.99ms, fps=2350 images/s, loss=0.1193, top1-acc=95.86%, top5-acc=99.97%, remaining_time=0:00:07.329828, arrival_time=2021-04-10 02:11:54.493977, cost_time=0:00:14.437536 2021-04-10 02:11:48,245 INFO : TRAIN, epoch=0130, iter=00140/00196, fetch data time cost=1.43ms, fps=2370 images/s, loss=0.1196, top1-acc=95.85%, top5-acc=99.97%, remaining_time=0:00:06.207376, arrival_time=2021-04-10 02:11:54.452353, cost_time=0:00:15.518420 2021-04-10 02:11:49,337 INFO : TRAIN, epoch=0130, iter=00150/00196, fetch data time cost=2.18ms, fps=2343 images/s, loss=0.1192, top1-acc=95.85%, top5-acc=99.97%, remaining_time=0:00:05.094178, arrival_time=2021-04-10 02:11:54.432115, cost_time=0:00:16.611392 2021-04-10 02:11:50,449 INFO : TRAIN, epoch=0130, iter=00160/00196, fetch data time cost=1.42ms, fps=2305 images/s, loss=0.1189, top1-acc=95.86%, top5-acc=99.97%, remaining_time=0:00:03.987504, arrival_time=2021-04-10 02:11:54.436516, cost_time=0:00:17.722319 2021-04-10 02:11:51,538 INFO : TRAIN, epoch=0130, iter=00170/00196, fetch data time cost=1.53ms, fps=2351 images/s, loss=0.1186, top1-acc=95.88%, top5-acc=99.97%, remaining_time=0:00:02.877160, arrival_time=2021-04-10 02:11:54.415941, cost_time=0:00:18.812229 2021-04-10 02:11:52,630 INFO : TRAIN, epoch=0130, iter=00180/00196, fetch data time cost=1.60ms, fps=2346 images/s, loss=0.1183, top1-acc=95.88%, top5-acc=99.97%, remaining_time=0:00:01.769216, arrival_time=2021-04-10 02:11:54.399608, cost_time=0:00:19.903769 2021-04-10 02:11:53,729 INFO : TRAIN, epoch=0130, iter=00190/00196, fetch data time cost=2.24ms, fps=2331 images/s, loss=0.1194, top1-acc=95.85%, top5-acc=99.97%, remaining_time=0:00:00.663234, arrival_time=2021-04-10 02:11:54.392368, cost_time=0:00:21.002503 2021-04-10 02:11:54,326 INFO : TRAIN, epoch=0130, iter=00196/00196, fetch data time cost=1.84ms, fps=2281 images/s, loss=0.1193, top1-acc=95.85%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 02:11:54.326108, cost_time=0:00:21.599564 2021-04-10 02:11:54,696 INFO : EVAL, epoch=0130, iter=00010/00040, fetch data time cost=0.30ms, fps=6944 images/s, loss=0.3466, top1-acc=89.10%, top5-acc=99.80%, remaining_time=0:00:01.105890, arrival_time=2021-04-10 02:11:55.802190, cost_time=0:00:00.368628 2021-04-10 02:11:54,947 INFO : EVAL, epoch=0130, iter=00020/00040, fetch data time cost=0.23ms, fps=10222 images/s, loss=0.3925, top1-acc=88.75%, top5-acc=99.73%, remaining_time=0:00:00.619900, arrival_time=2021-04-10 02:11:55.567289, cost_time=0:00:00.619891 2021-04-10 02:11:55,189 INFO : EVAL, epoch=0130, iter=00030/00040, fetch data time cost=0.21ms, fps=10592 images/s, loss=0.3938, top1-acc=88.83%, top5-acc=99.70%, remaining_time=0:00:00.287360, arrival_time=2021-04-10 02:11:55.476915, cost_time=0:00:00.862081 2021-04-10 02:11:55,422 INFO : EVAL, epoch=0130, iter=00040/00040, fetch data time cost=0.09ms, fps=9977 images/s, loss=0.4027, top1-acc=88.55%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-10 02:11:55.422535, cost_time=0:00:01.095036 2021-04-10 02:11:55,474 INFO : Epoch=0130 complete, best val top1-acc=89.43%, top5-acc=99.66% (epoch=114), remaining_time=0:26:44.981700, arrival_time=2021-04-10 02:38:40.455672, cost_time=0:49:40.680345 2021-04-10 02:11:55,474 INFO : Train start, epoch=0131, lr=0.027300 2021-04-10 02:11:56,776 INFO : TRAIN, epoch=0131, iter=00010/00196, fetch data time cost=0.61ms, fps=1967 images/s, loss=0.1089, top1-acc=96.33%, top5-acc=100.00%, remaining_time=0:00:24.205296, arrival_time=2021-04-10 02:12:20.981612, cost_time=0:00:01.301361 2021-04-10 02:11:57,876 INFO : TRAIN, epoch=0131, iter=00020/00196, fetch data time cost=2.01ms, fps=2329 images/s, loss=0.1140, top1-acc=96.17%, top5-acc=100.00%, remaining_time=0:00:21.130208, arrival_time=2021-04-10 02:12:19.006242, cost_time=0:00:02.401156 2021-04-10 02:11:58,981 INFO : TRAIN, epoch=0131, iter=00030/00196, fetch data time cost=2.64ms, fps=2318 images/s, loss=0.1133, top1-acc=96.07%, top5-acc=100.00%, remaining_time=0:00:19.399922, arrival_time=2021-04-10 02:12:18.380882, cost_time=0:00:03.505998 2021-04-10 02:12:00,065 INFO : TRAIN, epoch=0131, iter=00040/00196, fetch data time cost=1.62ms, fps=2362 images/s, loss=0.1119, top1-acc=96.08%, top5-acc=100.00%, remaining_time=0:00:17.902872, arrival_time=2021-04-10 02:12:17.968231, cost_time=0:00:04.590483 2021-04-10 02:12:01,166 INFO : TRAIN, epoch=0131, iter=00050/00196, fetch data time cost=2.50ms, fps=2325 images/s, loss=0.1093, top1-acc=96.20%, top5-acc=100.00%, remaining_time=0:00:16.620202, arrival_time=2021-04-10 02:12:17.787036, cost_time=0:00:05.691870 2021-04-10 02:12:02,253 INFO : TRAIN, epoch=0131, iter=00060/00196, fetch data time cost=1.60ms, fps=2357 images/s, loss=0.1129, top1-acc=96.06%, top5-acc=100.00%, remaining_time=0:00:15.364872, arrival_time=2021-04-10 02:12:17.618316, cost_time=0:00:06.778593 2021-04-10 02:12:03,345 INFO : TRAIN, epoch=0131, iter=00070/00196, fetch data time cost=1.94ms, fps=2345 images/s, loss=0.1126, top1-acc=96.12%, top5-acc=100.00%, remaining_time=0:00:14.167440, arrival_time=2021-04-10 02:12:17.513073, cost_time=0:00:07.870771 2021-04-10 02:12:04,462 INFO : TRAIN, epoch=0131, iter=00080/00196, fetch data time cost=2.53ms, fps=2294 images/s, loss=0.1135, top1-acc=96.06%, top5-acc=100.00%, remaining_time=0:00:13.031556, arrival_time=2021-04-10 02:12:17.493771, cost_time=0:00:08.987246 2021-04-10 02:12:05,556 INFO : TRAIN, epoch=0131, iter=00090/00196, fetch data time cost=1.67ms, fps=2341 images/s, loss=0.1132, top1-acc=96.07%, top5-acc=99.99%, remaining_time=0:00:11.873908, arrival_time=2021-04-10 02:12:17.430368, cost_time=0:00:10.081599 2021-04-10 02:12:06,649 INFO : TRAIN, epoch=0131, iter=00100/00196, fetch data time cost=1.55ms, fps=2343 images/s, loss=0.1150, top1-acc=96.04%, top5-acc=99.98%, remaining_time=0:00:10.727616, arrival_time=2021-04-10 02:12:17.377124, cost_time=0:00:11.174585 2021-04-10 02:12:07,736 INFO : TRAIN, epoch=0131, iter=00110/00196, fetch data time cost=2.24ms, fps=2357 images/s, loss=0.1146, top1-acc=96.08%, top5-acc=99.98%, remaining_time=0:00:09.586248, arrival_time=2021-04-10 02:12:17.322660, cost_time=0:00:12.261510 2021-04-10 02:12:08,833 INFO : TRAIN, epoch=0131, iter=00120/00196, fetch data time cost=2.37ms, fps=2335 images/s, loss=0.1153, top1-acc=96.06%, top5-acc=99.98%, remaining_time=0:00:08.460472, arrival_time=2021-04-10 02:12:17.294061, cost_time=0:00:13.358632 2021-04-10 02:12:09,936 INFO : TRAIN, epoch=0131, iter=00130/00196, fetch data time cost=2.20ms, fps=2324 images/s, loss=0.1152, top1-acc=96.08%, top5-acc=99.98%, remaining_time=0:00:07.341774, arrival_time=2021-04-10 02:12:17.277843, cost_time=0:00:14.461125 2021-04-10 02:12:11,047 INFO : TRAIN, epoch=0131, iter=00140/00196, fetch data time cost=2.08ms, fps=2305 images/s, loss=0.1151, top1-acc=96.09%, top5-acc=99.98%, remaining_time=0:00:06.229048, arrival_time=2021-04-10 02:12:17.276558, cost_time=0:00:15.572562 2021-04-10 02:12:12,153 INFO : TRAIN, epoch=0131, iter=00150/00196, fetch data time cost=2.18ms, fps=2316 images/s, loss=0.1152, top1-acc=96.07%, top5-acc=99.98%, remaining_time=0:00:05.114786, arrival_time=2021-04-10 02:12:17.268361, cost_time=0:00:16.678667 2021-04-10 02:12:13,250 INFO : TRAIN, epoch=0131, iter=00160/00196, fetch data time cost=1.99ms, fps=2334 images/s, loss=0.1156, top1-acc=96.04%, top5-acc=99.98%, remaining_time=0:00:03.999600, arrival_time=2021-04-10 02:12:17.250479, cost_time=0:00:17.775922 2021-04-10 02:12:14,348 INFO : TRAIN, epoch=0131, iter=00170/00196, fetch data time cost=3.39ms, fps=2334 images/s, loss=0.1162, top1-acc=96.02%, top5-acc=99.98%, remaining_time=0:00:02.886520, arrival_time=2021-04-10 02:12:17.234938, cost_time=0:00:18.873434 2021-04-10 02:12:15,468 INFO : TRAIN, epoch=0131, iter=00180/00196, fetch data time cost=1.52ms, fps=2286 images/s, loss=0.1158, top1-acc=96.04%, top5-acc=99.98%, remaining_time=0:00:01.777248, arrival_time=2021-04-10 02:12:17.246174, cost_time=0:00:19.994050 2021-04-10 02:12:16,570 INFO : TRAIN, epoch=0131, iter=00190/00196, fetch data time cost=1.33ms, fps=2325 images/s, loss=0.1169, top1-acc=96.00%, top5-acc=99.98%, remaining_time=0:00:00.666180, arrival_time=2021-04-10 02:12:17.236862, cost_time=0:00:21.095739 2021-04-10 02:12:17,167 INFO : TRAIN, epoch=0131, iter=00196/00196, fetch data time cost=2.04ms, fps=2283 images/s, loss=0.1170, top1-acc=95.97%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 02:12:17.167038, cost_time=0:00:21.692144 2021-04-10 02:12:17,545 INFO : EVAL, epoch=0131, iter=00010/00040, fetch data time cost=0.75ms, fps=6810 images/s, loss=0.5612, top1-acc=85.43%, top5-acc=99.45%, remaining_time=0:00:01.127670, arrival_time=2021-04-10 02:12:18.672753, cost_time=0:00:00.375888 2021-04-10 02:12:17,783 INFO : EVAL, epoch=0131, iter=00020/00040, fetch data time cost=0.21ms, fps=10757 images/s, loss=0.5487, top1-acc=85.53%, top5-acc=99.34%, remaining_time=0:00:00.614680, arrival_time=2021-04-10 02:12:18.398426, cost_time=0:00:00.614687 2021-04-10 02:12:18,038 INFO : EVAL, epoch=0131, iter=00030/00040, fetch data time cost=0.22ms, fps=10061 images/s, loss=0.5351, top1-acc=85.79%, top5-acc=99.37%, remaining_time=0:00:00.289840, arrival_time=2021-04-10 02:12:18.328418, cost_time=0:00:00.869508 2021-04-10 02:12:18,264 INFO : EVAL, epoch=0131, iter=00040/00040, fetch data time cost=0.06ms, fps=10280 images/s, loss=0.5405, top1-acc=85.88%, top5-acc=99.39%, remaining_time=0:00:00, arrival_time=2021-04-10 02:12:18.264609, cost_time=0:00:01.095559 2021-04-10 02:12:18,304 INFO : Epoch=0131 complete, best val top1-acc=89.43%, top5-acc=99.66% (epoch=114), remaining_time=0:26:22.001709, arrival_time=2021-04-10 02:38:40.305859, cost_time=0:50:03.510527 2021-04-10 02:12:18,304 INFO : Train start, epoch=0132, lr=0.026604 2021-04-10 02:12:19,605 INFO : TRAIN, epoch=0132, iter=00010/00196, fetch data time cost=0.31ms, fps=1968 images/s, loss=0.1146, top1-acc=96.05%, top5-acc=99.92%, remaining_time=0:00:24.193392, arrival_time=2021-04-10 02:12:43.799171, cost_time=0:00:01.300716 2021-04-10 02:12:20,700 INFO : TRAIN, epoch=0132, iter=00020/00196, fetch data time cost=1.46ms, fps=2339 images/s, loss=0.1150, top1-acc=96.13%, top5-acc=99.92%, remaining_time=0:00:21.080576, arrival_time=2021-04-10 02:12:41.781331, cost_time=0:00:02.395530 2021-04-10 02:12:21,802 INFO : TRAIN, epoch=0132, iter=00030/00196, fetch data time cost=1.84ms, fps=2325 images/s, loss=0.1156, top1-acc=96.18%, top5-acc=99.93%, remaining_time=0:00:19.354106, arrival_time=2021-04-10 02:12:41.156919, cost_time=0:00:03.497727 2021-04-10 02:12:22,891 INFO : TRAIN, epoch=0132, iter=00040/00196, fetch data time cost=2.71ms, fps=2354 images/s, loss=0.1097, top1-acc=96.31%, top5-acc=99.95%, remaining_time=0:00:17.884464, arrival_time=2021-04-10 02:12:40.775437, cost_time=0:00:04.585762 2021-04-10 02:12:24,009 INFO : TRAIN, epoch=0132, iter=00050/00196, fetch data time cost=1.95ms, fps=2290 images/s, loss=0.1095, top1-acc=96.36%, top5-acc=99.96%, remaining_time=0:00:16.656994, arrival_time=2021-04-10 02:12:40.666553, cost_time=0:00:05.704462 2021-04-10 02:12:25,107 INFO : TRAIN, epoch=0132, iter=00060/00196, fetch data time cost=1.92ms, fps=2333 images/s, loss=0.1087, top1-acc=96.35%, top5-acc=99.96%, remaining_time=0:00:15.418456, arrival_time=2021-04-10 02:12:40.525772, cost_time=0:00:06.802265 2021-04-10 02:12:26,200 INFO : TRAIN, epoch=0132, iter=00070/00196, fetch data time cost=1.50ms, fps=2344 images/s, loss=0.1090, top1-acc=96.39%, top5-acc=99.97%, remaining_time=0:00:14.210910, arrival_time=2021-04-10 02:12:40.411097, cost_time=0:00:07.894948 2021-04-10 02:12:27,294 INFO : TRAIN, epoch=0132, iter=00080/00196, fetch data time cost=2.28ms, fps=2342 images/s, loss=0.1069, top1-acc=96.43%, top5-acc=99.96%, remaining_time=0:00:13.034108, arrival_time=2021-04-10 02:12:40.328222, cost_time=0:00:08.989069 2021-04-10 02:12:28,385 INFO : TRAIN, epoch=0132, iter=00090/00196, fetch data time cost=2.15ms, fps=2347 images/s, loss=0.1079, top1-acc=96.34%, top5-acc=99.97%, remaining_time=0:00:11.872530, arrival_time=2021-04-10 02:12:40.258112, cost_time=0:00:10.080420 2021-04-10 02:12:29,481 INFO : TRAIN, epoch=0132, iter=00100/00196, fetch data time cost=1.58ms, fps=2337 images/s, loss=0.1082, top1-acc=96.35%, top5-acc=99.97%, remaining_time=0:00:10.729632, arrival_time=2021-04-10 02:12:40.211396, cost_time=0:00:11.176716 2021-04-10 02:12:30,566 INFO : TRAIN, epoch=0132, iter=00110/00196, fetch data time cost=2.28ms, fps=2361 images/s, loss=0.1081, top1-acc=96.37%, top5-acc=99.97%, remaining_time=0:00:09.586248, arrival_time=2021-04-10 02:12:40.152907, cost_time=0:00:12.261514 2021-04-10 02:12:31,649 INFO : TRAIN, epoch=0132, iter=00120/00196, fetch data time cost=1.54ms, fps=2365 images/s, loss=0.1089, top1-acc=96.33%, top5-acc=99.97%, remaining_time=0:00:08.451580, arrival_time=2021-04-10 02:12:40.101292, cost_time=0:00:13.344603 2021-04-10 02:12:32,739 INFO : TRAIN, epoch=0132, iter=00130/00196, fetch data time cost=1.71ms, fps=2352 images/s, loss=0.1090, top1-acc=96.30%, top5-acc=99.97%, remaining_time=0:00:07.327980, arrival_time=2021-04-10 02:12:40.067079, cost_time=0:00:14.433882 2021-04-10 02:12:33,838 INFO : TRAIN, epoch=0132, iter=00140/00196, fetch data time cost=1.98ms, fps=2331 images/s, loss=0.1084, top1-acc=96.31%, top5-acc=99.97%, remaining_time=0:00:06.213200, arrival_time=2021-04-10 02:12:40.051366, cost_time=0:00:15.533041 2021-04-10 02:12:34,928 INFO : TRAIN, epoch=0132, iter=00150/00196, fetch data time cost=1.70ms, fps=2349 images/s, loss=0.1090, top1-acc=96.30%, top5-acc=99.96%, remaining_time=0:00:05.097858, arrival_time=2021-04-10 02:12:40.026274, cost_time=0:00:16.623381 2021-04-10 02:12:36,017 INFO : TRAIN, epoch=0132, iter=00160/00196, fetch data time cost=1.82ms, fps=2353 images/s, loss=0.1094, top1-acc=96.27%, top5-acc=99.96%, remaining_time=0:00:03.985200, arrival_time=2021-04-10 02:12:40.002344, cost_time=0:00:17.711970 2021-04-10 02:12:37,104 INFO : TRAIN, epoch=0132, iter=00170/00196, fetch data time cost=1.53ms, fps=2356 images/s, loss=0.1093, top1-acc=96.25%, top5-acc=99.97%, remaining_time=0:00:02.875184, arrival_time=2021-04-10 02:12:39.979446, cost_time=0:00:18.799215 2021-04-10 02:12:38,202 INFO : TRAIN, epoch=0132, iter=00180/00196, fetch data time cost=1.59ms, fps=2331 images/s, loss=0.1096, top1-acc=96.26%, top5-acc=99.96%, remaining_time=0:00:01.768688, arrival_time=2021-04-10 02:12:39.971470, cost_time=0:00:19.897710 2021-04-10 02:12:39,300 INFO : TRAIN, epoch=0132, iter=00190/00196, fetch data time cost=1.13ms, fps=2333 images/s, loss=0.1104, top1-acc=96.22%, top5-acc=99.97%, remaining_time=0:00:00.663018, arrival_time=2021-04-10 02:12:39.963821, cost_time=0:00:20.995645 2021-04-10 02:12:39,882 INFO : TRAIN, epoch=0132, iter=00196/00196, fetch data time cost=1.53ms, fps=2342 images/s, loss=0.1100, top1-acc=96.23%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 02:12:39.882036, cost_time=0:00:21.577009 2021-04-10 02:12:40,203 INFO : EVAL, epoch=0132, iter=00010/00040, fetch data time cost=1.67ms, fps=7993 images/s, loss=0.4778, top1-acc=87.03%, top5-acc=99.53%, remaining_time=0:00:00.960720, arrival_time=2021-04-10 02:12:41.164173, cost_time=0:00:00.320241 2021-04-10 02:12:40,437 INFO : EVAL, epoch=0132, iter=00020/00040, fetch data time cost=3.93ms, fps=10961 images/s, loss=0.5100, top1-acc=85.94%, top5-acc=99.61%, remaining_time=0:00:00.554320, arrival_time=2021-04-10 02:12:40.991801, cost_time=0:00:00.554310 2021-04-10 02:12:40,669 INFO : EVAL, epoch=0132, iter=00030/00040, fetch data time cost=1.48ms, fps=11071 images/s, loss=0.4998, top1-acc=86.30%, top5-acc=99.58%, remaining_time=0:00:00.261960, arrival_time=2021-04-10 02:12:40.931178, cost_time=0:00:00.785886 2021-04-10 02:12:40,897 INFO : EVAL, epoch=0132, iter=00040/00040, fetch data time cost=0.10ms, fps=10197 images/s, loss=0.5195, top1-acc=86.43%, top5-acc=99.51%, remaining_time=0:00:00, arrival_time=2021-04-10 02:12:40.897408, cost_time=0:00:01.014199 2021-04-10 02:12:40,966 INFO : Epoch=0132 complete, best val top1-acc=89.43%, top5-acc=99.66% (epoch=114), remaining_time=0:25:58.937264, arrival_time=2021-04-10 02:38:39.903215, cost_time=0:50:26.172276 2021-04-10 02:12:40,967 INFO : Train start, epoch=0133, lr=0.025912 2021-04-10 02:12:42,300 INFO : TRAIN, epoch=0133, iter=00010/00196, fetch data time cost=0.31ms, fps=1921 images/s, loss=0.1151, top1-acc=96.41%, top5-acc=99.96%, remaining_time=0:00:24.787662, arrival_time=2021-04-10 02:13:07.087611, cost_time=0:00:01.332669 2021-04-10 02:12:43,392 INFO : TRAIN, epoch=0133, iter=00020/00196, fetch data time cost=1.54ms, fps=2345 images/s, loss=0.1077, top1-acc=96.45%, top5-acc=99.92%, remaining_time=0:00:21.340352, arrival_time=2021-04-10 02:13:04.732779, cost_time=0:00:02.425047 2021-04-10 02:12:44,485 INFO : TRAIN, epoch=0133, iter=00030/00196, fetch data time cost=2.08ms, fps=2343 images/s, loss=0.1057, top1-acc=96.50%, top5-acc=99.93%, remaining_time=0:00:19.467982, arrival_time=2021-04-10 02:13:03.953822, cost_time=0:00:03.518311 2021-04-10 02:12:45,576 INFO : TRAIN, epoch=0133, iter=00040/00196, fetch data time cost=1.59ms, fps=2350 images/s, loss=0.1014, top1-acc=96.73%, top5-acc=99.93%, remaining_time=0:00:17.975256, arrival_time=2021-04-10 02:13:03.551547, cost_time=0:00:04.609020 2021-04-10 02:12:46,666 INFO : TRAIN, epoch=0133, iter=00050/00196, fetch data time cost=1.63ms, fps=2349 images/s, loss=0.0991, top1-acc=96.77%, top5-acc=99.94%, remaining_time=0:00:16.641664, arrival_time=2021-04-10 02:13:03.308231, cost_time=0:00:05.699186 2021-04-10 02:12:47,747 INFO : TRAIN, epoch=0133, iter=00060/00196, fetch data time cost=1.77ms, fps=2370 images/s, loss=0.0992, top1-acc=96.73%, top5-acc=99.95%, remaining_time=0:00:15.368544, arrival_time=2021-04-10 02:13:03.116047, cost_time=0:00:06.780227 2021-04-10 02:12:48,844 INFO : TRAIN, epoch=0133, iter=00070/00196, fetch data time cost=2.10ms, fps=2335 images/s, loss=0.1030, top1-acc=96.64%, top5-acc=99.96%, remaining_time=0:00:14.178906, arrival_time=2021-04-10 02:13:03.023453, cost_time=0:00:07.877169 2021-04-10 02:12:49,929 INFO : TRAIN, epoch=0133, iter=00080/00196, fetch data time cost=2.21ms, fps=2362 images/s, loss=0.1052, top1-acc=96.55%, top5-acc=99.96%, remaining_time=0:00:12.994320, arrival_time=2021-04-10 02:13:02.923344, cost_time=0:00:08.961599 2021-04-10 02:12:51,025 INFO : TRAIN, epoch=0133, iter=00090/00196, fetch data time cost=1.47ms, fps=2337 images/s, loss=0.1074, top1-acc=96.43%, top5-acc=99.95%, remaining_time=0:00:11.845818, arrival_time=2021-04-10 02:13:02.870901, cost_time=0:00:10.057807 2021-04-10 02:12:52,117 INFO : TRAIN, epoch=0133, iter=00100/00196, fetch data time cost=2.25ms, fps=2344 images/s, loss=0.1075, top1-acc=96.44%, top5-acc=99.94%, remaining_time=0:00:10.704192, arrival_time=2021-04-10 02:13:02.821866, cost_time=0:00:11.150229 2021-04-10 02:12:53,210 INFO : TRAIN, epoch=0133, iter=00110/00196, fetch data time cost=1.76ms, fps=2345 images/s, loss=0.1077, top1-acc=96.42%, top5-acc=99.95%, remaining_time=0:00:09.571714, arrival_time=2021-04-10 02:13:02.782013, cost_time=0:00:12.242935 2021-04-10 02:12:54,301 INFO : TRAIN, epoch=0133, iter=00120/00196, fetch data time cost=1.49ms, fps=2347 images/s, loss=0.1073, top1-acc=96.43%, top5-acc=99.95%, remaining_time=0:00:08.445196, arrival_time=2021-04-10 02:13:02.747021, cost_time=0:00:13.334497 2021-04-10 02:12:55,396 INFO : TRAIN, epoch=0133, iter=00130/00196, fetch data time cost=1.98ms, fps=2341 images/s, loss=0.1077, top1-acc=96.39%, top5-acc=99.95%, remaining_time=0:00:07.325274, arrival_time=2021-04-10 02:13:02.721251, cost_time=0:00:14.428609 2021-04-10 02:12:56,478 INFO : TRAIN, epoch=0133, iter=00140/00196, fetch data time cost=1.55ms, fps=2367 images/s, loss=0.1076, top1-acc=96.40%, top5-acc=99.96%, remaining_time=0:00:06.204296, arrival_time=2021-04-10 02:13:02.682363, cost_time=0:00:15.510777 2021-04-10 02:12:57,579 INFO : TRAIN, epoch=0133, iter=00150/00196, fetch data time cost=1.46ms, fps=2325 images/s, loss=0.1078, top1-acc=96.38%, top5-acc=99.96%, remaining_time=0:00:05.094408, arrival_time=2021-04-10 02:13:02.674008, cost_time=0:00:16.612187 2021-04-10 02:12:58,666 INFO : TRAIN, epoch=0133, iter=00160/00196, fetch data time cost=1.53ms, fps=2357 images/s, loss=0.1078, top1-acc=96.42%, top5-acc=99.96%, remaining_time=0:00:03.982284, arrival_time=2021-04-10 02:13:02.648600, cost_time=0:00:17.699042 2021-04-10 02:12:59,758 INFO : TRAIN, epoch=0133, iter=00170/00196, fetch data time cost=1.46ms, fps=2345 images/s, loss=0.1089, top1-acc=96.37%, top5-acc=99.96%, remaining_time=0:00:02.873910, arrival_time=2021-04-10 02:13:02.632332, cost_time=0:00:18.790988 2021-04-10 02:13:00,847 INFO : TRAIN, epoch=0133, iter=00180/00196, fetch data time cost=1.70ms, fps=2353 images/s, loss=0.1088, top1-acc=96.38%, top5-acc=99.96%, remaining_time=0:00:01.767104, arrival_time=2021-04-10 02:13:02.614246, cost_time=0:00:19.879841 2021-04-10 02:13:01,942 INFO : TRAIN, epoch=0133, iter=00190/00196, fetch data time cost=1.31ms, fps=2339 images/s, loss=0.1093, top1-acc=96.33%, top5-acc=99.96%, remaining_time=0:00:00.662370, arrival_time=2021-04-10 02:13:02.604678, cost_time=0:00:20.975025 2021-04-10 02:13:02,537 INFO : TRAIN, epoch=0133, iter=00196/00196, fetch data time cost=1.30ms, fps=2290 images/s, loss=0.1102, top1-acc=96.30%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 02:13:02.536998, cost_time=0:00:21.569568 2021-04-10 02:13:02,889 INFO : EVAL, epoch=0133, iter=00010/00040, fetch data time cost=4.93ms, fps=7317 images/s, loss=0.3758, top1-acc=88.59%, top5-acc=99.69%, remaining_time=0:00:01.049520, arrival_time=2021-04-10 02:13:03.938540, cost_time=0:00:00.349837 2021-04-10 02:13:03,132 INFO : EVAL, epoch=0133, iter=00020/00040, fetch data time cost=0.30ms, fps=10552 images/s, loss=0.3600, top1-acc=89.20%, top5-acc=99.63%, remaining_time=0:00:00.592840, arrival_time=2021-04-10 02:13:03.724908, cost_time=0:00:00.592850 2021-04-10 02:13:03,375 INFO : EVAL, epoch=0133, iter=00030/00040, fetch data time cost=5.54ms, fps=10559 images/s, loss=0.3510, top1-acc=89.47%, top5-acc=99.60%, remaining_time=0:00:00.278590, arrival_time=2021-04-10 02:13:03.653555, cost_time=0:00:00.835759 2021-04-10 02:13:03,593 INFO : EVAL, epoch=0133, iter=00040/00040, fetch data time cost=0.07ms, fps=10641 images/s, loss=0.3554, top1-acc=89.29%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-10 02:13:03.593420, cost_time=0:00:01.054280 2021-04-10 02:13:03,633 INFO : Epoch=0133 complete, best val top1-acc=89.43%, top5-acc=99.66% (epoch=114), remaining_time=0:25:35.881870, arrival_time=2021-04-10 02:38:39.515604, cost_time=0:50:48.840112 2021-04-10 02:13:03,634 INFO : Train start, epoch=0134, lr=0.025227 2021-04-10 02:13:04,958 INFO : TRAIN, epoch=0134, iter=00010/00196, fetch data time cost=1.58ms, fps=1933 images/s, loss=0.1420, top1-acc=95.16%, top5-acc=100.00%, remaining_time=0:00:24.627330, arrival_time=2021-04-10 02:13:29.586030, cost_time=0:00:01.324053 2021-04-10 02:13:06,047 INFO : TRAIN, epoch=0134, iter=00020/00196, fetch data time cost=1.54ms, fps=2353 images/s, loss=0.1190, top1-acc=96.00%, top5-acc=99.96%, remaining_time=0:00:21.233344, arrival_time=2021-04-10 02:13:27.281051, cost_time=0:00:02.412874 2021-04-10 02:13:07,140 INFO : TRAIN, epoch=0134, iter=00030/00196, fetch data time cost=1.78ms, fps=2344 images/s, loss=0.1082, top1-acc=96.29%, top5-acc=99.97%, remaining_time=0:00:19.401084, arrival_time=2021-04-10 02:13:26.541873, cost_time=0:00:03.506227 2021-04-10 02:13:08,228 INFO : TRAIN, epoch=0134, iter=00040/00196, fetch data time cost=1.50ms, fps=2356 images/s, loss=0.1094, top1-acc=96.18%, top5-acc=99.97%, remaining_time=0:00:17.914416, arrival_time=2021-04-10 02:13:26.142411, cost_time=0:00:04.593427 2021-04-10 02:13:09,319 INFO : TRAIN, epoch=0134, iter=00050/00196, fetch data time cost=1.52ms, fps=2346 images/s, loss=0.1067, top1-acc=96.27%, top5-acc=99.98%, remaining_time=0:00:16.600054, arrival_time=2021-04-10 02:13:25.919609, cost_time=0:00:05.684950 2021-04-10 02:13:10,399 INFO : TRAIN, epoch=0134, iter=00060/00196, fetch data time cost=1.67ms, fps=2372 images/s, loss=0.1069, top1-acc=96.30%, top5-acc=99.97%, remaining_time=0:00:15.333048, arrival_time=2021-04-10 02:13:25.732291, cost_time=0:00:06.764591 2021-04-10 02:13:11,499 INFO : TRAIN, epoch=0134, iter=00070/00196, fetch data time cost=2.30ms, fps=2327 images/s, loss=0.1063, top1-acc=96.34%, top5-acc=99.97%, remaining_time=0:00:14.157360, arrival_time=2021-04-10 02:13:25.657210, cost_time=0:00:07.865224 2021-04-10 02:13:12,593 INFO : TRAIN, epoch=0134, iter=00080/00196, fetch data time cost=1.61ms, fps=2343 images/s, loss=0.1057, top1-acc=96.37%, top5-acc=99.98%, remaining_time=0:00:12.990144, arrival_time=2021-04-10 02:13:25.583485, cost_time=0:00:08.958699 2021-04-10 02:13:13,691 INFO : TRAIN, epoch=0134, iter=00090/00196, fetch data time cost=2.23ms, fps=2332 images/s, loss=0.1042, top1-acc=96.41%, top5-acc=99.97%, remaining_time=0:00:11.845182, arrival_time=2021-04-10 02:13:25.537084, cost_time=0:00:10.057264 2021-04-10 02:13:14,783 INFO : TRAIN, epoch=0134, iter=00100/00196, fetch data time cost=1.70ms, fps=2347 images/s, loss=0.1041, top1-acc=96.41%, top5-acc=99.97%, remaining_time=0:00:10.702656, arrival_time=2021-04-10 02:13:25.485865, cost_time=0:00:11.148649 2021-04-10 02:13:15,883 INFO : TRAIN, epoch=0134, iter=00110/00196, fetch data time cost=1.64ms, fps=2328 images/s, loss=0.1051, top1-acc=96.37%, top5-acc=99.97%, remaining_time=0:00:09.576444, arrival_time=2021-04-10 02:13:25.460032, cost_time=0:00:12.248931 2021-04-10 02:13:16,971 INFO : TRAIN, epoch=0134, iter=00120/00196, fetch data time cost=1.50ms, fps=2354 images/s, loss=0.1054, top1-acc=96.39%, top5-acc=99.97%, remaining_time=0:00:08.446792, arrival_time=2021-04-10 02:13:25.418441, cost_time=0:00:13.337082 2021-04-10 02:13:18,056 INFO : TRAIN, epoch=0134, iter=00130/00196, fetch data time cost=1.52ms, fps=2362 images/s, loss=0.1061, top1-acc=96.36%, top5-acc=99.97%, remaining_time=0:00:07.321776, arrival_time=2021-04-10 02:13:25.377963, cost_time=0:00:14.421630 2021-04-10 02:13:19,139 INFO : TRAIN, epoch=0134, iter=00140/00196, fetch data time cost=1.49ms, fps=2364 images/s, loss=0.1059, top1-acc=96.38%, top5-acc=99.97%, remaining_time=0:00:06.201944, arrival_time=2021-04-10 02:13:25.341353, cost_time=0:00:15.504811 2021-04-10 02:13:20,231 INFO : TRAIN, epoch=0134, iter=00150/00196, fetch data time cost=1.51ms, fps=2345 images/s, loss=0.1067, top1-acc=96.36%, top5-acc=99.97%, remaining_time=0:00:05.089808, arrival_time=2021-04-10 02:13:25.321624, cost_time=0:00:16.597262 2021-04-10 02:13:21,333 INFO : TRAIN, epoch=0134, iter=00160/00196, fetch data time cost=1.96ms, fps=2325 images/s, loss=0.1055, top1-acc=96.39%, top5-acc=99.97%, remaining_time=0:00:03.982248, arrival_time=2021-04-10 02:13:25.315815, cost_time=0:00:17.698913 2021-04-10 02:13:22,421 INFO : TRAIN, epoch=0134, iter=00170/00196, fetch data time cost=1.56ms, fps=2354 images/s, loss=0.1057, top1-acc=96.36%, top5-acc=99.97%, remaining_time=0:00:02.873312, arrival_time=2021-04-10 02:13:25.294904, cost_time=0:00:18.787035 2021-04-10 02:13:23,511 INFO : TRAIN, epoch=0134, iter=00180/00196, fetch data time cost=1.52ms, fps=2351 images/s, loss=0.1067, top1-acc=96.34%, top5-acc=99.97%, remaining_time=0:00:01.766800, arrival_time=2021-04-10 02:13:25.277920, cost_time=0:00:19.876419 2021-04-10 02:13:24,601 INFO : TRAIN, epoch=0134, iter=00190/00196, fetch data time cost=1.50ms, fps=2350 images/s, loss=0.1065, top1-acc=96.35%, top5-acc=99.97%, remaining_time=0:00:00.662100, arrival_time=2021-04-10 02:13:25.263234, cost_time=0:00:20.966580 2021-04-10 02:13:25,183 INFO : TRAIN, epoch=0134, iter=00196/00196, fetch data time cost=1.33ms, fps=2337 images/s, loss=0.1057, top1-acc=96.37%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 02:13:25.183534, cost_time=0:00:21.548987 2021-04-10 02:13:25,529 INFO : EVAL, epoch=0134, iter=00010/00040, fetch data time cost=3.51ms, fps=7438 images/s, loss=0.3534, top1-acc=88.79%, top5-acc=99.65%, remaining_time=0:00:01.032510, arrival_time=2021-04-10 02:13:26.561476, cost_time=0:00:00.344169 2021-04-10 02:13:25,774 INFO : EVAL, epoch=0134, iter=00020/00040, fetch data time cost=0.30ms, fps=10467 images/s, loss=0.3530, top1-acc=89.30%, top5-acc=99.55%, remaining_time=0:00:00.589100, arrival_time=2021-04-10 02:13:26.363032, cost_time=0:00:00.589091 2021-04-10 02:13:26,014 INFO : EVAL, epoch=0134, iter=00030/00040, fetch data time cost=0.31ms, fps=10673 images/s, loss=0.3427, top1-acc=89.87%, top5-acc=99.56%, remaining_time=0:00:00.276490, arrival_time=2021-04-10 02:13:26.290760, cost_time=0:00:00.829469 2021-04-10 02:13:26,231 INFO : EVAL, epoch=0134, iter=00040/00040, fetch data time cost=0.06ms, fps=10711 images/s, loss=0.3393, top1-acc=89.70%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-10 02:13:26.231215, cost_time=0:00:01.046449 2021-04-10 02:13:26,318 INFO : Epoch=0134 complete, best val top1-acc=89.70%, top5-acc=99.59% (epoch=134), remaining_time=0:25:12.840516, arrival_time=2021-04-10 02:38:39.158893, cost_time=0:51:11.524724 2021-04-10 02:13:26,319 INFO : Train start, epoch=0135, lr=0.024548 2021-04-10 02:13:27,598 INFO : TRAIN, epoch=0135, iter=00010/00196, fetch data time cost=0.32ms, fps=2002 images/s, loss=0.0863, top1-acc=97.19%, top5-acc=100.00%, remaining_time=0:00:23.783820, arrival_time=2021-04-10 02:13:51.381864, cost_time=0:00:01.278695 2021-04-10 02:13:28,686 INFO : TRAIN, epoch=0135, iter=00020/00196, fetch data time cost=1.61ms, fps=2353 images/s, loss=0.0917, top1-acc=96.86%, top5-acc=100.00%, remaining_time=0:00:20.833296, arrival_time=2021-04-10 02:13:49.519993, cost_time=0:00:02.367425 2021-04-10 02:13:29,776 INFO : TRAIN, epoch=0135, iter=00030/00196, fetch data time cost=2.23ms, fps=2351 images/s, loss=0.0914, top1-acc=96.81%, top5-acc=100.00%, remaining_time=0:00:19.126852, arrival_time=2021-04-10 02:13:48.902843, cost_time=0:00:03.456648 2021-04-10 02:13:30,875 INFO : TRAIN, epoch=0135, iter=00040/00196, fetch data time cost=2.18ms, fps=2329 images/s, loss=0.0908, top1-acc=96.86%, top5-acc=99.99%, remaining_time=0:00:17.770116, arrival_time=2021-04-10 02:13:48.645831, cost_time=0:00:04.556454 2021-04-10 02:13:31,968 INFO : TRAIN, epoch=0135, iter=00050/00196, fetch data time cost=1.67ms, fps=2344 images/s, loss=0.0893, top1-acc=96.91%, top5-acc=99.99%, remaining_time=0:00:16.495080, arrival_time=2021-04-10 02:13:48.463325, cost_time=0:00:05.648979 2021-04-10 02:13:33,062 INFO : TRAIN, epoch=0135, iter=00060/00196, fetch data time cost=2.11ms, fps=2341 images/s, loss=0.0878, top1-acc=96.98%, top5-acc=99.99%, remaining_time=0:00:15.284496, arrival_time=2021-04-10 02:13:48.346895, cost_time=0:00:06.743130 2021-04-10 02:13:34,147 INFO : TRAIN, epoch=0135, iter=00070/00196, fetch data time cost=1.64ms, fps=2360 images/s, loss=0.0893, top1-acc=96.95%, top5-acc=99.99%, remaining_time=0:00:14.090958, arrival_time=2021-04-10 02:13:48.238564, cost_time=0:00:07.828336 2021-04-10 02:13:35,239 INFO : TRAIN, epoch=0135, iter=00080/00196, fetch data time cost=1.59ms, fps=2346 images/s, loss=0.0908, top1-acc=96.87%, top5-acc=99.99%, remaining_time=0:00:12.934116, arrival_time=2021-04-10 02:13:48.173626, cost_time=0:00:08.920077 2021-04-10 02:13:36,330 INFO : TRAIN, epoch=0135, iter=00090/00196, fetch data time cost=2.26ms, fps=2349 images/s, loss=0.0906, top1-acc=96.87%, top5-acc=99.99%, remaining_time=0:00:11.790592, arrival_time=2021-04-10 02:13:48.120744, cost_time=0:00:10.010894 2021-04-10 02:13:37,418 INFO : TRAIN, epoch=0135, iter=00100/00196, fetch data time cost=1.52ms, fps=2353 images/s, loss=0.0931, top1-acc=96.78%, top5-acc=99.99%, remaining_time=0:00:10.655136, arrival_time=2021-04-10 02:13:48.073527, cost_time=0:00:11.099118 2021-04-10 02:13:38,510 INFO : TRAIN, epoch=0135, iter=00110/00196, fetch data time cost=2.14ms, fps=2345 images/s, loss=0.0941, top1-acc=96.76%, top5-acc=99.99%, remaining_time=0:00:09.531552, arrival_time=2021-04-10 02:13:48.042418, cost_time=0:00:12.191488 2021-04-10 02:13:39,605 INFO : TRAIN, epoch=0135, iter=00120/00196, fetch data time cost=2.23ms, fps=2341 images/s, loss=0.0948, top1-acc=96.75%, top5-acc=99.98%, remaining_time=0:00:08.414416, arrival_time=2021-04-10 02:13:48.019666, cost_time=0:00:13.285899 2021-04-10 02:13:40,690 INFO : TRAIN, epoch=0135, iter=00130/00196, fetch data time cost=1.64ms, fps=2360 images/s, loss=0.0949, top1-acc=96.73%, top5-acc=99.98%, remaining_time=0:00:07.296168, arrival_time=2021-04-10 02:13:47.986684, cost_time=0:00:14.371212 2021-04-10 02:13:41,816 INFO : TRAIN, epoch=0135, iter=00140/00196, fetch data time cost=10.65ms, fps=2274 images/s, loss=0.0953, top1-acc=96.69%, top5-acc=99.99%, remaining_time=0:00:06.199032, arrival_time=2021-04-10 02:13:48.015945, cost_time=0:00:15.497620 2021-04-10 02:13:42,900 INFO : TRAIN, epoch=0135, iter=00150/00196, fetch data time cost=1.56ms, fps=2364 images/s, loss=0.0965, top1-acc=96.65%, top5-acc=99.99%, remaining_time=0:00:05.084886, arrival_time=2021-04-10 02:13:47.985409, cost_time=0:00:16.581212 2021-04-10 02:13:44,008 INFO : TRAIN, epoch=0135, iter=00160/00196, fetch data time cost=15.70ms, fps=2312 images/s, loss=0.0971, top1-acc=96.62%, top5-acc=99.98%, remaining_time=0:00:03.980016, arrival_time=2021-04-10 02:13:47.988412, cost_time=0:00:17.688959 2021-04-10 02:13:45,117 INFO : TRAIN, epoch=0135, iter=00170/00196, fetch data time cost=2.35ms, fps=2309 images/s, loss=0.0976, top1-acc=96.62%, top5-acc=99.98%, remaining_time=0:00:02.875080, arrival_time=2021-04-10 02:13:47.992921, cost_time=0:00:18.798551 2021-04-10 02:13:46,213 INFO : TRAIN, epoch=0135, iter=00180/00196, fetch data time cost=1.56ms, fps=2338 images/s, loss=0.0986, top1-acc=96.61%, top5-acc=99.98%, remaining_time=0:00:01.768352, arrival_time=2021-04-10 02:13:47.981666, cost_time=0:00:19.893918 2021-04-10 02:13:47,304 INFO : TRAIN, epoch=0135, iter=00190/00196, fetch data time cost=1.34ms, fps=2347 images/s, loss=0.1002, top1-acc=96.54%, top5-acc=99.98%, remaining_time=0:00:00.662706, arrival_time=2021-04-10 02:13:47.967598, cost_time=0:00:20.985626 2021-04-10 02:13:47,887 INFO : TRAIN, epoch=0135, iter=00196/00196, fetch data time cost=1.33ms, fps=2336 images/s, loss=0.1010, top1-acc=96.53%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 02:13:47.887748, cost_time=0:00:21.568421 2021-04-10 02:13:48,235 INFO : EVAL, epoch=0135, iter=00010/00040, fetch data time cost=0.29ms, fps=7400 images/s, loss=0.4640, top1-acc=86.80%, top5-acc=99.65%, remaining_time=0:00:01.037700, arrival_time=2021-04-10 02:13:49.272697, cost_time=0:00:00.345900 2021-04-10 02:13:48,475 INFO : EVAL, epoch=0135, iter=00020/00040, fetch data time cost=2.52ms, fps=10692 images/s, loss=0.4481, top1-acc=87.29%, top5-acc=99.73%, remaining_time=0:00:00.585820, arrival_time=2021-04-10 02:13:49.060745, cost_time=0:00:00.585821 2021-04-10 02:13:48,714 INFO : EVAL, epoch=0135, iter=00030/00040, fetch data time cost=0.41ms, fps=10710 images/s, loss=0.4507, top1-acc=87.15%, top5-acc=99.67%, remaining_time=0:00:00.275120, arrival_time=2021-04-10 02:13:48.989600, cost_time=0:00:00.825370 2021-04-10 02:13:48,934 INFO : EVAL, epoch=0135, iter=00040/00040, fetch data time cost=0.09ms, fps=10558 images/s, loss=0.4623, top1-acc=87.19%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-10 02:13:48.934678, cost_time=0:00:01.045663 2021-04-10 02:13:48,974 INFO : Epoch=0135 complete, best val top1-acc=89.70%, top5-acc=99.59% (epoch=134), remaining_time=0:24:49.790770, arrival_time=2021-04-10 02:38:38.765227, cost_time=0:51:34.180839 2021-04-10 02:13:48,975 INFO : Train start, epoch=0136, lr=0.023875 2021-04-10 02:13:50,295 INFO : TRAIN, epoch=0136, iter=00010/00196, fetch data time cost=1.63ms, fps=1939 images/s, loss=0.1192, top1-acc=95.51%, top5-acc=99.96%, remaining_time=0:00:24.556092, arrival_time=2021-04-10 02:14:14.851620, cost_time=0:00:01.320220 2021-04-10 02:13:51,382 INFO : TRAIN, epoch=0136, iter=00020/00196, fetch data time cost=1.71ms, fps=2356 images/s, loss=0.1150, top1-acc=95.86%, top5-acc=99.98%, remaining_time=0:00:21.185824, arrival_time=2021-04-10 02:14:12.568635, cost_time=0:00:02.407490 2021-04-10 02:13:52,473 INFO : TRAIN, epoch=0136, iter=00030/00196, fetch data time cost=1.84ms, fps=2349 images/s, loss=0.1056, top1-acc=96.21%, top5-acc=99.97%, remaining_time=0:00:19.354936, arrival_time=2021-04-10 02:14:11.828304, cost_time=0:00:03.497894 2021-04-10 02:13:53,566 INFO : TRAIN, epoch=0136, iter=00040/00196, fetch data time cost=2.19ms, fps=2345 images/s, loss=0.1066, top1-acc=96.27%, top5-acc=99.96%, remaining_time=0:00:17.905524, arrival_time=2021-04-10 02:14:11.472089, cost_time=0:00:04.591177 2021-04-10 02:13:54,659 INFO : TRAIN, epoch=0136, iter=00050/00196, fetch data time cost=1.51ms, fps=2343 images/s, loss=0.1028, top1-acc=96.43%, top5-acc=99.97%, remaining_time=0:00:16.598448, arrival_time=2021-04-10 02:14:11.258153, cost_time=0:00:05.684395 2021-04-10 02:13:55,750 INFO : TRAIN, epoch=0136, iter=00060/00196, fetch data time cost=2.02ms, fps=2349 images/s, loss=0.1011, top1-acc=96.45%, top5-acc=99.97%, remaining_time=0:00:15.356304, arrival_time=2021-04-10 02:14:11.106675, cost_time=0:00:06.774837 2021-04-10 02:13:56,840 INFO : TRAIN, epoch=0136, iter=00070/00196, fetch data time cost=1.43ms, fps=2350 images/s, loss=0.1007, top1-acc=96.45%, top5-acc=99.98%, remaining_time=0:00:14.157486, arrival_time=2021-04-10 02:14:10.998098, cost_time=0:00:07.865278 2021-04-10 02:13:57,929 INFO : TRAIN, epoch=0136, iter=00080/00196, fetch data time cost=2.18ms, fps=2353 images/s, loss=0.1015, top1-acc=96.43%, top5-acc=99.98%, remaining_time=0:00:12.982604, arrival_time=2021-04-10 02:14:10.911602, cost_time=0:00:08.953523 2021-04-10 02:13:59,020 INFO : TRAIN, epoch=0136, iter=00090/00196, fetch data time cost=2.29ms, fps=2347 images/s, loss=0.1016, top1-acc=96.48%, top5-acc=99.98%, remaining_time=0:00:11.830766, arrival_time=2021-04-10 02:14:10.851101, cost_time=0:00:10.044990 2021-04-10 02:14:00,116 INFO : TRAIN, epoch=0136, iter=00100/00196, fetch data time cost=1.49ms, fps=2337 images/s, loss=0.1026, top1-acc=96.42%, top5-acc=99.98%, remaining_time=0:00:10.695168, arrival_time=2021-04-10 02:14:10.811291, cost_time=0:00:11.140803 2021-04-10 02:14:01,198 INFO : TRAIN, epoch=0136, iter=00110/00196, fetch data time cost=1.49ms, fps=2366 images/s, loss=0.1023, top1-acc=96.40%, top5-acc=99.98%, remaining_time=0:00:09.556492, arrival_time=2021-04-10 02:14:10.755224, cost_time=0:00:12.223412 2021-04-10 02:14:02,287 INFO : TRAIN, epoch=0136, iter=00120/00196, fetch data time cost=1.50ms, fps=2352 images/s, loss=0.1032, top1-acc=96.36%, top5-acc=99.97%, remaining_time=0:00:08.431212, arrival_time=2021-04-10 02:14:10.719075, cost_time=0:00:13.312448 2021-04-10 02:14:03,370 INFO : TRAIN, epoch=0136, iter=00130/00196, fetch data time cost=1.63ms, fps=2366 images/s, loss=0.1035, top1-acc=96.37%, top5-acc=99.97%, remaining_time=0:00:07.308378, arrival_time=2021-04-10 02:14:10.678982, cost_time=0:00:14.395277 2021-04-10 02:14:04,466 INFO : TRAIN, epoch=0136, iter=00140/00196, fetch data time cost=1.96ms, fps=2337 images/s, loss=0.1040, top1-acc=96.35%, top5-acc=99.97%, remaining_time=0:00:06.196456, arrival_time=2021-04-10 02:14:10.662942, cost_time=0:00:15.491166 2021-04-10 02:14:05,550 INFO : TRAIN, epoch=0136, iter=00150/00196, fetch data time cost=1.69ms, fps=2362 images/s, loss=0.1042, top1-acc=96.33%, top5-acc=99.97%, remaining_time=0:00:05.083138, arrival_time=2021-04-10 02:14:10.633905, cost_time=0:00:16.575463 2021-04-10 02:14:06,641 INFO : TRAIN, epoch=0136, iter=00160/00196, fetch data time cost=1.91ms, fps=2349 images/s, loss=0.1046, top1-acc=96.32%, top5-acc=99.97%, remaining_time=0:00:03.974760, arrival_time=2021-04-10 02:14:10.615838, cost_time=0:00:17.665598 2021-04-10 02:14:07,725 INFO : TRAIN, epoch=0136, iter=00170/00196, fetch data time cost=2.20ms, fps=2362 images/s, loss=0.1048, top1-acc=96.31%, top5-acc=99.97%, remaining_time=0:00:02.867696, arrival_time=2021-04-10 02:14:10.593280, cost_time=0:00:18.750237 2021-04-10 02:14:08,810 INFO : TRAIN, epoch=0136, iter=00180/00196, fetch data time cost=1.63ms, fps=2361 images/s, loss=0.1050, top1-acc=96.28%, top5-acc=99.97%, remaining_time=0:00:01.763120, arrival_time=2021-04-10 02:14:10.573692, cost_time=0:00:19.835139 2021-04-10 02:14:09,901 INFO : TRAIN, epoch=0136, iter=00190/00196, fetch data time cost=1.50ms, fps=2347 images/s, loss=0.1051, top1-acc=96.28%, top5-acc=99.97%, remaining_time=0:00:00.660834, arrival_time=2021-04-10 02:14:10.562543, cost_time=0:00:20.926378 2021-04-10 02:14:10,484 INFO : TRAIN, epoch=0136, iter=00196/00196, fetch data time cost=1.51ms, fps=2336 images/s, loss=0.1053, top1-acc=96.28%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 02:14:10.484272, cost_time=0:00:21.508966 2021-04-10 02:14:10,811 INFO : EVAL, epoch=0136, iter=00010/00040, fetch data time cost=1.89ms, fps=7855 images/s, loss=0.3406, top1-acc=89.96%, top5-acc=99.65%, remaining_time=0:00:00.977700, arrival_time=2021-04-10 02:14:11.789061, cost_time=0:00:00.325902 2021-04-10 02:14:11,053 INFO : EVAL, epoch=0136, iter=00020/00040, fetch data time cost=4.04ms, fps=10588 images/s, loss=0.3370, top1-acc=90.18%, top5-acc=99.73%, remaining_time=0:00:00.568000, arrival_time=2021-04-10 02:14:11.621481, cost_time=0:00:00.567996 2021-04-10 02:14:11,292 INFO : EVAL, epoch=0136, iter=00030/00040, fetch data time cost=2.45ms, fps=10736 images/s, loss=0.3461, top1-acc=90.12%, top5-acc=99.70%, remaining_time=0:00:00.268940, arrival_time=2021-04-10 02:14:11.561272, cost_time=0:00:00.806806 2021-04-10 02:14:11,511 INFO : EVAL, epoch=0136, iter=00040/00040, fetch data time cost=0.06ms, fps=10604 images/s, loss=0.3403, top1-acc=90.07%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-10 02:14:11.511542, cost_time=0:00:01.026084 2021-04-10 02:14:11,608 INFO : Epoch=0136 complete, best val top1-acc=90.07%, top5-acc=99.74% (epoch=136), remaining_time=0:24:26.736320, arrival_time=2021-04-10 02:38:38.344616, cost_time=0:51:56.814659 2021-04-10 02:14:11,609 INFO : Train start, epoch=0137, lr=0.023209 2021-04-10 02:14:12,891 INFO : TRAIN, epoch=0137, iter=00010/00196, fetch data time cost=0.35ms, fps=1996 images/s, loss=0.1085, top1-acc=96.13%, top5-acc=100.00%, remaining_time=0:00:23.853756, arrival_time=2021-04-10 02:14:36.745595, cost_time=0:00:01.282457 2021-04-10 02:14:13,978 INFO : TRAIN, epoch=0137, iter=00020/00196, fetch data time cost=1.46ms, fps=2358 images/s, loss=0.1080, top1-acc=96.17%, top5-acc=99.98%, remaining_time=0:00:20.849488, arrival_time=2021-04-10 02:14:34.828035, cost_time=0:00:02.369257 2021-04-10 02:14:15,070 INFO : TRAIN, epoch=0137, iter=00030/00196, fetch data time cost=1.82ms, fps=2347 images/s, loss=0.1026, top1-acc=96.38%, top5-acc=99.99%, remaining_time=0:00:19.149760, arrival_time=2021-04-10 02:14:34.219906, cost_time=0:00:03.460798 2021-04-10 02:14:16,162 INFO : TRAIN, epoch=0137, iter=00040/00196, fetch data time cost=1.62ms, fps=2345 images/s, loss=0.0985, top1-acc=96.54%, top5-acc=99.99%, remaining_time=0:00:17.757948, arrival_time=2021-04-10 02:14:33.920502, cost_time=0:00:04.553323 2021-04-10 02:14:17,252 INFO : TRAIN, epoch=0137, iter=00050/00196, fetch data time cost=2.20ms, fps=2350 images/s, loss=0.0973, top1-acc=96.65%, top5-acc=99.98%, remaining_time=0:00:16.478436, arrival_time=2021-04-10 02:14:33.730965, cost_time=0:00:05.643308 2021-04-10 02:14:18,345 INFO : TRAIN, epoch=0137, iter=00060/00196, fetch data time cost=2.28ms, fps=2343 images/s, loss=0.0952, top1-acc=96.74%, top5-acc=99.97%, remaining_time=0:00:15.269264, arrival_time=2021-04-10 02:14:33.615023, cost_time=0:00:06.736456 2021-04-10 02:14:19,437 INFO : TRAIN, epoch=0137, iter=00070/00196, fetch data time cost=1.93ms, fps=2346 images/s, loss=0.0945, top1-acc=96.76%, top5-acc=99.98%, remaining_time=0:00:14.090580, arrival_time=2021-04-10 02:14:33.527943, cost_time=0:00:07.828135 2021-04-10 02:14:20,522 INFO : TRAIN, epoch=0137, iter=00080/00196, fetch data time cost=1.44ms, fps=2361 images/s, loss=0.0935, top1-acc=96.78%, top5-acc=99.98%, remaining_time=0:00:12.923560, arrival_time=2021-04-10 02:14:33.445541, cost_time=0:00:08.912768 2021-04-10 02:14:21,601 INFO : TRAIN, epoch=0137, iter=00090/00196, fetch data time cost=1.54ms, fps=2372 images/s, loss=0.0925, top1-acc=96.83%, top5-acc=99.98%, remaining_time=0:00:11.768968, arrival_time=2021-04-10 02:14:33.370737, cost_time=0:00:09.992502 2021-04-10 02:14:22,697 INFO : TRAIN, epoch=0137, iter=00100/00196, fetch data time cost=2.01ms, fps=2338 images/s, loss=0.0925, top1-acc=96.84%, top5-acc=99.98%, remaining_time=0:00:10.644480, arrival_time=2021-04-10 02:14:33.341780, cost_time=0:00:11.088036 2021-04-10 02:14:23,801 INFO : TRAIN, epoch=0137, iter=00110/00196, fetch data time cost=1.76ms, fps=2320 images/s, loss=0.0925, top1-acc=96.84%, top5-acc=99.98%, remaining_time=0:00:09.532154, arrival_time=2021-04-10 02:14:33.333612, cost_time=0:00:12.192248 2021-04-10 02:14:24,892 INFO : TRAIN, epoch=0137, iter=00120/00196, fetch data time cost=1.72ms, fps=2349 images/s, loss=0.0931, top1-acc=96.83%, top5-acc=99.97%, remaining_time=0:00:08.412440, arrival_time=2021-04-10 02:14:33.304400, cost_time=0:00:13.282745 2021-04-10 02:14:25,982 INFO : TRAIN, epoch=0137, iter=00130/00196, fetch data time cost=2.05ms, fps=2349 images/s, loss=0.0928, top1-acc=96.84%, top5-acc=99.97%, remaining_time=0:00:07.297026, arrival_time=2021-04-10 02:14:33.279325, cost_time=0:00:14.372930 2021-04-10 02:14:27,086 INFO : TRAIN, epoch=0137, iter=00140/00196, fetch data time cost=1.52ms, fps=2341 images/s, loss=0.0929, top1-acc=96.83%, top5-acc=99.97%, remaining_time=0:00:06.190912, arrival_time=2021-04-10 02:14:33.277401, cost_time=0:00:15.477253 2021-04-10 02:14:28,166 INFO : TRAIN, epoch=0137, iter=00150/00196, fetch data time cost=1.44ms, fps=2371 images/s, loss=0.0935, top1-acc=96.81%, top5-acc=99.97%, remaining_time=0:00:05.077572, arrival_time=2021-04-10 02:14:33.244149, cost_time=0:00:16.557375 2021-04-10 02:14:29,253 INFO : TRAIN, epoch=0137, iter=00160/00196, fetch data time cost=1.82ms, fps=2356 images/s, loss=0.0942, top1-acc=96.78%, top5-acc=99.97%, remaining_time=0:00:03.969972, arrival_time=2021-04-10 02:14:33.223563, cost_time=0:00:17.644322 2021-04-10 02:14:30,381 INFO : TRAIN, epoch=0137, iter=00170/00196, fetch data time cost=1.45ms, fps=2272 images/s, loss=0.0952, top1-acc=96.73%, top5-acc=99.97%, remaining_time=0:00:02.870946, arrival_time=2021-04-10 02:14:33.251944, cost_time=0:00:18.771620 2021-04-10 02:14:31,466 INFO : TRAIN, epoch=0137, iter=00180/00196, fetch data time cost=2.30ms, fps=2360 images/s, loss=0.0954, top1-acc=96.72%, top5-acc=99.97%, remaining_time=0:00:01.765104, arrival_time=2021-04-10 02:14:33.231794, cost_time=0:00:19.857418 2021-04-10 02:14:32,560 INFO : TRAIN, epoch=0137, iter=00190/00196, fetch data time cost=1.48ms, fps=2342 images/s, loss=0.0952, top1-acc=96.73%, top5-acc=99.97%, remaining_time=0:00:00.661626, arrival_time=2021-04-10 02:14:33.222280, cost_time=0:00:20.951443 2021-04-10 02:14:33,144 INFO : TRAIN, epoch=0137, iter=00196/00196, fetch data time cost=1.48ms, fps=2330 images/s, loss=0.0954, top1-acc=96.73%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 02:14:33.144758, cost_time=0:00:21.535561 2021-04-10 02:14:33,535 INFO : EVAL, epoch=0137, iter=00010/00040, fetch data time cost=0.41ms, fps=6571 images/s, loss=0.3538, top1-acc=90.39%, top5-acc=99.84%, remaining_time=0:00:01.168680, arrival_time=2021-04-10 02:14:34.704199, cost_time=0:00:00.389556 2021-04-10 02:14:33,797 INFO : EVAL, epoch=0137, iter=00020/00040, fetch data time cost=0.18ms, fps=9774 images/s, loss=0.3378, top1-acc=90.45%, top5-acc=99.71%, remaining_time=0:00:00.651940, arrival_time=2021-04-10 02:14:34.449838, cost_time=0:00:00.651931 2021-04-10 02:14:34,111 INFO : EVAL, epoch=0137, iter=00030/00040, fetch data time cost=0.26ms, fps=8187 images/s, loss=0.3481, top1-acc=90.30%, top5-acc=99.66%, remaining_time=0:00:00.321690, arrival_time=2021-04-10 02:14:34.432706, cost_time=0:00:00.965083 2021-04-10 02:14:34,345 INFO : EVAL, epoch=0137, iter=00040/00040, fetch data time cost=0.05ms, fps=9906 images/s, loss=0.3407, top1-acc=90.42%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-10 02:14:34.345543, cost_time=0:00:01.199637 2021-04-10 02:14:34,437 INFO : Epoch=0137 complete, best val top1-acc=90.42%, top5-acc=99.62% (epoch=137), remaining_time=0:24:03.777615, arrival_time=2021-04-10 02:38:38.214681, cost_time=0:52:19.643425 2021-04-10 02:14:34,437 INFO : Train start, epoch=0138, lr=0.022549 2021-04-10 02:14:35,740 INFO : TRAIN, epoch=0138, iter=00010/00196, fetch data time cost=1.71ms, fps=1965 images/s, loss=0.0821, top1-acc=97.19%, top5-acc=99.96%, remaining_time=0:00:24.229662, arrival_time=2021-04-10 02:14:59.970443, cost_time=0:00:01.302666 2021-04-10 02:14:36,840 INFO : TRAIN, epoch=0138, iter=00020/00196, fetch data time cost=1.58ms, fps=2330 images/s, loss=0.0851, top1-acc=97.21%, top5-acc=99.98%, remaining_time=0:00:21.139360, arrival_time=2021-04-10 02:14:57.979516, cost_time=0:00:02.402206 2021-04-10 02:14:37,966 INFO : TRAIN, epoch=0138, iter=00030/00196, fetch data time cost=2.45ms, fps=2274 images/s, loss=0.0863, top1-acc=97.07%, top5-acc=99.99%, remaining_time=0:00:19.524588, arrival_time=2021-04-10 02:14:57.491213, cost_time=0:00:03.528525 2021-04-10 02:14:39,059 INFO : TRAIN, epoch=0138, iter=00040/00196, fetch data time cost=1.55ms, fps=2345 images/s, loss=0.0892, top1-acc=97.01%, top5-acc=99.99%, remaining_time=0:00:18.022680, arrival_time=2021-04-10 02:14:57.081861, cost_time=0:00:04.621213 2021-04-10 02:14:40,148 INFO : TRAIN, epoch=0138, iter=00050/00196, fetch data time cost=1.60ms, fps=2352 images/s, loss=0.0885, top1-acc=96.96%, top5-acc=99.98%, remaining_time=0:00:16.674222, arrival_time=2021-04-10 02:14:56.822604, cost_time=0:00:05.710344 2021-04-10 02:14:41,234 INFO : TRAIN, epoch=0138, iter=00060/00196, fetch data time cost=1.49ms, fps=2358 images/s, loss=0.0884, top1-acc=96.99%, top5-acc=99.98%, remaining_time=0:00:15.405672, arrival_time=2021-04-10 02:14:56.640236, cost_time=0:00:06.796596 2021-04-10 02:14:42,328 INFO : TRAIN, epoch=0138, iter=00070/00196, fetch data time cost=2.54ms, fps=2341 images/s, loss=0.0887, top1-acc=97.00%, top5-acc=99.98%, remaining_time=0:00:14.203350, arrival_time=2021-04-10 02:14:56.532182, cost_time=0:00:07.890742 2021-04-10 02:14:43,434 INFO : TRAIN, epoch=0138, iter=00080/00196, fetch data time cost=1.54ms, fps=2319 images/s, loss=0.0892, top1-acc=96.98%, top5-acc=99.99%, remaining_time=0:00:13.044200, arrival_time=2021-04-10 02:14:56.478170, cost_time=0:00:08.996019 2021-04-10 02:14:44,524 INFO : TRAIN, epoch=0138, iter=00090/00196, fetch data time cost=2.16ms, fps=2350 images/s, loss=0.0890, top1-acc=97.00%, top5-acc=99.98%, remaining_time=0:00:11.879208, arrival_time=2021-04-10 02:14:56.403398, cost_time=0:00:10.086084 2021-04-10 02:14:45,615 INFO : TRAIN, epoch=0138, iter=00100/00196, fetch data time cost=1.57ms, fps=2347 images/s, loss=0.0894, top1-acc=96.95%, top5-acc=99.98%, remaining_time=0:00:10.730784, arrival_time=2021-04-10 02:14:56.346577, cost_time=0:00:11.177855 2021-04-10 02:14:46,705 INFO : TRAIN, epoch=0138, iter=00110/00196, fetch data time cost=1.83ms, fps=2351 images/s, loss=0.0893, top1-acc=96.96%, top5-acc=99.99%, remaining_time=0:00:09.590892, arrival_time=2021-04-10 02:14:56.296422, cost_time=0:00:12.267441 2021-04-10 02:14:47,805 INFO : TRAIN, epoch=0138, iter=00120/00196, fetch data time cost=1.44ms, fps=2328 images/s, loss=0.0882, top1-acc=96.99%, top5-acc=99.98%, remaining_time=0:00:08.466248, arrival_time=2021-04-10 02:14:56.271998, cost_time=0:00:13.367803 2021-04-10 02:14:48,890 INFO : TRAIN, epoch=0138, iter=00130/00196, fetch data time cost=2.08ms, fps=2362 images/s, loss=0.0886, top1-acc=96.96%, top5-acc=99.98%, remaining_time=0:00:07.337220, arrival_time=2021-04-10 02:14:56.227304, cost_time=0:00:14.452044 2021-04-10 02:14:49,975 INFO : TRAIN, epoch=0138, iter=00140/00196, fetch data time cost=2.12ms, fps=2361 images/s, loss=0.0892, top1-acc=96.94%, top5-acc=99.98%, remaining_time=0:00:06.214824, arrival_time=2021-04-10 02:14:56.189812, cost_time=0:00:15.537042 2021-04-10 02:14:51,063 INFO : TRAIN, epoch=0138, iter=00150/00196, fetch data time cost=1.63ms, fps=2352 images/s, loss=0.0906, top1-acc=96.90%, top5-acc=99.98%, remaining_time=0:00:05.098594, arrival_time=2021-04-10 02:14:56.162455, cost_time=0:00:16.625818 2021-04-10 02:14:52,158 INFO : TRAIN, epoch=0138, iter=00160/00196, fetch data time cost=1.46ms, fps=2341 images/s, loss=0.0919, top1-acc=96.84%, top5-acc=99.98%, remaining_time=0:00:03.987036, arrival_time=2021-04-10 02:14:56.145185, cost_time=0:00:17.720207 2021-04-10 02:14:53,244 INFO : TRAIN, epoch=0138, iter=00170/00196, fetch data time cost=1.53ms, fps=2358 images/s, loss=0.0926, top1-acc=96.81%, top5-acc=99.98%, remaining_time=0:00:02.876302, arrival_time=2021-04-10 02:14:56.120907, cost_time=0:00:18.806528 2021-04-10 02:14:54,353 INFO : TRAIN, epoch=0138, iter=00180/00196, fetch data time cost=2.19ms, fps=2310 images/s, loss=0.0932, top1-acc=96.78%, top5-acc=99.98%, remaining_time=0:00:01.770256, arrival_time=2021-04-10 02:14:56.123635, cost_time=0:00:19.915387 2021-04-10 02:14:55,451 INFO : TRAIN, epoch=0138, iter=00190/00196, fetch data time cost=1.77ms, fps=2333 images/s, loss=0.0944, top1-acc=96.73%, top5-acc=99.98%, remaining_time=0:00:00.663582, arrival_time=2021-04-10 02:14:56.114993, cost_time=0:00:21.013392 2021-04-10 02:14:56,038 INFO : TRAIN, epoch=0138, iter=00196/00196, fetch data time cost=0.09ms, fps=2320 images/s, loss=0.0951, top1-acc=96.71%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 02:14:56.038130, cost_time=0:00:21.600216 2021-04-10 02:14:56,380 INFO : EVAL, epoch=0138, iter=00010/00040, fetch data time cost=3.59ms, fps=7514 images/s, loss=0.3789, top1-acc=89.30%, top5-acc=99.65%, remaining_time=0:00:01.022070, arrival_time=2021-04-10 02:14:57.402061, cost_time=0:00:00.340692 2021-04-10 02:14:56,606 INFO : EVAL, epoch=0138, iter=00020/00040, fetch data time cost=1.96ms, fps=11329 images/s, loss=0.3881, top1-acc=89.14%, top5-acc=99.63%, remaining_time=0:00:00.567020, arrival_time=2021-04-10 02:14:57.173416, cost_time=0:00:00.567014 2021-04-10 02:14:56,884 INFO : EVAL, epoch=0138, iter=00030/00040, fetch data time cost=28.92ms, fps=9212 images/s, loss=0.3856, top1-acc=89.26%, top5-acc=99.62%, remaining_time=0:00:00.281820, arrival_time=2021-04-10 02:14:57.166641, cost_time=0:00:00.845469 2021-04-10 02:14:57,108 INFO : EVAL, epoch=0138, iter=00040/00040, fetch data time cost=0.17ms, fps=10387 images/s, loss=0.3779, top1-acc=89.43%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-10 02:14:57.108683, cost_time=0:00:01.069305 2021-04-10 02:14:57,154 INFO : Epoch=0138 complete, best val top1-acc=90.42%, top5-acc=99.62% (epoch=137), remaining_time=0:23:40.770796, arrival_time=2021-04-10 02:38:37.925170, cost_time=0:52:42.360756 2021-04-10 02:14:57,155 INFO : Train start, epoch=0139, lr=0.021896 2021-04-10 02:14:58,451 INFO : TRAIN, epoch=0139, iter=00010/00196, fetch data time cost=2.14ms, fps=1976 images/s, loss=0.0958, top1-acc=96.84%, top5-acc=99.96%, remaining_time=0:00:24.099462, arrival_time=2021-04-10 02:15:22.550444, cost_time=0:00:01.295671 2021-04-10 02:14:59,543 INFO : TRAIN, epoch=0139, iter=00020/00196, fetch data time cost=1.71ms, fps=2345 images/s, loss=0.0907, top1-acc=96.95%, top5-acc=99.98%, remaining_time=0:00:21.015104, arrival_time=2021-04-10 02:15:20.558423, cost_time=0:00:02.388083 2021-04-10 02:15:00,631 INFO : TRAIN, epoch=0139, iter=00030/00196, fetch data time cost=1.69ms, fps=2353 images/s, loss=0.0851, top1-acc=97.10%, top5-acc=99.99%, remaining_time=0:00:19.236080, arrival_time=2021-04-10 02:15:19.867801, cost_time=0:00:03.476398 2021-04-10 02:15:01,738 INFO : TRAIN, epoch=0139, iter=00040/00196, fetch data time cost=2.23ms, fps=2314 images/s, loss=0.0817, top1-acc=97.23%, top5-acc=99.99%, remaining_time=0:00:17.874792, arrival_time=2021-04-10 02:15:19.613319, cost_time=0:00:04.583287 2021-04-10 02:15:02,828 INFO : TRAIN, epoch=0139, iter=00050/00196, fetch data time cost=1.81ms, fps=2349 images/s, loss=0.0821, top1-acc=97.19%, top5-acc=99.99%, remaining_time=0:00:16.566328, arrival_time=2021-04-10 02:15:19.395118, cost_time=0:00:05.673398 2021-04-10 02:15:03,911 INFO : TRAIN, epoch=0139, iter=00060/00196, fetch data time cost=1.56ms, fps=2366 images/s, loss=0.0804, top1-acc=97.26%, top5-acc=99.99%, remaining_time=0:00:15.314144, arrival_time=2021-04-10 02:15:19.225605, cost_time=0:00:06.756237 2021-04-10 02:15:04,995 INFO : TRAIN, epoch=0139, iter=00070/00196, fetch data time cost=2.06ms, fps=2363 images/s, loss=0.0813, top1-acc=97.22%, top5-acc=99.99%, remaining_time=0:00:14.111874, arrival_time=2021-04-10 