2021-04-10 03:03:42,321 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 03:03:42,326 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_vgg16_bn'), ('pretrained', False)])), ('optimizer', ConfigTree([('type_', 'SGD'), ('lr', 0.1), ('momentum', 0.9), ('dampening', 0), ('weight_decay', 0.0005), ('nesterov', True)])), ('scheduler', ConfigTree([('type_', 'CosineAnnealingLR'), ('T_max', 200), ('eta_min', 0)])), ('criterion', ConfigTree([('type_', 'CrossEntropyLoss')]))]), 'dist_backend': 'nccl', 'dist_url': 'tcp://127.0.0.1:58753', 'modifications': ['model.name=cifar10_vgg16_bn'], 'node_rank': 0, 'output_dir': PosixPath('output/cifar10/vgg16_bn'), 'world_size': 1} 2021-04-10 03:03:42,757 INFO : Model details: n_params=15.25M, flops=313.73M. 2021-04-10 03:03:48,529 INFO : Train start, epoch=0001, lr=0.100000 2021-04-10 03:03:50,801 INFO : TRAIN, epoch=0001, iter=00010/00196, fetch data time cost=1.39ms, fps=1127 images/s, loss=2.3007, top1-acc=11.95%, top5-acc=52.27%, remaining_time=0:00:42.264966, arrival_time=2021-04-10 03:04:33.066700, cost_time=0:00:02.272313 2021-04-10 03:03:52,103 INFO : TRAIN, epoch=0001, iter=00020/00196, fetch data time cost=1.46ms, fps=1969 images/s, loss=2.2788, top1-acc=11.76%, top5-acc=54.04%, remaining_time=0:00:31.449792, arrival_time=2021-04-10 03:04:23.552821, cost_time=0:00:03.573835 2021-04-10 03:03:53,408 INFO : TRAIN, epoch=0001, iter=00030/00196, fetch data time cost=2.72ms, fps=1962 images/s, loss=2.2203, top1-acc=13.75%, top5-acc=61.82%, remaining_time=0:00:26.997410, arrival_time=2021-04-10 03:04:20.405667, cost_time=0:00:04.879045 2021-04-10 03:03:54,711 INFO : TRAIN, epoch=0001, iter=00040/00196, fetch data time cost=1.55ms, fps=1966 images/s, loss=2.1634, top1-acc=15.34%, top5-acc=66.35%, remaining_time=0:00:24.110424, arrival_time=2021-04-10 03:04:18.821674, cost_time=0:00:06.182169 2021-04-10 03:03:56,008 INFO : TRAIN, epoch=0001, iter=00050/00196, fetch data time cost=1.60ms, fps=1974 images/s, loss=2.1086, top1-acc=17.10%, top5-acc=69.61%, remaining_time=0:00:21.839264, arrival_time=2021-04-10 03:04:17.847534, cost_time=0:00:07.479182 2021-04-10 03:03:57,304 INFO : TRAIN, epoch=0001, iter=00060/00196, fetch data time cost=1.44ms, fps=1975 images/s, loss=2.0670, top1-acc=18.47%, top5-acc=72.19%, remaining_time=0:00:19.891768, arrival_time=2021-04-10 03:04:17.196644, cost_time=0:00:08.775781 2021-04-10 03:03:58,595 INFO : TRAIN, epoch=0001, iter=00070/00196, fetch data time cost=1.37ms, fps=1985 images/s, loss=2.0363, top1-acc=19.65%, top5-acc=73.88%, remaining_time=0:00:18.118296, arrival_time=2021-04-10 03:04:16.713212, cost_time=0:00:10.065746 2021-04-10 03:03:59,886 INFO : TRAIN, epoch=0001, iter=00080/00196, fetch data time cost=1.77ms, fps=1982 images/s, loss=2.0079, top1-acc=20.61%, top5-acc=75.42%, remaining_time=0:00:16.468868, arrival_time=2021-04-10 03:04:16.355806, cost_time=0:00:11.357856 2021-04-10 03:04:01,177 INFO : TRAIN, epoch=0001, iter=00090/00196, fetch data time cost=1.44ms, fps=1985 images/s, loss=1.9823, top1-acc=21.63%, top5-acc=76.76%, remaining_time=0:00:14.896816, arrival_time=2021-04-10 03:04:16.074271, cost_time=0:00:12.648207 2021-04-10 03:04:02,469 INFO : TRAIN, epoch=0001, iter=00100/00196, fetch data time cost=1.38ms, fps=1982 images/s, loss=1.9588, top1-acc=22.71%, top5-acc=77.89%, remaining_time=0:00:13.382880, arrival_time=2021-04-10 03:04:15.852488, cost_time=0:00:13.940524 2021-04-10 03:04:03,770 INFO : TRAIN, epoch=0001, iter=00110/00196, fetch data time cost=1.91ms, fps=1968 images/s, loss=1.9363, top1-acc=23.70%, top5-acc=78.84%, remaining_time=0:00:11.916074, arrival_time=2021-04-10 03:04:15.686690, cost_time=0:00:15.241461 2021-04-10 03:04:05,064 INFO : TRAIN, epoch=0001, iter=00120/00196, fetch data time cost=2.23ms, fps=1979 images/s, loss=1.9158, top1-acc=24.51%, top5-acc=79.70%, remaining_time=0:00:10.472420, arrival_time=2021-04-10 03:04:15.536894, cost_time=0:00:16.535389 2021-04-10 03:04:06,356 INFO : TRAIN, epoch=0001, iter=00130/00196, fetch data time cost=1.30ms, fps=1982 images/s, loss=1.8932, top1-acc=25.52%, top5-acc=80.57%, remaining_time=0:00:09.050712, arrival_time=2021-04-10 03:04:15.406987, cost_time=0:00:17.827191 2021-04-10 03:04:07,649 INFO : TRAIN, epoch=0001, iter=00140/00196, fetch data time cost=1.38ms, fps=1980 images/s, loss=1.8737, top1-acc=26.34%, top5-acc=81.21%, remaining_time=0:00:07.648256, arrival_time=2021-04-10 03:04:15.297994, cost_time=0:00:19.120662 2021-04-10 03:04:08,952 INFO : TRAIN, epoch=0001, iter=00150/00196, fetch data time cost=1.81ms, fps=1966 images/s, loss=1.8543, top1-acc=27.21%, top5-acc=81.85%, remaining_time=0:00:06.263130, arrival_time=2021-04-10 03:04:15.215591, cost_time=0:00:20.423317 2021-04-10 03:04:10,246 INFO : TRAIN, epoch=0001, iter=00160/00196, fetch data time cost=1.58ms, fps=1980 images/s, loss=1.8324, top1-acc=28.27%, top5-acc=82.46%, remaining_time=0:00:04.886280, arrival_time=2021-04-10 03:04:15.132231, cost_time=0:00:21.716862 2021-04-10 03:04:11,538 INFO : TRAIN, epoch=0001, iter=00170/00196, fetch data time cost=2.13ms, fps=1981 images/s, loss=1.8155, top1-acc=29.03%, top5-acc=83.06%, remaining_time=0:00:03.519126, arrival_time=2021-04-10 03:04:15.057908, cost_time=0:00:23.009702 2021-04-10 03:04:12,830 INFO : TRAIN, epoch=0001, iter=00180/00196, fetch data time cost=1.48ms, fps=1983 images/s, loss=1.7992, top1-acc=29.76%, top5-acc=83.57%, remaining_time=0:00:02.160112, arrival_time=2021-04-10 03:04:14.990439, cost_time=0:00:24.301240 2021-04-10 03:04:14,123 INFO : TRAIN, epoch=0001, iter=00190/00196, fetch data time cost=1.45ms, fps=1980 images/s, loss=1.7825, top1-acc=30.58%, top5-acc=84.04%, remaining_time=0:00:00.808242, arrival_time=2021-04-10 03:04:14.931577, cost_time=0:00:25.594249 2021-04-10 03:04:14,821 INFO : TRAIN, epoch=0001, iter=00196/00196, fetch data time cost=1.29ms, fps=1950 images/s, loss=1.7714, top1-acc=31.03%, top5-acc=84.28%, remaining_time=0:00:00, arrival_time=2021-04-10 03:04:14.821062, cost_time=0:00:26.291990 2021-04-10 03:04:15,514 INFO : EVAL, epoch=0001, iter=00010/00040, fetch data time cost=1.49ms, fps=3697 images/s, loss=1.6530, top1-acc=39.61%, top5-acc=90.27%, remaining_time=0:00:02.077110, arrival_time=2021-04-10 03:04:17.591890, cost_time=0:00:00.692372 2021-04-10 03:04:15,940 INFO : EVAL, epoch=0001, iter=00020/00040, fetch data time cost=1.57ms, fps=6023 images/s, loss=1.6899, top1-acc=38.44%, top5-acc=89.45%, remaining_time=0:00:01.118380, arrival_time=2021-04-10 03:04:17.058997, cost_time=0:00:01.118387 2021-04-10 03:04:16,362 INFO : EVAL, epoch=0001, iter=00030/00040, fetch data time cost=1.49ms, fps=6072 images/s, loss=1.6959, top1-acc=38.55%, top5-acc=89.35%, remaining_time=0:00:00.513460, arrival_time=2021-04-10 03:04:16.876050, cost_time=0:00:01.540392 2021-04-10 03:04:16,747 INFO : EVAL, epoch=0001, iter=00040/00040, fetch data time cost=0.08ms, fps=6038 images/s, loss=1.7089, top1-acc=38.55%, top5-acc=89.35%, remaining_time=0:00:00, arrival_time=2021-04-10 03:04:16.747163, cost_time=0:00:01.924987 2021-04-10 03:04:17,207 INFO : Epoch=0001 complete, best val top1-acc=38.55%, top5-acc=89.35% (epoch=1), remaining_time=1:35:07.031052, arrival_time=2021-04-10 04:39:24.238069, cost_time=0:00:28.678548 2021-04-10 03:04:17,207 INFO : Train start, epoch=0002, lr=0.099994 2021-04-10 03:04:18,726 INFO : TRAIN, epoch=0002, iter=00010/00196, fetch data time cost=2.27ms, fps=1686 images/s, loss=1.4972, top1-acc=45.35%, top5-acc=92.15%, remaining_time=0:00:28.244658, arrival_time=2021-04-10 03:04:46.971318, cost_time=0:00:01.518530 2021-04-10 03:04:20,022 INFO : TRAIN, epoch=0002, iter=00020/00196, fetch data time cost=1.64ms, fps=1976 images/s, loss=1.4494, top1-acc=46.99%, top5-acc=92.44%, remaining_time=0:00:24.767424, arrival_time=2021-04-10 03:04:44.790121, cost_time=0:00:02.814477 2021-04-10 03:04:21,323 INFO : TRAIN, epoch=0002, iter=00030/00196, fetch data time cost=1.62ms, fps=1970 images/s, loss=1.4322, top1-acc=48.06%, top5-acc=92.51%, remaining_time=0:00:22.769224, arrival_time=2021-04-10 03:04:44.092211, cost_time=0:00:04.114909 2021-04-10 03:04:22,618 INFO : TRAIN, epoch=0002, iter=00040/00196, fetch data time cost=1.42ms, fps=1977 images/s, loss=1.4093, top1-acc=48.83%, top5-acc=92.88%, remaining_time=0:00:21.100404, arrival_time=2021-04-10 03:04:43.718837, cost_time=0:00:05.410353 2021-04-10 03:04:23,911 INFO : TRAIN, epoch=0002, iter=00050/00196, fetch data time cost=2.08ms, fps=1981 images/s, loss=1.3961, top1-acc=49.72%, top5-acc=93.01%, remaining_time=0:00:19.572322, arrival_time=2021-04-10 03:04:43.483346, cost_time=0:00:06.702856 2021-04-10 03:04:25,204 INFO : TRAIN, epoch=0002, iter=00060/00196, fetch data time cost=1.54ms, fps=1980 images/s, loss=1.3911, top1-acc=50.27%, top5-acc=93.03%, remaining_time=0:00:18.125808, arrival_time=2021-04-10 03:04:43.330559, cost_time=0:00:07.996669 2021-04-10 03:04:26,498 INFO : TRAIN, epoch=0002, iter=00070/00196, fetch data time cost=1.48ms, fps=1979 images/s, loss=1.3747, top1-acc=50.90%, top5-acc=93.30%, remaining_time=0:00:16.723098, arrival_time=2021-04-10 03:04:43.221815, cost_time=0:00:09.290633 2021-04-10 03:04:27,795 INFO : TRAIN, epoch=0002, iter=00080/00196, fetch data time cost=1.66ms, fps=1975 images/s, loss=1.3574, top1-acc=51.60%, top5-acc=93.48%, remaining_time=0:00:15.351092, arrival_time=2021-04-10 03:04:43.146128, cost_time=0:00:10.586954 2021-04-10 03:04:29,088 INFO : TRAIN, epoch=0002, iter=00090/00196, fetch data time cost=1.38ms, fps=1980 images/s, loss=1.3443, top1-acc=52.14%, top5-acc=93.62%, remaining_time=0:00:13.992424, arrival_time=2021-04-10 03:04:43.080891, cost_time=0:00:11.880370 2021-04-10 03:04:30,381 INFO : TRAIN, epoch=0002, iter=00100/00196, fetch data time cost=1.48ms, fps=1980 images/s, loss=1.3350, top1-acc=52.52%, top5-acc=93.66%, remaining_time=0:00:12.646752, arrival_time=2021-04-10 03:04:43.028646, cost_time=0:00:13.173744 2021-04-10 03:04:31,678 INFO : TRAIN, epoch=0002, iter=00110/00196, fetch data time cost=1.63ms, fps=1975 images/s, loss=1.3232, top1-acc=53.14%, top5-acc=93.76%, remaining_time=0:00:11.313386, arrival_time=2021-04-10 03:04:42.992089, cost_time=0:00:14.470625 2021-04-10 03:04:32,974 INFO : TRAIN, epoch=0002, iter=00120/00196, fetch data time cost=1.41ms, fps=1976 images/s, loss=1.3090, top1-acc=53.73%, top5-acc=93.93%, remaining_time=0:00:09.985336, arrival_time=2021-04-10 03:04:42.959691, cost_time=0:00:15.766275 2021-04-10 03:04:34,268 INFO : TRAIN, epoch=0002, iter=00130/00196, fetch data time cost=1.61ms, fps=1978 images/s, loss=1.2997, top1-acc=54.23%, top5-acc=93.96%, remaining_time=0:00:08.661642, arrival_time=2021-04-10 03:04:42.930524, cost_time=0:00:17.060801 2021-04-10 03:04:35,565 INFO : TRAIN, epoch=0002, iter=00140/00196, fetch data time cost=2.50ms, fps=1974 images/s, loss=1.2893, top1-acc=54.67%, top5-acc=94.06%, remaining_time=0:00:07.343056, arrival_time=2021-04-10 03:04:42.908918, cost_time=0:00:18.357710 2021-04-10 03:04:36,860 INFO : TRAIN, epoch=0002, iter=00150/00196, fetch data time cost=1.63ms, fps=1978 images/s, loss=1.2771, top1-acc=55.20%, top5-acc=94.14%, remaining_time=0:00:06.026782, arrival_time=2021-04-10 03:04:42.887444, cost_time=0:00:19.652573 2021-04-10 03:04:38,159 INFO : TRAIN, epoch=0002, iter=00160/00196, fetch data time cost=1.61ms, fps=1972 images/s, loss=1.2665, top1-acc=55.57%, top5-acc=94.28%, remaining_time=0:00:04.714020, arrival_time=2021-04-10 03:04:42.873350, cost_time=0:00:20.951252 2021-04-10 03:04:39,453 INFO : TRAIN, epoch=0002, iter=00170/00196, fetch data time cost=1.43ms, fps=1979 images/s, loss=1.2573, top1-acc=55.94%, top5-acc=94.36%, remaining_time=0:00:03.402204, arrival_time=2021-04-10 03:04:42.855450, cost_time=0:00:22.245169 2021-04-10 03:04:40,747 INFO : TRAIN, epoch=0002, iter=00180/00196, fetch data time cost=1.42ms, fps=1979 images/s, loss=1.2458, top1-acc=56.33%, top5-acc=94.43%, remaining_time=0:00:02.092368, arrival_time=2021-04-10 03:04:42.839628, cost_time=0:00:23.539185 2021-04-10 03:04:42,056 INFO : TRAIN, epoch=0002, iter=00190/00196, fetch data time cost=1.75ms, fps=1956 images/s, loss=1.2362, top1-acc=56.75%, top5-acc=94.51%, remaining_time=0:00:00.784674, arrival_time=2021-04-10 03:04:42.840867, cost_time=0:00:24.848051 2021-04-10 03:04:42,754 INFO : TRAIN, epoch=0002, iter=00196/00196, fetch data time cost=1.28ms, fps=1950 images/s, loss=1.2299, top1-acc=56.95%, top5-acc=94.55%, remaining_time=0:00:00, arrival_time=2021-04-10 03:04:42.754094, cost_time=0:00:25.546016 2021-04-10 03:04:43,273 INFO : EVAL, epoch=0002, iter=00010/00040, fetch data time cost=17.48ms, fps=4937 images/s, loss=1.3037, top1-acc=56.09%, top5-acc=94.80%, remaining_time=0:00:01.555440, arrival_time=2021-04-10 03:04:44.829107, cost_time=0:00:00.518484 2021-04-10 03:04:43,702 INFO : EVAL, epoch=0002, iter=00020/00040, fetch data time cost=2.04ms, fps=5981 images/s, loss=1.3179, top1-acc=55.66%, top5-acc=94.88%, remaining_time=0:00:00.947060, arrival_time=2021-04-10 03:04:44.649289, cost_time=0:00:00.947051 2021-04-10 03:04:44,133 INFO : EVAL, epoch=0002, iter=00030/00040, fetch data time cost=1.95ms, fps=5949 images/s, loss=1.3248, top1-acc=55.38%, top5-acc=95.20%, remaining_time=0:00:00.459290, arrival_time=2021-04-10 03:04:44.592353, cost_time=0:00:01.377883 2021-04-10 03:04:44,519 INFO : EVAL, epoch=0002, iter=00040/00040, fetch data time cost=0.11ms, fps=6011 images/s, loss=1.3168, top1-acc=55.43%, top5-acc=95.01%, remaining_time=0:00:00, arrival_time=2021-04-10 03:04:44.519483, cost_time=0:00:01.764345 2021-04-10 03:04:46,102 INFO : Epoch=0002 complete, best val top1-acc=55.43%, top5-acc=95.01% (epoch=2), remaining_time=1:34:59.846592, arrival_time=2021-04-10 04:39:45.949243, cost_time=0:00:57.574208 2021-04-10 03:04:46,103 INFO : Train start, epoch=0003, lr=0.099975 2021-04-10 03:04:47,586 INFO : TRAIN, epoch=0003, iter=00010/00196, fetch data time cost=1.66ms, fps=1727 images/s, loss=1.0635, top1-acc=63.83%, top5-acc=95.62%, remaining_time=0:00:27.576918, arrival_time=2021-04-10 03:05:15.162902, cost_time=0:00:01.482634 2021-04-10 03:04:48,883 INFO : TRAIN, epoch=0003, iter=00020/00196, fetch data time cost=1.49ms, fps=1973 images/s, loss=1.0658, top1-acc=64.08%, top5-acc=95.72%, remaining_time=0:00:24.465936, arrival_time=2021-04-10 03:05:13.349545, cost_time=0:00:02.780214 2021-04-10 03:04:50,180 INFO : TRAIN, epoch=0003, iter=00030/00196, fetch data time cost=1.67ms, fps=1974 images/s, loss=1.0524, top1-acc=64.30%, top5-acc=95.96%, remaining_time=0:00:22.561558, arrival_time=2021-04-10 03:05:12.742354, cost_time=0:00:04.077395 2021-04-10 03:04:51,472 INFO : TRAIN, epoch=0003, iter=00040/00196, fetch data time cost=1.83ms, fps=1983 images/s, loss=1.0508, top1-acc=64.23%, top5-acc=96.03%, remaining_time=0:00:20.939724, arrival_time=2021-04-10 03:05:12.412293, cost_time=0:00:05.369147 2021-04-10 03:04:52,756 INFO : TRAIN, epoch=0003, iter=00050/00196, fetch data time cost=1.41ms, fps=1994 images/s, loss=1.0492, top1-acc=64.29%, top5-acc=96.09%, remaining_time=0:00:19.427636, arrival_time=2021-04-10 03:05:12.184280, cost_time=0:00:06.653300 2021-04-10 03:04:54,051 INFO : TRAIN, epoch=0003, iter=00060/00196, fetch data time cost=1.86ms, fps=1977 images/s, loss=1.0393, top1-acc=64.69%, top5-acc=96.17%, remaining_time=0:00:18.016736, arrival_time=2021-04-10 03:05:12.068651, cost_time=0:00:07.948572 2021-04-10 03:04:55,342 INFO : TRAIN, epoch=0003, iter=00070/00196, fetch data time cost=1.45ms, fps=1984 images/s, loss=1.0297, top1-acc=65.05%, top5-acc=96.21%, remaining_time=0:00:16.630992, arrival_time=2021-04-10 03:05:11.973789, cost_time=0:00:09.239456 2021-04-10 03:04:56,635 INFO : TRAIN, epoch=0003, iter=00080/00196, fetch data time cost=1.60ms, fps=1982 images/s, loss=1.0240, top1-acc=65.33%, top5-acc=96.13%, remaining_time=0:00:15.270936, arrival_time=2021-04-10 03:05:11.905965, cost_time=0:00:10.531670 2021-04-10 03:04:57,933 INFO : TRAIN, epoch=0003, iter=00090/00196, fetch data time cost=1.90ms, fps=1973 images/s, loss=1.0186, top1-acc=65.66%, top5-acc=96.08%, remaining_time=0:00:13.932746, arrival_time=2021-04-10 03:05:11.865845, cost_time=0:00:11.829684 2021-04-10 03:04:59,225 INFO : TRAIN, epoch=0003, iter=00100/00196, fetch data time cost=1.42ms, fps=1982 images/s, loss=1.0080, top1-acc=66.02%, top5-acc=96.17%, remaining_time=0:00:12.597216, arrival_time=2021-04-10 03:05:11.822667, cost_time=0:00:13.122059 2021-04-10 03:05:00,528 INFO : TRAIN, epoch=0003, iter=00110/00196, fetch data time cost=1.51ms, fps=1965 images/s, loss=1.0031, top1-acc=66.04%, top5-acc=96.23%, remaining_time=0:00:11.277954, arrival_time=2021-04-10 03:05:11.806617, cost_time=0:00:14.425315 2021-04-10 03:05:01,819 INFO : TRAIN, epoch=0003, iter=00120/00196, fetch data time cost=1.87ms, fps=1984 images/s, loss=0.9971, top1-acc=66.32%, top5-acc=96.29%, remaining_time=0:00:09.953492, arrival_time=2021-04-10 03:05:11.772963, cost_time=0:00:15.716072 2021-04-10 03:05:03,114 INFO : TRAIN, epoch=0003, iter=00130/00196, fetch data time cost=1.49ms, fps=1978 images/s, loss=0.9938, top1-acc=66.46%, top5-acc=96.33%, remaining_time=0:00:08.636364, arrival_time=2021-04-10 03:05:11.750766, cost_time=0:00:17.011044 2021-04-10 03:05:04,412 INFO : TRAIN, epoch=0003, iter=00140/00196, fetch data time cost=1.92ms, fps=1973 images/s, loss=0.9863, top1-acc=66.75%, top5-acc=96.35%, remaining_time=0:00:07.323624, arrival_time=2021-04-10 03:05:11.735993, cost_time=0:00:18.309018 2021-04-10 03:05:05,703 INFO : TRAIN, epoch=0003, iter=00150/00196, fetch data time cost=1.47ms, fps=1983 images/s, loss=0.9803, top1-acc=66.97%, top5-acc=96.40%, remaining_time=0:00:06.010682, arrival_time=2021-04-10 03:05:11.714234, cost_time=0:00:19.600110 2021-04-10 03:05:06,997 INFO : TRAIN, epoch=0003, iter=00160/00196, fetch data time cost=1.32ms, fps=1980 images/s, loss=0.9771, top1-acc=67.12%, top5-acc=96.41%, remaining_time=0:00:04.701132, arrival_time=2021-04-10 03:05:11.698374, cost_time=0:00:20.893904 2021-04-10 03:05:08,297 INFO : TRAIN, epoch=0003, iter=00170/00196, fetch data time cost=2.19ms, fps=1970 images/s, loss=0.9689, top1-acc=67.48%, top5-acc=96.48%, remaining_time=0:00:03.394326, arrival_time=2021-04-10 03:05:11.691419, cost_time=0:00:22.193747 2021-04-10 03:05:09,594 INFO : TRAIN, epoch=0003, iter=00180/00196, fetch data time cost=1.88ms, fps=1973 images/s, loss=0.9641, top1-acc=67.63%, top5-acc=96.50%, remaining_time=0:00:02.088144, arrival_time=2021-04-10 03:05:11.683088, cost_time=0:00:23.491599 2021-04-10 03:05:10,891 INFO : TRAIN, epoch=0003, iter=00190/00196, fetch data time cost=1.38ms, fps=1976 images/s, loss=0.9587, top1-acc=67.86%, top5-acc=96.53%, remaining_time=0:00:00.782772, arrival_time=2021-04-10 03:05:11.673872, cost_time=0:00:24.787740 2021-04-10 03:05:11,592 INFO : TRAIN, epoch=0003, iter=00196/00196, fetch data time cost=1.69ms, fps=1941 images/s, loss=0.9543, top1-acc=68.01%, top5-acc=96.53%, remaining_time=0:00:00, arrival_time=2021-04-10 03:05:11.592072, cost_time=0:00:25.488731 2021-04-10 03:05:12,095 INFO : EVAL, epoch=0003, iter=00010/00040, fetch data time cost=1.78ms, fps=5094 images/s, loss=1.1545, top1-acc=63.05%, top5-acc=93.59%, remaining_time=0:00:01.507620, arrival_time=2021-04-10 03:05:13.603329, cost_time=0:00:00.502539 2021-04-10 03:05:12,517 INFO : EVAL, epoch=0003, iter=00020/00040, fetch data time cost=1.52ms, fps=6082 images/s, loss=1.1582, top1-acc=62.13%, top5-acc=93.77%, remaining_time=0:00:00.923960, arrival_time=2021-04-10 03:05:13.441053, cost_time=0:00:00.923964 2021-04-10 03:05:12,945 INFO : EVAL, epoch=0003, iter=00030/00040, fetch data time cost=1.80ms, fps=5983 images/s, loss=1.1648, top1-acc=61.72%, top5-acc=93.61%, remaining_time=0:00:00.450720, arrival_time=2021-04-10 03:05:13.396057, cost_time=0:00:01.352163 2021-04-10 03:05:13,331 INFO : EVAL, epoch=0003, iter=00040/00040, fetch data time cost=0.11ms, fps=6010 images/s, loss=1.1616, top1-acc=61.98%, top5-acc=93.52%, remaining_time=0:00:00, arrival_time=2021-04-10 03:05:13.331757, cost_time=0:00:01.738649 2021-04-10 03:05:14,921 INFO : Epoch=0003 complete, best val top1-acc=61.98%, top5-acc=93.52% (epoch=3), remaining_time=1:34:33.112819, arrival_time=2021-04-10 04:39:48.033867, cost_time=0:01:26.392581 2021-04-10 03:05:14,921 INFO : Train start, epoch=0004, lr=0.099944 2021-04-10 03:05:16,407 INFO : TRAIN, epoch=0004, iter=00010/00196, fetch data time cost=1.35ms, fps=1724 images/s, loss=0.8836, top1-acc=70.23%, top5-acc=96.52%, remaining_time=0:00:27.625650, arrival_time=2021-04-10 03:05:44.033007, cost_time=0:00:01.485253 2021-04-10 03:05:17,703 INFO : TRAIN, epoch=0004, iter=00020/00196, fetch data time cost=1.51ms, fps=1976 images/s, loss=0.8772, top1-acc=70.41%, top5-acc=96.91%, remaining_time=0:00:24.472976, arrival_time=2021-04-10 03:05:42.176035, cost_time=0:00:02.781026 2021-04-10 03:05:18,991 INFO : TRAIN, epoch=0004, iter=00030/00196, fetch data time cost=1.31ms, fps=1988 images/s, loss=0.8586, top1-acc=71.29%, top5-acc=96.90%, remaining_time=0:00:22.517070, arrival_time=2021-04-10 03:05:41.508455, cost_time=0:00:04.069360 2021-04-10 03:05:20,301 INFO : TRAIN, epoch=0004, iter=00040/00196, fetch data time cost=1.73ms, fps=1955 images/s, loss=0.8474, top1-acc=71.89%, top5-acc=96.97%, remaining_time=0:00:20.979660, arrival_time=2021-04-10 03:05:41.281110, cost_time=0:00:05.379416 2021-04-10 03:05:21,601 INFO : TRAIN, epoch=0004, iter=00050/00196, fetch data time cost=1.35ms, fps=1969 images/s, loss=0.8453, top1-acc=71.78%, top5-acc=96.98%, remaining_time=0:00:19.504870, arrival_time=2021-04-10 03:05:41.106653, cost_time=0:00:06.679742 2021-04-10 03:05:22,903 INFO : TRAIN, epoch=0004, iter=00060/00196, fetch data time cost=1.89ms, fps=1968 images/s, loss=0.8438, top1-acc=71.84%, top5-acc=97.02%, remaining_time=0:00:18.090312, arrival_time=2021-04-10 03:05:40.993427, cost_time=0:00:07.981009 2021-04-10 03:05:24,197 INFO : TRAIN, epoch=0004, iter=00070/00196, fetch data time cost=1.40ms, fps=1978 images/s, loss=0.8447, top1-acc=71.95%, top5-acc=97.03%, remaining_time=0:00:16.696134, arrival_time=2021-04-10 03:05:40.893808, cost_time=0:00:09.275645 2021-04-10 03:05:25,491 INFO : TRAIN, epoch=0004, iter=00080/00196, fetch data time cost=1.65ms, fps=1979 images/s, loss=0.8388, top1-acc=72.16%, top5-acc=97.07%, remaining_time=0:00:15.325572, arrival_time=2021-04-10 03:05:40.816937, cost_time=0:00:10.569322 2021-04-10 03:05:26,781 INFO : TRAIN, epoch=0004, iter=00090/00196, fetch data time cost=1.49ms, fps=1985 images/s, loss=0.8394, top1-acc=72.16%, top5-acc=97.14%, remaining_time=0:00:13.968044, arrival_time=2021-04-10 03:05:40.749769, cost_time=0:00:11.859693 2021-04-10 03:05:28,076 INFO : TRAIN, epoch=0004, iter=00100/00196, fetch data time cost=1.47ms, fps=1978 images/s, loss=0.8396, top1-acc=72.20%, top5-acc=97.17%, remaining_time=0:00:12.628320, arrival_time=2021-04-10 03:05:40.704834, cost_time=0:00:13.154457 2021-04-10 03:05:29,378 INFO : TRAIN, epoch=0004, iter=00110/00196, fetch data time cost=1.73ms, fps=1967 images/s, loss=0.8350, top1-acc=72.33%, top5-acc=97.22%, remaining_time=0:00:11.302206, arrival_time=2021-04-10 03:05:40.680617, cost_time=0:00:14.456338 2021-04-10 03:05:30,674 INFO : TRAIN, epoch=0004, iter=00120/00196, fetch data time cost=1.41ms, fps=1975 images/s, loss=0.8365, top1-acc=72.42%, top5-acc=97.24%, remaining_time=0:00:09.976748, arrival_time=2021-04-10 03:05:40.651556, cost_time=0:00:15.752706 2021-04-10 03:05:31,967 INFO : TRAIN, epoch=0004, iter=00130/00196, fetch data time cost=1.63ms, fps=1981 images/s, loss=0.8323, top1-acc=72.55%, top5-acc=97.21%, remaining_time=0:00:08.653722, arrival_time=2021-04-10 03:05:40.620992, cost_time=0:00:17.045239 2021-04-10 03:05:33,263 INFO : TRAIN, epoch=0004, iter=00140/00196, fetch data time cost=1.89ms, fps=1975 images/s, loss=0.8283, top1-acc=72.69%, top5-acc=97.22%, remaining_time=0:00:07.336728, arrival_time=2021-04-10 03:05:40.600644, cost_time=0:00:18.341837 2021-04-10 03:05:34,563 INFO : TRAIN, epoch=0004, iter=00150/00196, fetch data time cost=1.89ms, fps=1970 images/s, loss=0.8263, top1-acc=72.78%, top5-acc=97.22%, remaining_time=0:00:06.023424, arrival_time=2021-04-10 03:05:40.586998, cost_time=0:00:19.641540 2021-04-10 03:05:35,857 INFO : TRAIN, epoch=0004, iter=00160/00196, fetch data time cost=1.43ms, fps=1980 images/s, loss=0.8235, top1-acc=72.94%, top5-acc=97.22%, remaining_time=0:00:04.710348, arrival_time=2021-04-10 03:05:40.567297, cost_time=0:00:20.934908 2021-04-10 03:05:37,150 INFO : TRAIN, epoch=0004, iter=00170/00196, fetch data time cost=1.42ms, fps=1979 images/s, loss=0.8207, top1-acc=73.03%, top5-acc=97.23%, remaining_time=0:00:03.399682, arrival_time=2021-04-10 03:05:40.550407, cost_time=0:00:22.228696 2021-04-10 03:05:38,447 INFO : TRAIN, epoch=0004, iter=00180/00196, fetch data time cost=2.97ms, fps=1975 images/s, loss=0.8174, top1-acc=73.15%, top5-acc=97.27%, remaining_time=0:00:02.091152, arrival_time=2021-04-10 03:05:40.538766, cost_time=0:00:23.525509 2021-04-10 03:05:39,736 INFO : TRAIN, epoch=0004, iter=00190/00196, fetch data time cost=1.31ms, fps=1987 images/s, loss=0.8161, top1-acc=73.26%, top5-acc=97.28%, remaining_time=0:00:00.783618, arrival_time=2021-04-10 03:05:40.520306, cost_time=0:00:24.814652 2021-04-10 03:05:40,447 INFO : TRAIN, epoch=0004, iter=00196/00196, fetch data time cost=1.43ms, fps=1914 images/s, loss=0.8138, top1-acc=73.38%, top5-acc=97.27%, remaining_time=0:00:00, arrival_time=2021-04-10 03:05:40.447553, cost_time=0:00:25.525539 2021-04-10 03:05:40,981 INFO : EVAL, epoch=0004, iter=00010/00040, fetch data time cost=0.20ms, fps=4805 images/s, loss=0.8423, top1-acc=71.60%, top5-acc=96.45%, remaining_time=0:00:01.598190, arrival_time=2021-04-10 03:05:42.579523, cost_time=0:00:00.532733 2021-04-10 03:05:41,403 INFO : EVAL, epoch=0004, iter=00020/00040, fetch data time cost=1.56ms, fps=6072 images/s, loss=0.8169, top1-acc=72.21%, top5-acc=96.80%, remaining_time=0:00:00.954820, arrival_time=2021-04-10 03:05:42.358188, cost_time=0:00:00.954812 2021-04-10 03:05:41,823 INFO : EVAL, epoch=0004, iter=00030/00040, fetch data time cost=1.37ms, fps=6105 images/s, loss=0.8132, top1-acc=72.29%, top5-acc=96.98%, remaining_time=0:00:00.458170, arrival_time=2021-04-10 03:05:42.281272, cost_time=0:00:01.374499 2021-04-10 03:05:42,210 INFO : EVAL, epoch=0004, iter=00040/00040, fetch data time cost=0.09ms, fps=5994 images/s, loss=0.8086, top1-acc=72.70%, top5-acc=96.97%, remaining_time=0:00:00, arrival_time=2021-04-10 03:05:42.210571, cost_time=0:00:01.762029 2021-04-10 03:05:44,125 INFO : Epoch=0004 complete, best val top1-acc=72.70%, top5-acc=96.97% (epoch=4), remaining_time=1:34:24.267308, arrival_time=2021-04-10 04:40:08.393041, cost_time=0:01:55.597292 2021-04-10 03:05:44,126 INFO : Train start, epoch=0005, lr=0.099901 2021-04-10 03:05:45,715 INFO : TRAIN, epoch=0005, iter=00010/00196, fetch data time cost=0.37ms, fps=1611 images/s, loss=0.7357, top1-acc=76.05%, top5-acc=97.81%, remaining_time=0:00:29.549448, arrival_time=2021-04-10 03:06:15.264691, cost_time=0:00:01.588677 2021-04-10 03:05:47,011 INFO : TRAIN, epoch=0005, iter=00020/00196, fetch data time cost=1.56ms, fps=1976 images/s, loss=0.7232, top1-acc=76.50%, top5-acc=97.91%, remaining_time=0:00:25.384480, arrival_time=2021-04-10 03:06:12.395525, cost_time=0:00:02.884603 2021-04-10 03:05:48,306 INFO : TRAIN, epoch=0005, iter=00030/00196, fetch data time cost=1.56ms, fps=1977 images/s, loss=0.7218, top1-acc=76.48%, top5-acc=97.79%, remaining_time=0:00:23.128780, arrival_time=2021-04-10 03:06:11.435118, cost_time=0:00:04.179896 2021-04-10 03:05:49,598 INFO : TRAIN, epoch=0005, iter=00040/00196, fetch data time cost=1.46ms, fps=1982 images/s, loss=0.7216, top1-acc=76.68%, top5-acc=97.75%, remaining_time=0:00:21.341112, arrival_time=2021-04-10 03:06:10.939649, cost_time=0:00:05.472098 2021-04-10 03:05:50,892 INFO : TRAIN, epoch=0005, iter=00050/00196, fetch data time cost=1.44ms, fps=1979 images/s, loss=0.7207, top1-acc=76.76%, top5-acc=97.73%, remaining_time=0:00:19.757304, arrival_time=2021-04-10 03:06:10.649973, cost_time=0:00:06.766206 2021-04-10 03:05:52,182 INFO : TRAIN, epoch=0005, iter=00060/00196, fetch data time cost=1.52ms, fps=1985 images/s, loss=0.7198, top1-acc=76.76%, top5-acc=97.76%, remaining_time=0:00:18.261264, arrival_time=2021-04-10 03:06:10.444143, cost_time=0:00:08.056439 2021-04-10 03:05:53,475 INFO : TRAIN, epoch=0005, iter=00070/00196, fetch data time cost=1.83ms, fps=1982 images/s, loss=0.7160, top1-acc=76.85%, top5-acc=97.78%, remaining_time=0:00:16.827678, arrival_time=2021-04-10 03:06:10.302929, cost_time=0:00:09.348741 2021-04-10 03:05:54,767 INFO : TRAIN, epoch=0005, iter=00080/00196, fetch data time cost=1.50ms, fps=1981 images/s, loss=0.7186, top1-acc=76.82%, top5-acc=97.78%, remaining_time=0:00:15.429972, arrival_time=2021-04-10 03:06:10.197745, cost_time=0:00:10.641336 2021-04-10 03:05:56,064 INFO : TRAIN, epoch=0005, iter=00090/00196, fetch data time cost=1.42ms, fps=1975 images/s, loss=0.7139, top1-acc=76.97%, top5-acc=97.83%, remaining_time=0:00:14.060264, arrival_time=2021-04-10 03:06:10.124659, cost_time=0:00:11.937924 2021-04-10 03:05:57,357 INFO : TRAIN, epoch=0005, iter=00100/00196, fetch data time cost=1.41ms, fps=1981 images/s, loss=0.7139, top1-acc=76.97%, top5-acc=97.80%, remaining_time=0:00:12.701568, arrival_time=2021-04-10 03:06:10.058805, cost_time=0:00:13.230793 2021-04-10 03:05:58,648 INFO : TRAIN, epoch=0005, iter=00110/00196, fetch data time cost=1.43ms, fps=1984 images/s, loss=0.7136, top1-acc=77.02%, top5-acc=97.81%, remaining_time=0:00:11.353118, arrival_time=2021-04-10 03:06:10.001093, cost_time=0:00:14.521484 2021-04-10 03:05:59,948 INFO : TRAIN, epoch=0005, iter=00120/00196, fetch data time cost=2.02ms, fps=1969 images/s, loss=0.7142, top1-acc=76.95%, top5-acc=97.78%, remaining_time=0:00:10.020752, arrival_time=2021-04-10 03:06:09.969438, cost_time=0:00:15.822239 2021-04-10 03:06:01,245 INFO : TRAIN, epoch=0005, iter=00130/00196, fetch data time cost=1.36ms, fps=1975 images/s, loss=0.7174, top1-acc=76.91%, top5-acc=97.76%, remaining_time=0:00:08.691144, arrival_time=2021-04-10 03:06:09.936514, cost_time=0:00:17.118925 2021-04-10 03:06:02,541 INFO : TRAIN, epoch=0005, iter=00140/00196, fetch data time cost=1.44ms, fps=1975 images/s, loss=0.7161, top1-acc=77.06%, top5-acc=97.78%, remaining_time=0:00:07.366128, arrival_time=2021-04-10 03:06:09.907821, cost_time=0:00:18.415251 2021-04-10 03:06:03,836 INFO : TRAIN, epoch=0005, iter=00150/00196, fetch data time cost=1.77ms, fps=1978 images/s, loss=0.7160, top1-acc=77.07%, top5-acc=97.74%, remaining_time=0:00:06.044400, arrival_time=2021-04-10 03:06:09.880872, cost_time=0:00:19.709964 2021-04-10 03:06:05,130 INFO : TRAIN, epoch=0005, iter=00160/00196, fetch data time cost=1.39ms, fps=1979 images/s, loss=0.7162, top1-acc=77.03%, top5-acc=97.76%, remaining_time=0:00:04.725900, arrival_time=2021-04-10 03:06:09.856352, cost_time=0:00:21.004017 2021-04-10 03:06:06,425 INFO : TRAIN, epoch=0005, iter=00170/00196, fetch data time cost=1.37ms, fps=1977 images/s, loss=0.7163, top1-acc=76.96%, top5-acc=97.78%, remaining_time=0:00:03.410446, arrival_time=2021-04-10 03:06:09.836022, cost_time=0:00:22.299135 2021-04-10 03:06:07,721 INFO : TRAIN, epoch=0005, iter=00180/00196, fetch data time cost=1.97ms, fps=1976 images/s, loss=0.7131, top1-acc=77.08%, top5-acc=97.79%, remaining_time=0:00:02.097360, arrival_time=2021-04-10 03:06:09.819098, cost_time=0:00:23.595293 2021-04-10 03:06:09,015 INFO : TRAIN, epoch=0005, iter=00190/00196, fetch data time cost=1.28ms, fps=1979 images/s, loss=0.7109, top1-acc=77.14%, top5-acc=97.81%, remaining_time=0:00:00.785982, arrival_time=2021-04-10 03:06:09.801820, cost_time=0:00:24.889346 2021-04-10 03:06:09,742 INFO : TRAIN, epoch=0005, iter=00196/00196, fetch data time cost=2.02ms, fps=1872 images/s, loss=0.7103, top1-acc=77.15%, top5-acc=97.81%, remaining_time=0:00:00, arrival_time=2021-04-10 03:06:09.742826, cost_time=0:00:25.616343 2021-04-10 03:06:10,272 INFO : EVAL, epoch=0005, iter=00010/00040, fetch data time cost=0.29ms, fps=4850 images/s, loss=0.7727, top1-acc=74.37%, top5-acc=96.64%, remaining_time=0:00:01.583400, arrival_time=2021-04-10 03:06:11.855422, cost_time=0:00:00.527800 2021-04-10 03:06:10,698 INFO : EVAL, epoch=0005, iter=00020/00040, fetch data time cost=1.36ms, fps=6019 images/s, loss=0.7773, top1-acc=74.73%, top5-acc=96.74%, remaining_time=0:00:00.953400, arrival_time=2021-04-10 03:06:11.651307, cost_time=0:00:00.953399 2021-04-10 03:06:11,120 INFO : EVAL, epoch=0005, iter=00030/00040, fetch data time cost=1.40ms, fps=6069 images/s, loss=0.7827, top1-acc=74.74%, top5-acc=96.56%, remaining_time=0:00:00.458730, arrival_time=2021-04-10 03:06:11.579137, cost_time=0:00:01.376178 2021-04-10 03:06:11,504 INFO : EVAL, epoch=0005, iter=00040/00040, fetch data time cost=0.07ms, fps=6051 images/s, loss=0.7780, top1-acc=75.05%, top5-acc=96.69%, remaining_time=0:00:00, arrival_time=2021-04-10 03:06:11.504183, cost_time=0:00:01.759983 2021-04-10 03:06:13,263 INFO : Epoch=0005 complete, best val top1-acc=75.05%, top5-acc=96.69% (epoch=5), remaining_time=1:34:04.675335, arrival_time=2021-04-10 04:40:17.939075, cost_time=0:02:24.735267 2021-04-10 03:06:13,264 INFO : Train start, epoch=0006, lr=0.099846 2021-04-10 03:06:14,748 INFO : TRAIN, epoch=0006, iter=00010/00196, fetch data time cost=1.44ms, fps=1726 images/s, loss=0.6508, top1-acc=78.83%, top5-acc=97.81%, remaining_time=0:00:27.593286, arrival_time=2021-04-10 03:06:42.341596, cost_time=0:00:01.483508 2021-04-10 03:06:16,070 INFO : TRAIN, epoch=0006, iter=00020/00196, fetch data time cost=2.28ms, fps=1937 images/s, loss=0.6265, top1-acc=79.90%, top5-acc=97.95%, remaining_time=0:00:24.692976, arrival_time=2021-04-10 03:06:40.763800, cost_time=0:00:02.806015 2021-04-10 03:06:17,369 INFO : TRAIN, epoch=0006, iter=00030/00196, fetch data time cost=1.45ms, fps=1973 images/s, loss=0.6495, top1-acc=79.27%, top5-acc=97.76%, remaining_time=0:00:22.711124, arrival_time=2021-04-10 03:06:40.080305, cost_time=0:00:04.104414 2021-04-10 03:06:18,660 INFO : TRAIN, epoch=0006, iter=00040/00196, fetch data time cost=1.49ms, fps=1984 images/s, loss=0.6499, top1-acc=79.13%, top5-acc=97.99%, remaining_time=0:00:21.041124, arrival_time=2021-04-10 03:06:39.701327, cost_time=0:00:05.395158 2021-04-10 03:06:19,952 INFO : TRAIN, epoch=0006, iter=00050/00196, fetch data time cost=1.45ms, fps=1983 images/s, loss=0.6449, top1-acc=79.28%, top5-acc=98.09%, remaining_time=0:00:19.527208, arrival_time=2021-04-10 03:06:39.479363, cost_time=0:00:06.687387 2021-04-10 03:06:21,243 INFO : TRAIN, epoch=0006, iter=00060/00196, fetch data time cost=1.52ms, fps=1983 images/s, loss=0.6393, top1-acc=79.35%, top5-acc=98.14%, remaining_time=0:00:18.085416, arrival_time=2021-04-10 03:06:39.329064, cost_time=0:00:07.978886 2021-04-10 03:06:22,535 INFO : TRAIN, epoch=0006, iter=00070/00196, fetch data time cost=1.43ms, fps=1983 images/s, loss=0.6433, top1-acc=79.34%, top5-acc=98.07%, remaining_time=0:00:16.686558, arrival_time=2021-04-10 03:06:39.221652, cost_time=0:00:09.270330 2021-04-10 03:06:23,830 INFO : TRAIN, epoch=0006, iter=00080/00196, fetch data time cost=1.38ms, fps=1977 images/s, loss=0.6446, top1-acc=79.24%, top5-acc=98.08%, remaining_time=0:00:15.319772, arrival_time=2021-04-10 03:06:39.149911, cost_time=0:00:10.565342 2021-04-10 03:06:25,124 INFO : TRAIN, epoch=0006, iter=00090/00196, fetch data time cost=1.87ms, fps=1979 images/s, loss=0.6447, top1-acc=79.21%, top5-acc=98.09%, remaining_time=0:00:13.968150, arrival_time=2021-04-10 03:06:39.092645, cost_time=0:00:11.859724 2021-04-10 03:06:26,419 INFO : TRAIN, epoch=0006, iter=00100/00196, fetch data time cost=1.41ms, fps=1978 images/s, loss=0.6468, top1-acc=79.18%, top5-acc=98.10%, remaining_time=0:00:12.628416, arrival_time=2021-04-10 03:06:39.048000, cost_time=0:00:13.154618 2021-04-10 03:06:27,715 INFO : TRAIN, epoch=0006, iter=00110/00196, fetch data time cost=2.01ms, fps=1976 images/s, loss=0.6530, top1-acc=78.98%, top5-acc=98.06%, remaining_time=0:00:11.298164, arrival_time=2021-04-10 03:06:39.014092, cost_time=0:00:14.451160 2021-04-10 03:06:29,008 INFO : TRAIN, epoch=0006, iter=00120/00196, fetch data time cost=1.45ms, fps=1981 images/s, loss=0.6527, top1-acc=79.04%, top5-acc=98.04%, remaining_time=0:00:09.971124, arrival_time=2021-04-10 03:06:38.979756, cost_time=0:00:15.743858 2021-04-10 03:06:30,305 INFO : TRAIN, epoch=0006, iter=00130/00196, fetch data time cost=1.39ms, fps=1974 images/s, loss=0.6516, top1-acc=79.06%, top5-acc=98.03%, remaining_time=0:00:08.651478, arrival_time=2021-04-10 03:06:38.957070, cost_time=0:00:17.040836 2021-04-10 03:06:31,598 INFO : TRAIN, epoch=0006, iter=00140/00196, fetch data time cost=1.44ms, fps=1981 images/s, loss=0.6501, top1-acc=79.13%, top5-acc=98.03%, remaining_time=0:00:07.333312, arrival_time=2021-04-10 03:06:38.931422, cost_time=0:00:18.333308 2021-04-10 03:06:32,901 INFO : TRAIN, epoch=0006, iter=00150/00196, fetch data time cost=1.58ms, fps=1965 images/s, loss=0.6508, top1-acc=79.09%, top5-acc=98.03%, remaining_time=0:00:06.021768, arrival_time=2021-04-10 03:06:38.922873, cost_time=0:00:19.636242 2021-04-10 03:06:34,199 INFO : TRAIN, epoch=0006, iter=00160/00196, fetch data time cost=1.52ms, fps=1973 images/s, loss=0.6513, top1-acc=79.08%, top5-acc=98.04%, remaining_time=0:00:04.710276, arrival_time=2021-04-10 03:06:38.909742, cost_time=0:00:20.934625 2021-04-10 03:06:35,490 INFO : TRAIN, epoch=0006, iter=00170/00196, fetch data time cost=2.00ms, fps=1984 images/s, loss=0.6520, top1-acc=79.03%, top5-acc=98.05%, remaining_time=0:00:03.399162, arrival_time=2021-04-10 03:06:38.889226, cost_time=0:00:22.225295 2021-04-10 03:06:36,785 INFO : TRAIN, epoch=0006, iter=00180/00196, fetch data time cost=1.41ms, fps=1977 images/s, loss=0.6517, top1-acc=79.07%, top5-acc=98.04%, remaining_time=0:00:02.090736, arrival_time=2021-04-10 03:06:38.876414, cost_time=0:00:23.520858 2021-04-10 03:06:38,086 INFO : TRAIN, epoch=0006, iter=00190/00196, fetch data time cost=1.36ms, fps=1968 images/s, loss=0.6494, top1-acc=79.15%, top5-acc=98.05%, remaining_time=0:00:00.783852, arrival_time=2021-04-10 03:06:38.870661, cost_time=0:00:24.822043 2021-04-10 03:06:38,789 INFO : TRAIN, epoch=0006, iter=00196/00196, fetch data time cost=1.28ms, fps=1937 images/s, loss=0.6502, top1-acc=79.14%, top5-acc=98.04%, remaining_time=0:00:00, arrival_time=2021-04-10 03:06:38.789209, cost_time=0:00:25.524444 2021-04-10 03:06:39,304 INFO : EVAL, epoch=0006, iter=00010/00040, fetch data time cost=1.74ms, fps=4975 images/s, loss=0.7945, top1-acc=76.13%, top5-acc=97.27%, remaining_time=0:00:01.543740, arrival_time=2021-04-10 03:06:40.848589, cost_time=0:00:00.514579 2021-04-10 03:06:39,731 INFO : EVAL, epoch=0006, iter=00020/00040, fetch data time cost=1.83ms, fps=6002 images/s, loss=0.7747, top1-acc=76.43%, top5-acc=97.46%, remaining_time=0:00:00.941620, arrival_time=2021-04-10 03:06:40.673494, cost_time=0:00:00.941618 2021-04-10 03:06:40,160 INFO : EVAL, epoch=0006, iter=00030/00040, fetch data time cost=1.41ms, fps=5981 images/s, loss=0.7835, top1-acc=76.28%, top5-acc=97.30%, remaining_time=0:00:00.456710, arrival_time=2021-04-10 03:06:40.617124, cost_time=0:00:01.370127 2021-04-10 03:06:40,546 INFO : EVAL, epoch=0006, iter=00040/00040, fetch data time cost=0.10ms, fps=6015 images/s, loss=0.7693, top1-acc=76.43%, top5-acc=97.41%, remaining_time=0:00:00, arrival_time=2021-04-10 03:06:40.546583, cost_time=0:00:01.756387 2021-04-10 03:06:42,140 INFO : Epoch=0006 complete, best val top1-acc=76.43%, top5-acc=97.41% (epoch=6), remaining_time=1:33:33.456542, arrival_time=2021-04-10 04:40:15.597060, cost_time=0:02:53.612056 2021-04-10 03:06:42,141 INFO : Train start, epoch=0007, lr=0.099778 2021-04-10 03:06:43,632 INFO : TRAIN, epoch=0007, iter=00010/00196, fetch data time cost=1.53ms, fps=1716 images/s, loss=0.6604, top1-acc=79.41%, top5-acc=97.58%, remaining_time=0:00:27.741528, arrival_time=2021-04-10 03:07:11.374238, cost_time=0:00:01.491482 2021-04-10 03:06:44,926 INFO : TRAIN, epoch=0007, iter=00020/00196, fetch data time cost=1.54ms, fps=1979 images/s, loss=0.6241, top1-acc=80.21%, top5-acc=97.99%, remaining_time=0:00:24.512752, arrival_time=2021-04-10 03:07:09.439519, cost_time=0:00:02.785532 2021-04-10 03:06:46,221 INFO : TRAIN, epoch=0007, iter=00030/00196, fetch data time cost=1.40ms, fps=1977 images/s, loss=0.6118, top1-acc=80.69%, top5-acc=98.19%, remaining_time=0:00:22.579984, arrival_time=2021-04-10 03:07:08.801918, cost_time=0:00:04.080712 2021-04-10 03:06:47,515 INFO : TRAIN, epoch=0007, iter=00040/00196, fetch data time cost=1.37ms, fps=1980 images/s, loss=0.6026, top1-acc=80.91%, top5-acc=98.14%, remaining_time=0:00:20.957664, arrival_time=2021-04-10 03:07:08.472640, cost_time=0:00:05.373764 2021-04-10 03:06:48,815 INFO : TRAIN, epoch=0007, iter=00050/00196, fetch data time cost=1.36ms, fps=1970 images/s, loss=0.5992, top1-acc=81.05%, top5-acc=98.20%, remaining_time=0:00:19.487642, arrival_time=2021-04-10 03:07:08.302755, cost_time=0:00:06.673834 2021-04-10 03:06:50,116 INFO : TRAIN, epoch=0007, iter=00060/00196, fetch data time cost=2.18ms, fps=1969 images/s, loss=0.6008, top1-acc=80.98%, top5-acc=98.21%, remaining_time=0:00:18.076032, arrival_time=2021-04-10 03:07:08.192056, cost_time=0:00:07.974733 2021-04-10 03:06:51,411 INFO : TRAIN, epoch=0007, iter=00070/00196, fetch data time cost=1.81ms, fps=1978 images/s, loss=0.6000, top1-acc=80.95%, top5-acc=98.25%, remaining_time=0:00:16.685550, arrival_time=2021-04-10 03:07:08.096527, cost_time=0:00:09.269753 2021-04-10 03:06:52,700 INFO : TRAIN, epoch=0007, iter=00080/00196, fetch data time cost=1.49ms, fps=1986 images/s, loss=0.6012, top1-acc=80.84%, top5-acc=98.20%, remaining_time=0:00:15.310492, arrival_time=2021-04-10 03:07:08.010651, cost_time=0:00:10.558930 2021-04-10 03:06:53,990 INFO : TRAIN, epoch=0007, iter=00090/00196, fetch data time cost=1.34ms, fps=1985 images/s, loss=0.6041, top1-acc=80.81%, top5-acc=98.19%, remaining_time=0:00:13.955748, arrival_time=2021-04-10 03:07:07.946176, cost_time=0:00:11.849204 2021-04-10 03:06:55,279 INFO : TRAIN, epoch=0007, iter=00100/00196, fetch data time cost=1.51ms, fps=1986 images/s, loss=0.6011, top1-acc=80.87%, top5-acc=98.20%, remaining_time=0:00:12.613056, arrival_time=2021-04-10 03:07:07.892868, cost_time=0:00:13.138580 2021-04-10 03:06:56,573 INFO : TRAIN, epoch=0007, iter=00110/00196, fetch data time cost=1.54ms, fps=1979 images/s, loss=0.5978, top1-acc=80.97%, top5-acc=98.22%, remaining_time=0:00:11.283544, arrival_time=2021-04-10 03:07:07.857237, cost_time=0:00:14.432413 2021-04-10 03:06:57,873 INFO : TRAIN, epoch=0007, iter=00120/00196, fetch data time cost=1.54ms, fps=1970 images/s, loss=0.5967, top1-acc=81.01%, top5-acc=98.22%, remaining_time=0:00:09.963904, arrival_time=2021-04-10 03:07:07.837647, cost_time=0:00:15.732523 2021-04-10 03:06:59,165 INFO : TRAIN, epoch=0007, iter=00130/00196, fetch data time cost=1.58ms, fps=1983 images/s, loss=0.5956, top1-acc=81.04%, top5-acc=98.25%, remaining_time=0:00:08.642964, arrival_time=2021-04-10 03:07:07.808189, cost_time=0:00:17.023996 2021-04-10 03:07:00,463 INFO : TRAIN, epoch=0007, iter=00140/00196, fetch data time cost=1.70ms, fps=1973 images/s, loss=0.5943, top1-acc=81.09%, top5-acc=98.25%, remaining_time=0:00:07.328832, arrival_time=2021-04-10 03:07:07.792231, cost_time=0:00:18.322108 2021-04-10 03:07:01,758 INFO : TRAIN, epoch=0007, iter=00150/00196, fetch data time cost=1.78ms, fps=1977 images/s, loss=0.5926, top1-acc=81.16%, top5-acc=98.28%, remaining_time=0:00:06.015972, arrival_time=2021-04-10 03:07:07.774558, cost_time=0:00:19.617361 2021-04-10 03:07:03,056 INFO : TRAIN, epoch=0007, iter=00160/00196, fetch data time cost=1.45ms, fps=1973 images/s, loss=0.5889, top1-acc=81.29%, top5-acc=98.30%, remaining_time=0:00:04.705992, arrival_time=2021-04-10 03:07:07.762764, cost_time=0:00:20.915549 2021-04-10 03:07:04,347 INFO : TRAIN, epoch=0007, iter=00170/00196, fetch data time cost=1.74ms, fps=1984 images/s, loss=0.5876, top1-acc=81.34%, top5-acc=98.33%, remaining_time=0:00:03.396250, arrival_time=2021-04-10 03:07:07.743705, cost_time=0:00:22.206188 2021-04-10 03:07:05,646 INFO : TRAIN, epoch=0007, iter=00180/00196, fetch data time cost=2.16ms, fps=1971 images/s, loss=0.5887, top1-acc=81.30%, top5-acc=98.33%, remaining_time=0:00:02.089360, arrival_time=2021-04-10 03:07:07.735954, cost_time=0:00:23.505373 2021-04-10 03:07:06,941 INFO : TRAIN, epoch=0007, iter=00190/00196, fetch data time cost=1.27ms, fps=1978 images/s, loss=0.5876, top1-acc=81.34%, top5-acc=98.35%, remaining_time=0:00:00.783162, arrival_time=2021-04-10 03:07:07.724532, cost_time=0:00:24.800075 2021-04-10 03:07:07,640 INFO : TRAIN, epoch=0007, iter=00196/00196, fetch data time cost=1.27ms, fps=1946 images/s, loss=0.5859, top1-acc=81.39%, top5-acc=98.35%, remaining_time=0:00:00, arrival_time=2021-04-10 03:07:07.640619, cost_time=0:00:25.499384 2021-04-10 03:07:08,173 INFO : EVAL, epoch=0007, iter=00010/00040, fetch data time cost=2.21ms, fps=4818 images/s, loss=0.7060, top1-acc=77.27%, top5-acc=96.99%, remaining_time=0:00:01.594140, arrival_time=2021-04-10 03:07:09.767159, cost_time=0:00:00.531378 2021-04-10 03:07:08,596 INFO : EVAL, epoch=0007, iter=00020/00040, fetch data time cost=1.46ms, fps=6057 images/s, loss=0.7209, top1-acc=77.13%, top5-acc=96.72%, remaining_time=0:00:00.954420, arrival_time=2021-04-10 03:07:09.550460, cost_time=0:00:00.954416 2021-04-10 03:07:09,022 INFO : EVAL, epoch=0007, iter=00030/00040, fetch data time cost=2.46ms, fps=6011 images/s, loss=0.7201, top1-acc=77.11%, top5-acc=96.91%, remaining_time=0:00:00.460220, arrival_time=2021-04-10 03:07:09.482523, cost_time=0:00:01.380664 2021-04-10 03:07:09,406 INFO : EVAL, epoch=0007, iter=00040/00040, fetch data time cost=0.08ms, fps=6053 images/s, loss=0.7116, top1-acc=76.99%, top5-acc=96.89%, remaining_time=0:00:00, arrival_time=2021-04-10 03:07:09.405962, cost_time=0:00:01.764312 2021-04-10 03:07:10,953 INFO : Epoch=0007 complete, best val top1-acc=76.99%, top5-acc=96.89% (epoch=7), remaining_time=1:33:01.154314, arrival_time=2021-04-10 04:40:12.108067, cost_time=0:03:22.425287 2021-04-10 03:07:10,954 INFO : Train start, epoch=0008, lr=0.099698 2021-04-10 03:07:12,424 INFO : TRAIN, epoch=0008, iter=00010/00196, fetch data time cost=0.26ms, fps=1742 images/s, loss=0.5757, top1-acc=81.95%, top5-acc=98.28%, remaining_time=0:00:27.341442, arrival_time=2021-04-10 03:07:39.766215, cost_time=0:00:01.469972 2021-04-10 03:07:13,726 INFO : TRAIN, epoch=0008, iter=00020/00196, fetch data time cost=1.51ms, fps=1968 images/s, loss=0.5650, top1-acc=82.19%, top5-acc=98.28%, remaining_time=0:00:24.387616, arrival_time=2021-04-10 03:07:38.113660, cost_time=0:00:02.771329 2021-04-10 03:07:15,031 INFO : TRAIN, epoch=0008, iter=00030/00196, fetch data time cost=1.53ms, fps=1962 images/s, loss=0.5595, top1-acc=82.37%, top5-acc=98.36%, remaining_time=0:00:22.557242, arrival_time=2021-04-10 03:07:37.588575, cost_time=0:00:04.076614 2021-04-10 03:07:16,323 INFO : TRAIN, epoch=0008, iter=00040/00196, fetch data time cost=1.47ms, fps=1982 images/s, loss=0.5538, top1-acc=82.50%, top5-acc=98.41%, remaining_time=0:00:20.937696, arrival_time=2021-04-10 03:07:37.261089, cost_time=0:00:05.368629 2021-04-10 03:07:17,639 INFO : TRAIN, epoch=0008, iter=00050/00196, fetch data time cost=1.58ms, fps=1945 images/s, loss=0.5585, top1-acc=82.41%, top5-acc=98.36%, remaining_time=0:00:19.520492, arrival_time=2021-04-10 03:07:37.160358, cost_time=0:00:06.685087 2021-04-10 03:07:18,936 INFO : TRAIN, epoch=0008, iter=00060/00196, fetch data time cost=1.38ms, fps=1975 images/s, loss=0.5535, top1-acc=82.53%, top5-acc=98.37%, remaining_time=0:00:18.092216, arrival_time=2021-04-10 03:07:37.028936, cost_time=0:00:07.981859 2021-04-10 03:07:20,241 INFO : TRAIN, epoch=0008, iter=00070/00196, fetch data time cost=1.37ms, fps=1962 images/s, loss=0.5568, top1-acc=82.40%, top5-acc=98.29%, remaining_time=0:00:16.716924, arrival_time=2021-04-10 03:07:36.958841, cost_time=0:00:09.287175 2021-04-10 03:07:21,533 INFO : TRAIN, epoch=0008, iter=00080/00196, fetch data time cost=2.07ms, fps=1983 images/s, loss=0.5553, top1-acc=82.46%, top5-acc=98.35%, remaining_time=0:00:15.338912, arrival_time=2021-04-10 03:07:36.872173, cost_time=0:00:10.578541 2021-04-10 03:07:22,822 INFO : TRAIN, epoch=0008, iter=00090/00196, fetch data time cost=1.31ms, fps=1986 images/s, loss=0.5542, top1-acc=82.43%, top5-acc=98.38%, remaining_time=0:00:13.977902, arrival_time=2021-04-10 03:07:36.800653, cost_time=0:00:11.868015 2021-04-10 03:07:24,130 INFO : TRAIN, epoch=0008, iter=00100/00196, fetch data time cost=2.00ms, fps=1959 images/s, loss=0.5557, top1-acc=82.38%, top5-acc=98.36%, remaining_time=0:00:12.648288, arrival_time=2021-04-10 03:07:36.778469, cost_time=0:00:13.175326 2021-04-10 03:07:25,422 INFO : TRAIN, epoch=0008, iter=00110/00196, fetch data time cost=1.42ms, fps=1982 images/s, loss=0.5520, top1-acc=82.43%, top5-acc=98.43%, remaining_time=0:00:11.311150, arrival_time=2021-04-10 03:07:36.733651, cost_time=0:00:14.467778 2021-04-10 03:07:26,729 INFO : TRAIN, epoch=0008, iter=00120/00196, fetch data time cost=2.12ms, fps=1959 images/s, loss=0.5523, top1-acc=82.38%, top5-acc=98.45%, remaining_time=0:00:09.990656, arrival_time=2021-04-10 03:07:36.720147, cost_time=0:00:15.774767 2021-04-10 03:07:28,026 INFO : TRAIN, epoch=0008, iter=00130/00196, fetch data time cost=1.42ms, fps=1975 images/s, loss=0.5536, top1-acc=82.35%, top5-acc=98.43%, remaining_time=0:00:08.666988, arrival_time=2021-04-10 03:07:36.693062, cost_time=0:00:17.071353 2021-04-10 03:07:29,313 INFO : TRAIN, epoch=0008, iter=00140/00196, fetch data time cost=1.48ms, fps=1989 images/s, loss=0.5531, top1-acc=82.39%, top5-acc=98.42%, remaining_time=0:00:07.343616, arrival_time=2021-04-10 03:07:36.657445, cost_time=0:00:18.359104 2021-04-10 03:07:30,610 INFO : TRAIN, epoch=0008, iter=00150/00196, fetch data time cost=1.86ms, fps=1975 images/s, loss=0.5532, top1-acc=82.41%, top5-acc=98.43%, remaining_time=0:00:06.027840, arrival_time=2021-04-10 03:07:36.638652, cost_time=0:00:19.655955 2021-04-10 03:07:31,906 INFO : TRAIN, epoch=0008, iter=00160/00196, fetch data time cost=1.51ms, fps=1976 images/s, loss=0.5550, top1-acc=82.37%, top5-acc=98.45%, remaining_time=0:00:04.714236, arrival_time=2021-04-10 03:07:36.621102, cost_time=0:00:20.952142 2021-04-10 03:07:33,202 INFO : TRAIN, epoch=0008, iter=00170/00196, fetch data time cost=1.46ms, fps=1977 images/s, loss=0.5534, top1-acc=82.47%, top5-acc=98.45%, remaining_time=0:00:03.402542, arrival_time=2021-04-10 03:07:36.604706, cost_time=0:00:22.247453 2021-04-10 03:07:34,497 INFO : TRAIN, epoch=0008, iter=00180/00196, fetch data time cost=1.56ms, fps=1976 images/s, loss=0.5505, top1-acc=82.51%, top5-acc=98.46%, remaining_time=0:00:02.092720, arrival_time=2021-04-10 03:07:36.590583, cost_time=0:00:23.543142 2021-04-10 03:07:35,792 INFO : TRAIN, epoch=0008, iter=00190/00196, fetch data time cost=1.28ms, fps=1977 images/s, loss=0.5493, top1-acc=82.55%, top5-acc=98.46%, remaining_time=0:00:00.784362, arrival_time=2021-04-10 03:07:36.577298, cost_time=0:00:24.838203 2021-04-10 03:07:36,491 INFO : TRAIN, epoch=0008, iter=00196/00196, fetch data time cost=1.29ms, fps=1949 images/s, loss=0.5480, top1-acc=82.57%, top5-acc=98.47%, remaining_time=0:00:00, arrival_time=2021-04-10 03:07:36.491205, cost_time=0:00:25.536490 2021-04-10 03:07:36,991 INFO : EVAL, epoch=0008, iter=00010/00040, fetch data time cost=1.28ms, fps=5129 images/s, loss=0.8791, top1-acc=72.58%, top5-acc=97.81%, remaining_time=0:00:01.497450, arrival_time=2021-04-10 03:07:38.488740, cost_time=0:00:00.499146 2021-04-10 03:07:37,426 INFO : EVAL, epoch=0008, iter=00020/00040, fetch data time cost=1.53ms, fps=5893 images/s, loss=0.8700, top1-acc=73.09%, top5-acc=97.66%, remaining_time=0:00:00.933920, arrival_time=2021-04-10 03:07:38.359983, cost_time=0:00:00.933915 2021-04-10 03:07:37,855 INFO : EVAL, epoch=0008, iter=00030/00040, fetch data time cost=2.25ms, fps=5967 images/s, loss=0.8657, top1-acc=73.23%, top5-acc=97.71%, remaining_time=0:00:00.454430, arrival_time=2021-04-10 03:07:38.309951, cost_time=0:00:01.363304 2021-04-10 03:07:38,247 INFO : EVAL, epoch=0008, iter=00040/00040, fetch data time cost=0.11ms, fps=5926 images/s, loss=0.8702, top1-acc=73.31%, top5-acc=97.72%, remaining_time=0:00:00, arrival_time=2021-04-10 03:07:38.247533, cost_time=0:00:01.755356 2021-04-10 03:07:39,034 INFO : Epoch=0008 complete, best val top1-acc=76.99%, top5-acc=96.89% (epoch=7), remaining_time=1:32:12.138816, arrival_time=2021-04-10 04:39:51.173069, cost_time=0:03:50.505786 2021-04-10 03:07:39,035 INFO : Train start, epoch=0009, lr=0.099606 2021-04-10 03:07:40,497 INFO : TRAIN, epoch=0009, iter=00010/00196, fetch data time cost=1.50ms, fps=1751 images/s, loss=0.5695, top1-acc=81.56%, top5-acc=98.12%, remaining_time=0:00:27.194130, arrival_time=2021-04-10 03:08:07.691382, cost_time=0:00:01.462051 2021-04-10 03:07:41,789 INFO : TRAIN, epoch=0009, iter=00020/00196, fetch data time cost=1.38ms, fps=1982 images/s, loss=0.5532, top1-acc=81.93%, top5-acc=98.24%, remaining_time=0:00:24.233616, arrival_time=2021-04-10 03:08:06.022639, cost_time=0:00:02.753826 2021-04-10 03:07:43,084 INFO : TRAIN, epoch=0009, iter=00030/00196, fetch data time cost=2.53ms, fps=1978 images/s, loss=0.5269, top1-acc=82.93%, top5-acc=98.48%, remaining_time=0:00:22.402862, arrival_time=2021-04-10 03:08:05.486862, cost_time=0:00:04.048701 2021-04-10 03:07:44,381 INFO : TRAIN, epoch=0009, iter=00040/00196, fetch data time cost=1.41ms, fps=1974 images/s, loss=0.5299, top1-acc=82.95%, top5-acc=98.56%, remaining_time=0:00:20.849400, arrival_time=2021-04-10 03:08:05.230648, cost_time=0:00:05.345989 2021-04-10 03:07:45,680 INFO : TRAIN, epoch=0009, iter=00050/00196, fetch data time cost=1.32ms, fps=1972 images/s, loss=0.5283, top1-acc=82.91%, top5-acc=98.64%, remaining_time=0:00:19.402524, arrival_time=2021-04-10 03:08:05.082534, cost_time=0:00:06.644694 2021-04-10 03:07:46,987 INFO : TRAIN, epoch=0009, iter=00060/00196, fetch data time cost=1.52ms, fps=1960 images/s, loss=0.5239, top1-acc=82.99%, top5-acc=98.67%, remaining_time=0:00:18.023536, arrival_time=2021-04-10 03:08:05.010448, cost_time=0:00:07.951578 2021-04-10 03:07:48,277 INFO : TRAIN, epoch=0009, iter=00070/00196, fetch data time cost=1.36ms, fps=1985 images/s, loss=0.5285, top1-acc=82.99%, top5-acc=98.63%, remaining_time=0:00:16.635276, arrival_time=2021-04-10 03:08:04.912299, cost_time=0:00:09.241819 2021-04-10 03:07:49,579 INFO : TRAIN, epoch=0009, iter=00080/00196, fetch data time cost=1.54ms, fps=1966 images/s, loss=0.5313, top1-acc=83.01%, top5-acc=98.63%, remaining_time=0:00:15.289032, arrival_time=2021-04-10 03:08:04.868417, cost_time=0:00:10.544189 2021-04-10 03:07:50,871 INFO : TRAIN, epoch=0009, iter=00090/00196, fetch data time cost=1.34ms, fps=1983 images/s, loss=0.5308, top1-acc=83.02%, top5-acc=98.60%, remaining_time=0:00:13.939954, arrival_time=2021-04-10 03:08:04.811052, cost_time=0:00:11.835810 2021-04-10 03:07:52,169 INFO : TRAIN, epoch=0009, iter=00100/00196, fetch data time cost=1.44ms, fps=1973 images/s, loss=0.5300, top1-acc=83.07%, top5-acc=98.61%, remaining_time=0:00:12.608832, arrival_time=2021-04-10 03:08:04.778227, cost_time=0:00:13.134192 2021-04-10 03:07:53,466 INFO : TRAIN, epoch=0009, iter=00110/00196, fetch data time cost=1.32ms, fps=1974 images/s, loss=0.5273, top1-acc=83.16%, top5-acc=98.63%, remaining_time=0:00:11.282942, arrival_time=2021-04-10 03:08:04.749760, cost_time=0:00:14.431624 2021-04-10 03:07:54,778 INFO : TRAIN, epoch=0009, iter=00120/00196, fetch data time cost=1.85ms, fps=1953 images/s, loss=0.5230, top1-acc=83.33%, top5-acc=98.66%, remaining_time=0:00:09.970440, arrival_time=2021-04-10 03:08:04.748436, cost_time=0:00:15.742803 2021-04-10 03:07:56,072 INFO : TRAIN, epoch=0009, iter=00130/00196, fetch data time cost=1.45ms, fps=1978 images/s, loss=0.5206, top1-acc=83.36%, top5-acc=98.70%, remaining_time=0:00:08.649762, arrival_time=2021-04-10 03:08:04.722371, cost_time=0:00:17.037401 2021-04-10 03:07:57,371 INFO : TRAIN, epoch=0009, iter=00140/00196, fetch data time cost=1.99ms, fps=1972 images/s, loss=0.5212, top1-acc=83.36%, top5-acc=98.69%, remaining_time=0:00:07.334264, arrival_time=2021-04-10 03:08:04.705243, cost_time=0:00:18.335636 2021-04-10 03:07:58,665 INFO : TRAIN, epoch=0009, iter=00150/00196, fetch data time cost=1.41ms, fps=1979 images/s, loss=0.5226, top1-acc=83.29%, top5-acc=98.70%, remaining_time=0:00:06.019790, arrival_time=2021-04-10 03:08:04.684796, cost_time=0:00:19.629806 2021-04-10 03:07:59,961 INFO : TRAIN, epoch=0009, iter=00160/00196, fetch data time cost=1.88ms, fps=1975 images/s, loss=0.5237, top1-acc=83.29%, top5-acc=98.68%, remaining_time=0:00:04.708368, arrival_time=2021-04-10 03:08:04.669706, cost_time=0:00:20.926129 2021-04-10 03:08:01,262 INFO : TRAIN, epoch=0009, iter=00170/00196, fetch data time cost=2.32ms, fps=1969 images/s, loss=0.5259, top1-acc=83.21%, top5-acc=98.66%, remaining_time=0:00:03.399422, arrival_time=2021-04-10 03:08:04.661574, cost_time=0:00:22.226958 2021-04-10 03:08:02,560 INFO : TRAIN, epoch=0009, iter=00180/00196, fetch data time cost=1.85ms, fps=1972 images/s, loss=0.5260, top1-acc=83.19%, top5-acc=98.64%, remaining_time=0:00:02.091168, arrival_time=2021-04-10 03:08:04.652051, cost_time=0:00:23.525632 2021-04-10 03:08:03,853 INFO : TRAIN, epoch=0009, iter=00190/00196, fetch data time cost=1.44ms, fps=1981 images/s, loss=0.5242, top1-acc=83.22%, top5-acc=98.66%, remaining_time=0:00:00.783738, arrival_time=2021-04-10 03:08:04.637322, cost_time=0:00:24.818388 2021-04-10 03:08:04,554 INFO : TRAIN, epoch=0009, iter=00196/00196, fetch data time cost=1.38ms, fps=1943 images/s, loss=0.5239, top1-acc=83.21%, top5-acc=98.67%, remaining_time=0:00:00, arrival_time=2021-04-10 03:08:04.554048, cost_time=0:00:25.518847 2021-04-10 03:08:05,044 INFO : EVAL, epoch=0009, iter=00010/00040, fetch data time cost=0.27ms, fps=5234 images/s, loss=0.6267, top1-acc=79.69%, top5-acc=98.48%, remaining_time=0:00:01.467240, arrival_time=2021-04-10 03:08:06.511483, cost_time=0:00:00.489080 2021-04-10 03:08:05,467 INFO : EVAL, epoch=0009, iter=00020/00040, fetch data time cost=2.11ms, fps=6058 images/s, loss=0.6162, top1-acc=79.98%, top5-acc=98.38%, remaining_time=0:00:00.912000, arrival_time=2021-04-10 03:08:06.379206, cost_time=0:00:00.912010 2021-04-10 03:08:05,891 INFO : EVAL, epoch=0009, iter=00030/00040, fetch data time cost=1.47ms, fps=6041 images/s, loss=0.6307, top1-acc=79.66%, top5-acc=98.29%, remaining_time=0:00:00.445410, arrival_time=2021-04-10 03:08:06.336845, cost_time=0:00:01.336222 2021-04-10 03:08:06,279 INFO : EVAL, epoch=0009, iter=00040/00040, fetch data time cost=0.09ms, fps=5985 images/s, loss=0.6257, top1-acc=79.59%, top5-acc=98.22%, remaining_time=0:00:00, arrival_time=2021-04-10 03:08:06.279440, cost_time=0:00:01.724287 2021-04-10 03:08:07,758 INFO : Epoch=0009 complete, best val top1-acc=79.59%, top5-acc=98.22% (epoch=9), remaining_time=1:31:41.429154, arrival_time=2021-04-10 04:39:49.187257, cost_time=0:04:19.229644 2021-04-10 03:08:07,759 INFO : Train start, epoch=0010, lr=0.099501 2021-04-10 03:08:09,303 INFO : TRAIN, epoch=0010, iter=00010/00196, fetch data time cost=1.96ms, fps=1658 images/s, loss=0.4838, top1-acc=83.98%, top5-acc=98.91%, remaining_time=0:00:28.720446, arrival_time=2021-04-10 03:08:38.023733, cost_time=0:00:01.544112 2021-04-10 03:08:10,596 INFO : TRAIN, epoch=0010, iter=00020/00196, fetch data time cost=1.47ms, fps=1980 images/s, loss=0.4929, top1-acc=84.06%, top5-acc=98.73%, remaining_time=0:00:24.969120, arrival_time=2021-04-10 03:08:35.565619, cost_time=0:00:02.837398 2021-04-10 03:08:11,888 INFO : TRAIN, epoch=0010, iter=00030/00196, fetch data time cost=1.46ms, fps=1982 images/s, loss=0.4956, top1-acc=83.79%, top5-acc=98.74%, remaining_time=0:00:22.851228, arrival_time=2021-04-10 03:08:34.740091, cost_time=0:00:04.129750 2021-04-10 03:08:13,199 INFO : TRAIN, epoch=0010, iter=00040/00196, fetch data time cost=1.48ms, fps=1954 images/s, loss=0.5027, top1-acc=83.59%, top5-acc=98.75%, remaining_time=0:00:21.216624, arrival_time=2021-04-10 03:08:34.415998, cost_time=0:00:05.440165 2021-04-10 03:08:14,492 INFO : TRAIN, epoch=0010, iter=00050/00196, fetch data time cost=1.38ms, fps=1980 images/s, loss=0.4965, top1-acc=83.77%, top5-acc=98.77%, remaining_time=0:00:19.662550, arrival_time=2021-04-10 03:08:34.155385, cost_time=0:00:06.733741 2021-04-10 03:08:15,790 INFO : TRAIN, epoch=0010, iter=00060/00196, fetch data time cost=1.93ms, fps=1974 images/s, loss=0.4979, top1-acc=83.70%, top5-acc=98.79%, remaining_time=0:00:18.203736, arrival_time=2021-04-10 03:08:33.993918, cost_time=0:00:08.031079 2021-04-10 03:08:17,082 INFO : TRAIN, epoch=0010, iter=00070/00196, fetch data time cost=1.48ms, fps=1982 images/s, loss=0.4945, top1-acc=83.84%, top5-acc=98.76%, remaining_time=0:00:16.781058, arrival_time=2021-04-10 03:08:33.863005, cost_time=0:00:09.322812 2021-04-10 03:08:18,374 INFO : TRAIN, epoch=0010, iter=00080/00196, fetch data time cost=1.34ms, fps=1982 images/s, loss=0.4900, top1-acc=83.99%, top5-acc=98.75%, remaining_time=0:00:15.391576, arrival_time=2021-04-10 03:08:33.765589, cost_time=0:00:10.614846 2021-04-10 03:08:19,665 INFO : TRAIN, epoch=0010, iter=00090/00196, fetch data time cost=1.48ms, fps=1983 images/s, loss=0.4931, top1-acc=83.93%, top5-acc=98.75%, remaining_time=0:00:14.023270, arrival_time=2021-04-10 03:08:33.688876, cost_time=0:00:11.906507 2021-04-10 03:08:20,962 INFO : TRAIN, epoch=0010, iter=00100/00196, fetch data time cost=1.73ms, fps=1975 images/s, loss=0.4928, top1-acc=83.99%, top5-acc=98.74%, remaining_time=0:00:12.675168, arrival_time=2021-04-10 03:08:33.637590, cost_time=0:00:13.203327 2021-04-10 03:08:22,258 INFO : TRAIN, epoch=0010, iter=00110/00196, fetch data time cost=1.33ms, fps=1975 images/s, loss=0.4899, top1-acc=84.18%, top5-acc=98.77%, remaining_time=0:00:11.336090, arrival_time=2021-04-10 03:08:33.594787, cost_time=0:00:14.499600 2021-04-10 03:08:23,549 INFO : TRAIN, epoch=0010, iter=00120/00196, fetch data time cost=1.37ms, fps=1984 images/s, loss=0.4872, top1-acc=84.30%, top5-acc=98.80%, remaining_time=0:00:10.000688, arrival_time=2021-04-10 03:08:33.550410, cost_time=0:00:15.790554 2021-04-10 03:08:24,851 INFO : TRAIN, epoch=0010, iter=00130/00196, fetch data time cost=1.35ms, fps=1967 images/s, loss=0.4878, top1-acc=84.26%, top5-acc=98.80%, remaining_time=0:00:08.677614, arrival_time=2021-04-10 03:08:33.529070, cost_time=0:00:17.092284 2021-04-10 03:08:26,145 INFO : TRAIN, epoch=0010, iter=00140/00196, fetch data time cost=1.39ms, fps=1979 images/s, loss=0.4883, top1-acc=84.21%, top5-acc=98.78%, remaining_time=0:00:07.354592, arrival_time=2021-04-10 03:08:33.500180, cost_time=0:00:18.386488 2021-04-10 03:08:27,437 INFO : TRAIN, epoch=0010, iter=00150/00196, fetch data time cost=1.49ms, fps=1983 images/s, loss=0.4852, top1-acc=84.32%, top5-acc=98.79%, remaining_time=0:00:06.034556, arrival_time=2021-04-10 03:08:33.471600, cost_time=0:00:19.677941 2021-04-10 03:08:28,735 INFO : TRAIN, epoch=0010, iter=00160/00196, fetch data time cost=1.37ms, fps=1972 images/s, loss=0.4855, top1-acc=84.32%, top5-acc=98.80%, remaining_time=0:00:04.719636, arrival_time=2021-04-10 03:08:33.454968, cost_time=0:00:20.976182 2021-04-10 03:08:30,033 INFO : TRAIN, epoch=0010, iter=00170/00196, fetch data time cost=1.48ms, fps=1973 images/s, loss=0.4855, top1-acc=84.33%, top5-acc=98.80%, remaining_time=0:00:03.406624, arrival_time=2021-04-10 03:08:33.439730, cost_time=0:00:22.273998 2021-04-10 03:08:31,335 INFO : TRAIN, epoch=0010, iter=00180/00196, fetch data time cost=1.40ms, fps=1966 images/s, loss=0.4849, top1-acc=84.35%, top5-acc=98.80%, remaining_time=0:00:02.095664, arrival_time=2021-04-10 03:08:33.431026, cost_time=0:00:23.576259 2021-04-10 03:08:32,632 INFO : TRAIN, epoch=0010, iter=00190/00196, fetch data time cost=1.29ms, fps=1974 images/s, loss=0.4843, top1-acc=84.38%, top5-acc=98.81%, remaining_time=0:00:00.785472, arrival_time=2021-04-10 03:08:33.417985, cost_time=0:00:24.873334 2021-04-10 03:08:33,332 INFO : TRAIN, epoch=0010, iter=00196/00196, fetch data time cost=1.31ms, fps=1943 images/s, loss=0.4835, top1-acc=84.42%, top5-acc=98.81%, remaining_time=0:00:00, arrival_time=2021-04-10 03:08:33.332937, cost_time=0:00:25.573850 2021-04-10 03:08:33,851 INFO : EVAL, epoch=0010, iter=00010/00040, fetch data time cost=0.20ms, fps=4943 images/s, loss=0.6765, top1-acc=78.36%, top5-acc=97.07%, remaining_time=0:00:01.553700, arrival_time=2021-04-10 03:08:35.405506, cost_time=0:00:00.517898 2021-04-10 03:08:34,278 INFO : EVAL, epoch=0010, iter=00020/00040, fetch data time cost=1.36ms, fps=6003 images/s, loss=0.6720, top1-acc=78.36%, top5-acc=97.36%, remaining_time=0:00:00.944800, arrival_time=2021-04-10 03:08:35.223506, cost_time=0:00:00.944809 2021-04-10 03:08:34,701 INFO : EVAL, epoch=0010, iter=00030/00040, fetch data time cost=1.51ms, fps=6066 images/s, loss=0.6846, top1-acc=78.14%, top5-acc=97.17%, remaining_time=0:00:00.455760, arrival_time=2021-04-10 03:08:35.156903, cost_time=0:00:01.367268 2021-04-10 03:08:35,083 INFO : EVAL, epoch=0010, iter=00040/00040, fetch data time cost=0.08ms, fps=6066 images/s, loss=0.6898, top1-acc=78.15%, top5-acc=97.17%, remaining_time=0:00:00, arrival_time=2021-04-10 03:08:35.083953, cost_time=0:00:01.750121 2021-04-10 03:08:35,909 INFO : Epoch=0010 complete, best val top1-acc=79.59%, top5-acc=98.22% (epoch=9), remaining_time=1:31:00.242420, arrival_time=2021-04-10 04:39:36.152041, cost_time=0:04:47.381181 2021-04-10 03:08:35,910 INFO : Train start, epoch=0011, lr=0.099384 2021-04-10 03:08:37,414 INFO : TRAIN, epoch=0011, iter=00010/00196, fetch data time cost=0.27ms, fps=1702 images/s, loss=0.4642, top1-acc=84.65%, top5-acc=99.18%, remaining_time=0:00:27.968076, arrival_time=2021-04-10 03:09:05.382222, cost_time=0:00:01.503663 2021-04-10 03:08:38,716 INFO : TRAIN, epoch=0011, iter=00020/00196, fetch data time cost=2.00ms, fps=1966 images/s, loss=0.4644, top1-acc=85.12%, top5-acc=98.98%, remaining_time=0:00:24.695968, arrival_time=2021-04-10 03:09:03.412684, cost_time=0:00:02.806369 2021-04-10 03:08:40,010 INFO : TRAIN, epoch=0011, iter=00030/00196, fetch data time cost=1.47ms, fps=1980 images/s, loss=0.4694, top1-acc=85.08%, top5-acc=98.95%, remaining_time=0:00:22.686390, arrival_time=2021-04-10 03:09:02.696749, cost_time=0:00:04.099963 2021-04-10 03:08:41,304 INFO : TRAIN, epoch=0011, iter=00040/00196, fetch data time cost=1.86ms, fps=1979 images/s, loss=0.4709, top1-acc=84.95%, top5-acc=98.91%, remaining_time=0:00:21.037536, arrival_time=2021-04-10 03:09:02.342151, cost_time=0:00:05.394250 2021-04-10 03:08:42,616 INFO : TRAIN, epoch=0011, iter=00050/00196, fetch data time cost=1.39ms, fps=1952 images/s, loss=0.4705, top1-acc=85.00%, top5-acc=98.96%, remaining_time=0:00:19.582980, arrival_time=2021-04-10 03:09:02.199843, cost_time=0:00:06.706479 2021-04-10 03:08:43,904 INFO : TRAIN, epoch=0011, iter=00060/00196, fetch data time cost=1.44ms, fps=1989 images/s, loss=0.4759, top1-acc=84.93%, top5-acc=98.89%, remaining_time=0:00:18.120232, arrival_time=2021-04-10 03:09:02.024780, cost_time=0:00:07.994209 2021-04-10 03:08:45,200 INFO : TRAIN, epoch=0011, iter=00070/00196, fetch data time cost=1.52ms, fps=1976 images/s, loss=0.4731, top1-acc=85.05%, top5-acc=98.90%, remaining_time=0:00:16.722468, arrival_time=2021-04-10 03:09:01.923150, cost_time=0:00:09.290253 2021-04-10 03:08:46,497 INFO : TRAIN, epoch=0011, iter=00080/00196, fetch data time cost=1.60ms, fps=1974 images/s, loss=0.4701, top1-acc=85.08%, top5-acc=98.94%, remaining_time=0:00:15.351904, arrival_time=2021-04-10 03:09:01.849778, cost_time=0:00:10.587503 2021-04-10 03:08:47,802 INFO : TRAIN, epoch=0011, iter=00090/00196, fetch data time cost=2.06ms, fps=1964 images/s, loss=0.4680, top1-acc=85.22%, top5-acc=98.92%, remaining_time=0:00:14.005568, arrival_time=2021-04-10 03:09:01.807494, cost_time=0:00:11.891552 2021-04-10 03:08:49,102 INFO : TRAIN, epoch=0011, iter=00100/00196, fetch data time cost=1.95ms, fps=1969 images/s, loss=0.4663, top1-acc=85.30%, top5-acc=98.86%, remaining_time=0:00:12.664800, arrival_time=2021-04-10 03:09:01.767654, cost_time=0:00:13.192534 2021-04-10 03:08:50,395 INFO : TRAIN, epoch=0011, iter=00110/00196, fetch data time cost=1.37ms, fps=1981 images/s, loss=0.4694, top1-acc=85.13%, top5-acc=98.86%, remaining_time=0:00:11.324824, arrival_time=2021-04-10 03:09:01.720456, cost_time=0:00:14.485241 2021-04-10 03:08:51,690 INFO : TRAIN, epoch=0011, iter=00120/00196, fetch data time cost=1.41ms, fps=1977 images/s, loss=0.4712, top1-acc=85.07%, top5-acc=98.88%, remaining_time=0:00:09.994304, arrival_time=2021-04-10 03:09:01.685208, cost_time=0:00:15.780539 2021-04-10 03:08:52,985 INFO : TRAIN, epoch=0011, iter=00130/00196, fetch data time cost=2.14ms, fps=1979 images/s, loss=0.4704, top1-acc=85.08%, top5-acc=98.88%, remaining_time=0:00:08.668704, arrival_time=2021-04-10 03:09:01.653718, cost_time=0:00:17.074658 2021-04-10 03:08:54,275 INFO : TRAIN, epoch=0011, iter=00140/00196, fetch data time cost=1.40ms, fps=1985 images/s, loss=0.4693, top1-acc=85.11%, top5-acc=98.89%, remaining_time=0:00:07.345912, arrival_time=2021-04-10 03:09:01.621002, cost_time=0:00:18.364772 2021-04-10 03:08:55,569 INFO : TRAIN, epoch=0011, iter=00150/00196, fetch data time cost=1.48ms, fps=1978 images/s, loss=0.4694, top1-acc=85.10%, top5-acc=98.90%, remaining_time=0:00:06.028898, arrival_time=2021-04-10 03:09:01.598718, cost_time=0:00:19.659499 2021-04-10 03:08:56,863 INFO : TRAIN, epoch=0011, iter=00160/00196, fetch data time cost=1.40ms, fps=1979 images/s, loss=0.4675, top1-acc=85.15%, top5-acc=98.91%, remaining_time=0:00:04.714524, arrival_time=2021-04-10 03:09:01.578345, cost_time=0:00:20.953499 2021-04-10 03:08:58,157 INFO : TRAIN, epoch=0011, iter=00170/00196, fetch data time cost=1.61ms, fps=1979 images/s, loss=0.4693, top1-acc=85.05%, top5-acc=98.91%, remaining_time=0:00:03.402542, arrival_time=2021-04-10 03:09:01.560368, cost_time=0:00:22.247413 2021-04-10 03:08:59,451 INFO : TRAIN, epoch=0011, iter=00180/00196, fetch data time cost=1.56ms, fps=1980 images/s, loss=0.4700, top1-acc=84.97%, top5-acc=98.90%, remaining_time=0:00:02.092544, arrival_time=2021-04-10 03:09:01.544025, cost_time=0:00:23.541125 2021-04-10 03:09:00,750 INFO : TRAIN, epoch=0011, iter=00190/00196, fetch data time cost=1.46ms, fps=1971 images/s, loss=0.4702, top1-acc=84.99%, top5-acc=98.88%, remaining_time=0:00:00.784422, arrival_time=2021-04-10 03:09:01.534858, cost_time=0:00:24.840122 2021-04-10 03:09:01,452 INFO : TRAIN, epoch=0011, iter=00196/00196, fetch data time cost=1.26ms, fps=1940 images/s, loss=0.4696, top1-acc=85.02%, top5-acc=98.89%, remaining_time=0:00:00, arrival_time=2021-04-10 03:09:01.451979, cost_time=0:00:25.541656 2021-04-10 03:09:01,973 INFO : EVAL, epoch=0011, iter=00010/00040, fetch data time cost=1.80ms, fps=4923 images/s, loss=0.5358, top1-acc=83.01%, top5-acc=98.91%, remaining_time=0:00:01.559820, arrival_time=2021-04-10 03:09:03.532827, cost_time=0:00:00.519943 2021-04-10 03:09:02,391 INFO : EVAL, epoch=0011, iter=00020/00040, fetch data time cost=1.48ms, fps=6128 images/s, loss=0.5291, top1-acc=82.87%, top5-acc=98.81%, remaining_time=0:00:00.938200, arrival_time=2021-04-10 03:09:03.329444, cost_time=0:00:00.938194 2021-04-10 03:09:02,818 INFO : EVAL, epoch=0011, iter=00030/00040, fetch data time cost=1.22ms, fps=5991 images/s, loss=0.5224, top1-acc=83.12%, top5-acc=98.75%, remaining_time=0:00:00.455310, arrival_time=2021-04-10 03:09:03.274261, cost_time=0:00:01.365927 2021-04-10 03:09:03,202 INFO : EVAL, epoch=0011, iter=00040/00040, fetch data time cost=0.09ms, fps=6056 images/s, loss=0.5213, top1-acc=83.01%, top5-acc=98.73%, remaining_time=0:00:00, arrival_time=2021-04-10 03:09:03.202394, cost_time=0:00:01.749387 2021-04-10 03:09:04,741 INFO : Epoch=0011 complete, best val top1-acc=83.01%, top5-acc=98.73% (epoch=11), remaining_time=1:30:33.120063, arrival_time=2021-04-10 04:39:37.861845, cost_time=0:05:16.213334 2021-04-10 03:09:04,742 INFO : Train start, epoch=0012, lr=0.099255 2021-04-10 03:09:06,244 INFO : TRAIN, epoch=0012, iter=00010/00196, fetch data time cost=0.26ms, fps=1704 images/s, loss=0.4093, top1-acc=87.15%, top5-acc=99.06%, remaining_time=0:00:27.936828, arrival_time=2021-04-10 03:09:34.181311, cost_time=0:00:01.501982 2021-04-10 03:09:07,544 INFO : TRAIN, epoch=0012, iter=00020/00196, fetch data time cost=1.58ms, fps=1969 images/s, loss=0.4263, top1-acc=86.09%, top5-acc=99.08%, remaining_time=0:00:24.660240, arrival_time=2021-04-10 03:09:32.205076, cost_time=0:00:02.802301 2021-04-10 03:09:08,848 INFO : TRAIN, epoch=0012, iter=00030/00196, fetch data time cost=1.41ms, fps=1964 images/s, loss=0.4351, top1-acc=86.11%, top5-acc=99.02%, remaining_time=0:00:22.720586, arrival_time=2021-04-10 03:09:31.569224, cost_time=0:00:04.106143 2021-04-10 03:09:10,138 INFO : TRAIN, epoch=0012, iter=00040/00196, fetch data time cost=1.40ms, fps=1985 images/s, loss=0.4411, top1-acc=86.04%, top5-acc=98.97%, remaining_time=0:00:21.044868, arrival_time=2021-04-10 03:09:31.183520, cost_time=0:00:05.396121 2021-04-10 03:09:11,467 INFO : TRAIN, epoch=0012, iter=00050/00196, fetch data time cost=1.56ms, fps=1928 images/s, loss=0.4393, top1-acc=86.12%, top5-acc=98.95%, remaining_time=0:00:19.635394, arrival_time=2021-04-10 03:09:31.102406, cost_time=0:00:06.724448 2021-04-10 03:09:12,759 INFO : TRAIN, epoch=0012, iter=00060/00196, fetch data time cost=1.67ms, fps=1981 images/s, loss=0.4380, top1-acc=86.09%, top5-acc=98.96%, remaining_time=0:00:18.172048, arrival_time=2021-04-10 03:09:30.931627, cost_time=0:00:08.017077 2021-04-10 03:09:14,063 INFO : TRAIN, epoch=0012, iter=00070/00196, fetch data time cost=1.41ms, fps=1964 images/s, loss=0.4441, top1-acc=85.80%, top5-acc=98.92%, remaining_time=0:00:16.777782, arrival_time=2021-04-10 03:09:30.841272, cost_time=0:00:09.321001 2021-04-10 03:09:15,363 INFO : TRAIN, epoch=0012, iter=00080/00196, fetch data time cost=1.91ms, fps=1969 images/s, loss=0.4474, top1-acc=85.62%, top5-acc=98.94%, remaining_time=0:00:15.401088, arrival_time=2021-04-10 03:09:30.764981, cost_time=0:00:10.621400 2021-04-10 03:09:16,657 INFO : TRAIN, epoch=0012, iter=00090/00196, fetch data time cost=1.57ms, fps=1979 images/s, loss=0.4499, top1-acc=85.56%, top5-acc=98.90%, remaining_time=0:00:14.033552, arrival_time=2021-04-10 03:09:30.691313, cost_time=0:00:11.915257 2021-04-10 03:09:17,952 INFO : TRAIN, epoch=0012, iter=00100/00196, fetch data time cost=1.48ms, fps=1979 images/s, loss=0.4489, top1-acc=85.63%, top5-acc=98.90%, remaining_time=0:00:12.681216, arrival_time=2021-04-10 03:09:30.633400, cost_time=0:00:13.209555 2021-04-10 03:09:19,251 INFO : TRAIN, epoch=0012, iter=00110/00196, fetch data time cost=1.81ms, fps=1972 images/s, loss=0.4478, top1-acc=85.71%, top5-acc=98.88%, remaining_time=0:00:11.342970, arrival_time=2021-04-10 03:09:30.593924, cost_time=0:00:14.508464 2021-04-10 03:09:20,544 INFO : TRAIN, epoch=0012, iter=00120/00196, fetch data time cost=1.44ms, fps=1979 images/s, loss=0.4487, top1-acc=85.76%, top5-acc=98.90%, remaining_time=0:00:10.008212, arrival_time=2021-04-10 03:09:30.553097, cost_time=0:00:15.802384 2021-04-10 03:09:21,838 INFO : TRAIN, epoch=0012, iter=00130/00196, fetch data time cost=1.39ms, fps=1980 images/s, loss=0.4485, top1-acc=85.75%, top5-acc=98.91%, remaining_time=0:00:08.679330, arrival_time=2021-04-10 03:09:30.517460, cost_time=0:00:17.095593 2021-04-10 03:09:23,133 INFO : TRAIN, epoch=0012, iter=00140/00196, fetch data time cost=1.39ms, fps=1977 images/s, loss=0.4479, top1-acc=85.76%, top5-acc=98.90%, remaining_time=0:00:07.356440, arrival_time=2021-04-10 03:09:30.490048, cost_time=0:00:18.391059 2021-04-10 03:09:24,428 INFO : TRAIN, epoch=0012, iter=00150/00196, fetch data time cost=1.53ms, fps=1977 images/s, loss=0.4494, top1-acc=85.76%, top5-acc=98.90%, remaining_time=0:00:06.037132, arrival_time=2021-04-10 03:09:30.465938, cost_time=0:00:19.686243 2021-04-10 03:09:25,731 INFO : TRAIN, epoch=0012, iter=00160/00196, fetch data time cost=1.93ms, fps=1966 images/s, loss=0.4507, top1-acc=85.67%, top5-acc=98.90%, remaining_time=0:00:04.722516, arrival_time=2021-04-10 03:09:30.454012, cost_time=0:00:20.988961 2021-04-10 03:09:27,024 INFO : TRAIN, epoch=0012, iter=00170/00196, fetch data time cost=1.53ms, fps=1980 images/s, loss=0.4532, top1-acc=85.60%, top5-acc=98.90%, remaining_time=0:00:03.407898, arrival_time=2021-04-10 03:09:30.432848, cost_time=0:00:22.282459 2021-04-10 03:09:28,325 INFO : TRAIN, epoch=0012, iter=00180/00196, fetch data time cost=1.39ms, fps=1968 images/s, loss=0.4542, top1-acc=85.53%, top5-acc=98.89%, remaining_time=0:00:02.096288, arrival_time=2021-04-10 03:09:30.422101, cost_time=0:00:23.583320 2021-04-10 03:09:29,615 INFO : TRAIN, epoch=0012, iter=00190/00196, fetch data time cost=1.35ms, fps=1986 images/s, loss=0.4532, top1-acc=85.58%, top5-acc=98.90%, remaining_time=0:00:00.785454, arrival_time=2021-04-10 03:09:30.400638, cost_time=0:00:24.872678 2021-04-10 03:09:30,315 INFO : TRAIN, epoch=0012, iter=00196/00196, fetch data time cost=1.25ms, fps=1944 images/s, loss=0.4548, top1-acc=85.56%, top5-acc=98.89%, remaining_time=0:00:00, arrival_time=2021-04-10 03:09:30.315105, cost_time=0:00:25.572610 2021-04-10 03:09:30,844 INFO : EVAL, epoch=0012, iter=00010/00040, fetch data time cost=0.31ms, fps=4847 images/s, loss=0.8774, top1-acc=73.67%, top5-acc=95.66%, remaining_time=0:00:01.584390, arrival_time=2021-04-10 03:09:32.428694, cost_time=0:00:00.528130 2021-04-10 03:09:31,269 INFO : EVAL, epoch=0012, iter=00020/00040, fetch data time cost=1.47ms, fps=6026 images/s, loss=0.8684, top1-acc=74.02%, top5-acc=95.47%, remaining_time=0:00:00.953320, arrival_time=2021-04-10 03:09:32.222805, cost_time=0:00:00.953310 2021-04-10 03:09:31,700 INFO : EVAL, epoch=0012, iter=00030/00040, fetch data time cost=1.87ms, fps=5946 images/s, loss=0.8807, top1-acc=73.98%, top5-acc=95.26%, remaining_time=0:00:00.461400, arrival_time=2021-04-10 03:09:32.161932, cost_time=0:00:01.384213 2021-04-10 03:09:32,087 INFO : EVAL, epoch=0012, iter=00040/00040, fetch data time cost=0.09ms, fps=6000 images/s, loss=0.8859, top1-acc=73.86%, top5-acc=95.12%, remaining_time=0:00:00, arrival_time=2021-04-10 03:09:32.087802, cost_time=0:00:01.771658 2021-04-10 03:09:32,879 INFO : Epoch=0012 complete, best val top1-acc=83.01%, top5-acc=98.73% (epoch=11), remaining_time=1:29:54.832772, arrival_time=2021-04-10 04:39:27.712272, cost_time=0:05:44.351026 2021-04-10 03:09:32,880 INFO : Train start, epoch=0013, lr=0.099114 2021-04-10 03:09:34,359 INFO : TRAIN, epoch=0013, iter=00010/00196, fetch data time cost=0.41ms, fps=1730 images/s, loss=0.4417, top1-acc=85.82%, top5-acc=98.71%, remaining_time=0:00:27.516468, arrival_time=2021-04-10 03:10:01.876380, cost_time=0:00:01.479382 2021-04-10 03:09:35,654 INFO : TRAIN, epoch=0013, iter=00020/00196, fetch data time cost=1.76ms, fps=1978 images/s, loss=0.4398, top1-acc=85.45%, top5-acc=98.89%, remaining_time=0:00:24.412432, arrival_time=2021-04-10 03:10:00.067113, cost_time=0:00:02.774144 2021-04-10 03:09:36,952 INFO : TRAIN, epoch=0013, iter=00030/00196, fetch data time cost=1.47ms, fps=1973 images/s, loss=0.4362, top1-acc=85.39%, top5-acc=98.98%, remaining_time=0:00:22.533338, arrival_time=2021-04-10 03:09:59.486160, cost_time=0:00:04.072291 2021-04-10 03:09:38,248 INFO : TRAIN, epoch=0013, iter=00040/00196, fetch data time cost=1.36ms, fps=1977 images/s, loss=0.4389, top1-acc=85.59%, top5-acc=98.98%, remaining_time=0:00:20.933172, arrival_time=2021-04-10 03:09:59.181209, cost_time=0:00:05.367490 2021-04-10 03:09:39,558 INFO : TRAIN, epoch=0013, iter=00050/00196, fetch data time cost=1.53ms, fps=1954 images/s, loss=0.4461, top1-acc=85.49%, top5-acc=98.92%, remaining_time=0:00:19.500490, arrival_time=2021-04-10 03:09:59.059318, cost_time=0:00:06.678235 2021-04-10 03:09:40,852 INFO : TRAIN, epoch=0013, iter=00060/00196, fetch data time cost=1.33ms, fps=1980 images/s, loss=0.4375, top1-acc=85.79%, top5-acc=98.96%, remaining_time=0:00:18.068960, arrival_time=2021-04-10 03:09:58.921102, cost_time=0:00:07.971616 2021-04-10 03:09:42,147 INFO : TRAIN, epoch=0013, iter=00070/00196, fetch data time cost=2.09ms, fps=1977 images/s, loss=0.4354, top1-acc=85.91%, top5-acc=99.01%, remaining_time=0:00:16.680636, arrival_time=2021-04-10 03:09:58.828201, cost_time=0:00:09.267040 2021-04-10 03:09:43,450 INFO : TRAIN, epoch=0013, iter=00080/00196, fetch data time cost=1.85ms, fps=1965 images/s, loss=0.4366, top1-acc=85.95%, top5-acc=99.00%, remaining_time=0:00:15.326500, arrival_time=2021-04-10 03:09:58.777081, cost_time=0:00:10.570039 2021-04-10 03:09:44,744 INFO : TRAIN, epoch=0013, iter=00090/00196, fetch data time cost=1.97ms, fps=1979 images/s, loss=0.4378, top1-acc=85.99%, top5-acc=99.01%, remaining_time=0:00:13.973344, arrival_time=2021-04-10 03:09:58.718146, cost_time=0:00:11.864195 2021-04-10 03:09:46,042 INFO : TRAIN, epoch=0013, iter=00100/00196, fetch data time cost=1.51ms, fps=1973 images/s, loss=0.4348, top1-acc=86.10%, top5-acc=99.01%, remaining_time=0:00:12.635616, arrival_time=2021-04-10 03:09:58.678220, cost_time=0:00:13.162072 2021-04-10 03:09:47,345 INFO : TRAIN, epoch=0013, iter=00110/00196, fetch data time cost=1.65ms, fps=1965 images/s, loss=0.4342, top1-acc=86.17%, top5-acc=99.01%, remaining_time=0:00:11.309000, arrival_time=2021-04-10 03:09:58.654589, cost_time=0:00:14.465006 2021-04-10 03:09:48,649 INFO : TRAIN, epoch=0013, iter=00120/00196, fetch data time cost=1.39ms, fps=1964 images/s, loss=0.4360, top1-acc=86.08%, top5-acc=99.01%, remaining_time=0:00:09.987008, arrival_time=2021-04-10 03:09:58.636443, cost_time=0:00:15.768905 2021-04-10 03:09:49,946 INFO : TRAIN, epoch=0013, iter=00130/00196, fetch data time cost=2.00ms, fps=1975 images/s, loss=0.4379, top1-acc=86.03%, top5-acc=98.97%, remaining_time=0:00:08.664084, arrival_time=2021-04-10 03:09:58.610344, cost_time=0:00:17.065679 2021-04-10 03:09:51,246 INFO : TRAIN, epoch=0013, iter=00140/00196, fetch data time cost=1.32ms, fps=1970 images/s, loss=0.4374, top1-acc=86.04%, top5-acc=98.95%, remaining_time=0:00:07.346304, arrival_time=2021-04-10 03:09:58.592620, cost_time=0:00:18.365781 2021-04-10 03:09:52,540 INFO : TRAIN, epoch=0013, iter=00150/00196, fetch data time cost=1.46ms, fps=1979 images/s, loss=0.4375, top1-acc=86.05%, top5-acc=98.94%, remaining_time=0:00:06.028944, arrival_time=2021-04-10 03:09:58.569285, cost_time=0:00:19.659666 2021-04-10 03:09:53,837 INFO : TRAIN, epoch=0013, iter=00160/00196, fetch data time cost=1.51ms, fps=1975 images/s, loss=0.4356, top1-acc=86.11%, top5-acc=98.94%, remaining_time=0:00:04.715244, arrival_time=2021-04-10 03:09:58.552365, cost_time=0:00:20.956585 2021-04-10 03:09:55,138 INFO : TRAIN, epoch=0013, iter=00170/00196, fetch data time cost=1.43ms, fps=1968 images/s, loss=0.4365, top1-acc=86.09%, top5-acc=98.95%, remaining_time=0:00:03.404128, arrival_time=2021-04-10 03:09:58.542460, cost_time=0:00:22.257761 2021-04-10 03:09:56,435 INFO : TRAIN, epoch=0013, iter=00180/00196, fetch data time cost=2.15ms, fps=1974 images/s, loss=0.4380, top1-acc=86.04%, top5-acc=98.94%, remaining_time=0:00:02.093808, arrival_time=2021-04-10 03:09:58.529599, cost_time=0:00:23.555256 2021-04-10 03:09:57,732 INFO : TRAIN, epoch=0013, iter=00190/00196, fetch data time cost=1.29ms, fps=1976 images/s, loss=0.4367, top1-acc=86.05%, top5-acc=98.95%, remaining_time=0:00:00.784782, arrival_time=2021-04-10 03:09:58.516804, cost_time=0:00:24.851433 2021-04-10 03:09:58,436 INFO : TRAIN, epoch=0013, iter=00196/00196, fetch data time cost=1.52ms, fps=1933 images/s, loss=0.4371, top1-acc=86.06%, top5-acc=98.96%, remaining_time=0:00:00, arrival_time=2021-04-10 03:09:58.436307, cost_time=0:00:25.555740 2021-04-10 03:09:58,957 INFO : EVAL, epoch=0013, iter=00010/00040, fetch data time cost=1.31ms, fps=4925 images/s, loss=0.7824, top1-acc=77.58%, top5-acc=97.77%, remaining_time=0:00:01.559220, arrival_time=2021-04-10 03:10:00.516429, cost_time=0:00:00.519737 2021-04-10 03:09:59,381 INFO : EVAL, epoch=0013, iter=00020/00040, fetch data time cost=2.00ms, fps=6045 images/s, loss=0.8093, top1-acc=76.84%, top5-acc=97.83%, remaining_time=0:00:00.943600, arrival_time=2021-04-10 03:10:00.324725, cost_time=0:00:00.943610 2021-04-10 03:09:59,806 INFO : EVAL, epoch=0013, iter=00030/00040, fetch data time cost=1.71ms, fps=6024 images/s, loss=0.8306, top1-acc=76.74%, top5-acc=97.71%, remaining_time=0:00:00.456340, arrival_time=2021-04-10 03:10:00.262875, cost_time=0:00:01.369024 2021-04-10 03:10:00,195 INFO : EVAL, epoch=0013, iter=00040/00040, fetch data time cost=0.09ms, fps=5972 images/s, loss=0.8377, top1-acc=76.65%, top5-acc=97.72%, remaining_time=0:00:00, arrival_time=2021-04-10 03:10:00.195443, cost_time=0:00:01.757990 2021-04-10 03:10:00,936 INFO : Epoch=0013 complete, best val top1-acc=83.01%, top5-acc=98.73% (epoch=11), remaining_time=1:29:16.946738, arrival_time=2021-04-10 04:39:17.883234, cost_time=0:06:12.408057 2021-04-10 03:10:00,937 INFO : Train start, epoch=0014, lr=0.098961 2021-04-10 03:10:02,412 INFO : TRAIN, epoch=0014, iter=00010/00196, fetch data time cost=1.96ms, fps=1736 images/s, loss=0.4356, top1-acc=86.60%, top5-acc=99.10%, remaining_time=0:00:27.430536, arrival_time=2021-04-10 03:10:29.842658, cost_time=0:00:01.474763 2021-04-10 03:10:03,703 INFO : TRAIN, epoch=0014, iter=00020/00196, fetch data time cost=1.58ms, fps=1984 images/s, loss=0.4258, top1-acc=86.78%, top5-acc=99.20%, remaining_time=0:00:24.338688, arrival_time=2021-04-10 03:10:28.041680, cost_time=0:00:02.765767 2021-04-10 03:10:04,994 INFO : TRAIN, epoch=0014, iter=00030/00196, fetch data time cost=1.56ms, fps=1983 images/s, loss=0.4159, top1-acc=86.90%, top5-acc=99.22%, remaining_time=0:00:22.449840, arrival_time=2021-04-10 03:10:27.444240, cost_time=0:00:04.057187 2021-04-10 03:10:06,287 INFO : TRAIN, epoch=0014, iter=00040/00196, fetch data time cost=1.43ms, fps=1980 images/s, loss=0.4085, top1-acc=87.07%, top5-acc=99.19%, remaining_time=0:00:20.866092, arrival_time=2021-04-10 03:10:27.153611, cost_time=0:00:05.350298 2021-04-10 03:10:07,583 INFO : TRAIN, epoch=0014, iter=00050/00196, fetch data time cost=1.58ms, fps=1976 images/s, loss=0.4135, top1-acc=86.84%, top5-acc=99.16%, remaining_time=0:00:19.407342, arrival_time=2021-04-10 03:10:26.990931, cost_time=0:00:06.646356 2021-04-10 03:10:08,886 INFO : TRAIN, epoch=0014, iter=00060/00196, fetch data time cost=1.53ms, fps=1966 images/s, loss=0.4137, top1-acc=86.84%, top5-acc=99.14%, remaining_time=0:00:18.017688, arrival_time=2021-04-10 03:10:26.903924, cost_time=0:00:07.948971 2021-04-10 03:10:10,184 INFO : TRAIN, epoch=0014, iter=00070/00196, fetch data time cost=1.93ms, fps=1973 images/s, loss=0.4132, top1-acc=86.84%, top5-acc=99.16%, remaining_time=0:00:16.644852, arrival_time=2021-04-10 03:10:26.829213, cost_time=0:00:09.247144 2021-04-10 03:10:11,481 INFO : TRAIN, epoch=0014, iter=00080/00196, fetch data time cost=1.54ms, fps=1974 images/s, loss=0.4087, top1-acc=87.02%, top5-acc=99.15%, remaining_time=0:00:15.289032, arrival_time=2021-04-10 03:10:26.770418, cost_time=0:00:10.544164 2021-04-10 03:10:12,776 INFO : TRAIN, epoch=0014, iter=00090/00196, fetch data time cost=1.36ms, fps=1977 images/s, loss=0.4104, top1-acc=86.91%, top5-acc=99.16%, remaining_time=0:00:13.944300, arrival_time=2021-04-10 03:10:26.721028, cost_time=0:00:11.839514 2021-04-10 03:10:14,066 INFO : TRAIN, epoch=0014, iter=00100/00196, fetch data time cost=1.47ms, fps=1986 images/s, loss=0.4116, top1-acc=86.87%, top5-acc=99.12%, remaining_time=0:00:12.603840, arrival_time=2021-04-10 03:10:26.670106, cost_time=0:00:13.129046 2021-04-10 03:10:15,361 INFO : TRAIN, epoch=0014, iter=00110/00196, fetch data time cost=1.62ms, fps=1976 images/s, loss=0.4138, top1-acc=86.82%, top5-acc=99.10%, remaining_time=0:00:11.277524, arrival_time=2021-04-10 03:10:26.639475, cost_time=0:00:14.424739 2021-04-10 03:10:16,647 INFO : TRAIN, epoch=0014, iter=00120/00196, fetch data time cost=1.40ms, fps=1992 images/s, loss=0.4158, top1-acc=86.76%, top5-acc=99.10%, remaining_time=0:00:09.949844, arrival_time=2021-04-10 03:10:26.597332, cost_time=0:00:15.710268 2021-04-10 03:10:17,934 INFO : TRAIN, epoch=0014, iter=00130/00196, fetch data time cost=2.20ms, fps=1990 images/s, loss=0.4174, top1-acc=86.75%, top5-acc=99.09%, remaining_time=0:00:08.629368, arrival_time=2021-04-10 03:10:26.563986, cost_time=0:00:16.997299 2021-04-10 03:10:19,238 INFO : TRAIN, epoch=0014, iter=00140/00196, fetch data time cost=1.56ms, fps=1964 images/s, loss=0.4182, top1-acc=86.73%, top5-acc=99.08%, remaining_time=0:00:07.320488, arrival_time=2021-04-10 03:10:26.558866, cost_time=0:00:18.301161 2021-04-10 03:10:20,531 INFO : TRAIN, epoch=0014, iter=00150/00196, fetch data time cost=1.49ms, fps=1980 images/s, loss=0.4210, top1-acc=86.58%, top5-acc=99.07%, remaining_time=0:00:06.008888, arrival_time=2021-04-10 03:10:26.540322, cost_time=0:00:19.594167 2021-04-10 03:10:21,825 INFO : TRAIN, epoch=0014, iter=00160/00196, fetch data time cost=1.95ms, fps=1979 images/s, loss=0.4204, top1-acc=86.54%, top5-acc=99.08%, remaining_time=0:00:04.699908, arrival_time=2021-04-10 03:10:26.525667, cost_time=0:00:20.888550 2021-04-10 03:10:23,127 INFO : TRAIN, epoch=0014, iter=00170/00196, fetch data time cost=1.87ms, fps=1968 images/s, loss=0.4215, top1-acc=86.51%, top5-acc=99.08%, remaining_time=0:00:03.393702, arrival_time=2021-04-10 03:10:26.520672, cost_time=0:00:22.189578 2021-04-10 03:10:24,423 INFO : TRAIN, epoch=0014, iter=00180/00196, fetch data time cost=1.44ms, fps=1976 images/s, loss=0.4211, top1-acc=86.53%, top5-acc=99.07%, remaining_time=0:00:02.087648, arrival_time=2021-04-10 03:10:26.510954, cost_time=0:00:23.486085 2021-04-10 03:10:25,718 INFO : TRAIN, epoch=0014, iter=00190/00196, fetch data time cost=2.24ms, fps=1976 images/s, loss=0.4217, top1-acc=86.51%, top5-acc=99.05%, remaining_time=0:00:00.782580, arrival_time=2021-04-10 03:10:26.501521, cost_time=0:00:24.781714 2021-04-10 03:10:26,415 INFO : TRAIN, epoch=0014, iter=00196/00196, fetch data time cost=1.42ms, fps=1954 images/s, loss=0.4220, top1-acc=86.49%, top5-acc=99.05%, remaining_time=0:00:00, arrival_time=2021-04-10 03:10:26.415432, cost_time=0:00:25.478220 2021-04-10 03:10:26,962 INFO : EVAL, epoch=0014, iter=00010/00040, fetch data time cost=0.22ms, fps=4686 images/s, loss=0.5567, top1-acc=83.20%, top5-acc=98.09%, remaining_time=0:00:01.638810, arrival_time=2021-04-10 03:10:28.601547, cost_time=0:00:00.546273 2021-04-10 03:10:27,388 INFO : EVAL, epoch=0014, iter=00020/00040, fetch data time cost=0.21ms, fps=6022 images/s, loss=0.5496, top1-acc=82.93%, top5-acc=98.20%, remaining_time=0:00:00.971700, arrival_time=2021-04-10 03:10:28.359871, cost_time=0:00:00.971700 2021-04-10 03:10:27,816 INFO : EVAL, epoch=0014, iter=00030/00040, fetch data time cost=1.42ms, fps=5989 images/s, loss=0.5690, top1-acc=82.40%, top5-acc=98.01%, remaining_time=0:00:00.466520, arrival_time=2021-04-10 03:10:28.282594, cost_time=0:00:01.399546 2021-04-10 03:10:28,201 INFO : EVAL, epoch=0014, iter=00040/00040, fetch data time cost=0.08ms, fps=6028 images/s, loss=0.5885, top1-acc=82.12%, top5-acc=97.97%, remaining_time=0:00:00, arrival_time=2021-04-10 03:10:28.201358, cost_time=0:00:01.784920 2021-04-10 03:10:29,668 INFO : Epoch=0014 complete, best val top1-acc=83.01%, top5-acc=98.73% (epoch=11), remaining_time=1:28:49.426380, arrival_time=2021-04-10 04:39:19.094468, cost_time=0:06:41.139620 2021-04-10 03:10:29,668 INFO : Train start, epoch=0015, lr=0.098796 2021-04-10 03:10:31,163 INFO : TRAIN, epoch=0015, iter=00010/00196, fetch data time cost=0.28ms, fps=1713 images/s, loss=0.4011, top1-acc=87.03%, top5-acc=99.34%, remaining_time=0:00:27.794910, arrival_time=2021-04-10 03:10:58.958197, cost_time=0:00:01.494346 2021-04-10 03:10:32,460 INFO : TRAIN, epoch=0015, iter=00020/00196, fetch data time cost=1.42ms, fps=1975 images/s, loss=0.4140, top1-acc=86.70%, top5-acc=99.14%, remaining_time=0:00:24.562736, arrival_time=2021-04-10 03:10:57.022857, cost_time=0:00:02.791214 2021-04-10 03:10:33,758 INFO : TRAIN, epoch=0015, iter=00030/00196, fetch data time cost=1.66ms, fps=1973 images/s, loss=0.4084, top1-acc=86.76%, top5-acc=99.15%, remaining_time=0:00:22.626464, arrival_time=2021-04-10 03:10:56.384509, cost_time=0:00:04.089134 2021-04-10 03:10:35,053 INFO : TRAIN, epoch=0015, iter=00040/00196, fetch data time cost=1.36ms, fps=1977 images/s, loss=0.3943, top1-acc=87.12%, top5-acc=99.20%, remaining_time=0:00:20.999628, arrival_time=2021-04-10 03:10:56.053014, cost_time=0:00:05.384524 2021-04-10 03:10:36,364 INFO : TRAIN, epoch=0015, iter=00050/00196, fetch data time cost=2.18ms, fps=1954 images/s, loss=0.3957, top1-acc=87.08%, top5-acc=99.23%, remaining_time=0:00:19.549400, arrival_time=2021-04-10 03:10:55.913566, cost_time=0:00:06.694996 2021-04-10 03:10:37,660 INFO : TRAIN, epoch=0015, iter=00060/00196, fetch data time cost=1.57ms, fps=1977 images/s, loss=0.4002, top1-acc=86.95%, top5-acc=99.28%, remaining_time=0:00:18.113296, arrival_time=2021-04-10 03:10:55.773401, cost_time=0:00:07.991179 2021-04-10 03:10:38,956 INFO : TRAIN, epoch=0015, iter=00070/00196, fetch data time cost=1.96ms, fps=1975 images/s, loss=0.4035, top1-acc=86.96%, top5-acc=99.25%, remaining_time=0:00:16.718184, arrival_time=2021-04-10 03:10:55.674931, cost_time=0:00:09.287884 2021-04-10 03:10:40,250 INFO : TRAIN, epoch=0015, iter=00080/00196, fetch data time cost=1.62ms, fps=1980 images/s, loss=0.4056, top1-acc=86.91%, top5-acc=99.24%, remaining_time=0:00:15.342856, arrival_time=2021-04-10 03:10:55.593014, cost_time=0:00:10.581297 2021-04-10 03:10:41,549 INFO : TRAIN, epoch=0015, iter=00090/00196, fetch data time cost=1.86ms, fps=1971 images/s, loss=0.4091, top1-acc=86.85%, top5-acc=99.20%, remaining_time=0:00:13.992636, arrival_time=2021-04-10 03:10:55.542094, cost_time=0:00:11.880558 2021-04-10 03:10:42,862 INFO : TRAIN, epoch=0015, iter=00100/00196, fetch data time cost=1.91ms, fps=1951 images/s, loss=0.4062, top1-acc=86.86%, top5-acc=99.19%, remaining_time=0:00:12.665376, arrival_time=2021-04-10 03:10:55.527380, cost_time=0:00:13.193067 2021-04-10 03:10:44,158 INFO : TRAIN, epoch=0015, iter=00110/00196, fetch data time cost=1.38ms, fps=1975 images/s, loss=0.4067, top1-acc=86.86%, top5-acc=99.20%, remaining_time=0:00:11.328522, arrival_time=2021-04-10 03:10:55.487339, cost_time=0:00:14.489941 2021-04-10 03:10:45,452 INFO : TRAIN, epoch=0015, iter=00120/00196, fetch data time cost=1.55ms, fps=1980 images/s, loss=0.4091, top1-acc=86.81%, top5-acc=99.19%, remaining_time=0:00:09.995976, arrival_time=2021-04-10 03:10:55.447989, cost_time=0:00:15.783153 2021-04-10 03:10:46,751 INFO : TRAIN, epoch=0015, iter=00130/00196, fetch data time cost=1.57ms, fps=1971 images/s, loss=0.4096, top1-acc=86.84%, top5-acc=99.18%, remaining_time=0:00:08.672598, arrival_time=2021-04-10 03:10:55.423856, cost_time=0:00:17.082394 2021-04-10 03:10:48,046 INFO : TRAIN, epoch=0015, iter=00140/00196, fetch data time cost=1.47ms, fps=1978 images/s, loss=0.4086, top1-acc=86.88%, top5-acc=99.19%, remaining_time=0:00:07.350896, arrival_time=2021-04-10 03:10:55.397006, cost_time=0:00:18.377208 2021-04-10 03:10:49,343 INFO : TRAIN, epoch=0015, iter=00150/00196, fetch data time cost=1.31ms, fps=1975 images/s, loss=0.4089, top1-acc=86.89%, top5-acc=99.15%, remaining_time=0:00:06.033406, arrival_time=2021-04-10 03:10:55.376545, cost_time=0:00:19.674148 2021-04-10 03:10:50,635 INFO : TRAIN, epoch=0015, iter=00160/00196, fetch data time cost=1.59ms, fps=1982 images/s, loss=0.4075, top1-acc=86.93%, top5-acc=99.16%, remaining_time=0:00:04.717440, arrival_time=2021-04-10 03:10:55.352686, cost_time=0:00:20.966332 2021-04-10 03:10:51,941 INFO : TRAIN, epoch=0015, iter=00170/00196, fetch data time cost=1.52ms, fps=1961 images/s, loss=0.4066, top1-acc=86.95%, top5-acc=99.16%, remaining_time=0:00:03.406416, arrival_time=2021-04-10 03:10:55.347964, cost_time=0:00:22.272684 2021-04-10 03:10:53,232 INFO : TRAIN, epoch=0015, iter=00180/00196, fetch data time cost=1.42ms, fps=1984 images/s, loss=0.4060, top1-acc=86.97%, top5-acc=99.14%, remaining_time=0:00:02.094528, arrival_time=2021-04-10 03:10:55.326758, cost_time=0:00:23.563366 2021-04-10 03:10:54,526 INFO : TRAIN, epoch=0015, iter=00190/00196, fetch data time cost=1.31ms, fps=1978 images/s, loss=0.4074, top1-acc=86.93%, top5-acc=99.14%, remaining_time=0:00:00.784986, arrival_time=2021-04-10 03:10:55.311879, cost_time=0:00:24.857974 2021-04-10 03:10:55,227 INFO : TRAIN, epoch=0015, iter=00196/00196, fetch data time cost=1.27ms, fps=1942 images/s, loss=0.4073, top1-acc=86.95%, top5-acc=99.14%, remaining_time=0:00:00, arrival_time=2021-04-10 03:10:55.227808, cost_time=0:00:25.558881 2021-04-10 03:10:55,728 INFO : EVAL, epoch=0015, iter=00010/00040, fetch data time cost=1.36ms, fps=5126 images/s, loss=0.5757, top1-acc=82.15%, top5-acc=98.20%, remaining_time=0:00:01.498200, arrival_time=2021-04-10 03:10:57.226609, cost_time=0:00:00.499397 2021-04-10 03:10:56,159 INFO : EVAL, epoch=0015, iter=00020/00040, fetch data time cost=1.51ms, fps=5945 images/s, loss=0.5784, top1-acc=82.42%, top5-acc=98.22%, remaining_time=0:00:00.930380, arrival_time=2021-04-10 03:10:57.089782, cost_time=0:00:00.930381 2021-04-10 03:10:56,584 INFO : EVAL, epoch=0015, iter=00030/00040, fetch data time cost=1.78ms, fps=6028 images/s, loss=0.5786, top1-acc=82.43%, top5-acc=98.16%, remaining_time=0:00:00.451800, arrival_time=2021-04-10 03:10:57.036374, cost_time=0:00:01.355414 2021-04-10 03:10:56,971 INFO : EVAL, epoch=0015, iter=00040/00040, fetch data time cost=0.08ms, fps=6011 images/s, loss=0.5789, top1-acc=82.62%, top5-acc=98.24%, remaining_time=0:00:00, arrival_time=2021-04-10 03:10:56.971114, cost_time=0:00:01.742126 2021-04-10 03:10:57,921 INFO : Epoch=0015 complete, best val top1-acc=83.01%, top5-acc=98.73% (epoch=11), remaining_time=1:28:15.851810, arrival_time=2021-04-10 04:39:13.773676, cost_time=0:07:09.393394 2021-04-10 03:10:57,922 INFO : Train start, epoch=0016, lr=0.098618 2021-04-10 03:10:59,402 INFO : TRAIN, epoch=0016, iter=00010/00196, fetch data time cost=1.52ms, fps=1730 images/s, loss=0.3952, top1-acc=87.73%, top5-acc=99.18%, remaining_time=0:00:27.517956, arrival_time=2021-04-10 03:11:26.920619, cost_time=0:00:01.479462 2021-04-10 03:11:00,696 INFO : TRAIN, epoch=0016, iter=00020/00196, fetch data time cost=1.54ms, fps=1979 images/s, loss=0.4020, top1-acc=87.58%, top5-acc=99.08%, remaining_time=0:00:24.409968, arrival_time=2021-04-10 03:11:25.106870, cost_time=0:00:02.773854 2021-04-10 03:11:01,990 INFO : TRAIN, epoch=0016, iter=00030/00196, fetch data time cost=2.31ms, fps=1979 images/s, loss=0.4176, top1-acc=86.84%, top5-acc=99.02%, remaining_time=0:00:22.506944, arrival_time=2021-04-10 03:11:24.497659, cost_time=0:00:04.067516 2021-04-10 03:11:03,299 INFO : TRAIN, epoch=0016, iter=00040/00196, fetch data time cost=2.11ms, fps=1957 images/s, loss=0.4063, top1-acc=87.26%, top5-acc=99.07%, remaining_time=0:00:20.967180, arrival_time=2021-04-10 03:11:24.266412, cost_time=0:00:05.376184 2021-04-10 03:11:04,607 INFO : TRAIN, epoch=0016, iter=00050/00196, fetch data time cost=2.03ms, fps=1958 images/s, loss=0.4032, top1-acc=87.27%, top5-acc=99.07%, remaining_time=0:00:19.518010, arrival_time=2021-04-10 03:11:24.125495, cost_time=0:00:06.684259 2021-04-10 03:11:05,907 INFO : TRAIN, epoch=0016, iter=00060/00196, fetch data time cost=1.44ms, fps=1970 images/s, loss=0.3971, top1-acc=87.34%, top5-acc=99.10%, remaining_time=0:00:18.098064, arrival_time=2021-04-10 03:11:24.005566, cost_time=0:00:07.984450 2021-04-10 03:11:07,207 INFO : TRAIN, epoch=0016, iter=00070/00196, fetch data time cost=2.26ms, fps=1970 images/s, loss=0.4017, top1-acc=87.22%, top5-acc=99.11%, remaining_time=0:00:16.711506, arrival_time=2021-04-10 03:11:23.918770, cost_time=0:00:09.284143 2021-04-10 03:11:08,516 INFO : TRAIN, epoch=0016, iter=00080/00196, fetch data time cost=1.91ms, fps=1956 images/s, loss=0.4024, top1-acc=87.14%, top5-acc=99.11%, remaining_time=0:00:15.360604, arrival_time=2021-04-10 03:11:23.877252, cost_time=0:00:10.593520 2021-04-10 03:11:09,809 INFO : TRAIN, epoch=0016, iter=00090/00196, fetch data time cost=1.49ms, fps=1981 images/s, loss=0.4060, top1-acc=87.05%, top5-acc=99.10%, remaining_time=0:00:13.999632, arrival_time=2021-04-10 03:11:23.809193, cost_time=0:00:11.886506 2021-04-10 03:11:11,105 INFO : TRAIN, epoch=0016, iter=00100/00196, fetch data time cost=1.52ms, fps=1975 images/s, loss=0.4050, top1-acc=87.08%, top5-acc=99.10%, remaining_time=0:00:12.655488, arrival_time=2021-04-10 03:11:23.761337, cost_time=0:00:13.182802 2021-04-10 03:11:12,402 INFO : TRAIN, epoch=0016, iter=00110/00196, fetch data time cost=1.40ms, fps=1975 images/s, loss=0.4035, top1-acc=87.09%, top5-acc=99.09%, remaining_time=0:00:11.320352, arrival_time=2021-04-10 03:11:23.722880, cost_time=0:00:14.479473 2021-04-10 03:11:13,692 INFO : TRAIN, epoch=0016, iter=00120/00196, fetch data time cost=1.42ms, fps=1985 images/s, loss=0.4029, top1-acc=87.12%, top5-acc=99.09%, remaining_time=0:00:09.987464, arrival_time=2021-04-10 03:11:23.680278, cost_time=0:00:15.769628 2021-04-10 03:11:14,985 INFO : TRAIN, epoch=0016, iter=00130/00196, fetch data time cost=1.61ms, fps=1982 images/s, loss=0.4043, top1-acc=87.12%, top5-acc=99.07%, remaining_time=0:00:08.662368, arrival_time=2021-04-10 03:11:23.647652, cost_time=0:00:17.062235 2021-04-10 03:11:16,276 INFO : TRAIN, epoch=0016, iter=00140/00196, fetch data time cost=1.62ms, fps=1983 images/s, loss=0.4047, top1-acc=87.14%, top5-acc=99.09%, remaining_time=0:00:07.341432, arrival_time=2021-04-10 03:11:23.618001, cost_time=0:00:18.353515 2021-04-10 03:11:17,570 INFO : TRAIN, epoch=0016, iter=00150/00196, fetch data time cost=1.52ms, fps=1979 images/s, loss=0.4028, top1-acc=87.20%, top5-acc=99.09%, remaining_time=0:00:06.025172, arrival_time=2021-04-10 03:11:23.595535, cost_time=0:00:19.647316 2021-04-10 03:11:18,860 INFO : TRAIN, epoch=0016, iter=00160/00196, fetch data time cost=1.82ms, fps=1984 images/s, loss=0.4020, top1-acc=87.23%, top5-acc=99.06%, remaining_time=0:00:04.710996, arrival_time=2021-04-10 03:11:23.571853, cost_time=0:00:20.937798 2021-04-10 03:11:20,160 INFO : TRAIN, epoch=0016, iter=00170/00196, fetch data time cost=1.41ms, fps=1970 images/s, loss=0.4014, top1-acc=87.24%, top5-acc=99.07%, remaining_time=0:00:03.401060, arrival_time=2021-04-10 03:11:23.561785, cost_time=0:00:22.237681 2021-04-10 03:11:21,453 INFO : TRAIN, epoch=0016, iter=00180/00196, fetch data time cost=1.50ms, fps=1981 images/s, loss=0.4028, top1-acc=87.18%, top5-acc=99.06%, remaining_time=0:00:02.091584, arrival_time=2021-04-10 03:11:23.545042, cost_time=0:00:23.530325 2021-04-10 03:11:22,745 INFO : TRAIN, epoch=0016, iter=00190/00196, fetch data time cost=1.30ms, fps=1982 images/s, loss=0.4009, top1-acc=87.23%, top5-acc=99.08%, remaining_time=0:00:00.783864, arrival_time=2021-04-10 03:11:23.529207, cost_time=0:00:24.822294 2021-04-10 03:11:23,451 INFO : TRAIN, epoch=0016, iter=00196/00196, fetch data time cost=1.44ms, fps=1927 images/s, loss=0.4007, top1-acc=87.23%, top5-acc=99.10%, remaining_time=0:00:00, arrival_time=2021-04-10 03:11:23.451577, cost_time=0:00:25.528531 2021-04-10 03:11:23,997 INFO : EVAL, epoch=0016, iter=00010/00040, fetch data time cost=0.37ms, fps=4703 images/s, loss=0.7000, top1-acc=78.63%, top5-acc=97.97%, remaining_time=0:00:01.633020, arrival_time=2021-04-10 03:11:25.630075, cost_time=0:00:00.544338 2021-04-10 03:11:24,425 INFO : EVAL, epoch=0016, iter=00020/00040, fetch data time cost=1.38ms, fps=5984 images/s, loss=0.6961, top1-acc=78.34%, top5-acc=98.24%, remaining_time=0:00:00.972740, arrival_time=2021-04-10 03:11:25.398146, cost_time=0:00:00.972746 2021-04-10 03:11:24,851 INFO : EVAL, epoch=0016, iter=00030/00040, fetch data time cost=1.33ms, fps=6019 images/s, loss=0.6989, top1-acc=78.52%, top5-acc=98.32%, remaining_time=0:00:00.466190, arrival_time=2021-04-10 03:11:25.317381, cost_time=0:00:01.398575 2021-04-10 03:11:25,236 INFO : EVAL, epoch=0016, iter=00040/00040, fetch data time cost=0.09ms, fps=6029 images/s, loss=0.7045, top1-acc=78.32%, top5-acc=98.21%, remaining_time=0:00:00, arrival_time=2021-04-10 03:11:25.236305, cost_time=0:00:01.783717 2021-04-10 03:11:25,976 INFO : Epoch=0016 complete, best val top1-acc=83.01%, top5-acc=98.73% (epoch=11), remaining_time=1:27:40.645928, arrival_time=2021-04-10 04:39:06.621863, cost_time=0:07:37.447473 2021-04-10 03:11:25,976 INFO : Train start, epoch=0017, lr=0.098429 2021-04-10 03:11:27,457 INFO : TRAIN, epoch=0017, iter=00010/00196, fetch data time cost=1.52ms, fps=1729 images/s, loss=0.4029, top1-acc=86.87%, top5-acc=99.30%, remaining_time=0:00:27.533208, arrival_time=2021-04-10 03:11:54.990461, cost_time=0:00:01.480284 2021-04-10 03:11:28,753 INFO : TRAIN, epoch=0017, iter=00020/00196, fetch data time cost=1.87ms, fps=1976 images/s, loss=0.3883, top1-acc=87.34%, top5-acc=99.24%, remaining_time=0:00:24.433904, arrival_time=2021-04-10 03:11:53.187390, cost_time=0:00:02.776577 2021-04-10 03:11:30,046 INFO : TRAIN, epoch=0017, iter=00030/00196, fetch data time cost=1.94ms, fps=1981 images/s, loss=0.3857, top1-acc=87.63%, top5-acc=99.19%, remaining_time=0:00:22.518066, arrival_time=2021-04-10 03:11:52.564616, cost_time=0:00:04.069523 2021-04-10 03:11:31,343 INFO : TRAIN, epoch=0017, iter=00040/00196, fetch data time cost=1.42ms, fps=1975 images/s, loss=0.3909, top1-acc=87.50%, top5-acc=99.21%, remaining_time=0:00:20.929116, arrival_time=2021-04-10 03:11:52.272456, cost_time=0:00:05.366441 2021-04-10 03:11:32,632 INFO : TRAIN, epoch=0017, iter=00050/00196, fetch data time cost=1.45ms, fps=1987 images/s, loss=0.3917, top1-acc=87.59%, top5-acc=99.20%, remaining_time=0:00:19.433476, arrival_time=2021-04-10 03:11:52.065795, cost_time=0:00:06.655310 2021-04-10 03:11:33,931 INFO : TRAIN, epoch=0017, iter=00060/00196, fetch data time cost=1.48ms, fps=1971 images/s, loss=0.3900, top1-acc=87.59%, top5-acc=99.24%, remaining_time=0:00:18.030744, arrival_time=2021-04-10 03:11:51.962466, cost_time=0:00:07.954758 2021-04-10 03:11:35,250 INFO : TRAIN, epoch=0017, iter=00070/00196, fetch data time cost=1.95ms, fps=1943 images/s, loss=0.3896, top1-acc=87.63%, top5-acc=99.19%, remaining_time=0:00:16.692480, arrival_time=2021-04-10 03:11:51.943034, cost_time=0:00:09.273586 2021-04-10 03:11:36,544 INFO : TRAIN, epoch=0017, iter=00080/00196, fetch data time cost=1.44ms, fps=1980 images/s, loss=0.3922, top1-acc=87.60%, top5-acc=99.16%, remaining_time=0:00:15.322556, arrival_time=2021-04-10 03:11:51.866778, cost_time=0:00:10.567270 2021-04-10 03:11:37,843 INFO : TRAIN, epoch=0017, iter=00090/00196, fetch data time cost=1.43ms, fps=1971 images/s, loss=0.3911, top1-acc=87.62%, top5-acc=99.19%, remaining_time=0:00:13.975994, arrival_time=2021-04-10 03:11:51.819332, cost_time=0:00:11.866370 2021-04-10 03:11:39,133 INFO : TRAIN, epoch=0017, iter=00100/00196, fetch data time cost=1.34ms, fps=1984 images/s, loss=0.3930, top1-acc=87.53%, top5-acc=99.16%, remaining_time=0:00:12.630720, arrival_time=2021-04-10 03:11:51.764631, cost_time=0:00:13.157018 2021-04-10 03:11:40,431 INFO : TRAIN, epoch=0017, iter=00110/00196, fetch data time cost=1.84ms, fps=1973 images/s, loss=0.3940, top1-acc=87.53%, top5-acc=99.13%, remaining_time=0:00:11.301002, arrival_time=2021-04-10 03:11:51.732746, cost_time=0:00:14.454799 2021-04-10 03:11:41,739 INFO : TRAIN, epoch=0017, iter=00120/00196, fetch data time cost=2.20ms, fps=1959 images/s, loss=0.3932, top1-acc=87.62%, top5-acc=99.15%, remaining_time=0:00:09.982752, arrival_time=2021-04-10 03:11:51.721901, cost_time=0:00:15.762194 2021-04-10 03:11:43,033 INFO : TRAIN, epoch=0017, iter=00130/00196, fetch data time cost=1.78ms, fps=1980 images/s, loss=0.3922, top1-acc=87.63%, top5-acc=99.14%, remaining_time=0:00:08.659266, arrival_time=2021-04-10 03:11:51.692341, cost_time=0:00:17.056174 2021-04-10 03:11:44,333 INFO : TRAIN, epoch=0017, iter=00140/00196, fetch data time cost=1.63ms, fps=1969 images/s, loss=0.3945, top1-acc=87.54%, top5-acc=99.13%, remaining_time=0:00:07.342608, arrival_time=2021-04-10 03:11:51.676116, cost_time=0:00:18.356472 2021-04-10 03:11:45,634 INFO : TRAIN, epoch=0017, iter=00150/00196, fetch data time cost=1.43ms, fps=1969 images/s, loss=0.3941, top1-acc=87.53%, top5-acc=99.12%, remaining_time=0:00:06.028300, arrival_time=2021-04-10 03:11:51.662767, cost_time=0:00:19.657523 2021-04-10 03:11:46,929 INFO : TRAIN, epoch=0017, iter=00160/00196, fetch data time cost=1.43ms, fps=1977 images/s, loss=0.3930, top1-acc=87.56%, top5-acc=99.14%, remaining_time=0:00:04.714416, arrival_time=2021-04-10 03:11:51.644326, cost_time=0:00:20.953008 2021-04-10 03:11:48,226 INFO : TRAIN, epoch=0017, iter=00170/00196, fetch data time cost=1.39ms, fps=1976 images/s, loss=0.3917, top1-acc=87.57%, top5-acc=99.15%, remaining_time=0:00:03.402828, arrival_time=2021-04-10 03:11:51.629033, cost_time=0:00:22.249258 2021-04-10 03:11:49,518 INFO : TRAIN, epoch=0017, iter=00180/00196, fetch data time cost=1.50ms, fps=1981 images/s, loss=0.3931, top1-acc=87.58%, top5-acc=99.13%, remaining_time=0:00:02.092608, arrival_time=2021-04-10 03:11:51.611345, cost_time=0:00:23.541793 2021-04-10 03:11:50,811 INFO : TRAIN, epoch=0017, iter=00190/00196, fetch data time cost=1.26ms, fps=1981 images/s, loss=0.3923, top1-acc=87.58%, top5-acc=99.14%, remaining_time=0:00:00.784242, arrival_time=2021-04-10 03:11:51.595471, cost_time=0:00:24.834332 2021-04-10 03:11:51,511 INFO : TRAIN, epoch=0017, iter=00196/00196, fetch data time cost=1.24ms, fps=1942 images/s, loss=0.3921, top1-acc=87.59%, top5-acc=99.14%, remaining_time=0:00:00, arrival_time=2021-04-10 03:11:51.511781, cost_time=0:00:25.534890 2021-04-10 03:11:52,013 INFO : EVAL, epoch=0017, iter=00010/00040, fetch data time cost=0.41ms, fps=5113 images/s, loss=0.6798, top1-acc=79.22%, top5-acc=98.28%, remaining_time=0:00:01.501860, arrival_time=2021-04-10 03:11:53.515333, cost_time=0:00:00.500618 2021-04-10 03:11:52,440 INFO : EVAL, epoch=0017, iter=00020/00040, fetch data time cost=1.44ms, fps=5995 images/s, loss=0.6747, top1-acc=79.26%, top5-acc=98.24%, remaining_time=0:00:00.928140, arrival_time=2021-04-10 03:11:53.369081, cost_time=0:00:00.928139 2021-04-10 03:11:52,870 INFO : EVAL, epoch=0017, iter=00030/00040, fetch data time cost=1.38ms, fps=5967 images/s, loss=0.6636, top1-acc=79.73%, top5-acc=98.14%, remaining_time=0:00:00.452520, arrival_time=2021-04-10 03:11:53.322886, cost_time=0:00:01.357563 2021-04-10 03:11:53,259 INFO : EVAL, epoch=0017, iter=00040/00040, fetch data time cost=0.09ms, fps=5965 images/s, loss=0.6651, top1-acc=79.50%, top5-acc=98.12%, remaining_time=0:00:00, arrival_time=2021-04-10 03:11:53.259628, cost_time=0:00:01.746855 2021-04-10 03:11:54,334 INFO : Epoch=0017 complete, best val top1-acc=83.01%, top5-acc=98.73% (epoch=11), remaining_time=1:27:09.558975, arrival_time=2021-04-10 04:39:03.893457, cost_time=0:08:05.806023 2021-04-10 03:11:54,335 INFO : Train start, epoch=0018, lr=0.098228 2021-04-10 03:11:55,793 INFO : TRAIN, epoch=0018, iter=00010/00196, fetch data time cost=0.37ms, fps=1756 images/s, loss=0.3501, top1-acc=89.10%, top5-acc=99.30%, remaining_time=0:00:27.110802, arrival_time=2021-04-10 03:12:22.903925, cost_time=0:00:01.457566 2021-04-10 03:11:57,101 INFO : TRAIN, epoch=0018, iter=00020/00196, fetch data time cost=1.38ms, fps=1958 images/s, loss=0.3538, top1-acc=88.98%, top5-acc=99.36%, remaining_time=0:00:24.337808, arrival_time=2021-04-10 03:12:21.438888, cost_time=0:00:02.765651 2021-04-10 03:11:58,401 INFO : TRAIN, epoch=0018, iter=00030/00196, fetch data time cost=1.38ms, fps=1969 images/s, loss=0.3650, top1-acc=88.49%, top5-acc=99.30%, remaining_time=0:00:22.499640, arrival_time=2021-04-10 03:12:20.901279, cost_time=0:00:04.066211 2021-04-10 03:11:59,697 INFO : TRAIN, epoch=0018, iter=00040/00196, fetch data time cost=1.36ms, fps=1976 images/s, loss=0.3655, top1-acc=88.54%, top5-acc=99.32%, remaining_time=0:00:20.913360, arrival_time=2021-04-10 03:12:20.611234, cost_time=0:00:05.362383 2021-04-10 03:12:00,999 INFO : TRAIN, epoch=0018, iter=00050/00196, fetch data time cost=1.61ms, fps=1968 images/s, loss=0.3652, top1-acc=88.52%, top5-acc=99.27%, remaining_time=0:00:19.458296, arrival_time=2021-04-10 03:12:20.457596, cost_time=0:00:06.663803 2021-04-10 03:12:02,291 INFO : TRAIN, epoch=0018, iter=00060/00196, fetch data time cost=1.49ms, fps=1982 images/s, loss=0.3631, top1-acc=88.54%, top5-acc=99.30%, remaining_time=0:00:18.033464, arrival_time=2021-04-10 03:12:20.325072, cost_time=0:00:07.955914 2021-04-10 03:12:03,591 INFO : TRAIN, epoch=0018, iter=00070/00196, fetch data time cost=1.43ms, fps=1971 images/s, loss=0.3637, top1-acc=88.54%, top5-acc=99.26%, remaining_time=0:00:16.660224, arrival_time=2021-04-10 03:12:20.251333, cost_time=0:00:09.255663 2021-04-10 03:12:04,887 INFO : TRAIN, epoch=0018, iter=00080/00196, fetch data time cost=1.36ms, fps=1976 images/s, loss=0.3667, top1-acc=88.40%, top5-acc=99.23%, remaining_time=0:00:15.299820, arrival_time=2021-04-10 03:12:20.186902, cost_time=0:00:10.551602 2021-04-10 03:12:06,182 INFO : TRAIN, epoch=0018, iter=00090/00196, fetch data time cost=1.46ms, fps=1978 images/s, loss=0.3701, top1-acc=88.31%, top5-acc=99.22%, remaining_time=0:00:13.952568, arrival_time=2021-04-10 03:12:20.134563, cost_time=0:00:11.846489 2021-04-10 03:12:07,477 INFO : TRAIN, epoch=0018, iter=00100/00196, fetch data time cost=1.43ms, fps=1976 images/s, loss=0.3699, top1-acc=88.32%, top5-acc=99.23%, remaining_time=0:00:12.616608, arrival_time=2021-04-10 03:12:20.094383, cost_time=0:00:13.142334 2021-04-10 03:12:08,774 INFO : TRAIN, epoch=0018, iter=00110/00196, fetch data time cost=1.40ms, fps=1975 images/s, loss=0.3703, top1-acc=88.32%, top5-acc=99.21%, remaining_time=0:00:11.288704, arrival_time=2021-04-10 03:12:20.063220, cost_time=0:00:14.439079 2021-04-10 03:12:10,065 INFO : TRAIN, epoch=0018, iter=00120/00196, fetch data time cost=1.56ms, fps=1984 images/s, loss=0.3703, top1-acc=88.33%, top5-acc=99.20%, remaining_time=0:00:09.962156, arrival_time=2021-04-10 03:12:20.027329, cost_time=0:00:15.729737 2021-04-10 03:12:11,362 INFO : TRAIN, epoch=0018, iter=00130/00196, fetch data time cost=1.52ms, fps=1974 images/s, loss=0.3691, top1-acc=88.39%, top5-acc=99.20%, remaining_time=0:00:08.644350, arrival_time=2021-04-10 03:12:20.006540, cost_time=0:00:17.026711 2021-04-10 03:12:12,660 INFO : TRAIN, epoch=0018, iter=00140/00196, fetch data time cost=1.92ms, fps=1972 images/s, loss=0.3711, top1-acc=88.34%, top5-acc=99.17%, remaining_time=0:00:07.330120, arrival_time=2021-04-10 03:12:19.990938, cost_time=0:00:18.325314 2021-04-10 03:12:13,955 INFO : TRAIN, epoch=0018, iter=00150/00196, fetch data time cost=1.57ms, fps=1977 images/s, loss=0.3731, top1-acc=88.27%, top5-acc=99.16%, remaining_time=0:00:06.016938, arrival_time=2021-04-10 03:12:19.972858, cost_time=0:00:19.620489 2021-04-10 03:12:15,248 INFO : TRAIN, epoch=0018, iter=00160/00196, fetch data time cost=1.88ms, fps=1981 images/s, loss=0.3728, top1-acc=88.31%, top5-acc=99.16%, remaining_time=0:00:04.705452, arrival_time=2021-04-10 03:12:19.954096, cost_time=0:00:20.913189 2021-04-10 03:12:16,536 INFO : TRAIN, epoch=0018, iter=00170/00196, fetch data time cost=1.44ms, fps=1988 images/s, loss=0.3736, top1-acc=88.27%, top5-acc=99.18%, remaining_time=0:00:03.395496, arrival_time=2021-04-10 03:12:19.932313, cost_time=0:00:22.201387 2021-04-10 03:12:17,830 INFO : TRAIN, epoch=0018, iter=00180/00196, fetch data time cost=1.56ms, fps=1980 images/s, loss=0.3747, top1-acc=88.17%, top5-acc=99.19%, remaining_time=0:00:02.088400, arrival_time=2021-04-10 03:12:19.918385, cost_time=0:00:23.494514 2021-04-10 03:12:19,133 INFO : TRAIN, epoch=0018, iter=00190/00196, fetch data time cost=5.49ms, fps=1965 images/s, loss=0.3741, top1-acc=88.21%, top5-acc=99.19%, remaining_time=0:00:00.783084, arrival_time=2021-04-10 03:12:19.916168, cost_time=0:00:24.797657 2021-04-10 03:12:19,845 INFO : TRAIN, epoch=0018, iter=00196/00196, fetch data time cost=1.25ms, fps=1910 images/s, loss=0.3750, top1-acc=88.17%, top5-acc=99.20%, remaining_time=0:00:00, arrival_time=2021-04-10 03:12:19.845446, cost_time=0:00:25.510016 2021-04-10 03:12:20,374 INFO : EVAL, epoch=0018, iter=00010/00040, fetch data time cost=0.23ms, fps=4847 images/s, loss=1.1015, top1-acc=73.20%, top5-acc=93.83%, remaining_time=0:00:01.584270, arrival_time=2021-04-10 03:12:21.958908, cost_time=0:00:00.528088 2021-04-10 03:12:20,806 INFO : EVAL, epoch=0018, iter=00020/00040, fetch data time cost=1.88ms, fps=5936 images/s, loss=1.0732, top1-acc=73.11%, top5-acc=94.79%, remaining_time=0:00:00.959820, arrival_time=2021-04-10 03:12:21.766145, cost_time=0:00:00.959824 2021-04-10 03:12:21,232 INFO : EVAL, epoch=0018, iter=00030/00040, fetch data time cost=1.95ms, fps=6011 images/s, loss=1.0872, top1-acc=72.86%, top5-acc=94.86%, remaining_time=0:00:00.462000, arrival_time=2021-04-10 03:12:21.694571, cost_time=0:00:01.386011 2021-04-10 03:12:21,619 INFO : EVAL, epoch=0018, iter=00040/00040, fetch data time cost=0.09ms, fps=5997 images/s, loss=1.1065, top1-acc=72.44%, top5-acc=94.72%, remaining_time=0:00:00, arrival_time=2021-04-10 03:12:21.619895, cost_time=0:00:01.773418 2021-04-10 03:12:22,873 INFO : Epoch=0018 complete, best val top1-acc=83.01%, top5-acc=98.73% (epoch=11), remaining_time=1:26:40.597402, arrival_time=2021-04-10 04:39:03.470636, cost_time=0:08:34.344790 2021-04-10 03:12:22,873 INFO : Train start, epoch=0019, lr=0.098015 2021-04-10 03:12:24,331 INFO : TRAIN, epoch=0019, iter=00010/00196, fetch data time cost=1.38ms, fps=1757 images/s, loss=0.4526, top1-acc=86.41%, top5-acc=98.98%, remaining_time=0:00:27.101316, arrival_time=2021-04-10 03:12:51.432379, cost_time=0:00:01.457064 2021-04-10 03:12:25,628 INFO : TRAIN, epoch=0019, iter=00020/00196, fetch data time cost=1.37ms, fps=1974 images/s, loss=0.4122, top1-acc=87.23%, top5-acc=98.96%, remaining_time=0:00:24.239248, arrival_time=2021-04-10 03:12:49.867641, cost_time=0:00:02.754461 2021-04-10 03:12:26,922 INFO : TRAIN, epoch=0019, iter=00030/00196, fetch data time cost=1.49ms, fps=1979 images/s, loss=0.4000, top1-acc=87.40%, top5-acc=98.93%, remaining_time=0:00:22.403360, arrival_time=2021-04-10 03:12:49.326087, cost_time=0:00:04.048792 2021-04-10 03:12:28,214 INFO : TRAIN, epoch=0019, iter=00040/00196, fetch data time cost=1.59ms, fps=1983 images/s, loss=0.3957, top1-acc=87.47%, top5-acc=99.03%, remaining_time=0:00:20.827872, arrival_time=2021-04-10 03:12:49.042286, cost_time=0:00:05.340471 2021-04-10 03:12:29,512 INFO : TRAIN, epoch=0019, iter=00050/00196, fetch data time cost=1.46ms, fps=1972 images/s, loss=0.3923, top1-acc=87.52%, top5-acc=99.12%, remaining_time=0:00:19.385442, arrival_time=2021-04-10 03:12:48.898205, cost_time=0:00:06.638832 2021-04-10 03:12:30,819 INFO : TRAIN, epoch=0019, iter=00060/00196, fetch data time cost=1.73ms, fps=1959 images/s, loss=0.3895, top1-acc=87.58%, top5-acc=99.16%, remaining_time=0:00:18.010480, arrival_time=2021-04-10 03:12:48.830204, cost_time=0:00:07.945792 2021-04-10 03:12:32,133 INFO : TRAIN, epoch=0019, iter=00070/00196, fetch data time cost=1.57ms, fps=1949 images/s, loss=0.3896, top1-acc=87.71%, top5-acc=99.14%, remaining_time=0:00:16.666902, arrival_time=2021-04-10 03:12:48.800300, cost_time=0:00:09.259404 2021-04-10 03:12:33,430 INFO : TRAIN, epoch=0019, iter=00080/00196, fetch data time cost=1.73ms, fps=1975 images/s, loss=0.3860, top1-acc=87.85%, top5-acc=99.16%, remaining_time=0:00:15.306432, arrival_time=2021-04-10 03:12:48.736523, cost_time=0:00:10.556156 2021-04-10 03:12:34,731 INFO : TRAIN, epoch=0019, iter=00090/00196, fetch data time cost=1.48ms, fps=1967 images/s, loss=0.3855, top1-acc=87.86%, top5-acc=99.14%, remaining_time=0:00:13.965818, arrival_time=2021-04-10 03:12:48.697574, cost_time=0:00:11.857751 2021-04-10 03:12:36,025 INFO : TRAIN, epoch=0019, iter=00100/00196, fetch data time cost=1.43ms, fps=1979 images/s, loss=0.3863, top1-acc=87.83%, top5-acc=99.14%, remaining_time=0:00:12.625632, arrival_time=2021-04-10 03:12:48.651323, cost_time=0:00:13.151692 2021-04-10 03:12:37,329 INFO : TRAIN, epoch=0019, iter=00110/00196, fetch data time cost=1.47ms, fps=1964 images/s, loss=0.3817, top1-acc=87.94%, top5-acc=99.17%, remaining_time=0:00:11.301604, arrival_time=2021-04-10 03:12:48.631211, cost_time=0:00:14.455589 2021-04-10 03:12:38,631 INFO : TRAIN, epoch=0019, iter=00120/00196, fetch data time cost=2.08ms, fps=1968 images/s, loss=0.3824, top1-acc=87.96%, top5-acc=99.15%, remaining_time=0:00:09.979484, arrival_time=2021-04-10 03:12:48.610486, cost_time=0:00:15.757031 2021-04-10 03:12:39,928 INFO : TRAIN, epoch=0019, iter=00130/00196, fetch data time cost=2.20ms, fps=1974 images/s, loss=0.3810, top1-acc=87.99%, top5-acc=99.17%, remaining_time=0:00:08.658408, arrival_time=2021-04-10 03:12:48.586826, cost_time=0:00:17.054409 2021-04-10 03:12:41,224 INFO : TRAIN, epoch=0019, iter=00140/00196, fetch data time cost=1.88ms, fps=1976 images/s, loss=0.3782, top1-acc=88.13%, top5-acc=99.17%, remaining_time=0:00:07.340200, arrival_time=2021-04-10 03:12:48.564637, cost_time=0:00:18.350445 2021-04-10 03:12:42,517 INFO : TRAIN, epoch=0019, iter=00150/00196, fetch data time cost=1.57ms, fps=1981 images/s, loss=0.3775, top1-acc=88.16%, top5-acc=99.18%, remaining_time=0:00:06.023976, arrival_time=2021-04-10 03:12:48.541259, cost_time=0:00:19.643342 2021-04-10 03:12:43,814 INFO : TRAIN, epoch=0019, iter=00160/00196, fetch data time cost=2.02ms, fps=1974 images/s, loss=0.3784, top1-acc=88.13%, top5-acc=99.18%, remaining_time=0:00:04.711680, arrival_time=2021-04-10 03:12:48.526406, cost_time=0:00:20.940793 2021-04-10 03:12:45,110 INFO : TRAIN, epoch=0019, iter=00170/00196, fetch data time cost=1.43ms, fps=1977 images/s, loss=0.3782, top1-acc=88.11%, top5-acc=99.17%, remaining_time=0:00:03.400852, arrival_time=2021-04-10 03:12:48.511086, cost_time=0:00:22.236297 2021-04-10 03:12:46,412 INFO : TRAIN, epoch=0019, iter=00180/00196, fetch data time cost=1.61ms, fps=1967 images/s, loss=0.3793, top1-acc=88.05%, top5-acc=99.18%, remaining_time=0:00:02.092304, arrival_time=2021-04-10 03:12:48.504775, cost_time=0:00:23.538405 2021-04-10 03:12:47,709 INFO : TRAIN, epoch=0019, iter=00190/00196, fetch data time cost=1.54ms, fps=1976 images/s, loss=0.3793, top1-acc=88.06%, top5-acc=99.18%, remaining_time=0:00:00.784266, arrival_time=2021-04-10 03:12:48.493248, cost_time=0:00:24.835051 2021-04-10 03:12:48,409 INFO : TRAIN, epoch=0019, iter=00196/00196, fetch data time cost=1.25ms, fps=1942 images/s, loss=0.3795, top1-acc=88.04%, top5-acc=99.19%, remaining_time=0:00:00, arrival_time=2021-04-10 03:12:48.409599, cost_time=0:00:25.535667 2021-04-10 03:12:48,911 INFO : EVAL, epoch=0019, iter=00010/00040, fetch data time cost=1.33ms, fps=5110 images/s, loss=0.4589, top1-acc=85.55%, top5-acc=98.75%, remaining_time=0:00:01.502940, arrival_time=2021-04-10 03:12:50.414559, cost_time=0:00:00.500982 2021-04-10 03:12:49,334 INFO : EVAL, epoch=0019, iter=00020/00040, fetch data time cost=2.08ms, fps=6061 images/s, loss=0.4800, top1-acc=84.88%, top5-acc=98.50%, remaining_time=0:00:00.923720, arrival_time=2021-04-10 03:12:50.258117, cost_time=0:00:00.923711 2021-04-10 03:12:49,762 INFO : EVAL, epoch=0019, iter=00030/00040, fetch data time cost=1.37ms, fps=5990 images/s, loss=0.4718, top1-acc=84.96%, top5-acc=98.50%, remaining_time=0:00:00.450520, arrival_time=2021-04-10 03:12:50.212709, cost_time=0:00:01.351552 2021-04-10 03:12:50,147 INFO : EVAL, epoch=0019, iter=00040/00040, fetch data time cost=0.06ms, fps=6031 images/s, loss=0.4861, top1-acc=84.73%, top5-acc=98.49%, remaining_time=0:00:00, arrival_time=2021-04-10 03:12:50.147169, cost_time=0:00:01.736560 2021-04-10 03:12:51,798 INFO : Epoch=0019 complete, best val top1-acc=84.73%, top5-acc=98.49% (epoch=19), remaining_time=1:26:15.360512, arrival_time=2021-04-10 04:39:07.158846, cost_time=0:09:03.269887 2021-04-10 03:12:51,798 INFO : Train start, epoch=0020, lr=0.097790 2021-04-10 03:12:53,265 INFO : TRAIN, epoch=0020, iter=00010/00196, fetch data time cost=0.48ms, fps=1745 images/s, loss=0.3684, top1-acc=88.24%, top5-acc=99.45%, remaining_time=0:00:27.280806, arrival_time=2021-04-10 03:13:20.546641, cost_time=0:00:01.466713 2021-04-10 03:12:54,557 INFO : TRAIN, epoch=0020, iter=00020/00196, fetch data time cost=1.64ms, fps=1982 images/s, loss=0.3623, top1-acc=88.42%, top5-acc=99.16%, remaining_time=0:00:24.275856, arrival_time=2021-04-10 03:13:18.833519, cost_time=0:00:02.758611 2021-04-10 03:12:55,851 INFO : TRAIN, epoch=0020, iter=00030/00196, fetch data time cost=1.54ms, fps=1980 images/s, loss=0.3597, top1-acc=88.32%, top5-acc=99.27%, remaining_time=0:00:22.422284, arrival_time=2021-04-10 03:13:18.273572, cost_time=0:00:04.052205 2021-04-10 03:12:57,142 INFO : TRAIN, epoch=0020, iter=00040/00196, fetch data time cost=1.93ms, fps=1983 images/s, loss=0.3662, top1-acc=88.38%, top5-acc=99.19%, remaining_time=0:00:20.840040, arrival_time=2021-04-10 03:13:17.982723, cost_time=0:00:05.343582 2021-04-10 03:12:58,450 INFO : TRAIN, epoch=0020, iter=00050/00196, fetch data time cost=1.48ms, fps=1959 images/s, loss=0.3726, top1-acc=88.28%, top5-acc=99.18%, remaining_time=0:00:19.421358, arrival_time=2021-04-10 03:13:17.871645, cost_time=0:00:06.651138 2021-04-10 03:12:59,742 INFO : TRAIN, epoch=0020, iter=00060/00196, fetch data time cost=1.62ms, fps=1982 images/s, loss=0.3721, top1-acc=88.34%, top5-acc=99.19%, remaining_time=0:00:18.005312, arrival_time=2021-04-10 03:13:17.747890, cost_time=0:00:07.943524 2021-04-10 03:13:01,046 INFO : TRAIN, epoch=0020, iter=00070/00196, fetch data time cost=2.07ms, fps=1964 images/s, loss=0.3686, top1-acc=88.38%, top5-acc=99.22%, remaining_time=0:00:16.645608, arrival_time=2021-04-10 03:13:17.692255, cost_time=0:00:09.247546 2021-04-10 03:13:02,344 INFO : TRAIN, epoch=0020, iter=00080/00196, fetch data time cost=1.60ms, fps=1974 images/s, loss=0.3691, top1-acc=88.43%, top5-acc=99.21%, remaining_time=0:00:15.290540, arrival_time=2021-04-10 03:13:17.634832, cost_time=0:00:10.545227 2021-04-10 03:13:03,641 INFO : TRAIN, epoch=0020, iter=00090/00196, fetch data time cost=1.41ms, fps=1973 images/s, loss=0.3704, top1-acc=88.39%, top5-acc=99.20%, remaining_time=0:00:13.948328, arrival_time=2021-04-10 03:13:17.590260, cost_time=0:00:11.842880 2021-04-10 03:13:04,942 INFO : TRAIN, epoch=0020, iter=00100/00196, fetch data time cost=2.05ms, fps=1970 images/s, loss=0.3714, top1-acc=88.32%, top5-acc=99.19%, remaining_time=0:00:12.617088, arrival_time=2021-04-10 03:13:17.559041, cost_time=0:00:13.142830 2021-04-10 03:13:06,230 INFO : TRAIN, epoch=0020, iter=00110/00196, fetch data time cost=1.45ms, fps=1987 images/s, loss=0.3746, top1-acc=88.21%, top5-acc=99.20%, remaining_time=0:00:11.283028, arrival_time=2021-04-10 03:13:17.513916, cost_time=0:00:14.431833 2021-04-10 03:13:07,525 INFO : TRAIN, epoch=0020, iter=00120/00196, fetch data time cost=1.52ms, fps=1978 images/s, loss=0.3740, top1-acc=88.17%, top5-acc=99.19%, remaining_time=0:00:09.960180, arrival_time=2021-04-10 03:13:17.485928, cost_time=0:00:15.726651 2021-04-10 03:13:08,823 INFO : TRAIN, epoch=0020, iter=00130/00196, fetch data time cost=1.48ms, fps=1973 images/s, loss=0.3761, top1-acc=88.16%, top5-acc=99.20%, remaining_time=0:00:08.643294, arrival_time=2021-04-10 03:13:17.467018, cost_time=0:00:17.024671 2021-04-10 03:13:10,114 INFO : TRAIN, epoch=0020, iter=00140/00196, fetch data time cost=1.92ms, fps=1984 images/s, loss=0.3755, top1-acc=88.15%, top5-acc=99.22%, remaining_time=0:00:07.326200, arrival_time=2021-04-10 03:13:17.440745, cost_time=0:00:18.315433 2021-04-10 03:13:11,414 INFO : TRAIN, epoch=0020, iter=00150/00196, fetch data time cost=1.46ms, fps=1970 images/s, loss=0.3735, top1-acc=88.21%, top5-acc=99.22%, remaining_time=0:00:06.015420, arrival_time=2021-04-10 03:13:17.430022, cost_time=0:00:19.615545 2021-04-10 03:13:12,706 INFO : TRAIN, epoch=0020, iter=00160/00196, fetch data time cost=1.63ms, fps=1982 images/s, loss=0.3712, top1-acc=88.29%, top5-acc=99.24%, remaining_time=0:00:04.704120, arrival_time=2021-04-10 03:13:17.410439, cost_time=0:00:20.907267 2021-04-10 03:13:14,001 INFO : TRAIN, epoch=0020, iter=00170/00196, fetch data time cost=1.83ms, fps=1977 images/s, loss=0.3712, top1-acc=88.28%, top5-acc=99.26%, remaining_time=0:00:03.395626, arrival_time=2021-04-10 03:13:17.396900, cost_time=0:00:22.202190 2021-04-10 03:13:15,296 INFO : TRAIN, epoch=0020, iter=00180/00196, fetch data time cost=1.65ms, fps=1977 images/s, loss=0.3709, top1-acc=88.29%, top5-acc=99.24%, remaining_time=0:00:02.088672, arrival_time=2021-04-10 03:13:17.385389, cost_time=0:00:23.497503 2021-04-10 03:13:16,596 INFO : TRAIN, epoch=0020, iter=00190/00196, fetch data time cost=1.36ms, fps=1970 images/s, loss=0.3703, top1-acc=88.32%, top5-acc=99.23%, remaining_time=0:00:00.783078, arrival_time=2021-04-10 03:13:17.379716, cost_time=0:00:24.797522 2021-04-10 03:13:17,298 INFO : TRAIN, epoch=0020, iter=00196/00196, fetch data time cost=1.28ms, fps=1938 images/s, loss=0.3704, top1-acc=88.34%, top5-acc=99.24%, remaining_time=0:00:00, arrival_time=2021-04-10 03:13:17.298926, cost_time=0:00:25.499877 2021-04-10 03:13:17,800 INFO : EVAL, epoch=0020, iter=00010/00040, fetch data time cost=2.61ms, fps=5116 images/s, loss=0.8054, top1-acc=76.72%, top5-acc=98.28%, remaining_time=0:00:01.501020, arrival_time=2021-04-10 03:13:19.301326, cost_time=0:00:00.500336 2021-04-10 03:13:18,221 INFO : EVAL, epoch=0020, iter=00020/00040, fetch data time cost=1.52ms, fps=6078 images/s, loss=0.7993, top1-acc=76.86%, top5-acc=98.36%, remaining_time=0:00:00.921940, arrival_time=2021-04-10 03:13:19.143842, cost_time=0:00:00.921932 2021-04-10 03:13:18,642 INFO : EVAL, epoch=0020, iter=00030/00040, fetch data time cost=1.53ms, fps=6091 images/s, loss=0.7853, top1-acc=77.06%, top5-acc=98.29%, remaining_time=0:00:00.447520, arrival_time=2021-04-10 03:13:19.090040, cost_time=0:00:01.342550 2021-04-10 03:13:19,027 INFO : EVAL, epoch=0020, iter=00040/00040, fetch data time cost=0.08ms, fps=6038 images/s, loss=0.7723, top1-acc=77.19%, top5-acc=98.33%, remaining_time=0:00:00, arrival_time=2021-04-10 03:13:19.027086, cost_time=0:00:01.727155 2021-04-10 03:13:19,841 INFO : Epoch=0020 complete, best val top1-acc=84.73%, top5-acc=98.49% (epoch=19), remaining_time=1:25:41.814660, arrival_time=2021-04-10 04:39:01.655851, cost_time=0:09:31.312749 2021-04-10 03:13:19,841 INFO : Train start, epoch=0021, lr=0.097553 2021-04-10 03:13:21,302 INFO : TRAIN, epoch=0021, iter=00010/00196, fetch data time cost=1.45ms, fps=1753 images/s, loss=0.3792, top1-acc=88.36%, top5-acc=99.18%, remaining_time=0:00:27.168276, arrival_time=2021-04-10 03:13:48.470937, cost_time=0:00:01.460659 2021-04-10 03:13:22,601 INFO : TRAIN, epoch=0021, iter=00020/00196, fetch data time cost=1.73ms, fps=1972 images/s, loss=0.3735, top1-acc=88.55%, top5-acc=99.22%, remaining_time=0:00:24.282544, arrival_time=2021-04-10 03:13:46.883831, cost_time=0:00:02.759374 2021-04-10 03:13:23,897 INFO : TRAIN, epoch=0021, iter=00030/00196, fetch data time cost=1.59ms, fps=1976 images/s, loss=0.3679, top1-acc=88.62%, top5-acc=99.15%, remaining_time=0:00:22.439548, arrival_time=2021-04-10 03:13:46.336811, cost_time=0:00:04.055341 2021-04-10 03:13:25,190 INFO : TRAIN, epoch=0021, iter=00040/00196, fetch data time cost=1.59ms, fps=1980 images/s, loss=0.3631, top1-acc=88.71%, top5-acc=99.15%, remaining_time=0:00:20.859696, arrival_time=2021-04-10 03:13:46.050281, cost_time=0:00:05.348629 2021-04-10 03:13:26,486 INFO : TRAIN, epoch=0021, iter=00050/00196, fetch data time cost=1.41ms, fps=1976 images/s, loss=0.3567, top1-acc=88.78%, top5-acc=99.24%, remaining_time=0:00:19.402232, arrival_time=2021-04-10 03:13:45.888752, cost_time=0:00:06.644591 2021-04-10 03:13:27,789 INFO : TRAIN, epoch=0021, iter=00060/00196, fetch data time cost=1.97ms, fps=1966 images/s, loss=0.3538, top1-acc=88.87%, top5-acc=99.27%, remaining_time=0:00:18.013200, arrival_time=2021-04-10 03:13:45.802232, cost_time=0:00:07.946984 2021-04-10 03:13:29,082 INFO : TRAIN, epoch=0021, iter=00070/00196, fetch data time cost=2.17ms, fps=1981 images/s, loss=0.3517, top1-acc=89.02%, top5-acc=99.24%, remaining_time=0:00:16.632378, arrival_time=2021-04-10 03:13:45.714582, cost_time=0:00:09.240241 2021-04-10 03:13:30,387 INFO : TRAIN, epoch=0021, iter=00080/00196, fetch data time cost=1.46ms, fps=1961 images/s, loss=0.3505, top1-acc=88.97%, top5-acc=99.25%, remaining_time=0:00:15.291700, arrival_time=2021-04-10 03:13:45.679649, cost_time=0:00:10.546031 2021-04-10 03:13:31,679 INFO : TRAIN, epoch=0021, iter=00090/00196, fetch data time cost=1.45ms, fps=1982 images/s, loss=0.3504, top1-acc=89.01%, top5-acc=99.28%, remaining_time=0:00:13.942286, arrival_time=2021-04-10 03:13:45.622012, cost_time=0:00:11.837802 2021-04-10 03:13:32,980 INFO : TRAIN, epoch=0021, iter=00100/00196, fetch data time cost=1.91ms, fps=1969 images/s, loss=0.3511, top1-acc=89.00%, top5-acc=99.29%, remaining_time=0:00:12.612960, arrival_time=2021-04-10 03:13:45.593412, cost_time=0:00:13.138524 2021-04-10 03:13:34,280 INFO : TRAIN, epoch=0021, iter=00110/00196, fetch data time cost=1.39ms, fps=1969 images/s, loss=0.3526, top1-acc=88.96%, top5-acc=99.28%, remaining_time=0:00:11.288532, arrival_time=2021-04-10 03:13:45.569378, cost_time=0:00:14.438787 2021-04-10 03:13:35,596 INFO : TRAIN, epoch=0021, iter=00120/00196, fetch data time cost=1.87ms, fps=1946 images/s, loss=0.3528, top1-acc=88.93%, top5-acc=99.27%, remaining_time=0:00:09.978040, arrival_time=2021-04-10 03:13:45.574932, cost_time=0:00:15.754837 2021-04-10 03:13:36,910 INFO : TRAIN, epoch=0021, iter=00130/00196, fetch data time cost=1.48ms, fps=1951 images/s, loss=0.3534, top1-acc=88.87%, top5-acc=99.26%, remaining_time=0:00:08.665338, arrival_time=2021-04-10 03:13:45.575331, cost_time=0:00:17.068068 2021-04-10 03:13:38,207 INFO : TRAIN, epoch=0021, iter=00140/00196, fetch data time cost=2.08ms, fps=1974 images/s, loss=0.3554, top1-acc=88.78%, top5-acc=99.27%, remaining_time=0:00:07.346080, arrival_time=2021-04-10 03:13:45.553188, cost_time=0:00:18.365186 2021-04-10 03:13:39,501 INFO : TRAIN, epoch=0021, iter=00150/00196, fetch data time cost=1.43ms, fps=1979 images/s, loss=0.3566, top1-acc=88.73%, top5-acc=99.24%, remaining_time=0:00:06.028852, arrival_time=2021-04-10 03:13:45.530248, cost_time=0:00:19.659329 2021-04-10 03:13:40,794 INFO : TRAIN, epoch=0021, iter=00160/00196, fetch data time cost=1.43ms, fps=1981 images/s, loss=0.3558, top1-acc=88.74%, top5-acc=99.26%, remaining_time=0:00:04.714308, arrival_time=2021-04-10 03:13:45.508646, cost_time=0:00:20.952404 2021-04-10 03:13:42,092 INFO : TRAIN, epoch=0021, iter=00170/00196, fetch data time cost=1.94ms, fps=1972 images/s, loss=0.3565, top1-acc=88.72%, top5-acc=99.24%, remaining_time=0:00:03.403062, arrival_time=2021-04-10 03:13:45.495747, cost_time=0:00:22.250755 2021-04-10 03:13:43,394 INFO : TRAIN, epoch=0021, iter=00180/00196, fetch data time cost=1.89ms, fps=1967 images/s, loss=0.3585, top1-acc=88.66%, top5-acc=99.24%, remaining_time=0:00:02.093552, arrival_time=2021-04-10 03:13:45.487941, cost_time=0:00:23.552462 2021-04-10 03:13:44,688 INFO : TRAIN, epoch=0021, iter=00190/00196, fetch data time cost=1.26ms, fps=1980 images/s, loss=0.3585, top1-acc=88.65%, top5-acc=99.23%, remaining_time=0:00:00.784614, arrival_time=2021-04-10 03:13:45.472634, cost_time=0:00:24.846100 2021-04-10 03:13:45,391 INFO : TRAIN, epoch=0021, iter=00196/00196, fetch data time cost=1.27ms, fps=1934 images/s, loss=0.3585, top1-acc=88.62%, top5-acc=99.23%, remaining_time=0:00:00, arrival_time=2021-04-10 03:13:45.391676, cost_time=0:00:25.549763 2021-04-10 03:13:45,897 INFO : EVAL, epoch=0021, iter=00010/00040, fetch data time cost=0.40ms, fps=5073 images/s, loss=0.5647, top1-acc=83.05%, top5-acc=99.02%, remaining_time=0:00:01.513920, arrival_time=2021-04-10 03:13:47.411367, cost_time=0:00:00.504641 2021-04-10 03:13:46,321 INFO : EVAL, epoch=0021, iter=00020/00040, fetch data time cost=1.48ms, fps=6040 images/s, loss=0.5689, top1-acc=82.83%, top5-acc=99.06%, remaining_time=0:00:00.928980, arrival_time=2021-04-10 03:13:47.250691, cost_time=0:00:00.928985 2021-04-10 03:13:46,742 INFO : EVAL, epoch=0021, iter=00030/00040, fetch data time cost=1.57ms, fps=6082 images/s, loss=0.5821, top1-acc=82.88%, top5-acc=98.78%, remaining_time=0:00:00.450070, arrival_time=2021-04-10 03:13:47.193011, cost_time=0:00:01.350216 2021-04-10 03:13:47,125 INFO : EVAL, epoch=0021, iter=00040/00040, fetch data time cost=0.09ms, fps=6068 images/s, loss=0.5846, top1-acc=82.84%, top5-acc=98.79%, remaining_time=0:00:00, arrival_time=2021-04-10 03:13:47.125574, cost_time=0:00:01.732880 2021-04-10 03:13:47,922 INFO : Epoch=0021 complete, best val top1-acc=84.73%, top5-acc=98.49% (epoch=19), remaining_time=1:25:09.118956, arrival_time=2021-04-10 04:38:57.041286, cost_time=0:09:59.393837 2021-04-10 03:13:47,923 INFO : Train start, epoch=0022, lr=0.097304 2021-04-10 03:13:49,381 INFO : TRAIN, epoch=0022, iter=00010/00196, fetch data time cost=1.39ms, fps=1756 images/s, loss=0.3289, top1-acc=89.49%, top5-acc=99.30%, remaining_time=0:00:27.118614, arrival_time=2021-04-10 03:14:16.500004, cost_time=0:00:01.457993 2021-04-10 03:13:50,673 INFO : TRAIN, epoch=0022, iter=00020/00196, fetch data time cost=1.43ms, fps=1982 images/s, loss=0.3331, top1-acc=89.20%, top5-acc=99.34%, remaining_time=0:00:24.202992, arrival_time=2021-04-10 03:14:14.876763, cost_time=0:00:02.750339 2021-04-10 03:13:51,968 INFO : TRAIN, epoch=0022, iter=00030/00196, fetch data time cost=1.35ms, fps=1978 images/s, loss=0.3387, top1-acc=89.14%, top5-acc=99.36%, remaining_time=0:00:22.383938, arrival_time=2021-04-10 03:14:14.352678, cost_time=0:00:04.045303 2021-04-10 03:13:53,266 INFO : TRAIN, epoch=0022, iter=00040/00196, fetch data time cost=1.66ms, fps=1974 images/s, loss=0.3456, top1-acc=88.81%, top5-acc=99.26%, remaining_time=0:00:20.837232, arrival_time=2021-04-10 03:14:14.103502, cost_time=0:00:05.342884 2021-04-10 03:13:54,556 INFO : TRAIN, epoch=0022, iter=00050/00196, fetch data time cost=1.41ms, fps=1985 images/s, loss=0.3449, top1-acc=88.80%, top5-acc=99.30%, remaining_time=0:00:19.368798, arrival_time=2021-04-10 03:14:13.925351, cost_time=0:00:06.633154 2021-04-10 03:13:55,852 INFO : TRAIN, epoch=0022, iter=00060/00196, fetch data time cost=1.49ms, fps=1976 images/s, loss=0.3413, top1-acc=88.80%, top5-acc=99.32%, remaining_time=0:00:17.972808, arrival_time=2021-04-10 03:14:13.825391, cost_time=0:00:07.929181 2021-04-10 03:13:57,146 INFO : TRAIN, epoch=0022, iter=00070/00196, fetch data time cost=1.46ms, fps=1979 images/s, loss=0.3451, top1-acc=88.79%, top5-acc=99.29%, remaining_time=0:00:16.601886, arrival_time=2021-04-10 03:14:13.748577, cost_time=0:00:09.223298 2021-04-10 03:13:58,443 INFO : TRAIN, epoch=0022, iter=00080/00196, fetch data time cost=1.31ms, fps=1975 images/s, loss=0.3467, top1-acc=88.92%, top5-acc=99.30%, remaining_time=0:00:15.253420, arrival_time=2021-04-10 03:14:13.696458, cost_time=0:00:10.519634 2021-04-10 03:13:59,733 INFO : TRAIN, epoch=0022, iter=00090/00196, fetch data time cost=1.57ms, fps=1985 images/s, loss=0.3516, top1-acc=88.83%, top5-acc=99.26%, remaining_time=0:00:13.909638, arrival_time=2021-04-10 03:14:13.643055, cost_time=0:00:11.810034 2021-04-10 03:14:01,037 INFO : TRAIN, epoch=0022, iter=00100/00196, fetch data time cost=2.17ms, fps=1963 images/s, loss=0.3522, top1-acc=88.83%, top5-acc=99.26%, remaining_time=0:00:12.589824, arrival_time=2021-04-10 03:14:13.627706, cost_time=0:00:13.114357 2021-04-10 03:14:02,337 INFO : TRAIN, epoch=0022, iter=00110/00196, fetch data time cost=2.18ms, fps=1971 images/s, loss=0.3529, top1-acc=88.82%, top5-acc=99.28%, remaining_time=0:00:11.269182, arrival_time=2021-04-10 03:14:13.606612, cost_time=0:00:14.414040 2021-04-10 03:14:03,627 INFO : TRAIN, epoch=0022, iter=00120/00196, fetch data time cost=1.46ms, fps=1985 images/s, loss=0.3533, top1-acc=88.83%, top5-acc=99.29%, remaining_time=0:00:09.946044, arrival_time=2021-04-10 03:14:13.573752, cost_time=0:00:15.704285 2021-04-10 03:14:04,928 INFO : TRAIN, epoch=0022, iter=00130/00196, fetch data time cost=1.59ms, fps=1968 images/s, loss=0.3546, top1-acc=88.85%, top5-acc=99.28%, remaining_time=0:00:08.633526, arrival_time=2021-04-10 03:14:13.562376, cost_time=0:00:17.005458 2021-04-10 03:14:06,221 INFO : TRAIN, epoch=0022, iter=00140/00196, fetch data time cost=1.41ms, fps=1981 images/s, loss=0.3538, top1-acc=88.86%, top5-acc=99.27%, remaining_time=0:00:07.319256, arrival_time=2021-04-10 03:14:13.540727, cost_time=0:00:18.298074 2021-04-10 03:14:07,520 INFO : TRAIN, epoch=0022, iter=00150/00196, fetch data time cost=1.47ms, fps=1972 images/s, loss=0.3506, top1-acc=88.99%, top5-acc=99.27%, remaining_time=0:00:06.009624, arrival_time=2021-04-10 03:14:13.529643, cost_time=0:00:19.596627 2021-04-10 03:14:08,813 INFO : TRAIN, epoch=0022, iter=00160/00196, fetch data time cost=1.78ms, fps=1980 images/s, loss=0.3513, top1-acc=88.97%, top5-acc=99.27%, remaining_time=0:00:04.700232, arrival_time=2021-04-10 03:14:13.513493, cost_time=0:00:20.889867 2021-04-10 03:14:10,103 INFO : TRAIN, epoch=0022, iter=00170/00196, fetch data time cost=1.51ms, fps=1984 images/s, loss=0.3508, top1-acc=89.03%, top5-acc=99.26%, remaining_time=0:00:03.392298, arrival_time=2021-04-10 03:14:13.496141, cost_time=0:00:22.180452 2021-04-10 03:14:11,398 INFO : TRAIN, epoch=0022, iter=00180/00196, fetch data time cost=2.13ms, fps=1977 images/s, loss=0.3506, top1-acc=89.03%, top5-acc=99.26%, remaining_time=0:00:02.086720, arrival_time=2021-04-10 03:14:13.485642, cost_time=0:00:23.475528 2021-04-10 03:14:12,689 INFO : TRAIN, epoch=0022, iter=00190/00196, fetch data time cost=1.37ms, fps=1984 images/s, loss=0.3508, top1-acc=89.01%, top5-acc=99.26%, remaining_time=0:00:00.782088, arrival_time=2021-04-10 03:14:13.471598, cost_time=0:00:24.766118 2021-04-10 03:14:13,391 INFO : TRAIN, epoch=0022, iter=00196/00196, fetch data time cost=1.58ms, fps=1938 images/s, loss=0.3526, top1-acc=88.94%, top5-acc=99.26%, remaining_time=0:00:00, arrival_time=2021-04-10 03:14:13.391606, cost_time=0:00:25.468169 2021-04-10 03:14:13,910 INFO : EVAL, epoch=0022, iter=00010/00040, fetch data time cost=0.46ms, fps=4951 images/s, loss=0.6508, top1-acc=78.71%, top5-acc=97.93%, remaining_time=0:00:01.551240, arrival_time=2021-04-10 03:14:15.461473, cost_time=0:00:00.517079 2021-04-10 03:14:14,343 INFO : EVAL, epoch=0022, iter=00020/00040, fetch data time cost=1.89ms, fps=5921 images/s, loss=0.6507, top1-acc=78.65%, top5-acc=98.05%, remaining_time=0:00:00.949900, arrival_time=2021-04-10 03:14:15.292966, cost_time=0:00:00.949908 2021-04-10 03:14:14,769 INFO : EVAL, epoch=0022, iter=00030/00040, fetch data time cost=1.32ms, fps=6011 images/s, loss=0.6566, top1-acc=78.55%, top5-acc=97.92%, remaining_time=0:00:00.458760, arrival_time=2021-04-10 03:14:15.228171, cost_time=0:00:01.376294 2021-04-10 03:14:15,158 INFO : EVAL, epoch=0022, iter=00040/00040, fetch data time cost=0.11ms, fps=5974 images/s, loss=0.6568, top1-acc=78.57%, top5-acc=97.89%, remaining_time=0:00:00, arrival_time=2021-04-10 03:14:15.158119, cost_time=0:00:01.765002 2021-04-10 03:14:15,969 INFO : Epoch=0022 complete, best val top1-acc=84.73%, top5-acc=98.49% (epoch=19), remaining_time=1:24:36.564984, arrival_time=2021-04-10 04:38:52.534071, cost_time=0:10:27.440625 2021-04-10 03:14:15,970 INFO : Train start, epoch=0023, lr=0.097044 2021-04-10 03:14:17,449 INFO : TRAIN, epoch=0023, iter=00010/00196, fetch data time cost=0.35ms, fps=1730 images/s, loss=0.3774, top1-acc=87.58%, top5-acc=99.30%, remaining_time=0:00:27.518700, arrival_time=2021-04-10 03:14:44.968494, cost_time=0:00:01.479496 2021-04-10 03:14:18,748 INFO : TRAIN, epoch=0023, iter=00020/00196, fetch data time cost=1.48ms, fps=1972 images/s, loss=0.3502, top1-acc=88.79%, top5-acc=99.36%, remaining_time=0:00:24.447456, arrival_time=2021-04-10 03:14:43.195697, cost_time=0:00:02.778113 2021-04-10 03:14:20,044 INFO : TRAIN, epoch=0023, iter=00030/00196, fetch data time cost=1.51ms, fps=1976 images/s, loss=0.3481, top1-acc=88.72%, top5-acc=99.32%, remaining_time=0:00:22.543630, arrival_time=2021-04-10 03:14:42.587891, cost_time=0:00:04.074147 2021-04-10 03:14:21,336 INFO : TRAIN, epoch=0023, iter=00040/00196, fetch data time cost=1.43ms, fps=1983 images/s, loss=0.3510, top1-acc=88.71%, top5-acc=99.30%, remaining_time=0:00:20.926776, arrival_time=2021-04-10 03:14:42.262736, cost_time=0:00:05.365841 2021-04-10 03:14:22,628 INFO : TRAIN, epoch=0023, iter=00050/00196, fetch data time cost=1.45ms, fps=1981 images/s, loss=0.3513, top1-acc=88.71%, top5-acc=99.31%, remaining_time=0:00:19.443258, arrival_time=2021-04-10 03:14:42.072011, cost_time=0:00:06.658645 2021-04-10 03:14:23,920 INFO : TRAIN, epoch=0023, iter=00060/00196, fetch data time cost=2.08ms, fps=1982 images/s, loss=0.3522, top1-acc=88.74%, top5-acc=99.30%, remaining_time=0:00:18.021496, arrival_time=2021-04-10 03:14:41.942340, cost_time=0:00:07.950660 2021-04-10 03:14:25,217 INFO : TRAIN, epoch=0023, iter=00070/00196, fetch data time cost=1.96ms, fps=1975 images/s, loss=0.3512, top1-acc=88.84%, top5-acc=99.32%, remaining_time=0:00:16.645230, arrival_time=2021-04-10 03:14:41.862744, cost_time=0:00:09.247349 2021-04-10 03:14:26,510 INFO : TRAIN, epoch=0023, iter=00080/00196, fetch data time cost=1.42ms, fps=1981 images/s, loss=0.3525, top1-acc=88.80%, top5-acc=99.31%, remaining_time=0:00:15.283464, arrival_time=2021-04-10 03:14:41.793946, cost_time=0:00:10.540338 2021-04-10 03:14:27,807 INFO : TRAIN, epoch=0023, iter=00090/00196, fetch data time cost=1.59ms, fps=1975 images/s, loss=0.3504, top1-acc=88.85%, top5-acc=99.31%, remaining_time=0:00:13.941438, arrival_time=2021-04-10 03:14:41.748650, cost_time=0:00:11.837097 2021-04-10 03:14:29,103 INFO : TRAIN, epoch=0023, iter=00100/00196, fetch data time cost=1.56ms, fps=1976 images/s, loss=0.3490, top1-acc=88.86%, top5-acc=99.30%, remaining_time=0:00:12.607872, arrival_time=2021-04-10 03:14:41.711151, cost_time=0:00:13.133153 2021-04-10 03:14:30,396 INFO : TRAIN, epoch=0023, iter=00110/00196, fetch data time cost=1.37ms, fps=1981 images/s, loss=0.3494, top1-acc=88.86%, top5-acc=99.31%, remaining_time=0:00:11.278470, arrival_time=2021-04-10 03:14:41.674521, cost_time=0:00:14.425937 2021-04-10 03:14:31,688 INFO : TRAIN, epoch=0023, iter=00120/00196, fetch data time cost=1.41ms, fps=1982 images/s, loss=0.3471, top1-acc=88.92%, top5-acc=99.32%, remaining_time=0:00:09.954632, arrival_time=2021-04-10 03:14:41.642615, cost_time=0:00:15.717797 2021-04-10 03:14:32,982 INFO : TRAIN, epoch=0023, iter=00130/00196, fetch data time cost=2.25ms, fps=1978 images/s, loss=0.3483, top1-acc=88.89%, top5-acc=99.29%, remaining_time=0:00:08.637024, arrival_time=2021-04-10 03:14:41.619501, cost_time=0:00:17.012360 2021-04-10 03:14:34,280 INFO : TRAIN, epoch=0023, iter=00140/00196, fetch data time cost=1.83ms, fps=1972 images/s, loss=0.3499, top1-acc=88.84%, top5-acc=99.30%, remaining_time=0:00:07.324352, arrival_time=2021-04-10 03:14:41.605293, cost_time=0:00:18.310828 2021-04-10 03:14:35,570 INFO : TRAIN, epoch=0023, iter=00150/00196, fetch data time cost=1.42ms, fps=1986 images/s, loss=0.3486, top1-acc=88.90%, top5-acc=99.30%, remaining_time=0:00:06.010728, arrival_time=2021-04-10 03:14:41.581012, cost_time=0:00:19.600172 2021-04-10 03:14:36,864 INFO : TRAIN, epoch=0023, iter=00160/00196, fetch data time cost=2.51ms, fps=1978 images/s, loss=0.3481, top1-acc=88.94%, top5-acc=99.30%, remaining_time=0:00:04.701312, arrival_time=2021-04-10 03:14:41.566130, cost_time=0:00:20.894685 2021-04-10 03:14:38,166 INFO : TRAIN, epoch=0023, iter=00170/00196, fetch data time cost=1.47ms, fps=1967 images/s, loss=0.3483, top1-acc=88.89%, top5-acc=99.30%, remaining_time=0:00:03.394742, arrival_time=2021-04-10 03:14:41.561320, cost_time=0:00:22.196462 2021-04-10 03:14:39,458 INFO : TRAIN, epoch=0023, iter=00180/00196, fetch data time cost=1.65ms, fps=1982 images/s, loss=0.3490, top1-acc=88.86%, top5-acc=99.29%, remaining_time=0:00:02.087872, arrival_time=2021-04-10 03:14:41.546593, cost_time=0:00:23.488611 2021-04-10 03:14:40,756 INFO : TRAIN, epoch=0023, iter=00190/00196, fetch data time cost=1.24ms, fps=1974 images/s, loss=0.3489, top1-acc=88.82%, top5-acc=99.29%, remaining_time=0:00:00.782712, arrival_time=2021-04-10 03:14:41.538717, cost_time=0:00:24.785895 2021-04-10 03:14:41,455 INFO : TRAIN, epoch=0023, iter=00196/00196, fetch data time cost=1.27ms, fps=1946 images/s, loss=0.3511, top1-acc=88.81%, top5-acc=99.28%, remaining_time=0:00:00, arrival_time=2021-04-10 03:14:41.455414, cost_time=0:00:25.485304 2021-04-10 03:14:42,003 INFO : EVAL, epoch=0023, iter=00010/00040, fetch data time cost=0.45ms, fps=4682 images/s, loss=1.2315, top1-acc=69.61%, top5-acc=92.89%, remaining_time=0:00:01.640400, arrival_time=2021-04-10 03:14:43.643722, cost_time=0:00:00.546804 2021-04-10 03:14:42,426 INFO : EVAL, epoch=0023, iter=00020/00040, fetch data time cost=2.05ms, fps=6056 images/s, loss=1.2222, top1-acc=69.92%, top5-acc=92.97%, remaining_time=0:00:00.970040, arrival_time=2021-04-10 03:14:43.396578, cost_time=0:00:00.970038 2021-04-10 03:14:42,857 INFO : EVAL, epoch=0023, iter=00030/00040, fetch data time cost=1.40ms, fps=5941 images/s, loss=1.1923, top1-acc=70.44%, top5-acc=93.26%, remaining_time=0:00:00.467130, arrival_time=2021-04-10 03:14:43.324998, cost_time=0:00:01.401376 2021-04-10 03:14:43,245 INFO : EVAL, epoch=0023, iter=00040/00040, fetch data time cost=0.07ms, fps=5997 images/s, loss=1.1975, top1-acc=70.53%, top5-acc=93.16%, remaining_time=0:00:00, arrival_time=2021-04-10 03:14:43.245144, cost_time=0:00:01.788729 2021-04-10 03:14:44,028 INFO : Epoch=0023 complete, best val top1-acc=84.73%, top5-acc=98.49% (epoch=19), remaining_time=1:24:04.497345, arrival_time=2021-04-10 04:38:48.525453, cost_time=0:10:55.499653 2021-04-10 03:14:44,028 INFO : Train start, epoch=0024, lr=0.096772 2021-04-10 03:14:45,515 INFO : TRAIN, epoch=0024, iter=00010/00196, fetch data time cost=1.44ms, fps=1722 images/s, loss=0.3867, top1-acc=87.66%, top5-acc=99.10%, remaining_time=0:00:27.645366, arrival_time=2021-04-10 03:15:13.160516, cost_time=0:00:01.486312 2021-04-10 03:14:46,822 INFO : TRAIN, epoch=0024, iter=00020/00196, fetch data time cost=2.59ms, fps=1959 images/s, loss=0.3653, top1-acc=88.16%, top5-acc=99.22%, remaining_time=0:00:24.584032, arrival_time=2021-04-10 03:15:11.406583, cost_time=0:00:02.793648 2021-04-10 03:14:48,112 INFO : TRAIN, epoch=0024, iter=00030/00196, fetch data time cost=1.44ms, fps=1986 images/s, loss=0.3732, top1-acc=88.07%, top5-acc=99.17%, remaining_time=0:00:22.594260, arrival_time=2021-04-10 03:15:10.706393, cost_time=0:00:04.083306 2021-04-10 03:14:49,399 INFO : TRAIN, epoch=0024, iter=00040/00196, fetch data time cost=1.57ms, fps=1989 images/s, loss=0.3689, top1-acc=88.20%, top5-acc=99.16%, remaining_time=0:00:20.945184, arrival_time=2021-04-10 03:15:10.344609, cost_time=0:00:05.370573 2021-04-10 03:14:50,703 INFO : TRAIN, epoch=0024, iter=00050/00196, fetch data time cost=1.37ms, fps=1965 images/s, loss=0.3573, top1-acc=88.62%, top5-acc=99.20%, remaining_time=0:00:19.488518, arrival_time=2021-04-10 03:15:10.191502, cost_time=0:00:06.674153 2021-04-10 03:14:52,025 INFO : TRAIN, epoch=0024, iter=00060/00196, fetch data time cost=1.84ms, fps=1937 images/s, loss=0.3540, top1-acc=88.81%, top5-acc=99.26%, remaining_time=0:00:18.124856, arrival_time=2021-04-10 03:15:10.150023, cost_time=0:00:07.996288 2021-04-10 03:14:53,321 INFO : TRAIN, epoch=0024, iter=00070/00196, fetch data time cost=1.39ms, fps=1975 images/s, loss=0.3498, top1-acc=88.83%, top5-acc=99.30%, remaining_time=0:00:16.727004, arrival_time=2021-04-10 03:15:10.048638, cost_time=0:00:09.292749 2021-04-10 03:14:54,613 INFO : TRAIN, epoch=0024, iter=00080/00196, fetch data time cost=1.51ms, fps=1985 images/s, loss=0.3508, top1-acc=88.80%, top5-acc=99.30%, remaining_time=0:00:15.347844, arrival_time=2021-04-10 03:15:09.961411, cost_time=0:00:10.584741 2021-04-10 03:14:55,909 INFO : TRAIN, epoch=0024, iter=00090/00196, fetch data time cost=1.99ms, fps=1976 images/s, loss=0.3495, top1-acc=88.85%, top5-acc=99.30%, remaining_time=0:00:13.992954, arrival_time=2021-04-10 03:15:09.902553, cost_time=0:00:11.880768 2021-04-10 03:14:57,205 INFO : TRAIN, epoch=0024, iter=00100/00196, fetch data time cost=2.18ms, fps=1976 images/s, loss=0.3476, top1-acc=88.90%, top5-acc=99.28%, remaining_time=0:00:12.649344, arrival_time=2021-04-10 03:15:09.854556, cost_time=0:00:13.176387 2021-04-10 03:14:58,510 INFO : TRAIN, epoch=0024, iter=00110/00196, fetch data time cost=1.54ms, fps=1961 images/s, loss=0.3459, top1-acc=88.91%, top5-acc=99.33%, remaining_time=0:00:11.322330, arrival_time=2021-04-10 03:15:09.833245, cost_time=0:00:14.482081 2021-04-10 03:14:59,832 INFO : TRAIN, epoch=0024, iter=00120/00196, fetch data time cost=1.86ms, fps=1970 images/s, loss=0.3461, top1-acc=88.92%, top5-acc=99.31%, remaining_time=0:00:10.009048, arrival_time=2021-04-10 03:15:09.841743, cost_time=0:00:15.803726 2021-04-10 03:15:01,131 INFO : TRAIN, epoch=0024, iter=00130/00196, fetch data time cost=1.93ms, fps=1972 images/s, loss=0.3452, top1-acc=88.90%, top5-acc=99.32%, remaining_time=0:00:08.682960, arrival_time=2021-04-10 03:15:09.814666, cost_time=0:00:17.102833 2021-04-10 03:15:02,429 INFO : TRAIN, epoch=0024, iter=00140/00196, fetch data time cost=1.59ms, fps=1974 images/s, loss=0.3464, top1-acc=88.88%, top5-acc=99.32%, remaining_time=0:00:07.360080, arrival_time=2021-04-10 03:15:09.789125, cost_time=0:00:18.400217 2021-04-10 03:15:03,721 INFO : TRAIN, epoch=0024, iter=00150/00196, fetch data time cost=1.50ms, fps=1981 images/s, loss=0.3472, top1-acc=88.87%, top5-acc=99.33%, remaining_time=0:00:06.039110, arrival_time=2021-04-10 03:15:09.760647, cost_time=0:00:19.692716 2021-04-10 03:15:05,016 INFO : TRAIN, epoch=0024, iter=00160/00196, fetch data time cost=1.75ms, fps=1977 images/s, loss=0.3494, top1-acc=88.82%, top5-acc=99.30%, remaining_time=0:00:04.722300, arrival_time=2021-04-10 03:15:09.739057, cost_time=0:00:20.987922 2021-04-10 03:15:06,320 INFO : TRAIN, epoch=0024, iter=00170/00196, fetch data time cost=1.90ms, fps=1964 images/s, loss=0.3515, top1-acc=88.77%, top5-acc=99.29%, remaining_time=0:00:03.409302, arrival_time=2021-04-10 03:15:09.729689, cost_time=0:00:22.291512 2021-04-10 03:15:07,618 INFO : TRAIN, epoch=0024, iter=00180/00196, fetch data time cost=1.74ms, fps=1973 images/s, loss=0.3518, top1-acc=88.76%, top5-acc=99.30%, remaining_time=0:00:02.096864, arrival_time=2021-04-10 03:15:09.715406, cost_time=0:00:23.589640 2021-04-10 03:15:08,912 INFO : TRAIN, epoch=0024, iter=00190/00196, fetch data time cost=1.73ms, fps=1980 images/s, loss=0.3518, top1-acc=88.76%, top5-acc=99.29%, remaining_time=0:00:00.785784, arrival_time=2021-04-10 03:15:09.697895, cost_time=0:00:24.883242 2021-04-10 03:15:09,612 INFO : TRAIN, epoch=0024, iter=00196/00196, fetch data time cost=1.23ms, fps=1943 images/s, loss=0.3521, top1-acc=88.74%, top5-acc=99.29%, remaining_time=0:00:00, arrival_time=2021-04-10 03:15:09.612436, cost_time=0:00:25.583620 2021-04-10 03:15:10,111 INFO : EVAL, epoch=0024, iter=00010/00040, fetch data time cost=1.50ms, fps=5138 images/s, loss=0.4632, top1-acc=84.77%, top5-acc=99.10%, remaining_time=0:00:01.494660, arrival_time=2021-04-10 03:15:11.606314, cost_time=0:00:00.498224 2021-04-10 03:15:10,535 INFO : EVAL, epoch=0024, iter=00020/00040, fetch data time cost=1.66ms, fps=6043 images/s, loss=0.4623, top1-acc=84.90%, top5-acc=99.18%, remaining_time=0:00:00.922220, arrival_time=2021-04-10 03:15:11.457871, cost_time=0:00:00.922225 2021-04-10 03:15:10,959 INFO : EVAL, epoch=0024, iter=00030/00040, fetch data time cost=1.36ms, fps=6041 images/s, loss=0.4748, top1-acc=84.39%, top5-acc=99.22%, remaining_time=0:00:00.448770, arrival_time=2021-04-10 03:15:11.408509, cost_time=0:00:01.346300 2021-04-10 03:15:11,343 INFO : EVAL, epoch=0024, iter=00040/00040, fetch data time cost=0.09ms, fps=6054 images/s, loss=0.4572, top1-acc=84.55%, top5-acc=99.25%, remaining_time=0:00:00, arrival_time=2021-04-10 03:15:11.343274, cost_time=0:00:01.729872 2021-04-10 03:15:12,075 INFO : Epoch=0024 complete, best val top1-acc=84.73%, top5-acc=98.49% (epoch=19), remaining_time=1:23:32.675888, arrival_time=2021-04-10 04:38:44.751045, cost_time=0:11:23.546719 2021-04-10 03:15:12,075 INFO : Train start, epoch=0025, lr=0.096489 2021-04-10 03:15:13,583 INFO : TRAIN, epoch=0025, iter=00010/00196, fetch data time cost=1.35ms, fps=1699 images/s, loss=0.3497, top1-acc=88.63%, top5-acc=98.98%, remaining_time=0:00:28.033548, arrival_time=2021-04-10 03:15:41.616695, cost_time=0:00:01.507177 2021-04-10 03:15:14,878 INFO : TRAIN, epoch=0025, iter=00020/00196, fetch data time cost=1.45ms, fps=1978 images/s, loss=0.3245, top1-acc=89.61%, top5-acc=99.16%, remaining_time=0:00:24.660592, arrival_time=2021-04-10 03:15:39.538767, cost_time=0:00:02.802336 2021-04-10 03:15:16,166 INFO : TRAIN, epoch=0025, iter=00030/00196, fetch data time cost=1.42ms, fps=1987 images/s, loss=0.3226, top1-acc=89.66%, top5-acc=99.30%, remaining_time=0:00:22.637420, arrival_time=2021-04-10 03:15:38.804371, cost_time=0:00:04.091108 2021-04-10 03:15:17,462 INFO : TRAIN, epoch=0025, iter=00040/00196, fetch data time cost=1.52ms, fps=1976 images/s, loss=0.3238, top1-acc=89.68%, top5-acc=99.30%, remaining_time=0:00:21.009144, arrival_time=2021-04-10 03:15:38.471928, cost_time=0:00:05.386940 2021-04-10 03:15:18,759 INFO : TRAIN, epoch=0025, iter=00050/00196, fetch data time cost=1.55ms, fps=1975 images/s, loss=0.3235, top1-acc=89.87%, top5-acc=99.36%, remaining_time=0:00:19.515090, arrival_time=2021-04-10 03:15:38.274330, cost_time=0:00:06.683238 2021-04-10 03:15:20,056 INFO : TRAIN, epoch=0025, iter=00060/00196, fetch data time cost=1.43ms, fps=1974 images/s, loss=0.3274, top1-acc=89.74%, top5-acc=99.35%, remaining_time=0:00:18.089360, arrival_time=2021-04-10 03:15:38.145898, cost_time=0:00:07.980596 2021-04-10 03:15:21,348 INFO : TRAIN, epoch=0025, iter=00070/00196, fetch data time cost=1.69ms, fps=1983 images/s, loss=0.3271, top1-acc=89.80%, top5-acc=99.34%, remaining_time=0:00:16.690212, arrival_time=2021-04-10 03:15:38.038385, cost_time=0:00:09.272331 2021-04-10 03:15:22,636 INFO : TRAIN, epoch=0025, iter=00080/00196, fetch data time cost=1.41ms, fps=1987 images/s, loss=0.3317, top1-acc=89.62%, top5-acc=99.31%, remaining_time=0:00:15.313392, arrival_time=2021-04-10 03:15:37.950164, cost_time=0:00:10.560937 2021-04-10 03:15:23,930 INFO : TRAIN, epoch=0025, iter=00090/00196, fetch data time cost=1.34ms, fps=1980 images/s, loss=0.3344, top1-acc=89.45%, top5-acc=99.31%, remaining_time=0:00:13.961578, arrival_time=2021-04-10 03:15:37.891686, cost_time=0:00:11.854196 2021-04-10 03:15:25,235 INFO : TRAIN, epoch=0025, iter=00100/00196, fetch data time cost=1.83ms, fps=1962 images/s, loss=0.3335, top1-acc=89.52%, top5-acc=99.28%, remaining_time=0:00:12.633120, arrival_time=2021-04-10 03:15:37.868487, cost_time=0:00:13.159525 2021-04-10 03:15:26,529 INFO : TRAIN, epoch=0025, iter=00110/00196, fetch data time cost=1.82ms, fps=1979 images/s, loss=0.3345, top1-acc=89.51%, top5-acc=99.29%, remaining_time=0:00:11.299798, arrival_time=2021-04-10 03:15:37.828960, cost_time=0:00:14.453254 2021-04-10 03:15:27,831 INFO : TRAIN, epoch=0025, iter=00120/00196, fetch data time cost=1.61ms, fps=1966 images/s, loss=0.3353, top1-acc=89.52%, top5-acc=99.29%, remaining_time=0:00:09.978572, arrival_time=2021-04-10 03:15:37.810074, cost_time=0:00:15.755665 2021-04-10 03:15:29,127 INFO : TRAIN, epoch=0025, iter=00130/00196, fetch data time cost=1.58ms, fps=1976 images/s, loss=0.3364, top1-acc=89.47%, top5-acc=99.29%, remaining_time=0:00:08.656890, arrival_time=2021-04-10 03:15:37.784121, cost_time=0:00:17.051393 2021-04-10 03:15:30,432 INFO : TRAIN, epoch=0025, iter=00140/00196, fetch data time cost=1.77ms, fps=1962 images/s, loss=0.3396, top1-acc=89.37%, top5-acc=99.28%, remaining_time=0:00:07.342720, arrival_time=2021-04-10 03:15:37.775302, cost_time=0:00:18.356733 2021-04-10 03:15:31,734 INFO : TRAIN, epoch=0025, iter=00150/00196, fetch data time cost=1.81ms, fps=1970 images/s, loss=0.3407, top1-acc=89.30%, top5-acc=99.29%, remaining_time=0:00:06.028070, arrival_time=2021-04-10 03:15:37.762719, cost_time=0:00:19.656723 2021-04-10 03:15:33,035 INFO : TRAIN, epoch=0025, iter=00160/00196, fetch data time cost=1.54ms, fps=1969 images/s, loss=0.3420, top1-acc=89.25%, top5-acc=99.28%, remaining_time=0:00:04.715856, arrival_time=2021-04-10 03:15:37.751078, cost_time=0:00:20.959302 2021-04-10 03:15:34,329 INFO : TRAIN, epoch=0025, iter=00170/00196, fetch data time cost=1.38ms, fps=1979 images/s, loss=0.3411, top1-acc=89.24%, top5-acc=99.28%, remaining_time=0:00:03.403452, arrival_time=2021-04-10 03:15:37.732582, cost_time=0:00:22.253287 2021-04-10 03:15:35,623 INFO : TRAIN, epoch=0025, iter=00180/00196, fetch data time cost=1.46ms, fps=1979 images/s, loss=0.3412, top1-acc=89.23%, top5-acc=99.29%, remaining_time=0:00:02.093088, arrival_time=2021-04-10 03:15:37.716289, cost_time=0:00:23.547323 2021-04-10 03:15:36,914 INFO : TRAIN, epoch=0025, iter=00190/00196, fetch data time cost=1.34ms, fps=1983 images/s, loss=0.3417, top1-acc=89.22%, top5-acc=99.28%, remaining_time=0:00:00.784374, arrival_time=2021-04-10 03:15:37.698743, cost_time=0:00:24.838503 2021-04-10 03:15:37,614 INFO : TRAIN, epoch=0025, iter=00196/00196, fetch data time cost=1.32ms, fps=1944 images/s, loss=0.3408, top1-acc=89.27%, top5-acc=99.28%, remaining_time=0:00:00, arrival_time=2021-04-10 03:15:37.614470, cost_time=0:00:25.538626 2021-04-10 03:15:38,117 INFO : EVAL, epoch=0025, iter=00010/00040, fetch data time cost=4.43ms, fps=5105 images/s, loss=0.4513, top1-acc=85.39%, top5-acc=99.10%, remaining_time=0:00:01.504350, arrival_time=2021-04-10 03:15:39.621402, cost_time=0:00:00.501450 2021-04-10 03:15:38,543 INFO : EVAL, epoch=0025, iter=00020/00040, fetch data time cost=2.06ms, fps=6016 images/s, loss=0.4427, top1-acc=85.70%, top5-acc=99.18%, remaining_time=0:00:00.927480, arrival_time=2021-04-10 03:15:39.470576, cost_time=0:00:00.927471 2021-04-10 03:15:38,978 INFO : EVAL, epoch=0025, iter=00030/00040, fetch data time cost=2.31ms, fps=5892 images/s, loss=0.4388, top1-acc=85.65%, top5-acc=99.17%, remaining_time=0:00:00.454170, arrival_time=2021-04-10 03:15:39.432296, cost_time=0:00:01.362504 2021-04-10 03:15:39,365 INFO : EVAL, epoch=0025, iter=00040/00040, fetch data time cost=0.10ms, fps=6000 images/s, loss=0.4418, top1-acc=85.67%, top5-acc=99.13%, remaining_time=0:00:00, arrival_time=2021-04-10 03:15:39.365272, cost_time=0:00:01.749726 2021-04-10 03:15:42,110 INFO : Epoch=0025 complete, best val top1-acc=85.67%, top5-acc=99.13% (epoch=25), remaining_time=1:23:15.072250, arrival_time=2021-04-10 04:38:57.182478, cost_time=0:11:53.581747 2021-04-10 03:15:42,111 INFO : Train start, epoch=0026, lr=0.096194 2021-04-10 03:15:43,594 INFO : TRAIN, epoch=0026, iter=00010/00196, fetch data time cost=1.82ms, fps=1726 images/s, loss=0.3078, top1-acc=90.16%, top5-acc=99.26%, remaining_time=0:00:27.579522, arrival_time=2021-04-10 03:16:11.173570, cost_time=0:00:01.482766 2021-04-10 03:15:44,888 INFO : TRAIN, epoch=0026, iter=00020/00196, fetch data time cost=1.38ms, fps=1978 images/s, loss=0.3132, top1-acc=89.86%, top5-acc=99.30%, remaining_time=0:00:24.438128, arrival_time=2021-04-10 03:16:09.326458, cost_time=0:00:02.777056 2021-04-10 03:15:46,182 INFO : TRAIN, epoch=0026, iter=00030/00196, fetch data time cost=1.30ms, fps=1979 images/s, loss=0.3204, top1-acc=89.83%, top5-acc=99.39%, remaining_time=0:00:22.526698, arrival_time=2021-04-10 03:16:08.709115, cost_time=0:00:04.071100 2021-04-10 03:15:47,478 INFO : TRAIN, epoch=0026, iter=00040/00196, fetch data time cost=1.44ms, fps=1976 images/s, loss=0.3236, top1-acc=89.81%, top5-acc=99.35%, remaining_time=0:00:20.931768, arrival_time=2021-04-10 03:16:08.410240, cost_time=0:00:05.367120 2021-04-10 03:15:48,769 INFO : TRAIN, epoch=0026, iter=00050/00196, fetch data time cost=1.51ms, fps=1984 images/s, loss=0.3203, top1-acc=89.92%, top5-acc=99.40%, remaining_time=0:00:19.441944, arrival_time=2021-04-10 03:16:08.211416, cost_time=0:00:06.658185 2021-04-10 03:15:50,061 INFO : TRAIN, epoch=0026, iter=00060/00196, fetch data time cost=1.40ms, fps=1982 images/s, loss=0.3220, top1-acc=89.86%, top5-acc=99.38%, remaining_time=0:00:18.019864, arrival_time=2021-04-10 03:16:08.081173, cost_time=0:00:07.949944 2021-04-10 03:15:51,360 INFO : TRAIN, epoch=0026, iter=00070/00196, fetch data time cost=1.80ms, fps=1972 images/s, loss=0.3256, top1-acc=89.82%, top5-acc=99.37%, remaining_time=0:00:16.648128, arrival_time=2021-04-10 03:16:08.008377, cost_time=0:00:09.248969 2021-04-10 03:15:52,653 INFO : TRAIN, epoch=0026, iter=00080/00196, fetch data time cost=1.52ms, fps=1981 images/s, loss=0.3274, top1-acc=89.74%, top5-acc=99.37%, remaining_time=0:00:15.285320, arrival_time=2021-04-10 03:16:07.938313, cost_time=0:00:10.541637 2021-04-10 03:15:53,956 INFO : TRAIN, epoch=0026, iter=00090/00196, fetch data time cost=1.77ms, fps=1965 images/s, loss=0.3254, top1-acc=89.81%, top5-acc=99.38%, remaining_time=0:00:13.950554, arrival_time=2021-04-10 03:16:07.906668, cost_time=0:00:11.844838 2021-04-10 03:15:55,256 INFO : TRAIN, epoch=0026, iter=00100/00196, fetch data time cost=1.85ms, fps=1969 images/s, loss=0.3239, top1-acc=89.81%, top5-acc=99.40%, remaining_time=0:00:12.619296, arrival_time=2021-04-10 03:16:07.875721, cost_time=0:00:13.145093 2021-04-10 03:15:56,550 INFO : TRAIN, epoch=0026, iter=00110/00196, fetch data time cost=1.86ms, fps=1979 images/s, loss=0.3256, top1-acc=89.74%, top5-acc=99.39%, remaining_time=0:00:11.288876, arrival_time=2021-04-10 03:16:07.839368, cost_time=0:00:14.439218 2021-04-10 03:15:57,847 INFO : TRAIN, epoch=0026, iter=00120/00196, fetch data time cost=1.38ms, fps=1974 images/s, loss=0.3262, top1-acc=89.69%, top5-acc=99.39%, remaining_time=0:00:09.966412, arrival_time=2021-04-10 03:16:07.814120, cost_time=0:00:15.736443 2021-04-10 03:15:59,144 INFO : TRAIN, epoch=0026, iter=00130/00196, fetch data time cost=1.43ms, fps=1974 images/s, loss=0.3284, top1-acc=89.63%, top5-acc=99.38%, remaining_time=0:00:08.647782, arrival_time=2021-04-10 03:16:07.792665, cost_time=0:00:17.033533 2021-04-10 03:16:00,437 INFO : TRAIN, epoch=0026, iter=00140/00196, fetch data time cost=1.55ms, fps=1981 images/s, loss=0.3286, top1-acc=89.61%, top5-acc=99.37%, remaining_time=0:00:07.330456, arrival_time=2021-04-10 03:16:07.767869, cost_time=0:00:18.326086 2021-04-10 03:16:01,732 INFO : TRAIN, epoch=0026, iter=00150/00196, fetch data time cost=1.49ms, fps=1977 images/s, loss=0.3298, top1-acc=89.61%, top5-acc=99.36%, remaining_time=0:00:06.017260, arrival_time=2021-04-10 03:16:07.750089, cost_time=0:00:19.621549 2021-04-10 03:16:03,021 INFO : TRAIN, epoch=0026, iter=00160/00196, fetch data time cost=1.31ms, fps=1987 images/s, loss=0.3293, top1-acc=89.63%, top5-acc=99.38%, remaining_time=0:00:04.704804, arrival_time=2021-04-10 03:16:07.726412, cost_time=0:00:20.910316 2021-04-10 03:16:04,319 INFO : TRAIN, epoch=0026, iter=00170/00196, fetch data time cost=1.66ms, fps=1973 images/s, loss=0.3306, top1-acc=89.59%, top5-acc=99.35%, remaining_time=0:00:03.396510, arrival_time=2021-04-10 03:16:07.715782, cost_time=0:00:22.207997 2021-04-10 03:16:05,611 INFO : TRAIN, epoch=0026, iter=00180/00196, fetch