02:15:19.107060, cost_time=0:00:07.839955 2021-04-10 02:15:06,076 INFO : TRAIN, epoch=0139, iter=00080/00196, fetch data time cost=1.60ms, fps=2369 images/s, loss=0.0830, top1-acc=97.19%, top5-acc=100.00%, remaining_time=0:00:12.935624, arrival_time=2021-04-10 02:15:19.012092, cost_time=0:00:08.921152 2021-04-10 02:15:07,161 INFO : TRAIN, epoch=0139, iter=00090/00196, fetch data time cost=1.90ms, fps=2362 images/s, loss=0.0831, top1-acc=97.16%, top5-acc=99.99%, remaining_time=0:00:11.784762, arrival_time=2021-04-10 02:15:18.945896, cost_time=0:00:10.005889 2021-04-10 02:15:08,250 INFO : TRAIN, epoch=0139, iter=00100/00196, fetch data time cost=1.74ms, fps=2352 images/s, loss=0.0827, top1-acc=97.15%, top5-acc=99.99%, remaining_time=0:00:10.650912, arrival_time=2021-04-10 02:15:18.900929, cost_time=0:00:11.094737 2021-04-10 02:15:09,343 INFO : TRAIN, epoch=0139, iter=00110/00196, fetch data time cost=1.68ms, fps=2342 images/s, loss=0.0843, top1-acc=97.09%, top5-acc=99.99%, remaining_time=0:00:09.529144, arrival_time=2021-04-10 02:15:18.872871, cost_time=0:00:12.188395 2021-04-10 02:15:10,434 INFO : TRAIN, epoch=0139, iter=00120/00196, fetch data time cost=1.62ms, fps=2348 images/s, loss=0.0855, top1-acc=97.07%, top5-acc=99.98%, remaining_time=0:00:08.410160, arrival_time=2021-04-10 02:15:18.844604, cost_time=0:00:13.279211 2021-04-10 02:15:11,525 INFO : TRAIN, epoch=0139, iter=00130/00196, fetch data time cost=1.48ms, fps=2348 images/s, loss=0.0851, top1-acc=97.09%, top5-acc=99.98%, remaining_time=0:00:07.295442, arrival_time=2021-04-10 02:15:18.820665, cost_time=0:00:14.369814 2021-04-10 02:15:12,612 INFO : TRAIN, epoch=0139, iter=00140/00196, fetch data time cost=1.53ms, fps=2357 images/s, loss=0.0856, top1-acc=97.05%, top5-acc=99.99%, remaining_time=0:00:06.182736, arrival_time=2021-04-10 02:15:18.794810, cost_time=0:00:15.456797 2021-04-10 02:15:13,706 INFO : TRAIN, epoch=0139, iter=00150/00196, fetch data time cost=4.23ms, fps=2340 images/s, loss=0.0853, top1-acc=97.08%, top5-acc=99.99%, remaining_time=0:00:05.075824, arrival_time=2021-04-10 02:15:18.782681, cost_time=0:00:16.551624 2021-04-10 02:15:14,804 INFO : TRAIN, epoch=0139, iter=00160/00196, fetch data time cost=1.52ms, fps=2335 images/s, loss=0.0860, top1-acc=97.02%, top5-acc=99.99%, remaining_time=0:00:03.970944, arrival_time=2021-04-10 02:15:18.774963, cost_time=0:00:17.648696 2021-04-10 02:15:15,917 INFO : TRAIN, epoch=0139, iter=00170/00196, fetch data time cost=1.93ms, fps=2300 images/s, loss=0.0863, top1-acc=97.02%, top5-acc=99.99%, remaining_time=0:00:02.869568, arrival_time=2021-04-10 02:15:18.787394, cost_time=0:00:18.762581 2021-04-10 02:15:17,006 INFO : TRAIN, epoch=0139, iter=00180/00196, fetch data time cost=1.55ms, fps=2353 images/s, loss=0.0863, top1-acc=97.02%, top5-acc=99.98%, remaining_time=0:00:01.764528, arrival_time=2021-04-10 02:15:18.770652, cost_time=0:00:19.850889 2021-04-10 02:15:18,097 INFO : TRAIN, epoch=0139, iter=00190/00196, fetch data time cost=1.47ms, fps=2346 images/s, loss=0.0873, top1-acc=96.97%, top5-acc=99.98%, remaining_time=0:00:00.661344, arrival_time=2021-04-10 02:15:18.759079, cost_time=0:00:20.942493 2021-04-10 02:15:18,685 INFO : TRAIN, epoch=0139, iter=00196/00196, fetch data time cost=1.36ms, fps=2317 images/s, loss=0.0878, top1-acc=96.95%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 02:15:18.685235, cost_time=0:00:21.530015 2021-04-10 02:15:19,049 INFO : EVAL, epoch=0139, iter=00010/00040, fetch data time cost=0.40ms, fps=7051 images/s, loss=0.3685, top1-acc=89.65%, top5-acc=99.69%, remaining_time=0:00:01.089120, arrival_time=2021-04-10 02:15:20.138685, cost_time=0:00:00.363045 2021-04-10 02:15:19,280 INFO : EVAL, epoch=0139, iter=00020/00040, fetch data time cost=0.44ms, fps=11125 images/s, loss=0.3584, top1-acc=90.08%, top5-acc=99.77%, remaining_time=0:00:00.593520, arrival_time=2021-04-10 02:15:19.873602, cost_time=0:00:00.593525 2021-04-10 02:15:19,533 INFO : EVAL, epoch=0139, iter=00030/00040, fetch data time cost=0.45ms, fps=10141 images/s, loss=0.3724, top1-acc=89.78%, top5-acc=99.74%, remaining_time=0:00:00.282220, arrival_time=2021-04-10 02:15:19.815448, cost_time=0:00:00.846660 2021-04-10 02:15:19,754 INFO : EVAL, epoch=0139, iter=00040/00040, fetch data time cost=0.09ms, fps=10520 images/s, loss=0.3712, top1-acc=89.87%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-10 02:15:19.754170, cost_time=0:00:01.067680 2021-04-10 02:15:19,793 INFO : Epoch=0139 complete, best val top1-acc=90.42%, top5-acc=99.62% (epoch=137), remaining_time=0:23:17.733931, arrival_time=2021-04-10 02:38:37.527831, cost_time=0:53:05.000267 2021-04-10 02:15:19,794 INFO : Train start, epoch=0140, lr=0.021250 2021-04-10 02:15:21,085 INFO : TRAIN, epoch=0140, iter=00010/00196, fetch data time cost=1.59ms, fps=1984 images/s, loss=0.0939, top1-acc=96.68%, top5-acc=99.96%, remaining_time=0:00:23.998092, arrival_time=2021-04-10 02:15:45.083378, cost_time=0:00:01.290222 2021-04-10 02:15:22,167 INFO : TRAIN, epoch=0140, iter=00020/00196, fetch data time cost=2.69ms, fps=2366 images/s, loss=0.0935, top1-acc=96.70%, top5-acc=99.94%, remaining_time=0:00:20.881520, arrival_time=2021-04-10 02:15:43.049327, cost_time=0:00:02.372892 2021-04-10 02:15:23,256 INFO : TRAIN, epoch=0140, iter=00030/00196, fetch data time cost=1.45ms, fps=2354 images/s, loss=0.0909, top1-acc=96.72%, top5-acc=99.96%, remaining_time=0:00:19.153080, arrival_time=2021-04-10 02:15:42.409343, cost_time=0:00:03.461396 2021-04-10 02:15:24,364 INFO : TRAIN, epoch=0140, iter=00040/00196, fetch data time cost=1.84ms, fps=2311 images/s, loss=0.0900, top1-acc=96.81%, top5-acc=99.96%, remaining_time=0:00:17.821752, arrival_time=2021-04-10 02:15:42.186465, cost_time=0:00:04.569675 2021-04-10 02:15:25,450 INFO : TRAIN, epoch=0140, iter=00050/00196, fetch data time cost=1.64ms, fps=2360 images/s, loss=0.0894, top1-acc=96.80%, top5-acc=99.97%, remaining_time=0:00:16.514206, arrival_time=2021-04-10 02:15:41.964634, cost_time=0:00:05.655566 2021-04-10 02:15:26,548 INFO : TRAIN, epoch=0140, iter=00060/00196, fetch data time cost=1.70ms, fps=2332 images/s, loss=0.0896, top1-acc=96.85%, top5-acc=99.97%, remaining_time=0:00:15.308296, arrival_time=2021-04-10 02:15:41.856930, cost_time=0:00:06.753667 2021-04-10 02:15:27,640 INFO : TRAIN, epoch=0140, iter=00070/00196, fetch data time cost=1.66ms, fps=2347 images/s, loss=0.0894, top1-acc=96.88%, top5-acc=99.97%, remaining_time=0:00:14.120946, arrival_time=2021-04-10 02:15:41.760864, cost_time=0:00:07.844966 2021-04-10 02:15:28,724 INFO : TRAIN, epoch=0140, iter=00080/00196, fetch data time cost=2.47ms, fps=2361 images/s, loss=0.0892, top1-acc=96.87%, top5-acc=99.97%, remaining_time=0:00:12.948152, arrival_time=2021-04-10 02:15:41.672755, cost_time=0:00:08.929742 2021-04-10 02:15:29,810 INFO : TRAIN, epoch=0140, iter=00090/00196, fetch data time cost=1.73ms, fps=2358 images/s, loss=0.0888, top1-acc=96.88%, top5-acc=99.97%, remaining_time=0:00:11.796316, arrival_time=2021-04-10 02:15:41.606983, cost_time=0:00:10.015716 2021-04-10 02:15:30,895 INFO : TRAIN, epoch=0140, iter=00100/00196, fetch data time cost=1.67ms, fps=2362 images/s, loss=0.0890, top1-acc=96.89%, top5-acc=99.97%, remaining_time=0:00:10.656384, arrival_time=2021-04-10 02:15:41.551723, cost_time=0:00:11.100399 2021-04-10 02:15:31,983 INFO : TRAIN, epoch=0140, iter=00110/00196, fetch data time cost=1.46ms, fps=2355 images/s, loss=0.0899, top1-acc=96.85%, top5-acc=99.98%, remaining_time=0:00:09.528972, arrival_time=2021-04-10 02:15:41.512008, cost_time=0:00:12.188176 2021-04-10 02:15:33,071 INFO : TRAIN, epoch=0140, iter=00120/00196, fetch data time cost=1.48ms, fps=2354 images/s, loss=0.0901, top1-acc=96.84%, top5-acc=99.97%, remaining_time=0:00:08.408336, arrival_time=2021-04-10 02:15:41.479617, cost_time=0:00:13.276308 2021-04-10 02:15:34,167 INFO : TRAIN, epoch=0140, iter=00130/00196, fetch data time cost=1.64ms, fps=2336 images/s, loss=0.0914, top1-acc=96.79%, top5-acc=99.97%, remaining_time=0:00:07.297026, arrival_time=2021-04-10 02:15:41.464800, cost_time=0:00:14.372904 2021-04-10 02:15:35,266 INFO : TRAIN, epoch=0140, iter=00140/00196, fetch data time cost=2.41ms, fps=2331 images/s, loss=0.0927, top1-acc=96.73%, top5-acc=99.97%, remaining_time=0:00:06.188616, arrival_time=2021-04-10 02:15:41.455059, cost_time=0:00:15.471488 2021-04-10 02:15:36,360 INFO : TRAIN, epoch=0140, iter=00150/00196, fetch data time cost=1.98ms, fps=2341 images/s, loss=0.0938, top1-acc=96.68%, top5-acc=99.97%, remaining_time=0:00:05.080148, arrival_time=2021-04-10 02:15:41.440732, cost_time=0:00:16.565694 2021-04-10 02:15:37,461 INFO : TRAIN, epoch=0140, iter=00160/00196, fetch data time cost=1.50ms, fps=2327 images/s, loss=0.0939, top1-acc=96.68%, top5-acc=99.97%, remaining_time=0:00:03.974940, arrival_time=2021-04-10 02:15:41.436253, cost_time=0:00:17.666330 2021-04-10 02:15:38,551 INFO : TRAIN, epoch=0140, iter=00170/00196, fetch data time cost=1.94ms, fps=2350 images/s, loss=0.0939, top1-acc=96.69%, top5-acc=99.97%, remaining_time=0:00:02.868684, arrival_time=2021-04-10 02:15:41.420300, cost_time=0:00:18.756711 2021-04-10 02:15:39,640 INFO : TRAIN, epoch=0140, iter=00180/00196, fetch data time cost=1.69ms, fps=2353 images/s, loss=0.0937, top1-acc=96.70%, top5-acc=99.97%, remaining_time=0:00:01.764048, arrival_time=2021-04-10 02:15:41.404520, cost_time=0:00:19.845515 2021-04-10 02:15:40,766 INFO : TRAIN, epoch=0140, iter=00190/00196, fetch data time cost=2.33ms, fps=2275 images/s, loss=0.0934, top1-acc=96.72%, top5-acc=99.97%, remaining_time=0:00:00.662262, arrival_time=2021-04-10 02:15:41.428866, cost_time=0:00:20.971654 2021-04-10 02:15:41,362 INFO : TRAIN, epoch=0140, iter=00196/00196, fetch data time cost=1.41ms, fps=2287 images/s, loss=0.0937, top1-acc=96.73%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 02:15:41.362106, cost_time=0:00:21.567167 2021-04-10 02:15:41,717 INFO : EVAL, epoch=0140, iter=00010/00040, fetch data time cost=1.43ms, fps=7246 images/s, loss=0.3643, top1-acc=89.41%, top5-acc=99.73%, remaining_time=0:00:01.059870, arrival_time=2021-04-10 02:15:42.777109, cost_time=0:00:00.353292 2021-04-10 02:15:41,959 INFO : EVAL, epoch=0140, iter=00020/00040, fetch data time cost=0.31ms, fps=10569 images/s, loss=0.3587, top1-acc=89.65%, top5-acc=99.73%, remaining_time=0:00:00.595860, arrival_time=2021-04-10 02:15:42.555721, cost_time=0:00:00.595863 2021-04-10 02:15:42,201 INFO : EVAL, epoch=0140, iter=00030/00040, fetch data time cost=2.43ms, fps=10614 images/s, loss=0.3704, top1-acc=89.52%, top5-acc=99.75%, remaining_time=0:00:00.279190, arrival_time=2021-04-10 02:15:42.480728, cost_time=0:00:00.837557 2021-04-10 02:15:42,440 INFO : EVAL, epoch=0140, iter=00040/00040, fetch data time cost=0.10ms, fps=9722 images/s, loss=0.3741, top1-acc=89.60%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-10 02:15:42.440613, cost_time=0:00:01.076668 2021-04-10 02:15:42,486 INFO : Epoch=0140 complete, best val top1-acc=90.42%, top5-acc=99.62% (epoch=137), remaining_time=0:22:54.725520, arrival_time=2021-04-10 02:38:37.212019, cost_time=0:53:27.692871 2021-04-10 02:15:42,487 INFO : Train start, epoch=0141, lr=0.020611 2021-04-10 02:15:43,778 INFO : TRAIN, epoch=0141, iter=00010/00196, fetch data time cost=0.63ms, fps=1983 images/s, loss=0.1035, top1-acc=96.21%, top5-acc=100.00%, remaining_time=0:00:24.006276, arrival_time=2021-04-10 02:16:07.784383, cost_time=0:00:01.290655 2021-04-10 02:15:44,871 INFO : TRAIN, epoch=0141, iter=00020/00196, fetch data time cost=1.86ms, fps=2342 images/s, loss=0.0877, top1-acc=96.80%, top5-acc=100.00%, remaining_time=0:00:20.981488, arrival_time=2021-04-10 02:16:05.853282, cost_time=0:00:02.384260 2021-04-10 02:15:45,969 INFO : TRAIN, epoch=0141, iter=00030/00196, fetch data time cost=1.61ms, fps=2333 images/s, loss=0.0908, top1-acc=96.85%, top5-acc=99.99%, remaining_time=0:00:19.269114, arrival_time=2021-04-10 02:16:05.238845, cost_time=0:00:03.482374 2021-04-10 02:15:47,057 INFO : TRAIN, epoch=0141, iter=00040/00196, fetch data time cost=1.69ms, fps=2355 images/s, loss=0.0936, top1-acc=96.78%, top5-acc=99.98%, remaining_time=0:00:17.822532, arrival_time=2021-04-10 02:16:04.879979, cost_time=0:00:04.569895 2021-04-10 02:15:48,154 INFO : TRAIN, epoch=0141, iter=00050/00196, fetch data time cost=2.09ms, fps=2335 images/s, loss=0.0907, top1-acc=96.82%, top5-acc=99.98%, remaining_time=0:00:16.547786, arrival_time=2021-04-10 02:16:04.702302, cost_time=0:00:05.667050 2021-04-10 02:15:49,266 INFO : TRAIN, epoch=0141, iter=00060/00196, fetch data time cost=2.72ms, fps=2304 images/s, loss=0.0882, top1-acc=96.94%, top5-acc=99.99%, remaining_time=0:00:15.365416, arrival_time=2021-04-10 02:16:04.631719, cost_time=0:00:06.778833 2021-04-10 02:15:50,379 INFO : TRAIN, epoch=0141, iter=00070/00196, fetch data time cost=1.65ms, fps=2301 images/s, loss=0.0877, top1-acc=96.97%, top5-acc=99.98%, remaining_time=0:00:14.206122, arrival_time=2021-04-10 02:16:04.585915, cost_time=0:00:07.892320 2021-04-10 02:15:51,491 INFO : TRAIN, epoch=0141, iter=00080/00196, fetch data time cost=1.51ms, fps=2305 images/s, loss=0.0867, top1-acc=97.01%, top5-acc=99.98%, remaining_time=0:00:13.055452, arrival_time=2021-04-10 02:16:04.546725, cost_time=0:00:09.003732 2021-04-10 02:15:52,598 INFO : TRAIN, epoch=0141, iter=00090/00196, fetch data time cost=2.26ms, fps=2314 images/s, loss=0.0855, top1-acc=97.05%, top5-acc=99.98%, remaining_time=0:00:11.908570, arrival_time=2021-04-10 02:16:04.507062, cost_time=0:00:10.111053 2021-04-10 02:15:53,701 INFO : TRAIN, epoch=0141, iter=00100/00196, fetch data time cost=2.34ms, fps=2324 images/s, loss=0.0847, top1-acc=97.09%, top5-acc=99.98%, remaining_time=0:00:10.764864, arrival_time=2021-04-10 02:16:04.465800, cost_time=0:00:11.213382 2021-04-10 02:15:54,792 INFO : TRAIN, epoch=0141, iter=00110/00196, fetch data time cost=1.52ms, fps=2352 images/s, loss=0.0834, top1-acc=97.14%, top5-acc=99.99%, remaining_time=0:00:09.620218, arrival_time=2021-04-10 02:16:04.412537, cost_time=0:00:12.304948 2021-04-10 02:15:55,880 INFO : TRAIN, epoch=0141, iter=00120/00196, fetch data time cost=1.78ms, fps=2353 images/s, loss=0.0837, top1-acc=97.13%, top5-acc=99.99%, remaining_time=0:00:08.482436, arrival_time=2021-04-10 02:16:04.363220, cost_time=0:00:13.393311 2021-04-10 02:15:56,970 INFO : TRAIN, epoch=0141, iter=00130/00196, fetch data time cost=1.51ms, fps=2351 images/s, loss=0.0846, top1-acc=97.09%, top5-acc=99.98%, remaining_time=0:00:07.352994, arrival_time=2021-04-10 02:16:04.323487, cost_time=0:00:14.483115 2021-04-10 02:15:58,055 INFO : TRAIN, epoch=0141, iter=00140/00196, fetch data time cost=1.47ms, fps=2360 images/s, loss=0.0859, top1-acc=97.03%, top5-acc=99.98%, remaining_time=0:00:06.227256, arrival_time=2021-04-10 02:16:04.282871, cost_time=0:00:15.568153 2021-04-10 02:15:59,145 INFO : TRAIN, epoch=0141, iter=00150/00196, fetch data time cost=1.62ms, fps=2351 images/s, loss=0.0856, top1-acc=97.04%, top5-acc=99.98%, remaining_time=0:00:05.108300, arrival_time=2021-04-10 02:16:04.253305, cost_time=0:00:16.657540 2021-04-10 02:16:00,237 INFO : TRAIN, epoch=0141, iter=00160/00196, fetch data time cost=1.67ms, fps=2344 images/s, loss=0.0859, top1-acc=97.03%, top5-acc=99.98%, remaining_time=0:00:03.993804, arrival_time=2021-04-10 02:16:04.231428, cost_time=0:00:17.750240 2021-04-10 02:16:01,334 INFO : TRAIN, epoch=0141, iter=00170/00196, fetch data time cost=7.82ms, fps=2336 images/s, loss=0.0854, top1-acc=97.03%, top5-acc=99.98%, remaining_time=0:00:02.882464, arrival_time=2021-04-10 02:16:04.216805, cost_time=0:00:18.846858 2021-04-10 02:16:02,427 INFO : TRAIN, epoch=0141, iter=00180/00196, fetch data time cost=2.22ms, fps=2342 images/s, loss=0.0861, top1-acc=97.02%, top5-acc=99.98%, remaining_time=0:00:01.772480, arrival_time=2021-04-10 02:16:04.200285, cost_time=0:00:19.940415 2021-04-10 02:16:03,515 INFO : TRAIN, epoch=0141, iter=00190/00196, fetch data time cost=1.32ms, fps=2355 images/s, loss=0.0865, top1-acc=96.99%, top5-acc=99.98%, remaining_time=0:00:00.664038, arrival_time=2021-04-10 02:16:04.179367, cost_time=0:00:21.027862 2021-04-10 02:16:04,110 INFO : TRAIN, epoch=0141, iter=00196/00196, fetch data time cost=1.48ms, fps=2289 images/s, loss=0.0867, top1-acc=96.98%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 02:16:04.110072, cost_time=0:00:21.622704 2021-04-10 02:16:04,444 INFO : EVAL, epoch=0141, iter=00010/00040, fetch data time cost=0.46ms, fps=7693 images/s, loss=0.3098, top1-acc=90.94%, top5-acc=99.57%, remaining_time=0:00:00.998250, arrival_time=2021-04-10 02:16:05.442281, cost_time=0:00:00.332750 2021-04-10 02:16:04,681 INFO : EVAL, epoch=0141, iter=00020/00040, fetch data time cost=1.62ms, fps=10820 images/s, loss=0.3311, top1-acc=90.70%, top5-acc=99.63%, remaining_time=0:00:00.569860, arrival_time=2021-04-10 02:16:05.250965, cost_time=0:00:00.569865 2021-04-10 02:16:04,917 INFO : EVAL, epoch=0141, iter=00030/00040, fetch data time cost=0.43ms, fps=10863 images/s, loss=0.3446, top1-acc=90.51%, top5-acc=99.65%, remaining_time=0:00:00.268630, arrival_time=2021-04-10 02:16:05.185804, cost_time=0:00:00.805886 2021-04-10 02:16:05,141 INFO : EVAL, epoch=0141, iter=00040/00040, fetch data time cost=0.08ms, fps=10360 images/s, loss=0.3428, top1-acc=90.50%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-10 02:16:05.141555, cost_time=0:00:01.030339 2021-04-10 02:16:05,219 INFO : Epoch=0141 complete, best val top1-acc=90.50%, top5-acc=99.69% (epoch=141), remaining_time=0:22:31.738439, arrival_time=2021-04-10 02:38:36.957906, cost_time=0:53:50.425829 2021-04-10 02:16:05,220 INFO : Train start, epoch=0142, lr=0.019979 2021-04-10 02:16:06,510 INFO : TRAIN, epoch=0142, iter=00010/00196, fetch data time cost=0.33ms, fps=1985 images/s, loss=0.0801, top1-acc=97.30%, top5-acc=100.00%, remaining_time=0:00:23.987676, arrival_time=2021-04-10 02:16:30.497804, cost_time=0:00:01.289664 2021-04-10 02:16:07,603 INFO : TRAIN, epoch=0142, iter=00020/00196, fetch data time cost=2.05ms, fps=2343 images/s, loss=0.0796, top1-acc=97.27%, top5-acc=100.00%, remaining_time=0:00:20.971984, arrival_time=2021-04-10 02:16:28.575507, cost_time=0:00:02.383177 2021-04-10 02:16:08,706 INFO : TRAIN, epoch=0142, iter=00030/00196, fetch data time cost=1.44ms, fps=2322 images/s, loss=0.0782, top1-acc=97.42%, top5-acc=100.00%, remaining_time=0:00:19.291026, arrival_time=2021-04-10 02:16:27.997858, cost_time=0:00:03.486344 2021-04-10 02:16:09,806 INFO : TRAIN, epoch=0142, iter=00040/00196, fetch data time cost=2.44ms, fps=2330 images/s, loss=0.0808, top1-acc=97.24%, top5-acc=100.00%, remaining_time=0:00:17.885868, arrival_time=2021-04-10 02:16:27.692531, cost_time=0:00:04.586108 2021-04-10 02:16:10,908 INFO : TRAIN, epoch=0142, iter=00050/00196, fetch data time cost=2.28ms, fps=2326 images/s, loss=0.0777, top1-acc=97.31%, top5-acc=100.00%, remaining_time=0:00:16.608668, arrival_time=2021-04-10 02:16:27.516992, cost_time=0:00:05.687891 2021-04-10 02:16:11,991 INFO : TRAIN, epoch=0142, iter=00060/00196, fetch data time cost=1.82ms, fps=2366 images/s, loss=0.0767, top1-acc=97.38%, top5-acc=100.00%, remaining_time=0:00:15.346920, arrival_time=2021-04-10 02:16:27.338052, cost_time=0:00:06.770721 2021-04-10 02:16:13,079 INFO : TRAIN, epoch=0142, iter=00070/00196, fetch data time cost=1.57ms, fps=2353 images/s, loss=0.0751, top1-acc=97.46%, top5-acc=99.99%, remaining_time=0:00:14.146776, arrival_time=2021-04-10 02:16:27.226531, cost_time=0:00:07.859321 2021-04-10 02:16:14,169 INFO : TRAIN, epoch=0142, iter=00080/00196, fetch data time cost=1.54ms, fps=2350 images/s, loss=0.0756, top1-acc=97.44%, top5-acc=100.00%, remaining_time=0:00:12.976572, arrival_time=2021-04-10 02:16:27.146236, cost_time=0:00:08.949321 2021-04-10 02:16:15,260 INFO : TRAIN, epoch=0142, iter=00090/00196, fetch data time cost=1.46ms, fps=2349 images/s, loss=0.0773, top1-acc=97.35%, top5-acc=100.00%, remaining_time=0:00:11.824618, arrival_time=2021-04-10 02:16:27.084842, cost_time=0:00:10.039796 2021-04-10 02:16:16,357 INFO : TRAIN, epoch=0142, iter=00100/00196, fetch data time cost=1.83ms, fps=2334 images/s, loss=0.0775, top1-acc=97.36%, top5-acc=99.99%, remaining_time=0:00:10.691712, arrival_time=2021-04-10 02:16:27.049344, cost_time=0:00:11.137206 2021-04-10 02:16:17,451 INFO : TRAIN, epoch=0142, iter=00110/00196, fetch data time cost=1.77ms, fps=2342 images/s, loss=0.0785, top1-acc=97.30%, top5-acc=99.99%, remaining_time=0:00:09.562426, arrival_time=2021-04-10 02:16:27.013857, cost_time=0:00:12.231030 2021-04-10 02:16:18,554 INFO : TRAIN, epoch=0142, iter=00120/00196, fetch data time cost=2.85ms, fps=2322 images/s, loss=0.0789, top1-acc=97.31%, top5-acc=99.99%, remaining_time=0:00:08.445120, arrival_time=2021-04-10 02:16:26.999946, cost_time=0:00:13.334394 2021-04-10 02:16:19,641 INFO : TRAIN, epoch=0142, iter=00130/00196, fetch data time cost=1.97ms, fps=2357 images/s, loss=0.0794, top1-acc=97.30%, top5-acc=99.99%, remaining_time=0:00:07.321578, arrival_time=2021-04-10 02:16:26.963171, cost_time=0:00:14.421239 2021-04-10 02:16:20,744 INFO : TRAIN, epoch=0142, iter=00140/00196, fetch data time cost=1.71ms, fps=2322 images/s, loss=0.0792, top1-acc=97.30%, top5-acc=99.99%, remaining_time=0:00:06.209728, arrival_time=2021-04-10 02:16:26.954507, cost_time=0:00:15.524353 2021-04-10 02:16:21,840 INFO : TRAIN, epoch=0142, iter=00150/00196, fetch data time cost=1.90ms, fps=2337 images/s, loss=0.0799, top1-acc=97.29%, top5-acc=99.99%, remaining_time=0:00:05.096892, arrival_time=2021-04-10 02:16:26.937649, cost_time=0:00:16.620260 2021-04-10 02:16:22,926 INFO : TRAIN, epoch=0142, iter=00160/00196, fetch data time cost=1.52ms, fps=2360 images/s, loss=0.0803, top1-acc=97.31%, top5-acc=99.99%, remaining_time=0:00:03.983796, arrival_time=2021-04-10 02:16:26.909931, cost_time=0:00:17.705798 2021-04-10 02:16:24,017 INFO : TRAIN, epoch=0142, iter=00170/00196, fetch data time cost=1.40ms, fps=2346 images/s, loss=0.0808, top1-acc=97.30%, top5-acc=99.99%, remaining_time=0:00:02.874898, arrival_time=2021-04-10 02:16:26.892646, cost_time=0:00:18.797336 2021-04-10 02:16:25,103 INFO : TRAIN, epoch=0142, iter=00180/00196, fetch data time cost=1.51ms, fps=2360 images/s, loss=0.0813, top1-acc=97.25%, top5-acc=99.99%, remaining_time=0:00:01.767360, arrival_time=2021-04-10 02:16:26.870787, cost_time=0:00:19.882870 2021-04-10 02:16:26,201 INFO : TRAIN, epoch=0142, iter=00190/00196, fetch data time cost=1.49ms, fps=2334 images/s, loss=0.0808, top1-acc=97.25%, top5-acc=99.99%, remaining_time=0:00:00.662550, arrival_time=2021-04-10 02:16:26.863609, cost_time=0:00:20.980710 2021-04-10 02:16:26,786 INFO : TRAIN, epoch=0142, iter=00196/00196, fetch data time cost=1.46ms, fps=2325 images/s, loss=0.0814, top1-acc=97.24%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:16:26.786596, cost_time=0:00:21.566269 2021-04-10 02:16:27,137 INFO : EVAL, epoch=0142, iter=00010/00040, fetch data time cost=0.45ms, fps=7315 images/s, loss=0.3187, top1-acc=90.78%, top5-acc=99.69%, remaining_time=0:00:01.049760, arrival_time=2021-04-10 02:16:28.187553, cost_time=0:00:00.349920 2021-04-10 02:16:27,397 INFO : EVAL, epoch=0142, iter=00020/00040, fetch data time cost=0.44ms, fps=9886 images/s, loss=0.3402, top1-acc=90.68%, top5-acc=99.69%, remaining_time=0:00:00.609400, arrival_time=2021-04-10 02:16:28.006796, cost_time=0:00:00.609401 2021-04-10 02:16:27,677 INFO : EVAL, epoch=0142, iter=00030/00040, fetch data time cost=0.41ms, fps=9158 images/s, loss=0.3460, top1-acc=90.62%, top5-acc=99.67%, remaining_time=0:00:00.296580, arrival_time=2021-04-10 02:16:27.974206, cost_time=0:00:00.889748 2021-04-10 02:16:27,896 INFO : EVAL, epoch=0142, iter=00040/00040, fetch data time cost=0.07ms, fps=10604 images/s, loss=0.3270, top1-acc=90.77%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-10 02:16:27.896880, cost_time=0:00:01.109075 2021-04-10 02:16:27,988 INFO : Epoch=0142 complete, best val top1-acc=90.77%, top5-acc=99.66% (epoch=142), remaining_time=0:22:08.769560, arrival_time=2021-04-10 02:38:36.757698, cost_time=0:54:13.194498 2021-04-10 02:16:27,988 INFO : Train start, epoch=0143, lr=0.019355 2021-04-10 02:16:29,325 INFO : TRAIN, epoch=0143, iter=00010/00196, fetch data time cost=1.97ms, fps=1916 images/s, loss=0.0976, top1-acc=96.80%, top5-acc=99.92%, remaining_time=0:00:24.849600, arrival_time=2021-04-10 02:16:54.174735, cost_time=0:00:01.336005 2021-04-10 02:16:30,415 INFO : TRAIN, epoch=0143, iter=00020/00196, fetch data time cost=1.54ms, fps=2350 images/s, loss=0.0923, top1-acc=97.03%, top5-acc=99.96%, remaining_time=0:00:21.349152, arrival_time=2021-04-10 02:16:51.764219, cost_time=0:00:02.426036 2021-04-10 02:16:31,513 INFO : TRAIN, epoch=0143, iter=00030/00196, fetch data time cost=2.25ms, fps=2332 images/s, loss=0.0900, top1-acc=96.98%, top5-acc=99.96%, remaining_time=0:00:19.500850, arrival_time=2021-04-10 02:16:51.014265, cost_time=0:00:03.524236 2021-04-10 02:16:32,610 INFO : TRAIN, epoch=0143, iter=00040/00196, fetch data time cost=1.65ms, fps=2335 images/s, loss=0.0869, top1-acc=97.02%, top5-acc=99.97%, remaining_time=0:00:18.024708, arrival_time=2021-04-10 02:16:50.635459, cost_time=0:00:04.621724 2021-04-10 02:16:33,716 INFO : TRAIN, epoch=0143, iter=00050/00196, fetch data time cost=1.60ms, fps=2316 images/s, loss=0.0858, top1-acc=97.06%, top5-acc=99.98%, remaining_time=0:00:16.724008, arrival_time=2021-04-10 02:16:50.440618, cost_time=0:00:05.727386 2021-04-10 02:16:34,807 INFO : TRAIN, epoch=0143, iter=00060/00196, fetch data time cost=1.49ms, fps=2349 images/s, loss=0.0863, top1-acc=97.06%, top5-acc=99.98%, remaining_time=0:00:15.455720, arrival_time=2021-04-10 02:16:50.263455, cost_time=0:00:06.818703 2021-04-10 02:16:35,905 INFO : TRAIN, epoch=0143, iter=00070/00196, fetch data time cost=1.69ms, fps=2333 images/s, loss=0.0857, top1-acc=97.09%, top5-acc=99.98%, remaining_time=0:00:14.249214, arrival_time=2021-04-10 02:16:50.154595, cost_time=0:00:07.916243 2021-04-10 02:16:36,987 INFO : TRAIN, epoch=0143, iter=00080/00196, fetch data time cost=1.53ms, fps=2366 images/s, loss=0.0846, top1-acc=97.08%, top5-acc=99.98%, remaining_time=0:00:13.048260, arrival_time=2021-04-10 02:16:50.036122, cost_time=0:00:08.998832 2021-04-10 02:16:38,074 INFO : TRAIN, epoch=0143, iter=00090/00196, fetch data time cost=1.68ms, fps=2358 images/s, loss=0.0829, top1-acc=97.13%, top5-acc=99.98%, remaining_time=0:00:11.877830, arrival_time=2021-04-10 02:16:49.951922, cost_time=0:00:10.084964 2021-04-10 02:16:39,168 INFO : TRAIN, epoch=0143, iter=00100/00196, fetch data time cost=2.21ms, fps=2342 images/s, loss=0.0831, top1-acc=97.10%, top5-acc=99.98%, remaining_time=0:00:10.731744, arrival_time=2021-04-10 02:16:49.899801, cost_time=0:00:11.178856 2021-04-10 02:16:40,253 INFO : TRAIN, epoch=0143, iter=00110/00196, fetch data time cost=1.46ms, fps=2361 images/s, loss=0.0832, top1-acc=97.10%, top5-acc=99.99%, remaining_time=0:00:09.588054, arrival_time=2021-04-10 02:16:49.841138, cost_time=0:00:12.263828 2021-04-10 02:16:41,349 INFO : TRAIN, epoch=0143, iter=00120/00196, fetch data time cost=1.47ms, fps=2337 images/s, loss=0.0831, top1-acc=97.13%, top5-acc=99.99%, remaining_time=0:00:08.461612, arrival_time=2021-04-10 02:16:49.811077, cost_time=0:00:13.360409 2021-04-10 02:16:42,436 INFO : TRAIN, epoch=0143, iter=00130/00196, fetch data time cost=1.47ms, fps=2356 images/s, loss=0.0820, top1-acc=97.18%, top5-acc=99.98%, remaining_time=0:00:07.334910, arrival_time=2021-04-10 02:16:49.771619, cost_time=0:00:14.447564 2021-04-10 02:16:43,515 INFO : TRAIN, epoch=0143, iter=00140/00196, fetch data time cost=1.54ms, fps=2374 images/s, loss=0.0818, top1-acc=97.18%, top5-acc=99.99%, remaining_time=0:00:06.210680, arrival_time=2021-04-10 02:16:49.726479, cost_time=0:00:15.526766 2021-04-10 02:16:44,643 INFO : TRAIN, epoch=0143, iter=00150/00196, fetch data time cost=2.41ms, fps=2272 images/s, loss=0.0812, top1-acc=97.20%, top5-acc=99.99%, remaining_time=0:00:05.107288, arrival_time=2021-04-10 02:16:49.750575, cost_time=0:00:16.654155 2021-04-10 02:16:45,733 INFO : TRAIN, epoch=0143, iter=00160/00196, fetch data time cost=1.64ms, fps=2349 images/s, loss=0.0802, top1-acc=97.23%, top5-acc=99.99%, remaining_time=0:00:03.992616, arrival_time=2021-04-10 02:16:49.726541, cost_time=0:00:17.744893 2021-04-10 02:16:46,823 INFO : TRAIN, epoch=0143, iter=00170/00196, fetch data time cost=1.69ms, fps=2351 images/s, loss=0.0799, top1-acc=97.24%, top5-acc=99.99%, remaining_time=0:00:02.880540, arrival_time=2021-04-10 02:16:49.703794, cost_time=0:00:18.834217 2021-04-10 02:16:47,922 INFO : TRAIN, epoch=0143, iter=00180/00196, fetch data time cost=1.49ms, fps=2331 images/s, loss=0.0802, top1-acc=97.24%, top5-acc=99.99%, remaining_time=0:00:01.771824, arrival_time=2021-04-10 02:16:49.693944, cost_time=0:00:19.932997 2021-04-10 02:16:49,009 INFO : TRAIN, epoch=0143, iter=00190/00196, fetch data time cost=1.33ms, fps=2356 images/s, loss=0.0802, top1-acc=97.25%, top5-acc=99.99%, remaining_time=0:00:00.663798, arrival_time=2021-04-10 02:16:49.673144, cost_time=0:00:21.020307 2021-04-10 02:16:49,593 INFO : TRAIN, epoch=0143, iter=00196/00196, fetch data time cost=1.32ms, fps=2332 images/s, loss=0.0803, top1-acc=97.23%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:16:49.593245, cost_time=0:00:21.604043 2021-04-10 02:16:49,986 INFO : EVAL, epoch=0143, iter=00010/00040, fetch data time cost=33.41ms, fps=6541 images/s, loss=0.3399, top1-acc=90.55%, top5-acc=99.77%, remaining_time=0:00:01.173990, arrival_time=2021-04-10 02:16:51.160726, cost_time=0:00:00.391333 2021-04-10 02:16:50,260 INFO : EVAL, epoch=0143, iter=00020/00040, fetch data time cost=0.44ms, fps=9362 images/s, loss=0.3609, top1-acc=89.92%, top5-acc=99.77%, remaining_time=0:00:00.665260, arrival_time=2021-04-10 02:16:50.925971, cost_time=0:00:00.665267 2021-04-10 02:16:50,518 INFO : EVAL, epoch=0143, iter=00030/00040, fetch data time cost=8.56ms, fps=9939 images/s, loss=0.3679, top1-acc=89.71%, top5-acc=99.74%, remaining_time=0:00:00.307810, arrival_time=2021-04-10 02:16:50.826645, cost_time=0:00:00.923435 2021-04-10 02:16:50,736 INFO : EVAL, epoch=0143, iter=00040/00040, fetch data time cost=0.07ms, fps=10713 images/s, loss=0.3804, top1-acc=89.64%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-10 02:16:50.735931, cost_time=0:00:01.140535 2021-04-10 02:16:50,801 INFO : Epoch=0143 complete, best val top1-acc=90.77%, top5-acc=99.66% (epoch=142), remaining_time=0:21:45.821379, arrival_time=2021-04-10 02:38:36.622957, cost_time=0:54:36.007951 2021-04-10 02:16:50,802 INFO : Train start, epoch=0144, lr=0.018738 2021-04-10 02:16:52,071 INFO : TRAIN, epoch=0144, iter=00010/00196, fetch data time cost=1.62ms, fps=2017 images/s, loss=0.0909, top1-acc=96.95%, top5-acc=100.00%, remaining_time=0:00:23.608050, arrival_time=2021-04-10 02:17:15.679822, cost_time=0:00:01.269253 2021-04-10 02:16:53,167 INFO : TRAIN, epoch=0144, iter=00020/00196, fetch data time cost=2.00ms, fps=2337 images/s, loss=0.0836, top1-acc=97.23%, top5-acc=100.00%, remaining_time=0:00:20.813760, arrival_time=2021-04-10 02:17:13.981423, cost_time=0:00:02.365205 2021-04-10 02:16:54,256 INFO : TRAIN, epoch=0144, iter=00030/00196, fetch data time cost=1.69ms, fps=2353 images/s, loss=0.0766, top1-acc=97.42%, top5-acc=100.00%, remaining_time=0:00:19.109754, arrival_time=2021-04-10 02:17:13.365930, cost_time=0:00:03.453579 2021-04-10 02:16:55,354 INFO : TRAIN, epoch=0144, iter=00040/00196, fetch data time cost=2.03ms, fps=2332 images/s, loss=0.0737, top1-acc=97.62%, top5-acc=99.98%, remaining_time=0:00:17.754672, arrival_time=2021-04-10 02:17:13.109606, cost_time=0:00:04.552481 2021-04-10 02:16:56,445 INFO : TRAIN, epoch=0144, iter=00050/00196, fetch data time cost=2.66ms, fps=2349 images/s, loss=0.0717, top1-acc=97.66%, top5-acc=99.98%, remaining_time=0:00:16.476830, arrival_time=2021-04-10 02:17:12.922166, cost_time=0:00:05.642749 2021-04-10 02:16:57,533 INFO : TRAIN, epoch=0144, iter=00060/00196, fetch data time cost=1.56ms, fps=2354 images/s, loss=0.0707, top1-acc=97.68%, top5-acc=99.98%, remaining_time=0:00:15.256616, arrival_time=2021-04-10 02:17:12.790149, cost_time=0:00:06.730889 2021-04-10 02:16:58,625 INFO : TRAIN, epoch=0144, iter=00070/00196, fetch data time cost=2.63ms, fps=2346 images/s, loss=0.0709, top1-acc=97.70%, top5-acc=99.98%, remaining_time=0:00:14.081634, arrival_time=2021-04-10 02:17:12.707198, cost_time=0:00:07.823104 2021-04-10 02:16:59,713 INFO : TRAIN, epoch=0144, iter=00080/00196, fetch data time cost=1.68ms, fps=2355 images/s, loss=0.0709, top1-acc=97.67%, top5-acc=99.98%, remaining_time=0:00:12.920312, arrival_time=2021-04-10 02:17:12.633320, cost_time=0:00:08.910564 2021-04-10 02:17:00,800 INFO : TRAIN, epoch=0144, iter=00090/00196, fetch data time cost=1.86ms, fps=2356 images/s, loss=0.0724, top1-acc=97.57%, top5-acc=99.98%, remaining_time=0:00:11.774798, arrival_time=2021-04-10 02:17:12.574884, cost_time=0:00:09.997467 2021-04-10 02:17:01,889 INFO : TRAIN, epoch=0144, iter=00100/00196, fetch data time cost=2.29ms, fps=2353 images/s, loss=0.0747, top1-acc=97.46%, top5-acc=99.98%, remaining_time=0:00:10.643040, arrival_time=2021-04-10 02:17:12.532045, cost_time=0:00:11.086481 2021-04-10 02:17:02,968 INFO : TRAIN, epoch=0144, iter=00110/00196, fetch data time cost=1.64ms, fps=2373 images/s, loss=0.0758, top1-acc=97.41%, top5-acc=99.98%, remaining_time=0:00:09.511686, arrival_time=2021-04-10 02:17:12.480344, cost_time=0:00:12.166157 2021-04-10 02:17:04,061 INFO : TRAIN, epoch=0144, iter=00120/00196, fetch data time cost=1.57ms, fps=2344 images/s, loss=0.0767, top1-acc=97.36%, top5-acc=99.98%, remaining_time=0:00:08.397240, arrival_time=2021-04-10 02:17:12.458638, cost_time=0:00:13.258826 2021-04-10 02:17:05,157 INFO : TRAIN, epoch=0144, iter=00130/00196, fetch data time cost=1.85ms, fps=2338 images/s, loss=0.0770, top1-acc=97.34%, top5-acc=99.98%, remaining_time=0:00:07.287786, arrival_time=2021-04-10 02:17:12.444992, cost_time=0:00:14.354769 2021-04-10 02:17:06,238 INFO : TRAIN, epoch=0144, iter=00140/00196, fetch data time cost=1.68ms, fps=2368 images/s, loss=0.0772, top1-acc=97.32%, top5-acc=99.98%, remaining_time=0:00:06.174448, arrival_time=2021-04-10 02:17:12.413123, cost_time=0:00:15.436141 2021-04-10 02:17:07,321 INFO : TRAIN, epoch=0144, iter=00150/00196, fetch data time cost=1.41ms, fps=2367 images/s, loss=0.0780, top1-acc=97.31%, top5-acc=99.98%, remaining_time=0:00:05.065658, arrival_time=2021-04-10 02:17:12.386614, cost_time=0:00:16.518501 2021-04-10 02:17:08,408 INFO : TRAIN, epoch=0144, iter=00160/00196, fetch data time cost=1.54ms, fps=2355 images/s, loss=0.0780, top1-acc=97.31%, top5-acc=99.98%, remaining_time=0:00:03.961404, arrival_time=2021-04-10 02:17:12.370140, cost_time=0:00:17.606251 2021-04-10 02:17:09,499 INFO : TRAIN, epoch=0144, iter=00170/00196, fetch data time cost=1.49ms, fps=2349 images/s, loss=0.0777, top1-acc=97.33%, top5-acc=99.98%, remaining_time=0:00:02.859532, arrival_time=2021-04-10 02:17:12.358973, cost_time=0:00:18.696892 2021-04-10 02:17:10,596 INFO : TRAIN, epoch=0144, iter=00180/00196, fetch data time cost=1.61ms, fps=2336 images/s, loss=0.0787, top1-acc=97.30%, top5-acc=99.98%, remaining_time=0:00:01.759440, arrival_time=2021-04-10 02:17:12.355557, cost_time=0:00:19.793645 2021-04-10 02:17:11,696 INFO : TRAIN, epoch=0144, iter=00190/00196, fetch data time cost=2.05ms, fps=2327 images/s, loss=0.0794, top1-acc=97.28%, top5-acc=99.98%, remaining_time=0:00:00.659820, arrival_time=2021-04-10 02:17:12.356642, cost_time=0:00:20.894310 2021-04-10 02:17:12,278 INFO : TRAIN, epoch=0144, iter=00196/00196, fetch data time cost=1.35ms, fps=2339 images/s, loss=0.0799, top1-acc=97.27%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 02:17:12.278883, cost_time=0:00:21.476472 2021-04-10 02:17:12,612 INFO : EVAL, epoch=0144, iter=00010/00040, fetch data time cost=10.07ms, fps=7700 images/s, loss=0.4128, top1-acc=89.22%, top5-acc=99.53%, remaining_time=0:00:00.997260, arrival_time=2021-04-10 02:17:13.609748, cost_time=0:00:00.332420 2021-04-10 02:17:12,871 INFO : EVAL, epoch=0144, iter=00020/00040, fetch data time cost=2.48ms, fps=9896 images/s, loss=0.4030, top1-acc=89.82%, top5-acc=99.47%, remaining_time=0:00:00.591660, arrival_time=2021-04-10 02:17:13.463374, cost_time=0:00:00.591663 2021-04-10 02:17:13,168 INFO : EVAL, epoch=0144, iter=00030/00040, fetch data time cost=0.43ms, fps=8644 images/s, loss=0.3951, top1-acc=89.69%, top5-acc=99.57%, remaining_time=0:00:00.296110, arrival_time=2021-04-10 02:17:13.464494, cost_time=0:00:00.888322 2021-04-10 02:17:13,419 INFO : EVAL, epoch=0144, iter=00040/00040, fetch data time cost=0.06ms, fps=9269 images/s, loss=0.3973, top1-acc=89.51%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-10 02:17:13.419137, cost_time=0:00:01.139157 2021-04-10 02:17:13,461 INFO : Epoch=0144 complete, best val top1-acc=90.77%, top5-acc=99.66% (epoch=142), remaining_time=0:21:22.815240, arrival_time=2021-04-10 02:38:36.276661, cost_time=0:54:58.667805 2021-04-10 02:17:13,462 INFO : Train start, epoch=0145, lr=0.018129 2021-04-10 02:17:14,784 INFO : TRAIN, epoch=0145, iter=00010/00196, fetch data time cost=0.43ms, fps=1936 images/s, loss=0.0828, top1-acc=96.99%, top5-acc=100.00%, remaining_time=0:00:24.589944, arrival_time=2021-04-10 02:17:39.374355, cost_time=0:00:01.322044 2021-04-10 02:17:15,871 INFO : TRAIN, epoch=0145, iter=00020/00196, fetch data time cost=1.59ms, fps=2356 images/s, loss=0.0799, top1-acc=97.11%, top5-acc=99.98%, remaining_time=0:00:21.204304, arrival_time=2021-04-10 02:17:37.076157, cost_time=0:00:02.409581 2021-04-10 02:17:16,971 INFO : TRAIN, epoch=0145, iter=00030/00196, fetch data time cost=1.54ms, fps=2330 images/s, loss=0.0805, top1-acc=97.11%, top5-acc=99.99%, remaining_time=0:00:19.414862, arrival_time=2021-04-10 02:17:36.385932, cost_time=0:00:03.508702 2021-04-10 02:17:18,061 INFO : TRAIN, epoch=0145, iter=00040/00196, fetch data time cost=1.68ms, fps=2349 images/s, loss=0.0795, top1-acc=97.21%, top5-acc=99.99%, remaining_time=0:00:17.936724, arrival_time=2021-04-10 02:17:35.998146, cost_time=0:00:04.599151 2021-04-10 02:17:19,156 INFO : TRAIN, epoch=0145, iter=00050/00196, fetch data time cost=1.59ms, fps=2338 images/s, loss=0.0805, top1-acc=97.20%, top5-acc=99.98%, remaining_time=0:00:16.627794, arrival_time=2021-04-10 02:17:35.784645, cost_time=0:00:05.694469 2021-04-10 02:17:20,244 INFO : TRAIN, epoch=0145, iter=00060/00196, fetch data time cost=1.97ms, fps=2356 images/s, loss=0.0796, top1-acc=97.21%, top5-acc=99.99%, remaining_time=0:00:15.371944, arrival_time=2021-04-10 02:17:35.616059, cost_time=0:00:06.781749 2021-04-10 02:17:21,346 INFO : TRAIN, epoch=0145, iter=00070/00196, fetch data time cost=1.49ms, fps=2324 images/s, loss=0.0793, top1-acc=97.24%, top5-acc=99.99%, remaining_time=0:00:14.191254, arrival_time=2021-04-10 02:17:35.537655, cost_time=0:00:07.884018 2021-04-10 02:17:22,436 INFO : TRAIN, epoch=0145, iter=00080/00196, fetch data time cost=1.54ms, fps=2350 images/s, loss=0.0786, top1-acc=97.27%, top5-acc=99.99%, remaining_time=0:00:13.012532, arrival_time=2021-04-10 02:17:35.448992, cost_time=0:00:08.974182 2021-04-10 02:17:23,525 INFO : TRAIN, epoch=0145, iter=00090/00196, fetch data time cost=2.29ms, fps=2351 images/s, loss=0.0794, top1-acc=97.20%, top5-acc=99.99%, remaining_time=0:00:11.852496, arrival_time=2021-04-10 02:17:35.378313, cost_time=0:00:10.063448 2021-04-10 02:17:24,618 INFO : TRAIN, epoch=0145, iter=00100/00196, fetch data time cost=1.53ms, fps=2344 images/s, loss=0.0794, top1-acc=97.19%, top5-acc=99.99%, remaining_time=0:00:10.710048, arrival_time=2021-04-10 02:17:35.328704, cost_time=0:00:11.156320 2021-04-10 02:17:25,707 INFO : TRAIN, epoch=0145, iter=00110/00196, fetch data time cost=1.60ms, fps=2354 images/s, loss=0.0791, top1-acc=97.22%, top5-acc=99.99%, remaining_time=0:00:09.573090, arrival_time=2021-04-10 02:17:35.280072, cost_time=0:00:12.244601 2021-04-10 02:17:26,793 INFO : TRAIN, epoch=0145, iter=00120/00196, fetch data time cost=1.49ms, fps=2357 images/s, loss=0.0785, top1-acc=97.23%, top5-acc=99.99%, remaining_time=0:00:08.443220, arrival_time=2021-04-10 02:17:35.236957, cost_time=0:00:13.331445 2021-04-10 02:17:27,879 INFO : TRAIN, epoch=0145, iter=00130/00196, fetch data time cost=1.87ms, fps=2359 images/s, loss=0.0783, top1-acc=97.24%, top5-acc=99.99%, remaining_time=0:00:07.319532, arrival_time=2021-04-10 02:17:35.199169, cost_time=0:00:14.417264 2021-04-10 02:17:28,967 INFO : TRAIN, epoch=0145, iter=00140/00196, fetch data time cost=1.65ms, fps=2354 images/s, loss=0.0778, top1-acc=97.27%, top5-acc=99.99%, remaining_time=0:00:06.202224, arrival_time=2021-04-10 02:17:35.170106, cost_time=0:00:15.505599 2021-04-10 02:17:30,052 INFO : TRAIN, epoch=0145, iter=00150/00196, fetch data time cost=1.57ms, fps=2362 images/s, loss=0.0779, top1-acc=97.29%, top5-acc=99.99%, remaining_time=0:00:05.087600, arrival_time=2021-04-10 02:17:35.140131, cost_time=0:00:16.590064 2021-04-10 02:17:31,137 INFO : TRAIN, epoch=0145, iter=00160/00196, fetch data time cost=1.63ms, fps=2361 images/s, loss=0.0782, top1-acc=97.29%, top5-acc=99.99%, remaining_time=0:00:03.976884, arrival_time=2021-04-10 02:17:35.114284, cost_time=0:00:17.675113 2021-04-10 02:17:32,224 INFO : TRAIN, epoch=0145, iter=00170/00196, fetch data time cost=1.51ms, fps=2358 images/s, loss=0.0785, top1-acc=97.27%, top5-acc=99.99%, remaining_time=0:00:02.869386, arrival_time=2021-04-10 02:17:35.093274, cost_time=0:00:18.761380 2021-04-10 02:17:33,305 INFO : TRAIN, epoch=0145, iter=00180/00196, fetch data time cost=1.58ms, fps=2368 images/s, loss=0.0787, top1-acc=97.25%, top5-acc=99.99%, remaining_time=0:00:01.763856, arrival_time=2021-04-10 02:17:35.069562, cost_time=0:00:19.843399 2021-04-10 02:17:34,399 INFO : TRAIN, epoch=0145, iter=00190/00196, fetch data time cost=1.52ms, fps=2342 images/s, loss=0.0788, top1-acc=97.25%, top5-acc=99.99%, remaining_time=0:00:00.661176, arrival_time=2021-04-10 02:17:35.060736, cost_time=0:00:20.937210 2021-04-10 02:17:34,987 INFO : TRAIN, epoch=0145, iter=00196/00196, fetch data time cost=1.67ms, fps=2317 images/s, loss=0.0788, top1-acc=97.25%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:17:34.987198, cost_time=0:00:21.524920 2021-04-10 02:17:35,330 INFO : EVAL, epoch=0145, iter=00010/00040, fetch data time cost=4.47ms, fps=7481 images/s, loss=0.3440, top1-acc=90.94%, top5-acc=99.77%, remaining_time=0:00:01.026630, arrival_time=2021-04-10 02:17:36.357335, cost_time=0:00:00.342209 2021-04-10 02:17:35,561 INFO : EVAL, epoch=0145, iter=00020/00040, fetch data time cost=2.30ms, fps=11098 images/s, loss=0.3286, top1-acc=90.94%, top5-acc=99.75%, remaining_time=0:00:00.573200, arrival_time=2021-04-10 02:17:36.134972, cost_time=0:00:00.573205 2021-04-10 02:17:35,803 INFO : EVAL, epoch=0145, iter=00030/00040, fetch data time cost=0.43ms, fps=10597 images/s, loss=0.3351, top1-acc=90.59%, top5-acc=99.71%, remaining_time=0:00:00.271770, arrival_time=2021-04-10 02:17:36.075635, cost_time=0:00:00.815308 2021-04-10 02:17:36,063 INFO : EVAL, epoch=0145, iter=00040/00040, fetch data time cost=0.09ms, fps=8949 images/s, loss=0.3301, top1-acc=90.74%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-10 02:17:36.063578, cost_time=0:00:01.075106 2021-04-10 02:17:36,103 INFO : Epoch=0145 complete, best val top1-acc=90.77%, top5-acc=99.66% (epoch=142), remaining_time=0:20:59.807230, arrival_time=2021-04-10 02:38:35.910813, cost_time=0:55:21.309959 2021-04-10 02:17:36,104 INFO : Train start, epoch=0146, lr=0.017528 2021-04-10 02:17:37,379 INFO : TRAIN, epoch=0146, iter=00010/00196, fetch data time cost=0.42ms, fps=2008 images/s, loss=0.0671, top1-acc=97.97%, top5-acc=100.00%, remaining_time=0:00:23.712954, arrival_time=2021-04-10 02:18:01.092272, cost_time=0:00:01.274888 2021-04-10 02:17:38,472 INFO : TRAIN, epoch=0146, iter=00020/00196, fetch data time cost=1.49ms, fps=2343 images/s, loss=0.0687, top1-acc=97.79%, top5-acc=100.00%, remaining_time=0:00:20.838048, arrival_time=2021-04-10 02:17:59.310511, cost_time=0:00:02.367951 2021-04-10 02:17:39,559 INFO : TRAIN, epoch=0146, iter=00030/00196, fetch data time cost=1.68ms, fps=2357 images/s, loss=0.0662, top1-acc=97.88%, top5-acc=100.00%, remaining_time=0:00:19.116726, arrival_time=2021-04-10 02:17:58.676005, cost_time=0:00:03.454832 2021-04-10 02:17:40,665 INFO : TRAIN, epoch=0146, iter=00040/00196, fetch data time cost=1.79ms, fps=2315 images/s, loss=0.0664, top1-acc=97.81%, top5-acc=100.00%, remaining_time=0:00:17.787432, arrival_time=2021-04-10 02:17:58.453098, cost_time=0:00:04.560900 2021-04-10 02:17:41,765 INFO : TRAIN, epoch=0146, iter=00050/00196, fetch data time cost=1.54ms, fps=2330 images/s, loss=0.0649, top1-acc=97.88%, top5-acc=100.00%, remaining_time=0:00:16.529682, arrival_time=2021-04-10 02:17:58.294988, cost_time=0:00:05.660870 2021-04-10 02:17:42,853 INFO : TRAIN, epoch=0146, iter=00060/00196, fetch data time cost=1.53ms, fps=2354 images/s, loss=0.0662, top1-acc=97.83%, top5-acc=100.00%, remaining_time=0:00:15.297688, arrival_time=2021-04-10 02:17:58.151198, cost_time=0:00:06.748992 2021-04-10 02:17:43,939 INFO : TRAIN, epoch=0146, iter=00070/00196, fetch data time cost=1.69ms, fps=2360 images/s, loss=0.0682, top1-acc=97.75%, top5-acc=99.99%, remaining_time=0:00:14.102172, arrival_time=2021-04-10 02:17:58.041136, cost_time=0:00:07.834526 2021-04-10 02:17:45,038 INFO : TRAIN, epoch=0146, iter=00080/00196, fetch data time cost=2.10ms, fps=2331 images/s, loss=0.0701, top1-acc=97.64%, top5-acc=99.99%, remaining_time=0:00:12.953604, arrival_time=2021-04-10 02:17:57.991617, cost_time=0:00:08.933502 2021-04-10 02:17:46,129 INFO : TRAIN, epoch=0146, iter=00090/00196, fetch data time cost=1.62ms, fps=2346 images/s, loss=0.0706, top1-acc=97.61%, top5-acc=99.99%, remaining_time=0:00:11.807658, arrival_time=2021-04-10 02:17:57.937516, cost_time=0:00:10.025383 2021-04-10 02:17:47,254 INFO : TRAIN, epoch=0146, iter=00100/00196, fetch data time cost=2.18ms, fps=2277 images/s, loss=0.0703, top1-acc=97.61%, top5-acc=99.99%, remaining_time=0:00:10.704288, arrival_time=2021-04-10 02:17:57.959141, cost_time=0:00:11.150255 2021-04-10 02:17:48,353 INFO : TRAIN, epoch=0146, iter=00110/00196, fetch data time cost=1.88ms, fps=2331 images/s, loss=0.0701, top1-acc=97.62%, top5-acc=99.99%, remaining_time=0:00:09.576616, arrival_time=2021-04-10 02:17:57.930321, cost_time=0:00:12.249189 2021-04-10 02:17:49,454 INFO : TRAIN, epoch=0146, iter=00120/00196, fetch data time cost=1.70ms, fps=2328 images/s, loss=0.0697, top1-acc=97.64%, top5-acc=99.99%, remaining_time=0:00:08.454696, arrival_time=2021-04-10 02:17:57.908788, cost_time=0:00:13.349575 2021-04-10 02:17:50,550 INFO : TRAIN, epoch=0146, iter=00130/00196, fetch data time cost=1.46ms, fps=2337 images/s, loss=0.0698, top1-acc=97.65%, top5-acc=99.99%, remaining_time=0:00:07.334052, arrival_time=2021-04-10 02:17:57.884326, cost_time=0:00:14.445850 2021-04-10 02:17:51,633 INFO : TRAIN, epoch=0146, iter=00140/00196, fetch data time cost=2.10ms, fps=2364 images/s, loss=0.0691, top1-acc=97.69%, top5-acc=99.99%, remaining_time=0:00:06.211688, arrival_time=2021-04-10 02:17:57.845412, cost_time=0:00:15.529191 2021-04-10 02:17:52,723 INFO : TRAIN, epoch=0146, iter=00150/00196, fetch data time cost=1.89ms, fps=2352 images/s, loss=0.0696, top1-acc=97.65%, top5-acc=99.99%, remaining_time=0:00:05.096340, arrival_time=2021-04-10 02:17:57.819480, cost_time=0:00:16.618551 2021-04-10 02:17:53,812 INFO : TRAIN, epoch=0146, iter=00160/00196, fetch data time cost=1.51ms, fps=2352 images/s, loss=0.0702, top1-acc=97.63%, top5-acc=99.99%, remaining_time=0:00:03.984300, arrival_time=2021-04-10 02:17:57.796786, cost_time=0:00:17.708047 2021-04-10 02:17:54,906 INFO : TRAIN, epoch=0146, iter=00170/00196, fetch data time cost=1.58ms, fps=2342 images/s, loss=0.0700, top1-acc=97.62%, top5-acc=99.99%, remaining_time=0:00:02.875548, arrival_time=2021-04-10 02:17:57.781629, cost_time=0:00:18.801660 2021-04-10 02:17:55,997 INFO : TRAIN, epoch=0146, iter=00180/00196, fetch data time cost=1.61ms, fps=2348 images/s, loss=0.0704, top1-acc=97.60%, top5-acc=99.99%, remaining_time=0:00:01.768224, arrival_time=2021-04-10 02:17:57.765346, cost_time=0:00:19.892595 2021-04-10 02:17:57,095 INFO : TRAIN, epoch=0146, iter=00190/00196, fetch data time cost=1.29ms, fps=2333 images/s, loss=0.0705, top1-acc=97.59%, top5-acc=99.99%, remaining_time=0:00:00.662862, arrival_time=2021-04-10 02:17:57.758092, cost_time=0:00:20.990685 2021-04-10 02:17:57,692 INFO : TRAIN, epoch=0146, iter=00196/00196, fetch data time cost=2.01ms, fps=2281 images/s, loss=0.0704, top1-acc=97.58%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:17:57.692081, cost_time=0:00:21.587612 2021-04-10 02:17:58,051 INFO : EVAL, epoch=0146, iter=00010/00040, fetch data time cost=4.96ms, fps=7167 images/s, loss=0.3630, top1-acc=90.04%, top5-acc=99.73%, remaining_time=0:00:01.071510, arrival_time=2021-04-10 02:17:59.122661, cost_time=0:00:00.357169 2021-04-10 02:17:58,288 INFO : EVAL, epoch=0146, iter=00020/00040, fetch data time cost=0.47ms, fps=10807 images/s, loss=0.3816, top1-acc=89.90%, top5-acc=99.67%, remaining_time=0:00:00.594640, arrival_time=2021-04-10 02:17:58.883283, cost_time=0:00:00.594638 2021-04-10 02:17:58,528 INFO : EVAL, epoch=0146, iter=00030/00040, fetch data time cost=2.94ms, fps=10692 images/s, loss=0.3812, top1-acc=90.00%, top5-acc=99.66%, remaining_time=0:00:00.278210, arrival_time=2021-04-10 02:17:58.806771, cost_time=0:00:00.834616 2021-04-10 02:17:58,744 INFO : EVAL, epoch=0146, iter=00040/00040, fetch data time cost=0.08ms, fps=10746 images/s, loss=0.3827, top1-acc=89.87%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-10 02:17:58.744787, cost_time=0:00:01.050887 2021-04-10 02:17:58,792 INFO : Epoch=0146 complete, best val top1-acc=90.77%, top5-acc=99.66% (epoch=142), remaining_time=0:20:36.821346, arrival_time=2021-04-10 02:38:35.613432, cost_time=0:55:43.998442 2021-04-10 02:17:58,793 INFO : Train start, epoch=0147, lr=0.016934 2021-04-10 02:18:00,052 INFO : TRAIN, epoch=0147, iter=00010/00196, fetch data time cost=0.31ms, fps=2034 images/s, loss=0.0775, top1-acc=97.15%, top5-acc=99.96%, remaining_time=0:00:23.414610, arrival_time=2021-04-10 02:18:23.466861, cost_time=0:00:01.258852 2021-04-10 02:18:01,145 INFO : TRAIN, epoch=0147, iter=00020/00196, fetch data time cost=1.42ms, fps=2344 images/s, loss=0.0742, top1-acc=97.42%, top5-acc=99.96%, remaining_time=0:00:20.695488, arrival_time=2021-04-10 02:18:21.840725, cost_time=0:00:02.351767 2021-04-10 02:18:02,243 INFO : TRAIN, epoch=0147, iter=00030/00196, fetch data time cost=1.56ms, fps=2333 images/s, loss=0.0705, top1-acc=97.53%, top5-acc=99.97%, remaining_time=0:00:19.088008, arrival_time=2021-04-10 02:18:21.331082, cost_time=0:00:03.449632 2021-04-10 02:18:03,363 INFO : TRAIN, epoch=0147, iter=00040/00196, fetch data time cost=1.71ms, fps=2287 images/s, loss=0.0686, top1-acc=97.63%, top5-acc=99.98%, remaining_time=0:00:17.821908, arrival_time=2021-04-10 02:18:21.185079, cost_time=0:00:04.569733 2021-04-10 02:18:04,464 INFO : TRAIN, epoch=0147, iter=00050/00196, fetch data time cost=2.01ms, fps=2326 images/s, loss=0.0679, top1-acc=97.67%, top5-acc=99.98%, remaining_time=0:00:16.559028, arrival_time=2021-04-10 02:18:21.023472, cost_time=0:00:05.670902 2021-04-10 02:18:05,555 INFO : TRAIN, epoch=0147, iter=00060/00196, fetch data time cost=1.61ms, fps=2349 images/s, loss=0.0692, top1-acc=97.63%, top5-acc=99.99%, remaining_time=0:00:15.326384, arrival_time=2021-04-10 02:18:20.881443, cost_time=0:00:06.761626 2021-04-10 02:18:06,648 INFO : TRAIN, epoch=0147, iter=00070/00196, fetch data time cost=1.63ms, fps=2342 images/s, loss=0.0685, top1-acc=97.63%, top5-acc=99.99%, remaining_time=0:00:14.139594, arrival_time=2021-04-10 02:18:20.788420, cost_time=0:00:07.855353 2021-04-10 02:18:07,737 INFO : TRAIN, epoch=0147, iter=00080/00196, fetch data time cost=1.95ms, fps=2353 images/s, loss=0.0679, top1-acc=97.68%, top5-acc=99.99%, remaining_time=0:00:12.969032, arrival_time=2021-04-10 02:18:20.706563, cost_time=0:00:08.944159 2021-04-10 02:18:08,822 INFO : TRAIN, epoch=0147, iter=00090/00196, fetch data time cost=1.98ms, fps=2360 images/s, loss=0.0684, top1-acc=97.68%, top5-acc=99.99%, remaining_time=0:00:11.812216, arrival_time=2021-04-10 02:18:20.634869, cost_time=0:00:10.029207 2021-04-10 02:18:09,914 INFO : TRAIN, epoch=0147, iter=00100/00196, fetch data time cost=1.51ms, fps=2346 images/s, loss=0.0684, top1-acc=97.69%, top5-acc=99.99%, remaining_time=0:00:10.676352, arrival_time=2021-04-10 02:18:20.591141, cost_time=0:00:11.121248 2021-04-10 02:18:11,005 INFO : TRAIN, epoch=0147, iter=00110/00196, fetch data time cost=1.97ms, fps=2349 images/s, loss=0.0684, top1-acc=97.64%, top5-acc=99.99%, remaining_time=0:00:09.547634, arrival_time=2021-04-10 02:18:20.553137, cost_time=0:00:12.212128 2021-04-10 02:18:12,092 INFO : TRAIN, epoch=0147, iter=00120/00196, fetch data time cost=1.66ms, fps=2357 images/s, loss=0.0687, top1-acc=97.65%, top5-acc=99.99%, remaining_time=0:00:08.422624, arrival_time=2021-04-10 02:18:20.514912, cost_time=0:00:13.298933 2021-04-10 02:18:13,188 INFO : TRAIN, epoch=0147, iter=00130/00196, fetch data time cost=2.29ms, fps=2336 images/s, loss=0.0696, top1-acc=97.60%, top5-acc=99.99%, remaining_time=0:00:07.308444, arrival_time=2021-04-10 02:18:20.497346, cost_time=0:00:14.395475 2021-04-10 02:18:14,281 INFO : TRAIN, epoch=0147, iter=00140/00196, fetch data time cost=1.89ms, fps=2344 images/s, loss=0.0704, top1-acc=97.55%, top5-acc=99.99%, remaining_time=0:00:06.195336, arrival_time=2021-04-10 02:18:20.477170, cost_time=0:00:15.488358 2021-04-10 02:18:15,372 INFO : TRAIN, epoch=0147, iter=00150/00196, fetch data time cost=1.49ms, fps=2348 images/s, loss=0.0709, top1-acc=97.56%, top5-acc=99.99%, remaining_time=0:00:05.084380, arrival_time=2021-04-10 02:18:20.457233, cost_time=0:00:16.579485 2021-04-10 02:18:16,469 INFO : TRAIN, epoch=0147, iter=00160/00196, fetch data time cost=2.07ms, fps=2336 images/s, loss=0.0713, top1-acc=97.55%, top5-acc=99.99%, remaining_time=0:00:03.977064, arrival_time=2021-04-10 02:18:20.446435, cost_time=0:00:17.675873 2021-04-10 02:18:17,562 INFO : TRAIN, epoch=0147, iter=00170/00196, fetch data time cost=1.47ms, fps=2343 images/s, loss=0.0708, top1-acc=97.57%, top5-acc=99.99%, remaining_time=0:00:02.870634, arrival_time=2021-04-10 02:18:20.433466, cost_time=0:00:18.769458 2021-04-10 02:18:18,653 INFO : TRAIN, epoch=0147, iter=00180/00196, fetch data time cost=2.10ms, fps=2348 images/s, loss=0.0710, top1-acc=97.56%, top5-acc=99.99%, remaining_time=0:00:01.765344, arrival_time=2021-04-10 02:18:20.418815, cost_time=0:00:19.860088 2021-04-10 02:18:19,750 INFO : TRAIN, epoch=0147, iter=00190/00196, fetch data time cost=1.37ms, fps=2335 images/s, loss=0.0716, top1-acc=97.55%, top5-acc=99.99%, remaining_time=0:00:00.661806, arrival_time=2021-04-10 02:18:20.412423, cost_time=0:00:20.957165 2021-04-10 02:18:20,338 INFO : TRAIN, epoch=0147, iter=00196/00196, fetch data time cost=0.09ms, fps=2318 images/s, loss=0.0717, top1-acc=97.54%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:18:20.338019, cost_time=0:00:21.544659 2021-04-10 02:18:20,699 INFO : EVAL, epoch=0147, iter=00010/00040, fetch data time cost=24.74ms, fps=7117 images/s, loss=0.3984, top1-acc=89.61%, top5-acc=99.77%, remaining_time=0:00:01.079040, arrival_time=2021-04-10 02:18:21.778061, cost_time=0:00:00.359682 2021-04-10 02:18:20,936 INFO : EVAL, epoch=0147, iter=00020/00040, fetch data time cost=0.35ms, fps=10810 images/s, loss=0.4076, top1-acc=89.73%, top5-acc=99.65%, remaining_time=0:00:00.597060, arrival_time=2021-04-10 02:18:21.533426, cost_time=0:00:00.597060 2021-04-10 02:18:21,185 INFO : EVAL, epoch=0147, iter=00030/00040, fetch data time cost=5.92ms, fps=10310 images/s, loss=0.4016, top1-acc=89.70%, top5-acc=99.64%, remaining_time=0:00:00.281950, arrival_time=2021-04-10 02:18:21.467103, cost_time=0:00:00.845854 2021-04-10 02:18:21,397 INFO : EVAL, epoch=0147, iter=00040/00040, fetch data time cost=0.07ms, fps=10957 images/s, loss=0.3942, top1-acc=89.61%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-10 02:18:21.397292, cost_time=0:00:01.058068 2021-04-10 02:18:21,437 INFO : Epoch=0147 complete, best val top1-acc=90.77%, top5-acc=99.66% (epoch=142), remaining_time=0:20:13.824073, arrival_time=2021-04-10 02:38:35.261855, cost_time=0:56:06.644167 2021-04-10 02:18:21,438 INFO : Train start, epoch=0148, lr=0.016349 2021-04-10 02:18:22,778 INFO : TRAIN, epoch=0148, iter=00010/00196, fetch data time cost=0.46ms, fps=1911 images/s, loss=0.0685, top1-acc=97.58%, top5-acc=100.00%, remaining_time=0:00:24.914142, arrival_time=2021-04-10 02:18:47.692359, cost_time=0:00:01.339473 2021-04-10 02:18:23,863 INFO : TRAIN, epoch=0148, iter=00020/00196, fetch data time cost=1.84ms, fps=2362 