data time cost=1.37ms, fps=1981 images/s, loss=0.3299, top1-acc=89.61%, top5-acc=99.34%, remaining_time=0:00:02.088928, arrival_time=2021-04-10 03:16:07.700680, cost_time=0:00:23.500465 2021-04-10 03:16:06,905 INFO : TRAIN, epoch=0026, iter=00190/00196, fetch data time cost=1.31ms, fps=1980 images/s, loss=0.3294, top1-acc=89.60%, top5-acc=99.35%, remaining_time=0:00:00.782964, arrival_time=2021-04-10 03:16:07.688223, cost_time=0:00:24.793947 2021-04-10 03:16:07,613 INFO : TRAIN, epoch=0026, iter=00196/00196, fetch data time cost=0.20ms, fps=1923 images/s, loss=0.3300, top1-acc=89.59%, top5-acc=99.35%, remaining_time=0:00:00, arrival_time=2021-04-10 03:16:07.612973, cost_time=0:00:25.501572 2021-04-10 03:16:08,169 INFO : EVAL, epoch=0026, iter=00010/00040, fetch data time cost=0.44ms, fps=4614 images/s, loss=0.5527, top1-acc=83.16%, top5-acc=98.83%, remaining_time=0:00:01.664520, arrival_time=2021-04-10 03:16:09.833999, cost_time=0:00:00.554838 2021-04-10 03:16:08,596 INFO : EVAL, epoch=0026, iter=00020/00040, fetch data time cost=1.79ms, fps=6000 images/s, loss=0.5667, top1-acc=82.70%, top5-acc=98.87%, remaining_time=0:00:00.982000, arrival_time=2021-04-10 03:16:09.578658, cost_time=0:00:00.982006 2021-04-10 03:16:09,024 INFO : EVAL, epoch=0026, iter=00030/00040, fetch data time cost=1.43ms, fps=5986 images/s, loss=0.5548, top1-acc=82.58%, top5-acc=98.89%, remaining_time=0:00:00.470070, arrival_time=2021-04-10 03:16:09.494902, cost_time=0:00:01.410198 2021-04-10 03:16:09,411 INFO : EVAL, epoch=0026, iter=00040/00040, fetch data time cost=0.15ms, fps=6014 images/s, loss=0.5628, top1-acc=82.50%, top5-acc=98.88%, remaining_time=0:00:00, arrival_time=2021-04-10 03:16:09.411105, cost_time=0:00:01.796482 2021-04-10 03:16:10,323 INFO : Epoch=0026 complete, best val top1-acc=85.67%, top5-acc=99.13% (epoch=25), remaining_time=1:22:44.320398, arrival_time=2021-04-10 04:38:54.643854, cost_time=0:12:21.795005 2021-04-10 03:16:10,324 INFO : Train start, epoch=0027, lr=0.095888 2021-04-10 03:16:11,881 INFO : TRAIN, epoch=0027, iter=00010/00196, fetch data time cost=1.55ms, fps=1644 images/s, loss=0.3443, top1-acc=89.02%, top5-acc=99.45%, remaining_time=0:00:28.962990, arrival_time=2021-04-10 03:16:40.844366, cost_time=0:00:01.557152 2021-04-10 03:16:13,172 INFO : TRAIN, epoch=0027, iter=00020/00196, fetch data time cost=1.36ms, fps=1984 images/s, loss=0.3359, top1-acc=89.22%, top5-acc=99.32%, remaining_time=0:00:25.062752, arrival_time=2021-04-10 03:16:38.234998, cost_time=0:00:02.848033 2021-04-10 03:16:14,473 INFO : TRAIN, epoch=0027, iter=00030/00196, fetch data time cost=1.40ms, fps=1968 images/s, loss=0.3345, top1-acc=89.28%, top5-acc=99.28%, remaining_time=0:00:22.958962, arrival_time=2021-04-10 03:16:37.432455, cost_time=0:00:04.149211 2021-04-10 03:16:15,771 INFO : TRAIN, epoch=0027, iter=00040/00196, fetch data time cost=1.41ms, fps=1973 images/s, loss=0.3394, top1-acc=89.09%, top5-acc=99.28%, remaining_time=0:00:21.244080, arrival_time=2021-04-10 03:16:37.015553, cost_time=0:00:05.447203 2021-04-10 03:16:17,066 INFO : TRAIN, epoch=0027, iter=00050/00196, fetch data time cost=1.49ms, fps=1978 images/s, loss=0.3315, top1-acc=89.35%, top5-acc=99.30%, remaining_time=0:00:19.686202, arrival_time=2021-04-10 03:16:36.752247, cost_time=0:00:06.741829 2021-04-10 03:16:18,356 INFO : TRAIN, epoch=0027, iter=00060/00196, fetch data time cost=1.43ms, fps=1984 images/s, loss=0.3253, top1-acc=89.57%, top5-acc=99.34%, remaining_time=0:00:18.207136, arrival_time=2021-04-10 03:16:36.563880, cost_time=0:00:08.032532 2021-04-10 03:16:19,657 INFO : TRAIN, epoch=0027, iter=00070/00196, fetch data time cost=1.71ms, fps=1969 images/s, loss=0.3254, top1-acc=89.57%, top5-acc=99.36%, remaining_time=0:00:16.798950, arrival_time=2021-04-10 03:16:36.455993, cost_time=0:00:09.332783 2021-04-10 03:16:20,954 INFO : TRAIN, epoch=0027, iter=00080/00196, fetch data time cost=1.91ms, fps=1975 images/s, loss=0.3266, top1-acc=89.61%, top5-acc=99.34%, remaining_time=0:00:15.413152, arrival_time=2021-04-10 03:16:36.367129, cost_time=0:00:10.629756 2021-04-10 03:16:22,249 INFO : TRAIN, epoch=0027, iter=00090/00196, fetch data time cost=1.51ms, fps=1977 images/s, loss=0.3228, top1-acc=89.80%, top5-acc=99.34%, remaining_time=0:00:14.045106, arrival_time=2021-04-10 03:16:36.294366, cost_time=0:00:11.925048 2021-04-10 03:16:23,547 INFO : TRAIN, epoch=0027, iter=00100/00196, fetch data time cost=2.21ms, fps=1972 images/s, loss=0.3241, top1-acc=89.80%, top5-acc=99.34%, remaining_time=0:00:12.694464, arrival_time=2021-04-10 03:16:36.242098, cost_time=0:00:13.223385 2021-04-10 03:16:24,843 INFO : TRAIN, epoch=0027, iter=00110/00196, fetch data time cost=1.73ms, fps=1977 images/s, loss=0.3283, top1-acc=89.67%, top5-acc=99.32%, remaining_time=0:00:11.351140, arrival_time=2021-04-10 03:16:36.194358, cost_time=0:00:14.518930 2021-04-10 03:16:26,129 INFO : TRAIN, epoch=0027, iter=00120/00196, fetch data time cost=1.38ms, fps=1991 images/s, loss=0.3303, top1-acc=89.63%, top5-acc=99.32%, remaining_time=0:00:10.010036, arrival_time=2021-04-10 03:16:36.139636, cost_time=0:00:15.805332 2021-04-10 03:16:27,426 INFO : TRAIN, epoch=0027, iter=00130/00196, fetch data time cost=1.85ms, fps=1975 images/s, loss=0.3329, top1-acc=89.53%, top5-acc=99.30%, remaining_time=0:00:08.682564, arrival_time=2021-04-10 03:16:36.108795, cost_time=0:00:17.102019 2021-04-10 03:16:28,722 INFO : TRAIN, epoch=0027, iter=00140/00196, fetch data time cost=1.57ms, fps=1975 images/s, loss=0.3348, top1-acc=89.50%, top5-acc=99.29%, remaining_time=0:00:07.359296, arrival_time=2021-04-10 03:16:36.081775, cost_time=0:00:18.398267 2021-04-10 03:16:30,017 INFO : TRAIN, epoch=0027, iter=00150/00196, fetch data time cost=1.95ms, fps=1978 images/s, loss=0.3365, top1-acc=89.46%, top5-acc=99.27%, remaining_time=0:00:06.039156, arrival_time=2021-04-10 03:16:36.056325, cost_time=0:00:19.692947 2021-04-10 03:16:31,307 INFO : TRAIN, epoch=0027, iter=00160/00196, fetch data time cost=1.44ms, fps=1985 images/s, loss=0.3351, top1-acc=89.52%, top5-acc=99.27%, remaining_time=0:00:04.721220, arrival_time=2021-04-10 03:16:36.028676, cost_time=0:00:20.983242 2021-04-10 03:16:32,601 INFO : TRAIN, epoch=0027, iter=00170/00196, fetch data time cost=1.39ms, fps=1978 images/s, loss=0.3344, top1-acc=89.57%, top5-acc=99.27%, remaining_time=0:00:03.407144, arrival_time=2021-04-10 03:16:36.008919, cost_time=0:00:22.277563 2021-04-10 03:16:33,897 INFO : TRAIN, epoch=0027, iter=00180/00196, fetch data time cost=1.56ms, fps=1977 images/s, loss=0.3350, top1-acc=89.53%, top5-acc=99.27%, remaining_time=0:00:02.095376, arrival_time=2021-04-10 03:16:35.992568, cost_time=0:00:23.572976 2021-04-10 03:16:35,188 INFO : TRAIN, epoch=0027, iter=00190/00196, fetch data time cost=1.45ms, fps=1984 images/s, loss=0.3367, top1-acc=89.48%, top5-acc=99.28%, remaining_time=0:00:00.785172, arrival_time=2021-04-10 03:16:35.973194, cost_time=0:00:24.863809 2021-04-10 03:16:35,887 INFO : TRAIN, epoch=0027, iter=00196/00196, fetch data time cost=1.43ms, fps=1946 images/s, loss=0.3375, top1-acc=89.47%, top5-acc=99.27%, remaining_time=0:00:00, arrival_time=2021-04-10 03:16:35.887195, cost_time=0:00:25.562985 2021-04-10 03:16:36,422 INFO : EVAL, epoch=0027, iter=00010/00040, fetch data time cost=0.40ms, fps=4796 images/s, loss=0.6994, top1-acc=78.71%, top5-acc=98.44%, remaining_time=0:00:01.601130, arrival_time=2021-04-10 03:16:38.023103, cost_time=0:00:00.533709 2021-04-10 03:16:36,845 INFO : EVAL, epoch=0027, iter=00020/00040, fetch data time cost=1.41ms, fps=6052 images/s, loss=0.7024, top1-acc=79.02%, top5-acc=98.40%, remaining_time=0:00:00.957100, arrival_time=2021-04-10 03:16:37.802455, cost_time=0:00:00.957097 2021-04-10 03:16:37,270 INFO : EVAL, epoch=0027, iter=00030/00040, fetch data time cost=1.83ms, fps=6033 images/s, loss=0.7023, top1-acc=79.23%, top5-acc=98.39%, remaining_time=0:00:00.460570, arrival_time=2021-04-10 03:16:37.730599, cost_time=0:00:01.381703 2021-04-10 03:16:37,655 INFO : EVAL, epoch=0027, iter=00040/00040, fetch data time cost=0.08ms, fps=6030 images/s, loss=0.6888, top1-acc=79.05%, top5-acc=98.36%, remaining_time=0:00:00, arrival_time=2021-04-10 03:16:37.655201, cost_time=0:00:01.766975 2021-04-10 03:16:38,420 INFO : Epoch=0027 complete, best val top1-acc=85.67%, top5-acc=99.13% (epoch=25), remaining_time=1:22:13.012133, arrival_time=2021-04-10 04:38:51.432658, cost_time=0:12:49.892074 2021-04-10 03:16:38,421 INFO : Train start, epoch=0028, lr=0.095570 2021-04-10 03:16:39,897 INFO : TRAIN, epoch=0028, iter=00010/00196, fetch data time cost=1.52ms, fps=1735 images/s, loss=0.3094, top1-acc=90.59%, top5-acc=99.26%, remaining_time=0:00:27.450066, arrival_time=2021-04-10 03:17:07.347132, cost_time=0:00:01.475809 2021-04-10 03:16:41,191 INFO : TRAIN, epoch=0028, iter=00020/00196, fetch data time cost=1.64ms, fps=1978 images/s, loss=0.3223, top1-acc=90.02%, top5-acc=99.24%, remaining_time=0:00:24.378464, arrival_time=2021-04-10 03:17:05.570058, cost_time=0:00:02.770275 2021-04-10 03:16:42,484 INFO : TRAIN, epoch=0028, iter=00030/00196, fetch data time cost=1.71ms, fps=1981 images/s, loss=0.3194, top1-acc=90.07%, top5-acc=99.31%, remaining_time=0:00:22.480716, arrival_time=2021-04-10 03:17:04.964748, cost_time=0:00:04.062784 2021-04-10 03:16:43,777 INFO : TRAIN, epoch=0028, iter=00040/00196, fetch data time cost=1.47ms, fps=1979 images/s, loss=0.3246, top1-acc=89.96%, top5-acc=99.30%, remaining_time=0:00:20.890584, arrival_time=2021-04-10 03:17:04.668444, cost_time=0:00:05.356564 2021-04-10 03:16:45,070 INFO : TRAIN, epoch=0028, iter=00050/00196, fetch data time cost=1.51ms, fps=1981 images/s, loss=0.3243, top1-acc=89.92%, top5-acc=99.32%, remaining_time=0:00:19.416686, arrival_time=2021-04-10 03:17:04.487504, cost_time=0:00:06.649562 2021-04-10 03:16:46,383 INFO : TRAIN, epoch=0028, iter=00060/00196, fetch data time cost=1.97ms, fps=1950 images/s, loss=0.3238, top1-acc=89.92%, top5-acc=99.29%, remaining_time=0:00:18.048424, arrival_time=2021-04-10 03:17:04.432235, cost_time=0:00:07.962515 2021-04-10 03:16:47,689 INFO : TRAIN, epoch=0028, iter=00070/00196, fetch data time cost=1.90ms, fps=1961 images/s, loss=0.3272, top1-acc=89.92%, top5-acc=99.30%, remaining_time=0:00:16.682778, arrival_time=2021-04-10 03:17:04.372243, cost_time=0:00:09.268199 2021-04-10 03:16:48,986 INFO : TRAIN, epoch=0028, iter=00080/00196, fetch data time cost=2.56ms, fps=1975 images/s, loss=0.3298, top1-acc=89.80%, top5-acc=99.30%, remaining_time=0:00:15.319540, arrival_time=2021-04-10 03:17:04.306011, cost_time=0:00:10.565166 2021-04-10 03:16:50,285 INFO : TRAIN, epoch=0028, iter=00090/00196, fetch data time cost=1.41ms, fps=1971 images/s, loss=0.3275, top1-acc=89.87%, top5-acc=99.31%, remaining_time=0:00:13.973768, arrival_time=2021-04-10 03:17:04.259596, cost_time=0:00:11.864530 2021-04-10 03:16:51,582 INFO : TRAIN, epoch=0028, iter=00100/00196, fetch data time cost=1.84ms, fps=1975 images/s, loss=0.3269, top1-acc=89.91%, top5-acc=99.30%, remaining_time=0:00:12.634848, arrival_time=2021-04-10 03:17:04.217432, cost_time=0:00:13.161331 2021-04-10 03:16:52,876 INFO : TRAIN, epoch=0028, iter=00110/00196, fetch data time cost=1.39ms, fps=1979 images/s, loss=0.3273, top1-acc=89.91%, top5-acc=99.31%, remaining_time=0:00:11.301518, arrival_time=2021-04-10 03:17:04.178291, cost_time=0:00:14.455477 2021-04-10 03:16:54,170 INFO : TRAIN, epoch=0028, iter=00120/00196, fetch data time cost=1.59ms, fps=1980 images/s, loss=0.3252, top1-acc=89.94%, top5-acc=99.30%, remaining_time=0:00:09.974240, arrival_time=2021-04-10 03:17:04.144306, cost_time=0:00:15.748766 2021-04-10 03:16:55,467 INFO : TRAIN, epoch=0028, iter=00130/00196, fetch data time cost=2.52ms, fps=1974 images/s, loss=0.3259, top1-acc=89.90%, top5-acc=99.32%, remaining_time=0:00:08.654184, arrival_time=2021-04-10 03:17:04.121609, cost_time=0:00:17.046133 2021-04-10 03:16:56,760 INFO : TRAIN, epoch=0028, iter=00140/00196, fetch data time cost=1.36ms, fps=1981 images/s, loss=0.3268, top1-acc=89.84%, top5-acc=99.32%, remaining_time=0:00:07.335552, arrival_time=2021-04-10 03:17:04.095773, cost_time=0:00:18.338926 2021-04-10 03:16:58,056 INFO : TRAIN, epoch=0028, iter=00150/00196, fetch data time cost=1.64ms, fps=1975 images/s, loss=0.3280, top1-acc=89.80%, top5-acc=99.30%, remaining_time=0:00:06.021538, arrival_time=2021-04-10 03:17:04.078340, cost_time=0:00:19.635513 2021-04-10 03:16:59,356 INFO : TRAIN, epoch=0028, iter=00160/00196, fetch data time cost=1.40ms, fps=1971 images/s, loss=0.3298, top1-acc=89.76%, top5-acc=99.30%, remaining_time=0:00:04.710384, arrival_time=2021-04-10 03:17:04.066729, cost_time=0:00:20.935049 2021-04-10 03:17:00,661 INFO : TRAIN, epoch=0028, iter=00170/00196, fetch data time cost=1.47ms, fps=1963 images/s, loss=0.3302, top1-acc=89.74%, top5-acc=99.31%, remaining_time=0:00:03.401424, arrival_time=2021-04-10 03:17:04.062721, cost_time=0:00:22.240055 2021-04-10 03:17:01,955 INFO : TRAIN, epoch=0028, iter=00180/00196, fetch data time cost=1.90ms, fps=1979 images/s, loss=0.3285, top1-acc=89.81%, top5-acc=99.33%, remaining_time=0:00:02.091936, arrival_time=2021-04-10 03:17:04.047405, cost_time=0:00:23.534217 2021-04-10 03:17:03,248 INFO : TRAIN, epoch=0028, iter=00190/00196, fetch data time cost=1.29ms, fps=1980 images/s, loss=0.3303, top1-acc=89.75%, top5-acc=99.32%, remaining_time=0:00:00.784020, arrival_time=2021-04-10 03:17:04.032566, cost_time=0:00:24.827281 2021-04-10 03:17:03,948 INFO : TRAIN, epoch=0028, iter=00196/00196, fetch data time cost=1.42ms, fps=1945 images/s, loss=0.3304, top1-acc=89.74%, top5-acc=99.31%, remaining_time=0:00:00, arrival_time=2021-04-10 03:17:03.948165, cost_time=0:00:25.526909 2021-04-10 03:17:04,469 INFO : EVAL, epoch=0028, iter=00010/00040, fetch data time cost=2.61ms, fps=4921 images/s, loss=0.5394, top1-acc=83.91%, top5-acc=98.28%, remaining_time=0:00:01.560630, arrival_time=2021-04-10 03:17:06.030215, cost_time=0:00:00.520206 2021-04-10 03:17:04,891 INFO : EVAL, epoch=0028, iter=00020/00040, fetch data time cost=1.41ms, fps=6073 images/s, loss=0.5312, top1-acc=83.50%, top5-acc=98.28%, remaining_time=0:00:00.942280, arrival_time=2021-04-10 03:17:05.833918, cost_time=0:00:00.942282 2021-04-10 03:17:05,320 INFO : EVAL, epoch=0028, iter=00030/00040, fetch data time cost=1.37ms, fps=5981 images/s, loss=0.5386, top1-acc=83.48%, top5-acc=98.33%, remaining_time=0:00:00.456930, arrival_time=2021-04-10 03:17:05.777038, cost_time=0:00:01.370791 2021-04-10 03:17:05,703 INFO : EVAL, epoch=0028, iter=00040/00040, fetch data time cost=0.07ms, fps=6052 images/s, loss=0.5489, top1-acc=83.12%, top5-acc=98.30%, remaining_time=0:00:00, arrival_time=2021-04-10 03:17:05.703810, cost_time=0:00:01.754532 2021-04-10 03:17:06,487 INFO : Epoch=0028 complete, best val top1-acc=85.67%, top5-acc=99.13% (epoch=25), remaining_time=1:21:41.748880, arrival_time=2021-04-10 04:38:48.236428, cost_time=0:13:17.959107 2021-04-10 03:17:06,488 INFO : Train start, epoch=0029, lr=0.095241 2021-04-10 03:17:07,943 INFO : TRAIN, epoch=0029, iter=00010/00196, fetch data time cost=1.91ms, fps=1760 images/s, loss=0.3089, top1-acc=89.53%, top5-acc=99.49%, remaining_time=0:00:27.059652, arrival_time=2021-04-10 03:17:35.002728, cost_time=0:00:01.454825 2021-04-10 03:17:09,239 INFO : TRAIN, epoch=0029, iter=00020/00196, fetch data time cost=1.55ms, fps=1976 images/s, loss=0.3104, top1-acc=89.96%, top5-acc=99.36%, remaining_time=0:00:24.209504, arrival_time=2021-04-10 03:17:33.448833, cost_time=0:00:02.751081 2021-04-10 03:17:10,535 INFO : TRAIN, epoch=0029, iter=00030/00196, fetch data time cost=1.42ms, fps=1976 images/s, loss=0.3061, top1-acc=90.01%, top5-acc=99.35%, remaining_time=0:00:22.393732, arrival_time=2021-04-10 03:17:32.929071, cost_time=0:00:04.047074 2021-04-10 03:17:11,825 INFO : TRAIN, epoch=0029, iter=00040/00196, fetch data time cost=1.59ms, fps=1985 images/s, loss=0.2987, top1-acc=90.33%, top5-acc=99.42%, remaining_time=0:00:20.814144, arrival_time=2021-04-10 03:17:32.639498, cost_time=0:00:05.336959 2021-04-10 03:17:13,123 INFO : TRAIN, epoch=0029, iter=00050/00196, fetch data time cost=1.85ms, fps=1972 images/s, loss=0.3025, top1-acc=90.30%, top5-acc=99.38%, remaining_time=0:00:19.375806, arrival_time=2021-04-10 03:17:32.499611, cost_time=0:00:06.635556 2021-04-10 03:17:14,419 INFO : TRAIN, epoch=0029, iter=00060/00196, fetch data time cost=1.37ms, fps=1977 images/s, loss=0.3076, top1-acc=90.17%, top5-acc=99.39%, remaining_time=0:00:17.976888, arrival_time=2021-04-10 03:17:32.396124, cost_time=0:00:07.930995 2021-04-10 03:17:15,718 INFO : TRAIN, epoch=0029, iter=00070/00196, fetch data time cost=2.06ms, fps=1972 images/s, loss=0.3091, top1-acc=90.03%, top5-acc=99.40%, remaining_time=0:00:16.613604, arrival_time=2021-04-10 03:17:32.331708, cost_time=0:00:09.229815 2021-04-10 03:17:17,014 INFO : TRAIN, epoch=0029, iter=00080/00196, fetch data time cost=1.35ms, fps=1975 images/s, loss=0.3090, top1-acc=90.05%, top5-acc=99.39%, remaining_time=0:00:15.263396, arrival_time=2021-04-10 03:17:32.278112, cost_time=0:00:10.526468 2021-04-10 03:17:18,312 INFO : TRAIN, epoch=0029, iter=00090/00196, fetch data time cost=1.44ms, fps=1974 images/s, loss=0.3123, top1-acc=89.88%, top5-acc=99.38%, remaining_time=0:00:13.925962, arrival_time=2021-04-10 03:17:32.238169, cost_time=0:00:11.823959 2021-04-10 03:17:19,607 INFO : TRAIN, epoch=0029, iter=00100/00196, fetch data time cost=1.46ms, fps=1977 images/s, loss=0.3145, top1-acc=89.89%, top5-acc=99.38%, remaining_time=0:00:12.594432, arrival_time=2021-04-10 03:17:32.201888, cost_time=0:00:13.119205 2021-04-10 03:17:20,905 INFO : TRAIN, epoch=0029, iter=00110/00196, fetch data time cost=1.46ms, fps=1972 images/s, loss=0.3136, top1-acc=89.94%, top5-acc=99.40%, remaining_time=0:00:11.271848, arrival_time=2021-04-10 03:17:32.177610, cost_time=0:00:14.417514 2021-04-10 03:17:22,201 INFO : TRAIN, epoch=0029, iter=00120/00196, fetch data time cost=1.39ms, fps=1977 images/s, loss=0.3153, top1-acc=89.83%, top5-acc=99.43%, remaining_time=0:00:09.951592, arrival_time=2021-04-10 03:17:32.152836, cost_time=0:00:15.712992 2021-04-10 03:17:23,500 INFO : TRAIN, epoch=0029, iter=00130/00196, fetch data time cost=1.41ms, fps=1971 images/s, loss=0.3178, top1-acc=89.75%, top5-acc=99.44%, remaining_time=0:00:08.636892, arrival_time=2021-04-10 03:17:32.137283, cost_time=0:00:17.012091 2021-04-10 03:17:24,801 INFO : TRAIN, epoch=0029, iter=00140/00196, fetch data time cost=1.77ms, fps=1969 images/s, loss=0.3199, top1-acc=89.68%, top5-acc=99.45%, remaining_time=0:00:07.325136, arrival_time=2021-04-10 03:17:32.126208, cost_time=0:00:18.312781 2021-04-10 03:17:26,093 INFO : TRAIN, epoch=0029, iter=00150/00196, fetch data time cost=1.54ms, fps=1981 images/s, loss=0.3219, top1-acc=89.67%, top5-acc=99.43%, remaining_time=0:00:06.012338, arrival_time=2021-04-10 03:17:32.105982, cost_time=0:00:19.605401 2021-04-10 03:17:27,387 INFO : TRAIN, epoch=0029, iter=00160/00196, fetch data time cost=1.29ms, fps=1980 images/s, loss=0.3195, top1-acc=89.77%, top5-acc=99.44%, remaining_time=0:00:04.702212, arrival_time=2021-04-10 03:17:32.089156, cost_time=0:00:20.898652 2021-04-10 03:17:28,681 INFO : TRAIN, epoch=0029, iter=00170/00196, fetch data time cost=1.42ms, fps=1978 images/s, loss=0.3199, top1-acc=89.75%, top5-acc=99.45%, remaining_time=0:00:03.394300, arrival_time=2021-04-10 03:17:32.075984, cost_time=0:00:22.193437 2021-04-10 03:17:29,979 INFO : TRAIN, epoch=0029, iter=00180/00196, fetch data time cost=1.82ms, fps=1974 images/s, loss=0.3194, top1-acc=89.79%, top5-acc=99.44%, remaining_time=0:00:02.088064, arrival_time=2021-04-10 03:17:32.067023, cost_time=0:00:23.490657 2021-04-10 03:17:31,277 INFO : TRAIN, epoch=0029, iter=00190/00196, fetch data time cost=1.34ms, fps=1973 images/s, loss=0.3208, top1-acc=89.76%, top5-acc=99.43%, remaining_time=0:00:00.782802, arrival_time=2021-04-10 03:17:32.059824, cost_time=0:00:24.788777 2021-04-10 03:17:31,976 INFO : TRAIN, epoch=0029, iter=00196/00196, fetch data time cost=1.34ms, fps=1946 images/s, loss=0.3215, top1-acc=89.74%, top5-acc=99.42%, remaining_time=0:00:00, arrival_time=2021-04-10 03:17:31.976228, cost_time=0:00:25.487989 2021-04-10 03:17:32,514 INFO : EVAL, epoch=0029, iter=00010/00040, fetch data time cost=0.20ms, fps=4762 images/s, loss=0.7549, top1-acc=77.81%, top5-acc=98.52%, remaining_time=0:00:01.612800, arrival_time=2021-04-10 03:17:34.127643, cost_time=0:00:00.537595 2021-04-10 03:17:32,945 INFO : EVAL, epoch=0029, iter=00020/00040, fetch data time cost=3.19ms, fps=5946 images/s, loss=0.7325, top1-acc=78.14%, top5-acc=98.63%, remaining_time=0:00:00.968480, arrival_time=2021-04-10 03:17:33.914203, cost_time=0:00:00.968480 2021-04-10 03:17:33,367 INFO : EVAL, epoch=0029, iter=00030/00040, fetch data time cost=1.46ms, fps=6074 images/s, loss=0.7353, top1-acc=78.22%, top5-acc=98.63%, remaining_time=0:00:00.463430, arrival_time=2021-04-10 03:17:33.831000, cost_time=0:00:01.390296 2021-04-10 03:17:33,754 INFO : EVAL, epoch=0029, iter=00040/00040, fetch data time cost=0.08ms, fps=6009 images/s, loss=0.7421, top1-acc=78.02%, top5-acc=98.62%, remaining_time=0:00:00, arrival_time=2021-04-10 03:17:33.754043, cost_time=0:00:01.776825 2021-04-10 03:17:34,495 INFO : Epoch=0029 complete, best val top1-acc=85.67%, top5-acc=99.13% (epoch=25), remaining_time=1:21:10.357533, arrival_time=2021-04-10 04:38:44.853068, cost_time=0:13:45.967072 2021-04-10 03:17:34,496 INFO : Train start, epoch=0030, lr=0.094901 2021-04-10 03:17:35,957 INFO : TRAIN, epoch=0030, iter=00010/00196, fetch data time cost=0.27ms, fps=1752 images/s, loss=0.3522, top1-acc=87.93%, top5-acc=99.18%, remaining_time=0:00:27.171996, arrival_time=2021-04-10 03:18:03.129399, cost_time=0:00:01.460865 2021-04-10 03:17:37,248 INFO : TRAIN, epoch=0030, iter=00020/00196, fetch data time cost=1.45ms, fps=1984 images/s, loss=0.3481, top1-acc=88.52%, top5-acc=99.18%, remaining_time=0:00:24.214608, arrival_time=2021-04-10 03:18:01.462803, cost_time=0:00:02.751665 2021-04-10 03:17:38,541 INFO : TRAIN, epoch=0030, iter=00030/00196, fetch data time cost=1.36ms, fps=1980 images/s, loss=0.3441, top1-acc=88.89%, top5-acc=99.14%, remaining_time=0:00:22.380618, arrival_time=2021-04-10 03:18:00.921890, cost_time=0:00:04.044688 2021-04-10 03:17:39,838 INFO : TRAIN, epoch=0030, iter=00040/00196, fetch data time cost=1.47ms, fps=1974 images/s, loss=0.3305, top1-acc=89.31%, top5-acc=99.14%, remaining_time=0:00:20.835360, arrival_time=2021-04-10 03:18:00.674292, cost_time=0:00:05.342401 2021-04-10 03:17:41,131 INFO : TRAIN, epoch=0030, iter=00050/00196, fetch data time cost=1.51ms, fps=1982 images/s, loss=0.3236, top1-acc=89.56%, top5-acc=99.23%, remaining_time=0:00:19.373178, arrival_time=2021-04-10 03:18:00.504354, cost_time=0:00:06.634645 2021-04-10 03:17:42,426 INFO : TRAIN, epoch=0030, iter=00060/00196, fetch data time cost=1.64ms, fps=1977 images/s, loss=0.3253, top1-acc=89.56%, top5-acc=99.22%, remaining_time=0:00:17.974576, arrival_time=2021-04-10 03:18:00.401061, cost_time=0:00:07.929955 2021-04-10 03:17:43,719 INFO : TRAIN, epoch=0030, iter=00070/00196, fetch data time cost=1.29ms, fps=1981 images/s, loss=0.3247, top1-acc=89.64%, top5-acc=99.24%, remaining_time=0:00:16.600374, arrival_time=2021-04-10 03:18:00.319377, cost_time=0:00:09.222453 2021-04-10 03:17:45,019 INFO : TRAIN, epoch=0030, iter=00080/00196, fetch data time cost=1.93ms, fps=1970 images/s, loss=0.3266, top1-acc=89.60%, top5-acc=99.25%, remaining_time=0:00:15.257828, arrival_time=2021-04-10 03:18:00.277020, cost_time=0:00:10.522661 2021-04-10 03:17:46,324 INFO : TRAIN, epoch=0030, iter=00090/00196, fetch data time cost=5.12ms, fps=1961 images/s, loss=0.3265, top1-acc=89.68%, top5-acc=99.25%, remaining_time=0:00:13.931156, arrival_time=2021-04-10 03:18:00.256073, cost_time=0:00:11.828384 2021-04-10 03:17:47,619 INFO : TRAIN, epoch=0030, iter=00100/00196, fetch data time cost=2.06ms, fps=1979 images/s, loss=0.3251, top1-acc=89.66%, top5-acc=99.29%, remaining_time=0:00:12.597408, arrival_time=2021-04-10 03:18:00.216333, cost_time=0:00:13.122269 2021-04-10 03:17:48,931 INFO : TRAIN, epoch=0030, iter=00110/00196, fetch data time cost=1.30ms, fps=1951 images/s, loss=0.3237, top1-acc=89.71%, top5-acc=99.29%, remaining_time=0:00:11.285694, arrival_time=2021-04-10 03:18:00.217497, cost_time=0:00:14.435202 2021-04-10 03:17:50,222 INFO : TRAIN, epoch=0030, iter=00120/00196, fetch data time cost=1.51ms, fps=1984 images/s, loss=0.3262, top1-acc=89.67%, top5-acc=99.29%, remaining_time=0:00:09.959800, arrival_time=2021-04-10 03:18:00.182315, cost_time=0:00:15.725973 2021-04-10 03:17:51,549 INFO : TRAIN, epoch=0030, iter=00130/00196, fetch data time cost=2.42ms, fps=1930 images/s, loss=0.3262, top1-acc=89.66%, top5-acc=99.28%, remaining_time=0:00:08.657550, arrival_time=2021-04-10 03:18:00.206997, cost_time=0:00:17.052772 2021-04-10 03:17:52,842 INFO : TRAIN, epoch=0030, iter=00140/00196, fetch data time cost=1.59ms, fps=1981 images/s, loss=0.3226, top1-acc=89.79%, top5-acc=99.31%, remaining_time=0:00:07.338408, arrival_time=2021-04-10 03:18:00.180913, cost_time=0:00:18.345977 2021-04-10 03:17:54,142 INFO : TRAIN, epoch=0030, iter=00150/00196, fetch data time cost=1.55ms, fps=1971 images/s, loss=0.3216, top1-acc=89.80%, top5-acc=99.31%, remaining_time=0:00:06.024620, arrival_time=2021-04-10 03:18:00.166667, cost_time=0:00:19.645448 2021-04-10 03:17:55,432 INFO : TRAIN, epoch=0030, iter=00160/00196, fetch data time cost=1.51ms, fps=1985 images/s, loss=0.3223, top1-acc=89.78%, top5-acc=99.32%, remaining_time=0:00:04.710564, arrival_time=2021-04-10 03:18:00.142930, cost_time=0:00:20.935836 2021-04-10 03:17:56,725 INFO : TRAIN, epoch=0030, iter=00170/00196, fetch data time cost=1.53ms, fps=1981 images/s, loss=0.3224, top1-acc=89.75%, top5-acc=99.33%, remaining_time=0:00:03.399656, arrival_time=2021-04-10 03:18:00.124781, cost_time=0:00:22.228578 2021-04-10 03:17:58,016 INFO : TRAIN, epoch=0030, iter=00180/00196, fetch data time cost=1.68ms, fps=1983 images/s, loss=0.3243, top1-acc=89.68%, top5-acc=99.32%, remaining_time=0:00:02.090672, arrival_time=2021-04-10 03:18:00.107201, cost_time=0:00:23.519979 2021-04-10 03:17:59,310 INFO : TRAIN, epoch=0030, iter=00190/00196, fetch data time cost=1.30ms, fps=1979 images/s, loss=0.3243, top1-acc=89.65%, top5-acc=99.33%, remaining_time=0:00:00.783606, arrival_time=2021-04-10 03:18:00.094328, cost_time=0:00:24.814125 2021-04-10 03:18:00,011 INFO : TRAIN, epoch=0030, iter=00196/00196, fetch data time cost=1.83ms, fps=1942 images/s, loss=0.3245, top1-acc=89.65%, top5-acc=99.33%, remaining_time=0:00:00, arrival_time=2021-04-10 03:18:00.011555, cost_time=0:00:25.514926 2021-04-10 03:18:00,554 INFO : EVAL, epoch=0030, iter=00010/00040, fetch data time cost=3.40ms, fps=4747 images/s, loss=0.4441, top1-acc=85.82%, top5-acc=99.22%, remaining_time=0:00:01.617810, arrival_time=2021-04-10 03:18:02.172308, cost_time=0:00:00.539271 2021-04-10 03:18:00,980 INFO : EVAL, epoch=0030, iter=00020/00040, fetch data time cost=1.84ms, fps=6021 images/s, loss=0.4715, top1-acc=85.02%, top5-acc=99.16%, remaining_time=0:00:00.964800, arrival_time=2021-04-10 03:18:01.944873, cost_time=0:00:00.964796 2021-04-10 03:18:01,402 INFO : EVAL, epoch=0030, iter=00030/00040, fetch data time cost=1.48ms, fps=6062 images/s, loss=0.4826, top1-acc=84.83%, top5-acc=99.19%, remaining_time=0:00:00.462530, arrival_time=2021-04-10 03:18:01.865383, cost_time=0:00:01.387582 2021-04-10 03:18:01,788 INFO : EVAL, epoch=0030, iter=00040/00040, fetch data time cost=0.08ms, fps=6024 images/s, loss=0.4859, top1-acc=85.01%, top5-acc=99.23%, remaining_time=0:00:00, arrival_time=2021-04-10 03:18:01.788400, cost_time=0:00:01.773186 2021-04-10 03:18:03,235 INFO : Epoch=0030 complete, best val top1-acc=85.67%, top5-acc=99.13% (epoch=25), remaining_time=1:20:43.340290, arrival_time=2021-04-10 04:38:46.575854, cost_time=0:14:14.707104 2021-04-10 03:18:03,236 INFO : Train start, epoch=0031, lr=0.094550 2021-04-10 03:18:04,698 INFO : TRAIN, epoch=0031, iter=00010/00196, fetch data time cost=1.91ms, fps=1751 images/s, loss=0.3088, top1-acc=90.27%, top5-acc=99.37%, remaining_time=0:00:27.198036, arrival_time=2021-04-10 03:18:31.896733, cost_time=0:00:01.462261 2021-04-10 03:18:05,995 INFO : TRAIN, epoch=0031, iter=00020/00196, fetch data time cost=1.46ms, fps=1975 images/s, loss=0.3149, top1-acc=90.12%, top5-acc=99.39%, remaining_time=0:00:24.277616, arrival_time=2021-04-10 03:18:30.272845, cost_time=0:00:02.758823 2021-04-10 03:18:07,290 INFO : TRAIN, epoch=0031, iter=00030/00196, fetch data time cost=1.40ms, fps=1977 images/s, loss=0.3085, top1-acc=90.29%, top5-acc=99.43%, remaining_time=0:00:22.434734, arrival_time=2021-04-10 03:18:29.725590, cost_time=0:00:04.054462 2021-04-10 03:18:08,582 INFO : TRAIN, epoch=0031, iter=00040/00196, fetch data time cost=1.37ms, fps=1983 images/s, loss=0.3018, top1-acc=90.49%, top5-acc=99.50%, remaining_time=0:00:20.850024, arrival_time=2021-04-10 03:18:29.432562, cost_time=0:00:05.346174 2021-04-10 03:18:09,884 INFO : TRAIN, epoch=0031, iter=00050/00196, fetch data time cost=1.67ms, fps=1967 images/s, loss=0.3094, top1-acc=90.34%, top5-acc=99.46%, remaining_time=0:00:19.412014, arrival_time=2021-04-10 03:18:29.296373, cost_time=0:00:06.647937 2021-04-10 03:18:11,185 INFO : TRAIN, epoch=0031, iter=00060/00196, fetch data time cost=1.48ms, fps=1969 images/s, loss=0.3106, top1-acc=90.20%, top5-acc=99.51%, remaining_time=0:00:18.017824, arrival_time=2021-04-10 03:18:29.203268, cost_time=0:00:07.949011 2021-04-10 03:18:12,481 INFO : TRAIN, epoch=0031, iter=00070/00196, fetch data time cost=1.74ms, fps=1976 images/s, loss=0.3111, top1-acc=90.13%, top5-acc=99.46%, remaining_time=0:00:16.641702, arrival_time=2021-04-10 03:18:29.123473, cost_time=0:00:09.245365 2021-04-10 03:18:13,775 INFO : TRAIN, epoch=0031, iter=00080/00196, fetch data time cost=1.44ms, fps=1979 images/s, loss=0.3116, top1-acc=90.13%, top5-acc=99.45%, remaining_time=0:00:15.281956, arrival_time=2021-04-10 03:18:29.057651, cost_time=0:00:10.539289 2021-04-10 03:18:15,076 INFO : TRAIN, epoch=0031, iter=00090/00196, fetch data time cost=1.60ms, fps=1969 images/s, loss=0.3086, top1-acc=90.20%, top5-acc=99.45%, remaining_time=0:00:13.945254, arrival_time=2021-04-10 03:18:29.021933, cost_time=0:00:11.840296 2021-04-10 03:18:16,375 INFO : TRAIN, epoch=0031, iter=00100/00196, fetch data time cost=1.43ms, fps=1971 images/s, loss=0.3096, top1-acc=90.18%, top5-acc=99.44%, remaining_time=0:00:12.613824, arrival_time=2021-04-10 03:18:28.989622, cost_time=0:00:13.139434 2021-04-10 03:18:17,671 INFO : TRAIN, epoch=0031, iter=00110/00196, fetch data time cost=1.67ms, fps=1977 images/s, loss=0.3104, top1-acc=90.09%, top5-acc=99.45%, remaining_time=0:00:11.285350, arrival_time=2021-04-10 03:18:28.956686, cost_time=0:00:14.434804 2021-04-10 03:18:18,963 INFO : TRAIN, epoch=0031, iter=00120/00196, fetch data time cost=1.41ms, fps=1983 images/s, loss=0.3112, top1-acc=90.13%, top5-acc=99.43%, remaining_time=0:00:09.960408, arrival_time=2021-04-10 03:18:28.923671, cost_time=0:00:15.726906 2021-04-10 03:18:20,265 INFO : TRAIN, epoch=0031, iter=00130/00196, fetch data time cost=1.82ms, fps=1966 images/s, loss=0.3131, top1-acc=90.02%, top5-acc=99.43%, remaining_time=0:00:08.645670, arrival_time=2021-04-10 03:18:28.911386, cost_time=0:00:17.029310 2021-04-10 03:18:21,557 INFO : TRAIN, epoch=0031, iter=00140/00196, fetch data time cost=1.54ms, fps=1982 images/s, loss=0.3145, top1-acc=90.00%, top5-acc=99.41%, remaining_time=0:00:07.328608, arrival_time=2021-04-10 03:18:28.886475, cost_time=0:00:18.321510 2021-04-10 03:18:22,861 INFO : TRAIN, epoch=0031, iter=00150/00196, fetch data time cost=1.63ms, fps=1965 images/s, loss=0.3161, top1-acc=89.93%, top5-acc=99.42%, remaining_time=0:00:06.018272, arrival_time=2021-04-10 03:18:28.879492, cost_time=0:00:19.624810 2021-04-10 03:18:24,169 INFO : TRAIN, epoch=0031, iter=00160/00196, fetch data time cost=1.51ms, fps=1958 images/s, loss=0.3152, top1-acc=89.97%, top5-acc=99.42%, remaining_time=0:00:04.709952, arrival_time=2021-04-10 03:18:28.879562, cost_time=0:00:20.933102 2021-04-10 03:18:25,470 INFO : TRAIN, epoch=0031, iter=00170/00196, fetch data time cost=1.49ms, fps=1969 images/s, loss=0.3165, top1-acc=89.96%, top5-acc=99.42%, remaining_time=0:00:03.400462, arrival_time=2021-04-10 03:18:28.870677, cost_time=0:00:22.233839 2021-04-10 03:18:26,765 INFO : TRAIN, epoch=0031, iter=00180/00196, fetch data time cost=1.46ms, fps=1977 images/s, loss=0.3166, top1-acc=89.97%, top5-acc=99.41%, remaining_time=0:00:02.091456, arrival_time=2021-04-10 03:18:28.856686, cost_time=0:00:23.528871 2021-04-10 03:18:28,057 INFO : TRAIN, epoch=0031, iter=00190/00196, fetch data time cost=1.37ms, fps=1982 images/s, loss=0.3155, top1-acc=89.99%, top5-acc=99.40%, remaining_time=0:00:00.783816, arrival_time=2021-04-10 03:18:28.840993, cost_time=0:00:24.820815 2021-04-10 03:18:28,757 INFO : TRAIN, epoch=0031, iter=00196/00196, fetch data time cost=1.25ms, fps=1943 images/s, loss=0.3161, top1-acc=89.99%, top5-acc=99.40%, remaining_time=0:00:00, arrival_time=2021-04-10 03:18:28.757460, cost_time=0:00:25.521109 2021-04-10 03:18:29,312 INFO : EVAL, epoch=0031, iter=00010/00040, fetch data time cost=0.40ms, fps=4624 images/s, loss=0.4855, top1-acc=84.80%, top5-acc=98.71%, remaining_time=0:00:01.660740, arrival_time=2021-04-10 03:18:30.973120, cost_time=0:00:00.553576 2021-04-10 03:18:29,735 INFO : EVAL, epoch=0031, iter=00020/00040, fetch data time cost=1.54ms, fps=6061 images/s, loss=0.4827, top1-acc=84.67%, top5-acc=98.89%, remaining_time=0:00:00.976360, arrival_time=2021-04-10 03:18:30.711576, cost_time=0:00:00.976370 2021-04-10 03:18:30,170 INFO : EVAL, epoch=0031, iter=00030/00040, fetch data time cost=2.45ms, fps=5893 images/s, loss=0.4855, top1-acc=84.75%, top5-acc=98.92%, remaining_time=0:00:00.470430, arrival_time=2021-04-10 03:18:30.640568, cost_time=0:00:01.411282 2021-04-10 03:18:30,557 INFO : EVAL, epoch=0031, iter=00040/00040, fetch data time cost=0.12ms, fps=5994 images/s, loss=0.4873, top1-acc=84.72%, top5-acc=98.86%, remaining_time=0:00:00, arrival_time=2021-04-10 03:18:30.557653, cost_time=0:00:01.798852 2021-04-10 03:18:31,751 INFO : Epoch=0031 complete, best val top1-acc=85.67%, top5-acc=99.13% (epoch=25), remaining_time=1:20:14.988802, arrival_time=2021-04-10 04:38:46.740093, cost_time=0:14:43.222799 2021-04-10 03:18:31,752 INFO : Train start, epoch=0032, lr=0.094188 2021-04-10 03:18:33,222 INFO : TRAIN, epoch=0032, iter=00010/00196, fetch data time cost=1.38ms, fps=1741 images/s, loss=0.3095, top1-acc=90.00%, top5-acc=99.18%, remaining_time=0:00:27.351858, arrival_time=2021-04-10 03:19:00.574799, cost_time=0:00:01.470534 2021-04-10 03:18:34,529 INFO : TRAIN, epoch=0032, iter=00020/00196, fetch data time cost=1.50ms, fps=1960 images/s, loss=0.2947, top1-acc=90.37%, top5-acc=99.39%, remaining_time=0:00:24.436544, arrival_time=2021-04-10 03:18:58.965864, cost_time=0:00:02.776876 2021-04-10 03:18:35,819 INFO : TRAIN, epoch=0032, iter=00030/00196, fetch data time cost=1.31ms, fps=1986 images/s, loss=0.3050, top1-acc=89.86%, top5-acc=99.39%, remaining_time=0:00:22.501632, arrival_time=2021-04-10 03:18:58.320642, cost_time=0:00:04.066548 2021-04-10 03:18:37,119 INFO : TRAIN, epoch=0032, iter=00040/00196, fetch data time cost=1.68ms, fps=1969 images/s, loss=0.2979, top1-acc=90.25%, top5-acc=99.43%, remaining_time=0:00:20.931768, arrival_time=2021-04-10 03:18:58.051414, cost_time=0:00:05.367105 2021-04-10 03:18:38,416 INFO : TRAIN, epoch=0032, iter=00050/00196, fetch data time cost=1.63ms, fps=1975 images/s, loss=0.3034, top1-acc=90.15%, top5-acc=99.46%, remaining_time=0:00:19.458150, arrival_time=2021-04-10 03:18:57.874314, cost_time=0:00:06.663726 2021-04-10 03:18:39,714 INFO : TRAIN, epoch=0032, iter=00060/00196, fetch data time cost=1.96ms, fps=1973 images/s, loss=0.3047, top1-acc=90.17%, top5-acc=99.47%, remaining_time=0:00:18.047200, arrival_time=2021-04-10 03:18:57.761573, cost_time=0:00:07.961972 2021-04-10 03:18:41,022 INFO : TRAIN, epoch=0032, iter=00070/00196, fetch data time cost=1.83ms, fps=1957 images/s, loss=0.3036, top1-acc=90.27%, top5-acc=99.50%, remaining_time=0:00:16.686810, arrival_time=2021-04-10 03:18:57.709676, cost_time=0:00:09.270462 2021-04-10 03:18:42,324 INFO : TRAIN, epoch=0032, iter=00080/00196, fetch data time cost=2.21ms, fps=1967 images/s, loss=0.3065, top1-acc=90.21%, top5-acc=99.50%, remaining_time=0:00:15.330096, arrival_time=2021-04-10 03:18:57.655008, cost_time=0:00:10.572457 2021-04-10 03:18:43,624 INFO : TRAIN, epoch=0032, iter=00090/00196, fetch data time cost=1.44ms, fps=1971 images/s, loss=0.3054, top1-acc=90.26%, top5-acc=99.49%, remaining_time=0:00:13.982036, arrival_time=2021-04-10 03:18:57.606215, cost_time=0:00:11.871528 2021-04-10 03:18:44,920 INFO : TRAIN, epoch=0032, iter=00100/00196, fetch data time cost=1.58ms, fps=1976 images/s, loss=0.3045, top1-acc=90.30%, top5-acc=99.48%, remaining_time=0:00:12.641088, arrival_time=2021-04-10 03:18:57.561298, cost_time=0:00:13.167756 2021-04-10 03:18:46,219 INFO : TRAIN, epoch=0032, iter=00110/00196, fetch data time cost=1.51ms, fps=1971 images/s, loss=0.3065, top1-acc=90.20%, top5-acc=99.47%, remaining_time=0:00:11.310806, arrival_time=2021-04-10 03:18:57.530557, cost_time=0:00:14.467342 2021-04-10 03:18:47,518 INFO : TRAIN, epoch=0032, iter=00120/00196, fetch data time cost=2.10ms, fps=1971 images/s, loss=0.3097, top1-acc=90.14%, top5-acc=99.46%, remaining_time=0:00:09.985412, arrival_time=2021-04-10 03:18:57.504274, cost_time=0:00:15.766460 2021-04-10 03:18:48,814 INFO : TRAIN, epoch=0032, iter=00130/00196, fetch data time cost=1.89ms, fps=1976 images/s, loss=0.3105, top1-acc=90.11%, top5-acc=99.44%, remaining_time=0:00:08.662368, arrival_time=2021-04-10 03:18:57.477083, cost_time=0:00:17.062222 2021-04-10 03:18:50,115 INFO : TRAIN, epoch=0032, iter=00140/00196, fetch data time cost=1.64ms, fps=1970 images/s, loss=0.3099, top1-acc=90.13%, top5-acc=99.44%, remaining_time=0:00:07.345072, arrival_time=2021-04-10 03:18:57.460117, cost_time=0:00:18.362637 2021-04-10 03:18:51,412 INFO : TRAIN, epoch=0032, iter=00150/00196, fetch data time cost=1.47ms, fps=1974 images/s, loss=0.3091, top1-acc=90.17%, top5-acc=99.43%, remaining_time=0:00:06.029082, arrival_time=2021-04-10 03:18:57.441520, cost_time=0:00:19.660015 2021-04-10 03:18:52,716 INFO : TRAIN, epoch=0032, iter=00160/00196, fetch data time cost=1.36ms, fps=1964 images/s, loss=0.3111, top1-acc=90.14%, top5-acc=99.44%, remaining_time=0:00:04.716828, arrival_time=2021-04-10 03:18:57.433037, cost_time=0:00:20.963731 2021-04-10 03:18:54,007 INFO : TRAIN, epoch=0032, iter=00170/00196, fetch data time cost=2.13ms, fps=1983 images/s, loss=0.3095, top1-acc=90.18%, top5-acc=99.44%, remaining_time=0:00:03.403712, arrival_time=2021-04-10 03:18:57.411156, cost_time=0:00:22.255036 2021-04-10 03:18:55,302 INFO : TRAIN, epoch=0032, iter=00180/00196, fetch data time cost=1.97ms, fps=1977 images/s, loss=0.3106, top1-acc=90.13%, top5-acc=99.43%, remaining_time=0:00:02.093376, arrival_time=2021-04-10 03:18:57.396281, cost_time=0:00:23.550499 2021-04-10 03:18:56,594 INFO : TRAIN, epoch=0032, iter=00190/00196, fetch data time cost=1.43ms, fps=1983 images/s, loss=0.3124, top1-acc=90.07%, top5-acc=99.42%, remaining_time=0:00:00.784476, arrival_time=2021-04-10 03:18:57.378604, cost_time=0:00:24.841697 2021-04-10 03:18:57,297 INFO : TRAIN, epoch=0032, iter=00196/00196, fetch data time cost=1.63ms, fps=1934 images/s, loss=0.3135, top1-acc=90.00%, top5-acc=99.42%, remaining_time=0:00:00, arrival_time=2021-04-10 03:18:57.297694, cost_time=0:00:25.545246 2021-04-10 03:18:57,804 INFO : EVAL, epoch=0032, iter=00010/00040, fetch data time cost=0.31ms, fps=5067 images/s, loss=0.5055, top1-acc=84.34%, top5-acc=99.18%, remaining_time=0:00:01.515750, arrival_time=2021-04-10 03:18:59.320236, cost_time=0:00:00.505251 2021-04-10 03:18:58,228 INFO : EVAL, epoch=0032, iter=00020/00040, fetch data time cost=1.28ms, fps=6045 images/s, loss=0.5009, top1-acc=84.49%, top5-acc=99.10%, remaining_time=0:00:00.929080, arrival_time=2021-04-10 03:18:59.157462, cost_time=0:00:00.929083 2021-04-10 03:18:58,659 INFO : EVAL, epoch=0032, iter=00030/00040, fetch data time cost=1.78ms, fps=5948 images/s, loss=0.5007, top1-acc=84.48%, top5-acc=99.11%, remaining_time=0:00:00.453340, arrival_time=2021-04-10 03:18:59.112648, cost_time=0:00:01.360011 2021-04-10 03:18:59,047 INFO : EVAL, epoch=0032, iter=00040/00040, fetch data time cost=0.09ms, fps=5983 images/s, loss=0.5060, top1-acc=84.35%, top5-acc=99.02%, remaining_time=0:00:00, arrival_time=2021-04-10 03:18:59.047551, cost_time=0:00:01.748347 2021-04-10 03:18:59,831 INFO : Epoch=0032 complete, best val top1-acc=85.67%, top5-acc=99.13% (epoch=25), remaining_time=1:19:44.339784, arrival_time=2021-04-10 04:38:44.171039, cost_time=0:15:11.302805 2021-04-10 03:18:59,831 INFO : Train start, epoch=0033, lr=0.093815 2021-04-10 03:19:01,314 INFO : TRAIN, epoch=0033, iter=00010/00196, fetch data time cost=1.52ms, fps=1727 images/s, loss=0.3282, top1-acc=89.49%, top5-acc=99.57%, remaining_time=0:00:27.572268, arrival_time=2021-04-10 03:19:28.886602, cost_time=0:00:01.482375 2021-04-10 03:19:02,609 INFO : TRAIN, epoch=0033, iter=00020/00196, fetch data time cost=1.39ms, fps=1976 images/s, loss=0.3052, top1-acc=90.10%, top5-acc=99.53%, remaining_time=0:00:24.446400, arrival_time=2021-04-10 03:19:27.056351, cost_time=0:00:02.777998 2021-04-10 03:19:03,902 INFO : TRAIN, epoch=0033, iter=00030/00196, fetch data time cost=1.38ms, fps=1982 images/s, loss=0.3065, top1-acc=90.31%, top5-acc=99.49%, remaining_time=0:00:22.522548, arrival_time=2021-04-10 03:19:26.424859, cost_time=0:00:04.070345 2021-04-10 03:19:05,194 INFO : TRAIN, epoch=0033, iter=00040/00196, fetch data time cost=1.42ms, fps=1982 images/s, loss=0.3038, top1-acc=90.20%, top5-acc=99.50%, remaining_time=0:00:20.913984, arrival_time=2021-04-10 03:19:26.108492, cost_time=0:00:05.362550 2021-04-10 03:19:06,491 INFO : TRAIN, epoch=0033, iter=00050/00196, fetch data time cost=1.86ms, fps=1975 images/s, loss=0.2990, top1-acc=90.49%, top5-acc=99.50%, remaining_time=0:00:19.444280, arrival_time=2021-04-10 03:19:25.935247, cost_time=0:00:06.658997 2021-04-10 03:19:07,784 INFO : TRAIN, epoch=0033, iter=00060/00196, fetch data time cost=1.36ms, fps=1981 images/s, loss=0.3011, top1-acc=90.48%, top5-acc=99.48%, remaining_time=0:00:18.024624, arrival_time=2021-04-10 03:19:25.808729, cost_time=0:00:07.952018 2021-04-10 03:19:09,089 INFO : TRAIN, epoch=0033, iter=00070/00196, fetch data time cost=1.93ms, fps=1962 images/s, loss=0.3002, top1-acc=90.54%, top5-acc=99.49%, remaining_time=0:00:16.664004, arrival_time=2021-04-10 03:19:25.753744, cost_time=0:00:09.257783 2021-04-10 03:19:10,381 INFO : TRAIN, epoch=0033, iter=00080/00196, fetch data time cost=1.49ms, fps=1983 images/s, loss=0.3038, top1-acc=90.40%, top5-acc=99.45%, remaining_time=0:00:15.296456, arrival_time=2021-04-10 03:19:25.677694, cost_time=0:00:10.549282 2021-04-10 03:19:11,679 INFO : TRAIN, epoch=0033, iter=00090/00196, fetch data time cost=1.54ms, fps=1972 images/s, loss=0.3008, top1-acc=90.48%, top5-acc=99.47%, remaining_time=0:00:13.954052, arrival_time=2021-04-10 03:19:25.633790, cost_time=0:00:11.847792 2021-04-10 03:19:12,974 INFO : TRAIN, epoch=0033, iter=00100/00196, fetch data time cost=1.81ms, fps=1977 images/s, loss=0.3016, top1-acc=90.45%, top5-acc=99.47%, remaining_time=0:00:12.617088, arrival_time=2021-04-10 03:19:25.591920, cost_time=0:00:13.142813 2021-04-10 03:19:14,271 INFO : TRAIN, epoch=0033, iter=00110/00196, fetch data time cost=1.66ms, fps=1975 images/s, loss=0.3026, top1-acc=90.38%, top5-acc=99.48%, remaining_time=0:00:11.289134, arrival_time=2021-04-10 03:19:25.560633, cost_time=0:00:14.439543 2021-04-10 03:19:15,565 INFO : TRAIN, epoch=0033, iter=00120/00196, fetch data time cost=1.52ms, fps=1978 images/s, loss=0.3040, top1-acc=90.35%, top5-acc=99.48%, remaining_time=0:00:09.964816, arrival_time=2021-04-10 03:19:25.530669, cost_time=0:00:15.733901 2021-04-10 03:19:16,863 INFO : TRAIN, epoch=0033, iter=00130/00196, fetch data time cost=1.61ms, fps=1974 images/s, loss=0.3067, top1-acc=90.29%, top5-acc=99.47%, remaining_time=0:00:08.646594, arrival_time=2021-04-10 03:19:25.509714, cost_time=0:00:17.031131 2021-04-10 03:19:18,171 INFO : TRAIN, epoch=0033, iter=00140/00196, fetch data time cost=2.53ms, fps=1957 images/s, loss=0.3073, top1-acc=90.23%, top5-acc=99.46%, remaining_time=0:00:07.335944, arrival_time=2021-04-10 03:19:25.507785, cost_time=0:00:18.339824 2021-04-10 03:19:19,477 INFO : TRAIN, epoch=0033, iter=00150/00196, fetch data time cost=1.41ms, fps=1962 images/s, loss=0.3084, top1-acc=90.20%, top5-acc=99.45%, remaining_time=0:00:06.024574, arrival_time=2021-04-10 03:19:25.501925, cost_time=0:00:19.645400 2021-04-10 03:19:20,767 INFO : TRAIN, epoch=0033, iter=00160/00196, fetch data time cost=1.36ms, fps=1985 images/s, loss=0.3109, top1-acc=90.14%, top5-acc=99.44%, remaining_time=0:00:04.710528, arrival_time=2021-04-10 03:19:25.478190, cost_time=0:00:20.935710 2021-04-10 03:19:22,062 INFO : TRAIN, epoch=0033, iter=00170/00196, fetch data time cost=1.43ms, fps=1977 images/s, loss=0.3101, top1-acc=90.18%, top5-acc=99.44%, remaining_time=0:00:03.400020, arrival_time=2021-04-10 03:19:25.462813, cost_time=0:00:22.230832 2021-04-10 03:19:23,352 INFO : TRAIN, epoch=0033, iter=00180/00196, fetch data time cost=2.17ms, fps=1985 images/s, loss=0.3104, top1-acc=90.19%, top5-acc=99.43%, remaining_time=0:00:02.090720, arrival_time=2021-04-10 03:19:25.443385, cost_time=0:00:23.520647 2021-04-10 03:19:24,656 INFO : TRAIN, epoch=0033, iter=00190/00196, fetch data time cost=1.27ms, fps=1964 images/s, loss=0.3095, top1-acc=90.21%, top5-acc=99.44%, remaining_time=0:00:00.783930, arrival_time=2021-04-10 03:19:25.440377, cost_time=0:00:24.824494 2021-04-10 03:19:25,369 INFO : TRAIN, epoch=0033, iter=00196/00196, fetch data time cost=1.84ms, fps=1910 images/s, loss=0.3126, top1-acc=90.14%, top5-acc=99.42%, remaining_time=0:00:00, arrival_time=2021-04-10 03:19:25.369015, cost_time=0:00:25.537009 2021-04-10 03:19:25,889 INFO : EVAL, epoch=0033, iter=00010/00040, fetch data time cost=1.41ms, fps=4937 images/s, loss=0.7192, top1-acc=79.06%, top5-acc=97.15%, remaining_time=0:00:01.555650, arrival_time=2021-04-10 03:19:27.445083, cost_time=0:00:00.518553 2021-04-10 03:19:26,341 INFO : EVAL, epoch=0033, iter=00020/00040, fetch data time cost=2.07ms, fps=5672 images/s, loss=0.7451, top1-acc=78.55%, top5-acc=97.17%, remaining_time=0:00:00.970220, arrival_time=2021-04-10 03:19:27.311391, cost_time=0:00:00.970218 2021-04-10 03:19:26,774 INFO : EVAL, epoch=0033, iter=00030/00040, fetch data time cost=1.50ms, fps=5914 images/s, loss=0.7503, top1-acc=78.63%, top5-acc=97.21%, remaining_time=0:00:00.467860, arrival_time=2021-04-10 03:19:27.242345, cost_time=0:00:01.403595 2021-04-10 03:19:27,158 INFO : EVAL, epoch=0033, iter=00040/00040, fetch data time cost=0.09ms, fps=6047 images/s, loss=0.7589, top1-acc=78.65%, top5-acc=97.16%, remaining_time=0:00:00, arrival_time=2021-04-10 03:19:27.158525, cost_time=0:00:01.787670 2021-04-10 03:19:27,917 INFO : Epoch=0033 complete, best val top1-acc=85.67%, top5-acc=99.13% (epoch=25), remaining_time=1:19:13.877945, arrival_time=2021-04-10 04:38:41.795455, cost_time=0:15:39.389069 2021-04-10 03:19:27,918 INFO : Train start, epoch=0034, lr=0.093432 2021-04-10 03:19:29,380 INFO : TRAIN, epoch=0034, iter=00010/00196, fetch data time cost=1.59ms, fps=1750 images/s, loss=0.3099, top1-acc=90.78%, top5-acc=99.49%, remaining_time=0:00:27.203430, arrival_time=2021-04-10 03:19:56.584269, cost_time=0:00:01.462552 2021-04-10 03:19:30,675 INFO : TRAIN, epoch=0034, iter=00020/00196, fetch data time cost=1.43ms, fps=1978 images/s, loss=0.3154, top1-acc=90.37%, top5-acc=99.39%, remaining_time=0:00:24.266176, arrival_time=2021-04-10 03:19:54.941973, cost_time=0:00:02.757529 2021-04-10 03:19:31,967 INFO : TRAIN, epoch=0034, iter=00030/00196, fetch data time cost=1.45ms, fps=1983 images/s, loss=0.3157, top1-acc=90.34%, top5-acc=99.36%, remaining_time=0:00:22.405352, arrival_time=2021-04-10 03:19:54.372784, cost_time=0:00:04.049166 2021-04-10 03:19:33,258 INFO : TRAIN, epoch=0034, iter=00040/00196, fetch data time cost=1.52ms, fps=1983 images/s, loss=0.3088, top1-acc=90.54%, top5-acc=99.40%, remaining_time=0:00:20.827872, arrival_time=2021-04-10 03:19:54.086583, cost_time=0:00:05.340499 2021-04-10 03:19:34,549 INFO : TRAIN, epoch=0034, iter=00050/00196, fetch data time cost=1.53ms, fps=1983 images/s, loss=0.3062, top1-acc=90.60%, top5-acc=99.45%, remaining_time=0:00:19.364564, arrival_time=2021-04-10 03:19:53.914476, cost_time=0:00:06.631682 2021-04-10 03:19:35,840 INFO : TRAIN, epoch=0034, iter=00060/00196, fetch data time cost=1.35ms, fps=1984 images/s, loss=0.3097, top1-acc=90.44%, top5-acc=99.43%, remaining_time=0:00:17.957032, arrival_time=2021-04-10 03:19:53.797568, cost_time=0:00:07.922231 2021-04-10 03:19:37,136 INFO : TRAIN, epoch=0034, iter=00070/00196, fetch data time cost=1.58ms, fps=1977 images/s, loss=0.3120, top1-acc=90.30%, top5-acc=99.41%, remaining_time=0:00:16.592310, arrival_time=2021-04-10 03:19:53.728497, cost_time=0:00:09.217921 2021-04-10 03:19:38,434 INFO : TRAIN, epoch=0034, iter=00080/00196, fetch data time cost=1.62ms, fps=1973 images/s, loss=0.3128, top1-acc=90.33%, top5-acc=99.41%, remaining_time=0:00:15.248432, arrival_time=2021-04-10 03:19:53.682830, cost_time=0:00:10.516123 2021-04-10 03:19:39,727 INFO : TRAIN, epoch=0034, iter=00090/00196, fetch data time cost=1.73ms, fps=1981 images/s, loss=0.3113, top1-acc=90.34%, top5-acc=99.41%, remaining_time=0:00:13.908472, arrival_time=2021-04-10 03:19:53.635789, cost_time=0:00:11.809061 2021-04-10 03:19:41,019 INFO : TRAIN, epoch=0034, iter=00100/00196, fetch data time cost=1.94ms, fps=1983 images/s, loss=0.3131, top1-acc=90.18%, top5-acc=99.42%, remaining_time=0:00:12.576864, arrival_time=2021-04-10 03:19:53.595988, cost_time=0:00:13.100854 2021-04-10 03:19:42,314 INFO : TRAIN, epoch=0034, iter=00110/00196, fetch data time cost=1.52ms, fps=1977 images/s, loss=0.3125, top1-acc=90.18%, top5-acc=99.41%, remaining_time=0:00:11.255336, arrival_time=2021-04-10 03:19:53.569911, cost_time=0:00:14.396314 2021-04-10 03:19:43,605 INFO : TRAIN, epoch=0034, iter=00120/00196, fetch data time cost=1.40ms, fps=1984 images/s, loss=0.3102, top1-acc=90.28%, top5-acc=99.42%, remaining_time=0:00:09.935100, arrival_time=2021-04-10 03:19:53.540426, cost_time=0:00:15.687038 2021-04-10 03:19:44,898 INFO : TRAIN, epoch=0034, iter=00130/00196, fetch data time cost=1.43ms, fps=1980 images/s, loss=0.3109, top1-acc=90.29%, top5-acc=99.42%, remaining_time=0:00:08.620854, arrival_time=2021-04-10 03:19:53.519515, cost_time=0:00:16.980438 2021-04-10 03:19:46,194 INFO : TRAIN, epoch=0034, iter=00140/00196, fetch data time cost=1.44ms, fps=1976 images/s, loss=0.3118, top1-acc=90.25%, top5-acc=99.43%, remaining_time=0:00:07.310520, arrival_time=2021-04-10 03:19:53.505055, cost_time=0:00:18.276317 2021-04-10 03:19:47,486 INFO : TRAIN, epoch=0034, iter=00150/00196, fetch data time cost=1.42ms, fps=1982 images/s, loss=0.3108, top1-acc=90.29%, top5-acc=99.44%, remaining_time=0:00:06.000884, arrival_time=2021-04-10 03:19:53.487210, cost_time=0:00:19.568110 2021-04-10 03:19:48,785 INFO : TRAIN, epoch=0034, iter=00160/00196, fetch data time cost=1.44ms, fps=1971 images/s, loss=0.3116, top1-acc=90.27%, top5-acc=99.44%, remaining_time=0:00:04.695156, arrival_time=2021-04-10 03:19:53.480811, cost_time=0:00:20.867386 2021-04-10 03:19:50,093 INFO : TRAIN, epoch=0034, iter=00170/00196, fetch data time cost=2.81ms, fps=1958 images/s, loss=0.3112, top1-acc=90.25%, top5-acc=99.43%, remaining_time=0:00:03.391518, arrival_time=2021-04-10 03:19:53.485067, cost_time=0:00:22.175233 2021-04-10 03:19:51,401 INFO : TRAIN, epoch=0034, iter=00180/00196, fetch data time cost=1.59ms, fps=1959 images/s, loss=0.3106, top1-acc=90.28%, top5-acc=99.44%, remaining_time=0:00:02.087344, arrival_time=2021-04-10 03:19:53.488327, cost_time=0:00:23.482670 2021-04-10 03:19:52,699 INFO : TRAIN, epoch=0034, iter=00190/00196, fetch data time cost=1.26ms, fps=1973 images/s, loss=0.3093, top1-acc=90.30%, top5-acc=99.44%, remaining_time=0:00:00.782562, arrival_time=2021-04-10 03:19:53.482131, cost_time=0:00:24.781154 2021-04-10 03:19:53,405 INFO : TRAIN, epoch=0034, iter=00196/00196, fetch data time cost=1.42ms, fps=1929 images/s, loss=0.3089, top1-acc=90.30%, top5-acc=99.44%, remaining_time=0:00:00, arrival_time=2021-04-10 03:19:53.405112, cost_time=0:00:25.486890 2021-04-10 03:19:53,940 INFO : EVAL, epoch=0034, iter=00010/00040, fetch data time cost=2.50ms, fps=4788 images/s, loss=0.8314, top1-acc=78.09%, top5-acc=97.07%, remaining_time=0:00:01.603830, arrival_time=2021-04-10 03:19:55.544700, cost_time=0:00:00.534608 2021-04-10 03:19:54,363 INFO : EVAL, epoch=0034, iter=00020/00040, fetch data time cost=1.70ms, fps=6067 images/s, loss=0.8415, top1-acc=77.81%, top5-acc=97.15%, remaining_time=0:00:00.957080, arrival_time=2021-04-10 03:19:55.320377, cost_time=0:00:00.957075 2021-04-10 03:19:54,783 INFO : EVAL, epoch=0034, iter=00030/00040, fetch data time cost=1.30ms, fps=6102 images/s, loss=0.8633, top1-acc=77.55%, top5-acc=97.12%, remaining_time=0:00:00.458990, arrival_time=2021-04-10 03:19:55.242226, cost_time=0:00:01.376981 2021-04-10 03:19:55,175 INFO : EVAL, epoch=0034, iter=00040/00040, fetch data time cost=0.09ms, fps=5926 images/s, loss=0.8694, top1-acc=77.49%, top5-acc=97.13%, remaining_time=0:00:00, arrival_time=2021-04-10 03:19:55.175140, cost_time=0:00:01.768949 2021-04-10 03:19:56,053 INFO : Epoch=0034 complete, best val top1-acc=85.67%, top5-acc=99.13% (epoch=25), remaining_time=1:18:43.799750, arrival_time=2021-04-10 04:38:39.853461, cost_time=0:16:07.525242 2021-04-10 03:19:56,054 INFO : Train start, epoch=0035, lr=0.093037 2021-04-10 03:19:57,633 INFO : TRAIN, epoch=0035, iter=00010/00196, fetch data time cost=0.27ms, fps=1622 images/s, loss=0.3484, top1-acc=89.06%, top5-acc=99.06%, remaining_time=0:00:29.354520, arrival_time=2021-04-10 03:20:26.987820, cost_time=0:00:01.578197 2021-04-10 03:19:58,937 INFO : TRAIN, epoch=0035, iter=00020/00196, fetch data time cost=2.01ms, fps=1964 images/s, loss=0.3223, top1-acc=89.43%, top5-acc=99.36%, remaining_time=0:00:25.363184, arrival_time=2021-04-10 03:20:24.300398, cost_time=0:00:02.882186 2021-04-10 03:20:00,234 INFO : TRAIN, epoch=0035, iter=00030/00196, fetch data time cost=1.43ms, fps=1974 images/s, loss=0.3134, top1-acc=89.69%, top5-acc=99.36%, remaining_time=0:00:23.126456, arrival_time=2021-04-10 03:20:23.361003, cost_time=0:00:04.179469 2021-04-10 03:20:01,530 INFO : TRAIN, epoch=0035, iter=00040/00196, fetch data time cost=1.57ms, fps=1977 images/s, loss=0.3131, top1-acc=89.76%, top5-acc=99.37%, remaining_time=0:00:21.352344, arrival_time=2021-04-10 03:20:22.882330, cost_time=0:00:05.474960 2021-04-10 03:20:02,829 INFO : TRAIN, epoch=0035, iter=00050/00196, fetch data time cost=1.84ms, fps=1971 images/s, loss=0.3084, top1-acc=89.96%, top5-acc=99.38%, remaining_time=0:00:19.781248, arrival_time=2021-04-10 03:20:22.610683, cost_time=0:00:06.774410 2021-04-10 03:20:04,123 INFO : TRAIN, epoch=0035, iter=00060/00196, fetch data time cost=1.92ms, fps=1979 images/s, loss=0.3048, top1-acc=90.07%, top5-acc=99.43%, remaining_time=0:00:18.287920, arrival_time=2021-04-10 03:20:22.411134, cost_time=0:00:08.068196 2021-04-10 03:20:05,430 INFO : TRAIN, epoch=0035, iter=00070/00196, fetch data time cost=2.06ms, fps=1959 images/s, loss=0.3023, top1-acc=90.26%, top5-acc=99.40%, remaining_time=0:00:16.875180, arrival_time=2021-04-10 03:20:22.305457, cost_time=0:00:09.375086 2021-04-10 03:20:06,731 INFO : TRAIN, epoch=0035, iter=00080/00196, fetch data time cost=1.89ms, fps=1969 