images/s, loss=0.0746, top1-acc=97.36%, top5-acc=100.00%, remaining_time=0:00:21.331904, arrival_time=2021-04-10 02:18:45.194839, cost_time=0:00:02.424082 2021-04-10 02:18:24,953 INFO : TRAIN, epoch=0148, iter=00030/00196, fetch data time cost=2.12ms, fps=2350 images/s, loss=0.0731, top1-acc=97.53%, top5-acc=100.00%, remaining_time=0:00:19.447232, arrival_time=2021-04-10 02:18:44.400513, cost_time=0:00:03.514556 2021-04-10 02:18:26,070 INFO : TRAIN, epoch=0148, iter=00040/00196, fetch data time cost=2.31ms, fps=2293 images/s, loss=0.0673, top1-acc=97.72%, top5-acc=100.00%, remaining_time=0:00:18.064332, arrival_time=2021-04-10 02:18:44.134912, cost_time=0:00:04.631877 2021-04-10 02:18:27,163 INFO : TRAIN, epoch=0148, iter=00050/00196, fetch data time cost=1.48ms, fps=2344 images/s, loss=0.0665, top1-acc=97.78%, top5-acc=100.00%, remaining_time=0:00:16.716270, arrival_time=2021-04-10 02:18:43.879662, cost_time=0:00:05.724730 2021-04-10 02:18:28,260 INFO : TRAIN, epoch=0148, iter=00060/00196, fetch data time cost=1.61ms, fps=2335 images/s, loss=0.0672, top1-acc=97.69%, top5-acc=100.00%, remaining_time=0:00:15.462520, arrival_time=2021-04-10 02:18:43.723034, cost_time=0:00:06.821672 2021-04-10 02:18:29,350 INFO : TRAIN, epoch=0148, iter=00070/00196, fetch data time cost=1.52ms, fps=2351 images/s, loss=0.0680, top1-acc=97.68%, top5-acc=100.00%, remaining_time=0:00:14.241150, arrival_time=2021-04-10 02:18:43.591536, cost_time=0:00:07.911730 2021-04-10 02:18:30,433 INFO : TRAIN, epoch=0148, iter=00080/00196, fetch data time cost=1.73ms, fps=2366 images/s, loss=0.0666, top1-acc=97.72%, top5-acc=100.00%, remaining_time=0:00:13.041648, arrival_time=2021-04-10 02:18:43.474615, cost_time=0:00:08.994203 2021-04-10 02:18:31,514 INFO : TRAIN, epoch=0148, iter=00090/00196, fetch data time cost=1.62ms, fps=2368 images/s, loss=0.0657, top1-acc=97.79%, top5-acc=100.00%, remaining_time=0:00:11.867442, arrival_time=2021-04-10 02:18:43.382268, cost_time=0:00:10.076150 2021-04-10 02:18:32,603 INFO : TRAIN, epoch=0148, iter=00100/00196, fetch data time cost=2.15ms, fps=2353 images/s, loss=0.0655, top1-acc=97.80%, top5-acc=100.00%, remaining_time=0:00:10.718112, arrival_time=2021-04-10 02:18:43.321499, cost_time=0:00:11.164730 2021-04-10 02:18:33,686 INFO : TRAIN, epoch=0148, iter=00110/00196, fetch data time cost=1.46ms, fps=2365 images/s, loss=0.0662, top1-acc=97.75%, top5-acc=100.00%, remaining_time=0:00:09.575412, arrival_time=2021-04-10 02:18:43.261683, cost_time=0:00:12.247602 2021-04-10 02:18:34,772 INFO : TRAIN, epoch=0148, iter=00120/00196, fetch data time cost=2.37ms, fps=2357 images/s, loss=0.0653, top1-acc=97.78%, top5-acc=100.00%, remaining_time=0:00:08.444968, arrival_time=2021-04-10 02:18:43.217861, cost_time=0:00:13.334139 2021-04-10 02:18:35,858 INFO : TRAIN, epoch=0148, iter=00130/00196, fetch data time cost=1.49ms, fps=2360 images/s, loss=0.0654, top1-acc=97.76%, top5-acc=100.00%, remaining_time=0:00:07.320654, arrival_time=2021-04-10 02:18:43.178795, cost_time=0:00:14.419483 2021-04-10 02:18:36,940 INFO : TRAIN, epoch=0148, iter=00140/00196, fetch data time cost=1.66ms, fps=2366 images/s, loss=0.0660, top1-acc=97.73%, top5-acc=99.99%, remaining_time=0:00:06.200768, arrival_time=2021-04-10 02:18:43.141327, cost_time=0:00:15.501873 2021-04-10 02:18:38,028 INFO : TRAIN, epoch=0148, iter=00150/00196, fetch data time cost=1.65ms, fps=2355 images/s, loss=0.0663, top1-acc=97.70%, top5-acc=99.99%, remaining_time=0:00:05.087462, arrival_time=2021-04-10 02:18:43.115715, cost_time=0:00:16.589592 2021-04-10 02:18:39,117 INFO : TRAIN, epoch=0148, iter=00160/00196, fetch data time cost=1.63ms, fps=2352 images/s, loss=0.0656, top1-acc=97.73%, top5-acc=100.00%, remaining_time=0:00:03.977640, arrival_time=2021-04-10 02:18:43.094682, cost_time=0:00:17.678380 2021-04-10 02:18:40,205 INFO : TRAIN, epoch=0148, iter=00170/00196, fetch data time cost=1.64ms, fps=2353 images/s, loss=0.0665, top1-acc=97.71%, top5-acc=99.99%, remaining_time=0:00:02.870192, arrival_time=2021-04-10 02:18:43.075621, cost_time=0:00:18.766665 2021-04-10 02:18:41,292 INFO : TRAIN, epoch=0148, iter=00180/00196, fetch data time cost=1.63ms, fps=2357 images/s, loss=0.0666, top1-acc=97.71%, top5-acc=99.99%, remaining_time=0:00:01.764768, arrival_time=2021-04-10 02:18:43.057003, cost_time=0:00:19.853559 2021-04-10 02:18:42,375 INFO : TRAIN, epoch=0148, iter=00190/00196, fetch data time cost=1.28ms, fps=2365 images/s, loss=0.0672, top1-acc=97.70%, top5-acc=99.99%, remaining_time=0:00:00.661152, arrival_time=2021-04-10 02:18:43.036362, cost_time=0:00:20.936554 2021-04-10 02:18:42,955 INFO : TRAIN, epoch=0148, iter=00196/00196, fetch data time cost=1.33ms, fps=2346 images/s, loss=0.0673, top1-acc=97.69%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:18:42.955410, cost_time=0:00:21.516780 2021-04-10 02:18:43,344 INFO : EVAL, epoch=0148, iter=00010/00040, fetch data time cost=2.19ms, fps=6606 images/s, loss=0.3347, top1-acc=90.74%, top5-acc=99.73%, remaining_time=0:00:01.162500, arrival_time=2021-04-10 02:18:44.506655, cost_time=0:00:00.387503 2021-04-10 02:18:43,591 INFO : EVAL, epoch=0148, iter=00020/00040, fetch data time cost=0.23ms, fps=10387 images/s, loss=0.3460, top1-acc=90.37%, top5-acc=99.79%, remaining_time=0:00:00.634720, arrival_time=2021-04-10 02:18:44.225963, cost_time=0:00:00.634728 2021-04-10 02:18:43,856 INFO : EVAL, epoch=0148, iter=00030/00040, fetch data time cost=0.32ms, fps=9666 images/s, loss=0.3575, top1-acc=90.21%, top5-acc=99.74%, remaining_time=0:00:00.299980, arrival_time=2021-04-10 02:18:44.156417, cost_time=0:00:00.899931 2021-04-10 02:18:44,078 INFO : EVAL, epoch=0148, iter=00040/00040, fetch data time cost=0.06ms, fps=10462 images/s, loss=0.3667, top1-acc=90.02%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-10 02:18:44.078544, cost_time=0:00:01.122067 2021-04-10 02:18:44,119 INFO : Epoch=0148 complete, best val top1-acc=90.77%, top5-acc=99.66% (epoch=142), remaining_time=0:19:50.844044, arrival_time=2021-04-10 02:38:34.963029, cost_time=0:56:29.325352 2021-04-10 02:18:44,119 INFO : Train start, epoch=0149, lr=0.015773 2021-04-10 02:18:45,436 INFO : TRAIN, epoch=0149, iter=00010/00196, fetch data time cost=14.15ms, fps=1944 images/s, loss=0.0714, top1-acc=97.89%, top5-acc=100.00%, remaining_time=0:00:24.495828, arrival_time=2021-04-10 02:19:09.932676, cost_time=0:00:01.316985 2021-04-10 02:18:46,523 INFO : TRAIN, epoch=0149, iter=00020/00196, fetch data time cost=1.54ms, fps=2358 images/s, loss=0.0678, top1-acc=97.95%, top5-acc=100.00%, remaining_time=0:00:21.150272, arrival_time=2021-04-10 02:19:07.673657, cost_time=0:00:02.403449 2021-04-10 02:18:47,629 INFO : TRAIN, epoch=0149, iter=00030/00196, fetch data time cost=1.74ms, fps=2316 images/s, loss=0.0669, top1-acc=97.90%, top5-acc=100.00%, remaining_time=0:00:19.420174, arrival_time=2021-04-10 02:19:07.049700, cost_time=0:00:03.509675 2021-04-10 02:18:48,739 INFO : TRAIN, epoch=0149, iter=00040/00196, fetch data time cost=1.81ms, fps=2308 images/s, loss=0.0656, top1-acc=97.87%, top5-acc=100.00%, remaining_time=0:00:18.015036, arrival_time=2021-04-10 02:19:06.754107, cost_time=0:00:04.619234 2021-04-10 02:18:49,824 INFO : TRAIN, epoch=0149, iter=00050/00196, fetch data time cost=1.46ms, fps=2360 images/s, loss=0.0642, top1-acc=97.89%, top5-acc=100.00%, remaining_time=0:00:16.657578, arrival_time=2021-04-10 02:19:06.482142, cost_time=0:00:05.704669 2021-04-10 02:18:50,917 INFO : TRAIN, epoch=0149, iter=00060/00196, fetch data time cost=1.41ms, fps=2344 images/s, loss=0.0621, top1-acc=97.96%, top5-acc=100.00%, remaining_time=0:00:15.407304, arrival_time=2021-04-10 02:19:06.324495, cost_time=0:00:06.797360 2021-04-10 02:18:52,020 INFO : TRAIN, epoch=0149, iter=00070/00196, fetch data time cost=2.65ms, fps=2323 images/s, loss=0.0614, top1-acc=97.97%, top5-acc=99.99%, remaining_time=0:00:14.219856, arrival_time=2021-04-10 02:19:06.239805, cost_time=0:00:07.899950 2021-04-10 02:18:53,106 INFO : TRAIN, epoch=0149, iter=00080/00196, fetch data time cost=1.52ms, fps=2358 images/s, loss=0.0606, top1-acc=98.01%, top5-acc=100.00%, remaining_time=0:00:13.030280, arrival_time=2021-04-10 02:19:06.136511, cost_time=0:00:08.986395 2021-04-10 02:18:54,196 INFO : TRAIN, epoch=0149, iter=00090/00196, fetch data time cost=1.58ms, fps=2350 images/s, loss=0.0615, top1-acc=97.96%, top5-acc=99.99%, remaining_time=0:00:11.867548, arrival_time=2021-04-10 02:19:06.063718, cost_time=0:00:10.076215 2021-04-10 02:18:55,281 INFO : TRAIN, epoch=0149, iter=00100/00196, fetch data time cost=1.59ms, fps=2360 images/s, loss=0.0624, top1-acc=97.95%, top5-acc=99.99%, remaining_time=0:00:10.715424, arrival_time=2021-04-10 02:19:05.997176, cost_time=0:00:11.161918 2021-04-10 02:18:56,364 INFO : TRAIN, epoch=0149, iter=00110/00196, fetch data time cost=1.47ms, fps=2365 images/s, loss=0.0634, top1-acc=97.93%, top5-acc=99.99%, remaining_time=0:00:09.573348, arrival_time=2021-04-10 02:19:05.938175, cost_time=0:00:12.244990 2021-04-10 02:18:57,447 INFO : TRAIN, epoch=0149, iter=00120/00196, fetch data time cost=1.51ms, fps=2365 images/s, loss=0.0635, top1-acc=97.92%, top5-acc=99.99%, remaining_time=0:00:08.440940, arrival_time=2021-04-10 02:19:05.888742, cost_time=0:00:13.327777 2021-04-10 02:18:58,534 INFO : TRAIN, epoch=0149, iter=00130/00196, fetch data time cost=1.79ms, fps=2357 images/s, loss=0.0634, top1-acc=97.91%, top5-acc=99.99%, remaining_time=0:00:07.318212, arrival_time=2021-04-10 02:19:05.852682, cost_time=0:00:14.414616 2021-04-10 02:18:59,617 INFO : TRAIN, epoch=0149, iter=00140/00196, fetch data time cost=1.54ms, fps=2364 images/s, loss=0.0631, top1-acc=97.92%, top5-acc=99.99%, remaining_time=0:00:06.199144, arrival_time=2021-04-10 02:19:05.816872, cost_time=0:00:15.497895 2021-04-10 02:19:00,708 INFO : TRAIN, epoch=0149, iter=00150/00196, fetch data time cost=1.53ms, fps=2348 images/s, loss=0.0636, top1-acc=97.90%, top5-acc=99.99%, remaining_time=0:00:05.087232, arrival_time=2021-04-10 02:19:05.795973, cost_time=0:00:16.588738 2021-04-10 02:19:01,797 INFO : TRAIN, epoch=0149, iter=00160/00196, fetch data time cost=1.51ms, fps=2353 images/s, loss=0.0638, top1-acc=97.89%, top5-acc=99.99%, remaining_time=0:00:03.977460, arrival_time=2021-04-10 02:19:05.774909, cost_time=0:00:17.677572 2021-04-10 02:19:02,886 INFO : TRAIN, epoch=0149, iter=00170/00196, fetch data time cost=1.51ms, fps=2351 images/s, loss=0.0639, top1-acc=97.87%, top5-acc=99.99%, remaining_time=0:00:02.870218, arrival_time=2021-04-10 02:19:05.756940, cost_time=0:00:18.766881 2021-04-10 02:19:03,974 INFO : TRAIN, epoch=0149, iter=00180/00196, fetch data time cost=1.83ms, fps=2356 images/s, loss=0.0645, top1-acc=97.84%, top5-acc=99.99%, remaining_time=0:00:01.764832, arrival_time=2021-04-10 02:19:05.739035, cost_time=0:00:19.854334 2021-04-10 02:19:05,077 INFO : TRAIN, epoch=0149, iter=00190/00196, fetch data time cost=1.43ms, fps=2321 images/s, loss=0.0645, top1-acc=97.84%, top5-acc=99.99%, remaining_time=0:00:00.661824, arrival_time=2021-04-10 02:19:05.739482, cost_time=0:00:20.957712 2021-04-10 02:19:05,663 INFO : TRAIN, epoch=0149, iter=00196/00196, fetch data time cost=1.32ms, fps=2323 images/s, loss=0.0652, top1-acc=97.84%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:19:05.663799, cost_time=0:00:21.543976 2021-04-10 02:19:06,017 INFO : EVAL, epoch=0149, iter=00010/00040, fetch data time cost=0.44ms, fps=7271 images/s, loss=0.3388, top1-acc=91.09%, top5-acc=99.77%, remaining_time=0:00:01.056090, arrival_time=2021-04-10 02:19:07.073280, cost_time=0:00:00.352030 2021-04-10 02:19:06,258 INFO : EVAL, epoch=0149, iter=00020/00040, fetch data time cost=0.23ms, fps=10627 images/s, loss=0.3514, top1-acc=90.80%, top5-acc=99.65%, remaining_time=0:00:00.593440, arrival_time=2021-04-10 02:19:06.852050, cost_time=0:00:00.593448 2021-04-10 02:19:06,503 INFO : EVAL, epoch=0149, iter=00030/00040, fetch data time cost=0.24ms, fps=10462 images/s, loss=0.3536, top1-acc=90.53%, top5-acc=99.69%, remaining_time=0:00:00.279570, arrival_time=2021-04-10 02:19:06.783391, cost_time=0:00:00.838707 2021-04-10 02:19:06,725 INFO : EVAL, epoch=0149, iter=00040/00040, fetch data time cost=0.08ms, fps=10465 images/s, loss=0.3513, top1-acc=90.41%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-10 02:19:06.725898, cost_time=0:00:01.060832 2021-04-10 02:19:06,787 INFO : Epoch=0149 complete, best val top1-acc=90.77%, top5-acc=99.66% (epoch=142), remaining_time=0:19:27.863637, arrival_time=2021-04-10 02:38:34.650976, cost_time=0:56:51.993705 2021-04-10 02:19:06,788 INFO : Train start, epoch=0150, lr=0.015204 2021-04-10 02:19:08,088 INFO : TRAIN, epoch=0150, iter=00010/00196, fetch data time cost=1.57ms, fps=1969 images/s, loss=0.0599, top1-acc=98.36%, top5-acc=100.00%, remaining_time=0:00:24.186696, arrival_time=2021-04-10 02:19:32.275355, cost_time=0:00:01.300362 2021-04-10 02:19:09,194 INFO : TRAIN, epoch=0150, iter=00020/00196, fetch data time cost=2.02ms, fps=2316 images/s, loss=0.0616, top1-acc=98.18%, top5-acc=100.00%, remaining_time=0:00:21.175440, arrival_time=2021-04-10 02:19:30.370110, cost_time=0:00:02.406306 2021-04-10 02:19:10,289 INFO : TRAIN, epoch=0150, iter=00030/00196, fetch data time cost=1.65ms, fps=2341 images/s, loss=0.0613, top1-acc=98.12%, top5-acc=100.00%, remaining_time=0:00:19.371868, arrival_time=2021-04-10 02:19:29.661158, cost_time=0:00:03.500950 2021-04-10 02:19:11,388 INFO : TRAIN, epoch=0150, iter=00040/00196, fetch data time cost=2.19ms, fps=2330 images/s, loss=0.0617, top1-acc=98.08%, top5-acc=100.00%, remaining_time=0:00:17.940780, arrival_time=2021-04-10 02:19:29.329216, cost_time=0:00:04.600184 2021-04-10 02:19:12,489 INFO : TRAIN, epoch=0150, iter=00050/00196, fetch data time cost=2.23ms, fps=2326 images/s, loss=0.0616, top1-acc=97.98%, top5-acc=100.00%, remaining_time=0:00:16.648234, arrival_time=2021-04-10 02:19:29.137992, cost_time=0:00:05.701431 2021-04-10 02:19:13,577 INFO : TRAIN, epoch=0150, iter=00060/00196, fetch data time cost=2.27ms, fps=2356 images/s, loss=0.0603, top1-acc=98.00%, top5-acc=100.00%, remaining_time=0:00:15.387720, arrival_time=2021-04-10 02:19:28.964753, cost_time=0:00:06.788698 2021-04-10 02:19:14,672 INFO : TRAIN, epoch=0150, iter=00070/00196, fetch data time cost=1.52ms, fps=2339 images/s, loss=0.0603, top1-acc=98.00%, top5-acc=100.00%, remaining_time=0:00:14.191002, arrival_time=2021-04-10 02:19:28.863122, cost_time=0:00:07.883873 2021-04-10 02:19:15,758 INFO : TRAIN, epoch=0150, iter=00080/00196, fetch data time cost=2.03ms, fps=2359 images/s, loss=0.0599, top1-acc=98.02%, top5-acc=100.00%, remaining_time=0:00:13.006152, arrival_time=2021-04-10 02:19:28.764334, cost_time=0:00:08.969781 2021-04-10 02:19:16,859 INFO : TRAIN, epoch=0150, iter=00090/00196, fetch data time cost=1.44ms, fps=2327 images/s, loss=0.0599, top1-acc=98.01%, top5-acc=100.00%, remaining_time=0:00:11.861824, arrival_time=2021-04-10 02:19:28.721461, cost_time=0:00:10.071352 2021-04-10 02:19:17,970 INFO : TRAIN, epoch=0150, iter=00100/00196, fetch data time cost=2.23ms, fps=2306 images/s, loss=0.0604, top1-acc=97.98%, top5-acc=100.00%, remaining_time=0:00:10.734816, arrival_time=2021-04-10 02:19:28.705302, cost_time=0:00:11.182148 2021-04-10 02:19:19,060 INFO : TRAIN, epoch=0150, iter=00110/00196, fetch data time cost=1.57ms, fps=2349 images/s, loss=0.0604, top1-acc=98.01%, top5-acc=100.00%, remaining_time=0:00:09.594934, arrival_time=2021-04-10 02:19:28.655819, cost_time=0:00:12.272565 2021-04-10 02:19:20,154 INFO : TRAIN, epoch=0150, iter=00120/00196, fetch data time cost=1.47ms, fps=2343 images/s, loss=0.0606, top1-acc=98.00%, top5-acc=99.99%, remaining_time=0:00:08.465108, arrival_time=2021-04-10 02:19:28.619273, cost_time=0:00:13.365926 2021-04-10 02:19:21,241 INFO : TRAIN, epoch=0150, iter=00130/00196, fetch data time cost=2.46ms, fps=2357 images/s, loss=0.0608, top1-acc=97.97%, top5-acc=99.99%, remaining_time=0:00:07.337484, arrival_time=2021-04-10 02:19:28.578425, cost_time=0:00:14.452607 2021-04-10 02:19:22,353 INFO : TRAIN, epoch=0150, iter=00140/00196, fetch data time cost=1.54ms, fps=2302 images/s, loss=0.0612, top1-acc=97.98%, top5-acc=99.99%, remaining_time=0:00:06.226080, arrival_time=2021-04-10 02:19:28.579641, cost_time=0:00:15.565188 2021-04-10 02:19:23,445 INFO : TRAIN, epoch=0150, iter=00150/00196, fetch data time cost=2.14ms, fps=2346 images/s, loss=0.0621, top1-acc=97.94%, top5-acc=99.99%, remaining_time=0:00:05.108208, arrival_time=2021-04-10 02:19:28.553600, cost_time=0:00:16.657154 2021-04-10 02:19:24,536 INFO : TRAIN, epoch=0150, iter=00160/00196, fetch data time cost=1.97ms, fps=2348 images/s, loss=0.0622, top1-acc=97.93%, top5-acc=99.99%, remaining_time=0:00:03.993300, arrival_time=2021-04-10 02:19:28.529596, cost_time=0:00:17.747932 2021-04-10 02:19:25,615 INFO : TRAIN, epoch=0150, iter=00170/00196, fetch data time cost=1.51ms, fps=2373 images/s, loss=0.0623, top1-acc=97.93%, top5-acc=99.99%, remaining_time=0:00:02.879500, arrival_time=2021-04-10 02:19:28.495273, cost_time=0:00:18.827537 2021-04-10 02:19:26,728 INFO : TRAIN, epoch=0150, iter=00180/00196, fetch data time cost=1.46ms, fps=2302 images/s, loss=0.0620, top1-acc=97.94%, top5-acc=99.99%, remaining_time=0:00:01.772448, arrival_time=2021-04-10 02:19:28.500695, cost_time=0:00:19.940006 2021-04-10 02:19:27,809 INFO : TRAIN, epoch=0150, iter=00190/00196, fetch data time cost=1.34ms, fps=2369 images/s, loss=0.0622, top1-acc=97.94%, top5-acc=99.99%, remaining_time=0:00:00.663828, arrival_time=2021-04-10 02:19:28.473335, cost_time=0:00:21.021188 2021-04-10 02:19:28,396 INFO : TRAIN, epoch=0150, iter=00196/00196, fetch data time cost=0.09ms, fps=2318 images/s, loss=0.0620, top1-acc=97.94%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:19:28.396715, cost_time=0:00:21.608492 2021-04-10 02:19:28,781 INFO : EVAL, epoch=0150, iter=00010/00040, fetch data time cost=0.20ms, fps=6684 images/s, loss=0.3347, top1-acc=90.82%, top5-acc=99.73%, remaining_time=0:00:01.149000, arrival_time=2021-04-10 02:19:29.930002, cost_time=0:00:00.383003 2021-04-10 02:19:29,019 INFO : EVAL, epoch=0150, iter=00020/00040, fetch data time cost=0.33ms, fps=10762 images/s, loss=0.3503, top1-acc=90.72%, top5-acc=99.77%, remaining_time=0:00:00.621400, arrival_time=2021-04-10 02:19:29.640908, cost_time=0:00:00.621391 2021-04-10 02:19:29,256 INFO : EVAL, epoch=0150, iter=00030/00040, fetch data time cost=0.21ms, fps=10851 images/s, loss=0.3574, top1-acc=90.56%, top5-acc=99.73%, remaining_time=0:00:00.286040, arrival_time=2021-04-10 02:19:29.542127, cost_time=0:00:00.858130 2021-04-10 02:19:29,480 INFO : EVAL, epoch=0150, iter=00040/00040, fetch data time cost=0.08ms, fps=10383 images/s, loss=0.3479, top1-acc=90.64%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-10 02:19:29.479923, cost_time=0:00:01.081948 2021-04-10 02:19:29,543 INFO : Epoch=0150 complete, best val top1-acc=90.77%, top5-acc=99.66% (epoch=142), remaining_time=0:19:04.916550, arrival_time=2021-04-10 02:38:34.459829, cost_time=0:57:14.749619 2021-04-10 02:19:29,544 INFO : Train start, epoch=0151, lr=0.014645 2021-04-10 02:19:30,922 INFO : TRAIN, epoch=0151, iter=00010/00196, fetch data time cost=0.40ms, fps=1858 images/s, loss=0.0630, top1-acc=97.42%, top5-acc=100.00%, remaining_time=0:00:25.622244, arrival_time=2021-04-10 02:19:56.544347, cost_time=0:00:01.377543 2021-04-10 02:19:32,007 INFO : TRAIN, epoch=0151, iter=00020/00196, fetch data time cost=2.17ms, fps=2360 images/s, loss=0.0580, top1-acc=97.79%, top5-acc=100.00%, remaining_time=0:00:21.672112, arrival_time=2021-04-10 02:19:53.679411, cost_time=0:00:02.462733 2021-04-10 02:19:33,102 INFO : TRAIN, epoch=0151, iter=00030/00196, fetch data time cost=1.55ms, fps=2338 images/s, loss=0.0598, top1-acc=97.81%, top5-acc=100.00%, remaining_time=0:00:19.687932, arrival_time=2021-04-10 02:19:52.790757, cost_time=0:00:03.558065 2021-04-10 02:19:34,200 INFO : TRAIN, epoch=0151, iter=00040/00196, fetch data time cost=1.95ms, fps=2335 images/s, loss=0.0601, top1-acc=97.87%, top5-acc=100.00%, remaining_time=0:00:18.155592, arrival_time=2021-04-10 02:19:52.355505, cost_time=0:00:04.655283 2021-04-10 02:19:35,286 INFO : TRAIN, epoch=0151, iter=00050/00196, fetch data time cost=1.70ms, fps=2358 images/s, loss=0.0609, top1-acc=97.86%, top5-acc=99.99%, remaining_time=0:00:16.765910, arrival_time=2021-04-10 02:19:52.052349, cost_time=0:00:05.741773 2021-04-10 02:19:36,374 INFO : TRAIN, epoch=0151, iter=00060/00196, fetch data time cost=2.18ms, fps=2355 images/s, loss=0.0603, top1-acc=97.86%, top5-acc=99.99%, remaining_time=0:00:15.480744, arrival_time=2021-04-10 02:19:51.855023, cost_time=0:00:06.829711 2021-04-10 02:19:37,455 INFO : TRAIN, epoch=0151, iter=00070/00196, fetch data time cost=1.48ms, fps=2370 images/s, loss=0.0600, top1-acc=97.88%, top5-acc=99.99%, remaining_time=0:00:14.238252, arrival_time=2021-04-10 02:19:51.693128, cost_time=0:00:07.910158 2021-04-10 02:19:38,541 INFO : TRAIN, epoch=0151, iter=00080/00196, fetch data time cost=1.68ms, fps=2357 images/s, loss=0.0598, top1-acc=97.92%, top5-acc=100.00%, remaining_time=0:00:13.046056, arrival_time=2021-04-10 02:19:51.587939, cost_time=0:00:08.997315 2021-04-10 02:19:39,620 INFO : TRAIN, epoch=0151, iter=00090/00196, fetch data time cost=1.50ms, fps=2375 images/s, loss=0.0591, top1-acc=97.93%, top5-acc=100.00%, remaining_time=0:00:11.867124, arrival_time=2021-04-10 02:19:51.487553, cost_time=0:00:10.075869 2021-04-10 02:19:40,707 INFO : TRAIN, epoch=0151, iter=00100/00196, fetch data time cost=2.20ms, fps=2356 images/s, loss=0.0593, top1-acc=97.91%, top5-acc=100.00%, remaining_time=0:00:10.716288, arrival_time=2021-04-10 02:19:51.423824, cost_time=0:00:11.162797 2021-04-10 02:19:41,808 INFO : TRAIN, epoch=0151, iter=00110/00196, fetch data time cost=2.43ms, fps=2327 images/s, loss=0.0593, top1-acc=97.91%, top5-acc=100.00%, remaining_time=0:00:09.587968, arrival_time=2021-04-10 02:19:51.396275, cost_time=0:00:12.263685 2021-04-10 02:19:42,900 INFO : TRAIN, epoch=0151, iter=00120/00196, fetch data time cost=1.43ms, fps=2347 images/s, loss=0.0589, top1-acc=97.93%, top5-acc=99.99%, remaining_time=0:00:08.458268, arrival_time=2021-04-10 02:19:51.358212, cost_time=0:00:13.355171 2021-04-10 02:19:43,986 INFO : TRAIN, epoch=0151, iter=00130/00196, fetch data time cost=2.00ms, fps=2359 images/s, loss=0.0589, top1-acc=97.92%, top5-acc=99.99%, remaining_time=0:00:07.331808, arrival_time=2021-04-10 02:19:51.317799, cost_time=0:00:14.441411 2021-04-10 02:19:45,081 INFO : TRAIN, epoch=0151, iter=00140/00196, fetch data time cost=1.99ms, fps=2339 images/s, loss=0.0590, top1-acc=97.92%, top5-acc=99.99%, remaining_time=0:00:06.214600, arrival_time=2021-04-10 02:19:51.295739, cost_time=0:00:15.536465 2021-04-10 02:19:46,166 INFO : TRAIN, epoch=0151, iter=00150/00196, fetch data time cost=2.05ms, fps=2361 images/s, loss=0.0585, top1-acc=97.95%, top5-acc=99.99%, remaining_time=0:00:05.097214, arrival_time=2021-04-10 02:19:51.263184, cost_time=0:00:16.621351 2021-04-10 02:19:47,258 INFO : TRAIN, epoch=0151, iter=00160/00196, fetch data time cost=1.84ms, fps=2344 images/s, loss=0.0584, top1-acc=97.95%, top5-acc=99.99%, remaining_time=0:00:03.985704, arrival_time=2021-04-10 02:19:51.244585, cost_time=0:00:17.714268 2021-04-10 02:19:48,352 INFO : TRAIN, epoch=0151, iter=00170/00196, fetch data time cost=2.09ms, fps=2343 images/s, loss=0.0586, top1-acc=97.95%, top5-acc=99.99%, remaining_time=0:00:02.876432, arrival_time=2021-04-10 02:19:51.228538, cost_time=0:00:18.807373 2021-04-10 02:19:49,444 INFO : TRAIN, epoch=0151, iter=00180/00196, fetch data time cost=2.50ms, fps=2345 images/s, loss=0.0590, top1-acc=97.95%, top5-acc=99.99%, remaining_time=0:00:01.768880, arrival_time=2021-04-10 02:19:51.213313, cost_time=0:00:19.899854 2021-04-10 02:19:50,530 INFO : TRAIN, epoch=0151, iter=00190/00196, fetch data time cost=1.29ms, fps=2359 images/s, loss=0.0591, top1-acc=97.96%, top5-acc=99.99%, remaining_time=0:00:00.662700, arrival_time=2021-04-10 02:19:51.192736, cost_time=0:00:20.985474 2021-04-10 02:19:51,113 INFO : TRAIN, epoch=0151, iter=00196/00196, fetch data time cost=1.31ms, fps=2332 images/s, loss=0.0590, top1-acc=97.98%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:19:51.113751, cost_time=0:00:21.569184 2021-04-10 02:19:51,494 INFO : EVAL, epoch=0151, iter=00010/00040, fetch data time cost=0.37ms, fps=6738 images/s, loss=0.3548, top1-acc=91.29%, top5-acc=99.77%, remaining_time=0:00:01.139760, arrival_time=2021-04-10 02:19:52.634648, cost_time=0:00:00.379922 2021-04-10 02:19:51,737 INFO : EVAL, epoch=0151, iter=00020/00040, fetch data time cost=3.38ms, fps=10580 images/s, loss=0.3379, top1-acc=91.45%, top5-acc=99.77%, remaining_time=0:00:00.622240, arrival_time=2021-04-10 02:19:52.359466, cost_time=0:00:00.622246 2021-04-10 02:19:51,969 INFO : EVAL, epoch=0151, iter=00030/00040, fetch data time cost=0.21ms, fps=11031 images/s, loss=0.3225, top1-acc=91.61%, top5-acc=99.70%, remaining_time=0:00:00.284890, arrival_time=2021-04-10 02:19:52.254539, cost_time=0:00:00.854676 2021-04-10 02:19:52,185 INFO : EVAL, epoch=0151, iter=00040/00040, fetch data time cost=0.06ms, fps=10750 images/s, loss=0.3170, top1-acc=91.65%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-10 02:19:52.185797, cost_time=0:00:01.070856 2021-04-10 02:19:52,269 INFO : Epoch=0151 complete, best val top1-acc=91.65%, top5-acc=99.68% (epoch=151), remaining_time=0:18:41.962359, arrival_time=2021-04-10 02:38:34.231824, cost_time=0:57:37.475824 2021-04-10 02:19:52,270 INFO : Train start, epoch=0152, lr=0.014094 2021-04-10 02:19:53,515 INFO : TRAIN, epoch=0152, iter=00010/00196, fetch data time cost=0.45ms, fps=2056 images/s, loss=0.0531, top1-acc=98.28%, top5-acc=100.00%, remaining_time=0:00:23.164440, arrival_time=2021-04-10 02:20:16.680296, cost_time=0:00:01.245398 2021-04-10 02:19:54,600 INFO : TRAIN, epoch=0152, iter=00020/00196, fetch data time cost=1.69ms, fps=2361 images/s, loss=0.0540, top1-acc=98.11%, top5-acc=100.00%, remaining_time=0:00:20.506288, arrival_time=2021-04-10 02:20:15.106928, cost_time=0:00:02.330254 2021-04-10 02:19:55,711 INFO : TRAIN, epoch=0152, iter=00030/00196, fetch data time cost=1.59ms, fps=2306 images/s, loss=0.0540, top1-acc=98.10%, top5-acc=100.00%, remaining_time=0:00:19.038540, arrival_time=2021-04-10 02:20:14.749718, cost_time=0:00:03.440710 2021-04-10 02:19:56,813 INFO : TRAIN, epoch=0152, iter=00040/00196, fetch data time cost=4.14ms, fps=2325 images/s, loss=0.0536, top1-acc=98.11%, top5-acc=100.00%, remaining_time=0:00:17.715360, arrival_time=2021-04-10 02:20:14.528289, cost_time=0:00:04.542414 2021-04-10 02:19:57,903 INFO : TRAIN, epoch=0152, iter=00050/00196, fetch data time cost=2.20ms, fps=2348 images/s, loss=0.0532, top1-acc=98.16%, top5-acc=100.00%, remaining_time=0:00:16.449528, arrival_time=2021-04-10 02:20:14.353302, cost_time=0:00:05.633393 2021-04-10 02:19:59,021 INFO : TRAIN, epoch=0152, iter=00060/00196, fetch data time cost=2.52ms, fps=2292 images/s, loss=0.0522, top1-acc=98.20%, top5-acc=100.00%, remaining_time=0:00:15.302448, arrival_time=2021-04-10 02:20:14.323918, cost_time=0:00:06.751061 2021-04-10 02:20:00,127 INFO : TRAIN, epoch=0152, iter=00070/00196, fetch data time cost=6.37ms, fps=2317 images/s, loss=0.0537, top1-acc=98.12%, top5-acc=100.00%, remaining_time=0:00:14.141988, arrival_time=2021-04-10 02:20:14.269120, cost_time=0:00:07.856662 2021-04-10 02:20:01,219 INFO : TRAIN, epoch=0152, iter=00080/00196, fetch data time cost=1.85ms, fps=2345 images/s, loss=0.0535, top1-acc=98.15%, top5-acc=100.00%, remaining_time=0:00:12.976340, arrival_time=2021-04-10 02:20:14.195882, cost_time=0:00:08.949164 2021-04-10 02:20:02,310 INFO : TRAIN, epoch=0152, iter=00090/00196, fetch data time cost=1.60ms, fps=2348 images/s, loss=0.0527, top1-acc=98.19%, top5-acc=100.00%, remaining_time=0:00:11.824618, arrival_time=2021-04-10 02:20:14.134858, cost_time=0:00:10.039766 2021-04-10 02:20:03,404 INFO : TRAIN, epoch=0152, iter=00100/00196, fetch data time cost=1.58ms, fps=2342 images/s, loss=0.0533, top1-acc=98.16%, top5-acc=100.00%, remaining_time=0:00:10.688256, arrival_time=2021-04-10 02:20:14.092474, cost_time=0:00:11.133620 2021-04-10 02:20:04,495 INFO : TRAIN, epoch=0152, iter=00110/00196, fetch data time cost=1.51ms, fps=2348 images/s, loss=0.0526, top1-acc=98.20%, top5-acc=100.00%, remaining_time=0:00:09.557782, arrival_time=2021-04-10 02:20:14.053245, cost_time=0:00:12.225078 2021-04-10 02:20:05,579 INFO : TRAIN, epoch=0152, iter=00120/00196, fetch data time cost=2.29ms, fps=2363 images/s, loss=0.0527, top1-acc=98.20%, top5-acc=100.00%, remaining_time=0:00:08.429084, arrival_time=2021-04-10 02:20:14.008629, cost_time=0:00:13.309080 2021-04-10 02:20:06,692 INFO : TRAIN, epoch=0152, iter=00130/00196, fetch data time cost=2.47ms, fps=2302 images/s, loss=0.0527, top1-acc=98.19%, top5-acc=100.00%, remaining_time=0:00:07.321776, arrival_time=2021-04-10 02:20:14.013817, cost_time=0:00:14.421624 2021-04-10 02:20:07,782 INFO : TRAIN, epoch=0152, iter=00140/00196, fetch data time cost=1.82ms, fps=2350 images/s, loss=0.0530, top1-acc=98.20%, top5-acc=99.99%, remaining_time=0:00:06.204632, arrival_time=2021-04-10 02:20:13.986778, cost_time=0:00:15.511639 2021-04-10 02:20:08,879 INFO : TRAIN, epoch=0152, iter=00150/00196, fetch data time cost=1.48ms, fps=2336 images/s, loss=0.0527, top1-acc=98.22%, top5-acc=99.99%, remaining_time=0:00:05.093258, arrival_time=2021-04-10 02:20:13.972187, cost_time=0:00:16.608493 2021-04-10 02:20:09,969 INFO : TRAIN, epoch=0152, iter=00160/00196, fetch data time cost=1.87ms, fps=2350 images/s, loss=0.0535, top1-acc=98.19%, top5-acc=100.00%, remaining_time=0:00:03.982176, arrival_time=2021-04-10 02:20:13.951388, cost_time=0:00:17.698616 2021-04-10 02:20:11,060 INFO : TRAIN, epoch=0152, iter=00170/00196, fetch data time cost=1.52ms, fps=2348 images/s, loss=0.0533, top1-acc=98.19%, top5-acc=100.00%, remaining_time=0:00:02.873728, arrival_time=2021-04-10 02:20:13.933875, cost_time=0:00:18.789776 2021-04-10 02:20:12,148 INFO : TRAIN, epoch=0152, iter=00180/00196, fetch data time cost=1.58ms, fps=2354 images/s, loss=0.0548, top1-acc=98.14%, top5-acc=100.00%, remaining_time=0:00:01.766912, arrival_time=2021-04-10 02:20:13.915219, cost_time=0:00:19.877817 2021-04-10 02:20:13,238 INFO : TRAIN, epoch=0152, iter=00190/00196, fetch data time cost=1.30ms, fps=2349 images/s, loss=0.0547, top1-acc=98.13%, top5-acc=100.00%, remaining_time=0:00:00.662154, arrival_time=2021-04-10 02:20:13.900817, cost_time=0:00:20.968295 2021-04-10 02:20:13,821 INFO : TRAIN, epoch=0152, iter=00196/00196, fetch data time cost=1.44ms, fps=2334 images/s, loss=0.0551, top1-acc=98.12%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:20:13.821845, cost_time=0:00:21.551486 2021-04-10 02:20:14,153 INFO : EVAL, epoch=0152, iter=00010/00040, fetch data time cost=5.38ms, fps=7746 images/s, loss=0.3363, top1-acc=90.70%, top5-acc=99.77%, remaining_time=0:00:00.991440, arrival_time=2021-04-10 02:20:15.145032, cost_time=0:00:00.330483 2021-04-10 02:20:14,388 INFO : EVAL, epoch=0152, iter=00020/00040, fetch data time cost=0.39ms, fps=10942 images/s, loss=0.3253, top1-acc=91.00%, top5-acc=99.73%, remaining_time=0:00:00.564880, arrival_time=2021-04-10 02:20:14.952900, cost_time=0:00:00.564886 2021-04-10 02:20:14,652 INFO : EVAL, epoch=0152, iter=00030/00040, fetch data time cost=12.60ms, fps=9719 images/s, loss=0.3211, top1-acc=91.11%, top5-acc=99.79%, remaining_time=0:00:00.276260, arrival_time=2021-04-10 02:20:14.928392, cost_time=0:00:00.828779 2021-04-10 02:20:14,870 INFO : EVAL, epoch=0152, iter=00040/00040, fetch data time cost=0.10ms, fps=10646 images/s, loss=0.3321, top1-acc=91.12%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-10 02:20:14.870770, cost_time=0:00:01.047723 2021-04-10 02:20:14,914 INFO : Epoch=0152 complete, best val top1-acc=91.65%, top5-acc=99.68% (epoch=151), remaining_time=0:18:18.985440, arrival_time=2021-04-10 02:38:33.899690, cost_time=0:58:00.120601 2021-04-10 02:20:14,915 INFO : Train start, epoch=0153, lr=0.013552 2021-04-10 02:20:16,257 INFO : TRAIN, epoch=0153, iter=00010/00196, fetch data time cost=0.76ms, fps=1907 images/s, loss=0.0579, top1-acc=98.20%, top5-acc=100.00%, remaining_time=0:00:24.963618, arrival_time=2021-04-10 02:20:41.220997, cost_time=0:00:01.342130 2021-04-10 02:20:17,344 INFO : TRAIN, epoch=0153, iter=00020/00196, fetch data time cost=1.52ms, fps=2357 images/s, loss=0.0547, top1-acc=98.14%, top5-acc=100.00%, remaining_time=0:00:21.373968, arrival_time=2021-04-10 02:20:38.717992, cost_time=0:00:02.428859 2021-04-10 02:20:18,441 INFO : TRAIN, epoch=0153, iter=00030/00196, fetch data time cost=2.24ms, fps=2335 images/s, loss=0.0564, top1-acc=98.12%, top5-acc=100.00%, remaining_time=0:00:19.510312, arrival_time=2021-04-10 02:20:37.951653, cost_time=0:00:03.525953 2021-04-10 02:20:19,552 INFO : TRAIN, epoch=0153, iter=00040/00196, fetch data time cost=2.23ms, fps=2306 images/s, loss=0.0548, top1-acc=98.16%, top5-acc=100.00%, remaining_time=0:00:18.084768, arrival_time=2021-04-10 02:20:37.637134, cost_time=0:00:04.637121 2021-04-10 02:20:20,649 INFO : TRAIN, epoch=0153, iter=00050/00196, fetch data time cost=2.21ms, fps=2336 images/s, loss=0.0543, top1-acc=98.21%, top5-acc=100.00%, remaining_time=0:00:16.743280, arrival_time=2021-04-10 02:20:37.392491, cost_time=0:00:05.734018 2021-04-10 02:20:21,737 INFO : TRAIN, epoch=0153, iter=00060/00196, fetch data time cost=1.53ms, fps=2353 images/s, loss=0.0538, top1-acc=98.28%, top5-acc=100.00%, remaining_time=0:00:15.464696, arrival_time=2021-04-10 02:20:37.202563, cost_time=0:00:06.822682 2021-04-10 02:20:22,832 INFO : TRAIN, epoch=0153, iter=00070/00196, fetch data time cost=1.91ms, fps=2339 images/s, loss=0.0533, top1-acc=98.28%, top5-acc=99.99%, remaining_time=0:00:14.251608, arrival_time=2021-04-10 02:20:37.084418, cost_time=0:00:07.917567 2021-04-10 02:20:23,993 INFO : TRAIN, epoch=0153, iter=00080/00196, fetch data time cost=2.06ms, fps=2355 images/s, loss=0.0534, top1-acc=98.24%, top5-acc=100.00%, remaining_time=0:00:13.163332, arrival_time=2021-04-10 02:20:37.156655, cost_time=0:00:09.078153 2021-04-10 02:20:25,076 INFO : TRAIN, epoch=0153, iter=00090/00196, fetch data time cost=2.00ms, fps=2365 images/s, loss=0.0527, top1-acc=98.25%, top5-acc=100.00%, remaining_time=0:00:11.967400, arrival_time=2021-04-10 02:20:37.043521, cost_time=0:00:10.160972 2021-04-10 02:20:26,160 INFO : TRAIN, epoch=0153, iter=00100/00196, fetch data time cost=1.81ms, fps=2363 images/s, loss=0.0527, top1-acc=98.25%, top5-acc=100.00%, remaining_time=0:00:10.795008, arrival_time=2021-04-10 02:20:36.955131, cost_time=0:00:11.244756 2021-04-10 02:20:27,248 INFO : TRAIN, epoch=0153, iter=00110/00196, fetch data time cost=1.81ms, fps=2354 images/s, loss=0.0533, top1-acc=98.22%, top5-acc=100.00%, remaining_time=0:00:09.642320, arrival_time=2021-04-10 02:20:36.890679, cost_time=0:00:12.333208 2021-04-10 02:20:28,339 INFO : TRAIN, epoch=0153, iter=00120/00196, fetch data time cost=2.09ms, fps=2348 images/s, loss=0.0532, top1-acc=98.23%, top5-acc=100.00%, remaining_time=0:00:08.501968, arrival_time=2021-04-10 02:20:36.841313, cost_time=0:00:13.424201 2021-04-10 02:20:29,426 INFO : TRAIN, epoch=0153, iter=00130/00196, fetch data time cost=1.50ms, fps=2357 images/s, loss=0.0529, top1-acc=98.23%, top5-acc=100.00%, remaining_time=0:00:07.367052, arrival_time=2021-04-10 02:20:36.793092, cost_time=0:00:14.510880 2021-04-10 02:20:30,520 INFO : TRAIN, epoch=0153, iter=00140/00196, fetch data time cost=1.51ms, fps=2340 images/s, loss=0.0526, top1-acc=98.25%, top5-acc=100.00%, remaining_time=0:00:06.242152, arrival_time=2021-04-10 02:20:36.762686, cost_time=0:00:15.605365 2021-04-10 02:20:31,616 INFO : TRAIN, epoch=0153, iter=00150/00196, fetch data time cost=1.51ms, fps=2337 images/s, loss=0.0531, top1-acc=98.25%, top5-acc=99.99%, remaining_time=0:00:05.121732, arrival_time=2021-04-10 02:20:36.738288, cost_time=0:00:16.701278 2021-04-10 02:20:32,702 INFO : TRAIN, epoch=0153, iter=00160/00196, fetch data time cost=1.99ms, fps=2360 images/s, loss=0.0532, top1-acc=98.23%, top5-acc=100.00%, remaining_time=0:00:04.002048, arrival_time=2021-04-10 02:20:36.704011, cost_time=0:00:17.786810 2021-04-10 02:20:33,792 INFO : TRAIN, epoch=0153, iter=00170/00196, fetch data time cost=2.03ms, fps=2348 images/s, loss=0.0530, top1-acc=98.23%, top5-acc=99.99%, remaining_time=0:00:02.887144, arrival_time=2021-04-10 02:20:36.679762, cost_time=0:00:18.877452 2021-04-10 02:20:34,882 INFO : TRAIN, epoch=0153, iter=00180/00196, fetch data time cost=2.04ms, fps=2351 images/s, loss=0.0535, top1-acc=98.21%, top5-acc=99.99%, remaining_time=0:00:01.774848, arrival_time=2021-04-10 02:20:36.657165, cost_time=0:00:19.967082 2021-04-10 02:20:35,965 INFO : TRAIN, epoch=0153, iter=00190/00196, fetch data time cost=1.49ms, fps=2366 images/s, loss=0.0534, top1-acc=98.21%, top5-acc=99.99%, remaining_time=0:00:00.664734, arrival_time=2021-04-10 02:20:36.629861, cost_time=0:00:21.049920 2021-04-10 02:20:36,546 INFO : TRAIN, epoch=0153, iter=00196/00196, fetch data time cost=0.09ms, fps=2341 images/s, loss=0.0533, top1-acc=98.21%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:20:36.546540, cost_time=0:00:21.631413 2021-04-10 02:20:36,909 INFO : EVAL, epoch=0153, iter=00010/00040, fetch data time cost=0.20ms, fps=7078 images/s, loss=0.3253, top1-acc=91.17%, top5-acc=99.88%, remaining_time=0:00:01.085040, arrival_time=2021-04-10 02:20:37.994436, cost_time=0:00:00.361681 2021-04-10 02:20:37,139 INFO : EVAL, epoch=0153, iter=00020/00040, fetch data time cost=2.35ms, fps=11131 images/s, loss=0.3243, top1-acc=91.50%, top5-acc=99.86%, remaining_time=0:00:00.592020, arrival_time=2021-04-10 02:20:37.731735, cost_time=0:00:00.592020 2021-04-10 02:20:37,378 INFO : EVAL, epoch=0153, iter=00030/00040, fetch data time cost=0.42ms, fps=10723 images/s, loss=0.3081, top1-acc=91.77%, top5-acc=99.87%, remaining_time=0:00:00.277040, arrival_time=2021-04-10 02:20:37.655867, cost_time=0:00:00.831105 2021-04-10 02:20:37,596 INFO : EVAL, epoch=0153, iter=00040/00040, fetch data time cost=0.06ms, fps=10696 images/s, loss=0.3067, top1-acc=91.77%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-10 02:20:37.596060, cost_time=0:00:01.048377 2021-04-10 02:20:37,695 INFO : Epoch=0153 complete, best val top1-acc=91.77%, top5-acc=99.76% (epoch=153), remaining_time=0:17:56.054801, arrival_time=2021-04-10 02:38:33.750295, cost_time=0:58:22.901864 2021-04-10 02:20:37,696 INFO : Train start, epoch=0154, lr=0.013018 2021-04-10 02:20:38,975 INFO : TRAIN, epoch=0154, iter=00010/00196, fetch data time cost=1.86ms, fps=2002 images/s, loss=0.0463, top1-acc=98.32%, top5-acc=100.00%, remaining_time=0:00:23.787540, arrival_time=2021-04-10 02:21:02.762893, cost_time=0:00:01.278904 2021-04-10 02:20:40,063 INFO : TRAIN, epoch=0154, iter=00020/00196, fetch data time cost=1.77ms, fps=2354 images/s, loss=0.0474, top1-acc=98.40%, top5-acc=100.00%, remaining_time=0:00:20.830832, arrival_time=2021-04-10 02:21:00.894349, cost_time=0:00:02.367147 2021-04-10 02:20:41,150 INFO : TRAIN, epoch=0154, iter=00030/00196, fetch data time cost=1.53ms, fps=2357 images/s, loss=0.0473, top1-acc=98.37%, top5-acc=100.00%, remaining_time=0:00:19.110584, arrival_time=2021-04-10 02:21:00.260884, cost_time=0:00:03.453727 2021-04-10 02:20:42,239 INFO : TRAIN, epoch=0154, iter=00040/00196, fetch data time cost=1.82ms, fps=2351 images/s, loss=0.0470, top1-acc=98.39%, top5-acc=100.00%, remaining_time=0:00:17.719572, arrival_time=2021-04-10 02:20:59.959415, cost_time=0:00:04.543462 2021-04-10 02:20:43,330 INFO : TRAIN, epoch=0154, iter=00050/00196, fetch data time cost=2.11ms, fps=2349 images/s, loss=0.0465, top1-acc=98.39%, top5-acc=100.00%, remaining_time=0:00:16.450404, arrival_time=2021-04-10 02:20:59.780490, cost_time=0:00:05.633724 2021-04-10 02:20:44,416 INFO : TRAIN, epoch=0154, iter=00060/00196, fetch data time cost=1.61ms, fps=2358 images/s, loss=0.0465, top1-acc=98.37%, top5-acc=100.00%, remaining_time=0:00:15.232000, arrival_time=2021-04-10 02:20:59.648465, cost_time=0:00:06.719997 2021-04-10 02:20:45,498 INFO : TRAIN, epoch=0154, iter=00070/00196, fetch data time cost=1.51ms, fps=2368 images/s, loss=0.0461, top1-acc=98.42%, top5-acc=100.00%, remaining_time=0:00:14.043078, arrival_time=2021-04-10 02:20:59.541164, cost_time=0:00:07.801731 2021-04-10 02:20:46,594 INFO : TRAIN, epoch=0154, iter=00080/00196, fetch data time cost=2.36ms, fps=2336 images/s, loss=0.0445, top1-acc=98.49%, top5-acc=100.00%, remaining_time=0:00:12.902100, arrival_time=2021-04-10 02:20:59.496672, cost_time=0:00:08.898028 2021-04-10 02:20:47,697 INFO : TRAIN, epoch=0154, iter=00090/00196, fetch data time cost=1.48ms, fps=2324 images/s, loss=0.0446, top1-acc=98.49%, top5-acc=100.00%, remaining_time=0:00:11.778508, arrival_time=2021-04-10 02:20:59.475482, cost_time=0:00:10.000603 2021-04-10 02:20:48,782 INFO : TRAIN, epoch=0154, iter=00100/00196, fetch data time cost=2.08ms, fps=2360 images/s, loss=0.0448, top1-acc=98.51%, top5-acc=100.00%, remaining_time=0:00:10.642464, arrival_time=2021-04-10 02:20:59.424757, cost_time=0:00:11.085935 2021-04-10 02:20:49,927 INFO : TRAIN, epoch=0154, iter=00110/00196, fetch data time cost=1.53ms, fps=2237 images/s, loss=0.0450, top1-acc=98.50%, top5-acc=100.00%, remaining_time=0:00:09.562254, arrival_time=2021-04-10 02:20:59.489412, cost_time=0:00:12.230803 2021-04-10 02:20:51,007 INFO : TRAIN, epoch=0154, iter=00120/00196, fetch data time cost=1.47ms, fps=2370 images/s, loss=0.0453, top1-acc=98.49%, top5-acc=100.00%, remaining_time=0:00:08.430604, arrival_time=2021-04-10 02:20:59.438449, cost_time=0:00:13.311435 2021-04-10 02:20:52,102 INFO : TRAIN, epoch=0154, iter=00130/00196, fetch data time cost=1.67ms, fps=2340 images/s, loss=0.0460, top1-acc=98.47%, top5-acc=100.00%, remaining_time=0:00:07.313922, arrival_time=2021-04-10 02:20:59.416576, cost_time=0:00:14.406217 2021-04-10 02:20:53,190 INFO : TRAIN, epoch=0154, iter=00140/00196, fetch data time cost=2.12ms, fps=2356 images/s, loss=0.0455, top1-acc=98.49%, top5-acc=100.00%, remaining_time=0:00:06.197464, arrival_time=2021-04-10 02:20:59.387498, cost_time=0:00:15.493603 2021-04-10 02:20:54,282 INFO : TRAIN, epoch=0154, iter=00150/00196, fetch data time cost=2.07ms, fps=2345 images/s, loss=0.0458, top1-acc=98.49%, top5-acc=100.00%, remaining_time=0:00:05.086404, arrival_time=2021-04-10 02:20:59.368926, cost_time=0:00:16.586160 2021-04-10 02:20:55,365 INFO : TRAIN, epoch=0154, iter=00160/00196, fetch data time cost=1.49ms, fps=2365 images/s, loss=0.0460, top1-acc=98.48%, top5-acc=100.00%, remaining_time=0:00:03.975480, arrival_time=2021-04-10 02:20:59.340705, cost_time=0:00:17.668865 2021-04-10 02:20:56,444 INFO : TRAIN, epoch=0154, iter=00170/00196, fetch data time cost=1.82ms, fps=2372 images/s, loss=0.0464, top1-acc=98.47%, top5-acc=100.00%, remaining_time=0:00:02.867410, arrival_time=2021-04-10 02:20:59.312214, cost_time=0:00:18.748443 2021-04-10 02:20:57,551 INFO : TRAIN, epoch=0154, iter=00180/00196, fetch data time cost=2.00ms, fps=2315 images/s, loss=0.0467, top1-acc=98.46%, top5-acc=100.00%, remaining_time=0:00:01.764880, arrival_time=2021-04-10 02:20:59.316189, cost_time=0:00:19.854859 2021-04-10 02:20:58,640 INFO : TRAIN, epoch=0154, iter=00190/00196, fetch data time cost=2.06ms, fps=2352 images/s, loss=0.0469, top1-acc=98.46%, top5-acc=100.00%, remaining_time=0:00:00.661392, arrival_time=2021-04-10 02:20:59.301997, cost_time=0:00:20.944161 2021-04-10 02:20:59,229 INFO : TRAIN, epoch=0154, iter=00196/00196, fetch data time cost=1.45ms, fps=2311 images/s, loss=0.0473, top1-acc=98.45%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:20:59.229831, cost_time=0:00:21.533495 2021-04-10 02:20:59,569 INFO : EVAL, epoch=0154, iter=00010/00040, fetch data time cost=0.30ms, fps=7575 images/s, loss=0.3698, top1-acc=90.47%, top5-acc=99.57%, remaining_time=0:00:01.013760, arrival_time=2021-04-10 02:21:00.583133, cost_time=0:00:00.337916 2021-04-10 02:20:59,816 INFO : EVAL, epoch=0154, iter=00020/00040, fetch data time cost=1.44ms, fps=10369 images/s, loss=0.3479, top1-acc=90.53%, top5-acc=99.67%, remaining_time=0:00:00.585300, arrival_time=2021-04-10 02:21:00.402096, cost_time=0:00:00.585298 2021-04-10 02:21:00,066 INFO : EVAL, epoch=0154, iter=00030/00040, fetch data time cost=3.60ms, fps=10258 images/s, loss=0.3560, top1-acc=90.68%, top5-acc=99.66%, remaining_time=0:00:00.278470, arrival_time=2021-04-10 02:21:00.345346, cost_time=0:00:00.835408 2021-04-10 02:21:00,285 INFO : EVAL, epoch=0154, iter=00040/00040, fetch data time cost=0.07ms, fps=10637 images/s, loss=0.3536, top1-acc=90.92%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-10 02:21:00.285463, cost_time=0:00:01.054046 2021-04-10 02:21:00,326 INFO : Epoch=0154 complete, best val top1-acc=91.77%, top5-acc=99.76% (epoch=153), remaining_time=0:17:33.081220, arrival_time=2021-04-10 02:38:33.407606, cost_time=0:58:45.532757 2021-04-10 02:21:00,327 INFO : Train start, epoch=0155, lr=0.012494 2021-04-10 02:21:01,607 INFO : TRAIN, epoch=0155, iter=00010/00196, fetch data time cost=0.33ms, fps=2000 images/s, loss=0.0552, top1-acc=98.36%, top5-acc=100.00%, remaining_time=0:00:23.804652, arrival_time=2021-04-10 02:21:25.411986, cost_time=0:00:01.279824 2021-04-10 02:21:02,700 INFO : TRAIN, epoch=0155, iter=00020/00196, fetch data time cost=1.54ms, fps=2344 images/s, loss=0.0553, top1-acc=98.36%, top5-acc=100.00%, remaining_time=0:00:20.881696, arrival_time=2021-04-10 02:21:23.581911, cost_time=0:00:02.372915 2021-04-10 02:21:03,792 INFO : TRAIN, epoch=0155, iter=00030/00196, fetch data time cost=1.47ms, fps=2346 images/s, loss=0.0547, top1-acc=98.28%, top5-acc=100.00%, remaining_time=0:00:19.171340, arrival_time=2021-04-10 02:21:22.963416, cost_time=0:00:03.464691 2021-04-10 02:21:04,889 INFO : TRAIN, epoch=0155, iter=00040/00196, fetch data time cost=1.96ms, fps=2333 images/s, loss=0.0559, top1-acc=98.22%, top5-acc=99.99%, remaining_time=0:00:17.793672, arrival_time=2021-04-10 02:21:22.683475, cost_time=0:00:04.562488 2021-04-10 02:21:05,983 INFO : TRAIN, epoch=0155, iter=00050/00196, fetch data time cost=1.48ms, fps=2342 images/s, loss=0.0544, top1-acc=98.29%, top5-acc=99.99%, remaining_time=0:00:16.515812, arrival_time=2021-04-10 02:21:22.499278, cost_time=0:00:05.656085 2021-04-10 02:21:07,066 INFO : TRAIN, epoch=0155, iter=00060/00196, fetch data time cost=1.48ms, fps=2366 images/s, loss=0.0523, top1-acc=98.34%, top5-acc=99.99%, remaining_time=0:00:15.274704, arrival_time=2021-04-10 02:21:22.340912, cost_time=0:00:06.738860 2021-04-10 02:21:08,157 INFO : TRAIN, epoch=0155, iter=00070/00196, fetch data time cost=1.51ms, fps=2348 images/s, loss=0.0531, top1-acc=98.25%, top5-acc=99.99%, remaining_time=0:00:14.093856, arrival_time=2021-04-10 02:21:22.251141, cost_time=0:00:07.829905 2021-04-10 02:21:09,254 INFO : TRAIN, epoch=0155, iter=00080/00196, fetch data time cost=2.08ms, fps=2335 images/s, loss=0.0531, top1-acc=98.23%, top5-acc=99.99%, remaining_time=0:00:12.943860, arrival_time=2021-04-10 02:21:22.197974, cost_time=0:00:08.926804 2021-04-10 02:21:10,339 INFO : TRAIN, epoch=0155, iter=00090/00196, fetch data time cost=1.60ms, fps=2359 images/s, loss=0.0522, top1-acc=98.27%, top5-acc=99.99%, remaining_time=0:00:11.792288, arrival_time=2021-04-10 02:21:22.131919, cost_time=0:00:10.012340 2021-04-10 02:21:11,423 INFO : TRAIN, epoch=0155, iter=00100/00196, fetch data time cost=1.71ms, fps=2363 images/s, loss=0.0527, top1-acc=98.25%, top5-acc=99.99%, remaining_time=0:00:10.652352, arrival_time=2021-04-10 02:21:22.075905, cost_time=0:00:11.096171 2021-04-10 02:21:12,514 INFO : TRAIN, epoch=0155, iter=00110/00196, fetch data time cost=2.16ms, fps=2348 images/s, loss=0.0521, top1-acc=98.27%, top5-acc=99.99%, remaining_time=0:00:09.528112, arrival_time=2021-04-10 02:21:22.042548, cost_time=0:00:12.187148 2021-04-10 02:21:13,607 INFO : TRAIN, epoch=0155, iter=00120/00196, fetch data time cost=1.54ms, fps=2344 images/s, loss=0.0524, top1-acc=98.27%, top5-acc=99.99%, remaining_time=0:00:08.410616, arrival_time=2021-04-10 02:21:22.017853, cost_time=0:00:13.279866 2021-04-10 02:21:14,696 INFO : TRAIN, epoch=0155, iter=00130/00196, fetch data time cost=1.91ms, fps=2352 images/s, loss=0.0525, top1-acc=98.29%, top5-acc=99.99%, remaining_time=0:00:07.295112, arrival_time=2021-04-10 02:21:21.991594, cost_time=0:00:14.369127 2021-04-10 02:21:15,794 INFO : TRAIN, epoch=0155, iter=00140/00196, fetch data time cost=1.62ms, fps=2333 images/s, loss=0.0521, top1-acc=98.31%, top5-acc=99.99%, remaining_time=0:00:06.186824, arrival_time=2021-04-10 02:21:21.981413, cost_time=0:00:15.467117 2021-04-10 02:21:16,888 INFO : TRAIN, epoch=0155, iter=00150/00196, fetch data time cost=1.46ms, fps=2342 images/s, loss=0.0523, top1-acc=98.30%, top5-acc=99.99%, remaining_time=0:00:05.078768, arrival_time=2021-04-10 02:21:21.967451, cost_time=0:00:16.561272 2021-04-10 02:21:18,002 INFO : TRAIN, epoch=0155, iter=00160/00196, fetch data time cost=1.51ms, fps=2301 images/s, loss=0.0525, top1-acc=98.27%, top5-acc=99.99%, remaining_time=0:00:03.976812, arrival_time=2021-04-10 02:21:21.978812, cost_time=0:00:17.674708 2021-04-10 02:21:19,088 INFO : TRAIN, epoch=0155, iter=00170/00196, fetch data time cost=1.53ms, fps=2358 images/s, loss=0.0522, top1-acc=98.27%, top5-acc=99.99%, remaining_time=0:00:02.869282, arrival_time=2021-04-10 02:21:21.957502, cost_time=0:00:18.760763 2021-04-10 02:21:20,177 INFO : TRAIN, epoch=0155, iter=00180/00196, fetch data time cost=1.83ms, fps=2352 images/s, loss=0.0515, top1-acc=98.28%, top5-acc=99.99%, remaining_time=0:00:01.764432, arrival_time=2021-04-10 02:21:21.941681, cost_time=0:00:19.849937 2021-04-10 02:21:21,260 INFO : TRAIN, epoch=0155, iter=00190/00196, fetch data time cost=1.59ms, fps=2364 images/s, loss=0.0516, top1-acc=98.28%, top5-acc=99.99%, remaining_time=0:00:00.661050, arrival_time=2021-04-10 02:21:21.921504, cost_time=0:00:20.933165 2021-04-10 02:21:21,842 INFO : TRAIN, epoch=0155, iter=00196/00196, fetch data time cost=1.33ms, fps=2337 images/s, loss=0.0520, top1-acc=98.28%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:21:21.842838, cost_time=0:00:21.515562 2021-04-10 02:21:22,199 INFO : EVAL, epoch=0155, iter=00010/00040, fetch data time cost=0.29ms, fps=7206 images/s, loss=0.4066, top1-acc=90.62%, top5-acc=99.73%, remaining_time=0:00:01.065750, arrival_time=2021-04-10 02:21:23.265048, cost_time=0:00:00.355249 2021-04-10 02:21:22,450 INFO : EVAL, epoch=0155, iter=00020/00040, fetch data time cost=2.81ms, fps=10208 images/s, loss=0.4014, top1-acc=90.53%, top5-acc=99.75%, remaining_time=0:00:00.606560, arrival_time=2021-04-10 02:21:23.057136, cost_time=0:00:00.606552 2021-04-10 02:21:22,687 INFO : EVAL, epoch=0155, iter=00030/00040, fetch data time cost=2.81ms, fps=10814 images/s, loss=0.3750, top1-acc=90.65%, top5-acc=99.78%, remaining_time=0:00:00.281260, arrival_time=2021-04-10 02:21:22.969098, cost_time=0:00:00.843770 2021-04-10 02:21:22,904 INFO : EVAL, epoch=0155, iter=00040/00040, fetch data time cost=0.08ms, fps=10745 images/s, loss=0.3640, top1-acc=90.79%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-10 02:21:22.904232, cost_time=0:00:01.060273 2021-04-10 02:21:22,945 INFO : Epoch=0155 complete, best val top1-acc=91.77%, top5-acc=99.76% (epoch=153), remaining_time=0:17:10.108500, arrival_time=2021-04-10 02:38:33.053680, cost_time=0:59:08.151543 2021-04-10 02:21:22,945 INFO : Train start, epoch=0156, lr=0.011980 2021-04-10 02:21:24,246 INFO : TRAIN, epoch=0156, iter=00010/00196, fetch data time cost=1.58ms, fps=1970 images/s, loss=0.0440, top1-acc=98.63%, top5-acc=99.96%, remaining_time=0:00:24.176094, arrival_time=2021-04-10 02:21:48.422014, cost_time=0:00:01.299787 2021-04-10 02:21:25,332 INFO : TRAIN, epoch=0156, iter=00020/00196, fetch data time cost=1.83ms, fps=2358 images/s, loss=0.0495, top1-acc=98.48%, top5-acc=99.98%, remaining_time=0:00:21.000144, arrival_time=2021-04-10 02:21:46.332705, cost_time=0:00:02.386382 2021-04-10 02:21:26,423 INFO : TRAIN, epoch=0156, iter=00030/00196, fetch data time cost=1.60ms, fps=2348 images/s, loss=0.0473, top1-acc=98.50%, top5-acc=99.99%, remaining_time=0:00:19.240728, arrival_time=2021-04-10 02:21:45.664060, cost_time=0:00:03.477250 2021-04-10 02:21:27,513 INFO : TRAIN, epoch=0156, iter=00040/00196, fetch data time cost=2.00ms, fps=2350 images/s, loss=0.0470, top1-acc=98.50%, top5-acc=99.99%, remaining_time=0:00:17.812236, arrival_time=2021-04-10 02:21:45.325635, cost_time=0:00:04.567228 2021-04-10 02:21:28,606 INFO : TRAIN, epoch=0156, iter=00050/00196, fetch data time cost=1.66ms, fps=2344 images/s, loss=0.0457, top1-acc=98.52%, top5-acc=99.99%, remaining_time=0:00:16.526908, arrival_time=2021-04-10 02:21:45.132892, cost_time=0:00:05.659894 2021-04-10 02:21:29,693 INFO : TRAIN, epoch=0156, iter=00060/00196, fetch data time cost=1.80ms, fps=2355 images/s, loss=0.0449, top1-acc=98.51%, top5-acc=99.99%, remaining_time=0:00:15.294696, arrival_time=2021-04-10 02:21:44.988494, cost_time=0:00:06.747665 2021-04-10 02:21:30,781 INFO : TRAIN, epoch=0156, iter=00070/00196, fetch data time cost=1.56ms, fps=2356 images/s, loss=0.0448, top1-acc=98.53%, top5-acc=99.99%, remaining_time=0:00:14.102928, arrival_time=2021-04-10 02:21:44.883992, cost_time=0:00:07.834987 2021-04-10 02:21:31,879 INFO : TRAIN, epoch=0156, iter=00080/00196, fetch data time cost=2.18ms, fps=2332 images/s, loss=0.0437, top1-acc=98.58%, top5-acc=100.00%, remaining_time=0:00:12.953372, arrival_time=2021-04-10 02:21:44.832862, cost_time=0:00:08.933322 2021-04-10 02:21:32,962 INFO : TRAIN, epoch=0156, iter=00090/00196, fetch data time cost=1.72ms, fps=2366 images/s, loss=0.0428, top1-acc=98.62%, top5-acc=100.00%, remaining_time=0:00:11.796846, arrival_time=2021-04-10 02:21:44.759192, cost_time=0:00:10.016212 2021-04-10 02:21:34,057 INFO : TRAIN, epoch=0156, iter=00100/00196, fetch data time cost=1.50ms, fps=2340 images/s, loss=0.0433, top1-acc=98.60%, top5-acc=100.00%, remaining_time=0:00:10.666656, arrival_time=2021-04-10 02:21:44.723920, cost_time=0:00:11.111148 2021-04-10 02:21:35,144 INFO : TRAIN, epoch=0156, iter=00110/00196, fetch data time cost=2.04ms, fps=2356 images/s, loss=0.0436, top1-acc=98.56%, top5-acc=100.00%, remaining_time=0:00:09.536798, arrival_time=2021-04-10 02:21:44.681204, cost_time=0:00:12.198278 2021-04-10 02:21:36,232 INFO : TRAIN, epoch=0156, iter=00120/00196, fetch data time cost=1.47ms, fps=2354 images/s, loss=0.0439, top1-acc=98.54%, top5-acc=100.00%, remaining_time=0:00:08.414720, arrival_time=2021-04-10 02:21:44.647129, cost_time=0:00:13.286347 2021-04-10 02:21:37,356 INFO : TRAIN, epoch=0156, iter=00130/00196, fetch data time cost=1.51ms, fps=2280 images/s, loss=0.0443, top1-acc=98.54%, top5-acc=100.00%, remaining_time=0:00:07.315638, arrival_time=2021-04-10 02:21:44.671530, cost_time=0:00:14.409651 2021-04-10 02:21:38,447 INFO : TRAIN, epoch=0156, iter=00140/00196, fetch data time cost=1.57ms, fps=2348 images/s, loss=0.0442, top1-acc=98.54%, top5-acc=100.00%, remaining_time=0:00:06.200376, arrival_time=2021-04-10 02:21:44.647404, cost_time=0:00:15.500945 2021-04-10 02:21:39,537 INFO : TRAIN, epoch=0156, iter=00150/00196, fetch data time cost=1.59ms, fps=2350 images/s, loss=0.0440, top1-acc=98.55%, top5-acc=100.00%, remaining_time=0:00:05.087876, arrival_time=2021-04-10 02:21:44.624856, cost_time=0:00:16.590931 2021-04-10 02:21:40,628 INFO : TRAIN, epoch=0156, iter=00160/00196, fetch data time cost=1.89ms, fps=2347 images/s, loss=0.0435, top1-acc=98.58%, top5-acc=100.00%, remaining_time=0:00:03.978468, arrival_time=2021-04-10 02:21:44.606726, cost_time=0:00:17.682040 2021-04-10 02:21:41,713 INFO : TRAIN, epoch=0156, iter=00170/00196, fetch data time cost=2.03ms, fps=2360 images/s, loss=0.0436, top1-acc=98.58%, top5-acc=100.00%, remaining_time=0:00:02.870348, arrival_time=2021-04-10 02:21:44.584075, cost_time=0:00:18.767646 2021-04-10 02:21:42,806 INFO : TRAIN, epoch=0156, iter=00180/00196, fetch data time cost=1.71ms, fps=2344 images/s, loss=0.0434, top1-acc=98.58%, top5-acc=100.00%, remaining_time=0:00:01.765344, arrival_time=2021-04-10 02:21:44.571604, cost_time=0:00:19.860180 2021-04-10 02:21:43,896 INFO : TRAIN, epoch=0156, iter=00190/00196, fetch data time cost=1.41ms, fps=2348 images/s, loss=0.0434, top1-acc=98.59%, top5-acc=100.00%, remaining_time=0:00:00.661602, arrival_time=2021-04-10 02:21:44.558438, cost_time=0:00:20.950735 2021-04-10 02:21:44,483 INFO : TRAIN, epoch=0156, iter=00196/00196, fetch data time cost=1.32ms, fps=2323 images/s, loss=0.0433, top1-acc=98.59%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:21:44.483104, cost_time=0:00:21.536910 2021-04-10 02:21:44,827 INFO : EVAL, epoch=0156, iter=00010/00040, fetch data time cost=0.21ms, fps=7466 images/s, loss=0.3275, top1-acc=91.21%, top5-acc=99.69%, remaining_time=0:00:01.028640, arrival_time=2021-04-10 02:21:45.856050, cost_time=0:00:00.342878 2021-04-10 02:21:45,066 INFO : EVAL, epoch=0156, iter=00020/00040, fetch data time cost=0.42ms, fps=10750 images/s, loss=0.3198, top1-acc=91.46%, top5-acc=99.73%, remaining_time=0:00:00.581560, arrival_time=2021-04-10 02:21:45.647633, cost_time=0:00:00.581558 2021-04-10 02:21:45,310 INFO : EVAL, epoch=0156, iter=00030/00040, fetch data time cost=0.43ms, fps=10493 images/s, loss=0.3363, top1-acc=91.34%, top5-acc=99.71%, remaining_time=0:00:00.275340, arrival_time=2021-04-10 02:21:45.585840, cost_time=0:00:00.826033 2021-04-10 02:21:45,524 INFO : EVAL, epoch=0156, iter=00040/00040, fetch data time cost=0.06ms, fps=10860 images/s, loss=0.3291, top1-acc=91.30%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-10 02:21:45.524489, cost_time=0:00:01.040023 2021-04-10 02:21:45,567 INFO : Epoch=0156 complete, best val top1-acc=91.77%, top5-acc=99.76% (epoch=153), remaining_time=0:16:47.141344, arrival_time=2021-04-10 02:38:32.708862, cost_time=0:59:30.773895 2021-04-10 02:21:45,568 INFO : Train start, epoch=0157, lr=0.011474 2021-04-10 02:21:46,835 INFO : TRAIN, epoch=0157, iter=00010/00196, fetch data time cost=0.45ms, fps=2020 images/s, loss=0.0378, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:23.571222, arrival_time=2021-04-10 02:22:10.407083, cost_time=0:00:01.267267 2021-04-10 02:21:47,925 INFO : TRAIN, epoch=0157, iter=00020/00196, fetch data time cost=1.62ms, fps=2350 images/s, loss=0.0395, top1-acc=98.59%, top5-acc=100.00%, remaining_time=0:00:20.743008, arrival_time=2021-04-10 02:22:08.668678, cost_time=0:00:02.357159 2021-04-10 02:21:49,016 INFO : TRAIN, epoch=0157, iter=00030/00196, fetch data time cost=1.54ms, fps=2348 images/s, loss=0.0402, top1-acc=98.57%, top5-acc=100.00%, remaining_time=0:00:19.077882, arrival_time=2021-04-10 02:22:08.094319, cost_time=0:00:03.447807 2021-04-10 02:21:50,119 INFO : TRAIN, epoch=0157, iter=00040/00196, fetch data time cost=1.75ms, fps=2323 images/s, loss=0.0390, top1-acc=98.67%, top5-acc=100.00%, remaining_time=0:00:17.747184, arrival_time=2021-04-10 02:22:07.866288, cost_time=0:00:04.550564 2021-04-10 02:21:51,210 INFO : TRAIN, epoch=0157, iter=00050/00196, fetch data time cost=1.64ms, fps=2347 images/s, loss=0.0376, top1-acc=98.71%, top5-acc=100.00%, remaining_time=0:00:16.474640, arrival_time=2021-04-10 02:22:07.685111, cost_time=0:00:05.641980 2021-04-10 02:21:52,297 INFO : TRAIN, epoch=0157, iter=00060/00196, fetch data time cost=2.12ms, fps=2356 images/s, loss=0.0379, top1-acc=98.71%, top5-acc=100.00%, remaining_time=0:00:15.251992, arrival_time=2021-04-10 02:22:07.549290, cost_time=0:00:06.728818 2021-04-10 02:21:53,389 INFO : TRAIN, epoch=0157, iter=00070/00196, fetch data time cost=1.70ms, fps=2345 images/s, loss=0.0363, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:14.078106, arrival_time=2021-04-10 02:22:07.467899, cost_time=0:00:07.821140 2021-04-10 02:21:54,481 INFO : TRAIN, epoch=0157, iter=00080/00196, fetch data time cost=1.95ms, fps=2346 images/s, loss=0.0357, top1-acc=98.82%, top5-acc=100.00%, remaining_time=0:00:12.924024, arrival_time=2021-04-10 02:22:07.405653, cost_time=0:00:08.913136 2021-04-10 02:21:55,566 INFO : TRAIN, epoch=0157, iter=00090/00196, fetch data time cost=2.27ms, fps=2360 images/s, loss=0.0366, top1-acc=98.78%, top5-acc=100.00%, remaining_time=0:00:11.775752, arrival_time=2021-04-10 02:22:07.342497, cost_time=0:00:09.998261 2021-04-10 02:21:56,653 INFO : TRAIN, epoch=0157, iter=00100/00196, fetch data time cost=2.15ms, fps=2356 images/s, loss=0.0358, top1-acc=98.81%, top5-acc=100.00%, remaining_time=0:00:10.641792, arrival_time=2021-04-10 02:22:07.295523, cost_time=0:00:11.085240 2021-04-10 02:21:57,745 INFO : TRAIN, epoch=0157, iter=00110/00196, fetch data time cost=1.54ms, fps=2346 images/s, loss=0.0360, top1-acc=98.81%, top5-acc=100.00%, remaining_time=0:00:09.520114, arrival_time=2021-04-10 02:22:07.265579, cost_time=0:00:12.176936 2021-04-10 02:21:58,838 INFO : TRAIN, epoch=0157, iter=00120/00196, fetch data time cost=1.49ms, fps=2344 images/s, loss=0.0358, top1-acc=98.81%, top5-acc=100.00%, remaining_time=0:00:08.404460, arrival_time=2021-04-10 02:22:07.243148, cost_time=0:00:13.270188 2021-04-10 02:21:59,933 INFO : TRAIN, epoch=0157, iter=00130/00196, fetch data time cost=1.68ms, fps=2340 images/s, loss=0.0361, top1-acc=98.80%, top5-acc=100.00%, remaining_time=0:00:07.292934, arrival_time=2021-04-10 02:22:07.226451, cost_time=0:00:14.364852 2021-04-10 02:22:01,017 INFO : TRAIN, epoch=0157, iter=00140/00196, fetch data time cost=1.73ms, fps=2363 images/s, loss=0.0364, top1-acc=98.78%, top5-acc=100.00%, remaining_time=0:00:06.179712, arrival_time=2021-04-10 02:22:07.197523, cost_time=0:00:15.449330 2021-04-10 02:22:02,104 INFO : TRAIN, epoch=0157, iter=00150/00196, fetch data time cost=1.95ms, fps=2356 images/s, loss=0.0367, top1-acc=98.78%, top5-acc=100.00%, remaining_time=0:00:05.071178, arrival_time=2021-04-10 02:22:07.176088, cost_time=0:00:16.536402 2021-04-10 02:22:03,203 INFO : TRAIN, epoch=0157, iter=00160/00196, fetch data time cost=2.19ms, fps=2331 images/s, loss=0.0368, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:03.967956, arrival_time=2021-04-10 02:22:07.171723, cost_time=0:00:17.635281 2021-04-10 02:22:04,291 INFO : TRAIN, epoch=0157, iter=00170/00196, fetch data time cost=1.61ms, fps=2355 images/s, loss=0.0371, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:02.863510, arrival_time=2021-04-10 02:22:07.155163, cost_time=0:00:18.722935 2021-04-10 02:22:05,375 INFO : TRAIN, epoch=0157, iter=00180/00196, fetch data time cost=2.01ms, fps=2363 images/s, loss=0.0370, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:01.760656, arrival_time=2021-04-10 02:22:07.136478, cost_time=0:00:19.807314 2021-04-10 02:22:06,458 INFO : TRAIN, epoch=0157, iter=00190/00196, fetch data time cost=1.28ms, fps=2366 images/s, loss=0.0373, top1-acc=98.76%, top5-acc=100.00%, remaining_time=0:00:00.659676, arrival_time=2021-04-10 02:22:07.117925, cost_time=0:00:20.889760 2021-04-10 02:22:07,047 INFO : TRAIN, epoch=0157, iter=00196/00196, fetch data time cost=1.59ms, fps=2310 images/s, loss=0.0375, top1-acc=98.77%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:22:07.047695, cost_time=0:00:21.479143 2021-04-10 02:22:07,376 INFO : EVAL, epoch=0157, iter=00010/00040, fetch data time cost=0.30ms, fps=7811 images/s, loss=0.3985, top1-acc=90.78%, top5-acc=99.69%, remaining_time=0:00:00.983100, arrival_time=2021-04-10 02:22:08.359910, cost_time=0:00:00.327700 2021-04-10 02:22:07,634 INFO : EVAL, epoch=0157, iter=00020/00040, fetch data time cost=0.42ms, fps=9961 images/s, loss=0.3712, top1-acc=91.31%, top5-acc=99.73%, remaining_time=0:00:00.585220, arrival_time=2021-04-10 02:22:08.219578, cost_time=0:00:00.585219 2021-04-10 02:22:07,874 INFO : EVAL, epoch=0157, iter=00030/00040, fetch data time cost=1.79ms, fps=10668 images/s, loss=0.3720, top1-acc=91.25%, top5-acc=99.74%, remaining_time=0:00:00.275260, arrival_time=2021-04-10 02:22:08.150172, cost_time=0:00:00.825789 2021-04-10 02:22:08,090 INFO : EVAL, epoch=0157, iter=00040/00040, fetch data time cost=0.11ms, fps=10766 images/s, loss=0.3560, top1-acc=91.52%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-10 02:22:08.090863, cost_time=0:00:01.041827 2021-04-10 02:22:08,130 INFO : Epoch=0157 complete, best val top1-acc=91.77%, top5-acc=99.76% (epoch=153), remaining_time=0:16:24.162414, arrival_time=2021-04-10 02:38:32.293243, cost_time=0:59:53.337213 2021-04-10 02:22:08,131 INFO : Train start, epoch=0158, lr=0.010978 2021-04-10 02:22:09,410 INFO : TRAIN, epoch=0158, iter=00010/00196, fetch data time cost=1.49ms, fps=2002 images/s, loss=0.0457, top1-acc=98.63%, top5-acc=100.00%, remaining_time=0:00:23.785122, arrival_time=2021-04-10 02:22:33.195532, cost_time=0:00:01.278772 2021-04-10 02:22:10,497 INFO : TRAIN, epoch=0158, iter=00020/00196, fetch data time cost=1.53ms, fps=2356 images/s, loss=0.0483, top1-acc=98.50%, top5-acc=100.00%, remaining_time=0:00:20.817104, arrival_time=2021-04-10 02:22:31.314537, cost_time=0:00:02.365581 2021-04-10 02:22:11,582 INFO : TRAIN, epoch=0158, iter=00030/00196, fetch data time cost=1.45ms, fps=2361 images/s, loss=0.0489, top1-acc=98.42%, top5-acc=100.00%, remaining_time=0:00:19.092822, arrival_time=2021-04-10 02:22:30.675175, cost_time=0:00:03.450496 2021-04-10 02:22:12,677 INFO : TRAIN, epoch=0158, iter=00040/00196, fetch data time cost=1.78ms, fps=2340 images/s, loss=0.0441, top1-acc=98.57%, top5-acc=100.00%, remaining_time=0:00:17.728152, arrival_time=2021-04-10 02:22:30.405476, cost_time=0:00:04.545682 2021-04-10 02:22:13,769 INFO : TRAIN, epoch=0158, iter=00050/00196, fetch data time cost=2.05ms, fps=2345 images/s, loss=0.0441, top1-acc=98.58%, top5-acc=100.00%, remaining_time=0:00:16.462376, arrival_time=2021-04-10 02:22:30.231824, cost_time=0:00:05.637806 2021-04-10 02:22:14,871 INFO : TRAIN, epoch=0158, iter=00060/00196, fetch data time cost=2.13ms, fps=2324 images/s, loss=0.0434, top1-acc=98.59%, top5-acc=100.00%, remaining_time=0:00:15.276472, arrival_time=2021-04-10 02:22:30.147768, cost_time=0:00:06.739602 2021-04-10 02:22:15,957 INFO : TRAIN, epoch=0158, iter=00070/00196, fetch data time cost=1.80ms, fps=2359 images/s, loss=0.0435, top1-acc=98.60%, top5-acc=100.00%, remaining_time=0:00:14.086044, arrival_time=2021-04-10 02:22:30.043381, cost_time=0:00:07.825609 2021-04-10 02:22:17,051 INFO : TRAIN, epoch=0158, iter=00080/00196, fetch data time cost=1.50ms, fps=2341 images/s, loss=0.0440, top1-acc=98.57%, top5-acc=100.00%, remaining_time=0:00:12.933652, arrival_time=2021-04-10 02:22:29.985092, cost_time=0:00:08.919781 2021-04-10 02:22:18,138 INFO : TRAIN, epoch=0158, iter=00090/00196, fetch data time cost=1.49ms, fps=2356 images/s, loss=0.0433, top1-acc=98.59%, top5-acc=100.00%, remaining_time=0:00:11.785822, arrival_time=2021-04-10 02:22:29.924298, cost_time=0:00:10.006835 2021-04-10 02:22:19,228 INFO : TRAIN, epoch=0158, iter=00100/00196, fetch data time cost=1.52ms, fps=2349 images/s, loss=0.0434, top1-acc=98.57%, top5-acc=100.00%, remaining_time=0:00:10.653120, arrival_time=2021-04-10 02:22:29.881763, cost_time=0:00:11.097001 2021-04-10 02:22:20,320 INFO : TRAIN, epoch=0158, iter=00110/00196, fetch data time cost=1.54ms, fps=2346 images/s, loss=0.0431, top1-acc=98.58%, top5-acc=100.00%, remaining_time=0:00:09.529230, arrival_time=2021-04-10 02:22:29.849500, cost_time=0:00:12.188578 2021-04-10 02:22:21,409 INFO : TRAIN, epoch=0158, iter=00120/00196, fetch data time cost=1.50ms, fps=2352 images/s, loss=0.0432, top1-acc=98.59%, top5-acc=100.00%, remaining_time=0:00:08.409172, arrival_time=2021-04-10 02:22:29.818507, cost_time=0:00:13.277697 2021-04-10 02:22:22,506 INFO : TRAIN, epoch=0158, iter=00130/00196, fetch data time cost=2.62ms, fps=2336 images/s, loss=0.0427, top1-acc=98.61%, top5-acc=100.00%, remaining_time=0:00:07.297686, arrival_time=2021-04-10 02:22:29.803688, cost_time=0:00:14.374213 2021-04-10 02:22:23,597 INFO : TRAIN, epoch=0158, iter=00140/00196, fetch data time cost=1.77ms, fps=2347 images/s, loss=0.0426, top1-acc=98.63%, top5-acc=100.00%, remaining_time=0:00:06.186320, arrival_time=2021-04-10 02:22:29.783739, cost_time=0:00:15.465780 2021-04-10 02:22:24,685 INFO : TRAIN, epoch=0158, iter=00150/00196, fetch data time cost=2.00ms, fps=2354 images/s, loss=0.0431, top1-acc=98.60%, top5-acc=100.00%, remaining_time=0:00:05.076560, arrival_time=2021-04-10 02:22:29.762134, cost_time=0:00:16.553934 2021-04-10 02:22:25,774 INFO : TRAIN, epoch=0158, iter=00160/00196, fetch data time cost=1.50ms, fps=2352 images/s, loss=0.0433, top1-acc=98.59%, top5-acc=100.00%, remaining_time=0:00:03.969612, arrival_time=2021-04-10 02:22:29.744007, cost_time=0:00:17.642759 2021-04-10 02:22:26,864 INFO : TRAIN, epoch=0158, iter=00170/00196, fetch data time cost=1.48ms, fps=2349 images/s, loss=0.0435, top1-acc=98.58%, top5-acc=100.00%, remaining_time=0:00:02.865018, arrival_time=2021-04-10 02:22:29.729605, cost_time=0:00:18.732874 2021-04-10 02:22:27,950 INFO : TRAIN, epoch=0158, iter=00180/00196, fetch data time cost=1.57ms, fps=2359 images/s, loss=0.0436, top1-acc=98.58%, top5-acc=100.00%, remaining_time=0:00:01.761648, arrival_time=2021-04-10 02:22:29.711851, cost_time=0:00:19.818559 2021-04-10 02:22:29,029 INFO : TRAIN, epoch=0158, iter=00190/00196, fetch data time cost=1.55ms, fps=2373 images/s, loss=0.0436, top1-acc=98.59%, top5-acc=100.00%, remaining_time=0:00:00.659928, arrival_time=2021-04-10 02:22:29.689332, cost_time=0:00:20.897716 2021-04-10 02:22:29,618 INFO : TRAIN, epoch=0158, iter=00196/00196, fetch data time cost=1.34ms, fps=2312 images/s, loss=0.0436, top1-acc=98.58%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:22:29.618589, cost_time=0:00:21.486965 2021-04-10 02:22:29,946 INFO : EVAL, epoch=0158, iter=00010/00040, fetch data time cost=12.29ms, fps=7841 images/s, loss=0.3081, top1-acc=92.23%, top5-acc=99.92%, remaining_time=0:00:00.979350, arrival_time=2021-04-10 02:22:30.925730, cost_time=0:00:00.326451 2021-04-10 02:22:30,188 INFO : EVAL, epoch=0158, iter=00020/00040, fetch data time cost=3.98ms, fps=10591 images/s, loss=0.3004, top1-acc=92.21%, top5-acc=99.80%, remaining_time=0:00:00.568680, arrival_time=2021-04-10 02:22:30.757288, cost_time=0:00:00.568678 2021-04-10 02:22:30,427 INFO : EVAL, epoch=0158, iter=00030/00040, fetch data time cost=0.31ms, fps=10724 images/s, loss=0.3132, top1-acc=91.98%, top5-acc=99.82%, remaining_time=0:00:00.269300, arrival_time=2021-04-10 02:22:30.697100, cost_time=0:00:00.807896 2021-04-10 02:22:30,647 INFO : EVAL, epoch=0158, iter=00040/00040, fetch data time cost=0.08ms, fps=10567 images/s, loss=0.3067, top1-acc=91.93%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-10 02:22:30.647736, cost_time=0:00:01.027890 2021-04-10 02:22:30,742 INFO : Epoch=0158 complete, best val top1-acc=91.93%, top5-acc=99.83% (epoch=158), remaining_time=0:16:01.201668, arrival_time=2021-04-10 02:38:31.944406, cost_time=1:00:15.949085 2021-04-10 02:22:30,743 INFO : Train start, epoch=0159, lr=0.010492 2021-04-10 02:22:32,039 INFO : TRAIN, epoch=0159, iter=00010/00196, fetch data time cost=2.04ms, fps=1975 images/s, loss=0.0337, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:24.106344, arrival_time=2021-04-10 02:22:56.146024, cost_time=0:00:01.296044 2021-04-10 02:22:33,125 INFO : TRAIN, epoch=0159, iter=00020/00196, fetch data time cost=1.51ms, fps=2358 images/s, loss=0.0363, top1-acc=98.73%, top5-acc=100.00%, remaining_time=0:00:20.963360, arrival_time=2021-04-10 02:22:54.089221, cost_time=0:00:02.382206 2021-04-10 02:22:34,214 INFO : TRAIN, epoch=0159, iter=00030/00196, fetch data time cost=2.03ms, fps=2352 images/s, loss=0.0352, top1-acc=98.82%, top5-acc=100.00%, remaining_time=0:00:19.205702, arrival_time=2021-04-10 02:22:53.420261, cost_time=0:00:03.470923 2021-04-10 02:22:35,302 INFO : TRAIN, epoch=0159, iter=00040/00196, fetch data time cost=1.64ms, fps=2355 images/s, loss=0.0355, top1-acc=98.86%, top5-acc=100.00%, remaining_time=0:00:17.776980, arrival_time=2021-04-10 02:22:53.078958, cost_time=0:00:04.558213 2021-04-10 02:22:36,386 INFO : TRAIN, epoch=0159, iter=00050/00196, fetch data time cost=1.54ms, fps=2363 images/s, loss=0.0363, top1-acc=98.84%, top5-acc=100.00%, remaining_time=0:00:16.476684, arrival_time=2021-04-10 02:22:52.863025, cost_time=0:00:05.642692 2021-04-10 02:22:37,471 INFO : TRAIN, epoch=0159, iter=00060/00196, fetch data time cost=1.56ms, fps=2360 images/s, loss=0.0362, top1-acc=98.85%, top5-acc=100.00%, remaining_time=0:00:15.249680, arrival_time=2021-04-10 02:22:52.721211, cost_time=0:00:06.727800 2021-04-10 02:22:38,560 INFO : TRAIN, epoch=0159, iter=00070/00196, fetch data time cost=1.49ms, fps=2351 images/s, loss=0.0364, top1-acc=98.86%, top5-acc=100.00%, remaining_time=0:00:14.071050, arrival_time=2021-04-10 02:22:52.631926, cost_time=0:00:07.817228 2021-04-10 02:22:39,640 INFO : TRAIN, epoch=0159, iter=00080/00196, fetch data time cost=1.79ms, fps=2373 images/s, loss=0.0362, top1-acc=98.86%, top5-acc=100.00%, remaining_time=0:00:12.899896, arrival_time=2021-04-10 02:22:52.540050, cost_time=0:00:08.896449 2021-04-10 02:22:40,725 INFO : TRAIN, epoch=0159, iter=00090/00196, fetch data time cost=1.48ms, fps=2360 images/s, loss=0.0359, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:00:11.756354, arrival_time=2021-04-10 02:22:52.481860, cost_time=0:00:09.981851 2021-04-10 02:22:41,814 INFO : TRAIN, epoch=0159, iter=00100/00196, fetch data time cost=2.11ms, fps=2353 images/s, loss=0.0357, top1-acc=98.89%, top5-acc=100.00%, remaining_time=0:00:10.627680, arrival_time=2021-04-10 02:22:52.441866, cost_time=0:00:11.070526 2021-04-10 02:22:42,904 INFO : TRAIN, epoch=0159, iter=00110/00196, fetch data time cost=1.94ms, fps=2350 images/s, loss=0.0360, top1-acc=98.88%, top5-acc=100.00%, remaining_time=0:00:09.507214, arrival_time=2021-04-10 02:22:52.411256, cost_time=0:00:12.160397 2021-04-10 02:22:43,994 INFO : TRAIN, epoch=0159, iter=00120/00196, fetch data time cost=1.69ms, fps=2349 images/s, loss=0.0356, top1-acc=98.88%, top5-acc=100.00%, remaining_time=0:00:08.392224, arrival_time=2021-04-10 02:22:52.386753, cost_time=0:00:13.250884 2021-04-10 02:22:45,080 INFO : TRAIN, epoch=0159, iter=00130/00196, fetch data time cost=1.52ms, fps=2359 images/s, loss=0.0360, top1-acc=98.85%, top5-acc=100.00%, remaining_time=0:00:07.278612, arrival_time=2021-04-10 02:22:52.358953, cost_time=0:00:14.336648 2021-04-10 02:22:46,168 INFO : TRAIN, epoch=0159, iter=00140/00196, fetch data time cost=1.63ms, fps=2355 images/s, loss=0.0365, top1-acc=98.84%, top5-acc=100.00%, remaining_time=0:00:06.169800, arrival_time=2021-04-10 02:22:52.337979, cost_time=0:00:15.424496 2021-04-10 02:22:47,279 INFO : TRAIN, epoch=0159, iter=00150/00196, fetch data time cost=2.31ms, fps=2305 images/s, loss=0.0365, top1-acc=98.84%, top5-acc=100.00%, remaining_time=0:00:05.070994, arrival_time=2021-04-10 02:22:52.350530, cost_time=0:00:16.535884 2021-04-10 02:22:48,365 INFO : TRAIN, epoch=0159, iter=00160/00196, fetch data time cost=1.72ms, fps=2359 images/s, loss=0.0367, top1-acc=98.84%, top5-acc=100.00%, remaining_time=0:00:03.964896, arrival_time=2021-04-10 02:22:52.330279, cost_time=0:00:17.621733 2021-04-10 02:22:49,451 INFO : TRAIN, epoch=0159, iter=00170/00196, fetch data time cost=1.47ms, fps=2358 images/s, loss=0.0366, top1-acc=98.85%, top5-acc=100.00%, remaining_time=0:00:02.861196, arrival_time=2021-04-10 02:22:52.312596, cost_time=0:00:18.707759 2021-04-10 02:22:50,538 INFO : TRAIN, epoch=0159, iter=00180/00196, fetch data time cost=2.31ms, fps=2356 images/s, loss=0.0363, top1-acc=98.88%, top5-acc=100.00%, remaining_time=0:00:01.759552, arrival_time=2021-04-10 02:22:52.298188, cost_time=0:00:19.794984 2021-04-10 02:22:51,633 INFO : TRAIN, epoch=0159, iter=00190/00196, fetch data time cost=1.39ms, fps=2339 images/s, loss=0.0359, top1-acc=98.89%, top5-acc=100.00%, remaining_time=0:00:00.659682, arrival_time=2021-04-10 02:22:52.293304, cost_time=0:00:20.889965 2021-04-10 02:22:52,219 INFO : TRAIN, epoch=0159, iter=00196/00196, fetch data time cost=1.36ms, fps=2325 images/s, loss=0.0359, top1-acc=98.89%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:22:52.219020, cost_time=0:00:21.475382 2021-04-10 02:22:52,600 INFO : EVAL, epoch=0159, iter=00010/00040, fetch data time cost=0.46ms, fps=6737 images/s, loss=0.3695, top1-acc=90.78%, top5-acc=99.65%, remaining_time=0:00:01.139970, arrival_time=2021-04-10 02:22:53.740366, cost_time=0:00:00.379989 2021-04-10 02:22:52,871 INFO : EVAL, epoch=0159, iter=00020/00040, fetch data time cost=0.39ms, fps=9475 images/s, loss=0.3490, top1-acc=91.39%, top5-acc=99.65%, remaining_time=0:00:00.650700, arrival_time=2021-04-10 02:22:53.521807, cost_time=0:00:00.650693 2021-04-10 02:22:53,122 INFO : EVAL, epoch=0159, iter=00030/00040, fetch data time cost=0.21ms, fps=10205 images/s, loss=0.3497, top1-acc=91.47%, top5-acc=99.67%, remaining_time=0:00:00.300690, arrival_time=2021-04-10 02:22:53.423127, cost_time=0:00:00.902075 2021-04-10 02:22:53,366 INFO : EVAL, epoch=0159, iter=00040/00040, fetch data time cost=0.11ms, fps=9511 images/s, loss=0.3511, top1-acc=91.59%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-10 02:22:53.366723, cost_time=0:00:01.146368 2021-04-10 02:22:53,423 INFO : Epoch=0159 complete, best val top1-acc=91.93%, top5-acc=99.83% (epoch=158), remaining_time=0:15:38.262942, arrival_time=2021-04-10 02:38:31.686024, cost_time=1:00:38.629404 2021-04-10 02:22:53,424 INFO : Train start, epoch=0160, lr=0.010016 2021-04-10 02:22:54,685 INFO : TRAIN, epoch=0160, iter=00010/00196, fetch data time cost=0.32ms, fps=2030 images/s, loss=0.0303, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:23.458692, arrival_time=2021-04-10 02:23:18.144460, cost_time=0:00:01.261225 2021-04-10 02:22:55,781 INFO : TRAIN, epoch=0160, iter=00020/00196, fetch data time cost=1.52ms, fps=2338 images/s, loss=0.0278, top1-acc=99.16%, top5-acc=100.00%, remaining_time=0:00:20.741776, arrival_time=2021-04-10 02:23:16.523354, cost_time=0:00:02.357028 2021-04-10 02:22:56,869 INFO : TRAIN, epoch=0160, iter=00030/00196, fetch data time cost=2.00ms, fps=2354 images/s, loss=0.0279, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:19.063108, arrival_time=2021-04-10 02:23:15.932696, cost_time=0:00:03.445127 2021-04-10 02:22:57,975 INFO : TRAIN, epoch=0160, iter=00040/00196, fetch data time cost=2.24ms, fps=2317 images/s, loss=0.0273, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:17.747028, arrival_time=2021-04-10 02:23:15.722001, cost_time=0:00:04.550515 2021-04-10 02:22:59,066 INFO : TRAIN, epoch=0160, iter=00050/00196, fetch data time cost=2.06ms, fps=2347 images/s, loss=0.0270, top1-acc=99.16%, top5-acc=100.00%, remaining_time=0:00:16.474494, arrival_time=2021-04-10 02:23:15.541079, cost_time=0:00:05.641953 2021-04-10 02:23:00,154 INFO : TRAIN, epoch=0160, iter=00060/00196, fetch data time cost=1.74ms, fps=2355 images/s, loss=0.0269, top1-acc=99.17%, top5-acc=100.00%, remaining_time=0:00:15.254576, arrival_time=2021-04-10 02:23:15.409012, cost_time=0:00:06.729965 2021-04-10 02:23:01,237 INFO : TRAIN, epoch=0160, iter=00070/00196, fetch data time cost=1.46ms, fps=2366 images/s, loss=0.0278, top1-acc=99.17%, top5-acc=100.00%, remaining_time=0:00:14.062608, arrival_time=2021-04-10 02:23:15.299597, cost_time=0:00:07.812526 2021-04-10 02:23:02,324 INFO : TRAIN, epoch=0160, iter=00080/00196, fetch data time cost=1.49ms, fps=2355 images/s, loss=0.0278, top1-acc=99.17%, top5-acc=100.00%, remaining_time=0:00:12.905116, arrival_time=2021-04-10 02:23:15.229679, cost_time=0:00:08.900087 2021-04-10 02:23:03,412 INFO : TRAIN, epoch=0160, iter=00090/00196, fetch data time cost=1.67ms, fps=2355 images/s, loss=0.0282, top1-acc=99.16%, top5-acc=100.00%, remaining_time=0:00:11.763138, arrival_time=2021-04-10 02:23:15.175164, cost_time=0:00:09.987560 2021-04-10 02:23:04,493 INFO : TRAIN, epoch=0160, iter=00100/00196, fetch data time cost=1.54ms, fps=2368 images/s, loss=0.0290, top1-acc=99.13%, top5-acc=100.00%, remaining_time=0:00:10.626432, arrival_time=2021-04-10 02:23:15.120161, cost_time=0:00:11.069222 2021-04-10 02:23:05,580 INFO : TRAIN, epoch=0160, iter=00110/00196, fetch data time cost=1.79ms, fps=2356 images/s, loss=0.0297, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:00:09.504032, arrival_time=2021-04-10 02:23:15.084892, cost_time=0:00:12.156327 2021-04-10 02:23:06,662 INFO : TRAIN, epoch=0160, iter=00120/00196, fetch data time cost=1.45ms, fps=2369 images/s, loss=0.0300, top1-acc=99.07%, top5-acc=100.00%, remaining_time=0:00:08.383864, arrival_time=2021-04-10 02:23:15.046022, cost_time=0:00:13.237694 2021-04-10 02:23:07,746 INFO : TRAIN, epoch=0160, iter=00130/00196, fetch data time cost=1.54ms, fps=2363 images/s, loss=0.0307, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:07.270890, arrival_time=2021-04-10 02:23:15.016915, cost_time=0:00:14.321499 2021-04-10 02:23:08,834 INFO : TRAIN, epoch=0160, iter=00140/00196, fetch data time cost=1.49ms, fps=2354 images/s, loss=0.0308, top1-acc=99.01%, top5-acc=100.00%, remaining_time=0:00:06.163920, arrival_time=2021-04-10 02:23:14.998209, cost_time=0:00:15.409826 2021-04-10 02:23:09,920 INFO : TRAIN, epoch=0160, iter=00150/00196, fetch data time cost=1.87ms, fps=2358 images/s, loss=0.0311, top1-acc=98.99%, top5-acc=100.00%, remaining_time=0:00:05.058804, arrival_time=2021-04-10 02:23:14.979301, cost_time=0:00:16.496046 2021-04-10 02:23:11,003 INFO : TRAIN, epoch=0160, iter=00160/00196, fetch data time cost=1.64ms, fps=2366 images/s, loss=0.0314, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:00:03.955176, arrival_time=2021-04-10 02:23:14.958150, cost_time=0:00:17.578519 2021-04-10 02:23:12,087 INFO : TRAIN, epoch=0160, iter=00170/00196, fetch data time cost=1.49ms, fps=2361 images/s, loss=0.0314, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:00:02.854410, arrival_time=2021-04-10 02:23:14.942253, cost_time=0:00:18.663385 2021-04-10 02:23:13,186 INFO : TRAIN, epoch=0160, iter=00180/00196, fetch data time cost=1.50ms, fps=2332 images/s, loss=0.0319, top1-acc=98.97%, top5-acc=100.00%, remaining_time=0:00:01.756592, arrival_time=2021-04-10 02:23:14.942676, cost_time=0:00:19.761626 2021-04-10 02:23:14,269 INFO : TRAIN, epoch=0160, iter=00190/00196, fetch data time cost=1.31ms, fps=2365 images/s, loss=0.0321, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:00.658248, arrival_time=2021-04-10 02:23:14.927238, cost_time=0:00:20.844533 2021-04-10 02:23:14,852 INFO : TRAIN, epoch=0160, iter=00196/00196, fetch data time cost=1.44ms, fps=2331 images/s, loss=0.0328, top1-acc=98.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:23:14.852897, cost_time=0:00:21.428450 2021-04-10 02:23:15,201 INFO : EVAL, epoch=0160, iter=00010/00040, fetch data time cost=0.49ms, fps=7372 images/s, loss=0.3770, top1-acc=91.09%, top5-acc=99.65%, remaining_time=0:00:01.041690, arrival_time=2021-04-10 02:23:16.243490, cost_time=0:00:00.347233 2021-04-10 02:23:15,441 INFO : EVAL, epoch=0160, iter=00020/00040, fetch data time cost=2.53ms, fps=10720 images/s, loss=0.3692, top1-acc=91.11%, top5-acc=99.67%, remaining_time=0:00:00.586400, arrival_time=2021-04-10 02:23:16.027417, cost_time=0:00:00.586402 2021-04-10 02:23:15,685 INFO : EVAL, epoch=0160, iter=00030/00040, fetch data time cost=3.82ms, fps=10503 images/s, loss=0.3603, top1-acc=91.24%, top5-acc=99.66%, remaining_time=0:00:00.276880, arrival_time=2021-04-10 02:23:15.962139, cost_time=0:00:00.830655 2021-04-10 02:23:15,899 INFO : EVAL, epoch=0160, iter=00040/00040, fetch data time cost=0.06ms, fps=10867 images/s, loss=0.3636, top1-acc=91.22%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-10 02:23:15.899189, cost_time=0:00:01.044656 2021-04-10 02:23:15,939 INFO : Epoch=0160 complete, best val top1-acc=91.93%, top5-acc=99.83% (epoch=158), remaining_time=0:15:15.286360, arrival_time=2021-04-10 02:38:31.225481, cost_time=1:01:01.145507 2021-04-10 02:23:15,939 INFO : Train start, epoch=0161, lr=0.009549 2021-04-10 02:23:17,228 INFO : TRAIN, epoch=0161, iter=00010/00196, fetch data time cost=0.61ms, fps=1987 images/s, loss=0.0339, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:00:23.968704, arrival_time=2021-04-10 02:23:41.197448, cost_time=0:00:01.288641 2021-04-10 02:23:18,309 INFO : TRAIN, epoch=0161, iter=00020/00196, fetch data time cost=1.54ms, fps=2370 images/s, loss=0.0343, top1-acc=99.00%, top5-acc=100.00%, remaining_time=0:00:20.855472, arrival_time=2021-04-10 02:23:39.165333, cost_time=0:00:02.369933 2021-04-10 02:23:19,427 INFO : TRAIN, epoch=0161, iter=00030/00196, fetch data time cost=1.59ms, fps=2291 images/s, loss=0.0363, top1-acc=98.89%, top5-acc=100.00%, remaining_time=0:00:19.299326, arrival_time=2021-04-10 02:23:38.727085, cost_time=0:00:03.487835 2021-04-10 02:23:20,540 INFO : TRAIN, epoch=0161, iter=00040/00196, fetch data time cost=2.73ms, fps=2303 images/s, loss=0.0350, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:17.939688, arrival_time=2021-04-10 02:23:38.479619, cost_time=0:00:04.599924 2021-04-10 02:23:21,632 INFO : TRAIN, epoch=0161, iter=00050/00196, fetch data time cost=2.29ms, fps=2344 images/s, loss=0.0341, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:16.622246, arrival_time=2021-04-10 02:23:38.254705, cost_time=0:00:05.692535 2021-04-10 02:23:22,714 INFO : TRAIN, epoch=0161, iter=00060/00196, fetch data time cost=1.54ms, fps=2366 images/s, loss=0.0334, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:00:15.356168, arrival_time=2021-04-10 02:23:38.071046, cost_time=0:00:06.774788 2021-04-10 02:23:23,799 INFO : TRAIN, epoch=0161, iter=00070/00196, fetch data time cost=1.50ms, fps=2362 images/s, loss=0.0332, top1-acc=98.97%, top5-acc=100.00%, remaining_time=0:00:14.147154, arrival_time=2021-04-10 02:23:37.946624, cost_time=0:00:07.859549 2021-04-10 02:23:24,883 INFO : TRAIN, epoch=0161, iter=00080/00196, fetch data time cost=1.60ms, fps=2363 images/s, loss=0.0330, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:00:12.967988, arrival_time=2021-04-10 02:23:37.851323, cost_time=0:00:08.943411 2021-04-10 02:23:25,971 INFO : TRAIN, epoch=0161, iter=00090/00196, fetch data time cost=2.07ms, fps=2354 images/s, loss=0.0330, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:00:11.814654, arrival_time=2021-04-10 02:23:37.786001, cost_time=0:00:10.031266 2021-04-10 02:23:27,065 INFO : TRAIN, epoch=0161, iter=00100/00196, fetch data time cost=1.48ms, fps=2343 images/s, loss=0.0321, top1-acc=99.03%, top5-acc=100.00%, remaining_time=0:00:10.680000, arrival_time=2021-04-10 02:23:37.744980, cost_time=0:00:11.125012 2021-04-10 02:23:28,150 INFO : TRAIN, epoch=0161, iter=00110/00196, fetch data time cost=2.20ms, fps=2360 images/s, loss=0.0316, top1-acc=99.04%, top5-acc=100.00%, remaining_time=0:00:09.546258, arrival_time=2021-04-10 02:23:37.696459, cost_time=0:00:12.210290 2021-04-10 02:23:29,229 INFO : TRAIN, epoch=0161, iter=00120/00196, fetch data time cost=1.58ms, fps=2372 images/s, loss=0.0318, top1-acc=99.03%, top5-acc=100.00%, remaining_time=0:00:08.416924, arrival_time=2021-04-10 02:23:37.646779, cost_time=0:00:13.289920 2021-04-10 02:23:30,330 INFO : TRAIN, epoch=0161, iter=00130/00196, fetch data time cost=1.98ms, fps=2327 images/s, loss=0.0319, top1-acc=99.01%, top5-acc=100.00%, remaining_time=0:00:07.305936, arrival_time=2021-04-10 02:23:37.636399, cost_time=0:00:14.390521 2021-04-10 02:23:31,433 INFO : TRAIN, epoch=0161, iter=00140/00196, fetch data time cost=2.14ms, fps=2322 images/s, loss=0.0325, top1-acc=98.97%, top5-acc=100.00%, remaining_time=0:00:06.197408, arrival_time=2021-04-10 02:23:37.630874, cost_time=0:00:15.493539 2021-04-10 02:23:32,521 INFO : TRAIN, epoch=0161, iter=00150/00196, fetch data time cost=1.49ms, fps=2354 images/s, loss=0.0324, top1-acc=98.97%, top5-acc=100.00%, remaining_time=0:00:05.084932, arrival_time=2021-04-10 02:23:37.606180, cost_time=0:00:16.581325 2021-04-10 02:23:33,611 INFO : TRAIN, epoch=0161, iter=00160/00196, fetch data time cost=1.56ms, fps=2350 images/s, loss=0.0326, top1-acc=98.97%, top5-acc=100.00%, remaining_time=0:00:03.976056, arrival_time=2021-04-10 02:23:37.587445, cost_time=0:00:17.671372 2021-04-10 02:23:34,700 INFO : TRAIN, epoch=0161, iter=00170/00196, fetch data time cost=1.57ms, fps=2352 images/s, loss=0.0328, top1-acc=98.96%, top5-acc=100.00%, remaining_time=0:00:02.869256, arrival_time=2021-04-10 02:23:37.569707, cost_time=0:00:18.760535 2021-04-10 02:23:35,785 INFO : TRAIN, epoch=0161, iter=00180/00196, fetch data time cost=1.64ms, fps=2361 images/s, loss=0.0329, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:01.764032, arrival_time=2021-04-10 02:23:37.549421, cost_time=0:00:19.845432 2021-04-10 02:23:36,876 INFO : TRAIN, epoch=0161, iter=00190/00196, fetch data time cost=1.34ms, fps=2347 images/s, loss=0.0328, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:00.661164, arrival_time=2021-04-10 02:23:37.537869, cost_time=0:00:20.936786 2021-04-10 02:23:37,464 INFO : TRAIN, epoch=0161, iter=00196/00196, fetch data time cost=0.10ms, fps=2316 images/s, loss=0.0330, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:23:37.464573, cost_time=0:00:21.524612 2021-04-10 02:23:37,823 INFO : EVAL, epoch=0161, iter=00010/00040, fetch data time cost=3.99ms, fps=7155 images/s, loss=0.3275, top1-acc=92.23%, top5-acc=99.57%, remaining_time=0:00:01.073250, arrival_time=2021-04-10 02:23:38.897021, cost_time=0:00:00.357752 2021-04-10 02:23:38,069 INFO : EVAL, epoch=0161, iter=00020/00040, fetch data time cost=0.47ms, fps=10426 images/s, loss=0.3193, top1-acc=92.27%, top5-acc=99.67%, remaining_time=0:00:00.603760, arrival_time=2021-04-10 02:23:38.673539, cost_time=0:00:00.603763 2021-04-10 02:23:38,319 INFO : EVAL, epoch=0161, iter=00030/00040, fetch data time cost=8.10ms, fps=10272 images/s, loss=0.3251, top1-acc=92.36%, top5-acc=99.71%, remaining_time=0:00:00.284490, arrival_time=2021-04-10 02:23:38.603948, cost_time=0:00:00.853475 2021-04-10 02:23:38,533 INFO : EVAL, epoch=0161, iter=00040/00040, fetch data time cost=0.07ms, fps=10839 images/s, loss=0.3296, top1-acc=92.11%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-10 02:23:38.533828, cost_time=0:00:01.067882 2021-04-10 02:23:38,612 INFO : Epoch=0161 complete, best val top1-acc=92.11%, top5-acc=99.73% (epoch=161), remaining_time=0:14:52.353735, arrival_time=2021-04-10 02:38:30.966677, cost_time=1:01:23.819297 2021-04-10 02:23:38,613 INFO : Train start, epoch=0162, lr=0.009093 2021-04-10 02:23:39,852 INFO : TRAIN, epoch=0162, iter=00010/00196, fetch data time cost=2.04ms, fps=2066 images/s, loss=0.0266, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:23.043540, arrival_time=2021-04-10 02:24:02.896342, cost_time=0:00:01.238898 2021-04-10 02:23:40,932 INFO : TRAIN, epoch=0162, iter=00020/00196, fetch data time cost=1.39ms, fps=2373 images/s, loss=0.0313, top1-acc=98.89%, top5-acc=100.00%, remaining_time=0:00:20.402096, arrival_time=2021-04-10 02:24:01.334346, cost_time=0:00:02.318425 2021-04-10 02:23:42,018 INFO : TRAIN, epoch=0162, iter=00030/00196, fetch data time cost=1.48ms, fps=2357 images/s, loss=0.0311, top1-acc=98.97%, top5-acc=100.00%, remaining_time=0:00:18.840668, arrival_time=2021-04-10 02:24:00.859532, cost_time=0:00:03.404933 2021-04-10 02:23:43,115 INFO : TRAIN, epoch=0162, iter=00040/00196, fetch data time cost=1.64ms, fps=2337 images/s, loss=0.0305, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:00:17.555148, arrival_time=2021-04-10 02:24:00.670366, cost_time=0:00:04.501336 2021-04-10 02:23:44,208 INFO : TRAIN, epoch=0162, iter=00050/00196, fetch data time cost=2.76ms, fps=2342 images/s, loss=0.0310, top1-acc=98.97%, top5-acc=100.00%, remaining_time=0:00:16.337108, arrival_time=2021-04-10 02:24:00.545835, cost_time=0:00:05.594917 2021-04-10 02:23:45,294 INFO : TRAIN, epoch=0162, iter=00060/00196, fetch data time cost=1.54ms, fps=2359 images/s, loss=0.0312, top1-acc=98.96%, top5-acc=100.00%, remaining_time=0:00:15.142920, arrival_time=2021-04-10 02:24:00.437620, cost_time=0:00:06.680720 2021-04-10 02:23:46,385 INFO : TRAIN, epoch=0162, iter=00070/00196, fetch data time cost=1.69ms, fps=2348 images/s, loss=0.0319, top1-acc=98.91%, top5-acc=100.00%, remaining_time=0:00:13.989654, arrival_time=2021-04-10 02:24:00.375532, cost_time=0:00:07.772052 2021-04-10 02:23:47,472 INFO : TRAIN, epoch=0162, iter=00080/00196, fetch data time cost=2.16ms, fps=2358 images/s, loss=0.0312, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:12.844564, arrival_time=2021-04-10 02:24:00.316722, cost_time=0:00:08.858287 2021-04-10 02:23:48,565 INFO : TRAIN, epoch=0162, iter=00090/00196, fetch data time cost=1.86ms, fps=2344 images/s, loss=0.0312, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:11.720420, arrival_time=2021-04-10 02:24:00.285514, cost_time=0:00:09.951279 2021-04-10 02:23:49,656 INFO : TRAIN, epoch=0162, iter=00100/00196, fetch data time cost=1.97ms, fps=2346 images/s, loss=0.0311, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:00:10.600992, arrival_time=2021-04-10 02:24:00.257552, cost_time=0:00:11.042747 2021-04-10 02:23:50,742 INFO : TRAIN, epoch=0162, iter=00110/00196, fetch data time cost=1.75ms, fps=2359 images/s, loss=0.0309, top1-acc=99.01%, top5-acc=100.00%, remaining_time=0:00:09.482016, arrival_time=2021-04-10 02:24:00.224034, cost_time=0:00:12.128204 2021-04-10 02:23:51,832 INFO : TRAIN, epoch=0162, iter=00120/00196, fetch data time cost=2.31ms, fps=2350 images/s, loss=0.0308, top1-acc=99.00%, top5-acc=100.00%, remaining_time=0:00:08.371400, arrival_time=2021-04-10 02:24:00.203355, cost_time=0:00:13.217998 2021-04-10 02:23:52,919 INFO : TRAIN, epoch=0162, iter=00130/00196, fetch data time cost=1.63ms, fps=2356 images/s, loss=0.0307, top1-acc=99.01%, top5-acc=100.00%, remaining_time=0:00:07.262772, arrival_time=2021-04-10 02:24:00.182046, cost_time=0:00:14.305415 2021-04-10 02:23:54,008 INFO : TRAIN, epoch=0162, iter=00140/00196, fetch data time cost=1.85ms, fps=2351 images/s, loss=0.0302, top1-acc=99.03%, top5-acc=100.00%, remaining_time=0:00:06.157984, arrival_time=2021-04-10 02:24:00.166725, cost_time=0:00:15.394917 2021-04-10 02:23:55,093 INFO : TRAIN, epoch=0162, iter=00150/00196, fetch data time cost=1.51ms, fps=2361 images/s, loss=0.0303, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:05.053744, arrival_time=2021-04-10 02:24:00.147282, cost_time=0:00:16.479672 2021-04-10 02:23:56,185 INFO : TRAIN, epoch=0162, iter=00160/00196, fetch data time cost=1.44ms, fps=2346 images/s, loss=0.0302, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:03.953628, arrival_time=2021-04-10 02:24:00.139222, cost_time=0:00:17.571754 2021-04-10 02:23:57,272 INFO : TRAIN, epoch=0162, iter=00170/00196, fetch data time cost=1.83ms, fps=2358 images/s, loss=0.0301, top1-acc=99.01%, top5-acc=100.00%, remaining_time=0:00:02.853604, arrival_time=2021-04-10 02:24:00.125594, cost_time=0:00:18.658117 2021-04-10 02:23:58,359 INFO : TRAIN, epoch=0162, iter=00180/00196, fetch data time cost=2.13ms, fps=2355 images/s, loss=0.0302, top1-acc=99.00%, top5-acc=100.00%, remaining_time=0:00:01.755184, arrival_time=2021-04-10 02:24:00.114871, cost_time=0:00:19.745825 2021-04-10 02:23:59,448 INFO : TRAIN, epoch=0162, iter=00190/00196, fetch data time cost=1.33ms, fps=2352 images/s, loss=0.0301, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:00.657936, arrival_time=2021-04-10 02:24:00.106458, cost_time=0:00:20.834698 2021-04-10 02:24:00,051 INFO : TRAIN, epoch=0162, iter=00196/00196, fetch data time cost=1.84ms, fps=2257 images/s, loss=0.0299, top1-acc=99.03%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:24:00.051679, cost_time=0:00:21.437828 2021-04-10 02:24:00,408 INFO : EVAL, epoch=0162, iter=00010/00040, fetch data time cost=0.37ms, fps=7208 images/s, loss=0.3436, top1-acc=91.52%, top5-acc=99.80%, remaining_time=0:00:01.065510, arrival_time=2021-04-10 02:24:01.474255, cost_time=0:00:00.355169 2021-04-10 02:24:00,642 INFO : EVAL, epoch=0162, iter=00020/00040, fetch data time cost=3.31ms, fps=10961 images/s, loss=0.3324, top1-acc=92.01%, top5-acc=99.73%, remaining_time=0:00:00.589220, arrival_time=2021-04-10 02:24:01.232029, cost_time=0:00:00.589217 2021-04-10 02:24:00,907 INFO : EVAL, epoch=0162, iter=00030/00040, fetch data time cost=0.31ms, fps=9705 images/s, loss=0.3266, top1-acc=91.81%, top5-acc=99.74%, remaining_time=0:00:00.284500, arrival_time=2021-04-10 02:24:01.191575, cost_time=0:00:00.853510 2021-04-10 02:24:01,122 INFO : EVAL, epoch=0162, iter=00040/00040, fetch data time cost=0.06ms, fps=10794 images/s, loss=0.3159, top1-acc=91.85%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-10 02:24:01.122436, cost_time=0:00:01.068927 2021-04-10 02:24:01,177 INFO : Epoch=0162 complete, best val top1-acc=92.11%, top5-acc=99.73% (epoch=161), remaining_time=0:14:29.398618, arrival_time=2021-04-10 02:38:30.575795, cost_time=1:01:46.383518 2021-04-10 02:24:01,178 INFO : Train start, epoch=0163, lr=0.008646 2021-04-10 02:24:02,478 INFO : TRAIN, epoch=0163, iter=00010/00196, fetch data time cost=0.31ms, fps=1969 images/s, loss=0.0301, top1-acc=98.91%, top5-acc=100.00%, remaining_time=0:00:24.184092, arrival_time=2021-04-10 02:24:26.662884, cost_time=0:00:01.300223 2021-04-10 02:24:03,566 INFO : TRAIN, epoch=0163, iter=00020/00196, fetch data time cost=2.05ms, fps=2356 images/s, loss=0.0291, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:21.010176, arrival_time=2021-04-10 02:24:24.576282, cost_time=0:00:02.387511 2021-04-10 02:24:04,650 INFO : TRAIN, epoch=0163, iter=00030/00196, fetch data time cost=1.67ms, fps=2362 images/s, loss=0.0281, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:19.211346, arrival_time=2021-04-10 02:24:23.861821, cost_time=0:00:03.471924 2021-04-10 02:24:05,737 INFO : TRAIN, epoch=0163, iter=00040/00196, fetch data time cost=1.99ms, fps=2357 images/s, loss=0.0265, top1-acc=99.13%, top5-acc=100.00%, remaining_time=0:00:17.777604, arrival_time=2021-04-10 02:24:23.514680, cost_time=0:00:04.558377 2021-04-10 02:24:06,832 INFO : TRAIN, epoch=0163, iter=00050/00196, fetch data time cost=1.97ms, fps=2338 images/s, loss=0.0277, top1-acc=99.14%, top5-acc=99.99%, remaining_time=0:00:16.509972, arrival_time=2021-04-10 02:24:23.342686, cost_time=0:00:05.654121 2021-04-10 02:24:07,922 INFO : TRAIN, epoch=0163, iter=00060/00196, fetch data time cost=2.18ms, fps=2351 images/s, loss=0.0274, top1-acc=99.13%, top5-acc=99.99%, remaining_time=0:00:15.285040, arrival_time=2021-04-10 02:24:23.207018, cost_time=0:00:06.743417 2021-04-10 02:24:09,048 INFO : TRAIN, epoch=0163, iter=00070/00196, fetch data time cost=1.88ms, fps=2273 images/s, loss=0.0281, top1-acc=99.12%, top5-acc=99.99%, remaining_time=0:00:14.166054, arrival_time=2021-04-10 02:24:23.214692, cost_time=0:00:07.870024 2021-04-10 02:24:10,153 INFO : TRAIN, epoch=0163, iter=00080/00196, fetch data time cost=1.67ms, fps=2318 images/s, loss=0.0282, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:13.013692, arrival_time=2021-04-10 02:24:23.167295, cost_time=0:00:08.974970 2021-04-10 02:24:11,243 INFO : TRAIN, epoch=0163, iter=00090/00196, fetch data time cost=1.65ms, fps=2351 images/s, loss=0.0283, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:11.853768, arrival_time=2021-04-10 02:24:23.096852, cost_time=0:00:10.064542 2021-04-10 02:24:12,331 INFO : TRAIN, epoch=0163, iter=00100/00196, fetch data time cost=1.53ms, fps=2353 images/s, loss=0.0281, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:10.706784, arrival_time=2021-04-10 02:24:23.038370, cost_time=0:00:11.152943 2021-04-10 02:24:13,413 INFO : TRAIN, epoch=0163, iter=00110/00196, fetch data time cost=1.39ms, fps=2368 images/s, loss=0.0286, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:09.565350, arrival_time=2021-04-10 02:24:22.978674, cost_time=0:00:12.234731 2021-04-10 02:24:14,505 INFO : TRAIN, epoch=0163, iter=00120/00196, fetch data time cost=1.69ms, fps=2345 images/s, loss=0.0285, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:00:08.440332, arrival_time=2021-04-10 02:24:22.945766, cost_time=0:00:13.326830 2021-04-10 02:24:15,605 INFO : TRAIN, epoch=0163, iter=00130/00196, fetch data time cost=1.47ms, fps=2329 images/s, loss=0.0285, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:00:07.324350, arrival_time=2021-04-10 02:24:22.929789, cost_time=0:00:14.426795 2021-04-10 02:24:16,691 INFO : TRAIN, epoch=0163, iter=00140/00196, fetch data time cost=1.58ms, fps=2358 images/s, loss=0.0280, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:06.205304, arrival_time=2021-04-10 02:24:22.897089, cost_time=0:00:15.513223 2021-04-10 02:24:17,781 INFO : TRAIN, epoch=0163, iter=00150/00196, fetch data time cost=1.54ms, fps=2350 images/s, loss=0.0280, top1-acc=99.09%, top5-acc=100.00%, remaining_time=0:00:05.091602, arrival_time=2021-04-10 02:24:22.873244, cost_time=0:00:16.603081 2021-04-10 02:24:18,872 INFO : TRAIN, epoch=0163, iter=00160/00196, fetch data time cost=2.03ms, fps=2347 images/s, loss=0.0278, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:03.981204, arrival_time=2021-04-10 02:24:22.854054, cost_time=0:00:17.694261 2021-04-10 02:24:19,963 INFO : TRAIN, epoch=0163, iter=00170/00196, fetch data time cost=1.48ms, fps=2349 images/s, loss=0.0277, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:02.872922, arrival_time=2021-04-10 02:24:22.836057, cost_time=0:00:18.784539 2021-04-10 02:24:21,049 INFO : TRAIN, epoch=0163, iter=00180/00196, fetch data time cost=2.08ms, fps=2357 images/s, loss=0.0278, top1-acc=99.11%, top5-acc=100.00%, remaining_time=0:00:01.766336, arrival_time=2021-04-10 02:24:22.816164, cost_time=0:00:19.871281 2021-04-10 02:24:22,139 INFO : TRAIN, epoch=0163, iter=00190/00196, fetch data time cost=1.56ms, fps=2350 images/s, loss=0.0276, top1-acc=99.11%, top5-acc=100.00%, remaining_time=0:00:00.661932, arrival_time=2021-04-10 02:24:22.801815, cost_time=0:00:20.961259 2021-04-10 02:24:22,723 INFO : TRAIN, epoch=0163, iter=00196/00196, fetch data time cost=1.34ms, fps=2335 images/s, loss=0.0279, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:24:22.723019, cost_time=0:00:21.544478 2021-04-10 02:24:23,094 INFO : EVAL, epoch=0163, iter=00010/00040, fetch data time cost=0.39ms, fps=6922 images/s, loss=0.3516, top1-acc=91.21%, top5-acc=99.88%, remaining_time=0:00:01.109430, arrival_time=2021-04-10 02:24:24.203585, cost_time=0:00:00.369813 2021-04-10 02:24:23,328 INFO : EVAL, epoch=0163, iter=00020/00040, fetch data time cost=0.20ms, fps=10941 images/s, loss=0.3481, top1-acc=91.74%, top5-acc=99.79%, remaining_time=0:00:00.604280, arrival_time=2021-04-10 02:24:23.932909, cost_time=0:00:00.604285 2021-04-10 02:24:23,573 INFO : EVAL, epoch=0163, iter=00030/00040, fetch data time cost=0.42ms, fps=10488 images/s, loss=0.3451, top1-acc=91.68%, top5-acc=99.82%, remaining_time=0:00:00.282930, arrival_time=2021-04-10 02:24:23.856062, cost_time=0:00:00.848786 2021-04-10 02:24:23,793 INFO : EVAL, epoch=0163, iter=00040/00040, fetch data time cost=0.07ms, fps=10565 images/s, loss=0.3550, top1-acc=91.63%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-10 02:24:23.793175, cost_time=0:00:01.068904 2021-04-10 02:24:23,833 INFO : Epoch=0163 complete, best val top1-acc=92.11%, top5-acc=99.73% (epoch=161), remaining_time=0:14:06.469128, arrival_time=2021-04-10 02:38:30.302456, cost_time=1:02:09.039710 2021-04-10 02:24:23,834 INFO : Train start, epoch=0164, lr=0.008210 2021-04-10 02:24:25,153 INFO : TRAIN, epoch=0164, iter=00010/00196, fetch data time cost=1.56ms, fps=1940 images/s, loss=0.0212, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:24.540654, arrival_time=2021-04-10 02:24:49.694299, cost_time=0:00:01.319389 2021-04-10 02:24:26,244 INFO : TRAIN, epoch=0164, iter=00020/00196, fetch data time cost=1.71ms, fps=2348 images/s, loss=0.0228, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:21.213456, arrival_time=2021-04-10 02:24:47.458247, cost_time=0:00:02.410611 2021-04-10 02:24:27,335 INFO : TRAIN, epoch=0164, iter=00030/00196, fetch data time cost=1.68ms, fps=2348 images/s, loss=0.0240, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:19.375520, arrival_time=2021-04-10 02:24:46.711407, cost_time=0:00:03.501609 2021-04-10 02:24:28,430 INFO : TRAIN, epoch=0164, iter=00040/00196, fetch data time cost=1.99ms, fps=2341 images/s, loss=0.0231, top1-acc=99.35%, top5-acc=100.00%, remaining_time=0:00:17.923776, arrival_time=2021-04-10 02:24:46.353838, cost_time=0:00:04.595847 2021-04-10 02:24:29,530 INFO : TRAIN, epoch=0164, iter=00050/00196, fetch data time cost=1.41ms, fps=2327 images/s, loss=0.0243, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:16.633634, arrival_time=2021-04-10 02:24:46.164270, cost_time=0:00:05.696464 2021-04-10 02:24:30,616 INFO : TRAIN, epoch=0164, iter=00060/00196, fetch data time cost=1.72ms, fps=2359 images/s, loss=0.0251, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:15.373304, arrival_time=2021-04-10 02:24:45.989828, cost_time=0:00:06.782345 2021-04-10 02:24:31,717 INFO : TRAIN, epoch=0164, iter=00070/00196, fetch data time cost=1.44ms, fps=2326 images/s, loss=0.0247, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:14.189994, arrival_time=2021-04-10 02:24:45.907646, cost_time=0:00:07.883347 2021-04-10 02:24:32,805 INFO : TRAIN, epoch=0164, iter=00080/00196, fetch data time cost=1.64ms, fps=2355 images/s, loss=0.0246, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:00:13.008472, arrival_time=2021-04-10 02:24:45.814039, cost_time=0:00:08.971396 2021-04-10 02:24:33,887 INFO : TRAIN, epoch=0164, iter=00090/00196, fetch data time cost=1.62ms, fps=2367 images/s, loss=0.0253, top1-acc=99.20%, top5-acc=100.00%, remaining_time=0:00:11.840518, arrival_time=2021-04-10 02:24:45.727942, cost_time=0:00:10.053247 2021-04-10 02:24:34,968 INFO : TRAIN, epoch=0164, iter=00100/00196, fetch data time cost=1.70ms, fps=2370 images/s, loss=0.0256, top1-acc=99.20%, top5-acc=100.00%, remaining_time=0:00:10.688736, arrival_time=2021-04-10 02:24:45.656965, cost_time=0:00:11.134063 2021-04-10 02:24:36,055 INFO : TRAIN, epoch=0164, iter=00110/00196, fetch data time cost=1.60ms, fps=2356 images/s, loss=0.0258, top1-acc=99.20%, top5-acc=100.00%, remaining_time=0:00:09.554772, arrival_time=2021-04-10 02:24:45.610120, cost_time=0:00:12.221186 2021-04-10 02:24:37,149 INFO : TRAIN, epoch=0164, iter=00120/00196, fetch data time cost=1.70ms, fps=2341 images/s, loss=0.0259, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:08.432808, arrival_time=2021-04-10 02:24:45.582065, cost_time=0:00:13.315019 2021-04-10 02:24:38,243 INFO : TRAIN, epoch=0164, iter=00130/00196, fetch data time cost=1.71ms, fps=2342 images/s, loss=0.0259, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:07.315176, arrival_time=2021-04-10 02:24:45.558151, cost_time=0:00:14.408702 2021-04-10 02:24:39,331 INFO : TRAIN, epoch=0164, iter=00140/00196, fetch data time cost=1.78ms, fps=2352 images/s, loss=0.0257, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:06.199032, arrival_time=2021-04-10 02:24:45.530860, cost_time=0:00:15.497644 2021-04-10 02:24:40,417 INFO : TRAIN, epoch=0164, iter=00150/00196, fetch data time cost=2.24ms, fps=2360 images/s, loss=0.0258, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:05.085484, arrival_time=2021-04-10 02:24:45.502697, cost_time=0:00:16.583038 2021-04-10 02:24:41,505 INFO : TRAIN, epoch=0164, iter=00160/00196, fetch data time cost=2.10ms, fps=2353 images/s, loss=0.0258, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:03.976128, arrival_time=2021-04-10 02:24:45.481919, cost_time=0:00:17.671628 2021-04-10 02:24:42,601 INFO : TRAIN, epoch=0164, iter=00170/00196, fetch data time cost=1.72ms, fps=2337 images/s, loss=0.0259, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:02.870348, arrival_time=2021-04-10 02:24:45.472165, cost_time=0:00:18.767641 2021-04-10 02:24:43,694 INFO : TRAIN, epoch=0164, iter=00180/00196, fetch data time cost=1.54ms, fps=2345 images/s, loss=0.0257, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:01.765328, arrival_time=2021-04-10 02:24:45.459419, cost_time=0:00:19.859921 2021-04-10 02:24:44,777 INFO : TRAIN, epoch=0164, iter=00190/00196, fetch data time cost=1.29ms, fps=2364 images/s, loss=0.0255, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:00.661374, arrival_time=2021-04-10 02:24:45.439010, cost_time=0:00:20.943477 2021-04-10 02:24:45,360 INFO : TRAIN, epoch=0164, iter=00196/00196, fetch data time cost=1.30ms, fps=2335 images/s, loss=0.0253, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:24:45.360460, cost_time=0:00:21.526304 2021-04-10 02:24:45,705 INFO : EVAL, epoch=0164, iter=00010/00040, fetch data time cost=0.30ms, fps=7436 images/s, loss=0.3109, top1-acc=92.19%, top5-acc=99.80%, remaining_time=0:00:01.032780, arrival_time=2021-04-10 02:24:46.738716, cost_time=0:00:00.344257 2021-04-10 02:24:45,954 INFO : EVAL, epoch=0164, iter=00020/00040, fetch data time cost=0.47ms, fps=10302 images/s, loss=0.3042, top1-acc=92.52%, top5-acc=99.77%, remaining_time=0:00:00.593240, arrival_time=2021-04-10 02:24:46.548142, cost_time=0:00:00.593244 2021-04-10 02:24:46,239 INFO : EVAL, epoch=0164, iter=00030/00040, fetch data time cost=0.43ms, fps=9023 images/s, loss=0.3108, top1-acc=92.50%, top5-acc=99.79%, remaining_time=0:00:00.292480, arrival_time=2021-04-10 02:24:46.531604, cost_time=0:00:00.877435 2021-04-10 02:24:46,467 INFO : EVAL, epoch=0164, iter=00040/00040, fetch data time cost=0.07ms, fps=10171 images/s, loss=0.3163, top1-acc=92.29%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-10 02:24:46.467749, cost_time=0:00:01.106074 2021-04-10 02:24:46,602 INFO : Epoch=0164 complete, best val top1-acc=92.29%, top5-acc=99.76% (epoch=164), remaining_time=0:13:43.567788, arrival_time=2021-04-10 02:38:30.170354, cost_time=1:02:31.808886 2021-04-10 02:24:46,603 INFO : Train start, epoch=0165, lr=0.007784 2021-04-10 02:24:47,929 INFO : TRAIN, epoch=0165, iter=00010/00196, fetch data time cost=1.69ms, fps=1931 images/s, loss=0.0202, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:24.658578, arrival_time=2021-04-10 02:25:12.588398, cost_time=0:00:01.325733 2021-04-10 02:24:49,025 INFO : TRAIN, epoch=0165, iter=00020/00196, fetch data time cost=1.83ms, fps=2339 images/s, loss=0.0186, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:21.304800, arrival_time=2021-04-10 02:25:10.329875, cost_time=0:00:02.421002 2021-04-10 02:24:50,138 INFO : TRAIN, epoch=0165, iter=00030/00196, fetch data time cost=1.62ms, fps=2301 images/s, loss=0.0185, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:19.556460, arrival_time=2021-04-10 02:25:09.694698, cost_time=0:00:03.534310 2021-04-10 02:24:51,252 INFO : TRAIN, epoch=0165, iter=00040/00196, fetch data time cost=2.92ms, fps=2298 images/s, loss=0.0198, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:18.129384, arrival_time=2021-04-10 02:25:09.381987, cost_time=0:00:04.648565 2021-04-10 02:24:52,349 INFO : TRAIN, epoch=0165, iter=00050/00196, fetch data time cost=1.54ms, fps=2336 images/s, loss=0.0192, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:16.776714, arrival_time=2021-04-10 02:25:09.126096, cost_time=0:00:05.745446 2021-04-10 02:24:53,440 INFO : TRAIN, epoch=0165, iter=00060/00196, fetch data time cost=1.50ms, fps=2347 images/s, loss=0.0185, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:15.495976, arrival_time=2021-04-10 02:25:08.936367, cost_time=0:00:06.836452 2021-04-10 02:24:54,530 INFO : TRAIN, epoch=0165, iter=00070/00196, fetch data time cost=1.98ms, fps=2351 images/s, loss=0.0182, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:14.266854, arrival_time=2021-04-10 02:25:08.796830, cost_time=0:00:07.926040 2021-04-10 02:24:55,614 INFO : TRAIN, epoch=0165, iter=00080/00196, fetch data time cost=1.49ms, fps=2363 images/s, loss=0.0180, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:13.064384, arrival_time=2021-04-10 02:25:08.678429, cost_time=0:00:09.009958 2021-04-10 02:24:56,716 INFO : TRAIN, epoch=0165, iter=00090/00196, fetch data time cost=1.98ms, fps=2324 images/s, loss=0.0179, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:11.910054, arrival_time=2021-04-10 02:25:08.626381, cost_time=0:00:10.112312 2021-04-10 02:24:57,799 INFO : TRAIN, epoch=0165, iter=00100/00196, fetch data time cost=1.56ms, fps=2365 images/s, loss=0.0183, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:10.747872, arrival_time=2021-04-10 02:25:08.547489, cost_time=0:00:11.195672 2021-04-10 02:24:58,895 INFO : TRAIN, epoch=0165, iter=00110/00196, fetch data time cost=2.36ms, fps=2338 images/s, loss=0.0183, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:09.609554, arrival_time=2021-04-10 02:25:08.504791, cost_time=0:00:12.291302 2021-04-10 02:24:59,978 INFO : TRAIN, epoch=0165, iter=00120/00196, fetch data time cost=1.53ms, fps=2364 images/s, loss=0.0185, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:08.470732, arrival_time=2021-04-10 02:25:08.449486, cost_time=0:00:13.374823 2021-04-10 02:25:01,064 INFO : TRAIN, epoch=0165, iter=00130/00196, fetch data time cost=1.70ms, fps=2358 images/s, loss=0.0189, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:07.341576, arrival_time=2021-04-10 02:25:08.406246, cost_time=0:00:14.460735 2021-04-10 02:25:02,153 INFO : TRAIN, epoch=0165, iter=00140/00196, fetch data time cost=1.85ms, fps=2352 images/s, loss=0.0189, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:06.219808, arrival_time=2021-04-10 02:25:08.373480, cost_time=0:00:15.549586 2021-04-10 02:25:03,240 INFO : TRAIN, epoch=0165, iter=00150/00196, fetch data time cost=1.50ms, fps=2357 images/s, loss=0.0190, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:05.101814, arrival_time=2021-04-10 02:25:08.342134, cost_time=0:00:16.636323 2021-04-10 02:25:04,337 INFO : TRAIN, epoch=0165, iter=00160/00196, fetch data time cost=1.88ms, fps=2336 images/s, loss=0.0190, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:03.989916, arrival_time=2021-04-10 