images/s, loss=0.2987, top1-acc=90.38%, top5-acc=99.42%, remaining_time=0:00:15.480084, arrival_time=2021-04-10 03:20:22.211049, cost_time=0:00:10.675928 2021-04-10 03:20:08,020 INFO : TRAIN, epoch=0035, iter=00090/00196, fetch data time cost=1.41ms, fps=1986 images/s, loss=0.2980, top1-acc=90.43%, top5-acc=99.43%, remaining_time=0:00:14.092382, arrival_time=2021-04-10 03:20:22.112625, cost_time=0:00:11.965218 2021-04-10 03:20:09,317 INFO : TRAIN, epoch=0035, iter=00100/00196, fetch data time cost=1.64ms, fps=1974 images/s, loss=0.2982, top1-acc=90.43%, top5-acc=99.43%, remaining_time=0:00:12.731712, arrival_time=2021-04-10 03:20:22.048967, cost_time=0:00:13.262229 2021-04-10 03:20:10,610 INFO : TRAIN, epoch=0035, iter=00110/00196, fetch data time cost=1.55ms, fps=1980 images/s, loss=0.2991, top1-acc=90.47%, top5-acc=99.44%, remaining_time=0:00:11.379864, arrival_time=2021-04-10 03:20:21.990505, cost_time=0:00:14.555615 2021-04-10 03:20:11,904 INFO : TRAIN, epoch=0035, iter=00120/00196, fetch data time cost=1.44ms, fps=1979 images/s, loss=0.3024, top1-acc=90.39%, top5-acc=99.42%, remaining_time=0:00:10.038004, arrival_time=2021-04-10 03:20:21.942549, cost_time=0:00:15.849511 2021-04-10 03:20:13,202 INFO : TRAIN, epoch=0035, iter=00130/00196, fetch data time cost=2.16ms, fps=1973 images/s, loss=0.3008, top1-acc=90.47%, top5-acc=99.44%, remaining_time=0:00:08.705466, arrival_time=2021-04-10 03:20:21.907662, cost_time=0:00:17.147174 2021-04-10 03:20:14,495 INFO : TRAIN, epoch=0035, iter=00140/00196, fetch data time cost=1.48ms, fps=1980 images/s, loss=0.3004, top1-acc=90.49%, top5-acc=99.43%, remaining_time=0:00:07.376264, arrival_time=2021-04-10 03:20:21.871918, cost_time=0:00:18.440633 2021-04-10 03:20:15,791 INFO : TRAIN, epoch=0035, iter=00150/00196, fetch data time cost=1.41ms, fps=1976 images/s, loss=0.3010, top1-acc=90.48%, top5-acc=99.43%, remaining_time=0:00:06.052496, arrival_time=2021-04-10 03:20:21.843954, cost_time=0:00:19.736442 2021-04-10 03:20:17,086 INFO : TRAIN, epoch=0035, iter=00160/00196, fetch data time cost=1.55ms, fps=1978 images/s, loss=0.3006, top1-acc=90.50%, top5-acc=99.44%, remaining_time=0:00:04.732056, arrival_time=2021-04-10 03:20:21.818499, cost_time=0:00:21.031339 2021-04-10 03:20:18,381 INFO : TRAIN, epoch=0035, iter=00170/00196, fetch data time cost=1.60ms, fps=1978 images/s, loss=0.3020, top1-acc=90.45%, top5-acc=99.44%, remaining_time=0:00:03.414554, arrival_time=2021-04-10 03:20:21.795545, cost_time=0:00:22.325962 2021-04-10 03:20:19,676 INFO : TRAIN, epoch=0035, iter=00180/00196, fetch data time cost=1.45ms, fps=1977 images/s, loss=0.3044, top1-acc=90.34%, top5-acc=99.43%, remaining_time=0:00:02.099664, arrival_time=2021-04-10 03:20:21.775991, cost_time=0:00:23.621253 2021-04-10 03:20:20,975 INFO : TRAIN, epoch=0035, iter=00190/00196, fetch data time cost=1.43ms, fps=1972 images/s, loss=0.3052, top1-acc=90.34%, top5-acc=99.42%, remaining_time=0:00:00.786954, arrival_time=2021-04-10 03:20:21.762118, cost_time=0:00:24.920124 2021-04-10 03:20:21,675 INFO : TRAIN, epoch=0035, iter=00196/00196, fetch data time cost=1.27ms, fps=1943 images/s, loss=0.3051, top1-acc=90.35%, top5-acc=99.43%, remaining_time=0:00:00, arrival_time=2021-04-10 03:20:21.675499, cost_time=0:00:25.620435 2021-04-10 03:20:22,187 INFO : EVAL, epoch=0035, iter=00010/00040, fetch data time cost=4.06ms, fps=5014 images/s, loss=0.5099, top1-acc=84.34%, top5-acc=98.59%, remaining_time=0:00:01.531680, arrival_time=2021-04-10 03:20:23.719208, cost_time=0:00:00.510564 2021-04-10 03:20:22,609 INFO : EVAL, epoch=0035, iter=00020/00040, fetch data time cost=1.37ms, fps=6067 images/s, loss=0.5326, top1-acc=83.96%, top5-acc=98.44%, remaining_time=0:00:00.932900, arrival_time=2021-04-10 03:20:23.542754, cost_time=0:00:00.932892 2021-04-10 03:20:23,029 INFO : EVAL, epoch=0035, iter=00030/00040, fetch data time cost=1.55ms, fps=6107 images/s, loss=0.5340, top1-acc=83.98%, top5-acc=98.50%, remaining_time=0:00:00.450800, arrival_time=2021-04-10 03:20:23.480172, cost_time=0:00:01.352406 2021-04-10 03:20:23,416 INFO : EVAL, epoch=0035, iter=00040/00040, fetch data time cost=0.09ms, fps=6002 images/s, loss=0.5360, top1-acc=83.82%, top5-acc=98.47%, remaining_time=0:00:00, arrival_time=2021-04-10 03:20:23.416268, cost_time=0:00:01.739326 2021-04-10 03:20:24,163 INFO : Epoch=0035 complete, best val top1-acc=85.67%, top5-acc=99.13% (epoch=25), remaining_time=1:18:13.709460, arrival_time=2021-04-10 04:38:37.873245, cost_time=0:16:35.635324 2021-04-10 03:20:24,164 INFO : Train start, epoch=0036, lr=0.092632 2021-04-10 03:20:25,646 INFO : TRAIN, epoch=0036, iter=00010/00196, fetch data time cost=0.26ms, fps=1728 images/s, loss=0.2687, top1-acc=91.60%, top5-acc=99.34%, remaining_time=0:00:27.563154, arrival_time=2021-04-10 03:20:53.209842, cost_time=0:00:01.481890 2021-04-10 03:20:26,941 INFO : TRAIN, epoch=0036, iter=00020/00196, fetch data time cost=2.13ms, fps=1978 images/s, loss=0.2848, top1-acc=91.04%, top5-acc=99.49%, remaining_time=0:00:24.434608, arrival_time=2021-04-10 03:20:51.376117, cost_time=0:00:02.776663 2021-04-10 03:20:28,246 INFO : TRAIN, epoch=0036, iter=00030/00196, fetch data time cost=1.37ms, fps=1963 images/s, loss=0.2832, top1-acc=91.18%, top5-acc=99.52%, remaining_time=0:00:22.584632, arrival_time=2021-04-10 03:20:50.831069, cost_time=0:00:04.081568 2021-04-10 03:20:29,536 INFO : TRAIN, epoch=0036, iter=00040/00196, fetch data time cost=1.43ms, fps=1985 images/s, loss=0.2832, top1-acc=91.12%, top5-acc=99.55%, remaining_time=0:00:20.949084, arrival_time=2021-04-10 03:20:50.485464, cost_time=0:00:05.371550 2021-04-10 03:20:30,832 INFO : TRAIN, epoch=0036, iter=00050/00196, fetch data time cost=1.42ms, fps=1975 images/s, loss=0.2764, top1-acc=91.27%, top5-acc=99.58%, remaining_time=0:00:19.470560, arrival_time=2021-04-10 03:20:50.303349, cost_time=0:00:06.667996 2021-04-10 03:20:32,127 INFO : TRAIN, epoch=0036, iter=00060/00196, fetch data time cost=1.54ms, fps=1978 images/s, loss=0.2753, top1-acc=91.24%, top5-acc=99.59%, remaining_time=0:00:18.048832, arrival_time=2021-04-10 03:20:50.176349, cost_time=0:00:07.962725 2021-04-10 03:20:33,419 INFO : TRAIN, epoch=0036, iter=00070/00196, fetch data time cost=1.46ms, fps=1982 images/s, loss=0.2768, top1-acc=91.16%, top5-acc=99.58%, remaining_time=0:00:16.658586, arrival_time=2021-04-10 03:20:50.078134, cost_time=0:00:09.254757 2021-04-10 03:20:34,723 INFO : TRAIN, epoch=0036, iter=00080/00196, fetch data time cost=1.40ms, fps=1964 images/s, loss=0.2779, top1-acc=91.12%, top5-acc=99.57%, remaining_time=0:00:15.309796, arrival_time=2021-04-10 03:20:50.033168, cost_time=0:00:10.558508 2021-04-10 03:20:36,020 INFO : TRAIN, epoch=0036, iter=00090/00196, fetch data time cost=1.41ms, fps=1974 images/s, loss=0.2767, top1-acc=91.17%, top5-acc=99.57%, remaining_time=0:00:13.963592, arrival_time=2021-04-10 03:20:49.984276, cost_time=0:00:11.855844 2021-04-10 03:20:37,315 INFO : TRAIN, epoch=0036, iter=00100/00196, fetch data time cost=1.89ms, fps=1977 images/s, loss=0.2782, top1-acc=91.16%, top5-acc=99.55%, remaining_time=0:00:12.624960, arrival_time=2021-04-10 03:20:49.940764, cost_time=0:00:13.150963 2021-04-10 03:20:38,620 INFO : TRAIN, epoch=0036, iter=00110/00196, fetch data time cost=1.54ms, fps=1963 images/s, loss=0.2813, top1-acc=91.08%, top5-acc=99.54%, remaining_time=0:00:11.301518, arrival_time=2021-04-10 03:20:49.921756, cost_time=0:00:14.455446 2021-04-10 03:20:39,906 INFO : TRAIN, epoch=0036, iter=00120/00196, fetch data time cost=2.25ms, fps=1991 images/s, loss=0.2831, top1-acc=91.03%, top5-acc=99.52%, remaining_time=0:00:09.969832, arrival_time=2021-04-10 03:20:49.876538, cost_time=0:00:15.741898 2021-04-10 03:20:41,204 INFO : TRAIN, epoch=0036, iter=00130/00196, fetch data time cost=1.42ms, fps=1974 images/s, loss=0.2880, top1-acc=90.87%, top5-acc=99.50%, remaining_time=0:00:08.650818, arrival_time=2021-04-10 03:20:49.855084, cost_time=0:00:17.039466 2021-04-10 03:20:42,499 INFO : TRAIN, epoch=0036, iter=00140/00196, fetch data time cost=1.70ms, fps=1977 images/s, loss=0.2885, top1-acc=90.83%, top5-acc=99.51%, remaining_time=0:00:07.333928, arrival_time=2021-04-10 03:20:49.833563, cost_time=0:00:18.334766 2021-04-10 03:20:43,789 INFO : TRAIN, epoch=0036, iter=00150/00196, fetch data time cost=1.38ms, fps=1986 images/s, loss=0.2904, top1-acc=90.78%, top5-acc=99.49%, remaining_time=0:00:06.018180, arrival_time=2021-04-10 03:20:49.807509, cost_time=0:00:19.624531 2021-04-10 03:20:45,087 INFO : TRAIN, epoch=0036, iter=00160/00196, fetch data time cost=1.90ms, fps=1973 images/s, loss=0.2911, top1-acc=90.80%, top5-acc=99.47%, remaining_time=0:00:04.707540, arrival_time=2021-04-10 03:20:49.794770, cost_time=0:00:20.922431 2021-04-10 03:20:46,380 INFO : TRAIN, epoch=0036, iter=00170/00196, fetch data time cost=1.48ms, fps=1980 images/s, loss=0.2926, top1-acc=90.76%, top5-acc=99.46%, remaining_time=0:00:03.397680, arrival_time=2021-04-10 03:20:49.778018, cost_time=0:00:22.215545 2021-04-10 03:20:47,670 INFO : TRAIN, epoch=0036, iter=00180/00196, fetch data time cost=1.33ms, fps=1985 images/s, loss=0.2932, top1-acc=90.69%, top5-acc=99.47%, remaining_time=0:00:02.089408, arrival_time=2021-04-10 03:20:49.760052, cost_time=0:00:23.505788 2021-04-10 03:20:48,973 INFO : TRAIN, epoch=0036, iter=00190/00196, fetch data time cost=1.41ms, fps=1966 images/s, loss=0.2944, top1-acc=90.61%, top5-acc=99.47%, remaining_time=0:00:00.783432, arrival_time=2021-04-10 03:20:49.756882, cost_time=0:00:24.808651 2021-04-10 03:20:49,672 INFO : TRAIN, epoch=0036, iter=00196/00196, fetch data time cost=1.21ms, fps=1948 images/s, loss=0.2958, top1-acc=90.59%, top5-acc=99.46%, remaining_time=0:00:00, arrival_time=2021-04-10 03:20:49.672127, cost_time=0:00:25.507331 2021-04-10 03:20:50,211 INFO : EVAL, epoch=0036, iter=00010/00040, fetch data time cost=0.21ms, fps=4761 images/s, loss=0.6894, top1-acc=78.95%, top5-acc=98.12%, remaining_time=0:00:01.613130, arrival_time=2021-04-10 03:20:51.824094, cost_time=0:00:00.537706 2021-04-10 03:20:50,637 INFO : EVAL, epoch=0036, iter=00020/00040, fetch data time cost=1.31ms, fps=6004 images/s, loss=0.6824, top1-acc=79.39%, top5-acc=97.91%, remaining_time=0:00:00.964420, arrival_time=2021-04-10 03:20:51.602106, cost_time=0:00:00.964428 2021-04-10 03:20:51,060 INFO : EVAL, epoch=0036, iter=00030/00040, fetch data time cost=1.39ms, fps=6054 images/s, loss=0.6810, top1-acc=79.40%, top5-acc=97.96%, remaining_time=0:00:00.462540, arrival_time=2021-04-10 03:20:51.523422, cost_time=0:00:01.387620 2021-04-10 03:20:51,447 INFO : EVAL, epoch=0036, iter=00040/00040, fetch data time cost=0.10ms, fps=6006 images/s, loss=0.6697, top1-acc=79.68%, top5-acc=97.87%, remaining_time=0:00:00, arrival_time=2021-04-10 03:20:51.447498, cost_time=0:00:01.774240 2021-04-10 03:20:52,285 INFO : Epoch=0036 complete, best val top1-acc=85.67%, top5-acc=99.13% (epoch=25), remaining_time=1:17:43.782800, arrival_time=2021-04-10 04:38:36.068479, cost_time=0:17:03.757194 2021-04-10 03:20:52,286 INFO : Train start, epoch=0037, lr=0.092216 2021-04-10 03:20:53,767 INFO : TRAIN, epoch=0037, iter=00010/00196, fetch data time cost=1.86ms, fps=1729 images/s, loss=0.2849, top1-acc=90.94%, top5-acc=99.53%, remaining_time=0:00:27.533952, arrival_time=2021-04-10 03:21:21.301044, cost_time=0:00:01.480315 2021-04-10 03:20:55,064 INFO : TRAIN, epoch=0037, iter=00020/00196, fetch data time cost=1.68ms, fps=1974 images/s, loss=0.2870, top1-acc=91.07%, top5-acc=99.61%, remaining_time=0:00:24.442704, arrival_time=2021-04-10 03:21:19.507045, cost_time=0:00:02.777587 2021-04-10 03:20:56,357 INFO : TRAIN, epoch=0037, iter=00030/00196, fetch data time cost=1.55ms, fps=1981 images/s, loss=0.2834, top1-acc=91.11%, top5-acc=99.61%, remaining_time=0:00:22.522880, arrival_time=2021-04-10 03:21:18.880065, cost_time=0:00:04.070395 2021-04-10 03:20:57,652 INFO : TRAIN, epoch=0037, iter=00040/00196, fetch data time cost=1.49ms, fps=1978 images/s, loss=0.2904, top1-acc=91.03%, top5-acc=99.46%, remaining_time=0:00:20.924748, arrival_time=2021-04-10 03:21:18.576817, cost_time=0:00:05.365316 2021-04-10 03:20:58,964 INFO : TRAIN, epoch=0037, iter=00050/00196, fetch data time cost=1.93ms, fps=1951 images/s, loss=0.2949, top1-acc=90.84%, top5-acc=99.49%, remaining_time=0:00:19.499760, arrival_time=2021-04-10 03:21:18.464583, cost_time=0:00:06.677993 2021-04-10 03:21:00,277 INFO : TRAIN, epoch=0037, iter=00060/00196, fetch data time cost=1.79ms, fps=1951 images/s, loss=0.2943, top1-acc=90.87%, top5-acc=99.48%, remaining_time=0:00:18.112752, arrival_time=2021-04-10 03:21:18.390554, cost_time=0:00:07.990931 2021-04-10 03:21:01,571 INFO : TRAIN, epoch=0037, iter=00070/00196, fetch data time cost=2.19ms, fps=1980 images/s, loss=0.2944, top1-acc=90.84%, top5-acc=99.49%, remaining_time=0:00:16.711884, arrival_time=2021-04-10 03:21:18.283056, cost_time=0:00:09.284406 2021-04-10 03:21:02,865 INFO : TRAIN, epoch=0037, iter=00080/00196, fetch data time cost=1.94ms, fps=1979 images/s, loss=0.2905, top1-acc=90.98%, top5-acc=99.45%, remaining_time=0:00:15.339144, arrival_time=2021-04-10 03:21:18.204625, cost_time=0:00:10.578732 2021-04-10 03:21:04,163 INFO : TRAIN, epoch=0037, iter=00090/00196, fetch data time cost=1.48ms, fps=1974 images/s, loss=0.2926, top1-acc=90.90%, top5-acc=99.44%, remaining_time=0:00:13.987548, arrival_time=2021-04-10 03:21:18.150573, cost_time=0:00:11.876205 2021-04-10 03:21:05,453 INFO : TRAIN, epoch=0037, iter=00100/00196, fetch data time cost=1.28ms, fps=1985 images/s, loss=0.2958, top1-acc=90.77%, top5-acc=99.43%, remaining_time=0:00:12.639936, arrival_time=2021-04-10 03:21:18.093376, cost_time=0:00:13.166629 2021-04-10 03:21:06,753 INFO : TRAIN, epoch=0037, iter=00110/00196, fetch data time cost=1.97ms, fps=1971 images/s, loss=0.2966, top1-acc=90.78%, top5-acc=99.41%, remaining_time=0:00:11.310290, arrival_time=2021-04-10 03:21:18.063715, cost_time=0:00:14.466676 2021-04-10 03:21:08,045 INFO : TRAIN, epoch=0037, iter=00120/00196, fetch data time cost=1.58ms, fps=1982 images/s, loss=0.2964, top1-acc=90.76%, top5-acc=99.41%, remaining_time=0:00:09.980472, arrival_time=2021-04-10 03:21:18.025878, cost_time=0:00:15.758658 2021-04-10 03:21:09,339 INFO : TRAIN, epoch=0037, iter=00130/00196, fetch data time cost=1.43ms, fps=1979 images/s, loss=0.2947, top1-acc=90.79%, top5-acc=99.42%, remaining_time=0:00:08.657484, arrival_time=2021-04-10 03:21:17.996849, cost_time=0:00:17.052616 2021-04-10 03:21:10,631 INFO : TRAIN, epoch=0037, iter=00140/00196, fetch data time cost=2.00ms, fps=1982 images/s, loss=0.2972, top1-acc=90.71%, top5-acc=99.41%, remaining_time=0:00:07.337960, arrival_time=2021-04-10 03:21:17.969657, cost_time=0:00:18.344874 2021-04-10 03:21:11,928 INFO : TRAIN, epoch=0037, iter=00150/00196, fetch data time cost=1.39ms, fps=1976 images/s, loss=0.2985, top1-acc=90.66%, top5-acc=99.40%, remaining_time=0:00:06.023286, arrival_time=2021-04-10 03:21:17.951294, cost_time=0:00:19.641204 2021-04-10 03:21:13,219 INFO : TRAIN, epoch=0037, iter=00160/00196, fetch data time cost=1.95ms, fps=1983 images/s, loss=0.2989, top1-acc=90.68%, top5-acc=99.41%, remaining_time=0:00:04.709808, arrival_time=2021-04-10 03:21:17.929007, cost_time=0:00:20.932452 2021-04-10 03:21:14,519 INFO : TRAIN, epoch=0037, iter=00170/00196, fetch data time cost=2.11ms, fps=1970 images/s, loss=0.3015, top1-acc=90.58%, top5-acc=99.42%, remaining_time=0:00:03.400280, arrival_time=2021-04-10 03:21:17.919613, cost_time=0:00:22.232572 2021-04-10 03:21:15,816 INFO : TRAIN, epoch=0037, iter=00180/00196, fetch data time cost=2.14ms, fps=1975 images/s, loss=0.3012, top1-acc=90.60%, top5-acc=99.43%, remaining_time=0:00:02.091488, arrival_time=2021-04-10 03:21:17.907564, cost_time=0:00:23.529325 2021-04-10 03:21:17,107 INFO : TRAIN, epoch=0037, iter=00190/00196, fetch data time cost=1.39ms, fps=1983 images/s, loss=0.3012, top1-acc=90.60%, top5-acc=99.42%, remaining_time=0:00:00.783816, arrival_time=2021-04-10 03:21:17.891430, cost_time=0:00:24.820865 2021-04-10 03:21:17,805 INFO : TRAIN, epoch=0037, iter=00196/00196, fetch data time cost=1.28ms, fps=1950 images/s, loss=0.2998, top1-acc=90.65%, top5-acc=99.44%, remaining_time=0:00:00, arrival_time=2021-04-10 03:21:17.805410, cost_time=0:00:25.518667 2021-04-10 03:21:18,324 INFO : EVAL, epoch=0037, iter=00010/00040, fetch data time cost=0.45ms, fps=4942 images/s, loss=0.4930, top1-acc=84.10%, top5-acc=99.14%, remaining_time=0:00:01.553970, arrival_time=2021-04-10 03:21:19.878522, cost_time=0:00:00.517986 2021-04-10 03:21:18,746 INFO : EVAL, epoch=0037, iter=00020/00040, fetch data time cost=1.65ms, fps=6073 images/s, loss=0.5005, top1-acc=84.59%, top5-acc=98.83%, remaining_time=0:00:00.940060, arrival_time=2021-04-10 03:21:19.686631, cost_time=0:00:00.940065 2021-04-10 03:21:19,168 INFO : EVAL, epoch=0037, iter=00030/00040, fetch data time cost=2.80ms, fps=6075 images/s, loss=0.4909, top1-acc=85.10%, top5-acc=98.88%, remaining_time=0:00:00.453930, arrival_time=2021-04-10 03:21:19.622222, cost_time=0:00:01.361793 2021-04-10 03:21:19,550 INFO : EVAL, epoch=0037, iter=00040/00040, fetch data time cost=0.09ms, fps=6076 images/s, loss=0.4818, top1-acc=85.17%, top5-acc=98.88%, remaining_time=0:00:00, arrival_time=2021-04-10 03:21:19.550452, cost_time=0:00:01.743973 2021-04-10 03:21:20,298 INFO : Epoch=0037 complete, best val top1-acc=85.67%, top5-acc=99.13% (epoch=25), remaining_time=1:17:13.473045, arrival_time=2021-04-10 04:38:33.771444, cost_time=0:17:31.769938 2021-04-10 03:21:20,299 INFO : Train start, epoch=0038, lr=0.091790 2021-04-10 03:21:21,777 INFO : TRAIN, epoch=0038, iter=00010/00196, fetch data time cost=0.28ms, fps=1732 images/s, loss=0.2983, top1-acc=90.66%, top5-acc=99.18%, remaining_time=0:00:27.498054, arrival_time=2021-04-10 03:21:49.275926, cost_time=0:00:01.478393 2021-04-10 03:21:23,069 INFO : TRAIN, epoch=0038, iter=00020/00196, fetch data time cost=1.41ms, fps=1983 images/s, loss=0.2882, top1-acc=91.23%, top5-acc=99.34%, remaining_time=0:00:24.377760, arrival_time=2021-04-10 03:21:47.447364, cost_time=0:00:02.770199 2021-04-10 03:21:24,365 INFO : TRAIN, epoch=0038, iter=00030/00196, fetch data time cost=1.41ms, fps=1976 images/s, loss=0.2885, top1-acc=91.12%, top5-acc=99.35%, remaining_time=0:00:22.499308, arrival_time=2021-04-10 03:21:46.864848, cost_time=0:00:04.066135 2021-04-10 03:21:25,661 INFO : TRAIN, epoch=0038, iter=00040/00196, fetch data time cost=1.91ms, fps=1976 images/s, loss=0.2934, top1-acc=91.02%, top5-acc=99.35%, remaining_time=0:00:20.911800, arrival_time=2021-04-10 03:21:46.573278, cost_time=0:00:05.362012 2021-04-10 03:21:26,955 INFO : TRAIN, epoch=0038, iter=00050/00196, fetch data time cost=1.56ms, fps=1979 images/s, loss=0.2955, top1-acc=90.92%, top5-acc=99.31%, remaining_time=0:00:19.436250, arrival_time=2021-04-10 03:21:46.391955, cost_time=0:00:06.656236 2021-04-10 03:21:28,245 INFO : TRAIN, epoch=0038, iter=00060/00196, fetch data time cost=1.49ms, fps=1985 images/s, loss=0.2974, top1-acc=90.83%, top5-acc=99.34%, remaining_time=0:00:18.011568, arrival_time=2021-04-10 03:21:46.257254, cost_time=0:00:07.946280 2021-04-10 03:21:29,535 INFO : TRAIN, epoch=0038, iter=00070/00196, fetch data time cost=1.51ms, fps=1985 images/s, loss=0.3002, top1-acc=90.73%, top5-acc=99.35%, remaining_time=0:00:16.625574, arrival_time=2021-04-10 03:21:46.161407, cost_time=0:00:09.236404 2021-04-10 03:21:30,831 INFO : TRAIN, epoch=0038, iter=00080/00196, fetch data time cost=2.49ms, fps=1977 images/s, loss=0.3008, top1-acc=90.67%, top5-acc=99.36%, remaining_time=0:00:15.271284, arrival_time=2021-04-10 03:21:46.102584, cost_time=0:00:10.531890 2021-04-10 03:21:32,134 INFO : TRAIN, epoch=0038, iter=00090/00196, fetch data time cost=1.45ms, fps=1965 images/s, loss=0.2995, top1-acc=90.68%, top5-acc=99.37%, remaining_time=0:00:13.939318, arrival_time=2021-04-10 03:21:46.074028, cost_time=0:00:11.835292 2021-04-10 03:21:33,421 INFO : TRAIN, epoch=0038, iter=00100/00196, fetch data time cost=1.51ms, fps=1990 images/s, loss=0.2975, top1-acc=90.68%, top5-acc=99.39%, remaining_time=0:00:12.597216, arrival_time=2021-04-10 03:21:46.018759, cost_time=0:00:13.122138 2021-04-10 03:21:34,731 INFO : TRAIN, epoch=0038, iter=00110/00196, fetch data time cost=1.57ms, fps=1955 images/s, loss=0.2986, top1-acc=90.64%, top5-acc=99.39%, remaining_time=0:00:11.282942, arrival_time=2021-04-10 03:21:46.014098, cost_time=0:00:14.431684 2021-04-10 03:21:36,030 INFO : TRAIN, epoch=0038, iter=00120/00196, fetch data time cost=1.41ms, fps=1972 images/s, loss=0.2996, top1-acc=90.54%, top5-acc=99.41%, remaining_time=0:00:09.962688, arrival_time=2021-04-10 03:21:45.992671, cost_time=0:00:15.730579 2021-04-10 03:21:37,323 INFO : TRAIN, epoch=0038, iter=00130/00196, fetch data time cost=1.90ms, fps=1980 images/s, loss=0.2978, top1-acc=90.61%, top5-acc=99.43%, remaining_time=0:00:08.642898, arrival_time=2021-04-10 03:21:45.966266, cost_time=0:00:17.023915 2021-04-10 03:21:38,619 INFO : TRAIN, epoch=0038, iter=00140/00196, fetch data time cost=1.91ms, fps=1976 images/s, loss=0.2979, top1-acc=90.59%, top5-acc=99.44%, remaining_time=0:00:07.327992, arrival_time=2021-04-10 03:21:45.947411, cost_time=0:00:18.320013 2021-04-10 03:21:39,917 INFO : TRAIN, epoch=0038, iter=00150/00196, fetch data time cost=1.43ms, fps=1973 images/s, loss=0.2984, top1-acc=90.60%, top5-acc=99.45%, remaining_time=0:00:06.016110, arrival_time=2021-04-10 03:21:45.933388, cost_time=0:00:19.617821 2021-04-10 03:21:41,207 INFO : TRAIN, epoch=0038, iter=00160/00196, fetch data time cost=1.44ms, fps=1985 images/s, loss=0.3004, top1-acc=90.53%, top5-acc=99.43%, remaining_time=0:00:04.704264, arrival_time=2021-04-10 03:21:45.911493, cost_time=0:00:20.907824 2021-04-10 03:21:42,499 INFO : TRAIN, epoch=0038, iter=00170/00196, fetch data time cost=1.50ms, fps=1982 images/s, loss=0.3005, top1-acc=90.54%, top5-acc=99.43%, remaining_time=0:00:03.395288, arrival_time=2021-04-10 03:21:45.894577, cost_time=0:00:22.199884 2021-04-10 03:21:43,791 INFO : TRAIN, epoch=0038, iter=00180/00196, fetch data time cost=1.93ms, fps=1982 images/s, loss=0.2996, top1-acc=90.58%, top5-acc=99.42%, remaining_time=0:00:02.088176, arrival_time=2021-04-10 03:21:45.879546, cost_time=0:00:23.491975 2021-04-10 03:21:45,083 INFO : TRAIN, epoch=0038, iter=00190/00196, fetch data time cost=1.23ms, fps=1982 images/s, loss=0.3004, top1-acc=90.51%, top5-acc=99.42%, remaining_time=0:00:00.782658, arrival_time=2021-04-10 03:21:45.866344, cost_time=0:00:24.784157 2021-04-10 03:21:45,784 INFO : TRAIN, epoch=0038, iter=00196/00196, fetch data time cost=1.23ms, fps=1944 images/s, loss=0.3010, top1-acc=90.50%, top5-acc=99.42%, remaining_time=0:00:00, arrival_time=2021-04-10 03:21:45.784028, cost_time=0:00:25.484619 2021-04-10 03:21:46,304 INFO : EVAL, epoch=0038, iter=00010/00040, fetch data time cost=1.46ms, fps=4926 images/s, loss=0.5073, top1-acc=85.08%, top5-acc=99.18%, remaining_time=0:00:01.559160, arrival_time=2021-04-10 03:21:47.863964, cost_time=0:00:00.519723 2021-04-10 03:21:46,729 INFO : EVAL, epoch=0038, iter=00020/00040, fetch data time cost=1.46ms, fps=6034 images/s, loss=0.5311, top1-acc=84.08%, top5-acc=99.18%, remaining_time=0:00:00.944320, arrival_time=2021-04-10 03:21:47.673754, cost_time=0:00:00.944310 2021-04-10 03:21:47,151 INFO : EVAL, epoch=0038, iter=00030/00040, fetch data time cost=1.36ms, fps=6071 images/s, loss=0.5405, top1-acc=83.87%, top5-acc=99.14%, remaining_time=0:00:00.455500, arrival_time=2021-04-10 03:21:47.607086, cost_time=0:00:01.366507 2021-04-10 03:21:47,534 INFO : EVAL, epoch=0038, iter=00040/00040, fetch data time cost=0.08ms, fps=6070 images/s, loss=0.5605, top1-acc=83.78%, top5-acc=99.11%, remaining_time=0:00:00, arrival_time=2021-04-10 03:21:47.534126, cost_time=0:00:01.749076 2021-04-10 03:21:48,549 INFO : Epoch=0038 complete, best val top1-acc=85.67%, top5-acc=99.13% (epoch=25), remaining_time=1:16:44.299848, arrival_time=2021-04-10 04:38:32.849251, cost_time=0:18:00.020960 2021-04-10 03:21:48,550 INFO : Train start, epoch=0039, lr=0.091354 2021-04-10 03:21:50,022 INFO : TRAIN, epoch=0039, iter=00010/00196, fetch data time cost=2.81ms, fps=1738 images/s, loss=0.3010, top1-acc=91.21%, top5-acc=99.53%, remaining_time=0:00:27.390546, arrival_time=2021-04-10 03:22:17.413352, cost_time=0:00:01.472614 2021-04-10 03:21:51,332 INFO : TRAIN, epoch=0039, iter=00020/00196, fetch data time cost=2.11ms, fps=1956 images/s, loss=0.2954, top1-acc=90.92%, top5-acc=99.49%, remaining_time=0:00:24.482304, arrival_time=2021-04-10 03:22:15.814550, cost_time=0:00:02.782080 2021-04-10 03:21:52,625 INFO : TRAIN, epoch=0039, iter=00030/00196, fetch data time cost=1.40ms, fps=1981 images/s, loss=0.2857, top1-acc=91.02%, top5-acc=99.53%, remaining_time=0:00:22.548776, arrival_time=2021-04-10 03:22:15.173964, cost_time=0:00:04.075075 2021-04-10 03:21:53,919 INFO : TRAIN, epoch=0039, iter=00040/00196, fetch data time cost=1.39ms, fps=1978 images/s, loss=0.2859, top1-acc=91.03%, top5-acc=99.53%, remaining_time=0:00:20.941440, arrival_time=2021-04-10 03:22:14.861141, cost_time=0:00:05.369592 2021-04-10 03:21:55,210 INFO : TRAIN, epoch=0039, iter=00050/00196, fetch data time cost=1.42ms, fps=1984 images/s, loss=0.2893, top1-acc=90.90%, top5-acc=99.52%, remaining_time=0:00:19.448806, arrival_time=2021-04-10 03:22:14.659541, cost_time=0:00:06.660567 2021-04-10 03:21:56,507 INFO : TRAIN, epoch=0039, iter=00060/00196, fetch data time cost=1.59ms, fps=1975 images/s, loss=0.2921, top1-acc=90.80%, top5-acc=99.50%, remaining_time=0:00:18.036184, arrival_time=2021-04-10 03:22:14.543503, cost_time=0:00:07.957141 2021-04-10 03:21:57,797 INFO : TRAIN, epoch=0039, iter=00070/00196, fetch data time cost=1.43ms, fps=1985 images/s, loss=0.2893, top1-acc=90.80%, top5-acc=99.48%, remaining_time=0:00:16.645482, arrival_time=2021-04-10 03:22:14.443066, cost_time=0:00:09.247474 2021-04-10 03:21:59,088 INFO : TRAIN, epoch=0039, iter=00080/00196, fetch data time cost=1.56ms, fps=1984 images/s, loss=0.2872, top1-acc=90.90%, top5-acc=99.48%, remaining_time=0:00:15.280332, arrival_time=2021-04-10 03:22:14.368610, cost_time=0:00:10.538164 2021-04-10 03:22:00,387 INFO : TRAIN, epoch=0039, iter=00090/00196, fetch data time cost=1.52ms, fps=1972 images/s, loss=0.2860, top1-acc=90.94%, top5-acc=99.48%, remaining_time=0:00:13.941332, arrival_time=2021-04-10 03:22:14.328447, cost_time=0:00:11.837001 2021-04-10 03:22:01,680 INFO : TRAIN, epoch=0039, iter=00100/00196, fetch data time cost=1.43ms, fps=1981 images/s, loss=0.2859, top1-acc=90.96%, top5-acc=99.48%, remaining_time=0:00:12.604704, arrival_time=2021-04-10 03:22:14.284696, cost_time=0:00:13.129872 2021-04-10 03:22:02,972 INFO : TRAIN, epoch=0039, iter=00110/00196, fetch data time cost=2.61ms, fps=1981 images/s, loss=0.2895, top1-acc=90.82%, top5-acc=99.47%, remaining_time=0:00:11.275718, arrival_time=2021-04-10 03:22:14.248355, cost_time=0:00:14.422472 2021-04-10 03:22:04,271 INFO : TRAIN, epoch=0039, iter=00120/00196, fetch data time cost=1.38ms, fps=1972 images/s, loss=0.2912, top1-acc=90.76%, top5-acc=99.48%, remaining_time=0:00:09.956988, arrival_time=2021-04-10 03:22:14.228828, cost_time=0:00:15.721607 2021-04-10 03:22:05,563 INFO : TRAIN, epoch=0039, iter=00130/00196, fetch data time cost=1.31ms, fps=1982 images/s, loss=0.2894, top1-acc=90.84%, top5-acc=99.48%, remaining_time=0:00:08.637750, arrival_time=2021-04-10 03:22:14.201662, cost_time=0:00:17.013800 2021-04-10 03:22:06,860 INFO : TRAIN, epoch=0039, iter=00140/00196, fetch data time cost=1.45ms, fps=1976 images/s, loss=0.2920, top1-acc=90.74%, top5-acc=99.46%, remaining_time=0:00:07.323960, arrival_time=2021-04-10 03:22:14.184001, cost_time=0:00:18.309929 2021-04-10 03:22:08,158 INFO : TRAIN, epoch=0039, iter=00150/00196, fetch data time cost=1.93ms, fps=1973 images/s, loss=0.2927, top1-acc=90.75%, top5-acc=99.45%, remaining_time=0:00:06.013074, arrival_time=2021-04-10 03:22:14.171073, cost_time=0:00:19.607884 2021-04-10 03:22:09,449 INFO : TRAIN, epoch=0039, iter=00160/00196, fetch data time cost=1.65ms, fps=1983 images/s, loss=0.2945, top1-acc=90.70%, top5-acc=99.45%, remaining_time=0:00:04.702284, arrival_time=2021-04-10 03:22:14.151525, cost_time=0:00:20.899116 2021-04-10 03:22:10,743 INFO : TRAIN, epoch=0039, iter=00170/00196, fetch data time cost=1.53ms, fps=1979 images/s, loss=0.2964, top1-acc=90.62%, top5-acc=99.45%, remaining_time=0:00:03.394248, arrival_time=2021-04-10 03:22:14.137540, cost_time=0:00:22.193181 2021-04-10 03:22:12,046 INFO : TRAIN, epoch=0039, iter=00180/00196, fetch data time cost=1.94ms, fps=1965 images/s, loss=0.2964, top1-acc=90.57%, top5-acc=99.44%, remaining_time=0:00:02.088560, arrival_time=2021-04-10 03:22:14.134896, cost_time=0:00:23.496223 2021-04-10 03:22:13,335 INFO : TRAIN, epoch=0039, iter=00190/00196, fetch data time cost=1.33ms, fps=1987 images/s, loss=0.2948, top1-acc=90.62%, top5-acc=99.45%, remaining_time=0:00:00.782682, arrival_time=2021-04-10 03:22:14.117791, cost_time=0:00:24.784997 2021-04-10 03:22:14,037 INFO : TRAIN, epoch=0039, iter=00196/00196, fetch data time cost=1.46ms, fps=1937 images/s, loss=0.2954, top1-acc=90.63%, top5-acc=99.45%, remaining_time=0:00:00, arrival_time=2021-04-10 03:22:14.037744, cost_time=0:00:25.487562 2021-04-10 03:22:14,539 INFO : EVAL, epoch=0039, iter=00010/00040, fetch data time cost=1.36ms, fps=5114 images/s, loss=0.5306, top1-acc=84.22%, top5-acc=98.67%, remaining_time=0:00:01.501560, arrival_time=2021-04-10 03:22:16.041009, cost_time=0:00:00.500520 2021-04-10 03:22:14,973 INFO : EVAL, epoch=0039, iter=00020/00040, fetch data time cost=1.67ms, fps=5910 images/s, loss=0.5233, top1-acc=84.34%, top5-acc=98.46%, remaining_time=0:00:00.934160, arrival_time=2021-04-10 03:22:15.907236, cost_time=0:00:00.934162 2021-04-10 03:22:15,400 INFO : EVAL, epoch=0039, iter=00030/00040, fetch data time cost=1.35ms, fps=6003 images/s, loss=0.5342, top1-acc=84.06%, top5-acc=98.31%, remaining_time=0:00:00.453700, arrival_time=2021-04-10 03:22:15.853660, cost_time=0:00:01.361090 2021-04-10 03:22:15,785 INFO : EVAL, epoch=0039, iter=00040/00040, fetch data time cost=0.07ms, fps=6027 images/s, loss=0.5233, top1-acc=84.14%, top5-acc=98.31%, remaining_time=0:00:00, arrival_time=2021-04-10 03:22:15.785239, cost_time=0:00:01.746391 2021-04-10 03:22:16,725 INFO : Epoch=0039 complete, best val top1-acc=85.67%, top5-acc=99.13% (epoch=25), remaining_time=1:16:14.866520, arrival_time=2021-04-10 04:38:31.592431, cost_time=0:18:28.197467 2021-04-10 03:22:16,726 INFO : Train start, epoch=0040, lr=0.090907 2021-04-10 03:22:18,227 INFO : TRAIN, epoch=0040, iter=00010/00196, fetch data time cost=1.68ms, fps=1705 images/s, loss=0.2918, top1-acc=91.05%, top5-acc=99.22%, remaining_time=0:00:27.920088, arrival_time=2021-04-10 03:22:46.147849, cost_time=0:00:01.501076 2021-04-10 03:22:19,523 INFO : TRAIN, epoch=0040, iter=00020/00196, fetch data time cost=1.36ms, fps=1976 images/s, loss=0.2779, top1-acc=91.43%, top5-acc=99.34%, remaining_time=0:00:24.615888, arrival_time=2021-04-10 03:22:44.139777, cost_time=0:00:02.797268 2021-04-10 03:22:20,819 INFO : TRAIN, epoch=0040, iter=00030/00196, fetch data time cost=1.56ms, fps=1976 images/s, loss=0.2807, top1-acc=91.28%, top5-acc=99.36%, remaining_time=0:00:22.649372, arrival_time=2021-04-10 03:22:43.469236, cost_time=0:00:04.093252 2021-04-10 03:22:22,114 INFO : TRAIN, epoch=0040, iter=00040/00196, fetch data time cost=1.49ms, fps=1978 images/s, loss=0.2753, top1-acc=91.49%, top5-acc=99.43%, remaining_time=0:00:21.013512, arrival_time=2021-04-10 03:22:43.128258, cost_time=0:00:05.388098 2021-04-10 03:22:23,408 INFO : TRAIN, epoch=0040, iter=00050/00196, fetch data time cost=1.56ms, fps=1980 images/s, loss=0.2806, top1-acc=91.26%, top5-acc=99.44%, remaining_time=0:00:19.510418, arrival_time=2021-04-10 03:22:42.918658, cost_time=0:00:06.681629 2021-04-10 03:22:24,708 INFO : TRAIN, epoch=0040, iter=00060/00196, fetch data time cost=1.44ms, fps=1970 images/s, loss=0.2780, top1-acc=91.30%, top5-acc=99.47%, remaining_time=0:00:18.090856, arrival_time=2021-04-10 03:22:42.798784, cost_time=0:00:07.981238 2021-04-10 03:22:26,004 INFO : TRAIN, epoch=0040, iter=00070/00196, fetch data time cost=1.40ms, fps=1975 images/s, loss=0.2756, top1-acc=91.33%, top5-acc=99.47%, remaining_time=0:00:16.699914, arrival_time=2021-04-10 03:22:42.704249, cost_time=0:00:09.277725 2021-04-10 03:22:27,299 INFO : TRAIN, epoch=0040, iter=00080/00196, fetch data time cost=1.85ms, fps=1977 images/s, loss=0.2717, top1-acc=91.45%, top5-acc=99.50%, remaining_time=0:00:15.331256, arrival_time=2021-04-10 03:22:42.631177, cost_time=0:00:10.573263 2021-04-10 03:22:28,600 INFO : TRAIN, epoch=0040, iter=00090/00196, fetch data time cost=1.35ms, fps=1970 images/s, loss=0.2756, top1-acc=91.38%, top5-acc=99.50%, remaining_time=0:00:13.984156, arrival_time=2021-04-10 03:22:42.584162, cost_time=0:00:11.873385 2021-04-10 03:22:29,900 INFO : TRAIN, epoch=0040, iter=00100/00196, fetch data time cost=1.45ms, fps=1970 images/s, loss=0.2759, top1-acc=91.38%, top5-acc=99.51%, remaining_time=0:00:12.646560, arrival_time=2021-04-10 03:22:42.546634, cost_time=0:00:13.173452 2021-04-10 03:22:31,195 INFO : TRAIN, epoch=0040, iter=00110/00196, fetch data time cost=1.52ms, fps=1976 images/s, loss=0.2800, top1-acc=91.20%, top5-acc=99.52%, remaining_time=0:00:11.312354, arrival_time=2021-04-10 03:22:42.508206, cost_time=0:00:14.469236 2021-04-10 03:22:32,489 INFO : TRAIN, epoch=0040, iter=00120/00196, fetch data time cost=1.52ms, fps=1980 images/s, loss=0.2829, top1-acc=91.06%, top5-acc=99.49%, remaining_time=0:00:09.983056, arrival_time=2021-04-10 03:22:42.472528, cost_time=0:00:15.762780 2021-04-10 03:22:33,783 INFO : TRAIN, epoch=0040, iter=00130/00196, fetch data time cost=1.64ms, fps=1979 images/s, loss=0.2830, top1-acc=91.07%, top5-acc=99.49%, remaining_time=0:00:08.659860, arrival_time=2021-04-10 03:22:42.443712, cost_time=0:00:17.057247 2021-04-10 03:22:35,077 INFO : TRAIN, epoch=0040, iter=00140/00196, fetch data time cost=1.59ms, fps=1979 images/s, loss=0.2810, top1-acc=91.11%, top5-acc=99.50%, remaining_time=0:00:07.340480, arrival_time=2021-04-10 03:22:42.418356, cost_time=0:00:18.351268 2021-04-10 03:22:36,373 INFO : TRAIN, epoch=0040, iter=00150/00196, fetch data time cost=1.52ms, fps=1977 images/s, loss=0.2817, top1-acc=91.11%, top5-acc=99.49%, remaining_time=0:00:06.024988, arrival_time=2021-04-10 03:22:42.398248, cost_time=0:00:19.646653 2021-04-10 03:22:37,665 INFO : TRAIN, epoch=0040, iter=00160/00196, fetch data time cost=1.56ms, fps=1981 images/s, loss=0.2840, top1-acc=91.04%, top5-acc=99.49%, remaining_time=0:00:04.711320, arrival_time=2021-04-10 03:22:42.377227, cost_time=0:00:20.939280 2021-04-10 03:22:38,978 INFO : TRAIN, epoch=0040, iter=00170/00196, fetch data time cost=19.62ms, fps=1950 images/s, loss=0.2877, top1-acc=90.88%, top5-acc=99.49%, remaining_time=0:00:03.403270, arrival_time=2021-04-10 03:22:42.382085, cost_time=0:00:22.252203 2021-04-10 03:22:40,285 INFO : TRAIN, epoch=0040, iter=00180/00196, fetch data time cost=2.02ms, fps=1959 images/s, loss=0.2881, top1-acc=90.86%, top5-acc=99.48%, remaining_time=0:00:02.094144, arrival_time=2021-04-10 03:22:42.379940, cost_time=0:00:23.559139 2021-04-10 03:22:41,579 INFO : TRAIN, epoch=0040, iter=00190/00196, fetch data time cost=1.34ms, fps=1979 images/s, loss=0.2885, top1-acc=90.83%, top5-acc=99.48%, remaining_time=0:00:00.784830, arrival_time=2021-04-10 03:22:42.364390, cost_time=0:00:24.852955 2021-04-10 03:22:42,281 INFO : TRAIN, epoch=0040, iter=00196/00196, fetch data time cost=1.81ms, fps=1940 images/s, loss=0.2891, top1-acc=90.82%, top5-acc=99.48%, remaining_time=0:00:00, arrival_time=2021-04-10 03:22:42.280938, cost_time=0:00:25.554277 2021-04-10 03:22:42,829 INFO : EVAL, epoch=0040, iter=00010/00040, fetch data time cost=0.30ms, fps=4677 images/s, loss=0.4957, top1-acc=85.00%, top5-acc=98.36%, remaining_time=0:00:01.642020, arrival_time=2021-04-10 03:22:44.471423, cost_time=0:00:00.547343 2021-04-10 03:22:43,261 INFO : EVAL, epoch=0040, iter=00020/00040, fetch data time cost=1.66ms, fps=5936 images/s, loss=0.5004, top1-acc=84.28%, top5-acc=98.55%, remaining_time=0:00:00.979060, arrival_time=2021-04-10 03:22:44.240165, cost_time=0:00:00.979052 2021-04-10 03:22:43,689 INFO : EVAL, epoch=0040, iter=00030/00040, fetch data time cost=1.65ms, fps=5976 images/s, loss=0.4911, top1-acc=84.56%, top5-acc=98.71%, remaining_time=0:00:00.469290, arrival_time=2021-04-10 03:22:44.159226, cost_time=0:00:01.407881 2021-04-10 03:22:44,074 INFO : EVAL, epoch=0040, iter=00040/00040, fetch data time cost=0.12ms, fps=6045 images/s, loss=0.4857, top1-acc=84.52%, top5-acc=98.73%, remaining_time=0:00:00, arrival_time=2021-04-10 03:22:44.074141, cost_time=0:00:01.792146 2021-04-10 03:22:45,261 INFO : Epoch=0040 complete, best val top1-acc=85.67%, top5-acc=99.13% (epoch=25), remaining_time=1:15:46.932960, arrival_time=2021-04-10 04:38:32.194639, cost_time=0:18:56.733235 2021-04-10 03:22:45,262 INFO : Train start, epoch=0041, lr=0.090451 2021-04-10 03:22:46,753 INFO : TRAIN, epoch=0041, iter=00010/00196, fetch data time cost=0.27ms, fps=1716 images/s, loss=0.2905, top1-acc=90.86%, top5-acc=99.45%, remaining_time=0:00:27.740784, arrival_time=2021-04-10 03:23:14.494604, cost_time=0:00:01.491438 2021-04-10 03:22:48,041 INFO : TRAIN, epoch=0041, iter=00020/00196, fetch data time cost=1.42ms, fps=1988 images/s, loss=0.2880, top1-acc=91.04%, top5-acc=99.45%, remaining_time=0:00:24.459776, arrival_time=2021-04-10 03:23:12.501704, cost_time=0:00:02.779515 2021-04-10 03:22:49,334 INFO : TRAIN, epoch=0041, iter=00030/00196, fetch data time cost=2.03ms, fps=1981 images/s, loss=0.2858, top1-acc=91.26%, top5-acc=99.37%, remaining_time=0:00:22.532176, arrival_time=2021-04-10 03:23:11.866671, cost_time=0:00:04.072085 2021-04-10 03:22:50,629 INFO : TRAIN, epoch=0041, iter=00040/00196, fetch data time cost=1.31ms, fps=1978 images/s, loss=0.2934, top1-acc=90.88%, top5-acc=99.36%, remaining_time=0:00:20.931612, arrival_time=2021-04-10 03:23:11.561111, cost_time=0:00:05.367076 2021-04-10 03:22:51,924 INFO : TRAIN, epoch=0041, iter=00050/00196, fetch data time cost=1.52ms, fps=1978 images/s, loss=0.2893, top1-acc=90.86%, top5-acc=99.36%, remaining_time=0:00:19.452018, arrival_time=2021-04-10 03:23:11.376113, cost_time=0:00:06.661667 2021-04-10 03:22:53,220 INFO : TRAIN, epoch=0041, iter=00060/00196, fetch data time cost=1.41ms, fps=1976 images/s, loss=0.2905, top1-acc=90.81%, top5-acc=99.39%, remaining_time=0:00:18.037272, arrival_time=2021-04-10 03:23:11.257245, cost_time=0:00:07.957597 2021-04-10 03:22:54,516 INFO : TRAIN, epoch=0041, iter=00070/00196, fetch data time cost=1.35ms, fps=1976 images/s, loss=0.2914, top1-acc=90.83%, top5-acc=99.39%, remaining_time=0:00:16.656822, arrival_time=2021-04-10 03:23:11.172994, cost_time=0:00:09.253799 2021-04-10 03:22:55,810 INFO : TRAIN, epoch=0041, iter=00080/00196, fetch data time cost=1.44ms, fps=1978 images/s, loss=0.2918, top1-acc=90.82%, top5-acc=99.40%, remaining_time=0:00:15.294716, arrival_time=2021-04-10 03:23:11.105202, cost_time=0:00:10.548109 2021-04-10 03:22:57,105 INFO : TRAIN, epoch=0041, iter=00090/00196, fetch data time cost=1.41ms, fps=1978 images/s, loss=0.2899, top1-acc=90.87%, top5-acc=99.40%, remaining_time=0:00:13.948116, arrival_time=2021-04-10 03:23:11.053254, cost_time=0:00:11.842764 2021-04-10 03:22:58,399 INFO : TRAIN, epoch=0041, iter=00100/00196, fetch data time cost=1.44ms, fps=1979 images/s, loss=0.2920, top1-acc=90.79%, top5-acc=99.39%, remaining_time=0:00:12.611328, arrival_time=2021-04-10 03:23:11.010540, cost_time=0:00:13.136837 2021-04-10 03:22:59,689 INFO : TRAIN, epoch=0041, iter=00110/00196, fetch data time cost=1.30ms, fps=1985 images/s, loss=0.2893, top1-acc=90.85%, top5-acc=99.41%, remaining_time=0:00:11.279330, arrival_time=2021-04-10 03:23:10.968756, cost_time=0:00:14.427035 2021-04-10 03:23:00,984 INFO : TRAIN, epoch=0041, iter=00120/00196, fetch data time cost=2.30ms, fps=1978 images/s, loss=0.2891, top1-acc=90.81%, top5-acc=99.42%, remaining_time=0:00:09.956912, arrival_time=2021-04-10 03:23:10.940851, cost_time=0:00:15.721436 2021-04-10 03:23:02,280 INFO : TRAIN, epoch=0041, iter=00130/00196, fetch data time cost=1.34ms, fps=1975 images/s, loss=0.2893, top1-acc=90.80%, top5-acc=99.41%, remaining_time=0:00:08.639994, arrival_time=2021-04-10 03:23:10.920561, cost_time=0:00:17.018181 2021-04-10 03:23:03,570 INFO : TRAIN, epoch=0041, iter=00140/00196, fetch data time cost=1.43ms, fps=1985 images/s, loss=0.2901, top1-acc=90.76%, top5-acc=99.42%, remaining_time=0:00:07.323400, arrival_time=2021-04-10 03:23:10.894262, cost_time=0:00:18.308489 2021-04-10 03:23:04,867 INFO : TRAIN, epoch=0041, iter=00150/00196, fetch data time cost=1.68ms, fps=1975 images/s, loss=0.2906, top1-acc=90.78%, top5-acc=99.43%, remaining_time=0:00:06.012292, arrival_time=2021-04-10 03:23:10.879966, cost_time=0:00:19.605236 2021-04-10 03:23:06,164 INFO : TRAIN, epoch=0041, iter=00160/00196, fetch data time cost=1.86ms, fps=1975 images/s, loss=0.2904, top1-acc=90.79%, top5-acc=99.43%, remaining_time=0:00:04.702932, arrival_time=2021-04-10 03:23:10.867195, cost_time=0:00:20.901888 2021-04-10 03:23:07,468 INFO : TRAIN, epoch=0041, iter=00170/00196, fetch data time cost=1.44ms, fps=1964 images/s, loss=0.2891, top1-acc=90.82%, top5-acc=99.44%, remaining_time=0:00:03.396172, arrival_time=2021-04-10 03:23:10.864368, cost_time=0:00:22.205746 2021-04-10 03:23:08,774 INFO : TRAIN, epoch=0041, iter=00180/00196, fetch data time cost=1.84ms, fps=1961 images/s, loss=0.2892, top1-acc=90.80%, top5-acc=99.44%, remaining_time=0:00:02.089936, arrival_time=2021-04-10 03:23:10.864126, cost_time=0:00:23.511811 2021-04-10 03:23:10,064 INFO : TRAIN, epoch=0041, iter=00190/00196, fetch data time cost=1.26ms, fps=1985 images/s, loss=0.2890, top1-acc=90.80%, top5-acc=99.44%, remaining_time=0:00:00.783210, arrival_time=2021-04-10 03:23:10.847278, cost_time=0:00:24.801694 2021-04-10 03:23:10,763 INFO : TRAIN, epoch=0041, iter=00196/00196, fetch data time cost=1.24ms, fps=1946 images/s, loss=0.2885, top1-acc=90.81%, top5-acc=99.45%, remaining_time=0:00:00, arrival_time=2021-04-10 03:23:10.763417, cost_time=0:00:25.501065 2021-04-10 03:23:11,262 INFO : EVAL, epoch=0041, iter=00010/00040, fetch data time cost=4.18ms, fps=5142 images/s, loss=0.5846, top1-acc=82.54%, top5-acc=98.87%, remaining_time=0:00:01.493640, arrival_time=2021-04-10 03:23:12.755892, cost_time=0:00:00.497885 2021-04-10 03:23:11,733 INFO : EVAL, epoch=0041, iter=00020/00040, fetch data time cost=2.01ms, fps=5437 images/s, loss=0.6195, top1-acc=81.89%, top5-acc=98.52%, remaining_time=0:00:00.969180, arrival_time=2021-04-10 03:23:12.702681, cost_time=0:00:00.969174 2021-04-10 03:23:12,163 INFO : EVAL, epoch=0041, iter=00030/00040, fetch data time cost=1.87ms, fps=5962 images/s, loss=0.6137, top1-acc=82.19%, top5-acc=98.35%, remaining_time=0:00:00.466290, arrival_time=2021-04-10 03:23:12.629491, cost_time=0:00:01.398878 2021-04-10 03:23:12,551 INFO : EVAL, epoch=0041, iter=00040/00040, fetch data time cost=0.08ms, fps=5977 images/s, loss=0.6043, top1-acc=81.95%, top5-acc=98.26%, remaining_time=0:00:00, arrival_time=2021-04-10 03:23:12.551646, cost_time=0:00:01.787352 2021-04-10 03:23:13,323 INFO : Epoch=0041 complete, best val top1-acc=85.67%, top5-acc=99.13% (epoch=25), remaining_time=1:15:17.131647, arrival_time=2021-04-10 04:38:30.455046, cost_time=0:19:24.794957 2021-04-10 03:23:13,324 INFO : Train start, epoch=0042, lr=0.089984 2021-04-10 03:23:14,796 INFO : TRAIN, epoch=0042, iter=00010/00196, fetch data time cost=0.28ms, fps=1739 images/s, loss=0.2545, top1-acc=91.45%, top5-acc=99.53%, remaining_time=0:00:27.376782, arrival_time=2021-04-10 03:23:42.172899, cost_time=0:00:01.471872 2021-04-10 03:23:16,093 INFO : TRAIN, epoch=0042, iter=00020/00196, fetch data time cost=1.63ms, fps=1974 images/s, loss=0.2512, top1-acc=91.80%, top5-acc=99.51%, remaining_time=0:00:24.372128, arrival_time=2021-04-10 03:23:40.465810, cost_time=0:00:02.769561 2021-04-10 03:23:17,391 INFO : TRAIN, epoch=0042, iter=00030/00196, fetch data time cost=1.56ms, fps=1973 images/s, loss=0.2612, top1-acc=91.54%, top5-acc=99.51%, remaining_time=0:00:22.505284, arrival_time=2021-04-10 03:23:39.896725, cost_time=0:00:04.067231 2021-04-10 03:23:18,685 INFO : TRAIN, epoch=0042, iter=00040/00196, fetch data time cost=1.58ms, fps=1980 images/s, loss=0.2727, top1-acc=91.26%, top5-acc=99.49%, remaining_time=0:00:20.907588, arrival_time=2021-04-10 03:23:39.592635, cost_time=0:00:05.360932 2021-04-10 03:23:19,976 INFO : TRAIN, epoch=0042, iter=00050/00196, fetch data time cost=1.55ms, fps=1983 images/s, loss=0.2688, top1-acc=91.46%, top5-acc=99.55%, remaining_time=0:00:19.424716, arrival_time=2021-04-10 03:23:39.401423, cost_time=0:00:06.652286 2021-04-10 03:23:21,281 INFO : TRAIN, epoch=0042, iter=00060/00196, fetch data time cost=2.53ms, fps=1963 images/s, loss=0.2695, top1-acc=91.43%, top5-acc=99.57%, remaining_time=0:00:18.036456, arrival_time=2021-04-10 03:23:39.317833, cost_time=0:00:07.957265 2021-04-10 03:23:22,576 INFO : TRAIN, epoch=0042, iter=00070/00196, fetch data time cost=1.36ms, fps=1977 images/s, loss=0.2726, top1-acc=91.40%, top5-acc=99.58%, remaining_time=0:00:16.654680, arrival_time=2021-04-10 03:23:39.231391, cost_time=0:00:09.252570 2021-04-10 03:23:23,867 INFO : TRAIN, epoch=0042, iter=00080/00196, fetch data time cost=1.42ms, fps=1983 images/s, loss=0.2748, top1-acc=91.36%, top5-acc=99.52%, remaining_time=0:00:15.288452, arrival_time=2021-04-10 03:23:39.156340, cost_time=0:00:10.543774 2021-04-10 03:23:25,163 INFO : TRAIN, epoch=0042, iter=00090/00196, fetch data time cost=1.46ms, fps=1977 images/s, loss=0.2725, top1-acc=91.41%, top5-acc=99.50%, remaining_time=0:00:13.943770, arrival_time=2021-04-10 03:23:39.106930, cost_time=0:00:11.839048 2021-04-10 03:23:26,456 INFO : TRAIN, epoch=0042, iter=00100/00196, fetch data time cost=1.54ms, fps=1981 images/s, loss=0.2746, top1-acc=91.34%, top5-acc=99.49%, remaining_time=0:00:12.606720, arrival_time=2021-04-10 03:23:39.062894, cost_time=0:00:13.132034 2021-04-10 03:23:27,766 INFO : TRAIN, epoch=0042, iter=00110/00196, fetch data time cost=2.10ms, fps=1955 images/s, loss=0.2758, top1-acc=91.29%, top5-acc=99.50%, remaining_time=0:00:11.290940, arrival_time=2021-04-10 03:23:39.057029, cost_time=0:00:14.441881 2021-04-10 03:23:29,064 INFO : TRAIN, epoch=0042, iter=00120/00196, fetch data time cost=1.56ms, fps=1972 images/s, loss=0.2772, top1-acc=91.28%, top5-acc=99.49%, remaining_time=0:00:09.969148, arrival_time=2021-04-10 03:23:39.034030, cost_time=0:00:15.740705 2021-04-10 03:23:30,370 INFO : TRAIN, epoch=0042, iter=00130/00196, fetch data time cost=3.62ms, fps=1962 images/s, loss=0.2788, top1-acc=91.16%, top5-acc=99.51%, remaining_time=0:00:08.654184, arrival_time=2021-04-10 03:23:39.024425, cost_time=0:00:17.046089 2021-04-10 03:23:31,676 INFO : TRAIN, epoch=0042, iter=00140/00196, fetch data time cost=1.93ms, fps=1961 images/s, loss=0.2806, top1-acc=91.08%, top5-acc=99.50%, remaining_time=0:00:07.340872, arrival_time=2021-04-10 03:23:39.017234, cost_time=0:00:18.352245 2021-04-10 03:23:32,972 INFO : TRAIN, epoch=0042, iter=00150/00196, fetch data time cost=1.86ms, fps=1975 images/s, loss=0.2806, top1-acc=91.06%, top5-acc=99.50%, remaining_time=0:00:06.025586, arrival_time=2021-04-10 03:23:38.998398, cost_time=0:00:19.648700 2021-04-10 03:23:34,278 INFO : TRAIN, epoch=0042, iter=00160/00196, fetch data time cost=2.12ms, fps=1961 images/s, loss=0.2810, top1-acc=91.06%, top5-acc=99.50%, remaining_time=0:00:04.714740, arrival_time=2021-04-10 03:23:38.993348, cost_time=0:00:20.954453 2021-04-10 03:23:35,577 INFO : TRAIN, epoch=0042, iter=00170/00196, fetch data time cost=1.38ms, fps=1972 images/s, loss=0.2814, top1-acc=91.06%, top5-acc=99.49%, remaining_time=0:00:03.403452, arrival_time=2021-04-10 03:23:38.980878, cost_time=0:00:22.253312 2021-04-10 03:23:36,888 INFO : TRAIN, epoch=0042, iter=00180/00196, fetch data time cost=1.64ms, fps=1954 images/s, loss=0.2812, top1-acc=91.05%, top5-acc=99.50%, remaining_time=0:00:02.094560, arrival_time=2021-04-10 03:23:38.982553, cost_time=0:00:23.563786 2021-04-10 03:23:38,198 INFO : TRAIN, epoch=0042, iter=00190/00196, fetch data time cost=1.41ms, fps=1954 images/s, loss=0.2833, top1-acc=90.98%, top5-acc=99.48%, remaining_time=0:00:00.785508, arrival_time=2021-04-10 03:23:38.984169, cost_time=0:00:24.874432 2021-04-10 03:23:38,899 INFO : TRAIN, epoch=0042, iter=00196/00196, fetch data time cost=1.42ms, fps=1943 images/s, loss=0.2827, top1-acc=91.00%, top5-acc=99.49%, remaining_time=0:00:00, arrival_time=2021-04-10 03:23:38.899364, cost_time=0:00:25.575256 2021-04-10 03:23:39,411 INFO : EVAL, epoch=0042, iter=00010/00040, fetch data time cost=1.96ms, fps=5009 images/s, loss=0.4349, top1-acc=86.84%, top5-acc=99.18%, remaining_time=0:00:01.533120, arrival_time=2021-04-10 03:23:40.944584, cost_time=0:00:00.511039 2021-04-10 03:23:39,831 INFO : EVAL, epoch=0042, iter=00020/00040, fetch data time cost=1.33ms, fps=6100 images/s, loss=0.4480, top1-acc=86.00%, top5-acc=99.16%, remaining_time=0:00:00.931040, arrival_time=2021-04-10 03:23:40.762506, cost_time=0:00:00.931043 2021-04-10 03:23:40,258 INFO : EVAL, epoch=0042, iter=00030/00040, fetch data time cost=1.57ms, fps=6001 images/s, loss=0.4503, top1-acc=85.78%, top5-acc=99.26%, remaining_time=0:00:00.452650, arrival_time=2021-04-10 03:23:40.711074, cost_time=0:00:01.357955 2021-04-10 03:23:40,644 INFO : EVAL, epoch=0042, iter=00040/00040, fetch data time cost=0.09ms, fps=6017 images/s, loss=0.4627, top1-acc=85.34%, top5-acc=99.17%, remaining_time=0:00:00, arrival_time=2021-04-10 03:23:40.644416, cost_time=0:00:01.744022 2021-04-10 03:23:41,458 INFO : Epoch=0042 complete, best val top1-acc=85.67%, top5-acc=99.13% (epoch=25), remaining_time=1:14:47.689958, arrival_time=2021-04-10 04:38:29.148651, cost_time=0:19:52.930253 2021-04-10 03:23:41,459 INFO : Train start, epoch=0043, lr=0.089508 2021-04-10 03:23:42,923 INFO : TRAIN, epoch=0043, iter=00010/00196, fetch data time cost=1.53ms, fps=1749 images/s, loss=0.2695, top1-acc=91.37%, top5-acc=99.53%, remaining_time=0:00:27.221844, arrival_time=2021-04-10 03:24:10.145056, cost_time=0:00:01.463541 2021-04-10 03:23:44,218 INFO : TRAIN, epoch=0043, iter=00020/00196, fetch data time cost=1.37ms, fps=1977 images/s, loss=0.2900, top1-acc=90.76%, top5-acc=99.34%, remaining_time=0:00:24.281312, arrival_time=2021-04-10 03:24:08.500195, cost_time=0:00:02.759239 2021-04-10 03:23:45,519 INFO : TRAIN, epoch=0043, iter=00030/00196, fetch data time cost=1.83ms, fps=1969 images/s, loss=0.2946, top1-acc=90.57%, top5-acc=99.35%, remaining_time=0:00:22.464282, arrival_time=2021-04-10 03:24:07.983734, cost_time=0:00:04.059810 2021-04-10 03:23:46,811 INFO : TRAIN, epoch=0043, iter=00040/00196, fetch data time cost=1.40ms, fps=1983 images/s, loss=0.2840, top1-acc=91.08%, top5-acc=99.36%, remaining_time=0:00:20.871240, arrival_time=2021-04-10 03:24:07.682446, cost_time=0:00:05.351604 2021-04-10 03:23:48,101 INFO : TRAIN, epoch=0043, iter=00050/00196, fetch data time cost=1.46ms, fps=1985 images/s, loss=0.2806, top1-acc=91.08%, top5-acc=99.41%, remaining_time=0:00:19.394202, arrival_time=2021-04-10 03:24:07.495688, cost_time=0:00:06.641872 2021-04-10 03:23:49,398 INFO : TRAIN, epoch=0043, iter=00060/00196, fetch data time cost=1.66ms, fps=1975 images/s, loss=0.2762, top1-acc=91.25%, top5-acc=99.41%, remaining_time=0:00:17.993752, arrival_time=2021-04-10 03:24:07.391831, cost_time=0:00:07.938405 2021-04-10 03:23:50,691 INFO : TRAIN, epoch=0043, iter=00070/00196, fetch data time cost=1.53ms, fps=1981 images/s, loss=0.2747, top1-acc=91.30%, top5-acc=99.42%, remaining_time=0:00:16.616502, arrival_time=2021-04-10 03:24:07.307508, cost_time=0:00:09.231404 2021-04-10 03:23:51,990 INFO : TRAIN, epoch=0043, iter=00080/00196, fetch data time cost=1.42ms, fps=1971 images/s, loss=0.2739, top1-acc=91.29%, top5-acc=99.43%, remaining_time=0:00:15.269428, arrival_time=2021-04-10 03:24:07.259692, cost_time=0:00:10.530658 2021-04-10 03:23:53,281 INFO : TRAIN, epoch=0043, iter=00090/00196, fetch data time cost=1.36ms, fps=1983 images/s, loss=0.2772, top1-acc=91.21%, top5-acc=99.41%, remaining_time=0:00:13.924054, arrival_time=2021-04-10 03:24:07.205975, cost_time=0:00:11.822317 2021-04-10 03:23:54,577 INFO : TRAIN, epoch=0043, iter=00100/00196, fetch data time cost=1.40ms, fps=1977 images/s, loss=0.2763, top1-acc=91.16%, top5-acc=99.43%, remaining_time=0:00:12.593088, arrival_time=2021-04-10 03:24:07.170525, cost_time=0:00:13.117782 2021-04-10 03:23:55,877 INFO : TRAIN, epoch=0043, iter=00110/00196, fetch data time cost=1.94ms, fps=1969 images/s, loss=0.2765, top1-acc=91.11%, top5-acc=99.45%, remaining_time=0:00:11.272450, arrival_time=2021-04-10 03:24:07.150373, cost_time=0:00:14.418291 2021-04-10 03:23:57,171 INFO : TRAIN, epoch=0043, iter=00120/00196, fetch data time cost=1.61ms, fps=1981 images/s, loss=0.2802, top1-acc=91.03%, top5-acc=99.44%, remaining_time=0:00:09.950528, arrival_time=2021-04-10 03:24:07.121512, cost_time=0:00:15.711309 2021-04-10 03:23:58,466 INFO : TRAIN, epoch=0043, iter=00130/00196, fetch data time cost=1.45ms, fps=1977 images/s, loss=0.2813, top1-acc=91.05%, top5-acc=99.44%, remaining_time=0:00:08.634120, arrival_time=2021-04-10 03:24:07.100303, cost_time=0:00:17.006592 2021-04-10 03:23:59,762 INFO : TRAIN, epoch=0043, iter=00140/00196, fetch data time cost=1.52ms, fps=1976 images/s, loss=0.2799, top1-acc=91.08%, top5-acc=99.46%, remaining_time=0:00:07.321104, arrival_time=2021-04-10 03:24:07.083452, cost_time=0:00:18.302746 2021-04-10 03:24:01,057 INFO : TRAIN, epoch=0043, iter=00150/00196, fetch data time cost=1.90ms, fps=1977 images/s, loss=0.2806, top1-acc=91.07%, top5-acc=99.46%, remaining_time=0:00:06.009992, arrival_time=2021-04-10 03:24:07.067344, cost_time=0:00:19.597754 2021-04-10 03:24:02,354 INFO : TRAIN, epoch=0043, iter=00160/00196, fetch data time cost=1.38ms, fps=1974 images/s, loss=0.2815, top1-acc=91.04%, top5-acc=99.46%, remaining_time=0:00:04.701348, arrival_time=2021-04-10 03:24:07.055784, cost_time=0:00:20.894816 2021-04-10 03:24:03,646 INFO : TRAIN, epoch=0043, iter=00170/00196, fetch data time cost=1.88ms, fps=1982 images/s, loss=0.2837, top1-acc=90.97%, top5-acc=99.45%, remaining_time=0:00:03.393260, arrival_time=2021-04-10 03:24:07.039478, cost_time=0:00:22.186620 2021-04-10 03:24:04,941 INFO : TRAIN, epoch=0043, iter=00180/00196, fetch data time cost=1.39ms, fps=1976 images/s, loss=0.2829, top1-acc=91.01%, top5-acc=99.44%, remaining_time=0:00:02.087312, arrival_time=2021-04-10 03:24:07.029235, cost_time=0:00:23.482323 2021-04-10 03:24:06,233 INFO : TRAIN, epoch=0043, iter=00190/00196, fetch data time cost=1.26ms, fps=1983 images/s, loss=0.2826, top1-acc=91.04%, top5-acc=99.44%, remaining_time=0:00:00.782328, arrival_time=2021-04-10 03:24:07.015682, cost_time=0:00:24.773751 2021-04-10 03:24:06,937 INFO : TRAIN, epoch=0043, iter=00196/00196, fetch data time cost=2.20ms, fps=1934 images/s, loss=0.2843, top1-acc=90.99%, top5-acc=99.43%, remaining_time=0:00:00, arrival_time=2021-04-10 03:24:06.936921, cost_time=0:00:25.477260 2021-04-10 03:24:07,467 INFO : EVAL, epoch=0043, iter=00010/00040, fetch data time cost=0.21ms, fps=4840 images/s, loss=0.4341, top1-acc=85.74%, top5-acc=98.98%, remaining_time=0:00:01.586760, arrival_time=2021-04-10 03:24:09.053773, cost_time=0:00:00.528919 2021-04-10 03:24:07,889 INFO : EVAL, epoch=0043, iter=00020/00040, fetch data time cost=1.53ms, fps=6069 images/s, loss=0.4286, top1-acc=85.80%, top5-acc=99.16%, remaining_time=0:00:00.951060, arrival_time=2021-04-10 03:24:08.840214, cost_time=0:00:00.951064 2021-04-10 03:24:08,310 INFO : EVAL, epoch=0043, iter=00030/00040, fetch data time cost=1.46ms, fps=6081 