02:25:08.326906, cost_time=0:00:17.733029 2021-04-10 02:25:05,420 INFO : TRAIN, epoch=0165, iter=00170/00196, fetch data time cost=1.69ms, fps=2364 images/s, loss=0.0194, top1-acc=99.42%, top5-acc=100.00%, remaining_time=0:00:02.877810, arrival_time=2021-04-10 02:25:08.298276, cost_time=0:00:18.816526 2021-04-10 02:25:06,511 INFO : TRAIN, epoch=0165, iter=00180/00196, fetch data time cost=2.29ms, fps=2347 images/s, loss=0.0196, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:01.769568, arrival_time=2021-04-10 02:25:08.281225, cost_time=0:00:19.907717 2021-04-10 02:25:07,599 INFO : TRAIN, epoch=0165, iter=00190/00196, fetch data time cost=1.32ms, fps=2354 images/s, loss=0.0197, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:00.663018, arrival_time=2021-04-10 02:25:08.262609, cost_time=0:00:20.995654 2021-04-10 02:25:08,183 INFO : TRAIN, epoch=0165, iter=00196/00196, fetch data time cost=1.53ms, fps=2333 images/s, loss=0.0200, top1-acc=99.40%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:25:08.182966, cost_time=0:00:21.578995 2021-04-10 02:25:08,519 INFO : EVAL, epoch=0165, iter=00010/00040, fetch data time cost=1.52ms, fps=7643 images/s, loss=0.3123, top1-acc=92.50%, top5-acc=99.92%, remaining_time=0:00:01.004790, arrival_time=2021-04-10 02:25:09.524567, cost_time=0:00:00.334934 2021-04-10 02:25:08,792 INFO : EVAL, epoch=0165, iter=00020/00040, fetch data time cost=0.22ms, fps=9392 images/s, loss=0.3214, top1-acc=92.23%, top5-acc=99.82%, remaining_time=0:00:00.607880, arrival_time=2021-04-10 02:25:09.400590, cost_time=0:00:00.607881 2021-04-10 02:25:09,070 INFO : EVAL, epoch=0165, iter=00030/00040, fetch data time cost=2.17ms, fps=9216 images/s, loss=0.3284, top1-acc=92.12%, top5-acc=99.82%, remaining_time=0:00:00.295340, arrival_time=2021-04-10 02:25:09.366195, cost_time=0:00:00.886020 2021-04-10 02:25:09,286 INFO : EVAL, epoch=0165, iter=00040/00040, fetch data time cost=0.07ms, fps=10763 images/s, loss=0.3184, top1-acc=92.18%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-10 02:25:09.286753, cost_time=0:00:01.101949 2021-04-10 02:25:09,327 INFO : Epoch=0165 complete, best val top1-acc=92.29%, top5-acc=99.76% (epoch=164), remaining_time=0:13:20.658705, arrival_time=2021-04-10 02:38:29.986200, cost_time=1:02:54.533869 2021-04-10 02:25:09,328 INFO : Train start, epoch=0166, lr=0.007368 2021-04-10 02:25:10,609 INFO : TRAIN, epoch=0166, iter=00010/00196, fetch data time cost=3.37ms, fps=1998 images/s, loss=0.0155, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:23.830692, arrival_time=2021-04-10 02:25:34.440366, cost_time=0:00:01.281221 2021-04-10 02:25:11,698 INFO : TRAIN, epoch=0166, iter=00020/00196, fetch data time cost=1.92ms, fps=2354 images/s, loss=0.0170, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:20.851952, arrival_time=2021-04-10 02:25:32.549911, cost_time=0:00:02.369549 2021-04-10 02:25:12,789 INFO : TRAIN, epoch=0166, iter=00030/00196, fetch data time cost=1.62ms, fps=2347 images/s, loss=0.0172, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:19.151088, arrival_time=2021-04-10 02:25:31.940570, cost_time=0:00:03.461038 2021-04-10 02:25:13,910 INFO : TRAIN, epoch=0166, iter=00040/00196, fetch data time cost=11.05ms, fps=2285 images/s, loss=0.0198, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:17.870424, arrival_time=2021-04-10 02:25:31.780983, cost_time=0:00:04.582154 2021-04-10 02:25:15,001 INFO : TRAIN, epoch=0166, iter=00050/00196, fetch data time cost=2.49ms, fps=2349 images/s, loss=0.0201, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:16.563700, arrival_time=2021-04-10 02:25:31.564627, cost_time=0:00:05.672496 2021-04-10 02:25:16,103 INFO : TRAIN, epoch=0166, iter=00060/00196, fetch data time cost=2.13ms, fps=2324 images/s, loss=0.0212, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:15.356304, arrival_time=2021-04-10 02:25:31.459617, cost_time=0:00:06.774862 2021-04-10 02:25:17,199 INFO : TRAIN, epoch=0166, iter=00070/00196, fetch data time cost=1.56ms, fps=2337 images/s, loss=0.0209, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:14.167692, arrival_time=2021-04-10 02:25:31.366968, cost_time=0:00:07.870920 2021-04-10 02:25:18,284 INFO : TRAIN, epoch=0166, iter=00080/00196, fetch data time cost=1.49ms, fps=2361 images/s, loss=0.0211, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:00:12.985620, arrival_time=2021-04-10 02:25:31.269637, cost_time=0:00:08.955579 2021-04-10 02:25:19,370 INFO : TRAIN, epoch=0166, iter=00090/00196, fetch data time cost=1.64ms, fps=2357 images/s, loss=0.0212, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:00:11.827692, arrival_time=2021-04-10 02:25:31.198518, cost_time=0:00:10.042391 2021-04-10 02:25:20,460 INFO : TRAIN, epoch=0166, iter=00100/00196, fetch data time cost=1.62ms, fps=2350 images/s, loss=0.0211, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:10.687008, arrival_time=2021-04-10 02:25:31.147687, cost_time=0:00:11.132331 2021-04-10 02:25:21,555 INFO : TRAIN, epoch=0166, iter=00110/00196, fetch data time cost=1.95ms, fps=2339 images/s, loss=0.0209, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:09.559588, arrival_time=2021-04-10 02:25:31.115282, cost_time=0:00:12.227346 2021-04-10 02:25:22,646 INFO : TRAIN, epoch=0166, iter=00120/00196, fetch data time cost=1.59ms, fps=2349 images/s, loss=0.0211, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:08.434556, arrival_time=2021-04-10 02:25:31.080805, cost_time=0:00:13.317773 2021-04-10 02:25:23,733 INFO : TRAIN, epoch=0166, iter=00130/00196, fetch data time cost=1.54ms, fps=2357 images/s, loss=0.0209, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:07.313130, arrival_time=2021-04-10 02:25:31.046267, cost_time=0:00:14.404695 2021-04-10 02:25:24,826 INFO : TRAIN, epoch=0166, iter=00140/00196, fetch data time cost=1.69ms, fps=2344 images/s, loss=0.0213, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:06.199032, arrival_time=2021-04-10 02:25:31.025051, cost_time=0:00:15.497617 2021-04-10 02:25:25,922 INFO : TRAIN, epoch=0166, iter=00150/00196, fetch data time cost=1.53ms, fps=2336 images/s, loss=0.0212, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:05.088934, arrival_time=2021-04-10 02:25:31.011658, cost_time=0:00:16.594364 2021-04-10 02:25:27,017 INFO : TRAIN, epoch=0166, iter=00160/00196, fetch data time cost=1.86ms, fps=2340 images/s, loss=0.0208, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:03.979980, arrival_time=2021-04-10 02:25:30.997179, cost_time=0:00:17.688796 2021-04-10 02:25:28,103 INFO : TRAIN, epoch=0166, iter=00170/00196, fetch data time cost=1.53ms, fps=2359 images/s, loss=0.0213, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:02.871440, arrival_time=2021-04-10 02:25:30.974510, cost_time=0:00:18.774715 2021-04-10 02:25:29,191 INFO : TRAIN, epoch=0166, iter=00180/00196, fetch data time cost=1.53ms, fps=2353 images/s, loss=0.0213, top1-acc=99.33%, top5-acc=100.00%, remaining_time=0:00:01.765632, arrival_time=2021-04-10 02:25:30.957356, cost_time=0:00:19.863372 2021-04-10 02:25:30,281 INFO : TRAIN, epoch=0166, iter=00190/00196, fetch data time cost=1.54ms, fps=2349 images/s, loss=0.0214, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:00.661692, arrival_time=2021-04-10 02:25:30.943571, cost_time=0:00:20.953526 2021-04-10 02:25:30,866 INFO : TRAIN, epoch=0166, iter=00196/00196, fetch data time cost=1.32ms, fps=2327 images/s, loss=0.0215, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:25:30.866849, cost_time=0:00:21.538404 2021-04-10 02:25:31,205 INFO : EVAL, epoch=0166, iter=00010/00040, fetch data time cost=3.66ms, fps=7590 images/s, loss=0.3762, top1-acc=91.29%, top5-acc=99.80%, remaining_time=0:00:01.011840, arrival_time=2021-04-10 02:25:32.217253, cost_time=0:00:00.337284 2021-04-10 02:25:31,439 INFO : EVAL, epoch=0166, iter=00020/00040, fetch data time cost=0.33ms, fps=10966 images/s, loss=0.3440, top1-acc=91.84%, top5-acc=99.86%, remaining_time=0:00:00.571100, arrival_time=2021-04-10 02:25:32.010316, cost_time=0:00:00.571091 2021-04-10 02:25:31,676 INFO : EVAL, epoch=0166, iter=00030/00040, fetch data time cost=2.02ms, fps=10828 images/s, loss=0.3466, top1-acc=91.64%, top5-acc=99.80%, remaining_time=0:00:00.269290, arrival_time=2021-04-10 02:25:31.945315, cost_time=0:00:00.807880 2021-04-10 02:25:31,893 INFO : EVAL, epoch=0166, iter=00040/00040, fetch data time cost=0.07ms, fps=10696 images/s, loss=0.3417, top1-acc=91.80%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-10 02:25:31.893304, cost_time=0:00:01.025199 2021-04-10 02:25:31,933 INFO : Epoch=0166 complete, best val top1-acc=92.29%, top5-acc=99.76% (epoch=164), remaining_time=0:12:57.727526, arrival_time=2021-04-10 02:38:29.661432, cost_time=1:03:17.140290 2021-04-10 02:25:31,934 INFO : Train start, epoch=0167, lr=0.006963 2021-04-10 02:25:33,175 INFO : TRAIN, epoch=0167, iter=00010/00196, fetch data time cost=1.62ms, fps=2064 images/s, loss=0.0248, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:23.074788, arrival_time=2021-04-10 02:25:56.250148, cost_time=0:00:01.240576 2021-04-10 02:25:34,266 INFO : TRAIN, epoch=0167, iter=00020/00196, fetch data time cost=1.66ms, fps=2349 images/s, loss=0.0202, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:20.514736, arrival_time=2021-04-10 02:25:54.780717, cost_time=0:00:02.331218 2021-04-10 02:25:35,347 INFO : TRAIN, epoch=0167, iter=00030/00196, fetch data time cost=1.60ms, fps=2368 images/s, loss=0.0204, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:18.884824, arrival_time=2021-04-10 02:25:54.232480, cost_time=0:00:03.412933 2021-04-10 02:25:36,432 INFO : TRAIN, epoch=0167, iter=00040/00196, fetch data time cost=1.54ms, fps=2361 images/s, loss=0.0202, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:17.540328, arrival_time=2021-04-10 02:25:53.972583, cost_time=0:00:04.497505 2021-04-10 02:25:37,521 INFO : TRAIN, epoch=0167, iter=00050/00196, fetch data time cost=1.52ms, fps=2352 images/s, loss=0.0199, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:16.312434, arrival_time=2021-04-10 02:25:53.833603, cost_time=0:00:05.586426 2021-04-10 02:25:38,610 INFO : TRAIN, epoch=0167, iter=00060/00196, fetch data time cost=1.56ms, fps=2352 images/s, loss=0.0217, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:15.130408, arrival_time=2021-04-10 02:25:53.740390, cost_time=0:00:06.675183 2021-04-10 02:25:39,703 INFO : TRAIN, epoch=0167, iter=00070/00196, fetch data time cost=1.63ms, fps=2343 images/s, loss=0.0221, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:13.982976, arrival_time=2021-04-10 02:25:53.686053, cost_time=0:00:07.768294 2021-04-10 02:25:40,798 INFO : TRAIN, epoch=0167, iter=00080/00196, fetch data time cost=1.62ms, fps=2338 images/s, loss=0.0218, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:12.852800, arrival_time=2021-04-10 02:25:53.651544, cost_time=0:00:08.864005 2021-04-10 02:25:41,890 INFO : TRAIN, epoch=0167, iter=00090/00196, fetch data time cost=1.49ms, fps=2347 images/s, loss=0.0219, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:11.725296, arrival_time=2021-04-10 02:25:53.615499, cost_time=0:00:09.955446 2021-04-10 02:25:42,983 INFO : TRAIN, epoch=0167, iter=00100/00196, fetch data time cost=1.55ms, fps=2343 images/s, loss=0.0220, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:10.606560, arrival_time=2021-04-10 02:25:53.589769, cost_time=0:00:11.048456 2021-04-10 02:25:44,070 INFO : TRAIN, epoch=0167, iter=00110/00196, fetch data time cost=1.60ms, fps=2356 images/s, loss=0.0218, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:09.487864, arrival_time=2021-04-10 02:25:53.558273, cost_time=0:00:12.135656 2021-04-10 02:25:45,159 INFO : TRAIN, epoch=0167, iter=00120/00196, fetch data time cost=1.52ms, fps=2351 images/s, loss=0.0214, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:08.375884, arrival_time=2021-04-10 02:25:53.535706, cost_time=0:00:13.225080 2021-04-10 02:25:46,248 INFO : TRAIN, epoch=0167, iter=00130/00196, fetch data time cost=1.50ms, fps=2353 images/s, loss=0.0208, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:07.266930, arrival_time=2021-04-10 02:25:53.515288, cost_time=0:00:14.313614 2021-04-10 02:25:47,332 INFO : TRAIN, epoch=0167, iter=00140/00196, fetch data time cost=1.71ms, fps=2363 images/s, loss=0.0203, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:06.158992, arrival_time=2021-04-10 02:25:53.491210, cost_time=0:00:15.397456 2021-04-10 02:25:48,418 INFO : TRAIN, epoch=0167, iter=00150/00196, fetch data time cost=1.99ms, fps=2358 images/s, loss=0.0198, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:05.054986, arrival_time=2021-04-10 02:25:53.473432, cost_time=0:00:16.483701 2021-04-10 02:25:49,503 INFO : TRAIN, epoch=0167, iter=00160/00196, fetch data time cost=1.97ms, fps=2361 images/s, loss=0.0195, top1-acc=99.42%, top5-acc=100.00%, remaining_time=0:00:03.952872, arrival_time=2021-04-10 02:25:53.455895, cost_time=0:00:17.568283 2021-04-10 02:25:50,585 INFO : TRAIN, epoch=0167, iter=00170/00196, fetch data time cost=1.47ms, fps=2367 images/s, loss=0.0193, top1-acc=99.42%, top5-acc=100.00%, remaining_time=0:00:02.852408, arrival_time=2021-04-10 02:25:53.437526, cost_time=0:00:18.650378 2021-04-10 02:25:51,680 INFO : TRAIN, epoch=0167, iter=00180/00196, fetch data time cost=2.09ms, fps=2339 images/s, loss=0.0192, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:01.755136, arrival_time=2021-04-10 02:25:53.435257, cost_time=0:00:19.745310 2021-04-10 02:25:52,786 INFO : TRAIN, epoch=0167, iter=00190/00196, fetch data time cost=1.99ms, fps=2316 images/s, loss=0.0191, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:00.658464, arrival_time=2021-04-10 02:25:53.444678, cost_time=0:00:20.851342 2021-04-10 02:25:53,376 INFO : TRAIN, epoch=0167, iter=00196/00196, fetch data time cost=1.36ms, fps=2308 images/s, loss=0.0194, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:25:53.376188, cost_time=0:00:21.441455 2021-04-10 02:25:53,735 INFO : EVAL, epoch=0167, iter=00010/00040, fetch data time cost=0.43ms, fps=7155 images/s, loss=0.3145, top1-acc=92.19%, top5-acc=99.69%, remaining_time=0:00:01.073280, arrival_time=2021-04-10 02:25:54.808504, cost_time=0:00:00.357759 2021-04-10 02:25:53,972 INFO : EVAL, epoch=0167, iter=00020/00040, fetch data time cost=2.49ms, fps=10831 images/s, loss=0.3051, top1-acc=92.66%, top5-acc=99.77%, remaining_time=0:00:00.594480, arrival_time=2021-04-10 02:25:54.566462, cost_time=0:00:00.594473 2021-04-10 02:25:54,217 INFO : EVAL, epoch=0167, iter=00030/00040, fetch data time cost=4.58ms, fps=10442 images/s, loss=0.2960, top1-acc=92.81%, top5-acc=99.78%, remaining_time=0:00:00.280050, arrival_time=2021-04-10 02:25:54.497657, cost_time=0:00:00.840154 2021-04-10 02:25:54,433 INFO : EVAL, epoch=0167, iter=00040/00040, fetch data time cost=0.06ms, fps=10768 images/s, loss=0.3093, top1-acc=92.73%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-10 02:25:54.433384, cost_time=0:00:01.055959 2021-04-10 02:25:54,508 INFO : Epoch=0167 complete, best val top1-acc=92.73%, top5-acc=99.74% (epoch=167), remaining_time=0:12:34.793985, arrival_time=2021-04-10 02:38:29.302697, cost_time=1:03:39.715073 2021-04-10 02:25:54,509 INFO : Train start, epoch=0168, lr=0.006568 2021-04-10 02:25:55,780 INFO : TRAIN, epoch=0168, iter=00010/00196, fetch data time cost=2.62ms, fps=2015 images/s, loss=0.0170, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:23.629812, arrival_time=2021-04-10 02:26:19.409918, cost_time=0:00:01.270422 2021-04-10 02:25:56,876 INFO : TRAIN, epoch=0168, iter=00020/00196, fetch data time cost=1.95ms, fps=2335 images/s, loss=0.0185, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:20.831536, arrival_time=2021-04-10 02:26:17.708389, cost_time=0:00:02.367223 2021-04-10 02:25:57,965 INFO : TRAIN, epoch=0168, iter=00030/00196, fetch data time cost=1.44ms, fps=2354 images/s, loss=0.0202, top1-acc=99.35%, top5-acc=100.00%, remaining_time=0:00:19.119216, arrival_time=2021-04-10 02:26:17.084283, cost_time=0:00:03.455289 2021-04-10 02:25:59,058 INFO : TRAIN, epoch=0168, iter=00040/00196, fetch data time cost=1.65ms, fps=2342 images/s, loss=0.0206, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:17.740944, arrival_time=2021-04-10 02:26:16.799552, cost_time=0:00:04.548980 2021-04-10 02:26:00,151 INFO : TRAIN, epoch=0168, iter=00050/00196, fetch data time cost=1.58ms, fps=2345 images/s, loss=0.0207, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:16.472742, arrival_time=2021-04-10 02:26:16.623864, cost_time=0:00:05.641334 2021-04-10 02:26:01,239 INFO : TRAIN, epoch=0168, iter=00060/00196, fetch data time cost=2.23ms, fps=2353 images/s, loss=0.0208, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:15.255120, arrival_time=2021-04-10 02:26:16.494917, cost_time=0:00:06.730178 2021-04-10 02:26:02,331 INFO : TRAIN, epoch=0168, iter=00070/00196, fetch data time cost=1.92ms, fps=2346 images/s, loss=0.0207, top1-acc=99.35%, top5-acc=100.00%, remaining_time=0:00:14.079492, arrival_time=2021-04-10 02:26:16.411113, cost_time=0:00:07.821957 2021-04-10 02:26:03,429 INFO : TRAIN, epoch=0168, iter=00080/00196, fetch data time cost=2.32ms, fps=2335 images/s, loss=0.0208, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:12.932724, arrival_time=2021-04-10 02:26:16.361635, cost_time=0:00:08.919135 2021-04-10 02:26:04,560 INFO : TRAIN, epoch=0168, iter=00090/00196, fetch data time cost=1.64ms, fps=2264 images/s, loss=0.0208, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:11.837550, arrival_time=2021-04-10 02:26:16.397930, cost_time=0:00:10.050742 2021-04-10 02:26:05,682 INFO : TRAIN, epoch=0168, iter=00100/00196, fetch data time cost=2.21ms, fps=2283 images/s, loss=0.0209, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:10.725600, arrival_time=2021-04-10 02:26:16.407845, cost_time=0:00:11.172530 2021-04-10 02:26:06,766 INFO : TRAIN, epoch=0168, iter=00110/00196, fetch data time cost=2.12ms, fps=2364 images/s, loss=0.0209, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:09.582206, arrival_time=2021-04-10 02:26:16.348306, cost_time=0:00:12.256321 2021-04-10 02:26:07,859 INFO : TRAIN, epoch=0168, iter=00120/00196, fetch data time cost=1.70ms, fps=2343 images/s, loss=0.0206, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:08.454848, arrival_time=2021-04-10 02:26:16.314203, cost_time=0:00:13.349717 2021-04-10 02:26:08,946 INFO : TRAIN, epoch=0168, iter=00130/00196, fetch data time cost=1.53ms, fps=2355 images/s, loss=0.0203, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:07.329696, arrival_time=2021-04-10 02:26:16.276580, cost_time=0:00:14.437267 2021-04-10 02:26:10,030 INFO : TRAIN, epoch=0168, iter=00140/00196, fetch data time cost=1.46ms, fps=2363 images/s, loss=0.0202, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:06.208384, arrival_time=2021-04-10 02:26:16.238934, cost_time=0:00:15.520925 2021-04-10 02:26:11,126 INFO : TRAIN, epoch=0168, iter=00150/00196, fetch data time cost=2.22ms, fps=2338 images/s, loss=0.0203, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:05.095650, arrival_time=2021-04-10 02:26:16.221589, cost_time=0:00:16.616212 2021-04-10 02:26:12,217 INFO : TRAIN, epoch=0168, iter=00160/00196, fetch data time cost=1.42ms, fps=2346 images/s, loss=0.0207, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:03.984336, arrival_time=2021-04-10 02:26:16.202177, cost_time=0:00:17.708208 2021-04-10 02:26:13,307 INFO : TRAIN, epoch=0168, iter=00170/00196, fetch data time cost=1.62ms, fps=2350 images/s, loss=0.0206, top1-acc=99.35%, top5-acc=100.00%, remaining_time=0:00:02.875028, arrival_time=2021-04-10 02:26:16.182936, cost_time=0:00:18.798237 2021-04-10 02:26:14,398 INFO : TRAIN, epoch=0168, iter=00180/00196, fetch data time cost=1.51ms, fps=2349 images/s, loss=0.0207, top1-acc=99.35%, top5-acc=100.00%, remaining_time=0:00:01.767888, arrival_time=2021-04-10 02:26:16.166226, cost_time=0:00:19.888715 2021-04-10 02:26:15,488 INFO : TRAIN, epoch=0168, iter=00190/00196, fetch data time cost=1.34ms, fps=2351 images/s, loss=0.0207, top1-acc=99.35%, top5-acc=100.00%, remaining_time=0:00:00.662472, arrival_time=2021-04-10 02:26:16.150429, cost_time=0:00:20.978290 2021-04-10 02:26:16,071 INFO : TRAIN, epoch=0168, iter=00196/00196, fetch data time cost=1.36ms, fps=2334 images/s, loss=0.0208, top1-acc=99.35%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:26:16.071209, cost_time=0:00:21.561599 2021-04-10 02:26:16,386 INFO : EVAL, epoch=0168, iter=00010/00040, fetch data time cost=3.36ms, fps=8147 images/s, loss=0.3071, top1-acc=92.77%, top5-acc=99.84%, remaining_time=0:00:00.942660, arrival_time=2021-04-10 02:26:17.329243, cost_time=0:00:00.314223 2021-04-10 02:26:16,627 INFO : EVAL, epoch=0168, iter=00020/00040, fetch data time cost=0.41ms, fps=10649 images/s, loss=0.3143, top1-acc=92.44%, top5-acc=99.71%, remaining_time=0:00:00.555040, arrival_time=2021-04-10 02:26:17.182489, cost_time=0:00:00.555048 2021-04-10 02:26:16,871 INFO : EVAL, epoch=0168, iter=00030/00040, fetch data time cost=0.31ms, fps=10510 images/s, loss=0.3095, top1-acc=92.45%, top5-acc=99.71%, remaining_time=0:00:00.266380, arrival_time=2021-04-10 02:26:17.137876, cost_time=0:00:00.799132 2021-04-10 02:26:17,087 INFO : EVAL, epoch=0168, iter=00040/00040, fetch data time cost=0.06ms, fps=10760 images/s, loss=0.3097, top1-acc=92.46%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-10 02:26:17.087433, cost_time=0:00:01.015116 2021-04-10 02:26:17,129 INFO : Epoch=0168 complete, best val top1-acc=92.73%, top5-acc=99.74% (epoch=167), remaining_time=0:12:11.873440, arrival_time=2021-04-10 02:38:29.002634, cost_time=1:04:02.335561 2021-04-10 02:26:17,129 INFO : Train start, epoch=0169, lr=0.006185 2021-04-10 02:26:18,411 INFO : TRAIN, epoch=0169, iter=00010/00196, fetch data time cost=2.20ms, fps=1998 images/s, loss=0.0191, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:23.837202, arrival_time=2021-04-10 02:26:42.248921, cost_time=0:00:01.281569 2021-04-10 02:26:19,503 INFO : TRAIN, epoch=0169, iter=00020/00196, fetch data time cost=2.04ms, fps=2346 images/s, loss=0.0189, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:20.888384, arrival_time=2021-04-10 02:26:40.392143, cost_time=0:00:02.373688 2021-04-10 02:26:20,593 INFO : TRAIN, epoch=0169, iter=00030/00196, fetch data time cost=1.46ms, fps=2351 images/s, loss=0.0188, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:19.161546, arrival_time=2021-04-10 02:26:39.754697, cost_time=0:00:03.462931 2021-04-10 02:26:21,682 INFO : TRAIN, epoch=0169, iter=00040/00196, fetch data time cost=1.44ms, fps=2352 images/s, loss=0.0176, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:17.753268, arrival_time=2021-04-10 02:26:39.435444, cost_time=0:00:04.552107 2021-04-10 02:26:22,775 INFO : TRAIN, epoch=0169, iter=00050/00196, fetch data time cost=2.08ms, fps=2342 images/s, loss=0.0183, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:16.486028, arrival_time=2021-04-10 02:26:39.261974, cost_time=0:00:05.645883 2021-04-10 02:26:23,863 INFO : TRAIN, epoch=0169, iter=00060/00196, fetch data time cost=2.03ms, fps=2354 images/s, loss=0.0178, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:15.263008, arrival_time=2021-04-10 02:26:39.126766, cost_time=0:00:06.733694 2021-04-10 02:26:24,949 INFO : TRAIN, epoch=0169, iter=00070/00196, fetch data time cost=1.55ms, fps=2360 images/s, loss=0.0178, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:14.074452, arrival_time=2021-04-10 02:26:39.023621, cost_time=0:00:07.819118 2021-04-10 02:26:26,033 INFO : TRAIN, epoch=0169, iter=00080/00196, fetch data time cost=2.42ms, fps=2361 images/s, loss=0.0182, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:12.910336, arrival_time=2021-04-10 02:26:38.944140, cost_time=0:00:08.903645 2021-04-10 02:26:27,125 INFO : TRAIN, epoch=0169, iter=00090/00196, fetch data time cost=1.65ms, fps=2347 images/s, loss=0.0181, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:11.772148, arrival_time=2021-04-10 02:26:38.897485, cost_time=0:00:09.995219 2021-04-10 02:26:28,213 INFO : TRAIN, epoch=0169, iter=00100/00196, fetch data time cost=1.41ms, fps=2354 images/s, loss=0.0180, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:10.639872, arrival_time=2021-04-10 02:26:38.853158, cost_time=0:00:11.083213 2021-04-10 02:26:29,301 INFO : TRAIN, epoch=0169, iter=00110/00196, fetch data time cost=1.78ms, fps=2354 images/s, loss=0.0178, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:09.515728, arrival_time=2021-04-10 02:26:38.817012, cost_time=0:00:12.171225 2021-04-10 02:26:30,395 INFO : TRAIN, epoch=0169, iter=00120/00196, fetch data time cost=1.86ms, fps=2340 images/s, loss=0.0178, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:08.401648, arrival_time=2021-04-10 02:26:38.797501, cost_time=0:00:13.265776 2021-04-10 02:26:31,486 INFO : TRAIN, epoch=0169, iter=00130/00196, fetch data time cost=2.69ms, fps=2347 images/s, loss=0.0177, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:07.288842, arrival_time=2021-04-10 02:26:38.775759, cost_time=0:00:14.356794 2021-04-10 02:26:32,581 INFO : TRAIN, epoch=0169, iter=00140/00196, fetch data time cost=1.65ms, fps=2340 images/s, loss=0.0180, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:06.180496, arrival_time=2021-04-10 02:26:38.761871, cost_time=0:00:15.451266 2021-04-10 02:26:33,672 INFO : TRAIN, epoch=0169, iter=00150/00196, fetch data time cost=1.45ms, fps=2348 images/s, loss=0.0178, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:05.072926, arrival_time=2021-04-10 02:26:38.745208, cost_time=0:00:16.542206 2021-04-10 02:26:34,758 INFO : TRAIN, epoch=0169, iter=00160/00196, fetch data time cost=1.80ms, fps=2358 images/s, loss=0.0180, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:03.966372, arrival_time=2021-04-10 02:26:38.724718, cost_time=0:00:17.628285 2021-04-10 02:26:35,844 INFO : TRAIN, epoch=0169, iter=00170/00196, fetch data time cost=2.07ms, fps=2359 images/s, loss=0.0180, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:02.862158, arrival_time=2021-04-10 02:26:38.706415, cost_time=0:00:18.714152 2021-04-10 02:26:36,938 INFO : TRAIN, epoch=0169, iter=00180/00196, fetch data time cost=1.59ms, fps=2342 images/s, loss=0.0180, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:01.760720, arrival_time=2021-04-10 02:26:38.699017, cost_time=0:00:19.808145 2021-04-10 02:26:38,037 INFO : TRAIN, epoch=0169, iter=00190/00196, fetch data time cost=2.16ms, fps=2330 images/s, loss=0.0180, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:00.660240, arrival_time=2021-04-10 02:26:38.697951, cost_time=0:00:20.907647 2021-04-10 02:26:38,620 INFO : TRAIN, epoch=0169, iter=00196/00196, fetch data time cost=1.30ms, fps=2335 images/s, loss=0.0184, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:26:38.620638, cost_time=0:00:21.490599 2021-04-10 02:26:38,996 INFO : EVAL, epoch=0169, iter=00010/00040, fetch data time cost=0.44ms, fps=6835 images/s, loss=0.3237, top1-acc=92.07%, top5-acc=99.80%, remaining_time=0:00:01.123620, arrival_time=2021-04-10 02:26:40.119981, cost_time=0:00:00.374545 2021-04-10 02:26:39,227 INFO : EVAL, epoch=0169, iter=00020/00040, fetch data time cost=0.19ms, fps=11122 images/s, loss=0.3125, top1-acc=92.42%, top5-acc=99.84%, remaining_time=0:00:00.605200, arrival_time=2021-04-10 02:26:39.832247, cost_time=0:00:00.605209 2021-04-10 02:26:39,480 INFO : EVAL, epoch=0169, iter=00030/00040, fetch data time cost=0.29ms, fps=10118 images/s, loss=0.3154, top1-acc=92.32%, top5-acc=99.84%, remaining_time=0:00:00.286240, arrival_time=2021-04-10 02:26:39.766751, cost_time=0:00:00.858710 2021-04-10 02:26:39,712 INFO : EVAL, epoch=0169, iter=00040/00040, fetch data time cost=0.07ms, fps=10003 images/s, loss=0.3333, top1-acc=92.53%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-10 02:26:39.712814, cost_time=0:00:01.091036 2021-04-10 02:26:39,758 INFO : Epoch=0169 complete, best val top1-acc=92.73%, top5-acc=99.74% (epoch=167), remaining_time=0:11:48.958034, arrival_time=2021-04-10 02:38:28.716410, cost_time=1:04:24.964751 2021-04-10 02:26:39,759 INFO : Train start, epoch=0170, lr=0.005812 2021-04-10 02:26:41,036 INFO : TRAIN, epoch=0170, iter=00010/00196, fetch data time cost=1.67ms, fps=2004 images/s, loss=0.0203, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:23.755920, arrival_time=2021-04-10 02:27:04.792395, cost_time=0:00:01.277204 2021-04-10 02:26:42,144 INFO : TRAIN, epoch=0170, iter=00020/00196, fetch data time cost=1.44ms, fps=2312 images/s, loss=0.0225, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:20.989056, arrival_time=2021-04-10 02:27:03.133391, cost_time=0:00:02.385111 2021-04-10 02:26:43,227 INFO : TRAIN, epoch=0170, iter=00030/00196, fetch data time cost=1.93ms, fps=2364 images/s, loss=0.0211, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:19.190928, arrival_time=2021-04-10 02:27:02.418508, cost_time=0:00:03.468255 2021-04-10 02:26:44,317 INFO : TRAIN, epoch=0170, iter=00040/00196, fetch data time cost=1.69ms, fps=2350 images/s, loss=0.0206, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:17.777604, arrival_time=2021-04-10 02:27:02.095263, cost_time=0:00:04.558371 2021-04-10 02:26:45,409 INFO : TRAIN, epoch=0170, iter=00050/00196, fetch data time cost=2.26ms, fps=2345 images/s, loss=0.0196, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:16.499898, arrival_time=2021-04-10 02:27:01.909800, cost_time=0:00:05.650671 2021-04-10 02:26:46,512 INFO : TRAIN, epoch=0170, iter=00060/00196, fetch data time cost=1.51ms, fps=2324 images/s, loss=0.0188, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:15.306256, arrival_time=2021-04-10 02:27:01.818370, cost_time=0:00:06.752785 2021-04-10 02:26:47,600 INFO : TRAIN, epoch=0170, iter=00070/00196, fetch data time cost=2.07ms, fps=2354 images/s, loss=0.0186, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:14.113764, arrival_time=2021-04-10 02:27:01.713983, cost_time=0:00:07.840981 2021-04-10 02:26:48,684 INFO : TRAIN, epoch=0170, iter=00080/00196, fetch data time cost=1.56ms, fps=2362 images/s, loss=0.0191, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:12.941772, arrival_time=2021-04-10 02:27:01.626343, cost_time=0:00:08.925335 2021-04-10 02:26:49,777 INFO : TRAIN, epoch=0170, iter=00090/00196, fetch data time cost=1.62ms, fps=2344 images/s, loss=0.0187, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:11.798860, arrival_time=2021-04-10 02:27:01.575998, cost_time=0:00:10.017912 2021-04-10 02:26:50,864 INFO : TRAIN, epoch=0170, iter=00100/00196, fetch data time cost=1.73ms, fps=2356 images/s, loss=0.0182, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:10.660800, arrival_time=2021-04-10 02:27:01.525130, cost_time=0:00:11.105028 2021-04-10 02:26:51,953 INFO : TRAIN, epoch=0170, iter=00110/00196, fetch data time cost=2.01ms, fps=2352 images/s, loss=0.0177, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:09.533530, arrival_time=2021-04-10 02:27:01.486895, cost_time=0:00:12.194082 2021-04-10 02:26:53,047 INFO : TRAIN, epoch=0170, iter=00120/00196, fetch data time cost=1.51ms, fps=2341 images/s, loss=0.0171, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:08.415936, arrival_time=2021-04-10 02:27:01.463537, cost_time=0:00:13.288369 2021-04-10 02:26:54,194 INFO : TRAIN, epoch=0170, iter=00130/00196, fetch data time cost=1.74ms, fps=2233 images/s, loss=0.0166, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:07.328838, arrival_time=2021-04-10 02:27:01.523617, cost_time=0:00:14.435549 2021-04-10 02:26:55,294 INFO : TRAIN, epoch=0170, iter=00140/00196, fetch data time cost=1.53ms, fps=2329 images/s, loss=0.0162, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:06.214096, arrival_time=2021-04-10 02:27:01.508494, cost_time=0:00:15.535171 2021-04-10 02:26:56,387 INFO : TRAIN, epoch=0170, iter=00150/00196, fetch data time cost=1.57ms, fps=2342 images/s, loss=0.0163, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:05.099422, arrival_time=2021-04-10 02:27:01.487204, cost_time=0:00:16.628559 2021-04-10 02:26:57,472 INFO : TRAIN, epoch=0170, iter=00160/00196, fetch data time cost=1.93ms, fps=2361 images/s, loss=0.0163, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:03.985452, arrival_time=2021-04-10 02:27:01.457836, cost_time=0:00:17.713151 2021-04-10 02:26:58,565 INFO : TRAIN, epoch=0170, iter=00170/00196, fetch data time cost=1.61ms, fps=2343 images/s, loss=0.0166, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:02.876224, arrival_time=2021-04-10 02:27:01.441595, cost_time=0:00:18.806149 2021-04-10 02:26:59,651 INFO : TRAIN, epoch=0170, iter=00180/00196, fetch data time cost=1.57ms, fps=2359 images/s, loss=0.0169, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:01.768176, arrival_time=2021-04-10 02:27:01.419491, cost_time=0:00:19.892000 2021-04-10 02:27:00,736 INFO : TRAIN, epoch=0170, iter=00190/00196, fetch data time cost=1.76ms, fps=2360 images/s, loss=0.0169, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:00.662442, arrival_time=2021-04-10 02:27:01.399097, cost_time=0:00:20.977415 2021-04-10 02:27:01,323 INFO : TRAIN, epoch=0170, iter=00196/00196, fetch data time cost=1.52ms, fps=2318 images/s, loss=0.0169, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:27:01.323794, cost_time=0:00:21.564524 2021-04-10 02:27:01,697 INFO : EVAL, epoch=0170, iter=00010/00040, fetch data time cost=0.38ms, fps=6885 images/s, loss=0.3048, top1-acc=93.01%, top5-acc=99.77%, remaining_time=0:00:01.115400, arrival_time=2021-04-10 02:27:02.812987, cost_time=0:00:00.371802 2021-04-10 02:27:01,936 INFO : EVAL, epoch=0170, iter=00020/00040, fetch data time cost=2.18ms, fps=10722 images/s, loss=0.3206, top1-acc=92.50%, top5-acc=99.84%, remaining_time=0:00:00.611080, arrival_time=2021-04-10 02:27:02.547907, cost_time=0:00:00.611088 2021-04-10 02:27:02,173 INFO : EVAL, epoch=0170, iter=00030/00040, fetch data time cost=0.20ms, fps=10852 images/s, loss=0.3123, top1-acc=92.63%, top5-acc=99.84%, remaining_time=0:00:00.282450, arrival_time=2021-04-10 02:27:02.455531, cost_time=0:00:00.847355 2021-04-10 02:27:02,384 INFO : EVAL, epoch=0170, iter=00040/00040, fetch data time cost=0.05ms, fps=10970 images/s, loss=0.3167, top1-acc=92.66%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-10 02:27:02.384900, cost_time=0:00:01.059206 2021-04-10 02:27:02,452 INFO : Epoch=0170 complete, best val top1-acc=92.73%, top5-acc=99.74% (epoch=167), remaining_time=0:11:26.057370, arrival_time=2021-04-10 02:38:28.509480, cost_time=1:04:47.658485 2021-04-10 02:27:02,452 INFO : Train start, epoch=0171, lr=0.005450 2021-04-10 02:27:03,773 INFO : TRAIN, epoch=0171, iter=00010/00196, fetch data time cost=1.50ms, fps=1939 images/s, loss=0.0149, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:24.558696, arrival_time=2021-04-10 02:27:28.332043, cost_time=0:00:01.320365 2021-04-10 02:27:04,858 INFO : TRAIN, epoch=0171, iter=00020/00196, fetch data time cost=1.60ms, fps=2361 images/s, loss=0.0140, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:21.166464, arrival_time=2021-04-10 02:27:26.024723, cost_time=0:00:02.405277 2021-04-10 02:27:05,941 INFO : TRAIN, epoch=0171, iter=00030/00196, fetch data time cost=1.79ms, fps=2364 images/s, loss=0.0135, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:19.302978, arrival_time=2021-04-10 02:27:25.244497, cost_time=0:00:03.488502 2021-04-10 02:27:07,030 INFO : TRAIN, epoch=0171, iter=00040/00196, fetch data time cost=1.51ms, fps=2353 images/s, loss=0.0135, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:17.850612, arrival_time=2021-04-10 02:27:24.880653, cost_time=0:00:04.577067 2021-04-10 02:27:08,123 INFO : TRAIN, epoch=0171, iter=00050/00196, fetch data time cost=1.94ms, fps=2342 images/s, loss=0.0129, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:16.557860, arrival_time=2021-04-10 02:27:24.681402, cost_time=0:00:05.670488 2021-04-10 02:27:09,212 INFO : TRAIN, epoch=0171, iter=00060/00196, fetch data time cost=1.62ms, fps=2353 images/s, loss=0.0128, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:15.321216, arrival_time=2021-04-10 02:27:24.533525, cost_time=0:00:06.759350 2021-04-10 02:27:10,304 INFO : TRAIN, epoch=0171, iter=00070/00196, fetch data time cost=1.75ms, fps=2345 images/s, loss=0.0131, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:14.132790, arrival_time=2021-04-10 02:27:24.437352, cost_time=0:00:07.851518 2021-04-10 02:27:11,395 INFO : TRAIN, epoch=0171, iter=00080/00196, fetch data time cost=1.52ms, fps=2349 images/s, loss=0.0133, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:12.966132, arrival_time=2021-04-10 02:27:24.361336, cost_time=0:00:08.942169 2021-04-10 02:27:12,493 INFO : TRAIN, epoch=0171, iter=00090/00196, fetch data time cost=1.84ms, fps=2333 images/s, loss=0.0138, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:11.824830, arrival_time=2021-04-10 02:27:24.317900, cost_time=0:00:10.039993 2021-04-10 02:27:13,580 INFO : TRAIN, epoch=0171, iter=00100/00196, fetch data time cost=1.73ms, fps=2355 images/s, loss=0.0140, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:10.682880, arrival_time=2021-04-10 02:27:24.263809, cost_time=0:00:11.127968 2021-04-10 02:27:14,669 INFO : TRAIN, epoch=0171, iter=00110/00196, fetch data time cost=1.66ms, fps=2354 images/s, loss=0.0140, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:09.550730, arrival_time=2021-04-10 02:27:24.219906, cost_time=0:00:12.216095 2021-04-10 02:27:15,760 INFO : TRAIN, epoch=0171, iter=00120/00196, fetch data time cost=2.01ms, fps=2348 images/s, loss=0.0140, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:08.427944, arrival_time=2021-04-10 02:27:24.188242, cost_time=0:00:13.307313 2021-04-10 02:27:16,846 INFO : TRAIN, epoch=0171, iter=00130/00196, fetch data time cost=1.45ms, fps=2357 images/s, loss=0.0140, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:07.307586, arrival_time=2021-04-10 02:27:24.154329, cost_time=0:00:14.393755 2021-04-10 02:27:17,936 INFO : TRAIN, epoch=0171, iter=00140/00196, fetch data time cost=1.56ms, fps=2351 images/s, loss=0.0136, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:06.193320, arrival_time=2021-04-10 02:27:24.129690, cost_time=0:00:15.483296 2021-04-10 02:27:19,041 INFO : TRAIN, epoch=0171, iter=00150/00196, fetch data time cost=1.53ms, fps=2318 images/s, loss=0.0135, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:05.087186, arrival_time=2021-04-10 02:27:24.128823, cost_time=0:00:16.588579 2021-04-10 02:27:20,138 INFO : TRAIN, epoch=0171, iter=00160/00196, fetch data time cost=1.97ms, fps=2335 images/s, loss=0.0136, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:03.979296, arrival_time=2021-04-10 02:27:24.118051, cost_time=0:00:17.685778 2021-04-10 02:27:21,235 INFO : TRAIN, epoch=0171, iter=00170/00196, fetch data time cost=1.61ms, fps=2336 images/s, loss=0.0136, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:02.872584, arrival_time=2021-04-10 02:27:24.107872, cost_time=0:00:18.782302 2021-04-10 02:27:22,334 INFO : TRAIN, epoch=0171, iter=00180/00196, fetch data time cost=1.69ms, fps=2331 images/s, loss=0.0135, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:01.767200, arrival_time=2021-04-10 02:27:24.101220, cost_time=0:00:19.881042 2021-04-10 02:27:23,422 INFO : TRAIN, epoch=0171, iter=00190/00196, fetch data time cost=1.38ms, fps=2353 images/s, loss=0.0135, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:00.662190, arrival_time=2021-04-10 02:27:24.084570, cost_time=0:00:20.969400 2021-04-10 02:27:24,011 INFO : TRAIN, epoch=0171, iter=00196/00196, fetch data time cost=1.37ms, fps=2313 images/s, loss=0.0136, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:27:24.011009, cost_time=0:00:21.557951 2021-04-10 02:27:24,356 INFO : EVAL, epoch=0171, iter=00010/00040, fetch data time cost=3.71ms, fps=7427 images/s, loss=0.3178, top1-acc=92.58%, top5-acc=99.73%, remaining_time=0:00:01.033980, arrival_time=2021-04-10 02:27:25.390926, cost_time=0:00:00.344660 2021-04-10 02:27:24,597 INFO : EVAL, epoch=0171, iter=00020/00040, fetch data time cost=0.19ms, fps=10674 images/s, loss=0.2942, top1-acc=93.07%, top5-acc=99.80%, remaining_time=0:00:00.584860, arrival_time=2021-04-10 02:27:25.182060, cost_time=0:00:00.584869 2021-04-10 02:27:24,852 INFO : EVAL, epoch=0171, iter=00030/00040, fetch data time cost=17.43ms, fps=10041 images/s, loss=0.3073, top1-acc=92.68%, top5-acc=99.83%, remaining_time=0:00:00.280100, arrival_time=2021-04-10 02:27:25.132702, cost_time=0:00:00.840314 2021-04-10 02:27:25,059 INFO : EVAL, epoch=0171, iter=00040/00040, fetch data time cost=0.06ms, fps=11210 images/s, loss=0.3004, top1-acc=92.54%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-10 02:27:25.059898, cost_time=0:00:01.047645 2021-04-10 02:27:25,100 INFO : Epoch=0171 complete, best val top1-acc=92.73%, top5-acc=99.74% (epoch=167), remaining_time=0:11:03.151468, arrival_time=2021-04-10 02:38:28.251940, cost_time=1:05:10.306849 2021-04-10 02:27:25,101 INFO : Train start, epoch=0172, lr=0.005099 2021-04-10 02:27:26,376 INFO : TRAIN, epoch=0172, iter=00010/00196, fetch data time cost=0.58ms, fps=2007 images/s, loss=0.0133, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:23.724672, arrival_time=2021-04-10 02:27:50.101590, cost_time=0:00:01.275523 2021-04-10 02:27:27,458 INFO : TRAIN, epoch=0172, iter=00020/00196, fetch data time cost=1.49ms, fps=2368 images/s, loss=0.0157, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:20.742656, arrival_time=2021-04-10 02:27:48.201247, cost_time=0:00:02.357128 2021-04-10 02:27:28,545 INFO : TRAIN, epoch=0172, iter=00030/00196, fetch data time cost=2.12ms, fps=2356 images/s, loss=0.0152, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:19.058294, arrival_time=2021-04-10 02:27:47.603897, cost_time=0:00:03.444283 2021-04-10 02:27:29,634 INFO : TRAIN, epoch=0172, iter=00040/00196, fetch data time cost=1.96ms, fps=2353 images/s, loss=0.0161, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:17.678076, arrival_time=2021-04-10 02:27:47.312440, cost_time=0:00:04.532850 2021-04-10 02:27:30,734 INFO : TRAIN, epoch=0172, iter=00050/00196, fetch data time cost=2.06ms, fps=2329 images/s, loss=0.0153, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:16.447922, arrival_time=2021-04-10 02:27:47.182113, cost_time=0:00:05.632853 2021-04-10 02:27:31,828 INFO : TRAIN, epoch=0172, iter=00060/00196, fetch data time cost=1.70ms, fps=2340 images/s, loss=0.0147, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:15.248728, arrival_time=2021-04-10 02:27:47.077499, cost_time=0:00:06.727381 2021-04-10 02:27:32,922 INFO : TRAIN, epoch=0172, iter=00070/00196, fetch data time cost=1.48ms, fps=2342 images/s, loss=0.0143, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:14.077602, arrival_time=2021-04-10 02:27:47.000007, cost_time=0:00:07.820898 2021-04-10 02:27:34,013 INFO : TRAIN, epoch=0172, iter=00080/00196, fetch data time cost=1.90ms, fps=2348 images/s, loss=0.0140, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:12.922400, arrival_time=2021-04-10 02:27:46.935769, cost_time=0:00:08.912016 2021-04-10 02:27:35,096 INFO : TRAIN, epoch=0172, iter=00090/00196, fetch data time cost=2.23ms, fps=2365 images/s, loss=0.0139, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:11.771618, arrival_time=2021-04-10 02:27:46.867751, cost_time=0:00:09.994796 2021-04-10 02:27:36,184 INFO : TRAIN, epoch=0172, iter=00100/00196, fetch data time cost=1.65ms, fps=2353 images/s, loss=0.0136, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:10.640064, arrival_time=2021-04-10 02:27:46.824835, cost_time=0:00:11.083379 2021-04-10 02:27:37,274 INFO : TRAIN, epoch=0172, iter=00110/00196, fetch data time cost=2.13ms, fps=2350 images/s, loss=0.0136, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:09.517362, arrival_time=2021-04-10 02:27:46.792116, cost_time=0:00:12.173407 2021-04-10 02:27:38,365 INFO : TRAIN, epoch=0172, iter=00120/00196, fetch data time cost=2.08ms, fps=2349 images/s, loss=0.0137, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:08.400432, arrival_time=2021-04-10 02:27:46.765580, cost_time=0:00:13.263799 2021-04-10 02:27:39,456 INFO : TRAIN, epoch=0172, iter=00130/00196, fetch data time cost=1.67ms, fps=2348 images/s, loss=0.0136, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:07.287720, arrival_time=2021-04-10 02:27:46.743877, cost_time=0:00:14.354659 2021-04-10 02:27:40,543 INFO : TRAIN, epoch=0172, iter=00140/00196, fetch data time cost=1.53ms, fps=2357 images/s, loss=0.0139, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:06.176688, arrival_time=2021-04-10 02:27:46.719790, cost_time=0:00:15.441757 2021-04-10 02:27:41,627 INFO : TRAIN, epoch=0172, iter=00150/00196, fetch data time cost=1.53ms, fps=2363 images/s, loss=0.0140, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:05.067866, arrival_time=2021-04-10 02:27:46.694941, cost_time=0:00:16.525724 2021-04-10 02:27:42,714 INFO : TRAIN, epoch=0172, iter=00160/00196, fetch data time cost=1.63ms, fps=2356 images/s, loss=0.0139, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:03.962844, arrival_time=2021-04-10 02:27:46.676867, cost_time=0:00:17.612685 2021-04-10 02:27:43,800 INFO : TRAIN, epoch=0172, iter=00170/00196, fetch data time cost=1.49ms, fps=2357 images/s, loss=0.0138, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:02.859896, arrival_time=2021-04-10 02:27:46.660583, cost_time=0:00:18.699359 2021-04-10 02:27:44,886 INFO : TRAIN, epoch=0172, iter=00180/00196, fetch data time cost=1.48ms, fps=2358 images/s, loss=0.0137, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:01.758704, arrival_time=2021-04-10 02:27:46.645375, cost_time=0:00:19.785341 2021-04-10 02:27:45,974 INFO : TRAIN, epoch=0172, iter=00190/00196, fetch data time cost=1.35ms, fps=2353 images/s, loss=0.0136, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:00.659166, arrival_time=2021-04-10 02:27:46.634089, cost_time=0:00:20.873581 2021-04-10 02:27:46,563 INFO : TRAIN, epoch=0172, iter=00196/00196, fetch data time cost=1.62ms, fps=2315 images/s, loss=0.0137, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:27:46.562987, cost_time=0:00:21.461606 2021-04-10 02:27:46,911 INFO : EVAL, epoch=0172, iter=00010/00040, fetch data time cost=2.91ms, fps=7389 images/s, loss=0.3034, top1-acc=92.62%, top5-acc=99.92%, remaining_time=0:00:01.039320, arrival_time=2021-04-10 02:27:47.950662, cost_time=0:00:00.346443 2021-04-10 02:27:47,161 INFO : EVAL, epoch=0172, iter=00020/00040, fetch data time cost=2.86ms, fps=10241 images/s, loss=0.3128, top1-acc=92.54%, top5-acc=99.80%, remaining_time=0:00:00.596780, arrival_time=2021-04-10 02:27:47.758506, cost_time=0:00:00.596786 2021-04-10 02:27:47,432 INFO : EVAL, epoch=0172, iter=00030/00040, fetch data time cost=2.54ms, fps=9468 images/s, loss=0.3070, top1-acc=92.63%, top5-acc=99.82%, remaining_time=0:00:00.289220, arrival_time=2021-04-10 02:27:47.721838, cost_time=0:00:00.867652 2021-04-10 02:27:47,658 INFO : EVAL, epoch=0172, iter=00040/00040, fetch data time cost=0.07ms, fps=10276 images/s, loss=0.3195, top1-acc=92.62%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-10 02:27:47.658840, cost_time=0:00:01.093982 2021-04-10 02:27:47,702 INFO : Epoch=0172 complete, best val top1-acc=92.73%, top5-acc=99.74% (epoch=167), remaining_time=0:10:40.240944, arrival_time=2021-04-10 02:38:27.943273, cost_time=1:05:32.908654 2021-04-10 02:27:47,703 INFO : Train start, epoch=0173, lr=0.004759 2021-04-10 02:27:48,968 INFO : TRAIN, epoch=0173, iter=00010/00196, fetch data time cost=1.79ms, fps=2024 images/s, loss=0.0116, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:23.523420, arrival_time=2021-04-10 02:28:12.491781, cost_time=0:00:01.264695 2021-04-10 02:27:50,048 INFO : TRAIN, epoch=0173, iter=00020/00196, fetch data time cost=1.57ms, fps=2371 images/s, loss=0.0111, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:20.635472, arrival_time=2021-04-10 02:28:10.684101, cost_time=0:00:02.344947 2021-04-10 02:27:51,136 INFO : TRAIN, epoch=0173, iter=00030/00196, fetch data time cost=2.31ms, fps=2353 images/s, loss=0.0103, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:18.997040, arrival_time=2021-04-10 02:28:10.133947, cost_time=0:00:03.433204 2021-04-10 02:27:52,240 INFO : TRAIN, epoch=0173, iter=00040/00196, fetch data time cost=1.60ms, fps=2321 images/s, loss=0.0102, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:17.692740, arrival_time=2021-04-10 02:28:09.933009, cost_time=0:00:04.536600 2021-04-10 02:27:53,334 INFO : TRAIN, epoch=0173, iter=00050/00196, fetch data time cost=2.11ms, fps=2342 images/s, loss=0.0106, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:16.440622, arrival_time=2021-04-10 02:28:09.774650, cost_time=0:00:05.630334 2021-04-10 02:27:54,424 INFO : TRAIN, epoch=0173, iter=00060/00196, fetch data time cost=2.27ms, fps=2348 images/s, loss=0.0110, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:15.234584, arrival_time=2021-04-10 02:28:09.659438, cost_time=0:00:06.721123 2021-04-10 02:27:55,509 INFO : TRAIN, epoch=0173, iter=00070/00196, fetch data time cost=1.53ms, fps=2362 images/s, loss=0.0111, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:14.049882, arrival_time=2021-04-10 02:28:09.559021, cost_time=0:00:07.805478 2021-04-10 02:27:56,599 INFO : TRAIN, epoch=0173, iter=00080/00196, fetch data time cost=2.03ms, fps=2349 images/s, loss=0.0111, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:12.898852, arrival_time=2021-04-10 02:28:09.498327, cost_time=0:00:08.895756 2021-04-10 02:27:57,693 INFO : TRAIN, epoch=0173, iter=00090/00196, fetch data time cost=1.60ms, fps=2341 images/s, loss=0.0106, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:11.765788, arrival_time=2021-04-10 02:28:09.459214, cost_time=0:00:09.989784 2021-04-10 02:27:58,808 INFO : TRAIN, epoch=0173, iter=00100/00196, fetch data time cost=1.61ms, fps=2297 images/s, loss=0.0108, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:10.660320, arrival_time=2021-04-10 02:28:09.468522, cost_time=0:00:11.104547 2021-04-10 02:27:59,894 INFO : TRAIN, epoch=0173, iter=00110/00196, fetch data time cost=1.48ms, fps=2358 images/s, loss=0.0108, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:09.531036, arrival_time=2021-04-10 02:28:09.425562, cost_time=0:00:12.190865 2021-04-10 02:28:00,986 INFO : TRAIN, epoch=0173, iter=00120/00196, fetch data time cost=1.50ms, fps=2345 images/s, loss=0.0110, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:08.412668, arrival_time=2021-04-10 02:28:09.399546, cost_time=0:00:13.283115 2021-04-10 02:28:02,078 INFO : TRAIN, epoch=0173, iter=00130/00196, fetch data time cost=1.62ms, fps=2346 images/s, loss=0.0107, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:07.298016, arrival_time=2021-04-10 02:28:09.376637, cost_time=0:00:14.374905 2021-04-10 02:28:03,165 INFO : TRAIN, epoch=0173, iter=00140/00196, fetch data time cost=1.52ms, fps=2358 images/s, loss=0.0109, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:06.184472, arrival_time=2021-04-10 02:28:09.349462, cost_time=0:00:15.461149 2021-04-10 02:28:04,257 INFO : TRAIN, epoch=0173, iter=00150/00196, fetch data time cost=1.42ms, fps=2345 images/s, loss=0.0108, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:05.076468, arrival_time=2021-04-10 02:28:09.333779, cost_time=0:00:16.553644 2021-04-10 02:28:05,344 INFO : TRAIN, epoch=0173, iter=00160/00196, fetch data time cost=1.58ms, fps=2356 images/s, loss=0.0109, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:03.969144, arrival_time=2021-04-10 02:28:09.313375, cost_time=0:00:17.640570 2021-04-10 02:28:06,431 INFO : TRAIN, epoch=0173, iter=00170/00196, fetch data time cost=1.52ms, fps=2356 images/s, loss=0.0109, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:02.864238, arrival_time=2021-04-10 02:28:09.295680, cost_time=0:00:18.727681 2021-04-10 02:28:07,527 INFO : TRAIN, epoch=0173, iter=00180/00196, fetch data time cost=1.90ms, fps=2338 images/s, loss=0.0111, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:01.762096, arrival_time=2021-04-10 02:28:09.289329, cost_time=0:00:19.823491 2021-04-10 02:28:08,617 INFO : TRAIN, epoch=0173, iter=00190/00196, fetch data time cost=1.38ms, fps=2350 images/s, loss=0.0113, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:00.660426, arrival_time=2021-04-10 02:28:09.277669, cost_time=0:00:20.913564 2021-04-10 02:28:09,201 INFO : TRAIN, epoch=0173, iter=00196/00196, fetch data time cost=1.53ms, fps=2331 images/s, loss=0.0113, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:28:09.201233, cost_time=0:00:21.497540 2021-04-10 02:28:09,532 INFO : EVAL, epoch=0173, iter=00010/00040, fetch data time cost=9.16ms, fps=7764 images/s, loss=0.2956, top1-acc=93.01%, top5-acc=99.77%, remaining_time=0:00:00.989070, arrival_time=2021-04-10 02:28:10.521924, cost_time=0:00:00.329689 2021-04-10 02:28:09,782 INFO : EVAL, epoch=0173, iter=00020/00040, fetch data time cost=0.42ms, fps=10278 images/s, loss=0.3251, top1-acc=92.54%, top5-acc=99.79%, remaining_time=0:00:00.579240, arrival_time=2021-04-10 02:28:10.361658, cost_time=0:00:00.579239 2021-04-10 02:28:10,087 INFO : EVAL, epoch=0173, iter=00030/00040, fetch data time cost=30.87ms, fps=8418 images/s, loss=0.3170, top1-acc=92.76%, top5-acc=99.78%, remaining_time=0:00:00.294610, arrival_time=2021-04-10 02:28:10.381585, cost_time=0:00:00.883841 2021-04-10 02:28:10,316 INFO : EVAL, epoch=0173, iter=00040/00040, fetch data time cost=0.10ms, fps=10143 images/s, loss=0.3023, top1-acc=92.91%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-10 02:28:10.316072, cost_time=0:00:01.112924 2021-04-10 02:28:10,434 INFO : Epoch=0173 complete, best val top1-acc=92.91%, top5-acc=99.79% (epoch=173), remaining_time=0:10:17.354352, arrival_time=2021-04-10 02:38:27.788898, cost_time=1:05:55.640862 2021-04-10 02:28:10,435 INFO : Train start, epoch=0174, lr=0.004430 2021-04-10 02:28:11,725 INFO : TRAIN, epoch=0174, iter=00010/00196, fetch data time cost=0.56ms, fps=1986 images/s, loss=0.0078, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:23.981166, arrival_time=2021-04-10 02:28:35.706576, cost_time=0:00:01.289312 2021-04-10 02:28:12,829 INFO : TRAIN, epoch=0174, iter=00020/00196, fetch data time cost=1.69ms, fps=2321 images/s, loss=0.0096, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:21.061216, arrival_time=2021-04-10 02:28:33.890473, cost_time=0:00:02.393325 2021-04-10 02:28:13,925 INFO : TRAIN, epoch=0174, iter=00030/00196, fetch data time cost=1.62ms, fps=2337 images/s, loss=0.0094, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:19.306132, arrival_time=2021-04-10 02:28:33.231283, cost_time=0:00:03.489056 2021-04-10 02:28:15,022 INFO : TRAIN, epoch=0174, iter=00040/00196, fetch data time cost=1.54ms, fps=2334 images/s, loss=0.0098, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:17.888988, arrival_time=2021-04-10 02:28:32.911844, cost_time=0:00:04.586927 2021-04-10 02:28:16,120 INFO : TRAIN, epoch=0174, iter=00050/00196, fetch data time cost=4.27ms, fps=2333 images/s, loss=0.0097, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:16.599908, arrival_time=2021-04-10 02:28:32.720755, cost_time=0:00:05.684925 2021-04-10 02:28:17,206 INFO : TRAIN, epoch=0174, iter=00060/00196, fetch data time cost=1.63ms, fps=2360 images/s, loss=0.0094, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:15.346104, arrival_time=2021-04-10 02:28:32.552453, cost_time=0:00:06.770333 2021-04-10 02:28:18,316 INFO : TRAIN, epoch=0174, iter=00070/00196, fetch data time cost=1.50ms, fps=2307 images/s, loss=0.0095, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:14.185206, arrival_time=2021-04-10 02:28:32.501869, cost_time=0:00:07.880660 2021-04-10 02:28:19,415 INFO : TRAIN, epoch=0174, iter=00080/00196, fetch data time cost=2.07ms, fps=2333 images/s, loss=0.0097, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:13.019376, arrival_time=2021-04-10 02:28:32.434294, cost_time=0:00:08.978898 2021-04-10 02:28:20,503 INFO : TRAIN, epoch=0174, iter=00090/00196, fetch data time cost=1.97ms, fps=2352 images/s, loss=0.0093, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:11.857690, arrival_time=2021-04-10 02:28:32.361518, cost_time=0:00:10.067868 2021-04-10 02:28:21,593 INFO : TRAIN, epoch=0174, iter=00100/00196, fetch data time cost=1.86ms, fps=2351 images/s, loss=0.0095, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:10.711104, arrival_time=2021-04-10 02:28:32.304591, cost_time=0:00:11.157392 2021-04-10 02:28:22,685 INFO : TRAIN, epoch=0174, iter=00110/00196, fetch data time cost=1.60ms, fps=2346 images/s, loss=0.0096, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:09.576960, arrival_time=2021-04-10 02:28:32.262566, cost_time=0:00:12.249620 2021-04-10 02:28:23,773 INFO : TRAIN, epoch=0174, iter=00120/00196, fetch data time cost=1.61ms, fps=2354 images/s, loss=0.0095, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:08.447248, arrival_time=2021-04-10 02:28:32.220974, cost_time=0:00:13.337799 2021-04-10 02:28:24,869 INFO : TRAIN, epoch=0174, iter=00130/00196, fetch data time cost=2.19ms, fps=2338 images/s, loss=0.0092, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:07.327650, arrival_time=2021-04-10 02:28:32.197060, cost_time=0:00:14.433306 2021-04-10 02:28:25,953 INFO : TRAIN, epoch=0174, iter=00140/00196, fetch data time cost=2.17ms, fps=2364 images/s, loss=0.0092, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:06.206872, arrival_time=2021-04-10 02:28:32.160003, cost_time=0:00:15.517182 2021-04-10 02:28:27,039 INFO : TRAIN, epoch=0174, iter=00150/00196, fetch data time cost=1.70ms, fps=2357 images/s, loss=0.0094, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:05.091786, arrival_time=2021-04-10 02:28:32.131338, cost_time=0:00:16.603628 2021-04-10 02:28:28,126 INFO : TRAIN, epoch=0174, iter=00160/00196, fetch data time cost=1.61ms, fps=2356 images/s, loss=0.0095, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:03.980412, arrival_time=2021-04-10 02:28:32.107035, cost_time=0:00:17.690712 2021-04-10 02:28:29,213 INFO : TRAIN, epoch=0174, iter=00170/00196, fetch data time cost=1.57ms, fps=2357 images/s, loss=0.0096, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:02.871804, arrival_time=2021-04-10 02:28:32.084935, cost_time=0:00:18.777158 2021-04-10 02:28:30,306 INFO : TRAIN, epoch=0174, iter=00180/00196, fetch data time cost=2.04ms, fps=2342 images/s, loss=0.0095, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:01.766320, arrival_time=2021-04-10 02:28:32.073261, cost_time=0:00:19.871015 2021-04-10 02:28:31,398 INFO : TRAIN, epoch=0174, iter=00190/00196, fetch data time cost=1.39ms, fps=2347 images/s, loss=0.0095, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:00.661968, arrival_time=2021-04-10 02:28:32.060569, cost_time=0:00:20.962411 2021-04-10 02:28:31,984 INFO : TRAIN, epoch=0174, iter=00196/00196, fetch data time cost=1.35ms, fps=2326 images/s, loss=0.0095, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:28:31.984044, cost_time=0:00:21.548136 2021-04-10 02:28:32,331 INFO : EVAL, epoch=0174, iter=00010/00040, fetch data time cost=11.87ms, fps=7404 images/s, loss=0.3121, top1-acc=92.66%, top5-acc=99.69%, remaining_time=0:00:01.037250, arrival_time=2021-04-10 02:28:33.368301, cost_time=0:00:00.345753 2021-04-10 02:28:32,581 INFO : EVAL, epoch=0174, iter=00020/00040, fetch data time cost=0.40ms, fps=10261 images/s, loss=0.3370, top1-acc=92.40%, top5-acc=99.71%, remaining_time=0:00:00.595740, arrival_time=2021-04-10 02:28:33.176776, cost_time=0:00:00.595736 2021-04-10 02:28:32,824 INFO : EVAL, epoch=0174, iter=00030/00040, fetch data time cost=3.87ms, fps=10531 images/s, loss=0.3076, top1-acc=92.93%, top5-acc=99.78%, remaining_time=0:00:00.279780, arrival_time=2021-04-10 02:28:33.104381, cost_time=0:00:00.839341 2021-04-10 02:28:33,041 INFO : EVAL, epoch=0174, iter=00040/00040, fetch data time cost=1.32ms, fps=10724 images/s, loss=0.2998, top1-acc=92.86%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-10 02:28:33.041304, cost_time=0:00:01.056048 2021-04-10 02:28:33,083 INFO : Epoch=0174 complete, best val top1-acc=92.91%, top5-acc=99.79% (epoch=173), remaining_time=0:09:54.457136, arrival_time=2021-04-10 02:38:27.540760, cost_time=1:06:18.289995 2021-04-10 02:28:33,084 INFO : Train start, epoch=0175, lr=0.004112 2021-04-10 02:28:34,348 INFO : TRAIN, epoch=0175, iter=00010/00196, fetch data time cost=1.45ms, fps=2026 images/s, loss=0.0108, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:23.504076, arrival_time=2021-04-10 02:28:57.852247, cost_time=0:00:01.263662 2021-04-10 02:28:35,446 INFO : TRAIN, epoch=0175, iter=00020/00196, fetch data time cost=3.87ms, fps=2332 images/s, loss=0.0101, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:20.786656, arrival_time=2021-04-10 02:28:56.233307, cost_time=0:00:02.362126 2021-04-10 02:28:36,543 INFO : TRAIN, epoch=0175, iter=00030/00196, fetch data time cost=2.09ms, fps=2336 images/s, loss=0.0101, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:19.138306, arrival_time=2021-04-10 02:28:55.681521, cost_time=0:00:03.458730 2021-04-10 02:28:37,624 INFO : TRAIN, epoch=0175, iter=00040/00196, fetch data time cost=2.12ms, fps=2368 images/s, loss=0.0094, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:17.707248, arrival_time=2021-04-10 02:28:55.332065, cost_time=0:00:04.540333 2021-04-10 02:28:38,719 INFO : TRAIN, epoch=0175, iter=00050/00196, fetch data time cost=1.86ms, fps=2340 images/s, loss=0.0097, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:16.454200, arrival_time=2021-04-10 02:28:55.173660, cost_time=0:00:05.634976 2021-04-10 02:28:39,797 INFO : TRAIN, epoch=0175, iter=00060/00196, fetch data time cost=1.49ms, fps=2375 images/s, loss=0.0098, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:15.216360, arrival_time=2021-04-10 02:28:55.014008, cost_time=0:00:06.713129 2021-04-10 02:28:40,883 INFO : TRAIN, epoch=0175, iter=00070/00196, fetch data time cost=1.65ms, fps=2358 images/s, loss=0.0091, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:14.038794, arrival_time=2021-04-10 02:28:54.922636, cost_time=0:00:07.799360 2021-04-10 02:28:41,972 INFO : TRAIN, epoch=0175, iter=00080/00196, fetch data time cost=1.64ms, fps=2353 images/s, loss=0.0090, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:12.887136, arrival_time=2021-04-10 02:28:54.859316, cost_time=0:00:08.887676 2021-04-10 02:28:43,068 INFO : TRAIN, epoch=0175, iter=00090/00196, fetch data time cost=1.70ms, fps=2336 images/s, loss=0.0094, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:11.758898, arrival_time=2021-04-10 02:28:54.827533, cost_time=0:00:09.983993 2021-04-10 02:28:44,162 INFO : TRAIN, epoch=0175, iter=00100/00196, fetch data time cost=2.16ms, fps=2342 images/s, loss=0.0092, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:10.634784, arrival_time=2021-04-10 02:28:54.797210, cost_time=0:00:11.077942 2021-04-10 02:28:45,252 INFO : TRAIN, epoch=0175, iter=00110/00196, fetch data time cost=1.89ms, fps=2350 images/s, loss=0.0090, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:09.512804, arrival_time=2021-04-10 02:28:54.764935, cost_time=0:00:12.167541 2021-04-10 02:28:46,334 INFO : TRAIN, epoch=0175, iter=00120/00196, fetch data time cost=1.50ms, fps=2367 images/s, loss=0.0091, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:08.391692, arrival_time=2021-04-10 02:28:54.726266, cost_time=0:00:13.250095 2021-04-10 02:28:47,418 INFO : TRAIN, epoch=0175, iter=00130/00196, fetch data time cost=1.61ms, fps=2362 images/s, loss=0.0095, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:07.277358, arrival_time=2021-04-10 02:28:54.696045, cost_time=0:00:14.334202 2021-04-10 02:28:48,508 INFO : TRAIN, epoch=0175, iter=00140/00196, fetch data time cost=2.10ms, fps=2352 images/s, loss=0.0096, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:06.169296, arrival_time=2021-04-10 02:28:54.677223, cost_time=0:00:15.423276 2021-04-10 02:28:49,597 INFO : TRAIN, epoch=0175, iter=00150/00196, fetch data time cost=2.22ms, fps=2352 images/s, loss=0.0094, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:05.063910, arrival_time=2021-04-10 02:28:54.661166, cost_time=0:00:16.512762 2021-04-10 02:28:50,696 INFO : TRAIN, epoch=0175, iter=00160/00196, fetch data time cost=1.99ms, fps=2331 images/s, loss=0.0094, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:03.962628, arrival_time=2021-04-10 02:28:54.658886, cost_time=0:00:17.611728 2021-04-10 02:28:51,782 INFO : TRAIN, epoch=0175, iter=00170/00196, fetch data time cost=1.49ms, fps=2357 images/s, loss=0.0094, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:02.859766, arrival_time=2021-04-10 02:28:54.642642, cost_time=0:00:18.698389 2021-04-10 02:28:52,876 INFO : TRAIN, epoch=0175, iter=00180/00196, fetch data time cost=1.48ms, fps=2343 images/s, loss=0.0095, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:01.759248, arrival_time=2021-04-10 02:28:54.635228, cost_time=0:00:19.791502 2021-04-10 02:28:53,961 INFO : TRAIN, epoch=0175, iter=00190/00196, fetch data time cost=1.33ms, fps=2359 images/s, loss=0.0093, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:00.659274, arrival_time=2021-04-10 02:28:54.620857, cost_time=0:00:20.877093 2021-04-10 02:28:54,548 INFO : TRAIN, epoch=0175, iter=00196/00196, fetch data time cost=1.55ms, fps=2321 images/s, loss=0.0092, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:28:54.548081, cost_time=0:00:21.463609 2021-04-10 02:28:54,904 INFO : EVAL, epoch=0175, iter=00010/00040, fetch data time cost=0.47ms, fps=7206 images/s, loss=0.2782, top1-acc=93.24%, top5-acc=99.69%, remaining_time=0:00:01.065630, arrival_time=2021-04-10 02:28:55.970232, cost_time=0:00:00.355212 2021-04-10 02:28:55,151 INFO : EVAL, epoch=0175, iter=00020/00040, fetch data time cost=1.90ms, fps=10408 images/s, loss=0.2918, top1-acc=93.26%, top5-acc=99.75%, remaining_time=0:00:00.601780, arrival_time=2021-04-10 02:28:55.752946, cost_time=0:00:00.601782 2021-04-10 02:28:55,390 INFO : EVAL, epoch=0175, iter=00030/00040, fetch data time cost=0.40ms, fps=10738 images/s, loss=0.2868, top1-acc=93.36%, top5-acc=99.80%, remaining_time=0:00:00.280250, arrival_time=2021-04-10 02:28:55.670337, cost_time=0:00:00.840760 2021-04-10 02:28:55,609 INFO : EVAL, epoch=0175, iter=00040/00040, fetch data time cost=0.09ms, fps=10575 images/s, loss=0.2903, top1-acc=93.34%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-10 02:28:55.609909, cost_time=0:00:01.060643 2021-04-10 02:28:55,688 INFO : Epoch=0175 complete, best val top1-acc=93.34%, top5-acc=99.80% (epoch=175), remaining_time=0:09:31.556375, arrival_time=2021-04-10 02:38:27.244724, cost_time=1:06:40.894698 2021-04-10 02:28:55,689 INFO : Train start, epoch=0176, lr=0.003806 2021-04-10 02:28:56,978 INFO : TRAIN, epoch=0176, iter=00010/00196, fetch data time cost=0.29ms, fps=1985 images/s, loss=0.0086, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:23.987676, arrival_time=2021-04-10 02:29:20.966574, cost_time=0:00:01.289657 2021-04-10 02:28:58,063 INFO : TRAIN, epoch=0176, iter=00020/00196, fetch data time cost=1.46ms, fps=2361 images/s, loss=0.0074, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:20.894192, arrival_time=2021-04-10 02:29:18.957793, cost_time=0:00:02.374342 2021-04-10 02:28:59,146 INFO : TRAIN, epoch=0176, iter=00030/00196, fetch data time cost=1.60ms, fps=2365 images/s, loss=0.0084, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:19.129840, arrival_time=2021-04-10 02:29:18.276339, cost_time=0:00:03.457206 2021-04-10 02:29:00,253 INFO : TRAIN, epoch=0176, iter=00040/00196, fetch data time cost=1.49ms, fps=2314 images/s, loss=0.0078, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:17.799756, arrival_time=2021-04-10 02:29:18.053063, cost_time=0:00:04.564044 2021-04-10 02:29:01,346 INFO : TRAIN, epoch=0176, iter=00050/00196, fetch data time cost=1.66ms, fps=2344 images/s, loss=0.0079, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:16.518148, arrival_time=2021-04-10 02:29:17.864268, cost_time=0:00:05.656878 2021-04-10 02:29:02,428 INFO : TRAIN, epoch=0176, iter=00060/00196, fetch data time cost=1.70ms, fps=2366 images/s, loss=0.0078, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:15.275656, arrival_time=2021-04-10 02:29:17.704196, cost_time=0:00:06.739284 2021-04-10 02:29:03,519 INFO : TRAIN, epoch=0176, iter=00070/00196, fetch data time cost=2.07ms, fps=2348 images/s, loss=0.0081, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:14.093982, arrival_time=2021-04-10 02:29:17.613264, cost_time=0:00:07.829963 2021-04-10 02:29:04,613 INFO : TRAIN, epoch=0176, iter=00080/00196, fetch data time cost=1.43ms, fps=2341 images/s, loss=0.0082, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:12.940032, arrival_time=2021-04-10 02:29:17.553455, cost_time=0:00:08.924197 2021-04-10 02:29:05,730 INFO : TRAIN, epoch=0176, iter=00090/00196, fetch data time cost=2.02ms, fps=2292 images/s, loss=0.0083, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:11.826632, arrival_time=2021-04-10 02:29:17.557387, cost_time=0:00:10.041503 2021-04-10 02:29:06,821 INFO : TRAIN, epoch=0176, iter=00100/00196, fetch data time cost=1.70ms, fps=2349 images/s, loss=0.0082, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:10.686432, arrival_time=2021-04-10 02:29:17.507424, cost_time=0:00:11.131743 2021-04-10 02:29:07,913 INFO : TRAIN, epoch=0176, iter=00110/00196, fetch data time cost=1.63ms, fps=2345 images/s, loss=0.0081, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:09.556836, arrival_time=2021-04-10 02:29:17.469955, cost_time=0:00:12.223871 2021-04-10 02:29:09,001 INFO : TRAIN, epoch=0176, iter=00120/00196, fetch data time cost=1.76ms, fps=2353 images/s, loss=0.0078, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:08.431212, arrival_time=2021-04-10 02:29:17.432910, cost_time=0:00:13.312427 2021-04-10 02:29:10,087 INFO : TRAIN, epoch=0176, iter=00130/00196, fetch data time cost=1.49ms, fps=2358 images/s, loss=0.0079, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:07.310028, arrival_time=2021-04-10 02:29:17.397781, cost_time=0:00:14.398506 2021-04-10 02:29:11,178 INFO : TRAIN, epoch=0176, iter=00140/00196, fetch data time cost=1.49ms, fps=2347 images/s, loss=0.0078, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:06.195840, arrival_time=2021-04-10 02:29:17.374702, cost_time=0:00:15.489545 2021-04-10 02:29:12,260 INFO : TRAIN, epoch=0176, iter=00150/00196, fetch data time cost=1.46ms, fps=2367 images/s, loss=0.0080, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:05.081942, arrival_time=2021-04-10 02:29:17.342815, cost_time=0:00:16.571624 2021-04-10 02:29:13,355 INFO : TRAIN, epoch=0176, iter=00160/00196, fetch data time cost=1.93ms, fps=2339 images/s, loss=0.0078, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:03.974940, arrival_time=2021-04-10 02:29:17.330623, cost_time=0:00:17.666442 2021-04-10 02:29:14,457 INFO : TRAIN, epoch=0176, iter=00170/00196, fetch data time cost=1.69ms, fps=2325 images/s, loss=0.0078, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:02.870426, arrival_time=2021-04-10 02:29:17.327834, cost_time=0:00:18.768088 2021-04-10 02:29:15,544 INFO : TRAIN, epoch=0176, iter=00180/00196, fetch data time cost=1.61ms, fps=2356 images/s, loss=0.0078, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:01.764928, arrival_time=2021-04-10 02:29:17.309659, cost_time=0:00:19.855493 2021-04-10 02:29:16,627 INFO : TRAIN, epoch=0176, iter=00190/00196, fetch data time cost=1.31ms, fps=2366 images/s, loss=0.0078, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:00.661194, arrival_time=2021-04-10 02:29:17.288273, cost_time=0:00:20.937826 2021-04-10 02:29:17,209 INFO : TRAIN, epoch=0176, iter=00196/00196, fetch data time cost=1.33ms, fps=2338 images/s, loss=0.0078, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:29:17.209293, cost_time=0:00:21.520063 2021-04-10 02:29:17,557 INFO : EVAL, epoch=0176, iter=00010/00040, fetch data time cost=0.41ms, fps=7371 images/s, loss=0.2794, top1-acc=93.63%, top5-acc=99.84%, remaining_time=0:00:01.041930, arrival_time=2021-04-10 02:29:18.599671, cost_time=0:00:00.347306 2021-04-10 02:29:17,800 INFO : EVAL, epoch=0176, iter=00020/00040, fetch data time cost=0.34ms, fps=10571 images/s, loss=0.2955, top1-acc=93.20%, top5-acc=99.84%, remaining_time=0:00:00.589980, arrival_time=2021-04-10 02:29:18.390355, cost_time=0:00:00.589972 2021-04-10 02:29:18,033 INFO : EVAL, epoch=0176, iter=00030/00040, fetch data time cost=2.41ms, fps=10983 images/s, loss=0.2897, top1-acc=93.29%, top5-acc=99.82%, remaining_time=0:00:00.274500, arrival_time=2021-04-10 02:29:18.308383, cost_time=0:00:00.823488 2021-04-10 02:29:18,250 INFO : EVAL, epoch=0176, iter=00040/00040, fetch data time cost=0.06ms, fps=10723 images/s, loss=0.2846, top1-acc=93.25%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-10 02:29:18.250563, cost_time=0:00:01.040195 2021-04-10 02:29:18,291 INFO : Epoch=0176 complete, best val top1-acc=93.34%, top5-acc=99.80% (epoch=175), remaining_time=0:09:08.658840, arrival_time=2021-04-10 02:38:26.950552, cost_time=1:07:03.498080 2021-04-10 02:29:18,292 INFO : Train start, epoch=0177, lr=0.003511 2021-04-10 02:29:19,618 INFO : TRAIN, epoch=0177, iter=00010/00196, fetch data time cost=1.73ms, fps=1931 images/s, loss=0.0057, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:24.658020, arrival_time=2021-04-10 02:29:44.276298, cost_time=0:00:01.325695 2021-04-10 02:29:20,703 INFO : TRAIN, epoch=0177, iter=00020/00196, fetch data time cost=1.51ms, fps=2360 images/s, loss=0.0070, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:21.215920, arrival_time=2021-04-10 02:29:41.919397, cost_time=0:00:02.410893 2021-04-10 02:29:21,791 INFO : TRAIN, epoch=0177, iter=00030/00196, fetch data time cost=1.56ms, fps=2355 images/s, loss=0.0076, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:19.357592, arrival_time=2021-04-10 02:29:41.148585, cost_time=0:00:03.498368 2021-04-10 02:29:22,879 INFO : TRAIN, epoch=0177, iter=00040/00196, fetch data time cost=2.40ms, fps=2354 images/s, loss=0.0073, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:17.887428, arrival_time=2021-04-10 02:29:40.766654, cost_time=0:00:04.586535 2021-04-10 02:29:23,984 INFO : TRAIN, epoch=0177, iter=00050/00196, fetch data time cost=1.83ms, fps=2319 images/s, loss=0.0070, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:16.618888, arrival_time=2021-04-10 02:29:40.603222, cost_time=0:00:05.691399 2021-04-10 02:29:25,078 INFO : TRAIN, epoch=0177, iter=00060/00196, fetch data time cost=1.56ms, fps=2341 images/s, loss=0.0068, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:15.382144, arrival_time=2021-04-10 02:29:40.460951, cost_time=0:00:06.786211 2021-04-10 02:29:26,175 INFO : TRAIN, epoch=0177, iter=00070/00196, fetch data time cost=1.68ms, fps=2335 images/s, loss=0.0067, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:14.189868, arrival_time=2021-04-10 02:29:40.365712, cost_time=0:00:07.883270 2021-04-10 02:29:27,258 INFO : TRAIN, epoch=0177, iter=00080/00196, fetch data time cost=1.70ms, fps=2367 images/s, loss=0.0065, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:13.000004, arrival_time=2021-04-10 02:29:40.258090, cost_time=0:00:08.965500 2021-04-10 02:29:28,350 INFO : TRAIN, epoch=0177, iter=00090/00196, fetch data time cost=2.22ms, fps=2345 images/s, loss=0.0064, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:11.845712, arrival_time=2021-04-10 02:29:40.196168, cost_time=0:00:10.057710 2021-04-10 02:29:29,435 INFO : TRAIN, epoch=0177, iter=00100/00196, fetch data time cost=1.76ms, fps=2362 images/s, loss=0.0066, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:10.696704, arrival_time=2021-04-10 02:29:40.131743, cost_time=0:00:11.142429 2021-04-10 02:29:30,528 INFO : TRAIN, epoch=0177, iter=00110/00196, fetch data time cost=1.50ms, fps=2342 images/s, loss=0.0067, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:09.566468, arrival_time=2021-04-10 02:29:40.095298, cost_time=0:00:12.236194 2021-04-10 02:29:31,613 INFO : TRAIN, epoch=0177, iter=00120/00196, fetch data time cost=1.53ms, fps=2362 images/s, loss=0.0066, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:08.436304, arrival_time=2021-04-10 02:29:40.049362, cost_time=0:00:13.320465 2021-04-10 02:29:32,704 INFO : TRAIN, epoch=0177, iter=00130/00196, fetch data time cost=2.10ms, fps=2347 images/s, loss=0.0067, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:07.316760, arrival_time=2021-04-10 02:29:40.021196, cost_time=0:00:14.411855 2021-04-10 02:29:33,792 INFO : TRAIN, epoch=0177, iter=00140/00196, fetch data time cost=2.33ms, fps=2354 images/s, loss=0.0067, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:06.199984, arrival_time=2021-04-10 02:29:39.992567, cost_time=0:00:15.499996 2021-04-10 02:29:34,874 INFO : TRAIN, epoch=0177, iter=00150/00196, fetch data time cost=1.74ms, fps=2367 images/s, loss=0.0070, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:05.085208, arrival_time=2021-04-10 02:29:39.960074, cost_time=0:00:16.582176 2021-04-10 02:29:35,964 INFO : TRAIN, epoch=0177, iter=00160/00196, fetch data time cost=2.24ms, fps=2350 images/s, loss=0.0072, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:03.976272, arrival_time=2021-04-10 02:29:39.941153, cost_time=0:00:17.672291 2021-04-10 02:29:37,051 INFO : TRAIN, epoch=0177, iter=00170/00196, fetch data time cost=1.58ms, fps=2358 images/s, loss=0.0074, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:02.868970, arrival_time=2021-04-10 02:29:39.920207, cost_time=0:00:18.758640 2021-04-10 02:29:38,136 INFO : TRAIN, epoch=0177, iter=00180/00196, fetch data time cost=1.54ms, fps=2360 images/s, loss=0.0074, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:01.763888, arrival_time=2021-04-10 02:29:39.900169, cost_time=0:00:19.843710 2021-04-10 02:29:39,226 INFO : TRAIN, epoch=0177, iter=00190/00196, fetch data time cost=1.35ms, fps=2349 images/s, loss=0.0075, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:00.661068, arrival_time=2021-04-10 02:29:39.887483, cost_time=0:00:20.933833 2021-04-10 02:29:39,809 INFO : TRAIN, epoch=0177, iter=00196/00196, fetch data time cost=1.37ms, fps=2336 images/s, loss=0.0074, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:29:39.809176, cost_time=0:00:21.516614 2021-04-10 02:29:40,158 INFO : EVAL, epoch=0177, iter=00010/00040, fetch data time cost=0.27ms, fps=7353 images/s, loss=0.3080, top1-acc=92.38%, top5-acc=99.88%, remaining_time=0:00:01.044450, arrival_time=2021-04-10 02:29:41.203000, cost_time=0:00:00.348152 2021-04-10 02:29:40,392 INFO : EVAL, epoch=0177, iter=00020/00040, fetch data time cost=1.42ms, fps=10946 images/s, loss=0.3051, top1-acc=93.07%, top5-acc=99.80%, remaining_time=0:00:00.582480, arrival_time=2021-04-10 02:29:40.975354, cost_time=0:00:00.582479 2021-04-10 02:29:40,630 INFO : EVAL, epoch=0177, iter=00030/00040, fetch data time cost=0.32ms, fps=10806 images/s, loss=0.3014, top1-acc=93.07%, top5-acc=99.78%, remaining_time=0:00:00.273280, arrival_time=2021-04-10 02:29:40.903471, cost_time=0:00:00.819829 2021-04-10 02:29:40,844 INFO : EVAL, epoch=0177, iter=00040/00040, fetch data time cost=0.06ms, fps=10863 images/s, loss=0.3104, top1-acc=93.11%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-10 02:29:40.844141, cost_time=0:00:01.033764 2021-04-10 02:29:40,897 INFO : Epoch=0177 complete, best val top1-acc=93.34%, top5-acc=99.80% (epoch=175), remaining_time=0:08:45.764912, arrival_time=2021-04-10 02:38:26.662348, cost_time=1:07:26.103807 2021-04-10 02:29:40,898 INFO : Train start, epoch=0178, lr=0.003228 2021-04-10 02:29:42,153 INFO : TRAIN, epoch=0178, iter=00010/00196, fetch data time cost=1.73ms, fps=2039 images/s, loss=0.0056, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:23.348394, arrival_time=2021-04-10 02:30:05.502066, cost_time=0:00:01.255294 2021-04-10 02:29:43,245 INFO : TRAIN, epoch=0178, iter=00020/00196, fetch data time cost=3.08ms, fps=2346 images/s, loss=0.0073, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:20.654656, arrival_time=2021-04-10 02:30:03.900177, cost_time=0:00:02.347124 2021-04-10 02:29:44,336 INFO : TRAIN, epoch=0178, iter=00030/00196, fetch data time cost=1.98ms, fps=2348 images/s, loss=0.0072, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:19.023102, arrival_time=2021-04-10 02:30:03.359325, cost_time=0:00:03.437924 2021-04-10 02:29:45,425 INFO : TRAIN, epoch=0178, iter=00040/00196, fetch data time cost=1.68ms, fps=2352 images/s, loss=0.0069, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:17.655144, arrival_time=2021-04-10 02:30:03.080513, cost_time=0:00:04.526970 2021-04-10 02:29:46,517 INFO : TRAIN, epoch=0178, iter=00050/00196, fetch data time cost=2.05ms, fps=2346 images/s, loss=0.0074, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:16.406896, arrival_time=2021-04-10 02:30:02.923992, cost_time=0:00:05.618789 2021-04-10 02:29:47,601 INFO : TRAIN, epoch=0178, iter=00060/00196, fetch data time cost=1.61ms, fps=2361 images/s, loss=0.0079, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:15.194328, arrival_time=2021-04-10 02:30:02.796030, cost_time=0:00:06.703391 2021-04-10 02:29:48,694 INFO : TRAIN, epoch=0178, iter=00070/00196, fetch data time cost=1.91ms, fps=2345 images/s, loss=0.0081, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:14.032116, arrival_time=2021-04-10 02:30:02.726132, cost_time=0:00:07.795611 2021-04-10 02:29:49,788 INFO : TRAIN, epoch=0178, iter=00080/00196, fetch data time cost=1.55ms, fps=2341 images/s, loss=0.0081, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:12.890500, arrival_time=2021-04-10 02:30:02.678799, cost_time=0:00:08.889977 2021-04-10 02:29:50,874 INFO : TRAIN, epoch=0178, iter=00090/00196, fetch data time cost=2.30ms, fps=2359 images/s, loss=0.0082, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:11.749358, arrival_time=2021-04-10 02:30:02.623564, cost_time=0:00:09.975844 2021-04-10 02:29:51,967 INFO : TRAIN, epoch=0178, iter=00100/00196, fetch data time cost=1.94ms, fps=2344 images/s, loss=0.0083, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:10.625952, arrival_time=2021-04-10 02:30:02.592965, cost_time=0:00:11.068711 2021-04-10 02:29:53,058 INFO : TRAIN, epoch=0178, iter=00110/00196, fetch data time cost=1.91ms, fps=2346 images/s, loss=0.0084, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:09.507386, arrival_time=2021-04-10 02:30:02.566334, cost_time=0:00:12.160635 2021-04-10 02:29:54,143 INFO : TRAIN, epoch=0178, iter=00120/00196, fetch data time cost=1.91ms, fps=2361 images/s, loss=0.0083, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:08.388804, arrival_time=2021-04-10 02:30:02.532636, cost_time=0:00:13.245535 2021-04-10 02:29:55,229 INFO : TRAIN, epoch=0178, iter=00130/00196, fetch data time cost=1.89ms, fps=2359 images/s, loss=0.0084, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:07.275708, arrival_time=2021-04-10 02:30:02.505041, cost_time=0:00:14.330970 2021-04-10 02:29:56,323 INFO : TRAIN, epoch=0178, iter=00140/00196, fetch data time cost=1.53ms, fps=2341 images/s, loss=0.0082, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:06.170024, arrival_time=2021-04-10 02:30:02.493433, cost_time=0:00:15.425037 2021-04-10 02:29:57,439 INFO : TRAIN, epoch=0178, iter=00150/00196, fetch data time cost=2.12ms, fps=2295 images/s, loss=0.0081, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:05.072604, arrival_time=2021-04-10 02:30:02.512028, cost_time=0:00:16.541087 2021-04-10 02:29:58,552 INFO : TRAIN, epoch=0178, iter=00160/00196, fetch data time cost=1.53ms, fps=2301 images/s, loss=0.0080, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:03.972240, arrival_time=2021-04-10 02:30:02.525013, cost_time=0:00:17.654364 2021-04-10 02:29:59,637 INFO : TRAIN, epoch=0178, iter=00170/00196, fetch data time cost=2.02ms, fps=2361 images/s, loss=0.0081, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:02.866006, arrival_time=2021-04-10 02:30:02.503732, cost_time=0:00:18.739202 2021-04-10 02:30:00,730 INFO : TRAIN, epoch=0178, iter=00180/00196, fetch data time cost=1.49ms, fps=2345 images/s, loss=0.0080, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:01.762832, arrival_time=2021-04-10 02:30:02.493022, cost_time=0:00:19.831871 2021-04-10 02:30:01,813 INFO : TRAIN, epoch=0178, iter=00190/00196, fetch data time cost=1.32ms, fps=2364 images/s, loss=0.0080, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:00.660480, arrival_time=2021-04-10 02:30:02.473904, cost_time=0:00:20.915126 2021-04-10 02:30:02,397 INFO : TRAIN, epoch=0178, iter=00196/00196, fetch data time cost=1.48ms, fps=2330 images/s, loss=0.0079, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:30:02.397687, cost_time=0:00:21.499387 2021-04-10 02:30:02,756 INFO : EVAL, epoch=0178, iter=00010/00040, fetch data time cost=0.20ms, fps=7164 images/s, loss=0.3269, top1-acc=92.66%, top5-acc=99.88%, remaining_time=0:00:01.071990, arrival_time=2021-04-10 02:30:03.828251, cost_time=0:00:00.357328 2021-04-10 02:30:02,988 INFO : EVAL, epoch=0178, iter=00020/00040, fetch data time cost=0.49ms, fps=11031 images/s, loss=0.3046, top1-acc=93.09%, top5-acc=99.79%, remaining_time=0:00:00.589760, arrival_time=2021-04-10 02:30:03.578507, cost_time=0:00:00.589755 2021-04-10 02:30:03,237 INFO : EVAL, epoch=0178, iter=00030/00040, fetch data time cost=0.20ms, fps=10293 images/s, loss=0.2921, top1-acc=93.41%, top5-acc=99.79%, remaining_time=0:00:00.279660, arrival_time=2021-04-10 02:30:03.517589, cost_time=0:00:00.838989 2021-04-10 02:30:03,458 INFO : EVAL, epoch=0178, iter=00040/00040, fetch data time cost=0.07ms, fps=10565 images/s, loss=0.2913, top1-acc=93.21%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-10 02:30:03.457948, cost_time=0:00:01.058960 2021-04-10 02:30:03,500 INFO : Epoch=0178 complete, best val top1-acc=93.34%, top5-acc=99.80% (epoch=175), remaining_time=0:08:22.873844, arrival_time=2021-04-10 02:38:26.374054, cost_time=1:07:48.706578 2021-04-10 02:30:03,500 INFO : Train start, epoch=0179, lr=0.002956 2021-04-10 02:30:04,764 INFO : TRAIN, epoch=0179, iter=00010/00196, fetch data time cost=1.41ms, fps=2026 images/s, loss=0.0054, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:23.503890, arrival_time=2021-04-10 02:30:28.268660, cost_time=0:00:01.263650 2021-04-10 02:30:05,864 INFO : TRAIN, epoch=0179, iter=00020/00196, fetch data time cost=2.23ms, fps=2330 images/s, loss=0.0061, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:20.792640, arrival_time=2021-04-10 02:30:26.656662, cost_time=0:00:02.362802 2021-04-10 02:30:06,953 INFO : TRAIN, epoch=0179, iter=00030/00196, fetch data time cost=1.74ms, fps=2352 images/s, loss=0.0059, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:19.101620, arrival_time=2021-04-10 02:30:26.054829, cost_time=0:00:03.452103 2021-04-10 02:30:08,043 INFO : TRAIN, epoch=0179, iter=00040/00196, fetch data time cost=1.74ms, fps=2350 images/s, loss=0.0056, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:17.713488, arrival_time=2021-04-10 02:30:25.756633, cost_time=0:00:04.541918 2021-04-10 02:30:09,142 INFO : TRAIN, epoch=0179, iter=00050/00196, fetch data time cost=2.58ms, fps=2331 images/s, loss=0.0059, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:16.471866, arrival_time=2021-04-10 02:30:25.614078, cost_time=0:00:05.641042 2021-04-10 02:30:10,229 INFO : TRAIN, epoch=0179, iter=00060/00196, fetch data time cost=1.64ms, fps=2357 images/s, loss=0.0060, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:15.250360, arrival_time=2021-04-10 02:30:25.479599, cost_time=0:00:06.728126 2021-04-10 02:30:11,320 INFO : TRAIN, epoch=0179, iter=00070/00196, fetch data time cost=1.80ms, fps=2347 images/s, loss=0.0061, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:14.074578, arrival_time=2021-04-10 02:30:25.394968, cost_time=0:00:07.819178 2021-04-10 02:30:12,409 INFO : TRAIN, epoch=0179, iter=00080/00196, fetch data time cost=1.55ms, fps=2353 images/s, loss=0.0060, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:12.916484, arrival_time=2021-04-10 02:30:25.325554, cost_time=0:00:08.907950 2021-04-10 02:30:13,496 INFO : TRAIN, epoch=0179, iter=00090/00196, fetch data time cost=1.55ms, fps=2355 images/s, loss=0.0061, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:11.772466, arrival_time=2021-04-10 02:30:25.269102, cost_time=0:00:09.995514 2021-04-10 02:30:14,587 INFO : TRAIN, epoch=0179, iter=00100/00196, fetch data time cost=1.97ms, fps=2347 images/s, loss=0.0064, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:10.643328, arrival_time=2021-04-10 02:30:25.231263, cost_time=0:00:11.086819 2021-04-10 02:30:15,682 INFO : TRAIN, epoch=0179, iter=00110/00196, fetch data time cost=1.77ms, fps=2340 images/s, loss=0.0064, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:09.523554, arrival_time=2021-04-10 02:30:25.205959, cost_time=0:00:12.181280 2021-04-10 02:30:16,767 INFO : TRAIN, epoch=0179, iter=00120/00196, fetch data time cost=1.71ms, fps=2360 images/s, loss=0.0068, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:08.402028, arrival_time=2021-04-10 02:30:25.169488, cost_time=0:00:13.266360 2021-04-10 02:30:17,857 INFO : TRAIN, epoch=0179, iter=00130/00196, fetch data time cost=1.50ms, fps=2350 images/s, loss=0.0069, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:07.288446, arrival_time=2021-04-10 02:30:25.145622, cost_time=0:00:14.356013 2021-04-10 02:30:18,948 INFO : TRAIN, epoch=0179, iter=00140/00196, fetch data time cost=1.60ms, fps=2348 images/s, loss=0.0068, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:06.178760, arrival_time=2021-04-10 02:30:25.126864, cost_time=0:00:15.446902 2021-04-10 02:30:20,033 INFO : TRAIN, epoch=0179, iter=00150/00196, fetch data time cost=1.98ms, fps=2360 images/s, loss=0.0068, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:05.069890, arrival_time=2021-04-10 02:30:25.103313, cost_time=0:00:16.532235 2021-04-10 02:30:21,131 INFO : TRAIN, epoch=0179, iter=00160/00196, fetch data time cost=1.71ms, fps=2332 images/s, loss=0.0069, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:03.966876, arrival_time=2021-04-10 02:30:25.098580, cost_time=0:00:17.630588 2021-04-10 02:30:22,259 INFO : TRAIN, epoch=0179, iter=00170/00196, fetch data time cost=2.47ms, fps=2271 images/s, loss=0.0068, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:02.868944, arrival_time=2021-04-10 02:30:25.128542, cost_time=0:00:18.758450 2021-04-10 02:30:23,347 INFO : TRAIN, epoch=0179, iter=00180/00196, fetch data time cost=1.68ms, fps=2355 images/s, loss=0.0068, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:01.764096, arrival_time=2021-04-10 02:30:25.111472, cost_time=0:00:19.846129 2021-04-10 02:30:24,446 INFO : TRAIN, epoch=0179, iter=00190/00196, fetch data time cost=1.34ms, fps=2332 images/s, loss=0.0068, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:00.661416, arrival_time=2021-04-10 02:30:25.107411, cost_time=0:00:20.944889 2021-04-10 02:30:25,029 INFO : TRAIN, epoch=0179, iter=00196/00196, fetch data time cost=1.36ms, fps=2335 images/s, loss=0.0069, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:30:25.029000, cost_time=0:00:21.527816 2021-04-10 02:30:25,372 INFO : EVAL, epoch=0179, iter=00010/00040, fetch data time cost=0.42ms, fps=7477 images/s, loss=0.3133, top1-acc=93.09%, top5-acc=99.84%, remaining_time=0:00:01.026990, arrival_time=2021-04-10 02:30:26.399678, cost_time=0:00:00.342329 2021-04-10 02:30:25,617 INFO : EVAL, epoch=0179, iter=00020/00040, fetch data time cost=0.31ms, fps=10476 images/s, loss=0.2979, top1-acc=93.26%, top5-acc=99.84%, remaining_time=0:00:00.587200, arrival_time=2021-04-10 02:30:26.204750, cost_time=0:00:00.587191 2021-04-10 02:30:25,892 INFO : EVAL, epoch=0179, iter=00030/00040, fetch data time cost=0.42ms, fps=9339 images/s, loss=0.3025, top1-acc=93.19%, top5-acc=99.80%, remaining_time=0:00:00.287270, arrival_time=2021-04-10 02:30:26.179391, cost_time=0:00:00.861813 2021-04-10 02:30:26,122 INFO : EVAL, epoch=0179, iter=00040/00040, fetch data time cost=0.10ms, fps=10102 images/s, loss=0.2989, top1-acc=93.24%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-10 02:30:26.122203, cost_time=0:00:01.091864 2021-04-10 02:30:26,165 INFO : Epoch=0179 complete, best val top1-acc=93.34%, top5-acc=99.80% (epoch=175), remaining_time=0:07:59.993304, arrival_time=2021-04-10 02:38:26.158418, cost_time=1:08:11.371481 2021-04-10 02:30:26,165 INFO : Train start, epoch=0180, lr=0.002696 2021-04-10 02:30:27,466 INFO : TRAIN, epoch=0180, iter=00010/00196, fetch data time cost=2.06ms, fps=1969 images/s, loss=0.0043, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:24.182976, arrival_time=2021-04-10 02:30:51.649186, cost_time=0:00:01.300162 2021-04-10 02:30:28,551 INFO : TRAIN, epoch=0180, iter=00020/00196, fetch data time cost=1.73ms, fps=2361 images/s, loss=0.0043, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:20.990640, arrival_time=2021-04-10 02:30:49.541925, cost_time=0:00:02.385305 2021-04-10 02:30:29,643 INFO : TRAIN, epoch=0180, iter=00030/00196, fetch data time cost=1.60ms, fps=2345 images/s, loss=0.0052, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:19.243052, arrival_time=2021-04-10 02:30:48.886826, cost_time=0:00:03.477658 2021-04-10 02:30:30,737 INFO : TRAIN, epoch=0180, iter=00040/00196, fetch data time cost=1.69ms, fps=2342 images/s, loss=0.0052, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:17.828304, arrival_time=2021-04-10 02:30:48.565720, cost_time=0:00:04.571375 2021-04-10 02:30:31,826 INFO : TRAIN, epoch=0180, iter=00050/00196, fetch data time cost=1.78ms, fps=2351 images/s, loss=0.0054, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:16.529536, arrival_time=2021-04-10 02:30:48.356429, cost_time=0:00:05.660783 2021-04-10 02:30:32,922 INFO : TRAIN, epoch=0180, iter=00060/00196, fetch data time cost=2.06ms, fps=2338 images/s, loss=0.0057, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:15.314688, arrival_time=2021-04-10 02:30:48.237311, cost_time=0:00:06.756486 2021-04-10 02:30:34,011 INFO : TRAIN, epoch=0180, iter=00070/00196, fetch data time cost=1.63ms, fps=2353 images/s, loss=0.0058, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:14.121576, arrival_time=2021-04-10 02:30:48.132901, cost_time=0:00:07.845344 2021-04-10 02:30:35,093 INFO : TRAIN, epoch=0180, iter=00080/00196, fetch data time cost=1.51ms, fps=2367 images/s, loss=0.0056, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:12.944672, arrival_time=2021-04-10 02:30:48.038063, cost_time=0:00:08.927361 2021-04-10 02:30:36,184 INFO : TRAIN, epoch=0180, iter=00090/00196, fetch data time cost=1.67ms, fps=2348 images/s, loss=0.0059, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:11.799178, arrival_time=2021-04-10 02:30:47.983294, cost_time=0:00:10.018172 2021-04-10 02:30:37,267 INFO : TRAIN, epoch=0180, iter=00100/00196, fetch data time cost=1.48ms, fps=2364 images/s, loss=0.0061, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:10.657248, arrival_time=2021-04-10 02:30:47.924584, cost_time=0:00:11.101341 2021-04-10 02:30:38,358 INFO : TRAIN, epoch=0180, iter=00110/00196, fetch data time cost=2.11ms, fps=2349 images/s, loss=0.0061, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:09.531896, arrival_time=2021-04-10 02:30:47.889878, cost_time=0:00:12.191972 2021-04-10 02:30:39,457 INFO : TRAIN, epoch=0180, iter=00120/00196, fetch data time cost=2.30ms, fps=2329 images/s, loss=0.0061, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:08.418064, arrival_time=2021-04-10 02:30:47.875857, cost_time=0:00:13.291664 2021-04-10 02:30:40,541 INFO : TRAIN, epoch=0180, iter=00130/00196, fetch data time cost=1.43ms, fps=2365 images/s, loss=0.0061, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:07.298148, arrival_time=2021-04-10 02:30:47.839345, cost_time=0:00:14.375179 2021-04-10 02:30:41,630 INFO : TRAIN, epoch=0180, iter=00140/00196, fetch data time cost=1.63ms, fps=2353 images/s, loss=0.0059, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:06.185592, arrival_time=2021-04-10 02:30:47.815549, cost_time=0:00:15.463913 2021-04-10 02:30:42,714 INFO : TRAIN, epoch=0180, iter=00150/00196, fetch data time cost=1.64ms, fps=2362 images/s, loss=0.0059, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:05.074904, arrival_time=2021-04-10 02:30:47.789430, cost_time=0:00:16.548551 2021-04-10 02:30:43,798 INFO : TRAIN, epoch=0180, iter=00160/00196, fetch data time cost=1.60ms, fps=2362 images/s, loss=0.0059, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:03.967380, arrival_time=2021-04-10 02:30:47.766136, cost_time=0:00:17.632725 2021-04-10 02:30:44,883 INFO : TRAIN, epoch=0180, iter=00170/00196, fetch data time cost=1.97ms, fps=2362 images/s, loss=0.0059, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:02.862652, arrival_time=2021-04-10 02:30:47.745941, cost_time=0:00:18.717311 2021-04-10 02:30:45,967 INFO : TRAIN, epoch=0180, iter=00180/00196, fetch data time cost=1.65ms, fps=2362 images/s, loss=0.0059, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:01.760144, arrival_time=2021-04-10 02:30:47.727691, cost_time=0:00:19.801584 2021-04-10 02:30:47,056 INFO : TRAIN, epoch=0180, iter=00190/00196, fetch data time cost=1.58ms, fps=2352 images/s, loss=0.0059, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:00.659694, arrival_time=2021-04-10 02:30:47.715951, cost_time=0:00:20.890272 2021-04-10 02:30:47,639 INFO : TRAIN, epoch=0180, iter=00196/00196, fetch data time cost=1.37ms, fps=2333 images/s, loss=0.0059, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:30:47.639663, cost_time=0:00:21.473707 2021-04-10 02:30:47,985 INFO : EVAL, epoch=0180, iter=00010/00040, fetch data time cost=1.64ms, fps=7431 images/s, loss=0.2928, top1-acc=93.44%, top5-acc=99.84%, remaining_time=0:00:01.033470, arrival_time=2021-04-10 02:30:49.018828, cost_time=0:00:00.344492 2021-04-10 02:30:48,215 INFO : EVAL, epoch=0180, iter=00020/00040, fetch data time cost=0.30ms, fps=11157 images/s, loss=0.2893, top1-acc=93.59%, top5-acc=99.82%, remaining_time=0:00:00.574300, arrival_time=2021-04-10 02:30:48.789487, cost_time=0:00:00.574299 2021-04-10 02:30:48,452 INFO : EVAL, epoch=0180, iter=00030/00040, fetch data time cost=5.16ms, fps=10804 images/s, loss=0.2931, top1-acc=93.57%, top5-acc=99.79%, remaining_time=0:00:00.270550, arrival_time=2021-04-10 02:30:48.723070, cost_time=0:00:00.811637 2021-04-10 02:30:48,664 INFO : EVAL, epoch=0180, iter=00040/00040, fetch data time cost=0.09ms, fps=10946 images/s, loss=0.2948, top1-acc=93.35%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-10 02:30:48.664798, cost_time=0:00:01.023957 2021-04-10 02:30:48,747 INFO : Epoch=0180 complete, best val top1-acc=93.35%, top5-acc=99.80% (epoch=180), remaining_time=0:07:37.106020, arrival_time=2021-04-10 02:38:25.853802, cost_time=1:08:33.954128 2021-04-10 02:30:48,748 INFO : Train start, epoch=0181, lr=0.002447 2021-04-10 02:30:50,039 INFO : TRAIN, epoch=0181, iter=00010/00196, fetch data time cost=0.33ms, fps=1984 images/s, loss=0.0061, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:23.995674, arrival_time=2021-04-10 02:31:14.034669, cost_time=0:00:01.290093 2021-04-10 02:30:51,129 INFO : TRAIN, epoch=0181, iter=00020/00196, fetch data time cost=1.44ms, fps=2349 images/s, loss=0.0059, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:20.954032, arrival_time=2021-04-10 02:31:12.083915, cost_time=0:00:02.381147 2021-04-10 02:30:52,217 INFO : TRAIN, epoch=0181, iter=00030/00196, fetch data time cost=1.68ms, fps=2355 images/s, loss=0.0062, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:19.194082, arrival_time=2021-04-10 02:31:11.411709, cost_time=0:00:03.468798 2021-04-10 02:30:53,296 INFO : TRAIN, epoch=0181, iter=00040/00196, fetch data time cost=1.46ms, fps=2375 images/s, loss=0.0059, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:17.734392, arrival_time=2021-04-10 02:31:11.030392, cost_time=0:00:04.547266 2021-04-10 02:30:54,389 INFO : TRAIN, epoch=0181, iter=00050/00196, fetch data time cost=2.26ms, fps=2342 images/s, loss=0.0057, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:16.471282, arrival_time=2021-04-10 02:31:10.860926, cost_time=0:00:05.640864 2021-04-10 02:30:55,486 INFO : TRAIN, epoch=0181, iter=00060/00196, fetch data time cost=2.05ms, fps=2335 images/s, loss=0.0059, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:15.272664, arrival_time=2021-04-10 02:31:10.759396, cost_time=0:00:06.737915 2021-04-10 02:30:56,584 INFO : TRAIN, epoch=0181, iter=00070/00196, fetch data time cost=1.81ms, fps=2334 images/s, loss=0.0057, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:14.103684, arrival_time=2021-04-10 02:31:10.687802, cost_time=0:00:07.835360 2021-04-10 02:30:57,674 INFO : TRAIN, epoch=0181, iter=00080/00196, fetch data time cost=1.74ms, fps=2349 images/s, loss=0.0061, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:12.942004, arrival_time=2021-04-10 02:31:10.616272, cost_time=0:00:08.925525 2021-04-10 02:30:58,770 INFO : TRAIN, epoch=0181, iter=00090/00196, fetch data time cost=2.22ms, fps=2337 images/s, loss=0.0061, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:11.803206, arrival_time=2021-04-10 02:31:10.573567, cost_time=0:00:10.021608 2021-04-10 02:30:59,882 INFO : TRAIN, epoch=0181, iter=00100/00196, fetch data time cost=1.94ms, fps=2304 images/s, loss=0.0060, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:10.688160, arrival_time=2021-04-10 02:31:10.570358, cost_time=0:00:11.133457 2021-04-10 02:31:00,970 INFO : TRAIN, epoch=0181, iter=00110/00196, fetch data time cost=1.53ms, fps=2354 images/s, loss=0.0059, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:09.554858, arrival_time=2021-04-10 02:31:10.525051, cost_time=0:00:12.221359 2021-04-10 02:31:02,055 INFO : TRAIN, epoch=0181, iter=00120/00196, fetch data time cost=1.51ms, fps=2361 images/s, loss=0.0058, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:08.427336, arrival_time=2021-04-10 02:31:10.482451, cost_time=0:00:13.306324 2021-04-10 02:31:03,143 INFO : TRAIN, epoch=0181, iter=00130/00196, fetch data time cost=2.27ms, fps=2354 images/s, loss=0.0057, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:07.307916, arrival_time=2021-04-10 02:31:10.451092, cost_time=0:00:14.394411 2021-04-10 02:31:04,234 INFO : TRAIN, epoch=0181, iter=00140/00196, fetch data time cost=1.66ms, fps=2347 images/s, loss=0.0059, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:06.194384, arrival_time=2021-04-10 02:31:10.429021, cost_time=0:00:15.485894 2021-04-10 02:31:05,323 INFO : TRAIN, epoch=0181, iter=00150/00196, fetch data time cost=1.93ms, fps=2352 images/s, loss=0.0059, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:05.082954, arrival_time=2021-04-10 02:31:10.406509, cost_time=0:00:16.574818 2021-04-10 02:31:06,408 INFO : TRAIN, epoch=0181, iter=00160/00196, fetch data time cost=2.07ms, fps=2360 images/s, loss=0.0059, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:03.973536, arrival_time=2021-04-10 02:31:10.382462, cost_time=0:00:17.660210 2021-04-10 02:31:07,497 INFO : TRAIN, epoch=0181, iter=00170/00196, fetch data time cost=1.50ms, fps=2353 images/s, loss=0.0058, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:02.867410, arrival_time=2021-04-10 02:31:10.364559, cost_time=0:00:18.748406 2021-04-10 02:31:08,588 INFO : TRAIN, epoch=0181, iter=00180/00196, fetch data time cost=1.88ms, fps=2348 images/s, loss=0.0058, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:01.763488, arrival_time=2021-04-10 02:31:10.351464, cost_time=0:00:19.839213 2021-04-10 02:31:09,677 INFO : TRAIN, epoch=0181, iter=00190/00196, fetch data time cost=1.50ms, fps=2351 images/s, loss=0.0057, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:00.660906, arrival_time=2021-04-10 02:31:10.338339, cost_time=0:00:20.928654 2021-04-10 02:31:10,266 INFO : TRAIN, epoch=0181, iter=00196/00196, fetch data time cost=1.52ms, fps=2311 images/s, loss=0.0057, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:31:10.266466, cost_time=0:00:21.517744 2021-04-10 02:31:10,654 INFO : EVAL, epoch=0181, iter=00010/00040, fetch data time cost=2.41ms, fps=6618 images/s, loss=0.2875, top1-acc=93.55%, top5-acc=99.84%, remaining_time=0:00:01.160340, arrival_time=2021-04-10 02:31:11.814861, cost_time=0:00:00.386779 2021-04-10 02:31:10,889 INFO : EVAL, epoch=0181, iter=00020/00040, fetch data time cost=0.21ms, fps=10937 images/s, loss=0.2796, top1-acc=93.73%, top5-acc=99.80%, remaining_time=0:00:00.621320, arrival_time=2021-04-10 02:31:11.510391, cost_time=0:00:00.621314 2021-04-10 02:31:11,128 INFO : EVAL, epoch=0181, iter=00030/00040, fetch data time cost=0.32ms, fps=10699 images/s, loss=0.2825, top1-acc=93.59%, top5-acc=99.80%, remaining_time=0:00:00.287030, arrival_time=2021-04-10 02:31:11.415827, cost_time=0:00:00.861102 2021-04-10 02:31:11,340 INFO : EVAL, epoch=0181, iter=00040/00040, fetch data time cost=0.07ms, fps=10959 images/s, loss=0.3060, top1-acc=93.28%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-10 02:31:11.340822, cost_time=0:00:01.073157 2021-04-10 02:31:11,436 INFO : Epoch=0181 complete, best val top1-acc=93.35%, top5-acc=99.80% (epoch=180), remaining_time=0:07:14.233182, arrival_time=2021-04-10 02:38:25.669171, cost_time=1:08:56.642328 2021-04-10 02:31:11,437 INFO : Train start, epoch=0182, lr=0.002210 2021-04-10 02:31:12,804 INFO : TRAIN, epoch=0182, iter=00010/00196, fetch data time cost=0.32ms, fps=1872 images/s, loss=0.0077, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:25.436616, arrival_time=2021-04-10 02:31:38.241482, cost_time=0:00:01.367565 2021-04-10 02:31:13,884 INFO : TRAIN, epoch=0182, iter=00020/00196, fetch data time cost=1.75ms, fps=2373 images/s, loss=0.0062, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:21.531488, arrival_time=2021-04-10 02:31:35.415555, cost_time=0:00:02.446760 2021-04-10 02:31:14,973 INFO : TRAIN, epoch=0182, iter=00030/00196, fetch data time cost=1.73ms, fps=2352 images/s, loss=0.0061, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:19.564926, arrival_time=2021-04-10 02:31:34.538052, cost_time=0:00:03.535828 2021-04-10 02:31:16,060 INFO : TRAIN, epoch=0182, iter=00040/00196, fetch data time cost=1.47ms, fps=2355 images/s, loss=0.0057, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:18.030792, arrival_time=2021-04-10 02:31:34.091464, cost_time=0:00:04.623291 2021-04-10 02:31:17,153 INFO : TRAIN, epoch=0182, iter=00050/00196, fetch data time cost=2.80ms, fps=2344 images/s, loss=0.0053, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:16.691450, arrival_time=2021-04-10 02:31:33.845026, cost_time=0:00:05.716273 2021-04-10 02:31:18,246 INFO : TRAIN, epoch=0182, iter=00060/00196, fetch data time cost=1.43ms, fps=2343 images/s, loss=0.0052, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:15.434640, arrival_time=2021-04-10 02:31:33.681371, cost_time=0:00:06.809430 2021-04-10 02:31:19,331 INFO : TRAIN, epoch=0182, iter=00070/00196, fetch data time cost=1.89ms, fps=2360 images/s, loss=0.0052, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:14.210154, arrival_time=2021-04-10 02:31:33.542059, cost_time=0:00:07.894537 2021-04-10 02:31:20,421 INFO : TRAIN, epoch=0182, iter=00080/00196, fetch data time cost=1.51ms, fps=2351 images/s, loss=0.0051, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:13.026684, arrival_time=2021-04-10 02:31:33.447922, cost_time=0:00:08.983937 2021-04-10 02:31:21,504 INFO : TRAIN, epoch=0182, iter=00090/00196, fetch data time cost=1.64ms, fps=2364 images/s, loss=0.0050, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:11.857054, arrival_time=2021-04-10 02:31:33.361684, cost_time=0:00:10.067322 2021-04-10 02:31:22,596 INFO : TRAIN, epoch=0182, iter=00100/00196, fetch data time cost=2.04ms, fps=2345 images/s, loss=0.0050, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:10.712928, arrival_time=2021-04-10 02:31:33.309499, cost_time=0:00:11.159261 2021-04-10 02:31:23,681 INFO : TRAIN, epoch=0182, iter=00110/00196, fetch data time cost=1.71ms, fps=2360 images/s, loss=0.0050, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:09.572832, arrival_time=2021-04-10 02:31:33.254445, cost_time=0:00:12.244319 2021-04-10 02:31:24,771 INFO : TRAIN, epoch=0182, iter=00120/00196, fetch data time cost=1.56ms, fps=2351 images/s, loss=0.0051, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:08.444740, arrival_time=2021-04-10 02:31:33.215869, cost_time=0:00:13.333831 2021-04-10 02:31:25,859 INFO : TRAIN, epoch=0182, iter=00130/00196, fetch data time cost=1.47ms, fps=2354 images/s, loss=0.0053, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:07.321776, arrival_time=2021-04-10 02:31:33.180813, cost_time=0:00:14.421740 2021-04-10 02:31:26,948 INFO : TRAIN, epoch=0182, iter=00140/00196, fetch data time cost=1.58ms, fps=2351 images/s, loss=0.0052, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:06.204408, arrival_time=2021-04-10 02:31:33.152816, cost_time=0:00:15.511067 2021-04-10 02:31:28,061 INFO : TRAIN, epoch=0182, iter=00150/00196, fetch data time cost=9.84ms, fps=2302 images/s, loss=0.0053, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:05.097950, arrival_time=2021-04-10 02:31:33.159038, cost_time=0:00:16.623785 2021-04-10 02:31:29,146 INFO : TRAIN, epoch=0182, iter=00160/00196, fetch data time cost=1.55ms, fps=2360 images/s, loss=0.0053, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:03.984552, arrival_time=2021-04-10 02:31:33.130930, cost_time=0:00:17.709041 2021-04-10 02:31:30,237 INFO : TRAIN, epoch=0182, iter=00170/00196, fetch data time cost=1.84ms, fps=2347 images/s, loss=0.0052, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:02.875340, arrival_time=2021-04-10 02:31:33.113113, cost_time=0:00:18.800385 2021-04-10 02:31:31,322 INFO : TRAIN, epoch=0182, iter=00180/00196, fetch data time cost=1.62ms, fps=2361 images/s, loss=0.0052, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:01.767568, arrival_time=2021-04-10 02:31:33.090077, cost_time=0:00:19.885167 2021-04-10 02:31:32,418 INFO : TRAIN, epoch=0182, iter=00190/00196, fetch data time cost=1.36ms, fps=2337 images/s, loss=0.0052, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00.662556, arrival_time=2021-04-10 02:31:33.080873, cost_time=0:00:20.981020 2021-04-10 02:31:33,008 INFO : TRAIN, epoch=0182, iter=00196/00196, fetch data time cost=1.36ms, fps=2305 images/s, loss=0.0053, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:31:33.008745, cost_time=0:00:21.571401 2021-04-10 02:31:33,363 INFO : EVAL, epoch=0182, iter=00010/00040, fetch data time cost=2.19ms, fps=7262 images/s, loss=0.3356, top1-acc=92.58%, top5-acc=99.77%, remaining_time=0:00:01.057500, arrival_time=2021-04-10 02:31:34.420743, cost_time=0:00:00.352499 2021-04-10 02:31:33,605 INFO : EVAL, epoch=0182, iter=00020/00040, fetch data time cost=0.40ms, fps=10571 images/s, loss=0.3159, top1-acc=93.09%, top5-acc=99.75%, remaining_time=0:00:00.595180, arrival_time=2021-04-10 02:31:34.201059, cost_time=0:00:00.595171 2021-04-10 02:31:33,850 INFO : EVAL, epoch=0182, iter=00030/00040, fetch data time cost=6.22ms, fps=10507 images/s, loss=0.3060, top1-acc=93.10%, top5-acc=99.79%, remaining_time=0:00:00.279730, arrival_time=2021-04-10 02:31:34.129681, cost_time=0:00:00.839197 2021-04-10 02:31:34,062 INFO : EVAL, epoch=0182, iter=00040/00040, fetch data time cost=0.07ms, fps=10952 images/s, loss=0.2864, top1-acc=93.36%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-10 02:31:34.062218, cost_time=0:00:01.051550 2021-04-10 02:31:34,140 INFO : Epoch=0182 complete, best val top1-acc=93.36%, top5-acc=99.81% (epoch=182), remaining_time=0:06:51.364008, arrival_time=2021-04-10 02:38:25.504935, cost_time=1:09:19.347276 2021-04-10 02:31:34,141 INFO : Train start, epoch=0183, lr=0.001985 2021-04-10 02:31:35,453 INFO : TRAIN, epoch=0183, iter=00010/00196, fetch data time cost=0.31ms, fps=1952 images/s, loss=0.0057, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:24.395388, arrival_time=2021-04-10 02:31:59.848806, cost_time=0:00:01.311582 2021-04-10 02:31:36,539 INFO : TRAIN, epoch=0183, iter=00020/00196, fetch data time cost=2.24ms, fps=2357 images/s, loss=0.0048, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:21.101696, arrival_time=2021-04-10 02:31:57.641557, cost_time=0:00:02.397922 2021-04-10 02:31:37,633 INFO : TRAIN, epoch=0183, iter=00030/00196, fetch data time cost=1.86ms, fps=2342 images/s, loss=0.0048, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:19.320906, arrival_time=2021-04-10 02:31:56.954487, cost_time=0:00:03.491730 2021-04-10 02:31:38,730 INFO : TRAIN, epoch=0183, iter=00040/00196, fetch data time cost=1.73ms, fps=2336 images/s, loss=0.0054, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:17.893980, arrival_time=2021-04-10 02:31:56.624105, cost_time=0:00:04.588181 2021-04-10 02:31:39,825 INFO : TRAIN, epoch=0183, iter=00050/00196, fetch data time cost=2.13ms, fps=2339 images/s, loss=0.0052, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:16.594944, arrival_time=2021-04-10 02:31:56.420059, cost_time=0:00:05.683207 2021-04-10 02:31:40,922 INFO : TRAIN, epoch=0183, iter=00060/00196, fetch data time cost=2.28ms, fps=2334 images/s, loss=0.0052, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:15.369224, arrival_time=2021-04-10 02:31:56.291719, cost_time=0:00:06.780564 2021-04-10 02:31:42,011 INFO : TRAIN, epoch=0183, iter=00070/00196, fetch data time cost=1.69ms, fps=2352 images/s, loss=0.0053, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:14.165172, arrival_time=2021-04-10 02:31:56.176576, cost_time=0:00:07.869528 2021-04-10 02:31:43,095 INFO : TRAIN, epoch=0183, iter=00080/00196, fetch data time cost=1.51ms, fps=2362 