images/s, loss=0.4292, top1-acc=85.96%, top5-acc=99.17%, remaining_time=0:00:00.457460, arrival_time=2021-04-10 03:24:08.767929, cost_time=0:00:01.372373 2021-04-10 03:24:08,695 INFO : EVAL, epoch=0043, iter=00040/00040, fetch data time cost=0.11ms, fps=6036 images/s, loss=0.4242, top1-acc=86.13%, top5-acc=99.19%, remaining_time=0:00:00, arrival_time=2021-04-10 03:24:08.695222, cost_time=0:00:01.757144 2021-04-10 03:24:10,344 INFO : Epoch=0043 complete, best val top1-acc=86.13%, top5-acc=99.19% (epoch=43), remaining_time=1:14:21.048554, arrival_time=2021-04-10 04:38:31.392878, cost_time=0:20:21.815848 2021-04-10 03:24:10,345 INFO : Train start, epoch=0044, lr=0.089022 2021-04-10 03:24:11,829 INFO : TRAIN, epoch=0044, iter=00010/00196, fetch data time cost=1.91ms, fps=1725 images/s, loss=0.2747, top1-acc=91.33%, top5-acc=99.80%, remaining_time=0:00:27.601656, arrival_time=2021-04-10 03:24:39.430973, cost_time=0:00:01.483956 2021-04-10 03:24:13,129 INFO : TRAIN, epoch=0044, iter=00020/00196, fetch data time cost=1.38ms, fps=1969 images/s, loss=0.2830, top1-acc=91.25%, top5-acc=99.39%, remaining_time=0:00:24.503776, arrival_time=2021-04-10 03:24:37.633652, cost_time=0:00:02.784514 2021-04-10 03:24:14,422 INFO : TRAIN, epoch=0044, iter=00030/00196, fetch data time cost=1.46ms, fps=1982 images/s, loss=0.2889, top1-acc=91.00%, top5-acc=99.31%, remaining_time=0:00:22.557740, arrival_time=2021-04-10 03:24:36.979758, cost_time=0:00:04.076703 2021-04-10 03:24:15,725 INFO : TRAIN, epoch=0044, iter=00040/00196, fetch data time cost=2.03ms, fps=1965 images/s, loss=0.2867, top1-acc=91.06%, top5-acc=99.39%, remaining_time=0:00:20.980440, arrival_time=2021-04-10 03:24:36.705524, cost_time=0:00:05.379584 2021-04-10 03:24:17,023 INFO : TRAIN, epoch=0044, iter=00050/00196, fetch data time cost=1.37ms, fps=1972 images/s, loss=0.2769, top1-acc=91.32%, top5-acc=99.45%, remaining_time=0:00:19.501512, arrival_time=2021-04-10 03:24:36.525415, cost_time=0:00:06.678586 2021-04-10 03:24:18,314 INFO : TRAIN, epoch=0044, iter=00060/00196, fetch data time cost=1.88ms, fps=1984 images/s, loss=0.2743, top1-acc=91.45%, top5-acc=99.47%, remaining_time=0:00:18.064336, arrival_time=2021-04-10 03:24:36.379248, cost_time=0:00:07.969561 2021-04-10 03:24:19,608 INFO : TRAIN, epoch=0044, iter=00070/00196, fetch data time cost=1.57ms, fps=1980 images/s, loss=0.2760, top1-acc=91.41%, top5-acc=99.45%, remaining_time=0:00:16.673328, arrival_time=2021-04-10 03:24:36.281638, cost_time=0:00:09.262994 2021-04-10 03:24:20,908 INFO : TRAIN, epoch=0044, iter=00080/00196, fetch data time cost=1.90ms, fps=1970 images/s, loss=0.2793, top1-acc=91.34%, top5-acc=99.47%, remaining_time=0:00:15.316292, arrival_time=2021-04-10 03:24:36.224591, cost_time=0:00:10.562976 2021-04-10 03:24:22,201 INFO : TRAIN, epoch=0044, iter=00090/00196, fetch data time cost=1.44ms, fps=1980 images/s, loss=0.2835, top1-acc=91.19%, top5-acc=99.45%, remaining_time=0:00:13.964016, arrival_time=2021-04-10 03:24:36.165682, cost_time=0:00:11.856222 2021-04-10 03:24:23,500 INFO : TRAIN, epoch=0044, iter=00100/00196, fetch data time cost=2.17ms, fps=1973 images/s, loss=0.2838, top1-acc=91.20%, top5-acc=99.46%, remaining_time=0:00:12.628512, arrival_time=2021-04-10 03:24:36.128549, cost_time=0:00:13.154719 2021-04-10 03:24:24,807 INFO : TRAIN, epoch=0044, iter=00110/00196, fetch data time cost=2.31ms, fps=1959 images/s, loss=0.2832, top1-acc=91.18%, top5-acc=99.47%, remaining_time=0:00:11.306678, arrival_time=2021-04-10 03:24:36.114125, cost_time=0:00:14.462077 2021-04-10 03:24:26,107 INFO : TRAIN, epoch=0044, iter=00120/00196, fetch data time cost=1.33ms, fps=1970 images/s, loss=0.2826, top1-acc=91.17%, top5-acc=99.47%, remaining_time=0:00:09.982676, arrival_time=2021-04-10 03:24:36.090103, cost_time=0:00:15.762107 2021-04-10 03:24:27,398 INFO : TRAIN, epoch=0044, iter=00130/00196, fetch data time cost=1.61ms, fps=1984 images/s, loss=0.2827, top1-acc=91.19%, top5-acc=99.47%, remaining_time=0:00:08.657550, arrival_time=2021-04-10 03:24:36.055899, cost_time=0:00:17.052786 2021-04-10 03:24:28,692 INFO : TRAIN, epoch=0044, iter=00140/00196, fetch data time cost=1.47ms, fps=1979 images/s, loss=0.2806, top1-acc=91.22%, top5-acc=99.49%, remaining_time=0:00:07.338856, arrival_time=2021-04-10 03:24:36.031332, cost_time=0:00:18.347156 2021-04-10 03:24:29,987 INFO : TRAIN, epoch=0044, iter=00150/00196, fetch data time cost=1.74ms, fps=1977 images/s, loss=0.2825, top1-acc=91.14%, top5-acc=99.47%, remaining_time=0:00:06.023608, arrival_time=2021-04-10 03:24:36.011185, cost_time=0:00:19.642264 2021-04-10 03:24:31,285 INFO : TRAIN, epoch=0044, iter=00160/00196, fetch data time cost=1.36ms, fps=1973 images/s, loss=0.2827, top1-acc=91.10%, top5-acc=99.46%, remaining_time=0:00:04.711500, arrival_time=2021-04-10 03:24:35.996886, cost_time=0:00:20.940065 2021-04-10 03:24:32,575 INFO : TRAIN, epoch=0044, iter=00170/00196, fetch data time cost=1.37ms, fps=1985 images/s, loss=0.2844, top1-acc=91.06%, top5-acc=99.44%, remaining_time=0:00:03.399916, arrival_time=2021-04-10 03:24:35.975481, cost_time=0:00:22.230247 2021-04-10 03:24:33,869 INFO : TRAIN, epoch=0044, iter=00180/00196, fetch data time cost=1.39ms, fps=1979 images/s, loss=0.2838, top1-acc=91.07%, top5-acc=99.44%, remaining_time=0:00:02.091040, arrival_time=2021-04-10 03:24:35.960593, cost_time=0:00:23.524179 2021-04-10 03:24:35,164 INFO : TRAIN, epoch=0044, iter=00190/00196, fetch data time cost=1.28ms, fps=1978 images/s, loss=0.2833, top1-acc=91.09%, top5-acc=99.45%, remaining_time=0:00:00.783756, arrival_time=2021-04-10 03:24:35.947984, cost_time=0:00:24.818876 2021-04-10 03:24:35,866 INFO : TRAIN, epoch=0044, iter=00196/00196, fetch data time cost=1.24ms, fps=1939 images/s, loss=0.2838, top1-acc=91.09%, top5-acc=99.44%, remaining_time=0:00:00, arrival_time=2021-04-10 03:24:35.866112, cost_time=0:00:25.520735 2021-04-10 03:24:36,387 INFO : EVAL, epoch=0044, iter=00010/00040, fetch data time cost=3.20ms, fps=4924 images/s, loss=0.4468, top1-acc=86.09%, top5-acc=99.26%, remaining_time=0:00:01.559640, arrival_time=2021-04-10 03:24:37.946881, cost_time=0:00:00.519875 2021-04-10 03:24:36,810 INFO : EVAL, epoch=0044, iter=00020/00040, fetch data time cost=2.17ms, fps=6053 images/s, loss=0.4577, top1-acc=86.07%, top5-acc=98.96%, remaining_time=0:00:00.943360, arrival_time=2021-04-10 03:24:37.754061, cost_time=0:00:00.943366 2021-04-10 03:24:37,239 INFO : EVAL, epoch=0044, iter=00030/00040, fetch data time cost=1.40ms, fps=5979 images/s, loss=0.4560, top1-acc=85.87%, top5-acc=98.92%, remaining_time=0:00:00.457340, arrival_time=2021-04-10 03:24:37.696652, cost_time=0:00:01.372027 2021-04-10 03:24:37,624 INFO : EVAL, epoch=0044, iter=00040/00040, fetch data time cost=0.07ms, fps=6022 images/s, loss=0.4510, top1-acc=85.70%, top5-acc=98.88%, remaining_time=0:00:00, arrival_time=2021-04-10 03:24:37.624918, cost_time=0:00:01.757660 2021-04-10 03:24:38,363 INFO : Epoch=0044 complete, best val top1-acc=86.13%, top5-acc=99.19% (epoch=43), remaining_time=1:13:51.233664, arrival_time=2021-04-10 04:38:29.597238, cost_time=0:20:49.835130 2021-04-10 03:24:38,364 INFO : Train start, epoch=0045, lr=0.088526 2021-04-10 03:24:39,833 INFO : TRAIN, epoch=0045, iter=00010/00196, fetch data time cost=1.56ms, fps=1743 images/s, loss=0.2814, top1-acc=91.29%, top5-acc=99.45%, remaining_time=0:00:27.326004, arrival_time=2021-04-10 03:25:07.159414, cost_time=0:00:01.469136 2021-04-10 03:24:41,128 INFO : TRAIN, epoch=0045, iter=00020/00196, fetch data time cost=1.63ms, fps=1977 images/s, loss=0.2706, top1-acc=91.17%, top5-acc=99.49%, remaining_time=0:00:24.325664, arrival_time=2021-04-10 03:25:05.454231, cost_time=0:00:02.764281 2021-04-10 03:24:42,424 INFO : TRAIN, epoch=0045, iter=00030/00196, fetch data time cost=1.43ms, fps=1976 images/s, loss=0.2769, top1-acc=91.25%, top5-acc=99.48%, remaining_time=0:00:22.467436, arrival_time=2021-04-10 03:25:04.892086, cost_time=0:00:04.060374 2021-04-10 03:24:43,720 INFO : TRAIN, epoch=0045, iter=00040/00196, fetch data time cost=1.86ms, fps=1977 images/s, loss=0.2760, top1-acc=91.24%, top5-acc=99.49%, remaining_time=0:00:20.887308, arrival_time=2021-04-10 03:25:04.607368, cost_time=0:00:05.355706 2021-04-10 03:24:45,017 INFO : TRAIN, epoch=0045, iter=00050/00196, fetch data time cost=1.37ms, fps=1974 images/s, loss=0.2743, top1-acc=91.20%, top5-acc=99.51%, remaining_time=0:00:19.426760, arrival_time=2021-04-10 03:25:04.444016, cost_time=0:00:06.652975 2021-04-10 03:24:46,315 INFO : TRAIN, epoch=0045, iter=00060/00196, fetch data time cost=1.44ms, fps=1972 images/s, loss=0.2712, top1-acc=91.32%, top5-acc=99.54%, remaining_time=0:00:18.023128, arrival_time=2021-04-10 03:25:04.338815, cost_time=0:00:07.951362 2021-04-10 03:24:47,613 INFO : TRAIN, epoch=0045, iter=00070/00196, fetch data time cost=2.10ms, fps=1973 images/s, loss=0.2660, top1-acc=91.48%, top5-acc=99.55%, remaining_time=0:00:16.649388, arrival_time=2021-04-10 03:25:04.263289, cost_time=0:00:09.249627 2021-04-10 03:24:48,911 INFO : TRAIN, epoch=0045, iter=00080/00196, fetch data time cost=1.52ms, fps=1974 images/s, loss=0.2659, top1-acc=91.50%, top5-acc=99.55%, remaining_time=0:00:15.293092, arrival_time=2021-04-10 03:25:04.204369, cost_time=0:00:10.546999 2021-04-10 03:24:50,201 INFO : TRAIN, epoch=0045, iter=00090/00196, fetch data time cost=2.08ms, fps=1985 images/s, loss=0.2659, top1-acc=91.51%, top5-acc=99.57%, remaining_time=0:00:13.941438, arrival_time=2021-04-10 03:25:04.142754, cost_time=0:00:11.837044 2021-04-10 03:24:51,489 INFO : TRAIN, epoch=0045, iter=00100/00196, fetch data time cost=1.36ms, fps=1987 images/s, loss=0.2673, top1-acc=91.50%, top5-acc=99.53%, remaining_time=0:00:12.600576, arrival_time=2021-04-10 03:25:04.090484, cost_time=0:00:13.125637 2021-04-10 03:24:52,796 INFO : TRAIN, epoch=0045, iter=00110/00196, fetch data time cost=1.29ms, fps=1961 images/s, loss=0.2699, top1-acc=91.41%, top5-acc=99.53%, remaining_time=0:00:11.282942, arrival_time=2021-04-10 03:25:04.078990, cost_time=0:00:14.431712 2021-04-10 03:24:54,095 INFO : TRAIN, epoch=0045, iter=00120/00196, fetch data time cost=2.08ms, fps=1971 images/s, loss=0.2728, top1-acc=91.31%, top5-acc=99.51%, remaining_time=0:00:09.962840, arrival_time=2021-04-10 03:25:04.057934, cost_time=0:00:15.730817 2021-04-10 03:24:55,386 INFO : TRAIN, epoch=0045, iter=00130/00196, fetch data time cost=1.60ms, fps=1983 images/s, loss=0.2741, top1-acc=91.22%, top5-acc=99.52%, remaining_time=0:00:08.642040, arrival_time=2021-04-10 03:25:04.028566, cost_time=0:00:17.022247 2021-04-10 03:24:56,683 INFO : TRAIN, epoch=0045, iter=00140/00196, fetch data time cost=1.40ms, fps=1974 images/s, loss=0.2729, top1-acc=91.26%, top5-acc=99.52%, remaining_time=0:00:07.327768, arrival_time=2021-04-10 03:25:04.011504, cost_time=0:00:18.319408 2021-04-10 03:24:57,991 INFO : TRAIN, epoch=0045, iter=00150/00196, fetch data time cost=2.08ms, fps=1959 images/s, loss=0.2738, top1-acc=91.26%, top5-acc=99.51%, remaining_time=0:00:06.018916, arrival_time=2021-04-10 03:25:04.010314, cost_time=0:00:19.626944 2021-04-10 03:24:59,283 INFO : TRAIN, epoch=0045, iter=00160/00196, fetch data time cost=1.40ms, fps=1983 images/s, loss=0.2740, top1-acc=91.27%, top5-acc=99.50%, remaining_time=0:00:04.706784, arrival_time=2021-04-10 03:25:03.990080, cost_time=0:00:20.919008 2021-04-10 03:25:00,579 INFO : TRAIN, epoch=0045, iter=00170/00196, fetch data time cost=1.66ms, fps=1976 images/s, loss=0.2733, top1-acc=91.31%, top5-acc=99.52%, remaining_time=0:00:03.397628, arrival_time=2021-04-10 03:25:03.977190, cost_time=0:00:22.215248 2021-04-10 03:25:01,882 INFO : TRAIN, epoch=0045, iter=00180/00196, fetch data time cost=1.92ms, fps=1966 images/s, loss=0.2732, top1-acc=91.32%, top5-acc=99.52%, remaining_time=0:00:02.090480, arrival_time=2021-04-10 03:25:03.972699, cost_time=0:00:23.517906 2021-04-10 03:25:03,176 INFO : TRAIN, epoch=0045, iter=00190/00196, fetch data time cost=1.32ms, fps=1978 images/s, loss=0.2716, top1-acc=91.34%, top5-acc=99.53%, remaining_time=0:00:00.783552, arrival_time=2021-04-10 03:25:03.960382, cost_time=0:00:24.812553 2021-04-10 03:25:03,882 INFO : TRAIN, epoch=0045, iter=00196/00196, fetch data time cost=1.49ms, fps=1942 images/s, loss=0.2731, top1-acc=91.30%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-10 03:25:03.882390, cost_time=0:00:25.518119 2021-04-10 03:25:04,386 INFO : EVAL, epoch=0045, iter=00010/00040, fetch data time cost=1.39ms, fps=5089 images/s, loss=0.4647, top1-acc=86.48%, top5-acc=99.06%, remaining_time=0:00:01.509060, arrival_time=2021-04-10 03:25:05.895663, cost_time=0:00:00.503019 2021-04-10 03:25:04,813 INFO : EVAL, epoch=0045, iter=00020/00040, fetch data time cost=1.90ms, fps=5997 images/s, loss=0.4717, top1-acc=86.05%, top5-acc=98.96%, remaining_time=0:00:00.930420, arrival_time=2021-04-10 03:25:05.744372, cost_time=0:00:00.930429 2021-04-10 03:25:05,237 INFO : EVAL, epoch=0045, iter=00030/00040, fetch data time cost=2.12ms, fps=6055 images/s, loss=0.4726, top1-acc=85.86%, top5-acc=99.05%, remaining_time=0:00:00.451190, arrival_time=2021-04-10 03:25:05.688294, cost_time=0:00:01.353583 2021-04-10 03:25:05,622 INFO : EVAL, epoch=0045, iter=00040/00040, fetch data time cost=0.08ms, fps=6020 images/s, loss=0.4750, top1-acc=85.85%, top5-acc=98.97%, remaining_time=0:00:00, arrival_time=2021-04-10 03:25:05.622817, cost_time=0:00:01.739321 2021-04-10 03:25:06,422 INFO : Epoch=0045 complete, best val top1-acc=86.13%, top5-acc=99.19% (epoch=43), remaining_time=1:13:21.633425, arrival_time=2021-04-10 04:38:28.055481, cost_time=0:21:17.893582 2021-04-10 03:25:06,422 INFO : Train start, epoch=0046, lr=0.088020 2021-04-10 03:25:07,915 INFO : TRAIN, epoch=0046, iter=00010/00196, fetch data time cost=1.36ms, fps=1715 images/s, loss=0.2640, top1-acc=91.64%, top5-acc=99.61%, remaining_time=0:00:27.760872, arrival_time=2021-04-10 03:25:35.676469, cost_time=0:00:01.492522 2021-04-10 03:25:09,209 INFO : TRAIN, epoch=0046, iter=00020/00196, fetch data time cost=1.32ms, fps=1979 images/s, loss=0.2555, top1-acc=91.97%, top5-acc=99.53%, remaining_time=0:00:24.523488, arrival_time=2021-04-10 03:25:33.733323, cost_time=0:00:02.786754 2021-04-10 03:25:10,501 INFO : TRAIN, epoch=0046, iter=00030/00196, fetch data time cost=1.81ms, fps=1982 images/s, loss=0.2520, top1-acc=91.97%, top5-acc=99.58%, remaining_time=0:00:22.568530, arrival_time=2021-04-10 03:25:33.070336, cost_time=0:00:04.078654 2021-04-10 03:25:11,798 INFO : TRAIN, epoch=0046, iter=00040/00196, fetch data time cost=1.33ms, fps=1975 images/s, loss=0.2561, top1-acc=91.90%, top5-acc=99.57%, remaining_time=0:00:20.963904, arrival_time=2021-04-10 03:25:32.762379, cost_time=0:00:05.375355 2021-04-10 03:25:13,093 INFO : TRAIN, epoch=0046, iter=00050/00196, fetch data time cost=1.48ms, fps=1978 images/s, loss=0.2516, top1-acc=91.97%, top5-acc=99.62%, remaining_time=0:00:19.477276, arrival_time=2021-04-10 03:25:32.570655, cost_time=0:00:06.670292 2021-04-10 03:25:14,387 INFO : TRAIN, epoch=0046, iter=00060/00196, fetch data time cost=1.99ms, fps=1979 images/s, loss=0.2560, top1-acc=91.81%, top5-acc=99.64%, remaining_time=0:00:18.051824, arrival_time=2021-04-10 03:25:32.439082, cost_time=0:00:07.964057 2021-04-10 03:25:15,689 INFO : TRAIN, epoch=0046, iter=00070/00196, fetch data time cost=1.40ms, fps=1967 images/s, loss=0.2581, top1-acc=91.74%, top5-acc=99.61%, remaining_time=0:00:16.679124, arrival_time=2021-04-10 03:25:32.368394, cost_time=0:00:09.266193 2021-04-10 03:25:16,982 INFO : TRAIN, epoch=0046, iter=00080/00196, fetch data time cost=1.51ms, fps=1980 images/s, loss=0.2595, top1-acc=91.69%, top5-acc=99.62%, remaining_time=0:00:15.311188, arrival_time=2021-04-10 03:25:32.293680, cost_time=0:00:10.559416 2021-04-10 03:25:18,272 INFO : TRAIN, epoch=0046, iter=00090/00196, fetch data time cost=1.38ms, fps=1985 images/s, loss=0.2580, top1-acc=91.75%, top5-acc=99.59%, remaining_time=0:00:13.956172, arrival_time=2021-04-10 03:25:32.228799, cost_time=0:00:11.849547 2021-04-10 03:25:19,573 INFO : TRAIN, epoch=0046, iter=00100/00196, fetch data time cost=1.48ms, fps=1969 images/s, loss=0.2560, top1-acc=91.79%, top5-acc=99.59%, remaining_time=0:00:12.624288, arrival_time=2021-04-10 03:25:32.197656, cost_time=0:00:13.150276 2021-04-10 03:25:20,872 INFO : TRAIN, epoch=0046, iter=00110/00196, fetch data time cost=1.35ms, fps=1971 images/s, loss=0.2564, top1-acc=91.79%, top5-acc=99.58%, remaining_time=0:00:11.296874, arrival_time=2021-04-10 03:25:32.169477, cost_time=0:00:14.449505 2021-04-10 03:25:22,166 INFO : TRAIN, epoch=0046, iter=00120/00196, fetch data time cost=2.07ms, fps=1978 images/s, loss=0.2587, top1-acc=91.73%, top5-acc=99.58%, remaining_time=0:00:09.971124, arrival_time=2021-04-10 03:25:32.138024, cost_time=0:00:15.743822 2021-04-10 03:25:23,461 INFO : TRAIN, epoch=0046, iter=00130/00196, fetch data time cost=1.34ms, fps=1978 images/s, loss=0.2586, top1-acc=91.72%, top5-acc=99.59%, remaining_time=0:00:08.650290, arrival_time=2021-04-10 03:25:32.111864, cost_time=0:00:17.038484 2021-04-10 03:25:24,755 INFO : TRAIN, epoch=0046, iter=00140/00196, fetch data time cost=1.36ms, fps=1979 images/s, loss=0.2587, top1-acc=91.70%, top5-acc=99.59%, remaining_time=0:00:07.333088, arrival_time=2021-04-10 03:25:32.088925, cost_time=0:00:18.332691 2021-04-10 03:25:26,052 INFO : TRAIN, epoch=0046, iter=00150/00196, fetch data time cost=1.54ms, fps=1975 images/s, loss=0.2618, top1-acc=91.62%, top5-acc=99.59%, remaining_time=0:00:06.019698, arrival_time=2021-04-10 03:25:32.072346, cost_time=0:00:19.629505 2021-04-10 03:25:27,349 INFO : TRAIN, epoch=0046, iter=00160/00196, fetch data time cost=1.59ms, fps=1975 images/s, loss=0.2661, top1-acc=91.50%, top5-acc=99.58%, remaining_time=0:00:04.708440, arrival_time=2021-04-10 03:25:32.057872, cost_time=0:00:20.926354 2021-04-10 03:25:28,642 INFO : TRAIN, epoch=0046, iter=00170/00196, fetch data time cost=2.69ms, fps=1980 images/s, loss=0.2671, top1-acc=91.47%, top5-acc=99.58%, remaining_time=0:00:03.398252, arrival_time=2021-04-10 03:25:32.040739, cost_time=0:00:22.219409 2021-04-10 03:25:29,936 INFO : TRAIN, epoch=0046, iter=00180/00196, fetch data time cost=1.41ms, fps=1979 images/s, loss=0.2679, top1-acc=91.42%, top5-acc=99.56%, remaining_time=0:00:02.090064, arrival_time=2021-04-10 03:25:32.026379, cost_time=0:00:23.513228 2021-04-10 03:25:31,229 INFO : TRAIN, epoch=0046, iter=00190/00196, fetch data time cost=1.37ms, fps=1981 images/s, loss=0.2689, top1-acc=91.36%, top5-acc=99.57%, remaining_time=0:00:00.783348, arrival_time=2021-04-10 03:25:32.012516, cost_time=0:00:24.806091 2021-04-10 03:25:31,930 INFO : TRAIN, epoch=0046, iter=00196/00196, fetch data time cost=1.78ms, fps=1941 images/s, loss=0.2689, top1-acc=91.37%, top5-acc=99.57%, remaining_time=0:00:00, arrival_time=2021-04-10 03:25:31.930271, cost_time=0:00:25.507195 2021-04-10 03:25:32,433 INFO : EVAL, epoch=0046, iter=00010/00040, fetch data time cost=1.69ms, fps=5097 images/s, loss=0.6435, top1-acc=81.56%, top5-acc=98.24%, remaining_time=0:00:01.506570, arrival_time=2021-04-10 03:25:33.940137, cost_time=0:00:00.502194 2021-04-10 03:25:32,863 INFO : EVAL, epoch=0046, iter=00020/00040, fetch data time cost=2.09ms, fps=5967 images/s, loss=0.6035, top1-acc=82.46%, top5-acc=98.42%, remaining_time=0:00:00.931680, arrival_time=2021-04-10 03:25:33.794683, cost_time=0:00:00.931684 2021-04-10 03:25:33,291 INFO : EVAL, epoch=0046, iter=00030/00040, fetch data time cost=2.03ms, fps=5975 images/s, loss=0.6132, top1-acc=82.43%, top5-acc=98.41%, remaining_time=0:00:00.453490, arrival_time=2021-04-10 03:25:33.745276, cost_time=0:00:01.360467 2021-04-10 03:25:33,674 INFO : EVAL, epoch=0046, iter=00040/00040, fetch data time cost=0.09ms, fps=6065 images/s, loss=0.6226, top1-acc=82.60%, top5-acc=98.36%, remaining_time=0:00:00, arrival_time=2021-04-10 03:25:33.674610, cost_time=0:00:01.743320 2021-04-10 03:25:34,471 INFO : Epoch=0046 complete, best val top1-acc=86.13%, top5-acc=99.19% (epoch=43), remaining_time=1:12:52.071550, arrival_time=2021-04-10 04:38:26.543457, cost_time=0:21:45.943462 2021-04-10 03:25:34,472 INFO : Train start, epoch=0047, lr=0.087506 2021-04-10 03:25:35,968 INFO : TRAIN, epoch=0047, iter=00010/00196, fetch data time cost=2.15ms, fps=1711 images/s, loss=0.2899, top1-acc=90.98%, top5-acc=99.57%, remaining_time=0:00:27.825042, arrival_time=2021-04-10 03:26:03.793801, cost_time=0:00:01.495969 2021-04-10 03:25:37,267 INFO : TRAIN, epoch=0047, iter=00020/00196, fetch data time cost=1.53ms, fps=1972 images/s, loss=0.2615, top1-acc=92.01%, top5-acc=99.63%, remaining_time=0:00:24.597056, arrival_time=2021-04-10 03:26:01.864793, cost_time=0:00:02.795122 2021-04-10 03:25:38,565 INFO : TRAIN, epoch=0047, iter=00030/00196, fetch data time cost=1.37ms, fps=1974 images/s, loss=0.2682, top1-acc=91.99%, top5-acc=99.60%, remaining_time=0:00:22.646052, arrival_time=2021-04-10 03:26:01.211315, cost_time=0:00:04.092648 2021-04-10 03:25:39,860 INFO : TRAIN, epoch=0047, iter=00040/00196, fetch data time cost=1.47ms, fps=1977 images/s, loss=0.2739, top1-acc=91.69%, top5-acc=99.61%, remaining_time=0:00:21.013980, arrival_time=2021-04-10 03:26:00.874774, cost_time=0:00:05.388182 2021-04-10 03:25:41,155 INFO : TRAIN, epoch=0047, iter=00050/00196, fetch data time cost=2.20ms, fps=1979 images/s, loss=0.2726, top1-acc=91.72%, top5-acc=99.58%, remaining_time=0:00:19.512462, arrival_time=2021-04-10 03:26:00.667456, cost_time=0:00:06.682372 2021-04-10 03:25:42,447 INFO : TRAIN, epoch=0047, iter=00060/00196, fetch data time cost=1.62ms, fps=1981 images/s, loss=0.2700, top1-acc=91.85%, top5-acc=99.57%, remaining_time=0:00:18.076712, arrival_time=2021-04-10 03:26:00.524426, cost_time=0:00:07.975026 2021-04-10 03:25:43,738 INFO : TRAIN, epoch=0047, iter=00070/00196, fetch data time cost=1.39ms, fps=1984 images/s, loss=0.2679, top1-acc=91.81%, top5-acc=99.55%, remaining_time=0:00:16.678494, arrival_time=2021-04-10 03:26:00.416928, cost_time=0:00:09.265813 2021-04-10 03:25:45,032 INFO : TRAIN, epoch=0047, iter=00080/00196, fetch data time cost=1.48ms, fps=1979 images/s, loss=0.2677, top1-acc=91.70%, top5-acc=99.54%, remaining_time=0:00:15.311652, arrival_time=2021-04-10 03:26:00.344000, cost_time=0:00:10.559730 2021-04-10 03:25:46,326 INFO : TRAIN, epoch=0047, iter=00090/00196, fetch data time cost=2.12ms, fps=1979 images/s, loss=0.2729, top1-acc=91.55%, top5-acc=99.51%, remaining_time=0:00:13.960730, arrival_time=2021-04-10 03:26:00.286886, cost_time=0:00:11.853457 2021-04-10 03:25:47,626 INFO : TRAIN, epoch=0047, iter=00100/00196, fetch data time cost=1.79ms, fps=1969 images/s, loss=0.2726, top1-acc=91.55%, top5-acc=99.50%, remaining_time=0:00:12.628032, arrival_time=2021-04-10 03:26:00.254835, cost_time=0:00:13.154179 2021-04-10 03:25:48,926 INFO : TRAIN, epoch=0047, iter=00110/00196, fetch data time cost=1.36ms, fps=1971 images/s, loss=0.2708, top1-acc=91.63%, top5-acc=99.52%, remaining_time=0:00:11.300056, arrival_time=2021-04-10 03:26:00.226337, cost_time=0:00:14.453599 2021-04-10 03:25:50,215 INFO : TRAIN, epoch=0047, iter=00120/00196, fetch data time cost=1.58ms, fps=1986 images/s, loss=0.2741, top1-acc=91.49%, top5-acc=99.51%, remaining_time=0:00:09.970668, arrival_time=2021-04-10 03:26:00.186449, cost_time=0:00:15.743112 2021-04-10 03:25:51,517 INFO : TRAIN, epoch=0047, iter=00130/00196, fetch data time cost=3.18ms, fps=1968 images/s, loss=0.2738, top1-acc=91.45%, top5-acc=99.52%, remaining_time=0:00:08.653392, arrival_time=2021-04-10 03:26:00.170679, cost_time=0:00:17.044576 2021-04-10 03:25:52,815 INFO : TRAIN, epoch=0047, iter=00140/00196, fetch data time cost=1.87ms, fps=1973 images/s, loss=0.2723, top1-acc=91.50%, top5-acc=99.52%, remaining_time=0:00:07.337120, arrival_time=2021-04-10 03:26:00.152565, cost_time=0:00:18.342777 2021-04-10 03:25:54,116 INFO : TRAIN, epoch=0047, iter=00150/00196, fetch data time cost=1.61ms, fps=1969 images/s, loss=0.2734, top1-acc=91.48%, top5-acc=99.52%, remaining_time=0:00:06.024022, arrival_time=2021-04-10 03:26:00.140218, cost_time=0:00:19.643501 2021-04-10 03:25:55,420 INFO : TRAIN, epoch=0047, iter=00160/00196, fetch data time cost=11.23ms, fps=1963 images/s, loss=0.2730, top1-acc=91.50%, top5-acc=99.53%, remaining_time=0:00:04.713300, arrival_time=2021-04-10 03:26:00.134041, cost_time=0:00:20.947954 2021-04-10 03:25:56,723 INFO : TRAIN, epoch=0047, iter=00170/00196, fetch data time cost=1.64ms, fps=1966 images/s, loss=0.2743, top1-acc=91.44%, top5-acc=99.52%, remaining_time=0:00:03.403062, arrival_time=2021-04-10 03:26:00.126456, cost_time=0:00:22.250761 2021-04-10 03:25:58,017 INFO : TRAIN, epoch=0047, iter=00180/00196, fetch data time cost=1.41ms, fps=1978 images/s, loss=0.2746, top1-acc=91.46%, top5-acc=99.51%, remaining_time=0:00:02.092912, arrival_time=2021-04-10 03:26:00.110854, cost_time=0:00:23.545326 2021-04-10 03:25:59,308 INFO : TRAIN, epoch=0047, iter=00190/00196, fetch data time cost=1.36ms, fps=1984 images/s, loss=0.2742, top1-acc=91.47%, top5-acc=99.51%, remaining_time=0:00:00.784296, arrival_time=2021-04-10 03:26:00.093115, cost_time=0:00:24.836131 2021-04-10 03:26:00,010 INFO : TRAIN, epoch=0047, iter=00196/00196, fetch data time cost=1.50ms, fps=1940 images/s, loss=0.2731, top1-acc=91.48%, top5-acc=99.51%, remaining_time=0:00:00, arrival_time=2021-04-10 03:26:00.010299, cost_time=0:00:25.537627 2021-04-10 03:26:00,560 INFO : EVAL, epoch=0047, iter=00010/00040, fetch data time cost=0.25ms, fps=4709 images/s, loss=0.6695, top1-acc=81.80%, top5-acc=98.36%, remaining_time=0:00:01.630860, arrival_time=2021-04-10 03:26:02.191676, cost_time=0:00:00.543622 2021-04-10 03:26:00,996 INFO : EVAL, epoch=0047, iter=00020/00040, fetch data time cost=1.87ms, fps=5884 images/s, loss=0.6777, top1-acc=81.02%, top5-acc=98.57%, remaining_time=0:00:00.979080, arrival_time=2021-04-10 03:26:01.975431, cost_time=0:00:00.979086 2021-04-10 03:26:01,441 INFO : EVAL, epoch=0047, iter=00030/00040, fetch data time cost=2.55ms, fps=5755 images/s, loss=0.6785, top1-acc=81.41%, top5-acc=98.49%, remaining_time=0:00:00.474820, arrival_time=2021-04-10 03:26:01.916594, cost_time=0:00:01.424470 2021-04-10 03:26:01,832 INFO : EVAL, epoch=0047, iter=00040/00040, fetch data time cost=0.12ms, fps=5952 images/s, loss=0.6814, top1-acc=81.34%, top5-acc=98.44%, remaining_time=0:00:00, arrival_time=2021-04-10 03:26:01.832162, cost_time=0:00:01.814979 2021-04-10 03:26:02,606 INFO : Epoch=0047 complete, best val top1-acc=86.13%, top5-acc=99.19% (epoch=43), remaining_time=1:12:22.850379, arrival_time=2021-04-10 04:38:25.457039, cost_time=0:22:14.078200 2021-04-10 03:26:02,607 INFO : Train start, epoch=0048, lr=0.086982 2021-04-10 03:26:04,068 INFO : TRAIN, epoch=0048, iter=00010/00196, fetch data time cost=0.28ms, fps=1753 images/s, loss=0.2383, top1-acc=92.66%, top5-acc=99.57%, remaining_time=0:00:27.169020, arrival_time=2021-04-10 03:26:31.237134, cost_time=0:00:01.460698 2021-04-10 03:26:05,362 INFO : TRAIN, epoch=0048, iter=00020/00196, fetch data time cost=1.75ms, fps=1979 images/s, loss=0.2567, top1-acc=92.40%, top5-acc=99.49%, remaining_time=0:00:24.241360, arrival_time=2021-04-10 03:26:29.603553, cost_time=0:00:02.754709 2021-04-10 03:26:06,659 INFO : TRAIN, epoch=0048, iter=00030/00196, fetch data time cost=1.45ms, fps=1975 images/s, loss=0.2701, top1-acc=91.90%, top5-acc=99.52%, remaining_time=0:00:22.418632, arrival_time=2021-04-10 03:26:29.077696, cost_time=0:00:04.051569 2021-04-10 03:26:07,953 INFO : TRAIN, epoch=0048, iter=00040/00196, fetch data time cost=1.46ms, fps=1979 images/s, loss=0.2685, top1-acc=91.72%, top5-acc=99.55%, remaining_time=0:00:20.848620, arrival_time=2021-04-10 03:26:28.801839, cost_time=0:00:05.345783 2021-04-10 03:26:09,250 INFO : TRAIN, epoch=0048, iter=00050/00196, fetch data time cost=1.50ms, fps=1974 images/s, loss=0.2692, top1-acc=91.59%, top5-acc=99.55%, remaining_time=0:00:19.398436, arrival_time=2021-04-10 03:26:28.649206, cost_time=0:00:06.643285 2021-04-10 03:26:10,543 INFO : TRAIN, epoch=0048, iter=00060/00196, fetch data time cost=1.43ms, fps=1981 images/s, loss=0.2711, top1-acc=91.53%, top5-acc=99.54%, remaining_time=0:00:17.988176, arrival_time=2021-04-10 03:26:28.531596, cost_time=0:00:07.935990 2021-04-10 03:26:11,832 INFO : TRAIN, epoch=0048, iter=00070/00196, fetch data time cost=1.67ms, fps=1986 images/s, loss=0.2686, top1-acc=91.53%, top5-acc=99.56%, remaining_time=0:00:16.605414, arrival_time=2021-04-10 03:26:28.438059, cost_time=0:00:09.225196 2021-04-10 03:26:13,133 INFO : TRAIN, epoch=0048, iter=00080/00196, fetch data time cost=1.97ms, fps=1968 images/s, loss=0.2662, top1-acc=91.65%, top5-acc=99.59%, remaining_time=0:00:15.263048, arrival_time=2021-04-10 03:26:28.396751, cost_time=0:00:10.526210 2021-04-10 03:26:14,428 INFO : TRAIN, epoch=0048, iter=00090/00196, fetch data time cost=1.40ms, fps=1979 images/s, loss=0.2645, top1-acc=91.70%, top5-acc=99.61%, remaining_time=0:00:13.922146, arrival_time=2021-04-10 03:26:28.350269, cost_time=0:00:11.820702 2021-04-10 03:26:15,719 INFO : TRAIN, epoch=0048, iter=00100/00196, fetch data time cost=1.40ms, fps=1983 images/s, loss=0.2618, top1-acc=91.77%, top5-acc=99.58%, remaining_time=0:00:12.587808, arrival_time=2021-04-10 03:26:28.307496, cost_time=0:00:13.112254 2021-04-10 03:26:17,027 INFO : TRAIN, epoch=0048, iter=00110/00196, fetch data time cost=1.71ms, fps=1958 images/s, loss=0.2646, top1-acc=91.69%, top5-acc=99.56%, remaining_time=0:00:11.274084, arrival_time=2021-04-10 03:26:28.301809, cost_time=0:00:14.420306 2021-04-10 03:26:18,324 INFO : TRAIN, epoch=0048, iter=00120/00196, fetch data time cost=1.96ms, fps=1975 images/s, loss=0.2654, top1-acc=91.65%, top5-acc=99.54%, remaining_time=0:00:09.953948, arrival_time=2021-04-10 03:26:28.278079, cost_time=0:00:15.716707 2021-04-10 03:26:19,618 INFO : TRAIN, epoch=0048, iter=00130/00196, fetch data time cost=1.52ms, fps=1979 images/s, loss=0.2660, top1-acc=91.62%, top5-acc=99.53%, remaining_time=0:00:08.636298, arrival_time=2021-04-10 03:26:28.254651, cost_time=0:00:17.010934 2021-04-10 03:26:20,911 INFO : TRAIN, epoch=0048, iter=00140/00196, fetch data time cost=2.32ms, fps=1980 images/s, loss=0.2671, top1-acc=91.54%, top5-acc=99.54%, remaining_time=0:00:07.321664, arrival_time=2021-04-10 03:26:28.233370, cost_time=0:00:18.304209 2021-04-10 03:26:22,210 INFO : TRAIN, epoch=0048, iter=00150/00196, fetch data time cost=1.58ms, fps=1972 images/s, loss=0.2683, top1-acc=91.51%, top5-acc=99.53%, remaining_time=0:00:06.011602, arrival_time=2021-04-10 03:26:28.222106, cost_time=0:00:19.603079 2021-04-10 03:26:23,502 INFO : TRAIN, epoch=0048, iter=00160/00196, fetch data time cost=1.36ms, fps=1982 images/s, loss=0.2677, top1-acc=91.53%, top5-acc=99.54%, remaining_time=0:00:04.701348, arrival_time=2021-04-10 03:26:28.203705, cost_time=0:00:20.894906 2021-04-10 03:26:24,804 INFO : TRAIN, epoch=0048, iter=00170/00196, fetch data time cost=1.60ms, fps=1967 images/s, loss=0.2695, top1-acc=91.45%, top5-acc=99.54%, remaining_time=0:00:03.394846, arrival_time=2021-04-10 03:26:28.199299, cost_time=0:00:22.197021 2021-04-10 03:26:26,098 INFO : TRAIN, epoch=0048, iter=00180/00196, fetch data time cost=2.25ms, fps=1978 images/s, loss=0.2702, top1-acc=91.40%, top5-acc=99.53%, remaining_time=0:00:02.088128, arrival_time=2021-04-10 03:26:28.186996, cost_time=0:00:23.491402 2021-04-10 03:26:27,401 INFO : TRAIN, epoch=0048, iter=00190/00196, fetch data time cost=1.50ms, fps=1967 images/s, loss=0.2702, top1-acc=91.40%, top5-acc=99.53%, remaining_time=0:00:00.782958, arrival_time=2021-04-10 03:26:28.184001, cost_time=0:00:24.793620 2021-04-10 03:26:28,102 INFO : TRAIN, epoch=0048, iter=00196/00196, fetch data time cost=1.42ms, fps=1941 images/s, loss=0.2704, top1-acc=91.40%, top5-acc=99.52%, remaining_time=0:00:00, arrival_time=2021-04-10 03:26:28.102024, cost_time=0:00:25.494605 2021-04-10 03:26:28,622 INFO : EVAL, epoch=0048, iter=00010/00040, fetch data time cost=3.19ms, fps=4930 images/s, loss=0.5367, top1-acc=83.28%, top5-acc=99.10%, remaining_time=0:00:01.557900, arrival_time=2021-04-10 03:26:30.180275, cost_time=0:00:00.519305 2021-04-10 03:26:29,048 INFO : EVAL, epoch=0048, iter=00020/00040, fetch data time cost=1.42ms, fps=6010 images/s, loss=0.5491, top1-acc=83.26%, top5-acc=98.96%, remaining_time=0:00:00.945640, arrival_time=2021-04-10 03:26:29.994394, cost_time=0:00:00.945632 2021-04-10 03:26:29,475 INFO : EVAL, epoch=0048, iter=00030/00040, fetch data time cost=1.43ms, fps=6008 images/s, loss=0.5545, top1-acc=83.23%, top5-acc=99.01%, remaining_time=0:00:00.457410, arrival_time=2021-04-10 03:26:29.932767, cost_time=0:00:01.372242 2021-04-10 03:26:29,860 INFO : EVAL, epoch=0048, iter=00040/00040, fetch data time cost=0.14ms, fps=6025 images/s, loss=0.5464, top1-acc=83.46%, top5-acc=98.95%, remaining_time=0:00:00, arrival_time=2021-04-10 03:26:29.860892, cost_time=0:00:01.757836 2021-04-10 03:26:30,948 INFO : Epoch=0048 complete, best val top1-acc=86.13%, top5-acc=99.19% (epoch=43), remaining_time=1:11:54.331368, arrival_time=2021-04-10 04:38:25.280245, cost_time=0:22:42.420435 2021-04-10 03:26:30,949 INFO : Train start, epoch=0049, lr=0.086448 2021-04-10 03:26:32,445 INFO : TRAIN, epoch=0049, iter=00010/00196, fetch data time cost=1.39ms, fps=1711 images/s, loss=0.2587, top1-acc=91.80%, top5-acc=99.61%, remaining_time=0:00:27.824112, arrival_time=2021-04-10 03:27:00.269669, cost_time=0:00:01.495915 2021-04-10 03:26:33,742 INFO : TRAIN, epoch=0049, iter=00020/00196, fetch data time cost=1.47ms, fps=1975 images/s, loss=0.2592, top1-acc=91.95%, top5-acc=99.55%, remaining_time=0:00:24.576464, arrival_time=2021-04-10 03:26:58.318911, cost_time=0:00:02.792779 2021-04-10 03:26:35,033 INFO : TRAIN, epoch=0049, iter=00030/00196, fetch data time cost=1.47ms, fps=1983 images/s, loss=0.2559, top1-acc=91.95%, top5-acc=99.57%, remaining_time=0:00:22.598410, arrival_time=2021-04-10 03:26:57.632056, cost_time=0:00:04.084058 2021-04-10 03:26:36,323 INFO : TRAIN, epoch=0049, iter=00040/00196, fetch data time cost=1.44ms, fps=1985 images/s, loss=0.2549, top1-acc=91.97%, top5-acc=99.61%, remaining_time=0:00:20.958600, arrival_time=2021-04-10 03:26:57.282189, cost_time=0:00:05.373989 2021-04-10 03:26:37,614 INFO : TRAIN, epoch=0049, iter=00050/00196, fetch data time cost=1.54ms, fps=1984 images/s, loss=0.2550, top1-acc=91.91%, top5-acc=99.62%, remaining_time=0:00:19.461800, arrival_time=2021-04-10 03:26:57.076385, cost_time=0:00:06.664990 2021-04-10 03:26:38,907 INFO : TRAIN, epoch=0049, iter=00060/00196, fetch data time cost=1.52ms, fps=1981 images/s, loss=0.2577, top1-acc=91.77%, top5-acc=99.59%, remaining_time=0:00:18.037952, arrival_time=2021-04-10 03:26:56.945508, cost_time=0:00:07.957916 2021-04-10 03:26:40,201 INFO : TRAIN, epoch=0049, iter=00070/00196, fetch data time cost=1.43ms, fps=1980 images/s, loss=0.2573, top1-acc=91.87%, top5-acc=99.58%, remaining_time=0:00:16.652790, arrival_time=2021-04-10 03:26:56.853976, cost_time=0:00:09.251557 2021-04-10 03:26:41,492 INFO : TRAIN, epoch=0049, iter=00080/00196, fetch data time cost=1.37ms, fps=1983 images/s, loss=0.2583, top1-acc=91.85%, top5-acc=99.58%, remaining_time=0:00:15.287640, arrival_time=2021-04-10 03:26:56.780476, cost_time=0:00:10.543239 2021-04-10 03:26:42,784 INFO : TRAIN, epoch=0049, iter=00090/00196, fetch data time cost=1.55ms, fps=1983 images/s, loss=0.2615, top1-acc=91.74%, top5-acc=99.56%, remaining_time=0:00:13.938788, arrival_time=2021-04-10 03:26:56.723223, cost_time=0:00:11.834839 2021-04-10 03:26:44,079 INFO : TRAIN, epoch=0049, iter=00100/00196, fetch data time cost=1.34ms, fps=1977 images/s, loss=0.2630, top1-acc=91.73%, top5-acc=99.52%, remaining_time=0:00:12.604896, arrival_time=2021-04-10 03:26:56.684637, cost_time=0:00:13.130147 2021-04-10 03:26:45,377 INFO : TRAIN, epoch=0049, iter=00110/00196, fetch data time cost=1.44ms, fps=1973 images/s, loss=0.2603, top1-acc=91.81%, top5-acc=99.54%, remaining_time=0:00:11.279932, arrival_time=2021-04-10 03:26:56.657374, cost_time=0:00:14.427848 2021-04-10 03:26:46,671 INFO : TRAIN, epoch=0049, iter=00120/00196, fetch data time cost=1.82ms, fps=1979 images/s, loss=0.2620, top1-acc=91.73%, top5-acc=99.54%, remaining_time=0:00:09.957368, arrival_time=2021-04-10 03:26:56.629076, cost_time=0:00:15.722111 2021-04-10 03:26:47,965 INFO : TRAIN, epoch=0049, iter=00130/00196, fetch data time cost=1.61ms, fps=1980 images/s, loss=0.2621, top1-acc=91.69%, top5-acc=99.55%, remaining_time=0:00:08.638740, arrival_time=2021-04-10 03:26:56.604059, cost_time=0:00:17.015726 2021-04-10 03:26:49,259 INFO : TRAIN, epoch=0049, iter=00140/00196, fetch data time cost=2.56ms, fps=1978 images/s, loss=0.2632, top1-acc=91.65%, top5-acc=99.55%, remaining_time=0:00:07.324128, arrival_time=2021-04-10 03:26:56.584032, cost_time=0:00:18.310310 2021-04-10 03:26:50,554 INFO : TRAIN, epoch=0049, iter=00150/00196, fetch data time cost=1.93ms, fps=1978 images/s, loss=0.2634, top1-acc=91.67%, top5-acc=99.57%, remaining_time=0:00:06.012246, arrival_time=2021-04-10 03:26:56.566926, cost_time=0:00:19.605081 2021-04-10 03:26:51,847 INFO : TRAIN, epoch=0049, iter=00160/00196, fetch data time cost=1.46ms, fps=1980 images/s, loss=0.2632, top1-acc=91.65%, top5-acc=99.56%, remaining_time=0:00:04.702104, arrival_time=2021-04-10 03:26:56.549902, cost_time=0:00:20.898182 2021-04-10 03:26:53,147 INFO : TRAIN, epoch=0049, iter=00170/00196, fetch data time cost=1.90ms, fps=1970 images/s, loss=0.2641, top1-acc=91.62%, top5-acc=99.55%, remaining_time=0:00:03.395028, arrival_time=2021-04-10 03:26:56.542885, cost_time=0:00:22.198216 2021-04-10 03:26:54,446 INFO : TRAIN, epoch=0049, iter=00180/00196, fetch data time cost=1.44ms, fps=1972 images/s, loss=0.2638, top1-acc=91.64%, top5-acc=99.55%, remaining_time=0:00:02.088624, arrival_time=2021-04-10 03:26:56.535227, cost_time=0:00:23.497013 2021-04-10 03:26:55,745 INFO : TRAIN, epoch=0049, iter=00190/00196, fetch data time cost=1.41ms, fps=1972 images/s, loss=0.2631, top1-acc=91.68%, top5-acc=99.55%, remaining_time=0:00:00.783030, arrival_time=2021-04-10 03:26:56.528539, cost_time=0:00:24.795885 2021-04-10 03:26:56,460 INFO : TRAIN, epoch=0049, iter=00196/00196, fetch data time cost=2.09ms, fps=1903 images/s, loss=0.2634, top1-acc=91.66%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-10 03:26:56.460806, cost_time=0:00:25.511101 2021-04-10 03:26:56,965 INFO : EVAL, epoch=0049, iter=00010/00040, fetch data time cost=3.02ms, fps=5088 images/s, loss=0.5495, top1-acc=83.71%, top5-acc=98.91%, remaining_time=0:00:01.509510, arrival_time=2021-04-10 03:26:58.475457, cost_time=0:00:00.503171 2021-04-10 03:26:57,388 INFO : EVAL, epoch=0049, iter=00020/00040, fetch data time cost=1.39ms, fps=6062 images/s, loss=0.5634, top1-acc=83.22%, top5-acc=98.79%, remaining_time=0:00:00.925800, arrival_time=2021-04-10 03:26:58.314454, cost_time=0:00:00.925793 2021-04-10 03:26:57,819 INFO : EVAL, epoch=0049, iter=00030/00040, fetch data time cost=1.62ms, fps=5944 images/s, loss=0.5639, top1-acc=83.09%, top5-acc=98.70%, remaining_time=0:00:00.452350, arrival_time=2021-04-10 03:26:58.272185, cost_time=0:00:01.357049 2021-04-10 03:26:58,210 INFO : EVAL, epoch=0049, iter=00040/00040, fetch data time cost=0.12ms, fps=5951 images/s, loss=0.5550, top1-acc=82.99%, top5-acc=98.78%, remaining_time=0:00:00, arrival_time=2021-04-10 03:26:58.210014, cost_time=0:00:01.747258 2021-04-10 03:26:59,041 INFO : Epoch=0049 complete, best val top1-acc=86.13%, top5-acc=99.19% (epoch=43), remaining_time=1:11:25.048857, arrival_time=2021-04-10 04:38:24.089869, cost_time=0:23:10.512536 2021-04-10 03:26:59,041 INFO : Train start, epoch=0050, lr=0.085906 2021-04-10 03:27:00,531 INFO : TRAIN, epoch=0050, iter=00010/00196, fetch data time cost=1.53ms, fps=1718 images/s, loss=0.2707, top1-acc=91.72%, top5-acc=99.57%, remaining_time=0:00:27.708048, arrival_time=2021-04-10 03:27:28.239704, cost_time=0:00:01.489682 2021-04-10 03:27:01,821 INFO : TRAIN, epoch=0050, iter=00020/00196, fetch data time cost=1.46ms, fps=1986 images/s, loss=0.2581, top1-acc=92.21%, top5-acc=99.65%, remaining_time=0:00:24.456080, arrival_time=2021-04-10 03:27:26.277153, cost_time=0:00:02.779100 2021-04-10 03:27:03,117 INFO : TRAIN, epoch=0050, iter=00030/00196, fetch data time cost=1.43ms, fps=1975 images/s, loss=0.2560, top1-acc=92.16%, top5-acc=99.62%, remaining_time=0:00:22.550934, arrival_time=2021-04-10 03:27:25.668362, cost_time=0:00:04.075458 2021-04-10 03:27:04,414 INFO : TRAIN, epoch=0050, iter=00040/00196, fetch data time cost=2.04ms, fps=1974 images/s, loss=0.2637, top1-acc=91.76%, top5-acc=99.57%, remaining_time=0:00:20.953920, arrival_time=2021-04-10 03:27:25.368763, cost_time=0:00:05.372799 2021-04-10 03:27:05,713 INFO : TRAIN, epoch=0050, iter=00050/00196, fetch data time cost=1.87ms, fps=1973 images/s, loss=0.2605, top1-acc=91.79%, top5-acc=99.59%, remaining_time=0:00:19.479758, arrival_time=2021-04-10 03:27:25.192903, cost_time=0:00:06.671169 2021-04-10 03:27:07,010 INFO : TRAIN, epoch=0050, iter=00060/00196, fetch data time cost=1.70ms, fps=1974 images/s, loss=0.2574, top1-acc=91.75%, top5-acc=99.61%, remaining_time=0:00:18.062024, arrival_time=2021-04-10 03:27:25.072549, cost_time=0:00:07.968552 2021-04-10 03:27:08,305 INFO : TRAIN, epoch=0050, iter=00070/00196, fetch data time cost=1.40ms, fps=1978 images/s, loss=0.2607, top1-acc=91.64%, top5-acc=99.61%, remaining_time=0:00:16.673454, arrival_time=2021-04-10 03:27:24.978484, cost_time=0:00:09.263054 2021-04-10 03:27:09,598 INFO : TRAIN, epoch=0050, iter=00080/00196, fetch data time cost=1.42ms, fps=1980 images/s, loss=0.2662, top1-acc=91.50%, top5-acc=99.59%, remaining_time=0:00:15.307244, arrival_time=2021-04-10 03:27:24.905943, cost_time=0:00:10.556712 2021-04-10 03:27:10,893 INFO : TRAIN, epoch=0050, iter=00090/00196, fetch data time cost=1.39ms, fps=1979 images/s, loss=0.2698, top1-acc=91.42%, top5-acc=99.58%, remaining_time=0:00:13.957762, arrival_time=2021-04-10 03:27:24.850769, cost_time=0:00:11.850969 2021-04-10 03:27:12,185 INFO : TRAIN, epoch=0050, iter=00100/00196, fetch data time cost=1.38ms, fps=1982 images/s, loss=0.2697, top1-acc=91.46%, top5-acc=99.57%, remaining_time=0:00:12.617376, arrival_time=2021-04-10 03:27:24.802459, cost_time=0:00:13.143070 2021-04-10 03:27:13,483 INFO : TRAIN, epoch=0050, iter=00110/00196, fetch data time cost=1.53ms, fps=1973 images/s, loss=0.2690, top1-acc=91.45%, top5-acc=99.56%, remaining_time=0:00:11.290338, arrival_time=2021-04-10 03:27:24.773463, cost_time=0:00:14.441103 2021-04-10 03:27:14,777 INFO : TRAIN, epoch=0050, iter=00120/00196, fetch data time cost=1.42ms, fps=1979 images/s, loss=0.2678, top1-acc=91.50%, top5-acc=99.57%, remaining_time=0:00:09.965652, arrival_time=2021-04-10 03:27:24.742862, cost_time=0:00:15.735238 2021-04-10 03:27:16,083 INFO : TRAIN, epoch=0050, iter=00130/00196, fetch data time cost=3.41ms, fps=1961 images/s, loss=0.2664, top1-acc=91.54%, top5-acc=99.57%, remaining_time=0:00:08.651676, arrival_time=2021-04-10 03:27:24.734892, cost_time=0:00:17.041226 2021-04-10 03:27:17,374 INFO : TRAIN, epoch=0050, iter=00140/00196, fetch data time cost=1.43ms, fps=1983 images/s, loss=0.2672, top1-acc=91.55%, top5-acc=99.56%, remaining_time=0:00:07.333088, arrival_time=2021-04-10 03:27:24.707735, cost_time=0:00:18.332674 2021-04-10 03:27:18,685 INFO : TRAIN, epoch=0050, iter=00150/00196, fetch data time cost=1.76ms, fps=1954 images/s, loss=0.2676, top1-acc=91.55%, top5-acc=99.56%, remaining_time=0:00:06.023884, arrival_time=2021-04-10 03:27:24.709048, cost_time=0:00:19.643087 2021-04-10 03:27:19,985 INFO : TRAIN, epoch=0050, iter=00160/00196, fetch data time cost=1.49ms, fps=1970 images/s, loss=0.2656, top1-acc=91.60%, top5-acc=99.57%, remaining_time=0:00:04.712292, arrival_time=2021-04-10 03:27:24.697805, cost_time=0:00:20.943544 2021-04-10 03:27:21,277 INFO : TRAIN, epoch=0050, iter=00170/00196, fetch data time cost=1.57ms, fps=1982 images/s, loss=0.2665, top1-acc=91.56%, top5-acc=99.56%, remaining_time=0:00:03.400774, arrival_time=2021-04-10 03:27:24.678557, cost_time=0:00:22.235812 2021-04-10 03:27:22,569 INFO : TRAIN, epoch=0050, iter=00180/00196, fetch data time cost=1.63ms, fps=1983 images/s, loss=0.2667, top1-acc=91.57%, top5-acc=99.57%, remaining_time=0:00:02.091328, arrival_time=2021-04-10 03:27:24.660811, cost_time=0:00:23.527512 2021-04-10 03:27:23,860 INFO : TRAIN, epoch=0050, iter=00190/00196, fetch data time cost=1.44ms, fps=1983 images/s, loss=0.2676, top1-acc=91.58%, top5-acc=99.56%, remaining_time=0:00:00.783750, arrival_time=2021-04-10 03:27:24.644428, cost_time=0:00:24.818707 2021-04-10 03:27:24,560 INFO : TRAIN, epoch=0050, iter=00196/00196, fetch data time cost=1.28ms, fps=1945 images/s, loss=0.2673, top1-acc=91.54%, top5-acc=99.56%, remaining_time=0:00:00, arrival_time=2021-04-10 03:27:24.560348, cost_time=0:00:25.518370 2021-04-10 03:27:25,080 INFO : EVAL, epoch=0050, iter=00010/00040, fetch data time cost=1.51ms, fps=4935 images/s, loss=0.5058, top1-acc=84.80%, top5-acc=99.10%, remaining_time=0:00:01.556100, arrival_time=2021-04-10 03:27:26.636281, cost_time=0:00:00.518701 2021-04-10 03:27:25,507 INFO : EVAL, epoch=0050, iter=00020/00040, fetch data time cost=1.38ms, fps=5992 images/s, loss=0.5243, top1-acc=84.43%, top5-acc=99.04%, remaining_time=0:00:00.946460, arrival_time=2021-04-10 03:27:26.454353, cost_time=0:00:00.946459 2021-04-10 03:27:25,937 INFO : EVAL, epoch=0050, iter=00030/00040, fetch data time cost=1.97ms, fps=5966 images/s, loss=0.5263, top1-acc=84.11%, top5-acc=99.09%, remaining_time=0:00:00.458630, arrival_time=2021-04-10 03:27:26.396008, cost_time=0:00:01.375884 2021-04-10 03:27:26,321 INFO : EVAL, epoch=0050, iter=00040/00040, fetch data time cost=0.08ms, fps=6043 images/s, loss=0.5219, top1-acc=84.38%, top5-acc=99.10%, remaining_time=0:00:00, arrival_time=2021-04-10 03:27:26.321759, cost_time=0:00:01.760354 2021-04-10 03:27:27,463 INFO : Epoch=0050 complete, best val top1-acc=86.13%, top5-acc=99.19% (epoch=43), remaining_time=1:10:56.805300, arrival_time=2021-04-10 04:38:24.268866, cost_time=0:23:38.935120 2021-04-10 03:27:27,464 INFO : Train start, epoch=0051, lr=0.085355 2021-04-10 03:27:29,021 INFO : TRAIN, epoch=0051, iter=00010/00196, fetch data time cost=0.49ms, fps=1644 images/s, loss=0.2391, top1-acc=92.23%, top5-acc=99.80%, remaining_time=0:00:28.967082, arrival_time=2021-04-10 03:27:57.988788, cost_time=0:00:01.557370 2021-04-10 03:27:30,318 INFO : TRAIN, epoch=0051, iter=00020/00196, fetch data time cost=1.60ms, fps=1974 images/s, loss=0.2315, top1-acc=92.29%, top5-acc=99.69%, remaining_time=0:00:25.120304, arrival_time=2021-04-10 03:27:55.439137, cost_time=0:00:02.854572 2021-04-10 03:27:31,615 INFO : TRAIN, epoch=0051, iter=00030/00196, fetch data time cost=1.86ms, fps=1975 images/s, loss=0.2399, top1-acc=92.12%, top5-acc=99.60%, remaining_time=0:00:22.968092, arrival_time=2021-04-10 03:27:54.583225, cost_time=0:00:04.150871 2021-04-10 03:27:32,910 INFO : TRAIN, epoch=0051, iter=00040/00196, fetch data time cost=1.68ms, fps=1978 images/s, loss=0.2443, top1-acc=92.12%, top5-acc=99.58%, remaining_time=0:00:21.237996, arrival_time=2021-04-10 03:27:54.147933, cost_time=0:00:05.445638 2021-04-10 03:27:34,209 INFO : TRAIN, epoch=0051, iter=00050/00196, fetch data time cost=1.43ms, fps=1970 images/s, loss=0.2492, top1-acc=92.06%, top5-acc=99.58%, remaining_time=0:00:19.697006, arrival_time=2021-04-10 03:27:53.906829, cost_time=0:00:06.745560 2021-04-10 03:27:35,503 INFO : TRAIN, epoch=0051, iter=00060/00196, fetch data time cost=1.58ms, fps=1979 images/s, loss=0.2525, top1-acc=91.93%, top5-acc=99.57%, remaining_time=0:00:18.222368, arrival_time=2021-04-10 03:27:53.725980, cost_time=0:00:08.039288 2021-04-10 03:27:36,795 INFO : TRAIN, epoch=0051, iter=00070/00196, fetch data time cost=1.99ms, fps=1983 images/s, loss=0.2513, top1-acc=91.95%, top5-acc=99.58%, remaining_time=0:00:16.795422, arrival_time=2021-04-10 03:27:53.590474, cost_time=0:00:09.330764 2021-04-10 03:27:38,087 INFO : TRAIN, epoch=0051, iter=00080/00196, fetch data time cost=1.44ms, fps=1981 images/s, loss=0.2516, top1-acc=91.96%, top5-acc=99.57%, remaining_time=0:00:15.403872, arrival_time=2021-04-10 03:27:53.491512, cost_time=0:00:10.623381 2021-04-10 03:27:39,379 INFO : TRAIN, epoch=0051, iter=00090/00196, fetch data time cost=1.51ms, fps=1982 images/s, loss=0.2528, top1-acc=91.91%, top5-acc=99.57%, remaining_time=0:00:14.033870, arrival_time=2021-04-10 03:27:53.413642, cost_time=0:00:11.915508 2021-04-10 03:27:40,668 INFO : TRAIN, epoch=0051, iter=00100/00196, fetch data time cost=1.53ms, fps=1987 images/s, loss=0.2560, top1-acc=91.82%, top5-acc=99.56%, remaining_time=0:00:12.676320, arrival_time=2021-04-10 03:27:53.345188, cost_time=0:00:13.204549 2021-04-10 03:27:41,973 INFO : TRAIN, epoch=0051, iter=00110/00196, fetch data time cost=1.92ms, fps=1963 images/s, loss=0.2597, top1-acc=91.67%, top5-acc=99.55%, remaining_time=0:00:11.343744, arrival_time=2021-04-10 03:27:53.317396, cost_time=0:00:14.509393 2021-04-10 03:27:43,270 INFO : TRAIN, epoch=0051, iter=00120/00196, fetch data time cost=1.61ms, fps=1975 images/s, loss=0.2604, top1-acc=91.66%, top5-acc=99.56%, remaining_time=0:00:10.010264, arrival_time=2021-04-10 03:27:53.280299, cost_time=0:00:15.805707 2021-04-10 03:27:44,571 INFO : TRAIN, epoch=0051, iter=00130/00196, fetch data time cost=1.92ms, fps=1967 images/s, loss=0.2604, top1-acc=91.66%, top5-acc=99.56%, remaining_time=0:00:08.685402, arrival_time=2021-04-10 03:27:53.257271, cost_time=0:00:17.107568 2021-04-10 03:27:45,867 INFO : TRAIN, epoch=0051, iter=00140/00196, fetch data time cost=1.84ms, fps=1977 images/s, loss=0.2597, top1-acc=91.65%, top5-acc=99.57%, remaining_time=0:00:07.361312, arrival_time=2021-04-10 03:27:53.228913, cost_time=0:00:18.403283 2021-04-10 03:27:47,182 INFO : TRAIN, epoch=0051, iter=00150/00196, fetch data time cost=1.57ms, fps=1948 images/s, loss=0.2619, top1-acc=91.58%, top5-acc=99.57%, remaining_time=0:00:06.046792, arrival_time=2021-04-10 03:27:53.228917, cost_time=0:00:19.717853 2021-04-10 03:27:48,476 INFO : TRAIN, epoch=0051, iter=00160/00196, fetch data time cost=1.49ms, fps=1979 images/s, loss=0.2637, top1-acc=91.50%, top5-acc=99.57%, remaining_time=0:00:04.727700, arrival_time=2021-04-10 03:27:53.204089, cost_time=0:00:21.012055 2021-04-10 03:27:49,769 INFO : TRAIN, epoch=0051, iter=00170/00196, fetch data time cost=1.41ms, fps=1980 images/s, loss=0.2638, top1-acc=91.53%, top5-acc=99.57%, remaining_time=0:00:03.411408, arrival_time=2021-04-10 03:27:53.181034, cost_time=0:00:22.305370 2021-04-10 03:27:51,059 INFO : TRAIN, epoch=0051, iter=00180/00196, fetch data time cost=1.45ms, fps=1985 images/s, loss=0.2644, top1-acc=91.51%, top5-acc=99.57%, remaining_time=0:00:02.097360, arrival_time=2021-04-10 03:27:53.156922, cost_time=0:00:23.595259 2021-04-10 03:27:52,352 INFO : TRAIN, epoch=0051, iter=00190/00196, fetch data time cost=1.32ms, fps=1980 images/s, loss=0.2642, top1-acc=91.49%, top5-acc=99.56%, remaining_time=0:00:00.785952, arrival_time=2021-04-10 03:27:53.138732, cost_time=0:00:24.888517 2021-04-10 03:27:53,051 INFO : TRAIN, epoch=0051, iter=00196/00196, fetch data time cost=1.28ms, fps=1947 images/s, loss=0.2642, top1-acc=91.52%, top5-acc=99.56%, remaining_time=0:00:00, arrival_time=2021-04-10 03:27:53.051528, cost_time=0:00:25.587275 2021-04-10 03:27:53,554 INFO : EVAL, epoch=0051, iter=00010/00040, fetch data time cost=1.46ms, fps=5102 images/s, loss=0.6629, top1-acc=81.33%, top5-acc=98.24%, remaining_time=0:00:01.505100, arrival_time=2021-04-10 03:27:55.059342, cost_time=0:00:00.501704 2021-04-10 03:27:53,982 INFO : EVAL, epoch=0051, iter=00020/00040, fetch data time cost=2.10ms, fps=5984 images/s, loss=0.6480, top1-acc=82.05%, top5-acc=98.32%, remaining_time=0:00:00.929840, arrival_time=2021-04-10 03:27:54.912298, cost_time=0:00:00.929845 2021-04-10 03:27:54,411 INFO : EVAL, epoch=0051, iter=00030/00040, fetch data time cost=2.13ms, fps=5976 images/s, loss=0.6548, top1-acc=81.52%, top5-acc=98.23%, remaining_time=0:00:00.452910, arrival_time=2021-04-10 03:27:54.864230, cost_time=0:00:01.358738 2021-04-10 03:27:54,795 INFO : EVAL, epoch=0051, iter=00040/00040, fetch data time cost=0.09ms, fps=6042 images/s, loss=0.6247, top1-acc=81.89%, top5-acc=98.34%, remaining_time=0:00:00, arrival_time=2021-04-10 03:27:54.795711, cost_time=0:00:01.743194 2021-04-10 03:27:55,578 INFO : Epoch=0051 complete, best val top1-acc=86.13%, top5-acc=99.19% (epoch=43), remaining_time=1:10:27.655523, arrival_time=2021-04-10 04:38:23.233837, cost_time=0:24:07.049861 2021-04-10 03:27:55,579 INFO : Train start, epoch=0052, lr=0.084796 2021-04-10 03:27:57,042 INFO : TRAIN, epoch=0052, iter=00010/00196, fetch data time cost=0.56ms, fps=1749 images/s, loss=0.2923, top1-acc=91.29%, top5-acc=99.41%, remaining_time=0:00:27.219426, arrival_time=2021-04-10 03:28:24.262001, cost_time=0:00:01.463409 2021-04-10 03:27:58,340 INFO : TRAIN, epoch=0052, iter=00020/00196, fetch data time cost=1.32ms, fps=1974 images/s, loss=0.2800, top1-acc=91.50%, top5-acc=99.43%, remaining_time=0:00:24.297504, arrival_time=2021-04-10 03:28:22.637710, cost_time=0:00:02.761073 2021-04-10 03:27:59,634 INFO : TRAIN, epoch=0052, iter=00030/00196, fetch data time cost=2.13ms, fps=1979 images/s, loss=0.2733, top1-acc=91.64%, top5-acc=99.44%, remaining_time=0:00:22.439548, arrival_time=2021-04-10 03:28:22.074064, cost_time=0:00:04.055351 2021-04-10 03:28:00,935 INFO : TRAIN, epoch=0052, iter=00040/00196, fetch data time cost=1.68ms, fps=1969 images/s, loss=0.2708, top1-acc=91.60%, top5-acc=99.49%, remaining_time=0:00:20.889336, arrival_time=2021-04-10 03:28:21.824690, cost_time=0:00:05.356224 2021-04-10 03:28:02,231 INFO : TRAIN, epoch=0052, iter=00050/00196, fetch data time cost=1.49ms, fps=1975 images/s, loss=0.2680, top1-acc=91.66%, top5-acc=99.52%, remaining_time=0:00:19.425592, arrival_time=2021-04-10 03:28:21.657327, cost_time=0:00:06.652609 2021-04-10 03:28:03,522 INFO : TRAIN, epoch=0052, iter=00060/00196, fetch data time cost=1.44ms, fps=1984 images/s, loss=0.2642, top1-acc=91.76%, top5-acc=99.53%, remaining_time=0:00:18.004360, arrival_time=2021-04-10 03:28:21.526659, cost_time=0:00:07.943100 2021-04-10 03:28:04,811 INFO : TRAIN, epoch=0052, iter=00070/00196, fetch data time cost=1.59ms, fps=1986 images/s, loss=0.2636, top1-acc=91.75%, top5-acc=99.55%, remaining_time=0:00:16.618392, arrival_time=2021-04-10 03:28:21.429973, cost_time=0:00:09.232445 2021-04-10 03:28:06,109 INFO : TRAIN, epoch=0052, iter=00080/00196, fetch data time cost=1.71ms, fps=1974 images/s, loss=0.2629, top1-acc=91.67%, top5-acc=99.56%, remaining_time=0:00:15.268500, arrival_time=2021-04-10 03:28:21.377702, cost_time=0:00:10.530028 2021-04-10 03:28:07,404 INFO : TRAIN, epoch=0052, iter=00090/00196, fetch data time cost=1.40ms, fps=1977 images/s, loss=0.2634, top1-acc=91.68%, top5-acc=99.57%, remaining_time=0:00:13.927446, arrival_time=2021-04-10 03:28:21.331773, cost_time=0:00:11.825198 2021-04-10 03:28:08,705 INFO : TRAIN, epoch=0052, iter=00100/00196, fetch data time cost=1.58ms, fps=1969 images/s, loss=0.2645, top1-acc=91.56%, top5-acc=99.57%, remaining_time=0:00:12.600960, arrival_time=2021-04-10 03:28:21.306105, cost_time=0:00:13.125960 2021-04-10 03:28:10,007 INFO : TRAIN, epoch=0052, iter=00110/00196, fetch data time cost=1.41ms, fps=1967 images/s, loss=0.2648, top1-acc=91.59%, top5-acc=99.57%, remaining_time=0:00:11.280104, arrival_time=2021-04-10 03:28:21.287306, cost_time=0:00:14.428040 2021-04-10 03:28:11,340 INFO : TRAIN, epoch=0052, iter=00120/00196, fetch data time cost=1.62ms, fps=1940 images/s, loss=0.2627, top1-acc=91.67%, top5-acc=99.55%, remaining_time=0:00:09.981916, arrival_time=2021-04-10 03:28:21.322054, cost_time=0:00:15.760945 2021-04-10 03:28:12,631 INFO : TRAIN, epoch=0052, iter=00130/00196, fetch data time cost=1.91ms, fps=1983 images/s, loss=0.2617, top1-acc=91.69%, top5-acc=99.56%, remaining_time=0:00:08.657550, arrival_time=2021-04-10 