images/s, loss=0.0052, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:12.983300, arrival_time=2021-04-10 02:31:56.079153, cost_time=0:00:08.953994 2021-04-10 02:31:44,178 INFO : TRAIN, epoch=0183, iter=00090/00196, fetch data time cost=1.47ms, fps=2367 images/s, loss=0.0055, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:11.820378, arrival_time=2021-04-10 02:31:55.998399, cost_time=0:00:10.036176 2021-04-10 02:31:45,262 INFO : TRAIN, epoch=0183, iter=00100/00196, fetch data time cost=2.16ms, fps=2363 images/s, loss=0.0056, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:10.675200, arrival_time=2021-04-10 02:31:55.937145, cost_time=0:00:11.120025 2021-04-10 02:31:46,354 INFO : TRAIN, epoch=0183, iter=00110/00196, fetch data time cost=1.94ms, fps=2344 images/s, loss=0.0055, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:09.548236, arrival_time=2021-04-10 02:31:55.903103, cost_time=0:00:12.212857 2021-04-10 02:31:47,458 INFO : TRAIN, epoch=0183, iter=00120/00196, fetch data time cost=1.49ms, fps=2321 images/s, loss=0.0055, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:08.433948, arrival_time=2021-04-10 02:31:55.892539, cost_time=0:00:13.316721 2021-04-10 02:31:48,559 INFO : TRAIN, epoch=0183, iter=00130/00196, fetch data time cost=2.28ms, fps=2327 images/s, loss=0.0054, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:07.319532, arrival_time=2021-04-10 02:31:55.878778, cost_time=0:00:14.417303 2021-04-10 02:31:49,651 INFO : TRAIN, epoch=0183, iter=00140/00196, fetch data time cost=1.41ms, fps=2346 images/s, loss=0.0054, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:06.203792, arrival_time=2021-04-10 02:31:55.855086, cost_time=0:00:15.509426 2021-04-10 02:31:50,737 INFO : TRAIN, epoch=0183, iter=00150/00196, fetch data time cost=1.49ms, fps=2358 images/s, loss=0.0053, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:05.089302, arrival_time=2021-04-10 02:31:55.826649, cost_time=0:00:16.595489 2021-04-10 02:31:51,826 INFO : TRAIN, epoch=0183, iter=00160/00196, fetch data time cost=1.57ms, fps=2353 images/s, loss=0.0054, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:03.978900, arrival_time=2021-04-10 02:31:55.804941, cost_time=0:00:17.684031 2021-04-10 02:31:52,946 INFO : TRAIN, epoch=0183, iter=00170/00196, fetch data time cost=1.74ms, fps=2286 images/s, loss=0.0054, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:02.876068, arrival_time=2021-04-10 02:31:55.822896, cost_time=0:00:18.804975 2021-04-10 02:31:54,034 INFO : TRAIN, epoch=0183, iter=00180/00196, fetch data time cost=1.97ms, fps=2355 images/s, loss=0.0053, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:01.768208, arrival_time=2021-04-10 02:31:55.802351, cost_time=0:00:19.892282 2021-04-10 02:31:55,114 INFO : TRAIN, epoch=0183, iter=00190/00196, fetch data time cost=2.01ms, fps=2370 images/s, loss=0.0053, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00.662304, arrival_time=2021-04-10 02:31:55.777190, cost_time=0:00:20.972988 2021-04-10 02:31:55,700 INFO : TRAIN, epoch=0183, iter=00196/00196, fetch data time cost=1.37ms, fps=2327 images/s, loss=0.0053, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:31:55.700075, cost_time=0:00:21.558142 2021-04-10 02:31:56,056 INFO : EVAL, epoch=0183, iter=00010/00040, fetch data time cost=4.24ms, fps=7207 images/s, loss=0.3088, top1-acc=93.12%, top5-acc=99.69%, remaining_time=0:00:01.065540, arrival_time=2021-04-10 02:31:57.122201, cost_time=0:00:00.355185 2021-04-10 02:31:56,296 INFO : EVAL, epoch=0183, iter=00020/00040, fetch data time cost=0.30ms, fps=10697 images/s, loss=0.2946, top1-acc=93.38%, top5-acc=99.75%, remaining_time=0:00:00.595020, arrival_time=2021-04-10 02:31:56.891529, cost_time=0:00:00.595024 2021-04-10 02:31:56,541 INFO : EVAL, epoch=0183, iter=00030/00040, fetch data time cost=2.67ms, fps=10483 images/s, loss=0.2931, top1-acc=93.35%, top5-acc=99.74%, remaining_time=0:00:00.279930, arrival_time=2021-04-10 02:31:56.821166, cost_time=0:00:00.839785 2021-04-10 02:31:56,762 INFO : EVAL, epoch=0183, iter=00040/00040, fetch data time cost=0.06ms, fps=10524 images/s, loss=0.2849, top1-acc=93.44%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-10 02:31:56.762074, cost_time=0:00:01.060693 2021-04-10 02:31:56,879 INFO : Epoch=0183 complete, best val top1-acc=93.44%, top5-acc=99.76% (epoch=183), remaining_time=0:06:28.499759, arrival_time=2021-04-10 02:38:25.379027, cost_time=1:09:42.085585 2021-04-10 02:31:56,880 INFO : Train start, epoch=0184, lr=0.001772 2021-04-10 02:31:58,158 INFO : TRAIN, epoch=0184, iter=00010/00196, fetch data time cost=1.91ms, fps=2004 images/s, loss=0.0044, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:23.758896, arrival_time=2021-04-10 02:32:21.916887, cost_time=0:00:01.277356 2021-04-10 02:31:59,245 INFO : TRAIN, epoch=0184, iter=00020/00196, fetch data time cost=2.25ms, fps=2354 images/s, loss=0.0036, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:20.814112, arrival_time=2021-04-10 02:32:20.059951, cost_time=0:00:02.365230 2021-04-10 02:32:00,344 INFO : TRAIN, epoch=0184, iter=00030/00196, fetch data time cost=1.63ms, fps=2331 images/s, loss=0.0039, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:19.167190, arrival_time=2021-04-10 02:32:19.511801, cost_time=0:00:03.463961 2021-04-10 02:32:01,443 INFO : TRAIN, epoch=0184, iter=00040/00196, fetch data time cost=2.49ms, fps=2331 images/s, loss=0.0044, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:17.795388, arrival_time=2021-04-10 02:32:19.238984, cost_time=0:00:04.562902 2021-04-10 02:32:02,540 INFO : TRAIN, epoch=0184, iter=00050/00196, fetch data time cost=2.15ms, fps=2337 images/s, loss=0.0042, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:16.525156, arrival_time=2021-04-10 02:32:19.065202, cost_time=0:00:05.659286 2021-04-10 02:32:03,638 INFO : TRAIN, epoch=0184, iter=00060/00196, fetch data time cost=2.14ms, fps=2333 images/s, loss=0.0045, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:15.317136, arrival_time=2021-04-10 02:32:18.955372, cost_time=0:00:06.757567 2021-04-10 02:32:04,734 INFO : TRAIN, epoch=0184, iter=00070/00196, fetch data time cost=2.05ms, fps=2337 images/s, loss=0.0045, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:14.136318, arrival_time=2021-04-10 02:32:18.870677, cost_time=0:00:07.853543 2021-04-10 02:32:05,821 INFO : TRAIN, epoch=0184, iter=00080/00196, fetch data time cost=2.10ms, fps=2356 images/s, loss=0.0046, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:12.964624, arrival_time=2021-04-10 02:32:18.786353, cost_time=0:00:08.941100 2021-04-10 02:32:06,908 INFO : TRAIN, epoch=0184, iter=00090/00196, fetch data time cost=1.53ms, fps=2357 images/s, loss=0.0046, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:11.810520, arrival_time=2021-04-10 02:32:18.718880, cost_time=0:00:10.027756 2021-04-10 02:32:08,004 INFO : TRAIN, epoch=0184, iter=00100/00196, fetch data time cost=2.10ms, fps=2337 images/s, loss=0.0049, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:10.678656, arrival_time=2021-04-10 02:32:18.683000, cost_time=0:00:11.123649 2021-04-10 02:32:09,093 INFO : TRAIN, epoch=0184, iter=00110/00196, fetch data time cost=1.51ms, fps=2353 images/s, loss=0.0048, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:09.547892, arrival_time=2021-04-10 02:32:18.641059, cost_time=0:00:12.212475 2021-04-10 02:32:10,187 INFO : TRAIN, epoch=0184, iter=00120/00196, fetch data time cost=1.50ms, fps=2340 images/s, loss=0.0049, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:08.427944, arrival_time=2021-04-10 02:32:18.615780, cost_time=0:00:13.307221 2021-04-10 02:32:11,277 INFO : TRAIN, epoch=0184, iter=00130/00196, fetch data time cost=1.43ms, fps=2351 images/s, loss=0.0047, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:07.309170, arrival_time=2021-04-10 02:32:18.586625, cost_time=0:00:14.396836 2021-04-10 02:32:12,366 INFO : TRAIN, epoch=0184, iter=00140/00196, fetch data time cost=1.90ms, fps=2351 images/s, loss=0.0048, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:06.194440, arrival_time=2021-04-10 02:32:18.561189, cost_time=0:00:15.486134 2021-04-10 02:32:13,455 INFO : TRAIN, epoch=0184, iter=00150/00196, fetch data time cost=1.45ms, fps=2353 images/s, loss=0.0048, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:05.082862, arrival_time=2021-04-10 02:32:18.538035, cost_time=0:00:16.574519 2021-04-10 02:32:14,536 INFO : TRAIN, epoch=0184, iter=00160/00196, fetch data time cost=1.50ms, fps=2369 images/s, loss=0.0049, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:03.972564, arrival_time=2021-04-10 02:32:18.509087, cost_time=0:00:17.655859 2021-04-10 02:32:15,629 INFO : TRAIN, epoch=0184, iter=00170/00196, fetch data time cost=1.52ms, fps=2345 images/s, loss=0.0049, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:02.867384, arrival_time=2021-04-10 02:32:18.496392, cost_time=0:00:18.748224 2021-04-10 02:32:16,721 INFO : TRAIN, epoch=0184, iter=00180/00196, fetch data time cost=1.55ms, fps=2344 images/s, loss=0.0049, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:01.763664, arrival_time=2021-04-10 02:32:18.485499, cost_time=0:00:19.841225 2021-04-10 02:32:17,825 INFO : TRAIN, epoch=0184, iter=00190/00196, fetch data time cost=1.50ms, fps=2322 images/s, loss=0.0049, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00.661398, arrival_time=2021-04-10 02:32:18.486519, cost_time=0:00:20.944334 2021-04-10 02:32:18,410 INFO : TRAIN, epoch=0184, iter=00196/00196, fetch data time cost=1.31ms, fps=2328 images/s, loss=0.0050, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:32:18.410218, cost_time=0:00:21.529561 2021-04-10 02:32:18,728 INFO : EVAL, epoch=0184, iter=00010/00040, fetch data time cost=0.28ms, fps=8093 images/s, loss=0.2856, top1-acc=93.67%, top5-acc=99.77%, remaining_time=0:00:00.948960, arrival_time=2021-04-10 02:32:19.677001, cost_time=0:00:00.316315 2021-04-10 02:32:18,968 INFO : EVAL, epoch=0184, iter=00020/00040, fetch data time cost=4.05ms, fps=10690 images/s, loss=0.2888, top1-acc=93.52%, top5-acc=99.86%, remaining_time=0:00:00.556160, arrival_time=2021-04-10 02:32:19.524112, cost_time=0:00:00.556164 2021-04-10 02:32:19,209 INFO : EVAL, epoch=0184, iter=00030/00040, fetch data time cost=0.40ms, fps=10631 images/s, loss=0.2879, top1-acc=93.59%, top5-acc=99.84%, remaining_time=0:00:00.265830, arrival_time=2021-04-10 02:32:19.475116, cost_time=0:00:00.797504 2021-04-10 02:32:19,434 INFO : EVAL, epoch=0184, iter=00040/00040, fetch data time cost=0.08ms, fps=10328 images/s, loss=0.2939, top1-acc=93.50%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-10 02:32:19.434447, cost_time=0:00:01.022691 2021-04-10 02:32:19,511 INFO : Epoch=0184 complete, best val top1-acc=93.50%, top5-acc=99.80% (epoch=184), remaining_time=0:06:05.627632, arrival_time=2021-04-10 02:38:25.138964, cost_time=1:10:04.717689 2021-04-10 02:32:19,512 INFO : Train start, epoch=0185, lr=0.001571 2021-04-10 02:32:20,796 INFO : TRAIN, epoch=0185, iter=00010/00196, fetch data time cost=0.32ms, fps=1993 images/s, loss=0.0054, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:23.887236, arrival_time=2021-04-10 02:32:44.683782, cost_time=0:00:01.284264 2021-04-10 02:32:21,878 INFO : TRAIN, epoch=0185, iter=00020/00196, fetch data time cost=1.46ms, fps=2367 images/s, loss=0.0057, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:20.824320, arrival_time=2021-04-10 02:32:42.702963, cost_time=0:00:02.366392 2021-04-10 02:32:22,960 INFO : TRAIN, epoch=0185, iter=00030/00196, fetch data time cost=1.38ms, fps=2368 images/s, loss=0.0050, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:19.078878, arrival_time=2021-04-10 02:32:42.039245, cost_time=0:00:03.447992 2021-04-10 02:32:24,050 INFO : TRAIN, epoch=0185, iter=00040/00196, fetch data time cost=1.65ms, fps=2351 images/s, loss=0.0047, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:17.697264, arrival_time=2021-04-10 02:32:41.747367, cost_time=0:00:04.537742 2021-04-10 02:32:25,145 INFO : TRAIN, epoch=0185, iter=00050/00196, fetch data time cost=2.58ms, fps=2338 images/s, loss=0.0048, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:16.449382, arrival_time=2021-04-10 02:32:41.595056, cost_time=0:00:05.633343 2021-04-10 02:32:26,234 INFO : TRAIN, epoch=0185, iter=00060/00196, fetch data time cost=1.45ms, fps=2355 images/s, loss=0.0048, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:15.235672, arrival_time=2021-04-10 02:32:41.469612, cost_time=0:00:06.721638 2021-04-10 02:32:27,332 INFO : TRAIN, epoch=0185, iter=00070/00196, fetch data time cost=1.55ms, fps=2332 images/s, loss=0.0048, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:14.076342, arrival_time=2021-04-10 02:32:41.408839, cost_time=0:00:07.820207 2021-04-10 02:32:28,424 INFO : TRAIN, epoch=0185, iter=00080/00196, fetch data time cost=1.87ms, fps=2346 images/s, loss=0.0047, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:12.922284, arrival_time=2021-04-10 02:32:41.346471, cost_time=0:00:08.911936 2021-04-10 02:32:29,511 INFO : TRAIN, epoch=0185, iter=00090/00196, fetch data time cost=1.43ms, fps=2355 images/s, loss=0.0048, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:11.777236, arrival_time=2021-04-10 02:32:41.289050, cost_time=0:00:09.999513 2021-04-10 02:32:30,598 INFO : TRAIN, epoch=0185, iter=00100/00196, fetch data time cost=2.25ms, fps=2358 images/s, loss=0.0049, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:10.642464, arrival_time=2021-04-10 02:32:41.240659, cost_time=0:00:11.085856 2021-04-10 02:32:31,682 INFO : TRAIN, epoch=0185, iter=00110/00196, fetch data time cost=1.66ms, fps=2361 images/s, loss=0.0048, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:09.515212, arrival_time=2021-04-10 02:32:41.198129, cost_time=0:00:12.170658 2021-04-10 02:32:32,769 INFO : TRAIN, epoch=0185, iter=00120/00196, fetch data time cost=2.25ms, fps=2356 images/s, loss=0.0048, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:08.396480, arrival_time=2021-04-10 02:32:41.166374, cost_time=0:00:13.257642 2021-04-10 02:32:33,856 INFO : TRAIN, epoch=0185, iter=00130/00196, fetch data time cost=1.78ms, fps=2357 images/s, loss=0.0049, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:07.282374, arrival_time=2021-04-10 02:32:41.138702, cost_time=0:00:14.344070 2021-04-10 02:32:34,941 INFO : TRAIN, epoch=0185, iter=00140/00196, fetch data time cost=1.50ms, fps=2360 images/s, loss=0.0048, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:06.171760, arrival_time=2021-04-10 02:32:41.113360, cost_time=0:00:15.429351 2021-04-10 02:32:36,026 INFO : TRAIN, epoch=0185, iter=00150/00196, fetch data time cost=1.61ms, fps=2361 images/s, loss=0.0049, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:05.064278, arrival_time=2021-04-10 02:32:41.090493, cost_time=0:00:16.513972 2021-04-10 02:32:37,111 INFO : TRAIN, epoch=0185, iter=00160/00196, fetch data time cost=1.74ms, fps=2361 images/s, loss=0.0049, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:03.959748, arrival_time=2021-04-10 02:32:41.070939, cost_time=0:00:17.598933 2021-04-10 02:32:38,199 INFO : TRAIN, epoch=0185, iter=00170/00196, fetch data time cost=1.63ms, fps=2354 images/s, loss=0.0048, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:02.857998, arrival_time=2021-04-10 02:32:41.057088, cost_time=0:00:18.686851 2021-04-10 02:32:39,284 INFO : TRAIN, epoch=0185, iter=00180/00196, fetch data time cost=1.94ms, fps=2359 images/s, loss=0.0049, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:01.757552, arrival_time=2021-04-10 02:32:41.042334, cost_time=0:00:19.772541 2021-04-10 02:32:40,366 INFO : TRAIN, epoch=0185, iter=00190/00196, fetch data time cost=1.46ms, fps=2367 images/s, loss=0.0049, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00.658560, arrival_time=2021-04-10 02:32:41.025215, cost_time=0:00:20.854352 2021-04-10 02:32:40,950 INFO : TRAIN, epoch=0185, iter=00196/00196, fetch data time cost=0.08ms, fps=2333 images/s, loss=0.0049, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:32:40.950059, cost_time=0:00:21.437798 2021-04-10 02:32:41,318 INFO : EVAL, epoch=0185, iter=00010/00040, fetch data time cost=0.20ms, fps=6987 images/s, loss=0.2756, top1-acc=93.48%, top5-acc=99.88%, remaining_time=0:00:01.099140, arrival_time=2021-04-10 02:32:42.417428, cost_time=0:00:00.366383 2021-04-10 02:32:41,580 INFO : EVAL, epoch=0185, iter=00020/00040, fetch data time cost=0.35ms, fps=9793 images/s, loss=0.2752, top1-acc=93.63%, top5-acc=99.82%, remaining_time=0:00:00.628140, arrival_time=2021-04-10 02:32:42.208238, cost_time=0:00:00.628138 2021-04-10 02:32:41,835 INFO : EVAL, epoch=0185, iter=00030/00040, fetch data time cost=0.34ms, fps=10059 images/s, loss=0.2906, top1-acc=93.37%, top5-acc=99.79%, remaining_time=0:00:00.294380, arrival_time=2021-04-10 02:32:42.129436, cost_time=0:00:00.883155 2021-04-10 02:32:42,066 INFO : EVAL, epoch=0185, iter=00040/00040, fetch data time cost=0.06ms, fps=10062 images/s, loss=0.2989, top1-acc=93.40%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-10 02:32:42.065979, cost_time=0:00:01.114105 2021-04-10 02:32:42,106 INFO : Epoch=0185 complete, best val top1-acc=93.50%, top5-acc=99.80% (epoch=184), remaining_time=0:05:42.755070, arrival_time=2021-04-10 02:38:24.861303, cost_time=1:10:27.312612 2021-04-10 02:32:42,106 INFO : Train start, epoch=0186, lr=0.001382 2021-04-10 02:32:43,490 INFO : TRAIN, epoch=0186, iter=00010/00196, fetch data time cost=0.55ms, fps=1850 images/s, loss=0.0042, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:25.739982, arrival_time=2021-04-10 02:33:09.230913, cost_time=0:00:01.383870 2021-04-10 02:32:44,577 INFO : TRAIN, epoch=0186, iter=00020/00196, fetch data time cost=1.68ms, fps=2358 images/s, loss=0.0044, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:21.736352, arrival_time=2021-04-10 02:33:06.313538, cost_time=0:00:02.470038 2021-04-10 02:32:45,665 INFO : TRAIN, epoch=0186, iter=00030/00196, fetch data time cost=1.59ms, fps=2353 images/s, loss=0.0047, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:19.692248, arrival_time=2021-04-10 02:33:05.358150, cost_time=0:00:03.558843 2021-04-10 02:32:46,757 INFO : TRAIN, epoch=0186, iter=00040/00196, fetch data time cost=1.60ms, fps=2346 images/s, loss=0.0049, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:18.136092, arrival_time=2021-04-10 02:33:04.893536, cost_time=0:00:04.650296 2021-04-10 02:32:47,845 INFO : TRAIN, epoch=0186, iter=00050/00196, fetch data time cost=1.99ms, fps=2354 images/s, loss=0.0047, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:16.756858, arrival_time=2021-04-10 02:33:04.602606, cost_time=0:00:05.738653 2021-04-10 02:32:48,937 INFO : TRAIN, epoch=0186, iter=00060/00196, fetch data time cost=1.56ms, fps=2346 images/s, loss=0.0047, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:15.482648, arrival_time=2021-04-10 02:33:04.420322, cost_time=0:00:06.830606 2021-04-10 02:32:50,023 INFO : TRAIN, epoch=0186, iter=00070/00196, fetch data time cost=1.72ms, fps=2360 images/s, loss=0.0047, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:14.248584, arrival_time=2021-04-10 02:33:04.271538, cost_time=0:00:07.915899 2021-04-10 02:32:51,115 INFO : TRAIN, epoch=0186, iter=00080/00196, fetch data time cost=1.61ms, fps=2343 images/s, loss=0.0045, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:13.062876, arrival_time=2021-04-10 02:33:04.178797, cost_time=0:00:09.008849 2021-04-10 02:32:52,199 INFO : TRAIN, epoch=0186, iter=00090/00196, fetch data time cost=1.48ms, fps=2364 images/s, loss=0.0044, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:11.886416, arrival_time=2021-04-10 02:33:04.085687, cost_time=0:00:10.092208 2021-04-10 02:32:53,284 INFO : TRAIN, epoch=0186, iter=00100/00196, fetch data time cost=1.91ms, fps=2361 images/s, loss=0.0044, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:10.729824, arrival_time=2021-04-10 02:33:04.013817, cost_time=0:00:11.176883 2021-04-10 02:32:54,372 INFO : TRAIN, epoch=0186, iter=00110/00196, fetch data time cost=1.46ms, fps=2355 images/s, loss=0.0044, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:09.588828, arrival_time=2021-04-10 02:33:03.960747, cost_time=0:00:12.264761 2021-04-10 02:32:55,464 INFO : TRAIN, epoch=0186, iter=00120/00196, fetch data time cost=1.50ms, fps=2345 images/s, loss=0.0046, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:08.459560, arrival_time=2021-04-10 02:33:03.924074, cost_time=0:00:13.357260 2021-04-10 02:32:56,551 INFO : TRAIN, epoch=0186, iter=00130/00196, fetch data time cost=1.46ms, fps=2357 images/s, loss=0.0046, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:07.333260, arrival_time=2021-04-10 02:33:03.884631, cost_time=0:00:14.444303 2021-04-10 02:32:57,644 INFO : TRAIN, epoch=0186, iter=00140/00196, fetch data time cost=1.97ms, fps=2344 images/s, loss=0.0048, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:06.214768, arrival_time=2021-04-10 02:33:03.858743, cost_time=0:00:15.536917 2021-04-10 02:32:58,743 INFO : TRAIN, epoch=0186, iter=00150/00196, fetch data time cost=1.47ms, fps=2330 images/s, loss=0.0049, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:05.101676, arrival_time=2021-04-10 02:33:03.844701, cost_time=0:00:16.635968 2021-04-10 02:32:59,827 INFO : TRAIN, epoch=0186, iter=00160/00196, fetch data time cost=1.57ms, fps=2362 images/s, loss=0.0048, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:03.987108, arrival_time=2021-04-10 02:33:03.814770, cost_time=0:00:17.720445 2021-04-10 02:33:00,911 INFO : TRAIN, epoch=0186, iter=00170/00196, fetch data time cost=1.47ms, fps=2363 images/s, loss=0.0049, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:02.875990, arrival_time=2021-04-10 02:33:03.787636, cost_time=0:00:18.804566 2021-04-10 02:33:02,001 INFO : TRAIN, epoch=0186, iter=00180/00196, fetch data time cost=1.93ms, fps=2350 images/s, loss=0.0049, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:01.768400, arrival_time=2021-04-10 02:33:03.769956, cost_time=0:00:19.894455 2021-04-10 02:33:03,098 INFO : TRAIN, epoch=0186, iter=00190/00196, fetch data time cost=1.67ms, fps=2335 images/s, loss=0.0048, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00.662892, arrival_time=2021-04-10 02:33:03.761457, cost_time=0:00:20.991487 2021-04-10 02:33:03,684 INFO : TRAIN, epoch=0186, iter=00196/00196, fetch data time cost=1.35ms, fps=2323 images/s, loss=0.0049, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:33:03.684427, cost_time=0:00:21.577391 2021-04-10 02:33:03,999 INFO : EVAL, epoch=0186, iter=00010/00040, fetch data time cost=3.69ms, fps=8167 images/s, loss=0.2775, top1-acc=93.95%, top5-acc=99.80%, remaining_time=0:00:00.940290, arrival_time=2021-04-10 02:33:04.939350, cost_time=0:00:00.313430 2021-04-10 02:33:04,258 INFO : EVAL, epoch=0186, iter=00020/00040, fetch data time cost=23.25ms, fps=9871 images/s, loss=0.2855, top1-acc=93.69%, top5-acc=99.77%, remaining_time=0:00:00.573280, arrival_time=2021-04-10 02:33:04.832145, cost_time=0:00:00.573288 2021-04-10 02:33:04,525 INFO : EVAL, epoch=0186, iter=00030/00040, fetch data time cost=0.48ms, fps=9619 images/s, loss=0.2893, top1-acc=93.48%, top5-acc=99.77%, remaining_time=0:00:00.279930, arrival_time=2021-04-10 02:33:04.805294, cost_time=0:00:00.839778 2021-04-10 02:33:04,747 INFO : EVAL, epoch=0186, iter=00040/00040, fetch data time cost=0.09ms, fps=10465 images/s, loss=0.2860, top1-acc=93.53%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-10 02:33:04.747453, cost_time=0:00:01.061875 2021-04-10 02:33:04,854 INFO : Epoch=0186 complete, best val top1-acc=93.53%, top5-acc=99.77% (epoch=186), remaining_time=0:05:19.897074, arrival_time=2021-04-10 02:38:24.751808, cost_time=1:10:50.061086 2021-04-10 02:33:04,855 INFO : Train start, epoch=0187, lr=0.001204 2021-04-10 02:33:06,177 INFO : TRAIN, epoch=0187, iter=00010/00196, fetch data time cost=0.56ms, fps=1937 images/s, loss=0.0029, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:24.580272, arrival_time=2021-04-10 02:33:30.757544, cost_time=0:00:01.321524 2021-04-10 02:33:07,269 INFO : TRAIN, epoch=0187, iter=00020/00196, fetch data time cost=1.69ms, fps=2346 images/s, loss=0.0034, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:21.238448, arrival_time=2021-04-10 02:33:28.507607, cost_time=0:00:02.413460 2021-04-10 02:33:08,355 INFO : TRAIN, epoch=0187, iter=00030/00196, fetch data time cost=1.55ms, fps=2358 images/s, loss=0.0043, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:19.364730, arrival_time=2021-04-10 02:33:27.720169, cost_time=0:00:03.499658 2021-04-10 02:33:09,435 INFO : TRAIN, epoch=0187, iter=00040/00196, fetch data time cost=1.48ms, fps=2373 images/s, loss=0.0045, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:17.860128, arrival_time=2021-04-10 02:33:27.295268, cost_time=0:00:04.579507 2021-04-10 02:33:10,522 INFO : TRAIN, epoch=0187, iter=00050/00196, fetch data time cost=2.01ms, fps=2355 images/s, loss=0.0046, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:16.547348, arrival_time=2021-04-10 02:33:27.069906, cost_time=0:00:05.666882 2021-04-10 02:33:11,613 INFO : TRAIN, epoch=0187, iter=00060/00196, fetch data time cost=2.07ms, fps=2348 images/s, loss=0.0044, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:15.317952, arrival_time=2021-04-10 02:33:26.931613, cost_time=0:00:06.757919 2021-04-10 02:33:12,702 INFO : TRAIN, epoch=0187, iter=00070/00196, fetch data time cost=1.43ms, fps=2352 images/s, loss=0.0043, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:14.124348, arrival_time=2021-04-10 02:33:26.826865, cost_time=0:00:07.846861 2021-04-10 02:33:13,789 INFO : TRAIN, epoch=0187, iter=00080/00196, fetch data time cost=2.15ms, fps=2357 images/s, loss=0.0044, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:12.953604, arrival_time=2021-04-10 02:33:26.742876, cost_time=0:00:08.933551 2021-04-10 02:33:14,876 INFO : TRAIN, epoch=0187, iter=00090/00196, fetch data time cost=1.67ms, fps=2357 images/s, loss=0.0045, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:11.801828, arrival_time=2021-04-10 02:33:26.677938, cost_time=0:00:10.020465 2021-04-10 02:33:15,959 INFO : TRAIN, epoch=0187, iter=00100/00196, fetch data time cost=1.69ms, fps=2364 images/s, loss=0.0047, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:10.659840, arrival_time=2021-04-10 02:33:26.619506, cost_time=0:00:11.104022 2021-04-10 02:33:17,044 INFO : TRAIN, epoch=0187, iter=00110/00196, fetch data time cost=1.92ms, fps=2362 images/s, loss=0.0047, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:09.529058, arrival_time=2021-04-10 02:33:26.573013, cost_time=0:00:12.188315 2021-04-10 02:33:18,132 INFO : TRAIN, epoch=0187, iter=00120/00196, fetch data time cost=1.66ms, fps=2352 images/s, loss=0.0049, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:08.408868, arrival_time=2021-04-10 02:33:26.541717, cost_time=0:00:13.277115 2021-04-10 02:33:19,220 INFO : TRAIN, epoch=0187, iter=00130/00196, fetch data time cost=1.50ms, fps=2355 images/s, loss=0.0048, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:07.292934, arrival_time=2021-04-10 02:33:26.513495, cost_time=0:00:14.364841 2021-04-10 02:33:20,306 INFO : TRAIN, epoch=0187, iter=00140/00196, fetch data time cost=1.51ms, fps=2358 images/s, loss=0.0049, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:06.180496, arrival_time=2021-04-10 02:33:26.487379, cost_time=0:00:15.451241 2021-04-10 02:33:21,395 INFO : TRAIN, epoch=0187, iter=00150/00196, fetch data time cost=2.10ms, fps=2353 images/s, loss=0.0049, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:05.072098, arrival_time=2021-04-10 02:33:26.467272, cost_time=0:00:16.539509 2021-04-10 02:33:22,481 INFO : TRAIN, epoch=0187, iter=00160/00196, fetch data time cost=1.54ms, fps=2358 images/s, loss=0.0048, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:03.965760, arrival_time=2021-04-10 02:33:26.446934, cost_time=0:00:17.625529 2021-04-10 02:33:23,568 INFO : TRAIN, epoch=0187, iter=00170/00196, fetch data time cost=1.65ms, fps=2356 images/s, loss=0.0048, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:02.861924, arrival_time=2021-04-10 02:33:26.430210, cost_time=0:00:18.712641 2021-04-10 02:33:24,653 INFO : TRAIN, epoch=0187, iter=00180/00196, fetch data time cost=1.93ms, fps=2359 images/s, loss=0.0048, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:01.759856, arrival_time=2021-04-10 02:33:26.413784, cost_time=0:00:19.798303 2021-04-10 02:33:25,735 INFO : TRAIN, epoch=0187, iter=00190/00196, fetch data time cost=1.58ms, fps=2368 images/s, loss=0.0048, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00.659358, arrival_time=2021-04-10 02:33:26.394582, cost_time=0:00:20.879593 2021-04-10 02:33:26,341 INFO : TRAIN, epoch=0187, iter=00196/00196, fetch data time cost=1.83ms, fps=2244 images/s, loss=0.0047, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:33:26.341672, cost_time=0:00:21.486002 2021-04-10 02:33:26,683 INFO : EVAL, epoch=0187, iter=00010/00040, fetch data time cost=4.30ms, fps=7531 images/s, loss=0.2758, top1-acc=93.67%, top5-acc=99.80%, remaining_time=0:00:01.019760, arrival_time=2021-04-10 02:33:27.703146, cost_time=0:00:00.339922 2021-04-10 02:33:26,919 INFO : EVAL, epoch=0187, iter=00020/00040, fetch data time cost=5.87ms, fps=10868 images/s, loss=0.2731, top1-acc=93.73%, top5-acc=99.75%, remaining_time=0:00:00.575980, arrival_time=2021-04-10 02:33:27.495378, cost_time=0:00:00.575981 2021-04-10 02:33:27,168 INFO : EVAL, epoch=0187, iter=00030/00040, fetch data time cost=0.39ms, fps=10316 images/s, loss=0.2931, top1-acc=93.28%, top5-acc=99.77%, remaining_time=0:00:00.274840, arrival_time=2021-04-10 02:33:27.442839, cost_time=0:00:00.824522 2021-04-10 02:33:27,416 INFO : EVAL, epoch=0187, iter=00040/00040, fetch data time cost=1.17ms, fps=9338 images/s, loss=0.2912, top1-acc=93.50%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-10 02:33:27.416925, cost_time=0:00:01.073542 2021-04-10 02:33:27,484 INFO : Epoch=0187 complete, best val top1-acc=93.53%, top5-acc=99.77% (epoch=186), remaining_time=0:04:57.031982, arrival_time=2021-04-10 02:38:24.516473, cost_time=1:11:12.690820 2021-04-10 02:33:27,485 INFO : Train start, epoch=0188, lr=0.001039 2021-04-10 02:33:28,759 INFO : TRAIN, epoch=0188, iter=00010/00196, fetch data time cost=0.33ms, fps=2011 images/s, loss=0.0036, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:23.682822, arrival_time=2021-04-10 02:33:52.442048, cost_time=0:00:01.273274 2021-04-10 02:33:29,844 INFO : TRAIN, epoch=0188, iter=00020/00196, fetch data time cost=1.52ms, fps=2359 images/s, loss=0.0039, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:20.759376, arrival_time=2021-04-10 02:33:50.604251, cost_time=0:00:02.359017 2021-04-10 02:33:30,927 INFO : TRAIN, epoch=0188, iter=00030/00196, fetch data time cost=1.51ms, fps=2367 images/s, loss=0.0048, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:19.041196, arrival_time=2021-04-10 02:33:49.968341, cost_time=0:00:03.441186 2021-04-10 02:33:32,021 INFO : TRAIN, epoch=0188, iter=00040/00196, fetch data time cost=1.68ms, fps=2340 images/s, loss=0.0044, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:17.690244, arrival_time=2021-04-10 02:33:49.712091, cost_time=0:00:04.535974 2021-04-10 02:33:33,137 INFO : TRAIN, epoch=0188, iter=00050/00196, fetch data time cost=3.67ms, fps=2295 images/s, loss=0.0046, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:16.503256, arrival_time=2021-04-10 02:33:49.640960, cost_time=0:00:05.651806 2021-04-10 02:33:34,237 INFO : TRAIN, epoch=0188, iter=00060/00196, fetch data time cost=1.74ms, fps=2329 images/s, loss=0.0045, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:15.304216, arrival_time=2021-04-10 02:33:49.542024, cost_time=0:00:06.751836 2021-04-10 02:33:35,318 INFO : TRAIN, epoch=0188, iter=00070/00196, fetch data time cost=1.54ms, fps=2371 images/s, loss=0.0044, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:14.097888, arrival_time=2021-04-10 02:33:49.415944, cost_time=0:00:07.832183 2021-04-10 02:33:36,421 INFO : TRAIN, epoch=0188, iter=00080/00196, fetch data time cost=2.02ms, fps=2322 images/s, loss=0.0044, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:12.956272, arrival_time=2021-04-10 02:33:49.377593, cost_time=0:00:08.935356 2021-04-10 02:33:37,503 INFO : TRAIN, epoch=0188, iter=00090/00196, fetch data time cost=1.60ms, fps=2367 images/s, loss=0.0045, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:11.798648, arrival_time=2021-04-10 02:33:49.302209, cost_time=0:00:10.017683 2021-04-10 02:33:38,595 INFO : TRAIN, epoch=0188, iter=00100/00196, fetch data time cost=2.02ms, fps=2347 images/s, loss=0.0045, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:10.664736, arrival_time=2021-04-10 02:33:49.259732, cost_time=0:00:11.109129 2021-04-10 02:33:39,682 INFO : TRAIN, epoch=0188, iter=00110/00196, fetch data time cost=1.98ms, fps=2355 images/s, loss=0.0045, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:09.535594, arrival_time=2021-04-10 02:33:49.218199, cost_time=0:00:12.196734 2021-04-10 02:33:40,784 INFO : TRAIN, epoch=0188, iter=00120/00196, fetch data time cost=7.07ms, fps=2326 images/s, loss=0.0044, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:08.422092, arrival_time=2021-04-10 02:33:49.206324, cost_time=0:00:13.297997 2021-04-10 02:33:41,918 INFO : TRAIN, epoch=0188, iter=00130/00196, fetch data time cost=2.64ms, fps=2260 images/s, loss=0.0044, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:07.327188, arrival_time=2021-04-10 02:33:49.245434, cost_time=0:00:14.432349 2021-04-10 02:33:43,006 INFO : TRAIN, epoch=0188, iter=00140/00196, fetch data time cost=1.52ms, fps=2355 images/s, loss=0.0045, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:06.207936, arrival_time=2021-04-10 02:33:49.213812, cost_time=0:00:15.519842 2021-04-10 02:33:44,093 INFO : TRAIN, epoch=0188, iter=00150/00196, fetch data time cost=1.64ms, fps=2355 images/s, loss=0.0046, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:05.093028, arrival_time=2021-04-10 02:33:49.186787, cost_time=0:00:16.607692 2021-04-10 02:33:45,178 INFO : TRAIN, epoch=0188, iter=00160/00196, fetch data time cost=1.63ms, fps=2362 images/s, loss=0.0046, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:03.980772, arrival_time=2021-04-10 02:33:49.158917, cost_time=0:00:17.692262 2021-04-10 02:33:46,263 INFO : TRAIN, epoch=0188, iter=00170/00196, fetch data time cost=1.52ms, fps=2360 images/s, loss=0.0045, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:02.871830, arrival_time=2021-04-10 02:33:49.135025, cost_time=0:00:18.777332 2021-04-10 02:33:47,352 INFO : TRAIN, epoch=0188, iter=00180/00196, fetch data time cost=1.50ms, fps=2351 images/s, loss=0.0046, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:01.765920, arrival_time=2021-04-10 02:33:49.118479, cost_time=0:00:19.866678 2021-04-10 02:33:48,445 INFO : TRAIN, epoch=0188, iter=00190/00196, fetch data time cost=1.50ms, fps=2345 images/s, loss=0.0046, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00.661866, arrival_time=2021-04-10 02:33:49.106844, cost_time=0:00:20.959006 2021-04-10 02:33:49,027 INFO : TRAIN, epoch=0188, iter=00196/00196, fetch data time cost=0.09ms, fps=2339 images/s, loss=0.0045, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:33:49.027108, cost_time=0:00:21.541228 2021-04-10 02:33:49,337 INFO : EVAL, epoch=0188, iter=00010/00040, fetch data time cost=4.93ms, fps=8290 images/s, loss=0.3046, top1-acc=93.36%, top5-acc=99.92%, remaining_time=0:00:00.926310, arrival_time=2021-04-10 02:33:50.263568, cost_time=0:00:00.308773 2021-04-10 02:33:49,617 INFO : EVAL, epoch=0188, iter=00020/00040, fetch data time cost=23.77ms, fps=9143 images/s, loss=0.3064, top1-acc=93.05%, top5-acc=99.79%, remaining_time=0:00:00.589220, arrival_time=2021-04-10 02:33:50.206961, cost_time=0:00:00.589217 2021-04-10 02:33:49,891 INFO : EVAL, epoch=0188, iter=00030/00040, fetch data time cost=0.30ms, fps=9377 images/s, loss=0.2961, top1-acc=93.23%, top5-acc=99.79%, remaining_time=0:00:00.287600, arrival_time=2021-04-10 02:33:50.178893, cost_time=0:00:00.862786 2021-04-10 02:33:50,144 INFO : EVAL, epoch=0188, iter=00040/00040, fetch data time cost=1.14ms, fps=9186 images/s, loss=0.2892, top1-acc=93.40%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-10 02:33:50.144327, cost_time=0:00:01.115910 2021-04-10 02:33:50,184 INFO : Epoch=0188 complete, best val top1-acc=93.53%, top5-acc=99.77% (epoch=186), remaining_time=0:04:34.173864, arrival_time=2021-04-10 02:38:24.358090, cost_time=1:11:35.390599 2021-04-10 02:33:50,184 INFO : Train start, epoch=0189, lr=0.000886 2021-04-10 02:33:51,438 INFO : TRAIN, epoch=0189, iter=00010/00196, fetch data time cost=1.76ms, fps=2043 images/s, loss=0.0030, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:23.303382, arrival_time=2021-04-10 02:34:14.741411, cost_time=0:00:01.252871 2021-04-10 02:33:52,524 INFO : TRAIN, epoch=0189, iter=00020/00196, fetch data time cost=1.77ms, fps=2357 images/s, loss=0.0035, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:20.590064, arrival_time=2021-04-10 02:34:13.114906, cost_time=0:00:02.339783 2021-04-10 02:33:53,618 INFO : TRAIN, epoch=0189, iter=00030/00196, fetch data time cost=1.63ms, fps=2341 images/s, loss=0.0037, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:18.999530, arrival_time=2021-04-10 02:34:12.618380, cost_time=0:00:03.433660 2021-04-10 02:33:54,702 INFO : TRAIN, epoch=0189, iter=00040/00196, fetch data time cost=1.65ms, fps=2364 images/s, loss=0.0038, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.617704, arrival_time=2021-04-10 02:34:12.320148, cost_time=0:00:04.517380 2021-04-10 02:33:55,790 INFO : TRAIN, epoch=0189, iter=00050/00196, fetch data time cost=2.04ms, fps=2355 images/s, loss=0.0039, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.366600, arrival_time=2021-04-10 02:34:12.156683, cost_time=0:00:05.604975 2021-04-10 02:33:56,897 INFO : TRAIN, epoch=0189, iter=00060/00196, fetch data time cost=2.36ms, fps=2313 images/s, loss=0.0041, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:15.214320, arrival_time=2021-04-10 02:34:12.111695, cost_time=0:00:06.712210 2021-04-10 02:33:58,002 INFO : TRAIN, epoch=0189, iter=00070/00196, fetch data time cost=1.57ms, fps=2319 images/s, loss=0.0040, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.070420, arrival_time=2021-04-10 02:34:12.072412, cost_time=0:00:07.816913 2021-04-10 02:33:59,091 INFO : TRAIN, epoch=0189, iter=00080/00196, fetch data time cost=1.53ms, fps=2350 images/s, loss=0.0042, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.914512, arrival_time=2021-04-10 02:34:12.006207, cost_time=0:00:08.906595 2021-04-10 02:34:00,182 INFO : TRAIN, epoch=0189, iter=00090/00196, fetch data time cost=1.72ms, fps=2349 images/s, loss=0.0043, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:11.774056, arrival_time=2021-04-10 02:34:11.956045, cost_time=0:00:09.996871 2021-04-10 02:34:01,270 INFO : TRAIN, epoch=0189, iter=00100/00196, fetch data time cost=1.56ms, fps=2353 images/s, loss=0.0042, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:10.641888, arrival_time=2021-04-10 02:34:11.912269, cost_time=0:00:11.085311 2021-04-10 02:34:02,358 INFO : TRAIN, epoch=0189, iter=00110/00196, fetch data time cost=2.00ms, fps=2353 images/s, loss=0.0043, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:09.517706, arrival_time=2021-04-10 02:34:11.876591, cost_time=0:00:12.173819 2021-04-10 02:34:03,445 INFO : TRAIN, epoch=0189, iter=00120/00196, fetch data time cost=2.12ms, fps=2357 images/s, loss=0.0044, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:08.398152, arrival_time=2021-04-10 02:34:11.843531, cost_time=0:00:13.260246 2021-04-10 02:34:04,545 INFO : TRAIN, epoch=0189, iter=00130/00196, fetch data time cost=1.74ms, fps=2328 images/s, loss=0.0044, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:07.290822, arrival_time=2021-04-10 02:34:11.836644, cost_time=0:00:14.360668 2021-04-10 02:34:05,628 INFO : TRAIN, epoch=0189, iter=00140/00196, fetch data time cost=1.60ms, fps=2366 images/s, loss=0.0044, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:06.177304, arrival_time=2021-04-10 02:34:11.805584, cost_time=0:00:15.443192 2021-04-10 02:34:06,720 INFO : TRAIN, epoch=0189, iter=00150/00196, fetch data time cost=1.64ms, fps=2344 images/s, loss=0.0043, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:05.070994, arrival_time=2021-04-10 02:34:11.791914, cost_time=0:00:16.535864 2021-04-10 02:34:07,804 INFO : TRAIN, epoch=0189, iter=00160/00196, fetch data time cost=1.51ms, fps=2364 images/s, loss=0.0042, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:03.964356, arrival_time=2021-04-10 02:34:11.768806, cost_time=0:00:17.619382 2021-04-10 02:34:08,895 INFO : TRAIN, epoch=0189, iter=00170/00196, fetch data time cost=2.24ms, fps=2348 images/s, loss=0.0043, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:02.861560, arrival_time=2021-04-10 02:34:11.756814, cost_time=0:00:18.710186 2021-04-10 02:34:09,977 INFO : TRAIN, epoch=0189, iter=00180/00196, fetch data time cost=1.91ms, fps=2366 images/s, loss=0.0043, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:01.759360, arrival_time=2021-04-10 02:34:11.737253, cost_time=0:00:19.792772 2021-04-10 02:34:11,068 INFO : TRAIN, epoch=0189, iter=00190/00196, fetch data time cost=1.31ms, fps=2349 images/s, loss=0.0043, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00.659466, arrival_time=2021-04-10 02:34:11.727655, cost_time=0:00:20.883124 2021-04-10 02:34:11,659 INFO : TRAIN, epoch=0189, iter=00196/00196, fetch data time cost=1.39ms, fps=2302 images/s, loss=0.0043, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:34:11.659336, cost_time=0:00:21.474285 2021-04-10 02:34:12,004 INFO : EVAL, epoch=0189, iter=00010/00040, fetch data time cost=2.19ms, fps=7439 images/s, loss=0.3342, top1-acc=93.40%, top5-acc=99.73%, remaining_time=0:00:01.032300, arrival_time=2021-04-10 02:34:13.036997, cost_time=0:00:00.344105 2021-04-10 02:34:12,240 INFO : EVAL, epoch=0189, iter=00020/00040, fetch data time cost=0.22ms, fps=10883 images/s, loss=0.2823, top1-acc=93.77%, top5-acc=99.79%, remaining_time=0:00:00.579940, arrival_time=2021-04-10 02:34:12.820396, cost_time=0:00:00.579931 2021-04-10 02:34:12,476 INFO : EVAL, epoch=0189, iter=00030/00040, fetch data time cost=0.33ms, fps=10875 images/s, loss=0.2889, top1-acc=93.58%, top5-acc=99.77%, remaining_time=0:00:00.271940, arrival_time=2021-04-10 02:34:12.748258, cost_time=0:00:00.815828 2021-04-10 02:34:12,694 INFO : EVAL, epoch=0189, iter=00040/00040, fetch data time cost=0.06ms, fps=10647 images/s, loss=0.2904, top1-acc=93.47%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-10 02:34:12.694594, cost_time=0:00:01.034139 2021-04-10 02:34:12,734 INFO : Epoch=0189 complete, best val top1-acc=93.53%, top5-acc=99.77% (epoch=186), remaining_time=0:04:11.308750, arrival_time=2021-04-10 02:38:24.043590, cost_time=1:11:57.941213 2021-04-10 02:34:12,735 INFO : Train start, epoch=0190, lr=0.000745 2021-04-10 02:34:14,016 INFO : TRAIN, epoch=0190, iter=00010/00196, fetch data time cost=1.51ms, fps=1999 images/s, loss=0.0036, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:23.816370, arrival_time=2021-04-10 02:34:37.832638, cost_time=0:00:01.280446 2021-04-10 02:34:15,100 INFO : TRAIN, epoch=0190, iter=00020/00196, fetch data time cost=2.28ms, fps=2363 images/s, loss=0.0041, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:20.808832, arrival_time=2021-04-10 02:34:35.909250, cost_time=0:00:02.364650 2021-04-10 02:34:16,187 INFO : TRAIN, epoch=0190, iter=00030/00196, fetch data time cost=1.61ms, fps=2356 images/s, loss=0.0042, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:19.100458, arrival_time=2021-04-10 02:34:35.288199, cost_time=0:00:03.451899 2021-04-10 02:34:17,270 INFO : TRAIN, epoch=0190, iter=00040/00196, fetch data time cost=1.61ms, fps=2365 images/s, loss=0.0042, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:17.686032, arrival_time=2021-04-10 02:34:34.956675, cost_time=0:00:04.534878 2021-04-10 02:34:18,353 INFO : TRAIN, epoch=0190, iter=00050/00196, fetch data time cost=2.03ms, fps=2365 images/s, loss=0.0042, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:16.404268, arrival_time=2021-04-10 02:34:34.757935, cost_time=0:00:05.617907 2021-04-10 02:34:19,439 INFO : TRAIN, epoch=0190, iter=00060/00196, fetch data time cost=1.76ms, fps=2359 images/s, loss=0.0043, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:15.195280, arrival_time=2021-04-10 02:34:34.634877, cost_time=0:00:06.703779 2021-04-10 02:34:20,558 INFO : TRAIN, epoch=0190, iter=00070/00196, fetch data time cost=1.51ms, fps=2291 images/s, loss=0.0045, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:14.079744, arrival_time=2021-04-10 02:34:34.637682, cost_time=0:00:07.822103 2021-04-10 02:34:21,641 INFO : TRAIN, epoch=0190, iter=00080/00196, fetch data time cost=1.44ms, fps=2364 images/s, loss=0.0043, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:12.913236, arrival_time=2021-04-10 02:34:34.554652, cost_time=0:00:08.905652 2021-04-10 02:34:22,732 INFO : TRAIN, epoch=0190, iter=00090/00196, fetch data time cost=1.71ms, fps=2347 images/s, loss=0.0044, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:11.774056, arrival_time=2021-04-10 02:34:34.506764, cost_time=0:00:09.996863 2021-04-10 02:34:23,816 INFO : TRAIN, epoch=0190, iter=00100/00196, fetch data time cost=1.60ms, fps=2363 images/s, loss=0.0044, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:10.637568, arrival_time=2021-04-10 02:34:34.454117, cost_time=0:00:11.080772 2021-04-10 02:34:24,901 INFO : TRAIN, epoch=0190, iter=00110/00196, fetch data time cost=1.47ms, fps=2362 images/s, loss=0.0043, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:09.510998, arrival_time=2021-04-10 02:34:34.412006, cost_time=0:00:12.165263 2021-04-10 02:34:25,985 INFO : TRAIN, epoch=0190, iter=00120/00196, fetch data time cost=1.69ms, fps=2363 images/s, loss=0.0043, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:08.391160, arrival_time=2021-04-10 02:34:34.376202, cost_time=0:00:13.249234 2021-04-10 02:34:27,085 INFO : TRAIN, epoch=0190, iter=00130/00196, fetch data time cost=2.29ms, fps=2328 images/s, loss=0.0042, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:07.285014, arrival_time=2021-04-10 02:34:34.370157, cost_time=0:00:14.349334 2021-04-10 02:34:28,180 INFO : TRAIN, epoch=0190, iter=00140/00196, fetch data time cost=1.52ms, fps=2338 images/s, loss=0.0042, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:06.177920, arrival_time=2021-04-10 02:34:34.358634, cost_time=0:00:15.444859 2021-04-10 02:34:29,293 INFO : TRAIN, epoch=0190, iter=00150/00196, fetch data time cost=2.00ms, fps=2301 images/s, loss=0.0041, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:05.077756, arrival_time=2021-04-10 02:34:34.371506, cost_time=0:00:16.557919 2021-04-10 02:34:30,383 INFO : TRAIN, epoch=0190, iter=00160/00196, fetch data time cost=1.55ms, fps=2351 images/s, loss=0.0041, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:03.970692, arrival_time=2021-04-10 02:34:34.353960, cost_time=0:00:17.647516 2021-04-10 02:34:31,506 INFO : TRAIN, epoch=0190, iter=00170/00196, fetch data time cost=1.43ms, fps=2279 images/s, loss=0.0041, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:02.870868, arrival_time=2021-04-10 02:34:34.377757, cost_time=0:00:18.771090 2021-04-10 02:34:32,590 INFO : TRAIN, epoch=0190, iter=00180/00196, fetch data time cost=2.34ms, fps=2364 images/s, loss=0.0042, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:01.764864, arrival_time=2021-04-10 02:34:34.355545, cost_time=0:00:19.854768 2021-04-10 02:34:33,679 INFO : TRAIN, epoch=0190, iter=00190/00196, fetch data time cost=1.49ms, fps=2352 images/s, loss=0.0041, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00.661386, arrival_time=2021-04-10 02:34:34.341154, cost_time=0:00:20.943958 2021-04-10 02:34:34,267 INFO : TRAIN, epoch=0190, iter=00196/00196, fetch data time cost=1.31ms, fps=2317 images/s, loss=0.0041, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:34:34.267315, cost_time=0:00:21.531553 2021-04-10 02:34:34,614 INFO : EVAL, epoch=0190, iter=00010/00040, fetch data time cost=0.67ms, fps=7400 images/s, loss=0.3218, top1-acc=92.97%, top5-acc=99.69%, remaining_time=0:00:01.037790, arrival_time=2021-04-10 02:34:35.652307, cost_time=0:00:00.345932 2021-04-10 02:34:34,852 INFO : EVAL, epoch=0190, iter=00020/00040, fetch data time cost=0.44ms, fps=10793 images/s, loss=0.3056, top1-acc=93.26%, top5-acc=99.79%, remaining_time=0:00:00.583720, arrival_time=2021-04-10 02:34:35.436001, cost_time=0:00:00.583719 2021-04-10 02:34:35,088 INFO : EVAL, epoch=0190, iter=00030/00040, fetch data time cost=1.32ms, fps=10866 images/s, loss=0.3022, top1-acc=93.23%, top5-acc=99.78%, remaining_time=0:00:00.273280, arrival_time=2021-04-10 02:34:35.361670, cost_time=0:00:00.819832 2021-04-10 02:34:35,304 INFO : EVAL, epoch=0190, iter=00040/00040, fetch data time cost=0.09ms, fps=10777 images/s, loss=0.2793, top1-acc=93.48%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-10 02:34:35.304110, cost_time=0:00:01.035628 2021-04-10 02:34:35,346 INFO : Epoch=0190 complete, best val top1-acc=93.53%, top5-acc=99.77% (epoch=186), remaining_time=0:03:48.450130, arrival_time=2021-04-10 02:38:23.796313, cost_time=1:12:20.552562 2021-04-10 02:34:35,346 INFO : Train start, epoch=0191, lr=0.000616 2021-04-10 02:34:36,689 INFO : TRAIN, epoch=0191, iter=00010/00196, fetch data time cost=0.33ms, fps=1907 images/s, loss=0.0037, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:24.969570, arrival_time=2021-04-10 02:35:01.659205, cost_time=0:00:01.342451 2021-04-10 02:34:37,779 INFO : TRAIN, epoch=0191, iter=00020/00196, fetch data time cost=1.77ms, fps=2350 images/s, loss=0.0038, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:21.406704, arrival_time=2021-04-10 02:34:59.186348, cost_time=0:00:02.432587 2021-04-10 02:34:38,873 INFO : TRAIN, epoch=0191, iter=00030/00196, fetch data time cost=1.79ms, fps=2342 images/s, loss=0.0038, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:19.511640, arrival_time=2021-04-10 02:34:58.384980, cost_time=0:00:03.526207 2021-04-10 02:34:39,957 INFO : TRAIN, epoch=0191, iter=00040/00196, fetch data time cost=1.55ms, fps=2363 images/s, loss=0.0035, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:17.979624, arrival_time=2021-04-10 02:34:57.936896, cost_time=0:00:04.610167 2021-04-10 02:34:41,043 INFO : TRAIN, epoch=0191, iter=00050/00196, fetch data time cost=1.63ms, fps=2358 images/s, loss=0.0039, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:16.634364, arrival_time=2021-04-10 02:34:57.678101, cost_time=0:00:05.696698 2021-04-10 02:34:42,135 INFO : TRAIN, epoch=0191, iter=00060/00196, fetch data time cost=1.62ms, fps=2347 images/s, loss=0.0040, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:15.386088, arrival_time=2021-04-10 02:34:57.521322, cost_time=0:00:06.788007 2021-04-10 02:34:43,221 INFO : TRAIN, epoch=0191, iter=00070/00196, fetch data time cost=1.74ms, fps=2359 images/s, loss=0.0041, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:14.173488, arrival_time=2021-04-10 02:34:57.394727, cost_time=0:00:07.874137 2021-04-10 02:34:44,310 INFO : TRAIN, epoch=0191, iter=00080/00196, fetch data time cost=1.65ms, fps=2351 images/s, loss=0.0042, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:12.997104, arrival_time=2021-04-10 02:34:57.307716, cost_time=0:00:08.963515 2021-04-10 02:34:45,402 INFO : TRAIN, epoch=0191, iter=00090/00196, fetch data time cost=1.58ms, fps=2347 images/s, loss=0.0042, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:11.842638, arrival_time=2021-04-10 02:34:57.244711, cost_time=0:00:10.055037 2021-04-10 02:34:46,488 INFO : TRAIN, epoch=0191, iter=00100/00196, fetch data time cost=2.23ms, fps=2357 images/s, loss=0.0043, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:10.695840, arrival_time=2021-04-10 02:34:57.184340, cost_time=0:00:11.141466 2021-04-10 02:34:47,572 INFO : TRAIN, epoch=0191, iter=00110/00196, fetch data time cost=1.43ms, fps=2364 images/s, loss=0.0042, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:09.557696, arrival_time=2021-04-10 02:34:57.129670, cost_time=0:00:12.224937 2021-04-10 02:34:48,663 INFO : TRAIN, epoch=0191, iter=00120/00196, fetch data time cost=2.20ms, fps=2347 images/s, loss=0.0041, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:08.433492, arrival_time=2021-04-10 02:34:57.096818, cost_time=0:00:13.315983 2021-04-10 02:34:49,770 INFO : TRAIN, epoch=0191, iter=00130/00196, fetch data time cost=4.24ms, fps=2315 images/s, loss=0.0041, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:07.322568, arrival_time=2021-04-10 02:34:57.092947, cost_time=0:00:14.423295 2021-04-10 02:34:50,862 INFO : TRAIN, epoch=0191, iter=00140/00196, fetch data time cost=1.44ms, fps=2346 images/s, loss=0.0041, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:06.206032, arrival_time=2021-04-10 02:34:57.068194, cost_time=0:00:15.515064 2021-04-10 02:34:51,952 INFO : TRAIN, epoch=0191, iter=00150/00196, fetch data time cost=1.69ms, fps=2350 images/s, loss=0.0041, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:05.092246, arrival_time=2021-04-10 02:34:57.044498, cost_time=0:00:16.605104 2021-04-10 02:34:53,041 INFO : TRAIN, epoch=0191, iter=00160/00196, fetch data time cost=1.57ms, fps=2353 images/s, loss=0.0040, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:03.981060, arrival_time=2021-04-10 02:34:57.021993, cost_time=0:00:17.693668 2021-04-10 02:34:54,132 INFO : TRAIN, epoch=0191, iter=00170/00196, fetch data time cost=1.74ms, fps=2348 images/s, loss=0.0040, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:02.873000, arrival_time=2021-04-10 02:34:57.005044, cost_time=0:00:18.785007 2021-04-10 02:34:55,222 INFO : TRAIN, epoch=0191, iter=00180/00196, fetch data time cost=1.53ms, fps=2350 images/s, loss=0.0040, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:01.766672, arrival_time=2021-04-10 02:34:56.988773, cost_time=0:00:19.875061 2021-04-10 02:34:56,339 INFO : TRAIN, epoch=0191, iter=00190/00196, fetch data time cost=1.35ms, fps=2292 images/s, loss=0.0041, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00.662922, arrival_time=2021-04-10 02:34:57.002555, cost_time=0:00:20.992577 2021-04-10 02:34:56,931 INFO : TRAIN, epoch=0191, iter=00196/00196, fetch data time cost=1.49ms, fps=2301 images/s, loss=0.0041, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:34:56.931376, cost_time=0:00:21.584246 2021-04-10 02:34:57,262 INFO : EVAL, epoch=0191, iter=00010/00040, fetch data time cost=0.45ms, fps=7778 images/s, loss=0.3096, top1-acc=92.70%, top5-acc=99.73%, remaining_time=0:00:00.987300, arrival_time=2021-04-10 02:34:58.249255, cost_time=0:00:00.329096 2021-04-10 02:34:57,541 INFO : EVAL, epoch=0191, iter=00020/00040, fetch data time cost=0.29ms, fps=9162 images/s, loss=0.2903, top1-acc=93.38%, top5-acc=99.75%, remaining_time=0:00:00.609000, arrival_time=2021-04-10 02:34:58.150859, cost_time=0:00:00.609004 2021-04-10 02:34:57,832 INFO : EVAL, epoch=0191, iter=00030/00040, fetch data time cost=0.43ms, fps=8835 images/s, loss=0.2952, top1-acc=93.22%, top5-acc=99.78%, remaining_time=0:00:00.299890, arrival_time=2021-04-10 02:34:58.132552, cost_time=0:00:00.899664 2021-04-10 02:34:58,053 INFO : EVAL, epoch=0191, iter=00040/00040, fetch data time cost=0.05ms, fps=10533 images/s, loss=0.2839, top1-acc=93.36%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-10 02:34:58.053463, cost_time=0:00:01.120668 2021-04-10 02:34:58,093 INFO : Epoch=0191 complete, best val top1-acc=93.53%, top5-acc=99.77% (epoch=186), remaining_time=0:03:25.600518, arrival_time=2021-04-10 02:38:23.693981, cost_time=1:12:43.299843 2021-04-10 02:34:58,094 INFO : Train start, epoch=0192, lr=0.000499 2021-04-10 02:34:59,378 INFO : TRAIN, epoch=0192, iter=00010/00196, fetch data time cost=0.73ms, fps=1994 images/s, loss=0.0029, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:23.882028, arrival_time=2021-04-10 02:35:23.260475, cost_time=0:00:01.283985 2021-04-10 02:35:00,464 INFO : TRAIN, epoch=0192, iter=00020/00196, fetch data time cost=1.53ms, fps=2360 images/s, loss=0.0032, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:20.854064, arrival_time=2021-04-10 02:35:21.318139, cost_time=0:00:02.369789 2021-04-10 02:35:01,547 INFO : TRAIN, epoch=0192, iter=00030/00196, fetch data time cost=1.49ms, fps=2364 images/s, loss=0.0042, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:19.107762, arrival_time=2021-04-10 02:35:20.655299, cost_time=0:00:03.453216 2021-04-10 02:35:02,643 INFO : TRAIN, epoch=0192, iter=00040/00196, fetch data time cost=2.00ms, fps=2338 images/s, loss=0.0044, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:17.739852, arrival_time=2021-04-10 02:35:20.382890, cost_time=0:00:04.548670 2021-04-10 02:35:03,747 INFO : TRAIN, epoch=0192, iter=00050/00196, fetch data time cost=1.84ms, fps=2320 images/s, loss=0.0042, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:16.505738, arrival_time=2021-04-10 02:35:20.252676, cost_time=0:00:05.652627 2021-04-10 02:35:04,839 INFO : TRAIN, epoch=0192, iter=00060/00196, fetch data time cost=1.52ms, fps=2345 images/s, loss=0.0041, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:15.288984, arrival_time=2021-04-10 02:35:20.128422, cost_time=0:00:06.745114 2021-04-10 02:35:05,921 INFO : TRAIN, epoch=0192, iter=00070/00196, fetch data time cost=1.48ms, fps=2368 images/s, loss=0.0041, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:14.088312, arrival_time=2021-04-10 02:35:20.009412, cost_time=0:00:07.826829 2021-04-10 02:35:07,010 INFO : TRAIN, epoch=0192, iter=00080/00196, fetch data time cost=1.82ms, fps=2352 images/s, loss=0.0041, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:12.927852, arrival_time=2021-04-10 02:35:19.937949, cost_time=0:00:08.915734 2021-04-10 02:35:08,092 INFO : TRAIN, epoch=0192, iter=00090/00196, fetch data time cost=1.63ms, fps=2367 images/s, loss=0.0040, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:11.775222, arrival_time=2021-04-10 02:35:19.867314, cost_time=0:00:09.997810 2021-04-10 02:35:09,181 INFO : TRAIN, epoch=0192, iter=00100/00196, fetch data time cost=2.08ms, fps=2352 images/s, loss=0.0041, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:10.643424, arrival_time=2021-04-10 02:35:19.824578, cost_time=0:00:11.086884 2021-04-10 02:35:10,271 INFO : TRAIN, epoch=0192, iter=00110/00196, fetch data time cost=1.44ms, fps=2350 images/s, loss=0.0040, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:09.520028, arrival_time=2021-04-10 02:35:19.791096, cost_time=0:00:12.176746 2021-04-10 02:35:11,356 INFO : TRAIN, epoch=0192, iter=00120/00196, fetch data time cost=2.00ms, fps=2359 images/s, loss=0.0040, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:08.399596, arrival_time=2021-04-10 02:35:19.756365, cost_time=0:00:13.262493 2021-04-10 02:35:12,449 INFO : TRAIN, epoch=0192, iter=00130/00196, fetch data time cost=1.63ms, fps=2344 images/s, loss=0.0040, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:07.287984, arrival_time=2021-04-10 02:35:19.737376, cost_time=0:00:14.355068 2021-04-10 02:35:13,536 INFO : TRAIN, epoch=0192, iter=00140/00196, fetch data time cost=1.73ms, fps=2357 images/s, loss=0.0040, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:06.176744, arrival_time=2021-04-10 02:35:19.712945, cost_time=0:00:15.441928 2021-04-10 02:35:14,630 INFO : TRAIN, epoch=0192, iter=00150/00196, fetch data time cost=1.53ms, fps=2340 images/s, loss=0.0040, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:05.071132, arrival_time=2021-04-10 02:35:19.701832, cost_time=0:00:16.536364 2021-04-10 02:35:15,712 INFO : TRAIN, epoch=0192, iter=00160/00196, fetch data time cost=1.76ms, fps=2369 images/s, loss=0.0040, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:03.963996, arrival_time=2021-04-10 02:35:19.676093, cost_time=0:00:17.617827 2021-04-10 02:35:16,800 INFO : TRAIN, epoch=0192, iter=00170/00196, fetch data time cost=1.65ms, fps=2353 images/s, loss=0.0040, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:02.860936, arrival_time=2021-04-10 02:35:19.661399, cost_time=0:00:18.706083 2021-04-10 02:35:17,888 INFO : TRAIN, epoch=0192, iter=00180/00196, fetch data time cost=2.02ms, fps=2354 images/s, loss=0.0040, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:01.759520, arrival_time=2021-04-10 02:35:19.648436, cost_time=0:00:19.794640 2021-04-10 02:35:18,971 INFO : TRAIN, epoch=0192, iter=00190/00196, fetch data time cost=1.36ms, fps=2365 images/s, loss=0.0040, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00.659292, arrival_time=2021-04-10 02:35:19.631105, cost_time=0:00:20.877534 2021-04-10 02:35:19,563 INFO : TRAIN, epoch=0192, iter=00196/00196, fetch data time cost=1.55ms, fps=2301 images/s, loss=0.0041, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:35:19.563317, cost_time=0:00:21.469058 2021-04-10 02:35:19,872 INFO : EVAL, epoch=0192, iter=00010/00040, fetch data time cost=0.44ms, fps=8314 images/s, loss=0.2997, top1-acc=93.75%, top5-acc=99.73%, remaining_time=0:00:00.923640, arrival_time=2021-04-10 02:35:20.796204, cost_time=0:00:00.307882 2021-04-10 02:35:20,123 INFO : EVAL, epoch=0192, iter=00020/00040, fetch data time cost=0.29ms, fps=10245 images/s, loss=0.3095, top1-acc=93.22%, top5-acc=99.77%, remaining_time=0:00:00.558320, arrival_time=2021-04-10 02:35:20.681290, cost_time=0:00:00.558328 2021-04-10 02:35:20,357 INFO : EVAL, epoch=0192, iter=00030/00040, fetch data time cost=0.45ms, fps=10945 images/s, loss=0.2991, top1-acc=93.28%, top5-acc=99.82%, remaining_time=0:00:00.264220, arrival_time=2021-04-10 02:35:20.621582, cost_time=0:00:00.792663 2021-04-10 02:35:20,572 INFO : EVAL, epoch=0192, iter=00040/00040, fetch data time cost=0.05ms, fps=10817 images/s, loss=0.2866, top1-acc=93.41%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-10 02:35:20.572309, cost_time=0:00:01.007730 2021-04-10 02:35:20,619 INFO : Epoch=0192 complete, best val top1-acc=93.53%, top5-acc=99.77% (epoch=186), remaining_time=0:03:02.742728, arrival_time=2021-04-10 02:38:23.361737, cost_time=1:13:05.825380 2021-04-10 02:35:20,619 INFO : Train start, epoch=0193, lr=0.000394 2021-04-10 02:35:21,933 INFO : TRAIN, epoch=0193, iter=00010/00196, fetch data time cost=0.79ms, fps=1949 images/s, loss=0.0043, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:24.433704, arrival_time=2021-04-10 02:35:46.367363, cost_time=0:00:01.313635 2021-04-10 02:35:23,019 INFO : TRAIN, epoch=0193, iter=00020/00196, fetch data time cost=1.73ms, fps=2359 images/s, loss=0.0044, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:21.117536, arrival_time=2021-04-10 02:35:44.137131, cost_time=0:00:02.399714 2021-04-10 02:35:24,105 INFO : TRAIN, epoch=0193, iter=00030/00196, fetch data time cost=1.63ms, fps=2359 images/s, loss=0.0043, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:19.286046, arrival_time=2021-04-10 02:35:43.391437, cost_time=0:00:03.485440 2021-04-10 02:35:25,197 INFO : TRAIN, epoch=0193, iter=00040/00196, fetch data time cost=1.62ms, fps=2354 images/s, loss=0.0041, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:17.854044, arrival_time=2021-04-10 02:35:43.051862, cost_time=0:00:04.577943 2021-04-10 02:35:26,288 INFO : TRAIN, epoch=0193, iter=00050/00196, fetch data time cost=1.61ms, fps=2348 images/s, loss=0.0042, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:16.552458, arrival_time=2021-04-10 02:35:42.841055, cost_time=0:00:05.668674 2021-04-10 02:35:27,382 INFO : TRAIN, epoch=0193, iter=00060/00196, fetch data time cost=2.91ms, fps=2342 images/s, loss=0.0040, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:15.328016, arrival_time=2021-04-10 02:35:42.710394, cost_time=0:00:06.762334 2021-04-10 02:35:28,504 INFO : TRAIN, epoch=0193, iter=00070/00196, fetch data time cost=2.00ms, fps=2283 images/s, loss=0.0039, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:14.192262, arrival_time=2021-04-10 02:35:42.696780, cost_time=0:00:07.884600 2021-04-10 02:35:29,607 INFO : TRAIN, epoch=0193, iter=00080/00196, fetch data time cost=2.40ms, fps=2323 images/s, loss=0.0039, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:13.031672, arrival_time=2021-04-10 02:35:42.638913, cost_time=0:00:08.987322 2021-04-10 02:35:30,696 INFO : TRAIN, epoch=0193, iter=00090/00196, fetch data time cost=1.55ms, fps=2352 images/s, loss=0.0040, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:11.867866, arrival_time=2021-04-10 02:35:42.564176, cost_time=0:00:10.076448 2021-04-10 02:35:31,782 INFO : TRAIN, epoch=0193, iter=00100/00196, fetch data time cost=1.95ms, fps=2358 images/s, loss=0.0040, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:10.715904, arrival_time=2021-04-10 02:35:42.498216, cost_time=0:00:11.162397 2021-04-10 02:35:32,868 INFO : TRAIN, epoch=0193, iter=00110/00196, fetch data time cost=1.66ms, fps=2358 images/s, loss=0.0040, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:09.576272, arrival_time=2021-04-10 02:35:42.444856, cost_time=0:00:12.248709 2021-04-10 02:35:33,958 INFO : TRAIN, epoch=0193, iter=00120/00196, fetch data time cost=1.59ms, fps=2350 images/s, loss=0.0039, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:08.447856, arrival_time=2021-04-10 02:35:42.406425, cost_time=0:00:13.338727 2021-04-10 02:35:35,051 INFO : TRAIN, epoch=0193, iter=00130/00196, fetch data time cost=2.18ms, fps=2344 images/s, loss=0.0039, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:07.326660, arrival_time=2021-04-10 02:35:42.378026, cost_time=0:00:14.431350 2021-04-10 02:35:36,139 INFO : TRAIN, epoch=0193, iter=00140/00196, fetch data time cost=1.49ms, fps=2354 images/s, loss=0.0039, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:06.207992, arrival_time=2021-04-10 02:35:42.347863, cost_time=0:00:15.519953 2021-04-10 02:35:37,232 INFO : TRAIN, epoch=0193, iter=00150/00196, fetch data time cost=1.50ms, fps=2345 images/s, loss=0.0039, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:05.094408, arrival_time=2021-04-10 02:35:42.326564, cost_time=0:00:16.612255 2021-04-10 02:35:38,320 INFO : TRAIN, epoch=0193, iter=00160/00196, fetch data time cost=1.57ms, fps=2353 images/s, loss=0.0040, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:03.982644, arrival_time=2021-04-10 02:35:42.303170, cost_time=0:00:17.700655 2021-04-10 02:35:39,409 INFO : TRAIN, epoch=0193, iter=00170/00196, fetch data time cost=1.96ms, fps=2352 images/s, loss=0.0040, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:02.873676, arrival_time=2021-04-10 02:35:42.282936, cost_time=0:00:18.789393 2021-04-10 02:35:40,497 INFO : TRAIN, epoch=0193, iter=00180/00196, fetch data time cost=1.53ms, fps=2353 images/s, loss=0.0040, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:01.766896, arrival_time=2021-04-10 02:35:42.264390, cost_time=0:00:19.877634 2021-04-10 02:35:41,585 INFO : TRAIN, epoch=0193, iter=00190/00196, fetch data time cost=1.31ms, fps=2355 images/s, loss=0.0040, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00.662058, arrival_time=2021-04-10 02:35:42.247141, cost_time=0:00:20.965223 2021-04-10 02:35:42,165 INFO : TRAIN, epoch=0193, iter=00196/00196, fetch data time cost=0.09ms, fps=2347 images/s, loss=0.0040, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:35:42.164984, cost_time=0:00:21.545140 2021-04-10 02:35:42,546 INFO : EVAL, epoch=0193, iter=00010/00040, fetch data time cost=0.43ms, fps=6734 images/s, loss=0.2705, top1-acc=93.75%, top5-acc=99.92%, remaining_time=0:00:01.140480, arrival_time=2021-04-10 02:35:43.686859, cost_time=0:00:00.380157 2021-04-10 02:35:42,783 INFO : EVAL, epoch=0193, iter=00020/00040, fetch data time cost=0.30ms, fps=10834 images/s, loss=0.2782, top1-acc=93.79%, top5-acc=99.90%, remaining_time=0:00:00.617220, arrival_time=2021-04-10 02:35:43.400673, cost_time=0:00:00.617225 2021-04-10 02:35:43,028 INFO : EVAL, epoch=0193, iter=00030/00040, fetch data time cost=0.32ms, fps=10477 images/s, loss=0.2839, top1-acc=93.62%, top5-acc=99.82%, remaining_time=0:00:00.287360, arrival_time=2021-04-10 02:35:43.315667, cost_time=0:00:00.862077 2021-04-10 02:35:43,254 INFO : EVAL, epoch=0193, iter=00040/00040, fetch data time cost=0.09ms, fps=10257 images/s, loss=0.3066, top1-acc=93.53%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-10 02:35:43.254875, cost_time=0:00:01.088734 2021-04-10 02:35:43,294 INFO : Epoch=0193 complete, best val top1-acc=93.53%, top5-acc=99.77% (epoch=186), remaining_time=0:02:39.893832, arrival_time=2021-04-10 02:38:23.188780, cost_time=1:13:28.501337 2021-04-10 02:35:43,295 INFO : Train start, epoch=0194, lr=0.000302 2021-04-10 02:35:44,597 INFO : TRAIN, epoch=0194, iter=00010/00196, fetch data time cost=0.58ms, fps=1966 images/s, loss=0.0032, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:24.214968, arrival_time=2021-04-10 02:36:08.812718, cost_time=0:00:01.301876 2021-04-10 02:35:45,689 INFO : TRAIN, epoch=0194, iter=00020/00196, fetch data time cost=1.51ms, fps=2347 images/s, loss=0.0036, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.064384, arrival_time=2021-04-10 02:36:06.753765, cost_time=0:00:02.393684 2021-04-10 02:35:46,769 INFO : TRAIN, epoch=0194, iter=00030/00196, fetch data time cost=1.43ms, fps=2371 images/s, loss=0.0036, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:19.221970, arrival_time=2021-04-10 02:36:05.991671, cost_time=0:00:03.473856 2021-04-10 02:35:47,865 INFO : TRAIN, epoch=0194, iter=00040/00196, fetch data time cost=1.52ms, fps=2337 images/s, loss=0.0036, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.823780, arrival_time=2021-04-10 02:36:05.689684, cost_time=0:00:04.570190 2021-04-10 02:35:48,950 INFO : TRAIN, epoch=0194, iter=00050/00196, fetch data time cost=1.60ms, fps=2361 images/s, loss=0.0037, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.512892, arrival_time=2021-04-10 02:36:05.463677, cost_time=0:00:05.655084 2021-04-10 02:35:50,052 INFO : TRAIN, epoch=0194, iter=00060/00196, fetch data time cost=1.73ms, fps=2326 images/s, loss=0.0036, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:15.314144, arrival_time=2021-04-10 02:36:05.366231, cost_time=0:00:06.756227 2021-04-10 02:35:51,146 INFO : TRAIN, epoch=0194, iter=00070/00196, fetch data time cost=2.07ms, fps=2341 images/s, loss=0.0036, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.131404, arrival_time=2021-04-10 02:36:05.277917, cost_time=0:00:07.850793 2021-04-10 02:35:52,233 INFO : TRAIN, epoch=0194, iter=00080/00196, fetch data time cost=2.17ms, fps=2356 images/s, loss=0.0035, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.960100, arrival_time=2021-04-10 02:36:05.193830, cost_time=0:00:08.938030 2021-04-10 02:35:53,320 INFO : TRAIN, epoch=0194, iter=00090/00196, fetch data time cost=2.02ms, fps=2358 images/s, loss=0.0035, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:11.806386, arrival_time=2021-04-10 02:36:05.126339, cost_time=0:00:10.024248 2021-04-10 02:35:54,401 INFO : TRAIN, epoch=0194, iter=00100/00196, fetch data time cost=1.51ms, fps=2368 images/s, loss=0.0035, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:10.661568, arrival_time=2021-04-10 02:36:05.063105, cost_time=0:00:11.105824 2021-04-10 02:35:55,487 INFO : TRAIN, epoch=0194, iter=00110/00196, fetch data time cost=1.51ms, fps=2358 images/s, loss=0.0036, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.531982, arrival_time=2021-04-10 02:36:05.019814, cost_time=0:00:12.192124 2021-04-10 02:35:56,571 INFO : TRAIN, epoch=0194, iter=00120/00196, fetch data time cost=2.61ms, fps=2365 images/s, loss=0.0037, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:08.407576, arrival_time=2021-04-10 02:36:04.978592, cost_time=0:00:13.275152 2021-04-10 02:35:57,663 INFO : TRAIN, epoch=0194, iter=00130/00196, fetch data time cost=2.05ms, fps=2345 images/s, loss=0.0037, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:07.294518, arrival_time=2021-04-10 02:36:04.958191, cost_time=0:00:14.367974 2021-04-10 02:35:58,756 INFO : TRAIN, epoch=0194, iter=00140/00196, fetch data time cost=1.56ms, fps=2344 images/s, loss=0.0037, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:06.184192, arrival_time=2021-04-10 02:36:04.940442, cost_time=0:00:15.460532 2021-04-10 02:35:59,857 INFO : TRAIN, epoch=0194, iter=00150/00196, fetch data time cost=15.08ms, fps=2326 images/s, loss=0.0037, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.078814, arrival_time=2021-04-10 02:36:04.935999, cost_time=0:00:16.561415 2021-04-10 02:36:00,952 INFO : TRAIN, epoch=0194, iter=00160/00196, fetch data time cost=1.92ms, fps=2340 images/s, loss=0.0037, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.972708, arrival_time=2021-04-10 02:36:04.925035, cost_time=0:00:17.656539 2021-04-10 02:36:02,057 INFO : TRAIN, epoch=0194, iter=00170/00196, fetch data time cost=1.52ms, fps=2319 images/s, loss=0.0037, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:02.869386, arrival_time=2021-04-10 02:36:04.926393, cost_time=0:00:18.761295 2021-04-10 02:36:03,141 INFO : TRAIN, epoch=0194, iter=00180/00196, fetch data time cost=1.63ms, fps=2362 images/s, loss=0.0038, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:01.764064, arrival_time=2021-04-10 02:36:04.905571, cost_time=0:00:19.845808 2021-04-10 02:36:04,225 INFO : TRAIN, epoch=0194, iter=00190/00196, fetch data time cost=1.27ms, fps=2363 images/s, loss=0.0037, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00.660936, arrival_time=2021-04-10 02:36:04.886244, cost_time=0:00:20.929620 2021-04-10 02:36:04,811 INFO : TRAIN, epoch=0194, iter=00196/00196, fetch data time cost=1.53ms, fps=2322 images/s, loss=0.0037, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:36:04.811395, cost_time=0:00:21.515638 2021-04-10 02:36:05,161 INFO : EVAL, epoch=0194, iter=00010/00040, fetch data time cost=7.12ms, fps=7354 images/s, loss=0.3039, top1-acc=93.59%, top5-acc=99.65%, remaining_time=0:00:01.044210, arrival_time=2021-04-10 02:36:06.205722, cost_time=0:00:00.348066 2021-04-10 02:36:05,421 INFO : EVAL, epoch=0194, iter=00020/00040, fetch data time cost=0.41ms, fps=9854 images/s, loss=0.2875, top1-acc=93.55%, top5-acc=99.71%, remaining_time=0:00:00.608360, arrival_time=2021-04-10 02:36:06.030186, cost_time=0:00:00.608366 2021-04-10 02:36:05,729 INFO : EVAL, epoch=0194, iter=00030/00040, fetch data time cost=2.34ms, fps=8325 images/s, loss=0.2891, top1-acc=93.32%, top5-acc=99.77%, remaining_time=0:00:00.305470, arrival_time=2021-04-10 02:36:06.035351, cost_time=0:00:00.916402 2021-04-10 02:36:05,966 INFO : EVAL, epoch=0194, iter=00040/00040, fetch data time cost=0.07ms, fps=9833 images/s, loss=0.2865, top1-acc=93.38%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-10 02:36:05.966277, cost_time=0:00:01.152913 2021-04-10 02:36:06,009 INFO : Epoch=0194 complete, best val top1-acc=93.53%, top5-acc=99.77% (epoch=186), remaining_time=0:02:17.047920, arrival_time=2021-04-10 02:38:23.057613, cost_time=1:13:51.216078 2021-04-10 02:36:06,010 INFO : Train start, epoch=0195, lr=0.000222 2021-04-10 02:36:07,381 INFO : TRAIN, epoch=0195, iter=00010/00196, fetch data time cost=0.31ms, fps=1867 images/s, loss=0.0035, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:25.500972, arrival_time=2021-04-10 02:36:32.882704, cost_time=0:00:01.371015 2021-04-10 02:36:08,478 INFO : TRAIN, epoch=0195, iter=00020/00196, fetch data time cost=1.58ms, fps=2336 images/s, loss=0.0043, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:21.714352, arrival_time=2021-04-10 02:36:30.192618, cost_time=0:00:02.467535 2021-04-10 02:36:09,562 INFO : TRAIN, epoch=0195, iter=00030/00196, fetch data time cost=1.62ms, fps=2363 images/s, loss=0.0048, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:19.650748, arrival_time=2021-04-10 02:36:29.212820, cost_time=0:00:03.551339 2021-04-10 02:36:10,653 INFO : TRAIN, epoch=0195, iter=00040/00196, fetch data time cost=1.53ms, fps=2347 images/s, loss=0.0048, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:18.105672, arrival_time=2021-04-10 02:36:28.758889, cost_time=0:00:04.642466 2021-04-10 02:36:11,766 INFO : TRAIN, epoch=0195, iter=00050/00196, fetch data time cost=13.43ms, fps=2300 images/s, loss=0.0044, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:16.806936, arrival_time=2021-04-10 02:36:28.573507, cost_time=0:00:05.755798 2021-04-10 02:36:12,863 INFO : TRAIN, epoch=0195, iter=00060/00196, fetch data time cost=2.20ms, fps=2336 images/s, loss=0.0045, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:15.531744, arrival_time=2021-04-10 02:36:28.394842, cost_time=0:00:06.852263 2021-04-10 02:36:13,988 INFO : TRAIN, epoch=0195, iter=00070/00196, fetch data time cost=2.33ms, fps=2276 images/s, loss=0.0046, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:14.360346, arrival_time=2021-04-10 02:36:28.349072, cost_time=0:00:07.977937 2021-04-10 02:36:15,078 INFO : TRAIN, epoch=0195, iter=00080/00196, fetch data time cost=1.71ms, fps=2350 images/s, loss=0.0044, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:13.148600, arrival_time=2021-04-10 02:36:28.227351, cost_time=0:00:09.068027 2021-04-10 02:36:16,173 INFO : TRAIN, epoch=0195, iter=00090/00196, fetch data time cost=1.45ms, fps=2339 images/s, loss=0.0043, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:11.969944, arrival_time=2021-04-10 02:36:28.143810, cost_time=0:00:10.163130 2021-04-10 02:36:17,265 INFO : TRAIN, epoch=0195, iter=00100/00196, fetch data time cost=1.51ms, fps=2347 images/s, loss=0.0045, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:10.804320, arrival_time=2021-04-10 02:36:28.069672, cost_time=0:00:11.254528 2021-04-10 02:36:18,353 INFO : TRAIN, epoch=0195, iter=00110/00196, fetch data time cost=1.71ms, fps=2354 images/s, loss=0.0045, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:09.649802, arrival_time=2021-04-10 02:36:28.003308, cost_time=0:00:12.342777 2021-04-10 02:36:19,441 INFO : TRAIN, epoch=0195, iter=00120/00196, fetch data time cost=1.73ms, fps=2354 images/s, loss=0.0044, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:08.506224, arrival_time=2021-04-10 02:36:27.947924, cost_time=0:00:13.430882 2021-04-10 02:36:20,533 INFO : TRAIN, epoch=0195, iter=00130/00196, fetch data time cost=2.06ms, fps=2346 images/s, loss=0.0044, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:07.372992, arrival_time=2021-04-10 02:36:27.906328, cost_time=0:00:14.522607 2021-04-10 02:36:21,627 INFO : TRAIN, epoch=0195, iter=00140/00196, fetch data time cost=1.96ms, fps=2341 images/s, loss=0.0043, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:06.246688, arrival_time=2021-04-10 02:36:27.874153, cost_time=0:00:15.616739 2021-04-10 02:36:22,714 INFO : TRAIN, epoch=0195, iter=00150/00196, fetch data time cost=1.63ms, fps=2358 images/s, loss=0.0044, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:05.122284, arrival_time=2021-04-10 02:36:27.836206, cost_time=0:00:16.703102 2021-04-10 02:36:23,801 INFO : TRAIN, epoch=0195, iter=00160/00196, fetch data time cost=1.53ms, fps=2354 images/s, loss=0.0043, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:04.003020, arrival_time=2021-04-10 02:36:27.804920, cost_time=0:00:17.791150 2021-04-10 02:36:24,882 INFO : TRAIN, epoch=0195, iter=00170/00196, fetch data time cost=1.61ms, fps=2370 images/s, loss=0.0042, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:02.886260, arrival_time=2021-04-10 02:36:27.768658, cost_time=0:00:18.871674 2021-04-10 02:36:25,976 INFO : TRAIN, epoch=0195, iter=00180/00196, fetch data time cost=1.55ms, fps=2342 images/s, loss=0.0041, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:01.774704, arrival_time=2021-04-10 02:36:27.750839, cost_time=0:00:19.965352 2021-04-10 02:36:27,060 INFO : TRAIN, epoch=0195, iter=00190/00196, fetch data time cost=1.51ms, fps=2362 images/s, loss=0.0041, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00.664734, arrival_time=2021-04-10 02:36:27.725351, cost_time=0:00:21.049878 2021-04-10 02:36:27,647 INFO : TRAIN, epoch=0195, iter=00196/00196, fetch data time cost=1.90ms, fps=2321 images/s, loss=0.0041, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:36:27.646987, cost_time=0:00:21.636276 2021-04-10 02:36:27,980 INFO : EVAL, epoch=0195, iter=00010/00040, fetch data time cost=7.02ms, fps=7719 images/s, loss=0.2830, top1-acc=94.06%, top5-acc=99.77%, remaining_time=0:00:00.994890, arrival_time=2021-04-10 02:36:28.974832, cost_time=0:00:00.331626 2021-04-10 02:36:28,220 INFO : EVAL, epoch=0195, iter=00020/00040, fetch data time cost=0.29ms, fps=10666 images/s, loss=0.2826, top1-acc=93.73%, top5-acc=99.75%, remaining_time=0:00:00.572160, arrival_time=2021-04-10 02:36:28.792587, cost_time=0:00:00.572166 2021-04-10 02:36:28,474 INFO : EVAL, epoch=0195, iter=00030/00040, fetch data time cost=15.03ms, fps=10096 images/s, loss=0.2853, top1-acc=93.66%, top5-acc=99.79%, remaining_time=0:00:00.275370, arrival_time=2021-04-10 02:36:28.749813, cost_time=0:00:00.826114 2021-04-10 02:36:28,712 INFO : EVAL, epoch=0195, iter=00040/00040, fetch data time cost=0.08ms, fps=9775 images/s, loss=0.2917, top1-acc=93.52%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-10 02:36:28.712294, cost_time=0:00:01.064064 2021-04-10 02:36:28,759 INFO : Epoch=0195 complete, best val top1-acc=93.53%, top5-acc=99.77% (epoch=186), remaining_time=0:01:54.204245, arrival_time=2021-04-10 02:38:22.963538, cost_time=1:14:13.965641 2021-04-10 02:36:28,760 INFO : Train start, epoch=0196, lr=0.000154 2021-04-10 02:36:30,047 INFO : TRAIN, epoch=0196, iter=00010/00196, fetch data time cost=1.81ms, fps=1989 images/s, loss=0.0045, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:23.935410, arrival_time=2021-04-10 02:36:53.982902, cost_time=0:00:01.286848 2021-04-10 02:36:31,140 INFO : TRAIN, epoch=0196, iter=00020/00196, fetch data time cost=1.48ms, fps=2344 images/s, loss=0.0036, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:20.941536, arrival_time=2021-04-10 02:36:52.081824, cost_time=0:00:02.379714 2021-04-10 02:36:32,236 INFO : TRAIN, epoch=0196, iter=00030/00196, fetch data time cost=1.44ms, fps=2337 images/s, loss=0.0036, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:19.232926, arrival_time=2021-04-10 02:36:51.469409, cost_time=0:00:03.475822 2021-04-10 02:36:33,325 INFO : TRAIN, epoch=0196, iter=00040/00196, fetch data time cost=1.78ms, fps=2351 images/s, loss=0.0041, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:17.804436, arrival_time=2021-04-10 02:36:51.130251, cost_time=0:00:04.565254 2021-04-10 02:36:34,410 INFO : TRAIN, epoch=0196, iter=00050/00196, fetch data time cost=2.11ms, fps=2362 images/s, loss=0.0040, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:16.497270, arrival_time=2021-04-10 02:36:50.907774, cost_time=0:00:05.649762 2021-04-10 02:36:35,505 INFO : TRAIN, epoch=0196, iter=00060/00196, fetch data time cost=1.46ms, fps=2339 images/s, loss=0.0038, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:15.289120, arrival_time=2021-04-10 02:36:50.794860, cost_time=0:00:06.745180 2021-04-10 02:36:36,589 INFO : TRAIN, epoch=0196, iter=00070/00196, fetch data time cost=2.35ms, fps=2363 images/s, loss=0.0037, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.091966, arrival_time=2021-04-10 02:36:50.681471, cost_time=0:00:07.828890 2021-04-10 02:36:37,683 INFO : TRAIN, epoch=0196, iter=00080/00196, fetch data time cost=1.88ms, fps=2341 images/s, loss=0.0037, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.938408, arrival_time=2021-04-10 02:36:50.622107, cost_time=0:00:08.923044 2021-04-10 02:36:38,771 INFO : TRAIN, epoch=0196, iter=00090/00196, fetch data time cost=1.47ms, fps=2354 images/s, loss=0.0037, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:11.790804, arrival_time=2021-04-10 02:36:50.562415, cost_time=0:00:10.011049 2021-04-10 02:36:39,854 INFO : TRAIN, epoch=0196, iter=00100/00196, fetch data time cost=1.69ms, fps=2366 images/s, loss=0.0037, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:10.649856, arrival_time=2021-04-10 02:36:50.504098, cost_time=0:00:11.093582 2021-04-10 02:36:40,933 INFO : TRAIN, epoch=0196, iter=00110/00196, fetch data time cost=1.47ms, fps=2374 images/s, loss=0.0038, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:09.516760, arrival_time=2021-04-10 02:36:50.449897, cost_time=0:00:12.172584 2021-04-10 02:36:42,014 INFO : TRAIN, epoch=0196, iter=00120/00196, fetch data time cost=1.60ms, fps=2369 images/s, loss=0.0038, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:08.393896, arrival_time=2021-04-10 02:36:50.407952, cost_time=0:00:13.253502 2021-04-10 02:36:43,095 INFO : TRAIN, epoch=0196, iter=00130/00196, fetch data time cost=1.54ms, fps=2369 images/s, loss=0.0038, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:07.277424, arrival_time=2021-04-10 02:36:50.372551, cost_time=0:00:14.334382 2021-04-10 02:36:44,189 INFO : TRAIN, epoch=0196, iter=00140/00196, fetch data time cost=1.99ms, fps=2342 images/s, loss=0.0038, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:06.171368, arrival_time=2021-04-10 02:36:50.360369, cost_time=0:00:15.428426 2021-04-10 02:36:45,282 INFO : TRAIN, epoch=0196, iter=00150/00196, fetch data time cost=1.70ms, fps=2343 images/s, loss=0.0038, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:05.066670, arrival_time=2021-04-10 02:36:50.348914, cost_time=0:00:16.521677 2021-04-10 02:36:46,363 INFO : TRAIN, epoch=0196, iter=00160/00196, fetch data time cost=1.62ms, fps=2368 images/s, loss=0.0038, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:03.960684, arrival_time=2021-04-10 02:36:50.324258, cost_time=0:00:17.603009 2021-04-10 02:36:47,446 INFO : TRAIN, epoch=0196, iter=00170/00196, fetch data time cost=1.63ms, fps=2364 images/s, loss=0.0037, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:02.857920, arrival_time=2021-04-10 02:36:50.304807, cost_time=0:00:18.686319 2021-04-10 02:36:48,532 INFO : TRAIN, epoch=0196, iter=00180/00196, fetch data time cost=1.48ms, fps=2359 images/s, loss=0.0037, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:01.757504, arrival_time=2021-04-10 02:36:50.290039, cost_time=0:00:19.771952 2021-04-10 02:36:49,616 INFO : TRAIN, epoch=0196, iter=00190/00196, fetch data time cost=1.48ms, fps=2363 images/s, loss=0.0037, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00.658608, arrival_time=2021-04-10 02:36:50.275199, cost_time=0:00:20.855927 2021-04-10 02:36:50,203 INFO : TRAIN, epoch=0196, iter=00196/00196, fetch data time cost=0.08ms, fps=2319 images/s, loss=0.0038, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:36:50.203630, cost_time=0:00:21.443104 2021-04-10 02:36:50,614 INFO : EVAL, epoch=0196, iter=00010/00040, fetch data time cost=1.92ms, fps=6256 images/s, loss=0.2919, top1-acc=93.55%, top5-acc=99.96%, remaining_time=0:00:01.227540, arrival_time=2021-04-10 02:36:51.842131, cost_time=0:00:00.409179 2021-04-10 02:36:50,865 INFO : EVAL, epoch=0196, iter=00020/00040, fetch data time cost=2.79ms, fps=10244 images/s, loss=0.2974, top1-acc=93.26%, top5-acc=99.79%, remaining_time=0:00:00.659600, arrival_time=2021-04-10 02:36:51.524613, cost_time=0:00:00.659597 2021-04-10 02:36:51,125 INFO : EVAL, epoch=0196, iter=00030/00040, fetch data time cost=2.57ms, fps=9844 images/s, loss=0.2875, top1-acc=93.42%, top5-acc=99.77%, remaining_time=0:00:00.306730, arrival_time=2021-04-10 02:36:51.432347, cost_time=0:00:00.920202 2021-04-10 02:36:51,357 INFO : EVAL, epoch=0196, iter=00040/00040, fetch data time cost=0.11ms, fps=10048 images/s, loss=0.3018, top1-acc=93.45%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-10 02:36:51.357013, cost_time=0:00:01.151652 2021-04-10 02:36:51,405 INFO : Epoch=0196 complete, best val top1-acc=93.53%, top5-acc=99.77% (epoch=186), remaining_time=0:01:31.359420, arrival_time=2021-04-10 02:38:22.764718, cost_time=1:14:36.611665 2021-04-10 02:36:51,406 INFO : Train start, epoch=0197, lr=0.000099 2021-04-10 02:36:52,701 INFO : TRAIN, epoch=0197, iter=00010/00196, fetch data time cost=1.46ms, fps=1976 images/s, loss=0.0034, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:24.091464, arrival_time=2021-04-10 02:37:16.793004, cost_time=0:00:01.295239 2021-04-10 02:36:53,787 INFO : TRAIN, epoch=0197, iter=00020/00196, fetch data time cost=1.51ms, fps=2358 images/s, loss=0.0037, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:20.958080, arrival_time=2021-04-10 02:37:14.745893, cost_time=0:00:02.381604 2021-04-10 02:36:54,882 INFO : TRAIN, epoch=0197, iter=00030/00196, fetch data time cost=1.99ms, fps=2340 images/s, loss=0.0040, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:19.233590, arrival_time=2021-04-10 02:37:14.115932, cost_time=0:00:03.475945 2021-04-10 02:36:55,974 INFO : TRAIN, epoch=0197, iter=00040/00196, fetch data time cost=1.56ms, fps=2345 images/s, loss=0.0040, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:17.817540, arrival_time=2021-04-10 02:37:13.792330, cost_time=0:00:04.568586 2021-04-10 02:36:57,056 INFO : TRAIN, epoch=0197, iter=00050/00196, fetch data time cost=1.76ms, fps=2367 images/s, loss=0.0039, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:16.499898, arrival_time=2021-04-10 02:37:13.556762, cost_time=0:00:05.650663 2021-04-10 02:36:58,164 INFO : TRAIN, epoch=0197, iter=00060/00196, fetch data time cost=2.13ms, fps=2313 images/s, loss=0.0039, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:15.318088, arrival_time=2021-04-10 02:37:13.482423, cost_time=0:00:06.757956 2021-04-10 02:36:59,270 INFO : TRAIN, epoch=0197, iter=00070/00196, fetch data time cost=2.31ms, fps=2316 images/s, loss=0.0040, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:14.155974, arrival_time=2021-04-10 02:37:13.426677, cost_time=0:00:07.864430 2021-04-10 02:37:00,370 INFO : TRAIN, epoch=0197, iter=00080/00196, fetch data time cost=2.01ms, fps=2329 images/s, loss=0.0039, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:12.998032, arrival_time=2021-04-10 02:37:13.368430, cost_time=0:00:08.964161 2021-04-10 02:37:01,456 INFO : TRAIN, epoch=0197, iter=00090/00196, fetch data time cost=2.25ms, fps=2358 images/s, loss=0.0043, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:11.837232, arrival_time=2021-04-10 02:37:13.294006, cost_time=0:00:10.050505 2021-04-10 02:37:02,555 INFO : TRAIN, epoch=0197, iter=00100/00196, fetch data time cost=1.55ms, fps=2333 images/s, loss=0.0042, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:10.703136, arrival_time=2021-04-10 02:37:13.258433, cost_time=0:00:11.149079 2021-04-10 02:37:03,641 INFO : TRAIN, epoch=0197, iter=00110/00196, fetch data time cost=1.55ms, fps=2358 images/s, loss=0.0041, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:09.565608, arrival_time=2021-04-10 02:37:13.206922, cost_time=0:00:12.235101 2021-04-10 02:37:04,726 INFO : TRAIN, epoch=0197, iter=00120/00196, fetch data time cost=1.77ms, fps=2360 images/s, loss=0.0040, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:08.436228, arrival_time=2021-04-10 02:37:13.162982, cost_time=0:00:13.320394 2021-04-10 02:37:05,812 INFO : TRAIN, epoch=0197, iter=00130/00196, fetch data time cost=2.14ms, fps=2359 images/s, loss=0.0040, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:07.314186, arrival_time=2021-04-10 02:37:13.127086, cost_time=0:00:14.406691 2021-04-10 02:37:06,903 INFO : TRAIN, epoch=0197, iter=00140/00196, fetch data time cost=1.59ms, fps=2348 images/s, loss=0.0041, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:06.198920, arrival_time=2021-04-10 02:37:13.102448, cost_time=0:00:15.497252 2021-04-10 02:37:07,989 INFO : TRAIN, epoch=0197, iter=00150/00196, fetch data time cost=1.57ms, fps=2359 images/s, loss=0.0041, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:05.085484, arrival_time=2021-04-10 02:37:13.074905, cost_time=0:00:16.583165 2021-04-10 02:37:09,073 INFO : TRAIN, epoch=0197, iter=00160/00196, fetch data time cost=1.41ms, fps=2363 images/s, loss=0.0041, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:03.975156, arrival_time=2021-04-10 02:37:13.048705, cost_time=0:00:17.667335 2021-04-10 02:37:10,162 INFO : TRAIN, epoch=0197, iter=00170/00196, fetch data time cost=1.48ms, fps=2353 images/s, loss=0.0040, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:02.868554, arrival_time=2021-04-10 02:37:13.030709, cost_time=0:00:18.755948 2021-04-10 02:37:11,252 INFO : TRAIN, epoch=0197, iter=00180/00196, fetch data time cost=1.57ms, fps=2349 images/s, loss=0.0040, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:01.764096, arrival_time=2021-04-10 02:37:13.016430, cost_time=0:00:19.846112 2021-04-10 02:37:12,343 INFO : TRAIN, epoch=0197, iter=00190/00196, fetch data time cost=1.31ms, fps=2347 images/s, loss=0.0040, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00.661176, arrival_time=2021-04-10 02:37:13.004731, cost_time=0:00:20.937306 2021-04-10 02:37:12,930 INFO : TRAIN, epoch=0197, iter=00196/00196, fetch data time cost=1.30ms, fps=2318 images/s, loss=0.0040, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:37:12.930828, cost_time=0:00:21.524620 2021-04-10 02:37:13,280 INFO : EVAL, epoch=0197, iter=00010/00040, fetch data time cost=4.69ms, fps=7355 images/s, loss=0.2758, top1-acc=93.67%, top5-acc=99.88%, remaining_time=0:00:01.044060, arrival_time=2021-04-10 02:37:14.324147, cost_time=0:00:00.348017 2021-04-10 02:37:13,523 INFO : EVAL, epoch=0197, iter=00020/00040, fetch data time cost=0.32ms, fps=10550 images/s, loss=0.2854, top1-acc=93.63%, top5-acc=99.79%, remaining_time=0:00:00.591160, arrival_time=2021-04-10 02:37:14.114389, cost_time=0:00:00.591165 2021-04-10 02:37:13,768 INFO : EVAL, epoch=0197, iter=00030/00040, fetch data time cost=6.17ms, fps=10461 images/s, loss=0.2944, top1-acc=93.42%, top5-acc=99.75%, remaining_time=0:00:00.278790, arrival_time=2021-04-10 02:37:14.047228, cost_time=0:00:00.836374 2021-04-10 02:37:13,992 INFO : EVAL, epoch=0197, iter=00040/00040, fetch data time cost=0.08ms, fps=10394 images/s, loss=0.2974, top1-acc=93.45%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-10 02:37:13.992148, cost_time=0:00:01.060063 2021-04-10 02:37:14,043 INFO : Epoch=0197 complete, best val top1-acc=93.53%, top5-acc=99.77% (epoch=186), remaining_time=0:01:08.516502, arrival_time=2021-04-10 02:38:22.560400, cost_time=1:14:59.250260 2021-04-10 02:37:14,044 INFO : Train start, epoch=0198, lr=0.000056 2021-04-10 02:37:15,361 INFO : TRAIN, epoch=0198, iter=00010/00196, fetch data time cost=0.45ms, fps=1945 images/s, loss=0.0045, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:24.480948, arrival_time=2021-04-10 02:37:39.842017, cost_time=0:00:01.316182 2021-04-10 02:37:16,459 INFO : TRAIN, epoch=0198, iter=00020/00196, fetch data time cost=1.77ms, fps=2333 images/s, loss=0.0039, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:21.245488, arrival_time=2021-04-10 02:37:37.704744, cost_time=0:00:02.414253 2021-04-10 02:37:17,551 INFO : TRAIN, epoch=0198, iter=00030/00196, fetch data time cost=2.14ms, fps=2346 images/s, loss=0.0041, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:19.401914, arrival_time=2021-04-10 02:37:36.953108, cost_time=0:00:03.506361 2021-04-10 02:37:18,639 INFO : TRAIN, epoch=0198, iter=00040/00196, fetch data time cost=2.15ms, fps=2354 images/s, loss=0.0043, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:17.917536, arrival_time=2021-04-10 02:37:36.556598, cost_time=0:00:04.594244 2021-04-10 02:37:19,736 INFO : TRAIN, epoch=0198, iter=00050/00196, fetch data time cost=2.03ms, fps=2334 images/s, loss=0.0042, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:16.618742, arrival_time=2021-04-10 02:37:36.355074, cost_time=0:00:05.691328 2021-04-10 02:37:20,827 INFO : TRAIN, epoch=0198, iter=00060/00196, fetch data time cost=2.00ms, fps=2349 images/s, loss=0.0042, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:15.373032, arrival_time=2021-04-10 02:37:36.200059, cost_time=0:00:06.782209 2021-04-10 02:37:21,909 INFO : TRAIN, epoch=0198, iter=00070/00196, fetch data time cost=1.55ms, fps=2366 images/s, loss=0.0042, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:14.156604, arrival_time=2021-04-10 02:37:36.066195, cost_time=0:00:07.864775 2021-04-10 02:37:23,012 INFO : TRAIN, epoch=0198, iter=00080/00196, fetch data time cost=2.86ms, fps=2323 images/s, loss=0.0040, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:13.002788, arrival_time=2021-04-10 02:37:36.015064, cost_time=0:00:08.967451 2021-04-10 02:37:24,096 INFO : TRAIN, epoch=0198, iter=00090/00196, fetch data time cost=1.54ms, fps=2362 images/s, loss=0.0040, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:11.838928, arrival_time=2021-04-10 02:37:35.935776, cost_time=0:00:10.051922 2021-04-10 02:37:25,194 INFO : TRAIN, epoch=0198, iter=00100/00196, fetch data time cost=1.71ms, fps=2334 images/s, loss=0.0040, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:10.703520, arrival_time=2021-04-10 02:37:35.897869, cost_time=0:00:11.149523 2021-04-10 02:37:26,287 INFO : TRAIN, epoch=0198, iter=00110/00196, fetch data time cost=2.52ms, fps=2344 images/s, loss=0.0038, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:09.571284, arrival_time=2021-04-10 02:37:35.858634, cost_time=0:00:12.242334 2021-04-10 02:37:27,387 INFO : TRAIN, epoch=0198, iter=00120/00196, fetch data time cost=1.49ms, fps=2330 images/s, loss=0.0038, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:08.449984, arrival_time=2021-04-10 02:37:35.836937, cost_time=0:00:13.342137 2021-04-10 02:37:28,469 INFO : TRAIN, epoch=0198, iter=00130/00196, fetch data time cost=1.73ms, fps=2366 images/s, loss=0.0038, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:07.323162, arrival_time=2021-04-10 02:37:35.792490, cost_time=0:00:14.424446 2021-04-10 02:37:29,578 INFO : TRAIN, epoch=0198, iter=00140/00196, fetch data time cost=11.25ms, fps=2310 images/s, loss=0.0037, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:06.213424, arrival_time=2021-04-10 02:37:35.791835, cost_time=0:00:15.533572 2021-04-10 02:37:30,728 INFO : TRAIN, epoch=0198, iter=00150/00196, fetch data time cost=1.62ms, fps=2228 images/s, loss=0.0038, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:05.116166, arrival_time=2021-04-10 02:37:35.844150, cost_time=0:00:16.683078 2021-04-10 02:37:31,822 INFO : TRAIN, epoch=0198, iter=00160/00196, fetch data time cost=1.91ms, fps=2340 images/s, loss=0.0037, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:04.000032, arrival_time=2021-04-10 02:37:35.822743, cost_time=0:00:17.777879 2021-04-10 02:37:32,913 INFO : TRAIN, epoch=0198, iter=00170/00196, fetch data time cost=1.58ms, fps=2348 images/s, loss=0.0037, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:02.885792, arrival_time=2021-04-10 02:37:35.799204, cost_time=0:00:18.868586 2021-04-10 02:37:34,001 INFO : TRAIN, epoch=0198, iter=00180/00196, fetch data time cost=1.62ms, fps=2354 images/s, loss=0.0037, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:01.773920, arrival_time=2021-04-10 02:37:35.775373, cost_time=0:00:19.956611 2021-04-10 02:37:35,090 INFO : TRAIN, epoch=0198, iter=00190/00196, fetch data time cost=1.54ms, fps=2352 images/s, loss=0.0037, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00.664602, arrival_time=2021-04-10 02:37:35.755228, cost_time=0:00:21.045809 2021-04-10 02:37:35,672 INFO : TRAIN, epoch=0198, iter=00196/00196, fetch data time cost=1.33ms, fps=2341 images/s, loss=0.0037, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:37:35.672142, cost_time=0:00:21.627330 2021-04-10 02:37:36,029 INFO : EVAL, epoch=0198, iter=00010/00040, fetch data time cost=0.41ms, fps=7204 images/s, loss=0.2878, top1-acc=93.20%, top5-acc=99.77%, remaining_time=0:00:01.066110, arrival_time=2021-04-10 02:37:37.095193, cost_time=0:00:00.355367 2021-04-10 02:37:36,276 INFO : EVAL, epoch=0198, iter=00020/00040, fetch data time cost=0.22ms, fps=10372 images/s, loss=0.2975, top1-acc=93.36%, top5-acc=99.75%, remaining_time=0:00:00.602620, arrival_time=2021-04-10 02:37:36.878957, cost_time=0:00:00.602621 2021-04-10 02:37:36,531 INFO : EVAL, epoch=0198, iter=00030/00040, fetch data time cost=0.31ms, fps=10041 images/s, loss=0.2953, top1-acc=93.28%, top5-acc=99.77%, remaining_time=0:00:00.285990, arrival_time=2021-04-10 02:37:36.817729, cost_time=0:00:00.857976 2021-04-10 02:37:36,747 INFO : EVAL, epoch=0198, iter=00040/00040, fetch data time cost=0.09ms, fps=10793 images/s, loss=0.2835, top1-acc=93.44%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-10 02:37:36.747144, cost_time=0:00:01.073467 2021-04-10 02:37:36,793 INFO : Epoch=0198 complete, best val top1-acc=93.53%, top5-acc=99.77% (epoch=186), remaining_time=0:00:45.676768, arrival_time=2021-04-10 02:38:22.470547, cost_time=1:15:22.000121 2021-04-10 02:37:36,795 INFO : Train start, epoch=0199, lr=0.000025 2021-04-10 02:37:38,090 INFO : TRAIN, epoch=0199, iter=00010/00196, fetch data time cost=0.33ms, fps=1977 images/s, loss=0.0037, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:24.090162, arrival_time=2021-04-10 02:38:02.180547, cost_time=0:00:01.295169 2021-04-10 02:37:39,177 INFO : TRAIN, epoch=0199, iter=00020/00196, fetch data time cost=1.65ms, fps=2356 images/s, loss=0.0045, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:20.965824, arrival_time=2021-04-10 02:38:00.143446, cost_time=0:00:02.382484 2021-04-10 02:37:40,279 INFO : TRAIN, epoch=0199, iter=00030/00196, fetch data time cost=7.76ms, fps=2325 images/s, loss=0.0048, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:19.277414, arrival_time=2021-04-10 02:37:59.556543, cost_time=0:00:03.483882 2021-04-10 02:37:41,373 INFO : TRAIN, epoch=0199, iter=00040/00196, fetch data time cost=1.64ms, fps=2341 images/s, loss=0.0048, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:17.854980, arrival_time=2021-04-10 02:37:59.228328, cost_time=0:00:04.578215 2021-04-10 02:37:42,459 INFO : TRAIN, epoch=0199, iter=00050/00196, fetch data time cost=1.49ms, fps=2358 images/s, loss=0.0044, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:16.540048, arrival_time=2021-04-10 02:37:58.999564, cost_time=0:00:05.664386 2021-04-10 02:37:43,556 INFO : TRAIN, epoch=0199, iter=00060/00196, fetch data time cost=1.62ms, fps=2335 images/s, loss=0.0043, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:15.325704, arrival_time=2021-04-10 02:37:58.882163, cost_time=0:00:06.761327 2021-04-10 02:37:44,641 INFO : TRAIN, epoch=0199, iter=00070/00196, fetch data time cost=1.52ms, fps=2361 images/s, loss=0.0043, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:14.123214, arrival_time=2021-04-10 02:37:58.764646, cost_time=0:00:07.846204 2021-04-10 02:37:45,726 INFO : TRAIN, epoch=0199, iter=00080/00196, fetch data time cost=1.80ms, fps=2361 images/s, loss=0.0043, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:12.950704, arrival_time=2021-04-10 02:37:58.677327, cost_time=0:00:08.931493 2021-04-10 02:37:46,810 INFO : TRAIN, epoch=0199, iter=00090/00196, fetch data time cost=1.78ms, fps=2364 images/s, loss=0.0041, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:11.795574, arrival_time=2021-04-10 02:37:58.605833, cost_time=0:00:10.015087 2021-04-10 02:37:47,899 INFO : TRAIN, epoch=0199, iter=00100/00196, fetch data time cost=2.08ms, fps=2353 images/s, loss=0.0041, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:10.659648, arrival_time=2021-04-10 02:37:58.558603, cost_time=0:00:11.103834 2021-04-10 02:37:48,985 INFO : TRAIN, epoch=0199, iter=00110/00196, fetch data time cost=1.68ms, fps=2357 images/s, loss=0.0041, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:09.530778, arrival_time=2021-04-10 02:37:58.516496, cost_time=0:00:12.190552 2021-04-10 02:37:50,082 INFO : TRAIN, epoch=0199, iter=00120/00196, fetch data time cost=2.03ms, fps=2336 images/s, loss=0.0042, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:08.415252, arrival_time=2021-04-10 02:37:58.497642, cost_time=0:00:13.287259 2021-04-10 02:37:51,170 INFO : TRAIN, epoch=0199, iter=00130/00196, fetch data time cost=4.64ms, fps=2354 images/s, loss=0.0041, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:07.298214, arrival_time=2021-04-10 02:37:58.468625, cost_time=0:00:14.375228 2021-04-10 02:37:52,269 INFO : TRAIN, epoch=0199, iter=00140/00196, fetch data time cost=1.52ms, fps=2330 images/s, loss=0.0041, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:06.189792, arrival_time=2021-04-10 02:37:58.459591, cost_time=0:00:15.474507 2021-04-10 02:37:53,358 INFO : TRAIN, epoch=0199, iter=00150/00196, fetch data time cost=1.76ms, fps=2354 images/s, loss=0.0041, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:05.079366, arrival_time=2021-04-10 02:37:58.437720, cost_time=0:00:16.563150 2021-04-10 02:37:54,442 INFO : TRAIN, epoch=0199, iter=00160/00196, fetch data time cost=1.64ms, fps=2364 images/s, loss=0.0040, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:03.970548, arrival_time=2021-04-10 02:37:58.412521, cost_time=0:00:17.646850 2021-04-10 02:37:55,528 INFO : TRAIN, epoch=0199, iter=00170/00196, fetch data time cost=1.56ms, fps=2359 images/s, loss=0.0040, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:02.865018, arrival_time=2021-04-10 02:37:58.393015, cost_time=0:00:18.732748 2021-04-10 02:37:56,608 INFO : TRAIN, epoch=0199, iter=00180/00196, fetch data time cost=1.48ms, fps=2371 images/s, loss=0.0041, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:01.761168, arrival_time=2021-04-10 02:37:58.369370, cost_time=0:00:19.813079 2021-04-10 02:37:57,704 INFO : TRAIN, epoch=0199, iter=00190/00196, fetch data time cost=1.39ms, fps=2337 images/s, loss=0.0041, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00.660282, arrival_time=2021-04-10 02:37:58.364423, cost_time=0:00:20.909014 2021-04-10 02:37:58,289 INFO : TRAIN, epoch=0199, iter=00196/00196, fetch data time cost=1.30ms, fps=2327 images/s, loss=0.0041, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:37:58.288964, cost_time=0:00:21.493860 2021-04-10 02:37:58,646 INFO : EVAL, epoch=0199, iter=00010/00040, fetch data time cost=0.24ms, fps=7176 images/s, loss=0.2556, top1-acc=94.26%, top5-acc=99.69%, remaining_time=0:00:01.070220, arrival_time=2021-04-10 02:37:59.717088, cost_time=0:00:00.356737 2021-04-10 02:37:58,878 INFO : EVAL, epoch=0199, iter=00020/00040, fetch data time cost=0.42ms, fps=11078 images/s, loss=0.2773, top1-acc=93.75%, top5-acc=99.77%, remaining_time=0:00:00.588200, arrival_time=2021-04-10 02:37:59.466537, cost_time=0:00:00.588205 2021-04-10 02:37:59,132 INFO : EVAL, epoch=0199, iter=00030/00040, fetch data time cost=0.29ms, fps=10075 images/s, loss=0.2937, top1-acc=93.35%, top5-acc=99.78%, remaining_time=0:00:00.280900, arrival_time=2021-04-10 02:37:59.413739, cost_time=0:00:00.842686 2021-04-10 02:37:59,346 INFO : EVAL, epoch=0199, iter=00040/00040, fetch data time cost=0.07ms, fps=10864 images/s, loss=0.2879, top1-acc=93.44%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-10 02:37:59.346789, cost_time=0:00:01.056692 2021-04-10 02:37:59,387 INFO : Epoch=0199 complete, best val top1-acc=93.53%, top5-acc=99.77% (epoch=186), remaining_time=0:00:22.837153, arrival_time=2021-04-10 02:38:22.224158, cost_time=1:15:44.593385 2021-04-10 02:37:59,387 INFO : Train start, epoch=0200, lr=0.000006 2021-04-10 02:38:00,712 INFO : TRAIN, epoch=0200, iter=00010/00196, fetch data time cost=0.56ms, fps=1933 images/s, loss=0.0039, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:24.629004, arrival_time=2021-04-10 02:38:25.341129, cost_time=0:00:01.324139 2021-04-10 02:38:01,810 INFO : TRAIN, epoch=0200, iter=00020/00196, fetch data time cost=2.45ms, fps=2333 images/s, loss=0.0034, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.315008, arrival_time=2021-04-10 02:38:23.125098, cost_time=0:00:02.422169 2021-04-10 02:38:02,917 INFO : TRAIN, epoch=0200, iter=00030/00196, fetch data time cost=1.81ms, fps=2314 images/s, loss=0.0031, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:19.528738, arrival_time=2021-04-10 02:38:22.445922, cost_time=0:00:03.529294 2021-04-10 02:38:04,009 INFO : TRAIN, epoch=0200, iter=00040/00196, fetch data time cost=1.58ms, fps=2345 images/s, loss=0.0033, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:18.023616, arrival_time=2021-04-10 02:38:22.032996, cost_time=0:00:04.621452 2021-04-10 02:38:05,107 INFO : TRAIN, epoch=0200, iter=00050/00196, fetch data time cost=3.19ms, fps=2332 images/s, loss=0.0033, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.702254, arrival_time=2021-04-10 02:38:21.810119, cost_time=0:00:05.719940 2021-04-10 02:38:06,201 INFO : TRAIN, epoch=0200, iter=00060/00196, fetch data time cost=1.51ms, fps=2343 images/s, loss=0.0035, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:15.443344, arrival_time=2021-04-10 02:38:21.644428, cost_time=0:00:06.813259 2021-04-10 02:38:07,292 INFO : TRAIN, epoch=0200, iter=00070/00196, fetch data time cost=2.42ms, fps=2346 images/s, loss=0.0035, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.228676, arrival_time=2021-04-10 02:38:21.521388, cost_time=0:00:07.904801 2021-04-10 02:38:08,400 INFO : TRAIN, epoch=0200, iter=00080/00196, fetch data time cost=7.21ms, fps=2311 images/s, loss=0.0035, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:13.068908, arrival_time=2021-04-10 02:38:21.469823, cost_time=0:00:09.013063 2021-04-10 02:38:09,495 INFO : TRAIN, epoch=0200, iter=00090/00196, fetch data time cost=1.64ms, fps=2339 images/s, loss=0.0036, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:11.904966, arrival_time=2021-04-10 02:38:21.400845, cost_time=0:00:10.108015 2021-04-10 02:38:10,588 INFO : TRAIN, epoch=0200, iter=00100/00196, fetch data time cost=1.55ms, fps=2345 images/s, loss=0.0035, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:10.752096, arrival_time=2021-04-10 02:38:21.340138, cost_time=0:00:11.200120 2021-04-10 02:38:11,673 INFO : TRAIN, epoch=0200, iter=00110/00196, fetch data time cost=1.56ms, fps=2360 images/s, loss=0.0036, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:09.604996, arrival_time=2021-04-10 02:38:21.278249, cost_time=0:00:12.285427 2021-04-10 02:38:12,755 INFO : TRAIN, epoch=0200, iter=00120/00196, fetch data time cost=1.47ms, fps=2367 images/s, loss=0.0036, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:08.466172, arrival_time=2021-04-10 02:38:21.221690, cost_time=0:00:13.367601 2021-04-10 02:38:13,842 INFO : TRAIN, epoch=0200, iter=00130/00196, fetch data time cost=2.04ms, fps=2357 images/s, loss=0.0037, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:07.338342, arrival_time=2021-04-10 02:38:21.180505, cost_time=0:00:14.454263 2021-04-10 02:38:14,936 INFO : TRAIN, epoch=0200, iter=00140/00196, fetch data time cost=1.47ms, fps=2340 images/s, loss=0.0036, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:06.219584, arrival_time=2021-04-10 02:38:21.156462, cost_time=0:00:15.549009 2021-04-10 02:38:16,030 INFO : TRAIN, epoch=0200, iter=00150/00196, fetch data time cost=2.39ms, fps=2342 images/s, loss=0.0036, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:05.103792, arrival_time=2021-04-10 02:38:21.134465, cost_time=0:00:16.642791 2021-04-10 02:38:17,128 INFO : TRAIN, epoch=0200, iter=00160/00196, fetch data time cost=2.29ms, fps=2335 images/s, loss=0.0037, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:03.991500, arrival_time=2021-04-10 02:38:21.119443, cost_time=0:00:17.740028 2021-04-10 02:38:18,216 INFO : TRAIN, epoch=0200, iter=00170/00196, fetch data time cost=1.46ms, fps=2354 images/s, loss=0.0038, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:02.879578, arrival_time=2021-04-10 02:38:21.095527, cost_time=0:00:18.828074 2021-04-10 02:38:19,301 INFO : TRAIN, epoch=0200, iter=00180/00196, fetch data time cost=1.55ms, fps=2360 images/s, loss=0.0039, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:01.770096, arrival_time=2021-04-10 02:38:21.071494, cost_time=0:00:19.913557 2021-04-10 02:38:20,382 INFO : TRAIN, epoch=0200, iter=00190/00196, fetch data time cost=1.42ms, fps=2370 images/s, loss=0.0039, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00.662976, arrival_time=2021-04-10 02:38:21.045129, cost_time=0:00:20.994326 2021-04-10 02:38:20,965 INFO : TRAIN, epoch=0200, iter=00196/00196, fetch data time cost=1.30ms, fps=2333 images/s, loss=0.0040, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:38:20.965549, cost_time=0:00:21.577741 2021-04-10 02:38:21,321 INFO : EVAL, epoch=0200, iter=00010/00040, fetch data time cost=0.39ms, fps=7221 images/s, loss=0.2824, top1-acc=93.01%, top5-acc=99.77%, remaining_time=0:00:01.063440, arrival_time=2021-04-10 02:38:22.384694, cost_time=0:00:00.354484 2021-04-10 02:38:21,561 INFO : EVAL, epoch=0200, iter=00020/00040, fetch data time cost=2.81ms, fps=10668 images/s, loss=0.3013, top1-acc=93.11%, top5-acc=99.73%, remaining_time=0:00:00.595000, arrival_time=2021-04-10 02:38:22.156752, cost_time=0:00:00.595009 2021-04-10 02:38:21,802 INFO : EVAL, epoch=0200, iter=00030/00040, fetch data time cost=2.36ms, fps=10642 images/s, loss=0.2932, top1-acc=93.33%, top5-acc=99.75%, remaining_time=0:00:00.278680, arrival_time=2021-04-10 02:38:22.081471, cost_time=0:00:00.836030 2021-04-10 02:38:22,018 INFO : EVAL, epoch=0200, iter=00040/00040, fetch data time cost=0.07ms, fps=10758 images/s, loss=0.3002, top1-acc=93.41%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-10 02:38:22.018865, cost_time=0:00:01.052200 2021-04-10 02:38:22,059 INFO : Epoch=0200 complete, best val top1-acc=93.53%, top5-acc=99.77% (epoch=186), remaining_time=0:00:00, arrival_time=2021-04-10 02:38:22.059355, cost_time=1:16:07.265721