03:28:21.289436, cost_time=0:00:17.052726 2021-04-10 03:28:13,930 INFO : TRAIN, epoch=0052, iter=00140/00196, fetch data time cost=1.52ms, fps=1972 images/s, loss=0.2621, top1-acc=91.69%, top5-acc=99.57%, remaining_time=0:00:07.340480, arrival_time=2021-04-10 03:28:21.270828, cost_time=0:00:18.351224 2021-04-10 03:28:15,223 INFO : TRAIN, epoch=0052, iter=00150/00196, fetch data time cost=2.15ms, fps=1980 images/s, loss=0.2615, top1-acc=91.71%, top5-acc=99.56%, remaining_time=0:00:06.024390, arrival_time=2021-04-10 03:28:21.248301, cost_time=0:00:19.644741 2021-04-10 03:28:16,531 INFO : TRAIN, epoch=0052, iter=00160/00196, fetch data time cost=1.33ms, fps=1959 images/s, loss=0.2625, top1-acc=91.68%, top5-acc=99.55%, remaining_time=0:00:04.714344, arrival_time=2021-04-10 03:28:21.246209, cost_time=0:00:20.952693 2021-04-10 03:28:17,830 INFO : TRAIN, epoch=0052, iter=00170/00196, fetch data time cost=1.56ms, fps=1973 images/s, loss=0.2626, top1-acc=91.66%, top5-acc=99.55%, remaining_time=0:00:03.403062, arrival_time=2021-04-10 03:28:21.233001, cost_time=0:00:22.250745 2021-04-10 03:28:19,123 INFO : TRAIN, epoch=0052, iter=00180/00196, fetch data time cost=1.40ms, fps=1980 images/s, loss=0.2625, top1-acc=91.65%, top5-acc=99.54%, remaining_time=0:00:02.092816, arrival_time=2021-04-10 03:28:21.216126, cost_time=0:00:23.544180 2021-04-10 03:28:20,415 INFO : TRAIN, epoch=0052, iter=00190/00196, fetch data time cost=1.46ms, fps=1981 images/s, loss=0.2650, top1-acc=91.60%, top5-acc=99.53%, remaining_time=0:00:00.784320, arrival_time=2021-04-10 03:28:21.200175, cost_time=0:00:24.836735 2021-04-10 03:28:21,114 INFO : TRAIN, epoch=0052, iter=00196/00196, fetch data time cost=1.27ms, fps=1949 images/s, loss=0.2656, top1-acc=91.58%, top5-acc=99.52%, remaining_time=0:00:00, arrival_time=2021-04-10 03:28:21.114047, cost_time=0:00:25.534925 2021-04-10 03:28:21,652 INFO : EVAL, epoch=0052, iter=00010/00040, fetch data time cost=1.59ms, fps=4768 images/s, loss=0.6107, top1-acc=82.34%, top5-acc=97.03%, remaining_time=0:00:01.610610, arrival_time=2021-04-10 03:28:23.262617, cost_time=0:00:00.536872 2021-04-10 03:28:22,082 INFO : EVAL, epoch=0052, iter=00020/00040, fetch data time cost=1.46ms, fps=5947 images/s, loss=0.6224, top1-acc=82.07%, top5-acc=97.07%, remaining_time=0:00:00.967680, arrival_time=2021-04-10 03:28:23.050550, cost_time=0:00:00.967690 2021-04-10 03:28:22,506 INFO : EVAL, epoch=0052, iter=00030/00040, fetch data time cost=1.21ms, fps=6045 images/s, loss=0.6236, top1-acc=82.02%, top5-acc=97.11%, remaining_time=0:00:00.463890, arrival_time=2021-04-10 03:28:22.970769, cost_time=0:00:01.391684 2021-04-10 03:28:22,891 INFO : EVAL, epoch=0052, iter=00040/00040, fetch data time cost=0.07ms, fps=6034 images/s, loss=0.6269, top1-acc=81.94%, top5-acc=97.05%, remaining_time=0:00:00, arrival_time=2021-04-10 03:28:22.891859, cost_time=0:00:01.776754 2021-04-10 03:28:23,704 INFO : Epoch=0052 complete, best val top1-acc=86.13%, top5-acc=99.19% (epoch=43), remaining_time=1:09:58.578996, arrival_time=2021-04-10 04:38:22.283844, cost_time=0:24:35.176404 2021-04-10 03:28:23,705 INFO : Train start, epoch=0053, lr=0.084227 2021-04-10 03:28:25,194 INFO : TRAIN, epoch=0053, iter=00010/00196, fetch data time cost=0.28ms, fps=1720 images/s, loss=0.2613, top1-acc=91.84%, top5-acc=99.37%, remaining_time=0:00:27.684054, arrival_time=2021-04-10 03:28:52.878077, cost_time=0:00:01.488393 2021-04-10 03:28:26,486 INFO : TRAIN, epoch=0053, iter=00020/00196, fetch data time cost=1.59ms, fps=1982 images/s, loss=0.2507, top1-acc=91.97%, top5-acc=99.41%, remaining_time=0:00:24.471040, arrival_time=2021-04-10 03:28:50.957417, cost_time=0:00:02.780805 2021-04-10 03:28:27,775 INFO : TRAIN, epoch=0053, iter=00030/00196, fetch data time cost=1.52ms, fps=1987 images/s, loss=0.2521, top1-acc=91.90%, top5-acc=99.48%, remaining_time=0:00:22.519726, arrival_time=2021-04-10 03:28:50.295099, cost_time=0:00:04.069818 2021-04-10 03:28:29,070 INFO : TRAIN, epoch=0053, iter=00040/00196, fetch data time cost=1.44ms, fps=1977 images/s, loss=0.2536, top1-acc=91.87%, top5-acc=99.50%, remaining_time=0:00:20.924280, arrival_time=2021-04-10 03:28:49.995098, cost_time=0:00:05.365216 2021-04-10 03:28:30,372 INFO : TRAIN, epoch=0053, iter=00050/00196, fetch data time cost=1.49ms, fps=1967 images/s, loss=0.2520, top1-acc=91.91%, top5-acc=99.53%, remaining_time=0:00:19.467640, arrival_time=2021-04-10 03:28:49.840231, cost_time=0:00:06.667013 2021-04-10 03:28:31,673 INFO : TRAIN, epoch=0053, iter=00060/00196, fetch data time cost=1.60ms, fps=1969 images/s, loss=0.2609, top1-acc=91.82%, top5-acc=99.48%, remaining_time=0:00:18.059440, arrival_time=2021-04-10 03:28:49.732498, cost_time=0:00:07.967430 2021-04-10 03:28:32,962 INFO : TRAIN, epoch=0053, iter=00070/00196, fetch data time cost=1.56ms, fps=1987 images/s, loss=0.2585, top1-acc=91.99%, top5-acc=99.50%, remaining_time=0:00:16.661736, arrival_time=2021-04-10 03:28:49.623855, cost_time=0:00:09.256516 2021-04-10 03:28:34,259 INFO : TRAIN, epoch=0053, iter=00080/00196, fetch data time cost=1.42ms, fps=1974 images/s, loss=0.2548, top1-acc=92.06%, top5-acc=99.52%, remaining_time=0:00:15.303648, arrival_time=2021-04-10 03:28:49.563422, cost_time=0:00:10.554219 2021-04-10 03:28:35,556 INFO : TRAIN, epoch=0053, iter=00090/00196, fetch data time cost=1.64ms, fps=1975 images/s, loss=0.2565, top1-acc=91.95%, top5-acc=99.53%, remaining_time=0:00:13.957656, arrival_time=2021-04-10 03:28:49.514141, cost_time=0:00:11.850869 2021-04-10 03:28:36,851 INFO : TRAIN, epoch=0053, iter=00100/00196, fetch data time cost=1.77ms, fps=1978 images/s, loss=0.2569, top1-acc=91.96%, top5-acc=99.53%, remaining_time=0:00:12.620256, arrival_time=2021-04-10 03:28:49.471893, cost_time=0:00:13.146079 2021-04-10 03:28:38,151 INFO : TRAIN, epoch=0053, iter=00110/00196, fetch data time cost=2.03ms, fps=1971 images/s, loss=0.2586, top1-acc=91.91%, top5-acc=99.54%, remaining_time=0:00:11.293864, arrival_time=2021-04-10 03:28:49.445142, cost_time=0:00:14.445658 2021-04-10 03:28:39,445 INFO : TRAIN, epoch=0053, iter=00120/00196, fetch data time cost=1.32ms, fps=1979 images/s, loss=0.2579, top1-acc=91.94%, top5-acc=99.53%, remaining_time=0:00:09.968692, arrival_time=2021-04-10 03:28:49.414348, cost_time=0:00:15.740096 2021-04-10 03:28:40,735 INFO : TRAIN, epoch=0053, iter=00130/00196, fetch data time cost=1.56ms, fps=1985 images/s, loss=0.2589, top1-acc=91.88%, top5-acc=99.54%, remaining_time=0:00:08.645934, arrival_time=2021-04-10 03:28:49.381392, cost_time=0:00:17.029905 2021-04-10 03:28:42,037 INFO : TRAIN, epoch=0053, iter=00140/00196, fetch data time cost=1.78ms, fps=1967 images/s, loss=0.2585, top1-acc=91.88%, top5-acc=99.55%, remaining_time=0:00:07.332584, arrival_time=2021-04-10 03:28:49.369637, cost_time=0:00:18.331490 2021-04-10 03:28:43,327 INFO : TRAIN, epoch=0053, iter=00150/00196, fetch data time cost=1.69ms, fps=1985 images/s, loss=0.2597, top1-acc=91.85%, top5-acc=99.55%, remaining_time=0:00:06.017398, arrival_time=2021-04-10 03:28:49.344881, cost_time=0:00:19.621887 2021-04-10 03:28:44,627 INFO : TRAIN, epoch=0053, iter=00160/00196, fetch data time cost=1.45ms, fps=1971 images/s, loss=0.2588, top1-acc=91.83%, top5-acc=99.56%, remaining_time=0:00:04.707288, arrival_time=2021-04-10 03:28:49.334260, cost_time=0:00:20.921251 2021-04-10 03:28:45,926 INFO : TRAIN, epoch=0053, iter=00170/00196, fetch data time cost=1.97ms, fps=1971 images/s, loss=0.2591, top1-acc=91.82%, top5-acc=99.56%, remaining_time=0:00:03.398538, arrival_time=2021-04-10 03:28:49.325227, cost_time=0:00:22.221131 2021-04-10 03:28:47,225 INFO : TRAIN, epoch=0053, iter=00180/00196, fetch data time cost=1.75ms, fps=1972 images/s, loss=0.2577, top1-acc=91.88%, top5-acc=99.57%, remaining_time=0:00:02.090624, arrival_time=2021-04-10 03:28:49.315686, cost_time=0:00:23.519457 2021-04-10 03:28:48,524 INFO : TRAIN, epoch=0053, iter=00190/00196, fetch data time cost=1.77ms, fps=1970 images/s, loss=0.2583, top1-acc=91.85%, top5-acc=99.57%, remaining_time=0:00:00.783768, arrival_time=2021-04-10 03:28:49.308680, cost_time=0:00:24.819364 2021-04-10 03:28:49,225 INFO : TRAIN, epoch=0053, iter=00196/00196, fetch data time cost=0.10ms, fps=1942 images/s, loss=0.2592, top1-acc=91.80%, top5-acc=99.57%, remaining_time=0:00:00, arrival_time=2021-04-10 03:28:49.225620, cost_time=0:00:25.520026 2021-04-10 03:28:49,748 INFO : EVAL, epoch=0053, iter=00010/00040, fetch data time cost=2.90ms, fps=4913 images/s, loss=0.4788, top1-acc=86.02%, top5-acc=98.79%, remaining_time=0:00:01.563300, arrival_time=2021-04-10 03:28:51.311279, cost_time=0:00:00.521097 2021-04-10 03:28:50,175 INFO : EVAL, epoch=0053, iter=00020/00040, fetch data time cost=2.10ms, fps=5992 images/s, loss=0.4718, top1-acc=85.92%, top5-acc=98.63%, remaining_time=0:00:00.948880, arrival_time=2021-04-10 03:28:51.124655, cost_time=0:00:00.948884 2021-04-10 03:28:50,610 INFO : EVAL, epoch=0053, iter=00030/00040, fetch data time cost=1.74ms, fps=5893 images/s, loss=0.4690, top1-acc=86.02%, top5-acc=98.71%, remaining_time=0:00:00.461370, arrival_time=2021-04-10 03:28:51.072300, cost_time=0:00:01.384099 2021-04-10 03:28:50,996 INFO : EVAL, epoch=0053, iter=00040/00040, fetch data time cost=0.09ms, fps=6027 images/s, loss=0.4607, top1-acc=86.19%, top5-acc=98.80%, remaining_time=0:00:00, arrival_time=2021-04-10 03:28:50.996260, cost_time=0:00:01.769388 2021-04-10 03:28:52,489 INFO : Epoch=0053 complete, best val top1-acc=86.19%, top5-acc=98.80% (epoch=53), remaining_time=1:09:31.364169, arrival_time=2021-04-10 04:38:23.853889, cost_time=0:25:03.961240 2021-04-10 03:28:52,490 INFO : Train start, epoch=0054, lr=0.083651 2021-04-10 03:28:53,993 INFO : TRAIN, epoch=0054, iter=00010/00196, fetch data time cost=2.11ms, fps=1704 images/s, loss=0.2474, top1-acc=92.15%, top5-acc=99.34%, remaining_time=0:00:27.951336, arrival_time=2021-04-10 03:29:21.944840, cost_time=0:00:01.502757 2021-04-10 03:28:55,281 INFO : TRAIN, epoch=0054, iter=00020/00196, fetch data time cost=1.35ms, fps=1988 images/s, loss=0.2524, top1-acc=91.78%, top5-acc=99.49%, remaining_time=0:00:24.561856, arrival_time=2021-04-10 03:29:19.843736, cost_time=0:00:02.791129 2021-04-10 03:28:56,587 INFO : TRAIN, epoch=0054, iter=00030/00196, fetch data time cost=1.43ms, fps=1961 images/s, loss=0.2466, top1-acc=91.90%, top5-acc=99.52%, remaining_time=0:00:22.668794, arrival_time=2021-04-10 03:29:19.256309, cost_time=0:00:04.096761 2021-04-10 03:28:57,875 INFO : TRAIN, epoch=0054, iter=00040/00196, fetch data time cost=1.61ms, fps=1989 images/s, loss=0.2429, top1-acc=91.87%, top5-acc=99.54%, remaining_time=0:00:20.998848, arrival_time=2021-04-10 03:29:18.873979, cost_time=0:00:05.384328 2021-04-10 03:28:59,173 INFO : TRAIN, epoch=0054, iter=00050/00196, fetch data time cost=1.37ms, fps=1973 images/s, loss=0.2500, top1-acc=91.73%, top5-acc=99.55%, remaining_time=0:00:19.512170, arrival_time=2021-04-10 03:29:18.685242, cost_time=0:00:06.682240 2021-04-10 03:29:00,463 INFO : TRAIN, epoch=0054, iter=00060/00196, fetch data time cost=2.18ms, fps=1984 images/s, loss=0.2493, top1-acc=91.84%, top5-acc=99.52%, remaining_time=0:00:18.071816, arrival_time=2021-04-10 03:29:18.535415, cost_time=0:00:07.972840 2021-04-10 03:29:01,760 INFO : TRAIN, epoch=0054, iter=00070/00196, fetch data time cost=1.45ms, fps=1975 images/s, loss=0.2491, top1-acc=91.91%, top5-acc=99.54%, remaining_time=0:00:16.685298, arrival_time=2021-04-10 03:29:18.445674, cost_time=0:00:09.269627 2021-04-10 03:29:03,047 INFO : TRAIN, epoch=0054, iter=00080/00196, fetch data time cost=1.40ms, fps=1990 images/s, loss=0.2494, top1-acc=91.89%, top5-acc=99.56%, remaining_time=0:00:15.306780, arrival_time=2021-04-10 03:29:18.353923, cost_time=0:00:10.556392 2021-04-10 03:29:04,342 INFO : TRAIN, epoch=0054, iter=00090/00196, fetch data time cost=1.42ms, fps=1976 images/s, loss=0.2533, top1-acc=91.72%, top5-acc=99.56%, remaining_time=0:00:13.959140, arrival_time=2021-04-10 03:29:18.302032, cost_time=0:00:11.852083 2021-04-10 03:29:05,639 INFO : TRAIN, epoch=0054, iter=00100/00196, fetch data time cost=1.41ms, fps=1976 images/s, loss=0.2562, top1-acc=91.70%, top5-acc=99.55%, remaining_time=0:00:12.622464, arrival_time=2021-04-10 03:29:18.261597, cost_time=0:00:13.148380 2021-04-10 03:29:06,944 INFO : TRAIN, epoch=0054, iter=00110/00196, fetch data time cost=2.08ms, fps=1963 images/s, loss=0.2569, top1-acc=91.66%, top5-acc=99.56%, remaining_time=0:00:11.299798, arrival_time=2021-04-10 03:29:18.243842, cost_time=0:00:14.453216 2021-04-10 03:29:08,238 INFO : TRAIN, epoch=0054, iter=00120/00196, fetch data time cost=1.56ms, fps=1979 images/s, loss=0.2587, top1-acc=91.62%, top5-acc=99.56%, remaining_time=0:00:09.973328, arrival_time=2021-04-10 03:29:18.211417, cost_time=0:00:15.747337 2021-04-10 03:29:09,532 INFO : TRAIN, epoch=0054, iter=00130/00196, fetch data time cost=1.92ms, fps=1978 images/s, loss=0.2569, top1-acc=91.66%, top5-acc=99.56%, remaining_time=0:00:08.652072, arrival_time=2021-04-10 03:29:18.184854, cost_time=0:00:17.041983 2021-04-10 03:29:10,829 INFO : TRAIN, epoch=0054, iter=00140/00196, fetch data time cost=1.43ms, fps=1975 images/s, loss=0.2573, top1-acc=91.68%, top5-acc=99.56%, remaining_time=0:00:07.335552, arrival_time=2021-04-10 03:29:18.165200, cost_time=0:00:18.338898 2021-04-10 03:29:12,126 INFO : TRAIN, epoch=0054, iter=00150/00196, fetch data time cost=1.64ms, fps=1975 images/s, loss=0.2558, top1-acc=91.74%, top5-acc=99.56%, remaining_time=0:00:06.021538, arrival_time=2021-04-10 03:29:18.147733, cost_time=0:00:19.635431 2021-04-10 03:29:13,422 INFO : TRAIN, epoch=0054, iter=00160/00196, fetch data time cost=1.37ms, fps=1976 images/s, loss=0.2556, top1-acc=91.75%, top5-acc=99.56%, remaining_time=0:00:04.709628, arrival_time=2021-04-10 03:29:18.132035, cost_time=0:00:20.931608 2021-04-10 03:29:14,716 INFO : TRAIN, epoch=0054, iter=00170/00196, fetch data time cost=1.77ms, fps=1979 images/s, loss=0.2557, top1-acc=91.77%, top5-acc=99.56%, remaining_time=0:00:03.399214, arrival_time=2021-04-10 03:29:18.115732, cost_time=0:00:22.225711 2021-04-10 03:29:16,016 INFO : TRAIN, epoch=0054, iter=00180/00196, fetch data time cost=1.65ms, fps=1970 images/s, loss=0.2546, top1-acc=91.79%, top5-acc=99.57%, remaining_time=0:00:02.091200, arrival_time=2021-04-10 03:29:18.107952, cost_time=0:00:23.526000 2021-04-10 03:29:17,308 INFO : TRAIN, epoch=0054, iter=00190/00196, fetch data time cost=1.40ms, fps=1983 images/s, loss=0.2534, top1-acc=91.82%, top5-acc=99.58%, remaining_time=0:00:00.783714, arrival_time=2021-04-10 03:29:18.092162, cost_time=0:00:24.817624 2021-04-10 03:29:18,007 INFO : TRAIN, epoch=0054, iter=00196/00196, fetch data time cost=1.33ms, fps=1947 images/s, loss=0.2548, top1-acc=91.79%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-10 03:29:18.007551, cost_time=0:00:25.516797 2021-04-10 03:29:18,505 INFO : EVAL, epoch=0054, iter=00010/00040, fetch data time cost=0.34ms, fps=5156 images/s, loss=0.7926, top1-acc=79.06%, top5-acc=97.42%, remaining_time=0:00:01.489530, arrival_time=2021-04-10 03:29:19.994639, cost_time=0:00:00.496513 2021-04-10 03:29:18,929 INFO : EVAL, epoch=0054, iter=00020/00040, fetch data time cost=1.46ms, fps=6033 images/s, loss=0.7768, top1-acc=79.36%, top5-acc=97.50%, remaining_time=0:00:00.921180, arrival_time=2021-04-10 03:29:19.850963, cost_time=0:00:00.921175 2021-04-10 03:29:19,353 INFO : EVAL, epoch=0054, iter=00030/00040, fetch data time cost=1.29ms, fps=6053 images/s, loss=0.7625, top1-acc=79.91%, top5-acc=97.58%, remaining_time=0:00:00.448150, arrival_time=2021-04-10 03:29:19.801209, cost_time=0:00:01.344454 2021-04-10 03:29:19,737 INFO : EVAL, epoch=0054, iter=00040/00040, fetch data time cost=0.08ms, fps=6038 images/s, loss=0.7669, top1-acc=80.13%, top5-acc=97.47%, remaining_time=0:00:00, arrival_time=2021-04-10 03:29:19.737630, cost_time=0:00:01.729057 2021-04-10 03:29:20,955 INFO : Epoch=0054 complete, best val top1-acc=86.19%, top5-acc=98.80% (epoch=53), remaining_time=1:09:03.228442, arrival_time=2021-04-10 04:38:24.183819, cost_time=0:25:32.426933 2021-04-10 03:29:20,955 INFO : Train start, epoch=0055, lr=0.083066 2021-04-10 03:29:22,433 INFO : TRAIN, epoch=0055, iter=00010/00196, fetch data time cost=1.81ms, fps=1733 images/s, loss=0.2691, top1-acc=91.37%, top5-acc=99.41%, remaining_time=0:00:27.477408, arrival_time=2021-04-10 03:29:49.910855, cost_time=0:00:01.477276 2021-04-10 03:29:23,728 INFO : TRAIN, epoch=0055, iter=00020/00196, fetch data time cost=1.41ms, fps=1978 images/s, loss=0.2532, top1-acc=91.60%, top5-acc=99.61%, remaining_time=0:00:24.393952, arrival_time=2021-04-10 03:29:48.122079, cost_time=0:00:02.772030 2021-04-10 03:29:25,016 INFO : TRAIN, epoch=0055, iter=00030/00196, fetch data time cost=1.55ms, fps=1987 images/s, loss=0.2528, top1-acc=91.74%, top5-acc=99.62%, remaining_time=0:00:22.469926, arrival_time=2021-04-10 03:29:47.486848, cost_time=0:00:04.060832 2021-04-10 03:29:26,336 INFO : TRAIN, epoch=0055, iter=00040/00196, fetch data time cost=1.69ms, fps=1940 images/s, loss=0.2491, top1-acc=92.03%, top5-acc=99.58%, remaining_time=0:00:20.984028, arrival_time=2021-04-10 03:29:47.320661, cost_time=0:00:05.380533 2021-04-10 03:29:27,634 INFO : TRAIN, epoch=0055, iter=00050/00196, fetch data time cost=1.86ms, fps=1973 images/s, loss=0.2508, top1-acc=92.00%, top5-acc=99.62%, remaining_time=0:00:19.500490, arrival_time=2021-04-10 03:29:47.134912, cost_time=0:00:06.678271 2021-04-10 03:29:28,950 INFO : TRAIN, epoch=0055, iter=00060/00196, fetch data time cost=1.92ms, fps=1946 images/s, loss=0.2550, top1-acc=91.88%, top5-acc=99.60%, remaining_time=0:00:18.121184, arrival_time=2021-04-10 03:29:47.071973, cost_time=0:00:07.994616 2021-04-10 03:29:30,254 INFO : TRAIN, epoch=0055, iter=00070/00196, fetch data time cost=1.68ms, fps=1964 images/s, loss=0.2528, top1-acc=91.98%, top5-acc=99.61%, remaining_time=0:00:16.737336, arrival_time=2021-04-10 03:29:46.991996, cost_time=0:00:09.298496 2021-04-10 03:29:31,548 INFO : TRAIN, epoch=0055, iter=00080/00196, fetch data time cost=1.44ms, fps=1979 images/s, loss=0.2532, top1-acc=92.04%, top5-acc=99.60%, remaining_time=0:00:15.359096, arrival_time=2021-04-10 03:29:46.907671, cost_time=0:00:10.592466 2021-04-10 03:29:32,848 INFO : TRAIN, epoch=0055, iter=00090/00196, fetch data time cost=1.67ms, fps=1970 images/s, loss=0.2529, top1-acc=92.06%, top5-acc=99.61%, remaining_time=0:00:14.006734, arrival_time=2021-04-10 03:29:46.855374, cost_time=0:00:11.892534 2021-04-10 03:29:34,148 INFO : TRAIN, epoch=0055, iter=00100/00196, fetch data time cost=1.71ms, fps=1970 images/s, loss=0.2510, top1-acc=92.15%, top5-acc=99.61%, remaining_time=0:00:12.664704, arrival_time=2021-04-10 03:29:46.813280, cost_time=0:00:13.192396 2021-04-10 03:29:35,453 INFO : TRAIN, epoch=0055, iter=00110/00196, fetch data time cost=1.45ms, fps=1963 images/s, loss=0.2512, top1-acc=92.14%, top5-acc=99.61%, remaining_time=0:00:11.333940, arrival_time=2021-04-10 03:29:46.786979, cost_time=0:00:14.496937 2021-04-10 03:29:36,752 INFO : TRAIN, epoch=0055, iter=00120/00196, fetch data time cost=1.44ms, fps=1971 images/s, loss=0.2504, top1-acc=92.15%, top5-acc=99.62%, remaining_time=0:00:10.004336, arrival_time=2021-04-10 03:29:46.756804, cost_time=0:00:15.796299 2021-04-10 03:29:38,049 INFO : TRAIN, epoch=0055, iter=00130/00196, fetch data time cost=2.02ms, fps=1974 images/s, loss=0.2512, top1-acc=92.12%, top5-acc=99.61%, remaining_time=0:00:08.678208, arrival_time=2021-04-10 03:29:46.727791, cost_time=0:00:17.093481 2021-04-10 03:29:39,348 INFO : TRAIN, epoch=0055, iter=00140/00196, fetch data time cost=1.67ms, fps=1972 images/s, loss=0.2505, top1-acc=92.10%, top5-acc=99.63%, remaining_time=0:00:07.356888, arrival_time=2021-04-10 03:29:46.705298, cost_time=0:00:18.392239 2021-04-10 03:29:40,646 INFO : TRAIN, epoch=0055, iter=00150/00196, fetch data time cost=1.98ms, fps=1974 images/s, loss=0.2531, top1-acc=92.05%, top5-acc=99.61%, remaining_time=0:00:06.038190, arrival_time=2021-04-10 03:29:46.684129, cost_time=0:00:19.689807 2021-04-10 03:29:41,941 INFO : TRAIN, epoch=0055, iter=00160/00196, fetch data time cost=1.58ms, fps=1978 images/s, loss=0.2557, top1-acc=91.96%, top5-acc=99.58%, remaining_time=0:00:04.721616, arrival_time=2021-04-10 03:29:46.662660, cost_time=0:00:20.984909 2021-04-10 03:29:43,238 INFO : TRAIN, epoch=0055, iter=00170/00196, fetch data time cost=1.49ms, fps=1973 images/s, loss=0.2557, top1-acc=91.95%, top5-acc=99.57%, remaining_time=0:00:03.407950, arrival_time=2021-04-10 03:29:46.646799, cost_time=0:00:22.282753 2021-04-10 03:29:44,538 INFO : TRAIN, epoch=0055, iter=00180/00196, fetch data time cost=1.53ms, fps=1971 images/s, loss=0.2558, top1-acc=91.94%, top5-acc=99.58%, remaining_time=0:00:02.096160, arrival_time=2021-04-10 03:29:46.634118, cost_time=0:00:23.581861 2021-04-10 03:29:45,834 INFO : TRAIN, epoch=0055, iter=00190/00196, fetch data time cost=1.87ms, fps=1975 images/s, loss=0.2562, top1-acc=91.94%, top5-acc=99.58%, remaining_time=0:00:00.785628, arrival_time=2021-04-10 03:29:46.620105, cost_time=0:00:24.878272 2021-04-10 03:29:46,537 INFO : TRAIN, epoch=0055, iter=00196/00196, fetch data time cost=1.31ms, fps=1936 images/s, loss=0.2563, top1-acc=91.94%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-10 03:29:46.537519, cost_time=0:00:25.581433 2021-04-10 03:29:47,040 INFO : EVAL, epoch=0055, iter=00010/00040, fetch data time cost=0.40ms, fps=5100 images/s, loss=0.7199, top1-acc=78.40%, top5-acc=98.48%, remaining_time=0:00:01.506000, arrival_time=2021-04-10 03:29:48.546861, cost_time=0:00:00.501995 2021-04-10 03:29:47,468 INFO : EVAL, epoch=0055, iter=00020/00040, fetch data time cost=1.26ms, fps=6000 images/s, loss=0.7144, top1-acc=78.28%, top5-acc=98.61%, remaining_time=0:00:00.929220, arrival_time=2021-04-10 03:29:48.397251, cost_time=0:00:00.929216 2021-04-10 03:29:47,891 INFO : EVAL, epoch=0055, iter=00030/00040, fetch data time cost=1.73ms, fps=6047 images/s, loss=0.6834, top1-acc=79.17%, top5-acc=98.66%, remaining_time=0:00:00.450980, arrival_time=2021-04-10 03:29:48.342780, cost_time=0:00:01.352932 2021-04-10 03:29:48,281 INFO : EVAL, epoch=0055, iter=00040/00040, fetch data time cost=0.09ms, fps=5959 images/s, loss=0.6847, top1-acc=79.32%, top5-acc=98.68%, remaining_time=0:00:00, arrival_time=2021-04-10 03:29:48.281590, cost_time=0:00:01.742795 2021-04-10 03:29:49,067 INFO : Epoch=0055 complete, best val top1-acc=86.19%, top5-acc=98.80% (epoch=53), remaining_time=1:08:34.149380, arrival_time=2021-04-10 04:38:23.217247, cost_time=0:26:00.539426 2021-04-10 03:29:49,068 INFO : Train start, epoch=0056, lr=0.082472 2021-04-10 03:29:50,545 INFO : TRAIN, epoch=0056, iter=00010/00196, fetch data time cost=1.93ms, fps=1733 images/s, loss=0.2662, top1-acc=90.55%, top5-acc=99.57%, remaining_time=0:00:27.474804, arrival_time=2021-04-10 03:30:18.020484, cost_time=0:00:01.477141 2021-04-10 03:29:51,841 INFO : TRAIN, epoch=0056, iter=00020/00196, fetch data time cost=1.42ms, fps=1976 images/s, loss=0.2604, top1-acc=90.96%, top5-acc=99.65%, remaining_time=0:00:24.405040, arrival_time=2021-04-10 03:30:16.246922, cost_time=0:00:02.773304 2021-04-10 03:29:53,135 INFO : TRAIN, epoch=0056, iter=00030/00196, fetch data time cost=1.62ms, fps=1979 images/s, loss=0.2424, top1-acc=91.90%, top5-acc=99.69%, remaining_time=0:00:22.504786, arrival_time=2021-04-10 03:30:15.640462, cost_time=0:00:04.067134 2021-04-10 03:29:54,434 INFO : TRAIN, epoch=0056, iter=00040/00196, fetch data time cost=1.49ms, fps=1972 images/s, loss=0.2405, top1-acc=91.92%, top5-acc=99.66%, remaining_time=0:00:20.927088, arrival_time=2021-04-10 03:30:15.361629, cost_time=0:00:05.365928 2021-04-10 03:29:55,724 INFO : TRAIN, epoch=0056, iter=00050/00196, fetch data time cost=1.46ms, fps=1986 images/s, loss=0.2351, top1-acc=92.10%, top5-acc=99.65%, remaining_time=0:00:19.434498, arrival_time=2021-04-10 03:30:15.158693, cost_time=0:00:06.655642 2021-04-10 03:29:57,013 INFO : TRAIN, epoch=0056, iter=00060/00196, fetch data time cost=1.61ms, fps=1986 images/s, loss=0.2343, top1-acc=92.14%, top5-acc=99.65%, remaining_time=0:00:18.009392, arrival_time=2021-04-10 03:30:15.023249, cost_time=0:00:07.945318 2021-04-10 03:29:58,304 INFO : TRAIN, epoch=0056, iter=00070/00196, fetch data time cost=1.55ms, fps=1985 images/s, loss=0.2372, top1-acc=92.18%, top5-acc=99.64%, remaining_time=0:00:16.624314, arrival_time=2021-04-10 03:30:14.928611, cost_time=0:00:09.235702 2021-04-10 03:29:59,600 INFO : TRAIN, epoch=0056, iter=00080/00196, fetch data time cost=1.37ms, fps=1976 images/s, loss=0.2405, top1-acc=92.12%, top5-acc=99.66%, remaining_time=0:00:15.271052, arrival_time=2021-04-10 03:30:14.871341, cost_time=0:00:10.531735 2021-04-10 03:30:00,896 INFO : TRAIN, epoch=0056, iter=00090/00196, fetch data time cost=1.52ms, fps=1976 images/s, loss=0.2454, top1-acc=91.97%, top5-acc=99.61%, remaining_time=0:00:13.930626, arrival_time=2021-04-10 03:30:14.827158, cost_time=0:00:11.827914 2021-04-10 03:30:02,189 INFO : TRAIN, epoch=0056, iter=00100/00196, fetch data time cost=1.45ms, fps=1981 images/s, loss=0.2485, top1-acc=91.84%, top5-acc=99.59%, remaining_time=0:00:12.595872, arrival_time=2021-04-10 03:30:14.785125, cost_time=0:00:13.120715 2021-04-10 03:30:03,483 INFO : TRAIN, epoch=0056, iter=00110/00196, fetch data time cost=1.44ms, fps=1979 images/s, loss=0.2516, top1-acc=91.77%, top5-acc=99.59%, remaining_time=0:00:11.269870, arrival_time=2021-04-10 03:30:14.753402, cost_time=0:00:14.414991 2021-04-10 03:30:04,786 INFO : TRAIN, epoch=0056, iter=00120/00196, fetch data time cost=1.36ms, fps=1966 images/s, loss=0.2518, top1-acc=91.75%, top5-acc=99.61%, remaining_time=0:00:09.954556, arrival_time=2021-04-10 03:30:14.740773, cost_time=0:00:15.717687 2021-04-10 03:30:06,086 INFO : TRAIN, epoch=0056, iter=00130/00196, fetch data time cost=2.40ms, fps=1970 images/s, loss=0.2535, top1-acc=91.73%, top5-acc=99.59%, remaining_time=0:00:08.639796, arrival_time=2021-04-10 03:30:14.726229, cost_time=0:00:17.017835 2021-04-10 03:30:07,386 INFO : TRAIN, epoch=0056, iter=00140/00196, fetch data time cost=1.46ms, fps=1970 images/s, loss=0.2520, top1-acc=91.83%, top5-acc=99.60%, remaining_time=0:00:07.327152, arrival_time=2021-04-10 03:30:14.713693, cost_time=0:00:18.317944 2021-04-10 03:30:08,687 INFO : TRAIN, epoch=0056, iter=00150/00196, fetch data time cost=1.44ms, fps=1969 images/s, loss=0.2518, top1-acc=91.83%, top5-acc=99.61%, remaining_time=0:00:06.016386, arrival_time=2021-04-10 03:30:14.703544, cost_time=0:00:19.618620 2021-04-10 03:30:09,982 INFO : TRAIN, epoch=0056, iter=00160/00196, fetch data time cost=1.61ms, fps=1976 images/s, loss=0.2521, top1-acc=91.81%, top5-acc=99.60%, remaining_time=0:00:04.705740, arrival_time=2021-04-10 03:30:14.688667, cost_time=0:00:20.914393 2021-04-10 03:30:11,291 INFO : TRAIN, epoch=0056, iter=00170/00196, fetch data time cost=1.61ms, fps=1957 images/s, loss=0.2526, top1-acc=91.79%, top5-acc=99.60%, remaining_time=0:00:03.398746, arrival_time=2021-04-10 03:30:14.689919, cost_time=0:00:22.222559 2021-04-10 03:30:12,595 INFO : TRAIN, epoch=0056, iter=00180/00196, fetch data time cost=1.53ms, fps=1964 images/s, loss=0.2533, top1-acc=91.79%, top5-acc=99.61%, remaining_time=0:00:02.091248, arrival_time=2021-04-10 03:30:14.686304, cost_time=0:00:23.526487 2021-04-10 03:30:13,894 INFO : TRAIN, epoch=0056, iter=00190/00196, fetch data time cost=1.28ms, fps=1971 images/s, loss=0.2541, top1-acc=91.77%, top5-acc=99.61%, remaining_time=0:00:00.783978, arrival_time=2021-04-10 03:30:14.678488, cost_time=0:00:24.825903 2021-04-10 03:30:14,591 INFO : TRAIN, epoch=0056, iter=00196/00196, fetch data time cost=1.40ms, fps=1952 images/s, loss=0.2533, top1-acc=91.78%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-10 03:30:14.591836, cost_time=0:00:25.523310 2021-04-10 03:30:15,182 INFO : EVAL, epoch=0056, iter=00010/00040, fetch data time cost=0.30ms, fps=4671 images/s, loss=0.5588, top1-acc=83.40%, top5-acc=98.75%, remaining_time=0:00:01.644120, arrival_time=2021-04-10 03:30:16.826329, cost_time=0:00:00.548045 2021-04-10 03:30:15,601 INFO : EVAL, epoch=0056, iter=00020/00040, fetch data time cost=2.73ms, fps=6107 images/s, loss=0.5559, top1-acc=83.69%, top5-acc=98.77%, remaining_time=0:00:00.967700, arrival_time=2021-04-10 03:30:16.569539, cost_time=0:00:00.967702 2021-04-10 03:30:16,022 INFO : EVAL, epoch=0056, iter=00030/00040, fetch data time cost=1.26ms, fps=6094 images/s, loss=0.5615, top1-acc=83.48%, top5-acc=98.75%, remaining_time=0:00:00.462700, arrival_time=2021-04-10 03:30:16.484927, cost_time=0:00:01.388103 2021-04-10 03:30:16,408 INFO : EVAL, epoch=0056, iter=00040/00040, fetch data time cost=0.08ms, fps=6018 images/s, loss=0.5498, top1-acc=83.93%, top5-acc=98.82%, remaining_time=0:00:00, arrival_time=2021-04-10 03:30:16.408051, cost_time=0:00:01.773949 2021-04-10 03:30:17,488 INFO : Epoch=0056 complete, best val top1-acc=86.19%, top5-acc=98.80% (epoch=53), remaining_time=1:08:05.897904, arrival_time=2021-04-10 04:38:23.386656, cost_time=0:26:28.960315 2021-04-10 03:30:17,489 INFO : Train start, epoch=0057, lr=0.081871 2021-04-10 03:30:18,964 INFO : TRAIN, epoch=0057, iter=00010/00196, fetch data time cost=0.25ms, fps=1736 images/s, loss=0.2231, top1-acc=93.09%, top5-acc=99.84%, remaining_time=0:00:27.432954, arrival_time=2021-04-10 03:30:46.397280, cost_time=0:00:01.474887 2021-04-10 03:30:20,260 INFO : TRAIN, epoch=0057, iter=00020/00196, fetch data time cost=1.38ms, fps=1977 images/s, loss=0.2244, top1-acc=92.79%, top5-acc=99.84%, remaining_time=0:00:24.379344, arrival_time=2021-04-10 03:30:44.639430, cost_time=0:00:02.770381 2021-04-10 03:30:21,562 INFO : TRAIN, epoch=0057, iter=00030/00196, fetch data time cost=1.55ms, fps=1967 images/s, loss=0.2311, top1-acc=92.57%, top5-acc=99.77%, remaining_time=0:00:22.539148, arrival_time=2021-04-10 03:30:44.101911, cost_time=0:00:04.073334 2021-04-10 03:30:22,859 INFO : TRAIN, epoch=0057, iter=00040/00196, fetch data time cost=1.44ms, fps=1975 images/s, loss=0.2337, top1-acc=92.57%, top5-acc=99.70%, remaining_time=0:00:20.943312, arrival_time=2021-04-10 03:30:43.802819, cost_time=0:00:05.370076 2021-04-10 03:30:24,157 INFO : TRAIN, epoch=0057, iter=00050/00196, fetch data time cost=1.45ms, fps=1973 images/s, loss=0.2409, top1-acc=92.41%, top5-acc=99.68%, remaining_time=0:00:19.470122, arrival_time=2021-04-10 03:30:43.627388, cost_time=0:00:06.667838 2021-04-10 03:30:25,461 INFO : TRAIN, epoch=0057, iter=00060/00196, fetch data time cost=2.15ms, fps=1964 images/s, loss=0.2391, top1-acc=92.40%, top5-acc=99.67%, remaining_time=0:00:18.069912, arrival_time=2021-04-10 03:30:43.531361, cost_time=0:00:07.971992 2021-04-10 03:30:26,761 INFO : TRAIN, epoch=0057, iter=00070/00196, fetch data time cost=1.92ms, fps=1970 images/s, loss=0.2413, top1-acc=92.33%, top5-acc=99.66%, remaining_time=0:00:16.689834, arrival_time=2021-04-10 03:30:43.451410, cost_time=0:00:09.272150 2021-04-10 03:30:28,060 INFO : TRAIN, epoch=0057, iter=00080/00196, fetch data time cost=1.53ms, fps=1972 images/s, loss=0.2419, top1-acc=92.36%, top5-acc=99.66%, remaining_time=0:00:15.327660, arrival_time=2021-04-10 03:30:43.387881, cost_time=0:00:10.570795 2021-04-10 03:30:29,356 INFO : TRAIN, epoch=0057, iter=00090/00196, fetch data time cost=2.02ms, fps=1976 images/s, loss=0.2446, top1-acc=92.33%, top5-acc=99.63%, remaining_time=0:00:13.976736, arrival_time=2021-04-10 03:30:43.333251, cost_time=0:00:11.867074 2021-04-10 03:30:30,655 INFO : TRAIN, epoch=0057, iter=00100/00196, fetch data time cost=1.47ms, fps=1972 images/s, loss=0.2457, top1-acc=92.29%, top5-acc=99.63%, remaining_time=0:00:12.639072, arrival_time=2021-04-10 03:30:43.294347, cost_time=0:00:13.165654 2021-04-10 03:30:31,950 INFO : TRAIN, epoch=0057, iter=00110/00196, fetch data time cost=1.38ms, fps=1978 images/s, loss=0.2451, top1-acc=92.30%, top5-acc=99.63%, remaining_time=0:00:11.305818, arrival_time=2021-04-10 03:30:43.256211, cost_time=0:00:14.460976 2021-04-10 03:30:33,250 INFO : TRAIN, epoch=0057, iter=00120/00196, fetch data time cost=2.17ms, fps=1969 images/s, loss=0.2458, top1-acc=92.25%, top5-acc=99.63%, remaining_time=0:00:09.982144, arrival_time=2021-04-10 03:30:43.232808, cost_time=0:00:15.761234 2021-04-10 03:30:34,549 INFO : TRAIN, epoch=0057, iter=00130/00196, fetch data time cost=1.78ms, fps=1972 images/s, loss=0.2467, top1-acc=92.20%, top5-acc=99.63%, remaining_time=0:00:08.661246, arrival_time=2021-04-10 03:30:43.210728, cost_time=0:00:17.060012 2021-04-10 03:30:35,845 INFO : TRAIN, epoch=0057, iter=00140/00196, fetch data time cost=1.67ms, fps=1976 images/s, loss=0.2459, top1-acc=92.22%, top5-acc=99.63%, remaining_time=0:00:07.342384, arrival_time=2021-04-10 03:30:43.187886, cost_time=0:00:18.355994 2021-04-10 03:30:37,148 INFO : TRAIN, epoch=0057, iter=00150/00196, fetch data time cost=1.47ms, fps=1965 images/s, loss=0.2461, top1-acc=92.23%, top5-acc=99.63%, remaining_time=0:00:06.028852, arrival_time=2021-04-10 03:30:43.177554, cost_time=0:00:19.659272 2021-04-10 03:30:38,446 INFO : TRAIN, epoch=0057, iter=00160/00196, fetch data time cost=2.12ms, fps=1973 images/s, loss=0.2474, top1-acc=92.17%, top5-acc=99.61%, remaining_time=0:00:04.715352, arrival_time=2021-04-10 03:30:43.161884, cost_time=0:00:20.957058 2021-04-10 03:30:39,744 INFO : TRAIN, epoch=0057, iter=00170/00196, fetch data time cost=1.88ms, fps=1973 images/s, loss=0.2469, top1-acc=92.19%, top5-acc=99.62%, remaining_time=0:00:03.403764, arrival_time=2021-04-10 03:30:43.148619, cost_time=0:00:22.255425 2021-04-10 03:30:41,044 INFO : TRAIN, epoch=0057, iter=00180/00196, fetch data time cost=2.09ms, fps=1971 images/s, loss=0.2462, top1-acc=92.22%, top5-acc=99.61%, remaining_time=0:00:02.093744, arrival_time=2021-04-10 03:30:43.137727, cost_time=0:00:23.554560 2021-04-10 03:30:42,344 INFO : TRAIN, epoch=0057, iter=00190/00196, fetch data time cost=1.38ms, fps=1969 images/s, loss=0.2461, top1-acc=92.22%, top5-acc=99.61%, remaining_time=0:00:00.784902, arrival_time=2021-04-10 03:30:43.129628, cost_time=0:00:24.855232 2021-04-10 03:30:43,043 INFO : TRAIN, epoch=0057, iter=00196/00196, fetch data time cost=1.24ms, fps=1948 images/s, loss=0.2452, top1-acc=92.23%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-10 03:30:43.043260, cost_time=0:00:25.553831 2021-04-10 03:30:43,594 INFO : EVAL, epoch=0057, iter=00010/00040, fetch data time cost=0.21ms, fps=4652 images/s, loss=0.7417, top1-acc=80.47%, top5-acc=98.55%, remaining_time=0:00:01.650930, arrival_time=2021-04-10 03:30:45.245613, cost_time=0:00:00.550306 2021-04-10 03:30:44,022 INFO : EVAL, epoch=0057, iter=00020/00040, fetch data time cost=1.36ms, fps=5997 images/s, loss=0.7704, top1-acc=80.04%, top5-acc=98.46%, remaining_time=0:00:00.977600, arrival_time=2021-04-10 03:30:44.999596, cost_time=0:00:00.977605 2021-04-10 03:30:44,452 INFO : EVAL, epoch=0057, iter=00030/00040, fetch data time cost=1.91ms, fps=5954 images/s, loss=0.7727, top1-acc=80.10%, top5-acc=98.37%, remaining_time=0:00:00.469350, arrival_time=2021-04-10 03:30:44.921790, cost_time=0:00:01.408056 2021-04-10 03:30:44,840 INFO : EVAL, epoch=0057, iter=00040/00040, fetch data time cost=0.09ms, fps=5987 images/s, loss=0.7888, top1-acc=79.80%, top5-acc=98.38%, remaining_time=0:00:00, arrival_time=2021-04-10 03:30:44.840287, cost_time=0:00:01.795955 2021-04-10 03:30:45,640 INFO : Epoch=0057 complete, best val top1-acc=86.19%, top5-acc=98.80% (epoch=53), remaining_time=1:07:36.965055, arrival_time=2021-04-10 04:38:22.605468, cost_time=0:26:57.111949 2021-04-10 03:30:45,641 INFO : Train start, epoch=0058, lr=0.081262 2021-04-10 03:30:47,092 INFO : TRAIN, epoch=0058, iter=00010/00196, fetch data time cost=1.40ms, fps=1764 images/s, loss=0.2591, top1-acc=92.27%, top5-acc=99.41%, remaining_time=0:00:26.995296, arrival_time=2021-04-10 03:31:14.088066, cost_time=0:00:01.451358 2021-04-10 03:30:48,398 INFO : TRAIN, epoch=0058, iter=00020/00196, fetch data time cost=1.53ms, fps=1961 images/s, loss=0.2537, top1-acc=92.15%, top5-acc=99.53%, remaining_time=0:00:24.264768, arrival_time=2021-04-10 03:31:12.663615, cost_time=0:00:02.757367 2021-04-10 03:30:49,696 INFO : TRAIN, epoch=0058, iter=00030/00196, fetch data time cost=1.56ms, fps=1974 images/s, loss=0.2503, top1-acc=92.19%, top5-acc=99.54%, remaining_time=0:00:22.438552, arrival_time=2021-04-10 03:31:12.135156, cost_time=0:00:04.055148 2021-04-10 03:30:50,999 INFO : TRAIN, epoch=0058, iter=00040/00196, fetch data time cost=1.86ms, fps=1966 images/s, loss=0.2464, top1-acc=92.15%, top5-acc=99.55%, remaining_time=0:00:20.894484, arrival_time=2021-04-10 03:31:11.893480, cost_time=0:00:05.357557 2021-04-10 03:30:52,302 INFO : TRAIN, epoch=0058, iter=00050/00196, fetch data time cost=2.00ms, fps=1965 images/s, loss=0.2411, top1-acc=92.30%, top5-acc=99.58%, remaining_time=0:00:19.449390, arrival_time=2021-04-10 03:31:11.751565, cost_time=0:00:06.660726 2021-04-10 03:30:53,599 INFO : TRAIN, epoch=0058, iter=00060/00196, fetch data time cost=1.41ms, fps=1974 images/s, loss=0.2435, top1-acc=92.14%, top5-acc=99.60%, remaining_time=0:00:18.037816, arrival_time=2021-04-10 03:31:11.637071, cost_time=0:00:07.957839 2021-04-10 03:30:54,899 INFO : TRAIN, epoch=0058, iter=00070/00196, fetch data time cost=1.47ms, fps=1970 images/s, loss=0.2402, top1-acc=92.26%, top5-acc=99.62%, remaining_time=0:00:16.664634, arrival_time=2021-04-10 03:31:11.564185, cost_time=0:00:09.258099 2021-04-10 03:30:56,200 INFO : TRAIN, epoch=0058, iter=00080/00196, fetch data time cost=1.58ms, fps=1968 images/s, loss=0.2370, top1-acc=92.39%, top5-acc=99.64%, remaining_time=0:00:15.311072, arrival_time=2021-04-10 03:31:11.511909, cost_time=0:00:10.559357 2021-04-10 03:30:57,499 INFO : TRAIN, epoch=0058, iter=00090/00196, fetch data time cost=1.45ms, fps=1973 images/s, loss=0.2386, top1-acc=92.37%, top5-acc=99.65%, remaining_time=0:00:13.965712, arrival_time=2021-04-10 03:31:11.464790, cost_time=0:00:11.857674 2021-04-10 03:30:58,797 INFO : TRAIN, epoch=0058, iter=00100/00196, fetch data time cost=2.05ms, fps=1973 images/s, loss=0.2400, top1-acc=92.33%, top5-acc=99.64%, remaining_time=0:00:12.629472, arrival_time=2021-04-10 03:31:11.426582, cost_time=0:00:13.155666 2021-04-10 03:31:00,096 INFO : TRAIN, epoch=0058, iter=00110/00196, fetch data time cost=1.97ms, fps=1970 images/s, loss=0.2443, top1-acc=92.22%, top5-acc=99.59%, remaining_time=0:00:11.301518, arrival_time=2021-04-10 03:31:11.398414, cost_time=0:00:14.455455 2021-04-10 03:31:01,407 INFO : TRAIN, epoch=0058, iter=00120/00196, fetch data time cost=1.40ms, fps=1954 images/s, loss=0.2451, top1-acc=92.22%, top5-acc=99.59%, remaining_time=0:00:09.985184, arrival_time=2021-04-10 03:31:11.392632, cost_time=0:00:15.766039 2021-04-10 03:31:02,705 INFO : TRAIN, epoch=0058, iter=00130/00196, fetch data time cost=1.87ms, fps=1973 images/s, loss=0.2449, top1-acc=92.19%, top5-acc=99.58%, remaining_time=0:00:08.663094, arrival_time=2021-04-10 03:31:11.368262, cost_time=0:00:17.063722 2021-04-10 03:31:04,007 INFO : TRAIN, epoch=0058, iter=00140/00196, fetch data time cost=1.40ms, fps=1966 images/s, loss=0.2437, top1-acc=92.24%, top5-acc=99.58%, remaining_time=0:00:07.346584, arrival_time=2021-04-10 03:31:11.354497, cost_time=0:00:18.366516 2021-04-10 03:31:05,301 INFO : TRAIN, epoch=0058, iter=00150/00196, fetch data time cost=1.61ms, fps=1979 images/s, loss=0.2448, top1-acc=92.20%, top5-acc=99.58%, remaining_time=0:00:06.029174, arrival_time=2021-04-10 03:31:11.330884, cost_time=0:00:19.660307 2021-04-10 03:31:06,620 INFO : TRAIN, epoch=0058, iter=00160/00196, fetch data time cost=1.41ms, fps=1942 images/s, loss=0.2457, top1-acc=92.15%, top5-acc=99.58%, remaining_time=0:00:04.720320, arrival_time=2021-04-10 03:31:11.340999, cost_time=0:00:20.979196 2021-04-10 03:31:07,917 INFO : TRAIN, epoch=0058, iter=00170/00196, fetch data time cost=1.97ms, fps=1974 images/s, loss=0.2467, top1-acc=92.15%, top5-acc=99.57%, remaining_time=0:00:03.406988, arrival_time=2021-04-10 03:31:11.324858, cost_time=0:00:22.276418 2021-04-10 03:31:09,218 INFO : TRAIN, epoch=0058, iter=00180/00196, fetch data time cost=1.58ms, fps=1969 images/s, loss=0.2485, top1-acc=92.11%, top5-acc=99.57%, remaining_time=0:00:02.095760, arrival_time=2021-04-10 03:31:11.314519, cost_time=0:00:23.577359 2021-04-10 03:31:10,519 INFO : TRAIN, epoch=0058, iter=00190/00196, fetch data time cost=1.27ms, fps=1970 images/s, loss=0.2493, top1-acc=92.07%, top5-acc=99.55%, remaining_time=0:00:00.785610, arrival_time=2021-04-10 03:31:11.304589, cost_time=0:00:24.877573 2021-04-10 03:31:11,225 INFO : TRAIN, epoch=0058, iter=00196/00196, fetch data time cost=1.36ms, fps=1925 images/s, loss=0.2511, top1-acc=92.01%, top5-acc=99.54%, remaining_time=0:00:00, arrival_time=2021-04-10 03:31:11.225707, cost_time=0:00:25.584304 2021-04-10 03:31:11,734 INFO : EVAL, epoch=0058, iter=00010/00040, fetch data time cost=0.23ms, fps=5047 images/s, loss=0.5764, top1-acc=83.63%, top5-acc=98.79%, remaining_time=0:00:01.521480, arrival_time=2021-04-10 03:31:13.255423, cost_time=0:00:00.507162 2021-04-10 03:31:12,164 INFO : EVAL, epoch=0058, iter=00020/00040, fetch data time cost=1.81ms, fps=5951 images/s, loss=0.5648, top1-acc=83.89%, top5-acc=98.67%, remaining_time=0:00:00.937840, arrival_time=2021-04-10 03:31:13.102593, cost_time=0:00:00.937848 2021-04-10 03:31:12,596 INFO : EVAL, epoch=0058, iter=00030/00040, fetch data time cost=1.93ms, fps=5948 images/s, loss=0.5465, top1-acc=84.08%, top5-acc=98.68%, remaining_time=0:00:00.456420, arrival_time=2021-04-10 03:31:13.052467, cost_time=0:00:01.369256 2021-04-10 03:31:12,983 INFO : EVAL, epoch=0058, iter=00040/00040, fetch data time cost=0.07ms, fps=5990 images/s, loss=0.5442, top1-acc=83.77%, top5-acc=98.65%, remaining_time=0:00:00, arrival_time=2021-04-10 03:31:12.983795, cost_time=0:00:01.757089 2021-04-10 03:31:13,773 INFO : Epoch=0058 complete, best val top1-acc=86.19%, top5-acc=98.80% (epoch=53), remaining_time=1:07:08.013038, arrival_time=2021-04-10 04:38:21.786252, cost_time=0:27:25.244748 2021-04-10 03:31:13,774 INFO : Train start, epoch=0059, lr=0.080645 2021-04-10 03:31:15,228 INFO : TRAIN, epoch=0059, iter=00010/00196, fetch data time cost=0.46ms, fps=1760 images/s, loss=0.2348, top1-acc=92.46%, top5-acc=99.73%, remaining_time=0:00:27.050724, arrival_time=2021-04-10 03:31:42.279280, cost_time=0:00:01.454337 2021-04-10 03:31:16,521 INFO : TRAIN, epoch=0059, iter=00020/00196, fetch data time cost=1.60ms, fps=1980 images/s, loss=0.2239, top1-acc=92.89%, top5-acc=99.73%, remaining_time=0:00:24.179584, arrival_time=2021-04-10 03:31:40.701461, cost_time=0:00:02.747674 2021-04-10 03:31:17,819 INFO : TRAIN, epoch=0059, iter=00030/00196, fetch data time cost=1.40ms, fps=1973 images/s, loss=0.2235, top1-acc=92.88%, top5-acc=99.70%, remaining_time=0:00:22.385432, arrival_time=2021-04-10 03:31:40.205191, cost_time=0:00:04.045559 2021-04-10 03:31:19,119 INFO : TRAIN, epoch=0059, iter=00040/00196, fetch data time cost=1.88ms, fps=1970 images/s, loss=0.2301, top1-acc=92.81%, top5-acc=99.61%, remaining_time=0:00:20.847216, arrival_time=2021-04-10 03:31:39.966941, cost_time=0:00:05.345456 2021-04-10 03:31:20,420 INFO : TRAIN, epoch=0059, iter=00050/00196, fetch data time cost=1.88ms, fps=1969 images/s, loss=0.2344, top1-acc=92.66%, top5-acc=99.57%, remaining_time=0:00:19.407634, arrival_time=2021-04-10 03:31:39.828349, cost_time=0:00:06.646462 2021-04-10 03:31:21,724 INFO : TRAIN, epoch=0059, iter=00060/00196, fetch data time cost=1.82ms, fps=1964 images/s, loss=0.2339, top1-acc=92.71%, top5-acc=99.56%, remaining_time=0:00:18.020816, arrival_time=2021-04-10 03:31:39.745388, cost_time=0:00:07.950361 2021-04-10 03:31:23,016 INFO : TRAIN, epoch=0059, iter=00070/00196, fetch data time cost=1.48ms, fps=1982 images/s, loss=0.2367, top1-acc=92.65%, top5-acc=99.58%, remaining_time=0:00:16.635780, arrival_time=2021-04-10 03:31:39.652116, cost_time=0:00:09.242129 2021-04-10 03:31:24,319 INFO : TRAIN, epoch=0059, iter=00080/00196, fetch data time cost=1.99ms, fps=1966 images/s, loss=0.2383, top1-acc=92.64%, top5-acc=99.59%, remaining_time=0:00:15.290076, arrival_time=2021-04-10 03:31:39.609211, cost_time=0:00:10.544885 2021-04-10 03:31:25,616 INFO : TRAIN, epoch=0059, iter=00090/00196, fetch data time cost=2.00ms, fps=1975 images/s, loss=0.2333, top1-acc=92.77%, top5-acc=99.61%, remaining_time=0:00:13.946844, arrival_time=2021-04-10 03:31:39.562794, cost_time=0:00:11.841680 2021-04-10 03:31:26,917 INFO : TRAIN, epoch=0059, iter=00100/00196, fetch data time cost=1.36ms, fps=1968 images/s, loss=0.2352, top1-acc=92.68%, top5-acc=99.61%, remaining_time=0:00:12.617088, arrival_time=2021-04-10 03:31:39.534046, cost_time=0:00:13.142754 2021-04-10 03:31:28,212 INFO : TRAIN, epoch=0059, iter=00110/00196, fetch data time cost=1.76ms, fps=1977 images/s, loss=0.2374, top1-acc=92.61%, top5-acc=99.61%, remaining_time=0:00:11.287672, arrival_time=2021-04-10 03:31:39.499632, cost_time=0:00:14.437757 2021-04-10 03:31:29,505 INFO : TRAIN, epoch=0059, iter=00120/00196, fetch data time cost=1.46ms, fps=1980 images/s, loss=0.2358, top1-acc=92.67%, top5-acc=99.61%, remaining_time=0:00:09.962992, arrival_time=2021-04-10 03:31:39.468231, cost_time=0:00:15.731001 2021-04-10 03:31:30,799 INFO : TRAIN, epoch=0059, iter=00130/00196, fetch data time cost=1.42ms, fps=1979 images/s, loss=0.2358, top1-acc=92.69%, top5-acc=99.60%, remaining_time=0:00:08.643624, arrival_time=2021-04-10 03:31:39.443262, cost_time=0:00:17.025384 2021-04-10 03:31:32,093 INFO : TRAIN, epoch=0059, iter=00140/00196, fetch data time cost=1.67ms, fps=1980 images/s, loss=0.2380, top1-acc=92.60%, top5-acc=99.61%, remaining_time=0:00:07.327600, arrival_time=2021-04-10 03:31:39.420780, cost_time=0:00:18.318935 2021-04-10 03:31:33,390 INFO : TRAIN, epoch=0059, iter=00150/00196, fetch data time cost=1.52ms, fps=1975 images/s, loss=0.2393, top1-acc=92.54%, top5-acc=99.60%, remaining_time=0:00:06.015558, arrival_time=2021-04-10 03:31:39.405722, cost_time=0:00:19.615876 2021-04-10 03:31:34,687 INFO : TRAIN, epoch=0059, iter=00160/00196, fetch data time cost=1.60ms, fps=1973 images/s, loss=0.2390, top1-acc=92.54%, top5-acc=99.61%, remaining_time=0:00:04.705596, arrival_time=2021-04-10 03:31:39.393491, cost_time=0:00:20.913690 2021-04-10 03:31:35,980 INFO : TRAIN, epoch=0059, iter=00170/00196, fetch data time cost=1.60ms, fps=1982 images/s, loss=0.2399, top1-acc=92.49%, top5-acc=99.61%, remaining_time=0:00:03.396172, arrival_time=2021-04-10 03:31:39.376150, cost_time=0:00:22.205776 2021-04-10 03:31:37,276 INFO : TRAIN, epoch=0059, iter=00180/00196, fetch data time cost=1.48ms, fps=1975 images/s, loss=0.2408, top1-acc=92.45%, top5-acc=99.61%, remaining_time=0:00:02.089120, arrival_time=2021-04-10 03:31:39.366008, cost_time=0:00:23.502685 2021-04-10 03:31:38,579 INFO : TRAIN, epoch=0059, iter=00190/00196, fetch data time cost=1.35ms, fps=1967 images/s, loss=0.2407, top1-acc=92.46%, top5-acc=99.61%, remaining_time=0:00:00.783312, arrival_time=2021-04-10 03:31:39.362502, cost_time=0:00:24.804889 2021-04-10 03:31:39,278 INFO : TRAIN, epoch=0059, iter=00196/00196, fetch data time cost=1.48ms, fps=1946 images/s, loss=0.2397, top1-acc=92.48%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-10 03:31:39.278705, cost_time=0:00:25.504503 2021-04-10 03:31:39,785 INFO : EVAL, epoch=0059, iter=00010/00040, fetch data time cost=0.43ms, fps=5058 images/s, loss=0.5691, top1-acc=84.37%, top5-acc=99.18%, remaining_time=0:00:01.518210, arrival_time=2021-04-10 03:31:41.304089, cost_time=0:00:00.506072 2021-04-10 03:31:40,213 INFO : EVAL, epoch=0059, iter=00020/00040, fetch data time cost=2.08ms, fps=5995 images/s, loss=0.5769, top1-acc=83.79%, top5-acc=99.02%, remaining_time=0:00:00.933600, arrival_time=2021-04-10 03:31:41.147101, cost_time=0:00:00.933604 2021-04-10 03:31:40,650 INFO : EVAL, epoch=0059, iter=00030/00040, fetch data time cost=2.05ms, fps=5864 images/s, loss=0.5877, top1-acc=83.49%, top5-acc=99.04%, remaining_time=0:00:00.456970, arrival_time=2021-04-10 03:31:41.107651, cost_time=0:00:01.370912 2021-04-10 03:31:41,042 INFO : EVAL, epoch=0059, iter=00040/00040, fetch data time cost=0.12ms, fps=5929 images/s, loss=0.5755, top1-acc=83.51%, top5-acc=99.06%, remaining_time=0:00:00, arrival_time=2021-04-10 03:31:41.042381, cost_time=0:00:01.762626 2021-04-10 03:31:41,836 INFO : Epoch=0059 complete, best val top1-acc=86.19%, top5-acc=98.80% (epoch=53), remaining_time=1:06:38.921868, arrival_time=2021-04-10 04:38:20.758055, cost_time=0:27:53.307718 2021-04-10 03:31:41,837 INFO : Train start, epoch=0060, lr=0.080021 2021-04-10 03:31:43,317 INFO : TRAIN, epoch=0060, iter=00010/00196, fetch data time cost=0.43ms, fps=1730 images/s, loss=0.2353, top1-acc=91.72%, top5-acc=99.65%, remaining_time=0:00:27.524466, arrival_time=2021-04-10 03:32:10.841474, cost_time=0:00:01.479810 2021-04-10 03:31:44,611 INFO : TRAIN, epoch=0060, iter=00020/00196, fetch data time cost=1.43ms, fps=1979 images/s, loss=0.2443, top1-acc=91.89%, top5-acc=99.59%, remaining_time=0:00:24.410496, arrival_time=2021-04-10 03:32:09.021585, cost_time=0:00:02.773918 2021-04-10 03:31:45,905 INFO : TRAIN, epoch=0060, iter=00030/00196, fetch data time cost=1.39ms, fps=1978 images/s, loss=0.2550, top1-acc=91.76%, top5-acc=99.57%, remaining_time=0:00:22.511094, arrival_time=2021-04-10 03:32:08.416540, cost_time=0:00:04.068276 2021-04-10 03:31:47,196 INFO : TRAIN, epoch=0060, iter=00040/00196, fetch data time cost=1.55ms, fps=1983 images/s, loss=0.2503, top1-acc=91.90%, top5-acc=99.56%, remaining_time=0:00:20.901660, arrival_time=2021-04-10 03:32:08.098219, cost_time=0:00:05.359381 2021-04-10 03:31:48,490 INFO : TRAIN, epoch=0060, iter=00050/00196, fetch data time cost=1.35ms, fps=1979 images/s, loss=0.2418, top1-acc=92.16%, top5-acc=99.59%, remaining_time=0:00:19.428220, arrival_time=2021-04-10 03:32:07.919110, cost_time=0:00:06.653525 2021-04-10 03:31:49,790 INFO : TRAIN, epoch=0060, iter=00060/00196, fetch data time cost=1.40ms, fps=1970 images/s, loss=0.2388, top1-acc=92.47%, top5-acc=99.58%, remaining_time=0:00:18.028296, arrival_time=2021-04-10 03:32:07.819139, cost_time=0:00:07.953668 2021-04-10 03:31:51,092 INFO : TRAIN, epoch=0060, iter=00070/00196, fetch data time cost=1.46ms, fps=1967 images/s, loss=0.2435, top1-acc=92.32%, top5-acc=99.58%, remaining_time=0:00:16.660224, arrival_time=2021-04-10 03:32:07.753104, cost_time=0:00:09.255712 2021-04-10 03:31:52,392 INFO : TRAIN, epoch=0060, iter=00080/00196, fetch data time cost=1.84ms, fps=1971 images/s, loss=0.2415, top1-acc=92.38%, top5-acc=99.59%, remaining_time=0:00:15.304576, arrival_time=2021-04-10 03:32:07.696637, cost_time=0:00:10.554894 2021-04-10 03:31:53,683 INFO : TRAIN, epoch=0060, iter=00090/00196, fetch data time cost=1.62ms, fps=1983 images/s, loss=0.2417, top1-acc=92.38%, top5-acc=99.60%, remaining_time=0:00:13.952674, arrival_time=2021-04-10 03:32:07.636448, cost_time=0:00:11.846577 2021-04-10 03:31:54,975 INFO : TRAIN, epoch=0060, iter=00100/00196, fetch data time cost=3.40ms, fps=1982 images/s, loss=0.2411, top1-acc=92.41%, top5-acc=99.60%, remaining_time=0:00:12.613056, arrival_time=2021-04-10 03:32:07.588918, cost_time=0:00:13.138649 2021-04-10 03:31:56,270 INFO : TRAIN, epoch=0060, iter=00110/00196, fetch data time cost=1.37ms, fps=1978 images/s, loss=0.2438, top1-acc=92.33%, top5-acc=99.59%, remaining_time=0:00:11.284490, arrival_time=2021-04-10 03:32:07.555270, cost_time=0:00:14.433613 2021-04-10 03:31:57,561 INFO : TRAIN, epoch=0060, iter=00120/00196, fetch data time cost=1.38ms, fps=1983 images/s, loss=0.2434, top1-acc=92.35%, top5-acc=99.60%, remaining_time=0:00:09.959040, arrival_time=2021-04-10 03:32:07.520988, cost_time=0:00:15.724777 2021-04-10 03:31:58,862 INFO : TRAIN, epoch=0060, iter=00130/00196, fetch data time cost=1.59ms, fps=1969 images/s, loss=0.2431, top1-acc=92.33%, top5-acc=99.59%, remaining_time=0:00:08.643492, arrival_time=2021-04-10 03:32:07.505874, cost_time=0:00:17.025011 2021-04-10 03:32:00,162 INFO : TRAIN, epoch=0060, iter=00140/00196, fetch data time cost=1.88ms, fps=1971 images/s, loss=0.2430, top1-acc=92.37%, top5-acc=99.58%, remaining_time=0:00:07.329896, arrival_time=2021-04-10 03:32:07.491865, cost_time=0:00:18.324809 2021-04-10 03:32:01,460 INFO : TRAIN, epoch=0060, iter=00150/00196, fetch data time cost=1.93ms, fps=1972 images/s, loss=0.2427, top1-acc=92.39%, top5-acc=99.58%, remaining_time=0:00:06.017904, arrival_time=2021-04-10 03:32:07.478603, cost_time=0:00:19.623525 2021-04-10 03:32:02,752 INFO : TRAIN, epoch=0060, iter=00160/00196, fetch data time cost=1.69ms, fps=1983 images/s, loss=0.2425, top1-acc=92.37%, top5-acc=99.59%, remaining_time=0:00:04.705848, arrival_time=2021-04-10 03:32:07.457934, cost_time=0:00:20.914869 2021-04-10 03:32:04,047 INFO : TRAIN, epoch=0060, iter=00170/00196, fetch data time cost=1.36ms, fps=1978 images/s, loss=0.2446, top1-acc=92.31%, top5-acc=99.58%, remaining_time=0:00:03.396796, arrival_time=2021-04-10 03:32:07.443881, cost_time=0:00:22.209890 2021-04-10 03:32:05,339 INFO : TRAIN, epoch=0060, iter=00180/00196, fetch data time cost=1.50ms, fps=1982 images/s, loss=0.2448, top1-acc=92.29%, top5-acc=99.59%, remaining_time=0:00:02.089088, arrival_time=2021-04-10 03:32:07.428563, cost_time=0:00:23.502318 2021-04-10 03:32:06,641 INFO : TRAIN, epoch=0060, iter=00190/00196, fetch data time cost=1.33ms, fps=1966 images/s, loss=0.2442, top1-acc=92.29%, top5-acc=99.59%, remaining_time=0:00:00.783300, arrival_time=2021-04-10 03:32:07.425019, cost_time=0:00:24.804547 2021-04-10 03:32:07,339 INFO : TRAIN, epoch=0060, iter=00196/00196, fetch data time cost=1.24ms, fps=1950 images/s, loss=0.2449, top1-acc=92.26%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-10 03:32:07.339716, cost_time=0:00:25.502555 2021-04-10 03:32:07,881 INFO : EVAL, epoch=0060, iter=00010/00040, fetch data time cost=0.23ms, fps=4734 images/s, loss=0.4508, top1-acc=86.45%, top5-acc=99.37%, remaining_time=0:00:01.622310, arrival_time=2021-04-10 03:32:09.503876, cost_time=0:00:00.540770 2021-04-10 03:32:08,308 INFO : EVAL, epoch=0060, iter=00020/00040, fetch data time cost=2.02ms, fps=5999 images/s, loss=0.4837, top1-acc=85.53%, top5-acc=99.20%, remaining_time=0:00:00.967980, arrival_time=2021-04-10 03:32:09.276714, cost_time=0:00:00.967984 2021-04-10 03:32:08,734 INFO : EVAL, epoch=0060, iter=00030/00040, fetch data time cost=1.75ms, fps=6021 images/s, loss=0.4736, top1-acc=85.76%, top5-acc=99.26%, remaining_time=0:00:00.464500, arrival_time=2021-04-10 03:32:09.198750, cost_time=0:00:01.393499 2021-04-10 03:32:09,121 INFO : EVAL, epoch=0060, iter=00040/00040, fetch data time cost=0.08ms, fps=5993 images/s, loss=0.4763, top1-acc=85.72%, top5-acc=99.15%, remaining_time=0:00:00, arrival_time=2021-04-10 03:32:09.121723, cost_time=0:00:01.780985 2021-04-10 03:32:09,887 INFO : Epoch=0060 complete, best val top1-acc=86.19%, top5-acc=98.80% (epoch=53), remaining_time=1:06:09.837340, arrival_time=2021-04-10 04:38:19.724666, cost_time=0:28:21.358881 2021-04-10 03:32:09,887 INFO : Train start, epoch=0061, lr=0.079389 2021-04-10 03:32:11,397 INFO : TRAIN, epoch=0061, iter=00010/00196, fetch data time cost=0.26ms, fps=1697 images/s, loss=0.2694, top1-acc=91.95%, top5-acc=99.37%, remaining_time=0:00:28.065912, arrival_time=2021-04-10 03:32:39.462917, cost_time=0:00:01.508923 2021-04-10 03:32:12,705 INFO : TRAIN, epoch=0061, iter=00020/00196, fetch data time cost=2.00ms, fps=1957 images/s, loss=0.2525, top1-acc=92.23%, top5-acc=99.37%, remaining_time=0:00:24.796112, arrival_time=2021-04-10 03:32:37.501915, cost_time=0:00:02.817742 2021-04-10 03:32:14,008 INFO : TRAIN, epoch=0061, iter=00030/00196, fetch data time cost=1.83ms, fps=1966 images/s, loss=0.2429, top1-acc=92.38%, top5-acc=99.51%, remaining_time=0:00:22.800432, arrival_time=2021-04-10 03:32:36.809020, cost_time=0:00:04.120557 2021-04-10 03:32:15,306 INFO : TRAIN, epoch=0061, iter=00040/00196, fetch data time cost=1.49ms, fps=1973 images/s, loss=0.2425, top1-acc=92.30%, top5-acc=99.57%, remaining_time=0:00:21.131760, arrival_time=2021-04-10 03:32:36.438173, cost_time=0:00:05.418406 2021-04-10 03:32:16,610 INFO : TRAIN, epoch=0061, iter=00050/00196, fetch data time cost=1.86ms, fps=1963 images/s, loss=0.2421, top1-acc=92.12%, top5-acc=99.60%, remaining_time=0:00:19.630868, arrival_time=2021-04-10 03:32:36.241781, cost_time=0:00:06.722889 2021-04-10 03:32:17,903 INFO : TRAIN, epoch=0061, iter=00060/00196, fetch data time cost=1.53ms, fps=1981 images/s, loss=0.2429, top1-acc=92.22%, top5-acc=99.58%, remaining_time=0:00:18.168512, arrival_time=2021-04-10 03:32:36.072175, cost_time=0:00:08.015500 2021-04-10 03:32:19,200 INFO : TRAIN, epoch=0061, iter=00070/00196, fetch data time cost=1.58ms, fps=1975 images/s, loss=0.2392, top1-acc=92.36%, top5-acc=99.60%, remaining_time=0:00:16.762032, arrival_time=2021-04-10 03:32:35.962273, cost_time=0:00:09.312228 2021-04-10 03:32:20,491 INFO : TRAIN, epoch=0061, iter=00080/00196, fetch data time cost=1.41ms, fps=1983 images/s, loss=0.2386, top1-acc=92.41%, top5-acc=99.61%, remaining_time=0:00:15.375336, arrival_time=2021-04-10 03:32:35.867072, cost_time=0:00:10.603713 2021-04-10 03:32:21,784 INFO : TRAIN, epoch=0061, iter=00090/00196, fetch data time cost=1.61ms, fps=1981 images/s, loss=0.2376, top1-acc=92.44%, top5-acc=99.58%, remaining_time=0:00:14.011186, arrival_time=2021-04-10 03:32:35.795536, cost_time=0:00:11.896281 2021-04-10 03:32:23,080 INFO : TRAIN, epoch=0061, iter=00100/00196, fetch data time cost=1.98ms, fps=1975 images/s, loss=0.2368, top1-acc=92.51%, top5-acc=99.58%, remaining_time=0:00:12.665088, arrival_time=2021-04-10 03:32:35.745888, cost_time=0:00:13.192778 2021-04-10 03:32:24,379 INFO : TRAIN, epoch=0061, iter=00110/00196, fetch data time cost=1.67ms, fps=1972 images/s, loss=0.2371, top1-acc=92.48%, top5-acc=99.58%, remaining_time=0:00:11.329382, arrival_time=2021-04-10 03:32:35.708485, cost_time=0:00:14.491086 2021-04-10 03:32:25,673 INFO : TRAIN, epoch=0061, iter=00120/00196, fetch data time cost=1.49ms, fps=1979 images/s, loss=0.2363, top1-acc=92.50%, top5-acc=99.59%, remaining_time=0:00:09.997192, arrival_time=2021-04-10 03:32:35.670283, cost_time=0:00:15.784999 2021-04-10 03:32:26,980 INFO : TRAIN, epoch=0061, iter=00130/00196, fetch data time cost=1.63ms, fps=1960 images/s, loss=0.2384, top1-acc=92.40%, top5-acc=99.59%, remaining_time=0:00:08.677482, arrival_time=2021-04-10 03:32:35.657526, cost_time=0:00:17.092035 2021-04-10 03:32:28,277 INFO : TRAIN, epoch=0061, iter=00140/00196, fetch data time cost=1.97ms, fps=1973 images/s, loss=0.2376, top1-acc=92.45%, top5-acc=99.60%, remaining_time=0:00:07.355992, arrival_time=2021-04-10 03:32:35.633925, cost_time=0:00:18.389919 2021-04-10 03:32:29,582 INFO : TRAIN, epoch=0061, iter=00150/00196, fetch data time cost=1.45ms, fps=1963 images/s, loss=0.2375, top1-acc=92.47%, top5-acc=99.59%, remaining_time=0:00:06.039570, arrival_time=2021-04-10 03:32:35.621914, cost_time=0:00:19.694272 2021-04-10 03:32:30,871 INFO : TRAIN, epoch=0061, iter=00160/00196, fetch data time cost=1.41ms, fps=1986 images/s, loss=0.2382, top1-acc=92.47%, top5-acc=99.59%, remaining_time=0:00:04.721364, arrival_time=2021-04-10 03:32:35.593305, cost_time=0:00:20.983912 2021-04-10 03:32:32,168 INFO : TRAIN, epoch=0061, iter=00170/00196, fetch data time cost=1.67ms, fps=1976 images/s, loss=0.2381, top1-acc=92.50%, top5-acc=99.59%, remaining_time=0:00:03.407534, arrival_time=2021-04-10 03:32:35.575647, cost_time=0:00:22.280059 2021-04-10 03:32:33,463 INFO : TRAIN, epoch=0061, iter=00180/00196, fetch data time cost=1.58ms, fps=1978 images/s, loss=0.2374, top1-acc=92.53%, top5-acc=99.59%, remaining_time=0:00:02.095568, arrival_time=2021-04-10 03:32:35.558710, cost_time=0:00:23.575128 2021-04-10 03:32:34,760 INFO : TRAIN, epoch=0061, iter=00190/00196, fetch data time cost=1.26ms, fps=1974 images/s, loss=0.2387, top1-acc=92.48%, top5-acc=99.58%, remaining_time=0:00:00.785436, arrival_time=2021-04-10 03:32:35.545782, cost_time=0:00:24.872202 2021-04-10 03:32:35,463 INFO : TRAIN, epoch=0061, iter=00196/00196, fetch data time cost=1.46ms, fps=1937 images/s, loss=0.2388, top1-acc=92.48%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-10 03:32:35.463114, cost_time=0:00:25.575090 2021-04-10 03:32:35,963 INFO : EVAL, epoch=0061, iter=00010/00040, fetch data time cost=0.21ms, fps=5127 images/s, loss=0.8149, top1-acc=77.23%, top5-acc=97.38%, remaining_time=0:00:01.497780, arrival_time=2021-04-10 03:32:37.461250, cost_time=0:00:00.499265 2021-04-10 03:32:36,396 INFO : EVAL, epoch=0061, iter=00020/00040, fetch data time cost=1.48ms, fps=5917 images/s, loss=0.7864, top1-acc=77.97%, top5-acc=97.40%, remaining_time=0:00:00.932240, arrival_time=2021-04-10 03:32:37.328752, cost_time=0:00:00.932247 2021-04-10 03:32:36,822 INFO : EVAL, epoch=0061, iter=00030/00040, fetch data time cost=1.46ms, fps=6011 images/s, loss=0.7863, top1-acc=77.84%, top5-acc=97.47%, remaining_time=0:00:00.452870, arrival_time=2021-04-10 03:32:37.275690, cost_time=0:00:01.358615 2021-04-10 03:32:37,206 INFO : EVAL, epoch=0061, iter=00040/00040, fetch data time cost=0.10ms, fps=6058 images/s, loss=0.7792, top1-acc=77.57%, top5-acc=97.54%, remaining_time=0:00:00, arrival_time=2021-04-10 03:32:37.206115, cost_time=0:00:01.741935 2021-04-10 03:32:38,002 INFO : Epoch=0061 complete, best val top1-acc=86.19%, top5-acc=98.80% (epoch=53), remaining_time=1:05:40.932587, arrival_time=2021-04-10 04:38:18.935017, cost_time=0:28:49.473984 2021-04-10 03:32:38,003 INFO : Train start, epoch=0062, lr=0.078750 2021-04-10 03:32:39,523 INFO : TRAIN, epoch=0062, iter=00010/00196, fetch data time cost=0.46ms, fps=1683 images/s, loss=0.2137, top1-acc=93.09%, top5-acc=99.84%, remaining_time=0:00:28.286880, arrival_time=2021-04-10 03:33:07.810826, cost_time=0:00:01.520801 2021-04-10 03:32:40,824 INFO : TRAIN, epoch=0062, iter=00020/00196, fetch data time cost=1.54ms, fps=1970 images/s, loss=0.2238, top1-acc=92.87%, top5-acc=99.77%, remaining_time=0:00:24.823744, arrival_time=2021-04-10 03:33:05.647767, cost_time=0:00:02.820878 2021-04-10 03:32:42,119 INFO : TRAIN, epoch=0062, iter=00030/00196, fetch data time cost=1.37ms, fps=1977 images/s, loss=0.2252, top1-acc=92.77%, top5-acc=99.78%, remaining_time=0:00:22.777026, arrival_time=2021-04-10 03:33:04.896554, cost_time=0:00:04.116341 2021-04-10 03:32:43,421 INFO : TRAIN, epoch=0062, iter=00040/00196, fetch data time cost=2.23ms, fps=1968 images/s, loss=0.2291, top1-acc=92.73%, top5-acc=99.68%, remaining_time=0:00:21.128640, arrival_time=2021-04-10 03:33:04.549570, cost_time=0:00:05.417590 2021-04-10 03:32:44,733 INFO : TRAIN, epoch=0062, iter=00050/00196, fetch data time cost=1.62ms, fps=1952 images/s, loss=0.2350, top1-acc=92.49%, top5-acc=99.63%, remaining_time=0:00:19.651308, arrival_time=2021-04-10 03:33:04.384349, cost_time=0:00:06.729892 2021-04-10 03:32:46,024 INFO : TRAIN, epoch=0062, iter=00060/00196, fetch data time cost=1.48ms, fps=1983 images/s, loss=0.2379, top1-acc=92.40%, top5-acc=99.62%, remaining_time=0:00:18.182248, arrival_time=2021-04-10 03:33:04.206949, cost_time=0:00:08.021558 2021-04-10 03:32:47,339 INFO : TRAIN, epoch=0062, iter=00070/00196, fetch data time cost=1.40ms, fps=1948 images/s, loss=0.2366, top1-acc=92.41%, top5-acc=99.62%, remaining_time=0:00:16.805250, arrival_time=2021-04-10 03:33:04.144706, cost_time=0:00:09.336261 2021-04-10 03:32:48,634 INFO : TRAIN, epoch=0062, iter=00080/00196, fetch data time cost=1.36ms, fps=1978 images/s, loss=0.2350, top1-acc=92.46%, top5-acc=99.62%, remaining_time=0:00:15.415008, arrival_time=2021-04-10 03:33:04.049227, cost_time=0:00:10.631068 2021-04-10 03:32:49,928 INFO : TRAIN, epoch=0062, iter=00090/00196, fetch data time cost=1.38ms, fps=1979 images/s, loss=0.2349, top1-acc=92.50%, top5-acc=99.62%, remaining_time=0:00:14.045106, arrival_time=2021-04-10 03:33:03.973477, cost_time=0:00:11.925090 2021-04-10 03:32:51,229 INFO : TRAIN, epoch=0062, iter=00100/00196, fetch data time cost=1.68ms, fps=1969 images/s, loss=0.2354, top1-acc=92.46%, top5-acc=99.60%, remaining_time=0:00:12.697344, arrival_time=2021-04-10 03:33:03.926869, cost_time=0:00:13.226387 2021-04-10 03:32:52,524 INFO : TRAIN, epoch=0062, iter=00110/00196, fetch data time cost=1.43ms, fps=1978 images/s, loss=0.2350, top1-acc=92.49%, top5-acc=99.61%, remaining_time=0:00:11.352688, arrival_time=2021-04-10 03:33:03.876707, cost_time=0:00:14.520872 2021-04-10 03:32:53,813 INFO : TRAIN, epoch=0062, iter=00120/00196, fetch data time cost=1.45ms, fps=1985 images/s, loss=0.2366, top1-acc=92.46%, top5-acc=99.60%, remaining_time=0:00:10.013380, arrival_time=2021-04-10 03:33:03.827157, cost_time=0:00:15.810637 2021-04-10 03:32:55,120 INFO : TRAIN, epoch=0062, iter=00130/00196, fetch data time cost=1.87ms, fps=1960 images/s, loss=0.2375, top1-acc=92.42%, top5-acc=99.61%, remaining_time=0:00:08.690352, arrival_time=2021-04-10 03:33:03.811102, cost_time=0:00:17.117352 2021-04-10 03:32:56,417 INFO : TRAIN, epoch=0062, iter=00140/00196, fetch data time cost=1.45ms, fps=1975 images/s, loss=0.2385, top1-acc=92.37%, top5-acc=99.61%, remaining_time=0:00:07.365680, arrival_time=2021-04-10 03:33:03.783020, cost_time=0:00:18.414196 2021-04-10 03:32:57,708 INFO : TRAIN, epoch=0062, iter=00150/00196, fetch data time cost=1.54ms, fps=1983 images/s, loss=0.2377, top1-acc=92.39%, top5-acc=99.61%, remaining_time=0:00:06.043020, arrival_time=2021-04-10 03:33:03.751636, cost_time=0:00:19.705455 2021-04-10 03:32:59,003 INFO : TRAIN, epoch=0062, iter=00160/00196, fetch data time cost=1.45ms, fps=1977 images/s, loss=0.2386, top1-acc=92.38%, top5-acc=99.61%, remaining_time=0:00:04.725108, arrival_time=2021-04-10 03:33:03.728730, cost_time=0:00:21.000479 2021-04-10 03:33:00,299 INFO : TRAIN, epoch=0062, iter=00170/00196, fetch data time cost=4.03ms, fps=1976 images/s, loss=0.2396, top1-acc=92.36%, top5-acc=99.60%, remaining_time=0:00:03.410082, arrival_time=2021-04-10 03:33:03.709986, cost_time=0:00:22.296666 2021-04-10 03:33:01,598 INFO : TRAIN, epoch=0062, iter=00180/00196, fetch data time cost=1.46ms, fps=1972 images/s, loss=0.2398, top1-acc=92.35%, top5-acc=99.59%, remaining_time=0:00:02.097376, arrival_time=2021-04-10 03:33:03.696007, cost_time=0:00:23.595480 2021-04-10 03:33:02,896 INFO : TRAIN, epoch=0062, iter=00190/00196, fetch data time cost=1.27ms, fps=1973 images/s, loss=0.2393, top1-acc=92.38%, top5-acc=99.59%, remaining_time=0:00:00.786120, arrival_time=2021-04-10 03:33:03.682982, cost_time=0:00:24.893723 2021-04-10 03:33:03,597 INFO : TRAIN, epoch=0062, iter=00196/00196, fetch data time cost=1.34ms, fps=1942 images/s, loss=0.2412, top1-acc=92.37%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-10 03:33:03.597489, cost_time=0:00:25.594263 2021-04-10 03:33:04,102 INFO : EVAL, epoch=0062, iter=00010/00040, fetch data time cost=0.32ms, fps=5085 images/s, loss=0.5461, top1-acc=84.14%, top5-acc=98.63%, remaining_time=0:00:01.510170, arrival_time=2021-04-10 03:33:05.612259, cost_time=0:00:00.503390 2021-04-10 03:33:04,529 INFO : EVAL, epoch=0062, iter=00020/00040, fetch data time cost=1.81ms, fps=6004 images/s, loss=0.5913, top1-acc=83.63%, top5-acc=98.28%, remaining_time=0:00:00.930240, arrival_time=2021-04-10 03:33:05.459211, cost_time=0:00:00.930248 2021-04-10 03:33:04,958 INFO : EVAL, epoch=0062, iter=00030/00040, fetch data time cost=1.37ms, fps=5974 images/s, loss=0.5889, top1-acc=83.33%, top5-acc=98.35%, remaining_time=0:00:00.453100, arrival_time=2021-04-10 03:33:05.411065, cost_time=0:00:01.359305 2021-04-10 03:33:05,342 INFO : EVAL, epoch=0062, iter=00040/00040, fetch data time cost=0.08ms, fps=6036 images/s, loss=0.5879, top1-acc=83.50%, top5-acc=98.31%, remaining_time=0:00:00, arrival_time=2021-04-10 03:33:05.342664, cost_time=0:00:01.743995 2021-04-10 03:33:06,195 INFO : Epoch=0062 complete, best val top1-acc=86.19%, top5-acc=98.80% (epoch=53), remaining_time=1:05:12.226860, arrival_time=2021-04-10 04:38:18.422457, cost_time=0:29:17.667128 2021-04-10 03:33:06,196 INFO : Train start, epoch=0063, lr=0.078104 2021-04-10 03:33:07,705 INFO : TRAIN, epoch=0063, iter=00010/00196, fetch data time cost=0.26ms, fps=1696 images/s, loss=0.2851, top1-acc=90.98%, top5-acc=99.65%, remaining_time=0:00:28.069260, arrival_time=2021-04-10 03:33:35.774971, cost_time=0:00:01.509103 2021-04-10 03:33:09,003 INFO : TRAIN, epoch=0063, iter=00020/00196, fetch data time cost=2.45ms, fps=1974 images/s, loss=0.2517, top1-acc=92.11%, top5-acc=99.63%, remaining_time=0:00:24.697200, arrival_time=2021-04-10 03:33:33.700392, cost_time=0:00:02.806508 2021-04-10 03:33:10,304 INFO : TRAIN, epoch=0063, iter=00030/00196, fetch data time cost=1.50ms, fps=1968 images/s, loss=0.2372, top1-acc=92.50%, top5-acc=99.67%, remaining_time=0:00:22.730048, arrival_time=2021-04-10 03:33:33.034536, cost_time=0:00:04.107835 2021-04-10 03:33:11,599 INFO : TRAIN, epoch=0063, iter=00040/00196, fetch data time cost=2.07ms, fps=1978 images/s, loss=0.2276, top1-acc=92.69%, top5-acc=99.67%, remaining_time=0:00:21.070920, arrival_time=2021-04-10 03:33:32.670448, cost_time=0:00:05.402788 2021-04-10 03:33:12,897 INFO : TRAIN, epoch=0063, iter=00050/00196, fetch data time cost=1.43ms, fps=1974 images/s, loss=0.2280, top1-acc=92.59%, top5-acc=99.69%, remaining_time=0:00:19.566044, arrival_time=2021-04-10 03:33:32.463360, cost_time=0:00:06.700693 2021-04-10 03:33:14,192 INFO : TRAIN, epoch=0063, iter=00060/00196, fetch data time cost=1.46ms, fps=1977 images/s, loss=0.2317, top1-acc=92.56%, top5-acc=99.67%, remaining_time=0:00:18.123768, arrival_time=2021-04-10 03:33:32.316214, cost_time=0:00:07.995769 2021-04-10 03:33:15,494 INFO : TRAIN, epoch=0063, iter=00070/00196, fetch data time cost=1.99ms, fps=1968 images/s, loss=0.2338, top1-acc=92.52%, top5-acc=99.69%, remaining_time=0:00:16.735068, arrival_time=2021-04-10 03:33:32.229041, cost_time=0:00:09.297294 2021-04-10 03:33:16,795 INFO : TRAIN, epoch=0063, iter=00080/00196, fetch data time cost=1.56ms, fps=1968 images/s, loss=0.2354, top1-acc=92.47%, top5-acc=99.67%, remaining_time=0:00:15.367796, arrival_time=2021-04-10 03:33:32.162900, cost_time=0:00:10.598497 2021-04-10 03:33:18,090 INFO : TRAIN, epoch=0063, iter=00090/00196, fetch data time cost=1.53ms, fps=1977 images/s, loss=0.2329, top1-acc=92.56%, top5-acc=99.69%, remaining_time=0:00:14.008112, arrival_time=2021-04-10 03:33:32.098493, cost_time=0:00:11.893701 2021-04-10 03:33:19,391 INFO : TRAIN, epoch=0063, iter=00100/00196, fetch data time cost=1.51ms, fps=1969 images/s, loss=0.2303, top1-acc=92.60%, top5-acc=99.70%, remaining_time=0:00:12.666912, arrival_time=2021-04-10 03:33:32.058221, cost_time=0:00:13.194689 2021-04-10 03:33:20,684 INFO : TRAIN, epoch=0063, iter=00110/00196, fetch data time cost=1.58ms, fps=1980 images/s, loss=0.2313, top1-acc=92.52%, top5-acc=99.70%, remaining_time=0:00:11.326802, arrival_time=2021-04-10 03:33:32.011165, cost_time=0:00:14.487748 2021-04-10 03:33:21,980 INFO : TRAIN, epoch=0063, iter=00120/00196, fetch data time cost=1.62ms, fps=1975 images/s, loss=0.2318, top1-acc=92.51%, top5-acc=99.69%, remaining_time=0:00:09.996660, arrival_time=2021-04-10 03:33:31.977554, cost_time=0:00:15.784248 2021-04-10 03:33:23,280 INFO : TRAIN, epoch=0063, iter=00130/00196, fetch data time cost=1.91ms, fps=1971 images/s, loss=0.2335, top1-acc=92.48%, top5-acc=99.69%, remaining_time=0:00:08.673060, arrival_time=2021-04-10 03:33:31.953058, cost_time=0:00:17.083343 2021-04-10 03:33:24,580 INFO : TRAIN, epoch=0063, iter=00140/00196, fetch data time cost=1.51ms, fps=1970 images/s, loss=0.2336, top1-acc=92.43%, top5-acc=99.70%, remaining_time=0:00:07.353472, arrival_time=2021-04-10 03:33:31.933842, cost_time=0:00:18.383683 2021-04-10 03:33:25,873 INFO : TRAIN, epoch=0063, iter=00150/00196, fetch data time cost=1.63ms, fps=1980 images/s, loss=0.2332, top1-acc=92.45%, top5-acc=99.69%, remaining_time=0:00:06.034280, arrival_time=2021-04-10 03:33:31.907876, cost_time=0:00:19.676946 2021-04-10 03:33:27,180 INFO : TRAIN, epoch=0063, iter=00160/00196, fetch data time cost=1.96ms, fps=1959 images/s, loss=0.2338, top1-acc=92.45%, top5-acc=99.68%, remaining_time=0:00:04.721400, arrival_time=2021-04-10 03:33:31.902078, cost_time=0:00:20.984009 2021-04-10 03:33:28,501 INFO : TRAIN, epoch=0063, iter=00170/00196, fetch data time cost=14.77ms, fps=1939 images/s, loss=0.2355, top1-acc=92.41%, top5-acc=99.68%, remaining_time=0:00:03.411330, arrival_time=2021-04-10 03:33:31.912808, cost_time=0:00:22.304779 2021-04-10 03:33:29,818 INFO : TRAIN, epoch=0063, iter=00180/00196, fetch data time cost=1.84ms, fps=1946 images/s, loss=0.2356, top1-acc=92.43%, top5-acc=99.68%, remaining_time=0:00:02.099648, arrival_time=2021-04-10 03:33:31.917589, cost_time=0:00:23.621023 2021-04-10 03:33:31,113 INFO : TRAIN, epoch=0063, iter=00190/00196, fetch data time cost=1.75ms, fps=1977 images/s, loss=0.2350, top1-acc=92.42%, top5-acc=99.68%, remaining_time=0:00:00.786858, arrival_time=2021-04-10 03:33:31.900634, cost_time=0:00:24.917115 2021-04-10 03:33:31,827 INFO : TRAIN, epoch=0063, iter=00196/00196, fetch data time cost=1.70ms, fps=1906 images/s, loss=0.2365, top1-acc=92.40%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-10 03:33:31.827902, cost_time=0:00:25.631218 2021-04-10 03:33:32,368 INFO : EVAL, epoch=0063, iter=00010/00040, fetch data time cost=0.22ms, fps=4743 images/s, loss=0.4080, top1-acc=87.23%, top5-acc=99.10%, remaining_time=0:00:01.619340, arrival_time=2021-04-10 03:33:33.988210, cost_time=0:00:00.539780 2021-04-10 03:33:32,797 INFO : EVAL, epoch=0063, iter=00020/00040, fetch data time cost=1.89ms, fps=5976 images/s, loss=0.4249, top1-acc=87.23%, top5-acc=99.08%, remaining_time=0:00:00.968480, arrival_time=2021-04-10 03:33:33.766138, cost_time=0:00:00.968474 2021-04-10 03:33:33,220 INFO : EVAL, epoch=0063, iter=00030/00040, fetch data time cost=1.39ms, fps=6065 images/s, loss=0.4257, top1-acc=87.15%, top5-acc=99.02%, remaining_time=0:00:00.463680, arrival_time=2021-04-10 03:33:33.683830, cost_time=0:00:01.391055 2021-04-10 03:33:33,605 INFO : EVAL, epoch=0063, iter=00040/00040, fetch data time cost=0.12ms, fps=6020 images/s, loss=0.4138, top1-acc=87.21%, top5-acc=99.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:33:33.605912, cost_time=0:00:01.776801 2021-04-10 03:33:35,260 INFO : Epoch=0063 complete, best val top1-acc=87.21%, top5-acc=99.00% (epoch=63), remaining_time=1:04:45.432340, arrival_time=2021-04-10 04:38:20.692490, cost_time=0:29:46.731674 2021-04-10 03:33:35,261 INFO : Train start, epoch=0064, lr=0.077451 2021-04-10 03:33:36,736 INFO : TRAIN, epoch=0064, iter=00010/00196, fetch data time cost=1.56ms, fps=1735 images/s, loss=0.2456, top1-acc=92.58%, top5-acc=99.53%, remaining_time=0:00:27.445416, arrival_time=2021-04-10 03:34:04.182162, cost_time=0:00:01.475557 2021-04-10 03:33:38,034 INFO : TRAIN, epoch=0064, iter=00020/00196, fetch data time cost=1.45ms, fps=1973 images/s, loss=0.2205, top1-acc=92.93%, top5-acc=99.67%, remaining_time=0:00:24.404336, arrival_time=2021-04-10 03:34:02.438868, cost_time=0:00:02.773225 2021-04-10 03:33:39,333 INFO : TRAIN, epoch=0064, iter=00030/00196, fetch data time cost=1.57ms, fps=1973 images/s, loss=0.2185, top1-acc=93.15%, top5-acc=99.64%, remaining_time=0:00:22.530516, arrival_time=2021-04-10 03:34:01.863493, cost_time=0:00:04.071786 2021-04-10 03:33:40,626 INFO : TRAIN, epoch=0064, iter=00040/00196, fetch data time cost=1.49ms, fps=1979 images/s, loss=0.2216, top1-acc=93.09%, top5-acc=99.64%, remaining_time=0:00:20.925684, arrival_time=2021-04-10 03:34:01.552497, cost_time=0:00:05.365570 2021-04-10 03:33:41,925 INFO : TRAIN, epoch=0064, iter=00050/00196, fetch data time cost=1.42ms, fps=1972 images/s, loss=0.2194, top1-acc=93.12%, top5-acc=99.66%, remaining_time=0:00:19.459902, arrival_time=2021-04-10 03:34:01.385453, cost_time=0:00:06.664366 2021-04-10 03:33:43,217 INFO : TRAIN, epoch=0064, iter=00060/00196, fetch data time cost=1.48ms, fps=1983 images/s, loss=0.2255, top1-acc=92.90%, top5-acc=99.63%, remaining_time=0:00:18.033464, arrival_time=2021-04-10 03:34:01.250572, cost_time=0:00:07.955924 2021-04-10 03:33:44,515 INFO : TRAIN, epoch=0064, iter=00070/00196, fetch data time cost=1.92ms, fps=1973 images/s, loss=0.2298, top1-acc=92.82%, top5-acc=99.61%, remaining_time=0:00:16.656570, arrival_time=2021-04-10 03:34:01.171498, cost_time=0:00:09.253671 2021-04-10 03:33:45,811 INFO : TRAIN, epoch=0064, iter=00080/00196, fetch data time cost=1.57ms, fps=1976 images/s, loss=0.2284, top1-acc=92.84%, top5-acc=99.65%, remaining_time=0:00:15.297384, arrival_time=2021-04-10 03:34:01.108511, cost_time=0:00:10.549936 2021-04-10 03:33:47,101 INFO : TRAIN, epoch=0064, iter=00090/00196, fetch data time cost=1.43ms, fps=1985 images/s, loss=0.2271, top1-acc=92.86%, top5-acc=99.65%, remaining_time=0:00:13.945148, arrival_time=2021-04-10 03:34:01.046513, cost_time=0:00:11.840182 2021-04-10 03:33:48,397 INFO : TRAIN, epoch=0064, iter=00100/00196, fetch data time cost=1.61ms, fps=1976 images/s, loss=0.2281, top1-acc=92.82%, top5-acc=99.66%, remaining_time=0:00:12.610560, arrival_time=2021-04-10 03:34:01.007763, cost_time=0:00:13.136018 2021-04-10 03:33:49,690 INFO : TRAIN, epoch=0064, iter=00110/00196, fetch data time cost=1.44ms, fps=1981 images/s, loss=0.2284, top1-acc=92.85%, top5-acc=99.66%, remaining_time=0:00:11.280792, arrival_time=2021-04-10 03:34:00.970879, cost_time=0:00:14.428907 2021-04-10 03:33:50,986 INFO : TRAIN, epoch=0064, iter=00120/00196, fetch data time cost=1.41ms, fps=1976 images/s, loss=0.2307, top1-acc=92.76%, top5-acc=99.65%, remaining_time=0:00:09.959192, arrival_time=2021-04-10 03:34:00.945465, cost_time=0:00:15.725089 2021-04-10 03:33:52,288 INFO : TRAIN, epoch=0064, iter=00130/00196, fetch data time cost=1.98ms, fps=1967 images/s, loss=0.2315, top1-acc=92.74%, top5-acc=99.65%, remaining_time=0:00:08.644548, arrival_time=2021-04-10 03:34:00.932858, cost_time=0:00:17.027126 2021-04-10 03:33:53,582 INFO : TRAIN, epoch=0064, iter=00140/00196, fetch data time cost=1.52ms, fps=1978 images/s, loss=0.2330, top1-acc=92.67%, top5-acc=99.64%, remaining_time=0:00:07.328608, arrival_time=2021-04-10 03:34:00.911330, cost_time=0:00:18.321540 2021-04-10 03:33:54,880 INFO : TRAIN, epoch=0064, iter=00150/00196, fetch data time cost=1.85ms, fps=1974 images/s, loss=0.2320, top1-acc=92.73%, top5-acc=99.65%, remaining_time=0:00:06.016524, arrival_time=2021-04-10 03:34:00.896817, cost_time=0:00:19.619069 2021-04-10 03:33:56,176 INFO : TRAIN, epoch=0064, iter=00160/00196, fetch data time cost=1.48ms, fps=1976 images/s, loss=0.2306, top1-acc=92.77%, top5-acc=99.65%, remaining_time=0:00:04.705992, arrival_time=2021-04-10 03:34:00.882788, cost_time=0:00:20.915476 2021-04-10 03:33:57,480 INFO : TRAIN, epoch=0064, iter=00170/00196, fetch data time cost=1.86ms, fps=1965 images/s, loss=0.2302, top1-acc=92.80%, top5-acc=99.65%, remaining_time=0:00:03.398252, arrival_time=2021-04-10 03:34:00.878818, cost_time=0:00:22.219368 2021-04-10 03:33:58,773 INFO : TRAIN, epoch=0064, iter=00180/00196, fetch data time cost=1.39ms, fps=1980 images/s, loss=0.2298, top1-acc=92.81%, top5-acc=99.65%, remaining_time=0:00:02.090000, arrival_time=2021-04-10 03:34:00.863758, cost_time=0:00:23.512536 2021-04-10 03:34:00,074 INFO : TRAIN, epoch=0064, iter=00190/00196, fetch data time cost=1.91ms, fps=1970 images/s, loss=0.2296, top1-acc=92.81%, top5-acc=99.64%, remaining_time=0:00:00.783564, arrival_time=2021-04-10 03:34:00.857528, cost_time=0:00:24.812780 2021-04-10 03:34:00,774 INFO : TRAIN, epoch=0064, iter=00196/00196, fetch data time cost=1.34ms, fps=1944 images/s, loss=0.2298, top1-acc=92.82%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-10 03:34:00.773967, cost_time=0:00:25.512793 2021-04-10 03:34:01,312 INFO : EVAL, epoch=0064, iter=00010/00040, fetch data time cost=0.43ms, fps=4762 images/s, loss=0.3976, top1-acc=88.16%, top5-acc=98.98%, remaining_time=0:00:01.612650, arrival_time=2021-04-10 03:34:02.925231, cost_time=0:00:00.537551 2021-04-10 03:34:01,741 INFO : EVAL, epoch=0064, iter=00020/00040, fetch data time cost=1.36ms, fps=5983 images/s, loss=0.3793, top1-acc=88.50%, top5-acc=99.14%, remaining_time=0:00:00.965940, arrival_time=2021-04-10 03:34:02.706884, cost_time=0:00:00.965931 2021-04-10 03:34:02,164 INFO : EVAL, epoch=0064, iter=00030/00040, fetch data time cost=2.10ms, fps=6057 images/s, loss=0.3657, top1-acc=88.70%, top5-acc=99.28%, remaining_time=0:00:00.463030, arrival_time=2021-04-10 03:34:02.627138, cost_time=0:00:01.389080 2021-04-10 03:34:02,550 INFO : EVAL, epoch=0064, iter=00040/00040, fetch data time cost=0.09ms, fps=6005 images/s, loss=0.3687, top1-acc=88.47%, top5-acc=99.32%, remaining_time=0:00:00, arrival_time=2021-04-10 03:34:02.550931, cost_time=0:00:01.775997 2021-04-10 03:34:04,368 INFO : Epoch=0064 complete, best val top1-acc=88.47%, top5-acc=99.32% (epoch=64), remaining_time=1:04:18.659184, arrival_time=2021-04-10 04:38:23.027231, cost_time=0:30:15.839590 2021-04-10 03:34:04,368 INFO : Train start, epoch=0065, lr=0.076791 2021-04-10 03:34:05,870 INFO : TRAIN, epoch=0065, iter=00010/00196, fetch data time cost=3.11ms, fps=1705 images/s, loss=0.2105, top1-acc=93.12%, top5-acc=99.69%, remaining_time=0:00:27.926970, arrival_time=2021-04-10 03:34:33.797234, cost_time=0:00:01.501446 2021-04-10 03:34:07,171 INFO : TRAIN, epoch=0065, iter=00020/00196, fetch data time cost=1.81ms, fps=1968 images/s, loss=0.2088, top1-acc=93.14%, top5-acc=99.77%, remaining_time=0:00:24.665168, arrival_time=2021-04-10 03:34:31.836989, cost_time=0:00:02.802864 2021-04-10 03:34:08,468 INFO : TRAIN, epoch=0065, iter=00030/00196, fetch data time cost=1.43ms, fps=1976 images/s, loss=0.2209, top1-acc=92.89%, top5-acc=99.75%, remaining_time=0:00:22.682738, arrival_time=2021-04-10 03:34:31.150854, cost_time=0:00:04.099299 2021-04-10 03:34:09,766 INFO : TRAIN, epoch=0065, iter=00040/00196, fetch data time cost=1.65ms, fps=1972 images/s, loss=0.2263, top1-acc=92.80%, top5-acc=99.72%, remaining_time=0:00:21.051576, arrival_time=2021-04-10 03:34:30.818381, cost_time=0:00:05.397844 2021-04-10 03:34:11,065 INFO : TRAIN, epoch=0065, iter=00050/00196, fetch data time cost=1.44ms, fps=1973 images/s, loss=0.2259, top1-acc=92.95%, top5-acc=99.70%, remaining_time=0:00:19.552904, arrival_time=2021-04-10 03:34:30.617954, cost_time=0:00:06.696183 2021-04-10 03:34:12,368 INFO : TRAIN, epoch=0065, iter=00060/00196, fetch data time cost=1.41ms, fps=1964 images/s, loss=0.2290, top1-acc=92.82%, top5-acc=99.67%, remaining_time=0:00:18.133016, arrival_time=2021-04-10 03:34:30.501790, cost_time=0:00:07.999889 2021-04-10 03:34:13,660 INFO : TRAIN, epoch=0065, iter=00070/00196, fetch data time cost=2.22ms, fps=1983 images/s, loss=0.2254, top1-acc=92.97%, top5-acc=99.68%, remaining_time=0:00:16.725114, arrival_time=2021-04-10 03:34:30.385753, cost_time=0:00:09.291763 2021-04-10 03:34:14,967 INFO : TRAIN, epoch=0065, iter=00080/00196, fetch data time cost=2.02ms, fps=1959 images/s, loss=0.2288, top1-acc=92.93%, top5-acc=99.65%, remaining_time=0:00:15.368492, arrival_time=2021-04-10 03:34:30.336330, cost_time=0:00:10.598955 2021-04-10 03:34:16,266 INFO : TRAIN, epoch=0065, iter=00090/00196, fetch data time cost=1.84ms, fps=1972 images/s, loss=0.2283, top1-acc=92.98%, top5-acc=99.64%, remaining_time=0:00:14.013200, arrival_time=2021-04-10 03:34:30.279973, cost_time=0:00:11.897963 2021-04-10 03:34:17,557 INFO : TRAIN, epoch=0065, iter=00100/00196, fetch data time cost=1.42ms, fps=1984 images/s, loss=0.2261, top1-acc=93.02%, top5-acc=99.63%, remaining_time=0:00:12.661248, arrival_time=2021-04-10 03:34:30.218902, cost_time=0:00:13.188834 2021-04-10 03:34:18,846 INFO : TRAIN, epoch=0065, iter=00110/00196, fetch data time cost=1.47ms, fps=1987 images/s, loss=0.2289, top1-acc=92.93%, top5-acc=99.61%, remaining_time=0:00:11.319062, arrival_time=2021-04-10 03:34:30.165825, cost_time=0:00:14.477895 2021-04-10 03:34:20,147 INFO : TRAIN, epoch=0065, iter=00120/00196, fetch data time cost=1.89ms, fps=1969 images/s, loss=0.2312, top1-acc=92.85%, top5-acc=99.61%, remaining_time=0:00:09.993164, arrival_time=2021-04-10 03:34:30.140834, cost_time=0:00:15.778739 2021-04-10 03:34:21,466 INFO : TRAIN, epoch=0065, iter=00130/00196, fetch data time cost=1.45ms, fps=1943 images/s, loss=0.2336, top1-acc=92.74%, top5-acc=99.59%, remaining_time=0:00:08.680188, arrival_time=2021-04-10 03:34:30.146342, cost_time=0:00:17.097324 2021-04-10 03:34:22,763 INFO : TRAIN, epoch=0065, iter=00140/00196, fetch data time cost=1.57ms, fps=1973 images/s, loss=0.2330, top1-acc=92.71%, top5-acc=99.61%, remaining_time=0:00:07.358008, arrival_time=2021-04-10 03:34:30.121833, cost_time=0:00:18.395010 2021-04-10 03:34:24,062 INFO : TRAIN, epoch=0065, iter=00150/00196, fetch data time cost=1.56ms, fps=1972 images/s, loss=0.2354, top1-acc=92.65%, top5-acc=99.59%, remaining_time=0:00:06.039478, arrival_time=2021-04-10 03:34:30.102178, cost_time=0:00:19.693890 2021-04-10 03:34:25,364 INFO : TRAIN, epoch=0065, iter=00160/00196, fetch data time cost=1.63ms, fps=1968 images/s, loss=0.2359, top1-acc=92.64%, top5-acc=99.61%, remaining_time=0:00:04.723920, arrival_time=2021-04-10 03:34:30.087979, cost_time=0:00:20.995242 2021-04-10 03:34:26,659 INFO : TRAIN, epoch=0065, iter=00170/00196, fetch data time cost=1.94ms, fps=1977 images/s, loss=0.2346, top1-acc=92.68%, top5-acc=99.61%, remaining_time=0:00:03.409120, arrival_time=2021-04-10 03:34:30.068350, cost_time=0:00:22.290411 2021-04-10 03:34:27,953 INFO : TRAIN, epoch=0065, iter=00180/00196, fetch data time cost=1.32ms, fps=1979 images/s, loss=0.2346, top1-acc=92.69%, top5-acc=99.61%, remaining_time=0:00:02.096368, arrival_time=2021-04-10 03:34:30.049379, cost_time=0:00:23.584195 2021-04-10 03:34:29,250 INFO : TRAIN, epoch=0065, iter=00190/00196, fetch data time cost=1.28ms, fps=1974 images/s, loss=0.2354, top1-acc=92.65%, top5-acc=99.60%, remaining_time=0:00:00.785736, arrival_time=2021-04-10 03:34:30.036183, cost_time=0:00:24.881630 2021-04-10 03:34:29,950 INFO : TRAIN, epoch=0065, iter=00196/00196, fetch data time cost=1.51ms, fps=1945 images/s, loss=0.2365, top1-acc=92.63%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-10 03:34:29.950252, cost_time=0:00:25.581440 2021-04-10 03:34:30,470 INFO : EVAL, epoch=0065, iter=00010/00040, fetch data time cost=0.21ms, fps=4938 images/s, loss=0.6215, top1-acc=82.38%, top5-acc=98.28%, remaining_time=0:00:01.555230, arrival_time=2021-04-10 03:34:32.025200, cost_time=0:00:00.518411 2021-04-10 03:34:30,900 INFO : EVAL, epoch=0065, iter=00020/00040, fetch data time cost=2.38ms, fps=5947 images/s, loss=0.6109, top1-acc=82.62%, top5-acc=98.55%, remaining_time=0:00:00.949360, arrival_time=2021-04-10 03:34:31.850259, cost_time=0:00:00.949356 2021-04-10 03:34:31,348 INFO : EVAL, epoch=0065, iter=00030/00040, fetch data time cost=1.35ms, fps=5728 images/s, loss=0.5997, top1-acc=82.70%, top5-acc=98.58%, remaining_time=0:00:00.465580, arrival_time=2021-04-10 03:34:31.813906, cost_time=0:00:01.396736 2021-04-10 03:34:31,737 INFO : EVAL, epoch=0065, iter=00040/00040, fetch data time cost=0.11ms, fps=5976 images/s, loss=0.5926, top1-acc=82.82%, top5-acc=98.66%, remaining_time=0:00:00, arrival_time=2021-04-10 03:34:31.737057, cost_time=0:00:01.785528 2021-04-10 03:34:32,532 INFO : Epoch=0065 complete, best val top1-acc=88.47%, top5-acc=99.32% (epoch=64), remaining_time=1:03:49.855230, arrival_time=2021-04-10 04:38:22.388075, cost_time=0:30:44.004364 2021-04-10 03:34:32,533 INFO : Train start, epoch=0066, lr=0.076125 2021-04-10 03:34:34,053 INFO : TRAIN, epoch=0066, iter=00010/00196, fetch data time cost=0.25ms, fps=1685 images/s, loss=0.2711, top1-acc=90.55%, top5-acc=99.57%, remaining_time=0:00:28.257306, arrival_time=2021-04-10 03:35:02.310372, cost_time=0:00:01.519212 2021-04-10 03:34:35,349 INFO : TRAIN, epoch=0066, iter=00020/00196, fetch data time cost=2.19ms, fps=1975 images/s, loss=0.2478, top1-acc=91.70%, top5-acc=99.67%, remaining_time=0:00:24.778512, arrival_time=2021-04-10 03:35:00.128142, cost_time=0:00:02.815732 2021-04-10 03:34:36,648 INFO : TRAIN, epoch=0066, iter=00030/00196, fetch data time cost=1.48ms, fps=1971 images/s, loss=0.2488, top1-acc=91.91%, top5-acc=99.58%, remaining_time=0:00:22.768560, arrival_time=2021-04-10 03:34:59.417234, cost_time=0:00:04.114812 2021-04-10 03:34:37,945 INFO : TRAIN, epoch=0066, iter=00040/00196, fetch data time cost=1.91ms, fps=1975 images/s, loss=0.2400, top1-acc=92.34%, top5-acc=99.62%, remaining_time=0:00:21.103992, arrival_time=2021-04-10 03:34:59.049122, cost_time=0:00:05.411266 2021-04-10 03:34:39,238 INFO : TRAIN, epoch=0066, iter=00050/00196, fetch data time cost=1.56ms, fps=1981 images/s, loss=0.2375, top1-acc=92.45%, top5-acc=99.63%, remaining_time=0:00:19.576264, arrival_time=2021-04-10 03:34:58.814331, cost_time=0:00:06.704192 2021-04-10 03:34:40,534 INFO : TRAIN, epoch=0066, iter=00060/00196, fetch data time cost=1.74ms, fps=1975 images/s, loss=0.2325, top1-acc=92.64%, top5-acc=99.63%, remaining_time=0:00:18.134920, arrival_time=2021-04-10 03:34:58.669489, cost_time=0:00:08.000703 2021-04-10 03:34:41,826 INFO : TRAIN, epoch=0066, iter=00070/00196, fetch data time cost=1.84ms, fps=1983 images/s, loss=0.2323, top1-acc=92.70%, top5-acc=99.64%, remaining_time=0:00:16.725870, arrival_time=2021-04-10 03:34:58.551909, cost_time=0:00:09.292141 2021-04-10 03:34:43,118 INFO : TRAIN, epoch=0066, iter=00080/00196, fetch data time cost=1.36ms, fps=1981 images/s, loss=0.2301, top1-acc=92.69%, top5-acc=99.65%, remaining_time=0:00:15.348192, arrival_time=2021-04-10 03:34:58.467043, cost_time=0:00:10.584990 2021-04-10 03:34:44,415 INFO : TRAIN, epoch=0066, iter=00090/00196, fetch data time cost=1.59ms, fps=1975 images/s, loss=0.2275, top1-acc=92.72%, top5-acc=99.67%, remaining_time=0:00:13.993802, arrival_time=2021-04-10 03:34:58.409253, cost_time=0:00:11.881540 2021-04-10 03:34:45,709 INFO : TRAIN, epoch=0066, iter=00100/00196, fetch data time cost=1.56ms, fps=1980 images/s, loss=0.2275, top1-acc=92.72%, top5-acc=99.68%, remaining_time=0:00:12.648192, arrival_time=2021-04-10 03:34:58.357209, cost_time=0:00:13.175154 2021-04-10 03:34:47,010 INFO : TRAIN, epoch=0066, iter=00110/00196, fetch data time cost=1.97ms, fps=1968 images/s, loss=0.2292, top1-acc=92.66%, top5-acc=99.67%, remaining_time=0:00:11.317944, arrival_time=2021-04-10 03:34:58.328270, cost_time=0:00:14.476464 2021-04-10 03:34:48,298 INFO : TRAIN, epoch=0066, iter=00120/00196, fetch data time cost=1.51ms, fps=1989 images/s, loss=0.2309, top1-acc=92.60%, top5-acc=99.66%, remaining_time=0:00:09.983968, arrival_time=2021-04-10 03:34:58.282033, cost_time=0:00:15.764160 2021-04-10 03:34:49,601 INFO : TRAIN, epoch=0066, iter=00130/00196, fetch data time cost=1.50ms, fps=1965 images/s, loss=0.2312, top1-acc=92.60%, top5-acc=99.65%, remaining_time=0:00:08.665008, arrival_time=2021-04-10 03:34:58.266326, cost_time=0:00:17.067454 2021-04-10 03:34:50,895 INFO : TRAIN, epoch=0066, iter=00140/00196, fetch data time cost=1.63ms, fps=1979 images/s, loss=0.2305, top1-acc=92.61%, top5-acc=99.67%, remaining_time=0:00:07.344624, arrival_time=2021-04-10 03:34:58.240006, cost_time=0:00:18.361516 2021-04-10 03:34:52,195 INFO : TRAIN, epoch=0066, iter=00150/00196, fetch data time cost=1.68ms, fps=1970 images/s, loss=0.2313, top1-acc=92.57%, top5-acc=99.66%, remaining_time=0:00:06.029542, arrival_time=2021-04-10 03:34:58.224910, cost_time=0:00:19.661505 2021-04-10 03:34:53,492 INFO : TRAIN, epoch=0066, iter=00160/00196, fetch data time cost=1.71ms, fps=1974 images/s, loss=0.2320, top1-acc=92.58%, top5-acc=99.64%, remaining_time=0:00:04.715748, arrival_time=2021-04-10 03:34:58.208474, cost_time=0:00:20.958825 2021-04-10 03:34:54,787 INFO : TRAIN, epoch=0066, iter=00170/00196, fetch data time cost=1.44ms, fps=1978 images/s, loss=0.2319, top1-acc=92.59%, top5-acc=99.64%, remaining_time=0:00:03.403452, arrival_time=2021-04-10 03:34:58.190578, cost_time=0:00:22.253266 2021-04-10 03:34:56,082 INFO : TRAIN, epoch=0066, iter=00180/00196, fetch data time cost=1.47ms, fps=1977 images/s, loss=0.2297, top1-acc=92.66%, top5-acc=99.65%, remaining_time=0:00:02.093200, arrival_time=2021-04-10 03:34:58.175605, cost_time=0:00:23.548542 2021-04-10 03:34:57,379 INFO : TRAIN, epoch=0066, iter=00190/00196, fetch data time cost=1.36ms, fps=1974 images/s, loss=0.2301, top1-acc=92.65%, top5-acc=99.64%, remaining_time=0:00:00.784602, arrival_time=2021-04-10 03:34:58.164281, cost_time=0:00:24.845818 2021-04-10 03:34:58,081 INFO : TRAIN, epoch=0066, iter=00196/00196, fetch data time cost=1.29ms, fps=1938 images/s, loss=0.2332, top1-acc=92.59%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-10 03:34:58.081714, cost_time=0:00:25.547804 2021-04-10 03:34:58,587 INFO : EVAL, epoch=0066, iter=00010/00040, fetch data time cost=0.32ms, fps=5074 images/s, loss=0.6687, top1-acc=82.38%, top5-acc=97.58%, remaining_time=0:00:01.513410, arrival_time=2021-04-10 03:35:00.101078, cost_time=0:00:00.504468 2021-04-10 03:34:59,012 INFO : EVAL, epoch=0066, iter=00020/00040, fetch data time cost=1.77ms, fps=6032 images/s, loss=0.6405, top1-acc=82.19%, top5-acc=97.73%, remaining_time=0:00:00.929340, arrival_time=2021-04-10 03:34:59.941866, cost_time=0:00:00.929349 2021-04-10 03:34:59,436 INFO : EVAL, epoch=0066, iter=00030/00040, fetch data time cost=1.36ms, fps=6043 images/s, loss=0.6458, top1-acc=81.87%, top5-acc=97.49%, remaining_time=0:00:00.451130, arrival_time=2021-04-10 03:34:59.887700, cost_time=0:00:01.353395 2021-04-10 03:34:59,822 INFO : EVAL, epoch=0066, iter=00040/00040, fetch data time cost=0.09ms, fps=6023 images/s, loss=0.6426, top1-acc=82.00%, top5-acc=97.39%, remaining_time=0:00:00, arrival_time=2021-04-10 03:34:59.822093, cost_time=0:00:01.738974 2021-04-10 03:35:00,630 INFO : Epoch=0066 complete, best val top1-acc=88.47%, top5-acc=99.32% (epoch=64), remaining_time=1:03:20.933450, arrival_time=2021-04-10 04:38:21.563413, cost_time=0:31:12.101518 2021-04-10 03:35:00,630 INFO : Train start, epoch=0067, lr=0.075452 2021-04-10 03:35:02,113 INFO : TRAIN, epoch=0067, iter=00010/00196, fetch data time cost=2.51ms, fps=1727 images/s, loss=0.2619, top1-acc=91.45%, top5-acc=99.53%, remaining_time=0:00:27.572454, arrival_time=2021-04-10 03:35:29.685481, cost_time=0:00:01.482387 2021-04-10 03:35:03,406 INFO : TRAIN, epoch=0067, iter=00020/00196, fetch data time cost=1.68ms, fps=1980 images/s, loss=0.2451, top1-acc=92.15%, top5-acc=99.55%, remaining_time=0:00:24.424928, arrival_time=2021-04-10 03:35:27.831190, cost_time=0:00:02.775556 2021-04-10 03:35:04,704 INFO : TRAIN, epoch=0067, iter=00030/00196, fetch data time cost=1.92ms, fps=1973 images/s, loss=0.2395, top1-acc=92.34%, top5-acc=99.51%, remaining_time=0:00:22.541306, arrival_time=2021-04-10 03:35:27.245663, cost_time=0:00:04.073722 2021-04-10 03:35:06,004 INFO : TRAIN, epoch=0067, iter=00040/00196, fetch data time cost=1.84ms, fps=1969 images/s, loss=0.2357, top1-acc=92.46%, top5-acc=99.50%, remaining_time=0:00:20.959068, arrival_time=2021-04-10 03:35:26.963817, cost_time=0:00:05.374105 2021-04-10 03:35:07,300 INFO : TRAIN, epoch=0067, iter=00050/00196, fetch data time cost=2.29ms, fps=1977 images/s, loss=0.2362, top1-acc=92.52%, top5-acc=99.53%, remaining_time=0:00:19.475378, arrival_time=2021-04-10 03:35:26.775745, cost_time=0:00:06.669663 2021-04-10 03:35:08,609 INFO : TRAIN, epoch=0067, iter=00060/00196, fetch data time cost=1.94ms, fps=1957 images/s, loss=0.2390, top1-acc=92.46%, top5-acc=99.51%, remaining_time=0:00:18.085008, arrival_time=2021-04-10 03:35:26.694383, cost_time=0:00:07.978687 2021-04-10 03:35:09,912 INFO : TRAIN, epoch=0067, iter=00070/00196, fetch data time cost=1.44ms, fps=1965 images/s, loss=0.2342, top1-acc=92.58%, top5-acc=99.54%, remaining_time=0:00:16.707096, arrival_time=2021-04-10 03:35:26.619517, cost_time=0:00:09.281701 2021-04-10 03:35:11,208 INFO : TRAIN, epoch=0067, iter=00080/00196, fetch data time cost=1.41ms, fps=1977 images/s, loss=0.2337, top1-acc=92.55%, top5-acc=99.56%, remaining_time=0:00:15.337520, arrival_time=2021-04-10 03:35:26.545852, cost_time=0:00:10.577637 2021-04-10 03:35:12,512 INFO : TRAIN, epoch=0067, iter=00090/00196, fetch data time cost=1.70ms, fps=1965 images/s, loss=0.2330, top1-acc=92.53%, top5-acc=99.57%, remaining_time=0:00:13.993590, arrival_time=2021-04-10 03:35:26.505655, cost_time=0:00:11.881346 2021-04-10 03:35:13,803 INFO : TRAIN, epoch=0067, iter=00100/00196, fetch data time cost=1.43ms, fps=1983 images/s, loss=0.2317, top1-acc=92.55%, top5-acc=99.59%, remaining_time=0:00:12.645792, arrival_time=2021-04-10 03:35:26.449166, cost_time=0:00:13.172734 2021-04-10 03:35:15,110 INFO : TRAIN, epoch=0067, iter=00110/00196, fetch data time cost=1.48ms, fps=1960 images/s, loss=0.2323, top1-acc=92.48%, top5-acc=99.60%, remaining_time=0:00:11.320352, arrival_time=2021-04-10 03:35:26.430530, cost_time=0:00:14.479511 2021-04-10 03:35:16,397 INFO : TRAIN, epoch=0067, iter=00120/00196, fetch data time cost=2.09ms, fps=1989 images/s, loss=0.2328, top1-acc=92.49%, top5-acc=99.60%, remaining_time=0:00:09.985716, arrival_time=2021-04-10 03:35:26.383347, cost_time=0:00:15.766950 2021-04-10 03:35:17,694 INFO : TRAIN, epoch=0067, iter=00130/00196, fetch data time cost=1.41ms, fps=1976 images/s, loss=0.2329, top1-acc=92.51%, top5-acc=99.59%, remaining_time=0:00:08.663094, arrival_time=2021-04-10 03:35:26.357404, cost_time=0:00:17.063658 2021-04-10 03:35:18,981 INFO : TRAIN, epoch=0067, iter=00140/00196, fetch data time cost=1.37ms, fps=1989 images/s, loss=0.2316, top1-acc=92.54%, top5-acc=99.61%, remaining_time=0:00:07.340368, arrival_time=2021-04-10 03:35:26.321924, cost_time=0:00:18.350914 2021-04-10 03:35:20,266 INFO : TRAIN, epoch=0067, iter=00150/00196, fetch data time cost=1.48ms, fps=1993 images/s, loss=0.2325, top1-acc=92.55%, top5-acc=99.60%, remaining_time=0:00:06.021722, arrival_time=2021-04-10 03:35:26.288352, cost_time=0:00:19.636005 2021-04-10 03:35:21,552 INFO : TRAIN, epoch=0067, iter=00160/00196, fetch data time cost=1.35ms, fps=1992 images/s, loss=0.2322, top1-acc=92.55%, top5-acc=99.61%, remaining_time=0:00:04.707360, arrival_time=2021-04-10 03:35:26.259645, cost_time=0:00:20.921603 2021-04-10 03:35:22,848 INFO : TRAIN, epoch=0067, iter=00170/00196, fetch data time cost=1.49ms, fps=1976 images/s, loss=0.2328, top1-acc=92.54%, top5-acc=99.60%, remaining_time=0:00:03.397966, arrival_time=2021-04-10 03:35:26.246229, cost_time=0:00:22.217536 2021-04-10 03:35:24,138 INFO : TRAIN, epoch=0067, iter=00180/00196, fetch data time cost=1.40ms, fps=1984 images/s, loss=0.2344, top1-acc=92.52%, top5-acc=99.60%, remaining_time=0:00:02.089616, arrival_time=2021-04-10 03:35:26.228509, cost_time=0:00:23.508261 2021-04-10 03:35:25,426 INFO : TRAIN, epoch=0067, iter=00190/00196, fetch data time cost=1.29ms, fps=1989 images/s, loss=0.2348, top1-acc=92.51%, top5-acc=99.60%, remaining_time=0:00:00.783030, arrival_time=2021-04-10 03:35:26.209607, cost_time=0:00:24.795944 2021-04-10 03:35:26,125 INFO : TRAIN, epoch=0067, iter=00196/00196, fetch data time cost=1.24ms, fps=1947 images/s, loss=0.2351, top1-acc=92.54%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-10 03:35:26.125308, cost_time=0:00:25.494697 2021-04-10 03:35:26,613 INFO : EVAL, epoch=0067, iter=00010/00040, fetch data time cost=0.20ms, fps=5250 images/s, loss=0.6363, top1-acc=82.46%, top5-acc=97.97%, remaining_time=0:00:01.462710, arrival_time=2021-04-10 03:35:28.076420, cost_time=0:00:00.487573 2021-04-10 03:35:27,045 INFO : EVAL, epoch=0067, iter=00020/00040, fetch data time cost=2.01ms, fps=5936 images/s, loss=0.6111, top1-acc=83.03%, top5-acc=97.97%, remaining_time=0:00:00.919140, arrival_time=2021-04-10 03:35:27.964489, cost_time=0:00:00.919145 2021-04-10 03:35:27,470 INFO : EVAL, epoch=0067, iter=00030/00040, fetch data time cost=1.49ms, fps=6029 images/s, loss=0.6052, top1-acc=82.90%, top5-acc=98.03%, remaining_time=0:00:00.448070, arrival_time=2021-04-10 03:35:27.918468, cost_time=0:00:01.344208 2021-04-10 03:35:27,854 INFO : EVAL, epoch=0067, iter=00040/00040, fetch data time cost=0.08ms, fps=6051 images/s, loss=0.5890, top1-acc=83.11%, top5-acc=98.06%, remaining_time=0:00:00, arrival_time=2021-04-10 03:35:27.854293, cost_time=0:00:01.728071 2021-04-10 03:35:28,619 INFO : Epoch=0067 complete, best val top1-acc=88.47%, top5-acc=99.32% (epoch=64), remaining_time=1:02:51.823209, arrival_time=2021-04-10 04:38:20.443021, cost_time=0:31:40.091359 2021-04-10 03:35:28,620 INFO : Train start, epoch=0068, lr=0.074773 2021-04-10 03:35:30,062 INFO : TRAIN, epoch=0068, iter=00010/00196, fetch data time cost=0.25ms, fps=1775 images/s, loss=0.2520, top1-acc=92.19%, top5-acc=99.53%, remaining_time=0:00:26.821200, arrival_time=2021-04-10 03:35:56.883706, cost_time=0:00:01.441995 2021-04-10 03:35:31,352 INFO : TRAIN, epoch=0068, iter=00020/00196, fetch data time cost=1.38ms, fps=1984 images/s, loss=0.2231, top1-acc=92.85%, top5-acc=99.71%, remaining_time=0:00:24.045120, arrival_time=2021-04-10 03:35:55.398036, cost_time=0:00:02.732399 2021-04-10 03:35:32,638 INFO : TRAIN, epoch=0068, iter=00030/00196, fetch data time cost=1.41ms, fps=1992 images/s, loss=0.2186, top1-acc=92.97%, top5-acc=99.70%, remaining_time=0:00:22.232878, arrival_time=2021-04-10 03:35:54.871374, cost_time=0:00:04.017981 2021-04-10 03:35:33,928 INFO : TRAIN, epoch=0068, iter=00040/00196, fetch data time cost=2.16ms, fps=1986 images/s, loss=0.2246, top1-acc=92.82%, top5-acc=99.69%, remaining_time=0:00:20.698860, arrival_time=2021-04-10 03:35:54.626848, cost_time=0:00:05.307400 2021-04-10 03:35:35,216 INFO : TRAIN, epoch=0068, iter=00050/00196, fetch data time cost=1.93ms, fps=1988 images/s, loss=0.2293, top1-acc=92.69%, top5-acc=99.66%, remaining_time=0:00:19.260466, arrival_time=2021-04-10 03:35:54.477080, cost_time=0:00:06.596028 2021-04-10 03:35:36,511 INFO : TRAIN, epoch=0068, iter=00060/00196, fetch data time cost=1.49ms, fps=1979 images/s, loss=0.2334, top1-acc=92.57%, top5-acc=99.60%, remaining_time=0:00:17.885088, arrival_time=2021-04-10 03:35:54.396088, cost_time=0:00:07.890481 2021-04-10 03:35:37,797 INFO : TRAIN, epoch=0068, iter=00070/00196, fetch data time cost=1.50ms, fps=1991 images/s, loss=0.2312, top1-acc=92.63%, top5-acc=99.63%, remaining_time=0:00:16.517718, arrival_time=2021-04-10 03:35:54.314771, cost_time=0:00:09.176541 2021-04-10 03:35:39,084 INFO : TRAIN, epoch=0068, iter=00080/00196, fetch data time cost=1.68ms, fps=1990 images/s, loss=0.2307, top1-acc=92.67%, top5-acc=99.62%, remaining_time=0:00:15.172220, arrival_time=2021-04-10 03:35:54.256381, cost_time=0:00:10.463601 2021-04-10 03:35:40,379 INFO : TRAIN, epoch=0068, iter=00090/00196, fetch data time cost=1.43ms, fps=1978 images/s, loss=0.2314, top1-acc=92.63%, top5-acc=99.64%, remaining_time=0:00:13.848794, arrival_time=2021-04-10 03:35:54.227778, cost_time=0:00:11.758393 2021-04-10 03:35:41,665 INFO : TRAIN, epoch=0068, iter=00100/00196, fetch data time cost=1.69ms, fps=1990 images/s, loss=0.2314, top1-acc=92.66%, top5-acc=99.64%, remaining_time=0:00:12.523488, arrival_time=2021-04-10 03:35:54.189329, cost_time=0:00:13.045327 2021-04-10 03:35:42,951 INFO : TRAIN, epoch=0068, iter=00110/00196, fetch data time cost=1.42ms, fps=1992 images/s, loss=0.2316, top1-acc=92.67%, top5-acc=99.61%, remaining_time=0:00:11.203994, arrival_time=2021-04-10 03:35:54.155166, cost_time=0:00:14.330658 2021-04-10 03:35:44,243 INFO : TRAIN, epoch=0068, iter=00120/00196, fetch data time cost=2.33ms, fps=1982 images/s, loss=0.2323, top1-acc=92.63%, top5-acc=99.62%, remaining_time=0:00:09.894364, arrival_time=2021-04-10 03:35:54.137517, cost_time=0:00:15.622630 2021-04-10 03:35:45,533 INFO : TRAIN, epoch=0068, iter=00130/00196, fetch data time cost=1.42ms, fps=1985 images/s, loss=0.2309, top1-acc=92.65%, top5-acc=99.63%, remaining_time=0:00:08.586402, arrival_time=2021-04-10 03:35:54.119541, cost_time=0:00:16.912627 2021-04-10 03:35:46,820 INFO : TRAIN, epoch=0068, iter=00140/00196, fetch data time cost=1.39ms, fps=1989 images/s, loss=0.2312, top1-acc=92.66%, top5-acc=99.63%, remaining_time=0:00:07.279944, arrival_time=2021-04-10 03:35:54.100588, cost_time=0:00:18.199914 2021-04-10 03:35:48,114 INFO : TRAIN, epoch=0068, iter=00150/00196, fetch data time cost=1.40ms, fps=1979 images/s, loss=0.2298, top1-acc=92.77%, top5-acc=99.63%, remaining_time=0:00:05.978206, arrival_time=2021-04-10 03:35:54.092891, cost_time=0:00:19.494176 2021-04-10 03:35:49,401 INFO : TRAIN, epoch=0068, iter=00160/00196, fetch data time cost=1.54ms, fps=1990 images/s, loss=0.2314, top1-acc=92.76%, top5-acc=99.62%, remaining_time=0:00:04.675680, arrival_time=2021-04-10 03:35:54.077064, cost_time=0:00:20.780874 2021-04-10 03:35:50,699 INFO : TRAIN, epoch=0068, iter=00170/00196, fetch data time cost=1.36ms, fps=1972 images/s, loss=0.2312, top1-acc=92.77%, top5-acc=99.61%, remaining_time=0:00:03.376828, arrival_time=2021-04-10 03:35:54.076657, cost_time=0:00:22.079314 2021-04-10 03:35:51,988 INFO : TRAIN, epoch=0068, iter=00180/00196, fetch data time cost=1.54ms, fps=1987 images/s, loss=0.2322, top1-acc=92.72%, top5-acc=99.62%, remaining_time=0:00:02.077168, arrival_time=2021-04-10 03:35:54.065774, cost_time=0:00:23.368079 2021-04-10 03:35:53,277 INFO : TRAIN, epoch=0068, iter=00190/00196, fetch data time cost=1.23ms, fps=1988 images/s, loss=0.2339, top1-acc=92.65%, top5-acc=99.63%, remaining_time=0:00:00.778626, arrival_time=2021-04-10 03:35:54.055681, cost_time=0:00:24.656533 2021-04-10 03:35:53,974 INFO : TRAIN, epoch=0068, iter=00196/00196, fetch data time cost=1.27ms, fps=1951 images/s, loss=0.2342, top1-acc=92.64%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-10 03:35:53.974445, cost_time=0:00:25.353939 2021-04-10 03:35:54,508 INFO : EVAL, epoch=0068, iter=00010/00040, fetch data time cost=0.26ms, fps=4802 images/s, loss=0.4102, top1-acc=88.20%, top5-acc=99.14%, remaining_time=0:00:01.599240, arrival_time=2021-04-10 03:35:56.107727, cost_time=0:00:00.533084 2021-04-10 03:35:54,925 INFO : EVAL, epoch=0068, iter=00020/00040, fetch data time cost=1.24ms, fps=6138 images/s, loss=0.4189, top1-acc=87.75%, top5-acc=99.12%, remaining_time=0:00:00.950500, arrival_time=2021-04-10 03:35:55.876409, cost_time=0:00:00.950503 2021-04-10 03:35:55,346 INFO : EVAL, epoch=0068, iter=00030/00040, fetch data time cost=1.43ms, fps=6098 images/s, loss=0.4188, top1-acc=87.41%, top5-acc=99.17%, remaining_time=0:00:00.456880, arrival_time=2021-04-10 03:35:55.802970, cost_time=0:00:01.370640 2021-04-10 03:35:55,736 INFO : EVAL, epoch=0068, iter=00040/00040, fetch data time cost=0.11ms, fps=5952 images/s, loss=0.4169, top1-acc=87.47%, top5-acc=99.03%, remaining_time=0:00:00, arrival_time=2021-04-10 03:35:55.736285, cost_time=0:00:01.760888 2021-04-10 03:35:56,516 INFO : Epoch=0068 complete, best val top1-acc=88.47%, top5-acc=99.32% (epoch=64), remaining_time=1:02:22.564848, arrival_time=2021-04-10 04:38:19.081253, cost_time=0:32:07.987961 2021-04-10 03:35:56,517 INFO : Train start, epoch=0069, lr=0.074088 2021-04-10 03:35:58,011 INFO : TRAIN, epoch=0069, iter=00010/00196, fetch data time cost=1.37ms, fps=1713 images/s, loss=0.2154, top1-acc=93.63%, top5-acc=99.53%, remaining_time=0:00:27.797700, arrival_time=2021-04-10 03:36:25.809396, cost_time=0:00:01.494500 2021-04-10 03:35:59,302 INFO : TRAIN, epoch=0069, iter=00020/00196, fetch data time cost=1.55ms, fps=1983 images/s, loss=0.2135, top1-acc=93.44%, top5-acc=99.69%, remaining_time=0:00:24.514688, arrival_time=2021-04-10 03:36:23.817574, cost_time=0:00:02.785761 2021-04-10 03:36:00,594 INFO : TRAIN, epoch=0069, iter=00030/00196, fetch data time cost=1.46ms, fps=1983 images/s, loss=0.2148, top1-acc=93.11%, top5-acc=99.73%, remaining_time=0:00:22.560396, arrival_time=2021-04-10 03:36:23.154712, cost_time=0:00:04.077186 2021-04-10 03:36:01,917 INFO : TRAIN, epoch=0069, iter=00040/00196, fetch data time cost=1.36ms, fps=1935 images/s, loss=0.2185, top1-acc=93.06%, top5-acc=99.67%, remaining_time=0:00:21.061092, arrival_time=2021-04-10 03:36:22.978523, cost_time=0:00:05.400290 2021-04-10 03:36:03,207 INFO : TRAIN, epoch=0069, iter=00050/00196, fetch data time cost=1.38ms, fps=1986 images/s, loss=0.2210, top1-acc=92.98%, top5-acc=99.64%, remaining_time=0:00:19.534216, arrival_time=2021-04-10 03:36:22.741211, cost_time=0:00:06.689795 2021-04-10 03:36:04,496 INFO : TRAIN, epoch=0069, iter=00060/00196, fetch data time cost=1.40ms, fps=1987 images/s, loss=0.2178, top1-acc=93.03%, top5-acc=99.68%, remaining_time=0:00:18.085824, arrival_time=2021-04-10 03:36:22.582005, cost_time=0:00:07.979047 2021-04-10 03:36:05,782 INFO : TRAIN, epoch=0069, iter=00070/00196, fetch data time cost=1.43ms, fps=1991 images/s, loss=0.2166, top1-acc=93.05%, top5-acc=99.69%, remaining_time=0:00:16.677360, arrival_time=2021-04-10 03:36:22.459727, cost_time=0:00:09.265230 2021-04-10 03:36:07,071 INFO : TRAIN, epoch=0069, iter=00080/00196, fetch data time cost=1.34ms, fps=1987 images/s, loss=0.2151, top1-acc=93.12%, top5-acc=99.71%, remaining_time=0:00:15.303068, arrival_time=2021-04-10 03:36:22.374065, cost_time=0:00:10.553855 2021-04-10 03:36:08,361 INFO : TRAIN, epoch=0069, iter=00090/00196, fetch data time cost=1.36ms, fps=1984 images/s, loss=0.2160, top1-acc=93.08%, top5-acc=99.69%, remaining_time=0:00:13.950342, arrival_time=2021-04-10 03:36:22.312158, cost_time=0:00:11.844674 2021-04-10 03:36:09,650 INFO : TRAIN, epoch=0069, iter=00100/00196, fetch data time cost=1.40ms, fps=1987 images/s, loss=0.2141, top1-acc=93.15%, top5-acc=99.68%, remaining_time=0:00:12.608064, arrival_time=2021-04-10 03:36:22.258562, cost_time=0:00:13.133366 2021-04-10 03:36:10,941 INFO : TRAIN, epoch=0069, iter=00110/00196, fetch data time cost=1.41ms, fps=1984 images/s, loss=0.2129, top1-acc=93.20%, top5-acc=99.69%, remaining_time=0:00:11.277266, arrival_time=2021-04-10 03:36:22.218846, cost_time=0:00:14.424373 2021-04-10 03:36:12,240 INFO : TRAIN, epoch=0069, iter=00120/00196, fetch data time cost=1.42ms, fps=1972 images/s, loss=0.2154, top1-acc=93.12%, top5-acc=99.67%, remaining_time=0:00:09.958052, arrival_time=2021-04-10 03:36:22.198414, cost_time=0:00:15.723233 2021-04-10 03:36:13,530 INFO : TRAIN, epoch=0069, iter=00130/00196, fetch data time cost=1.39ms, fps=1985 images/s, loss=0.2176, top1-acc=93.07%, top5-acc=99.68%, remaining_time=0:00:08.637420, arrival_time=2021-04-10 03:36:22.167655, cost_time=0:00:17.013105 2021-04-10 03:36:14,818 INFO : TRAIN, epoch=0069, iter=00140/00196, fetch data time cost=1.52ms, fps=1987 images/s, loss=0.2188, top1-acc=93.04%, top5-acc=99.68%, remaining_time=0:00:07.320656, arrival_time=2021-04-10 03:36:22.139389, cost_time=0:00:18.301602 2021-04-10 03:36:16,107 INFO : TRAIN, epoch=0069, iter=00150/00196, fetch data time cost=1.34ms, fps=1987 images/s, loss=0.2208, top1-acc=93.00%, top5-acc=99.67%, remaining_time=0:00:06.007738, arrival_time=2021-04-10 03:36:22.115375, cost_time=0:00:19.590439 2021-04-10 03:36:17,396 INFO : TRAIN, epoch=0069, iter=00160/00196, fetch data time cost=1.41ms, fps=1987 images/s, loss=0.2207, top1-acc=92.99%, top5-acc=99.67%, remaining_time=0:00:04.697892, arrival_time=2021-04-10 03:36:22.094534, cost_time=0:00:20.879514 2021-04-10 03:36:18,691 INFO : TRAIN, epoch=0069, iter=00170/00196, fetch data time cost=1.53ms, fps=1978 images/s, loss=0.2195, top1-acc=93.04%, top5-acc=99.67%, remaining_time=0:00:03.391336, arrival_time=2021-04-10 03:36:22.082505, cost_time=0:00:22.174040 2021-04-10 03:36:19,980 INFO : TRAIN, epoch=0069, iter=00180/00196, fetch data time cost=4.57ms, fps=1986 images/s, loss=0.2199, top1-acc=93.01%, top5-acc=99.67%, remaining_time=0:00:02.085616, arrival_time=2021-04-10 03:36:22.065889, cost_time=0:00:23.463132 2021-04-10 03:36:21,270 INFO : TRAIN, epoch=0069, iter=00190/00196, fetch data time cost=1.26ms, fps=1984 images/s, loss=0.2214, top1-acc=92.95%, top5-acc=99.67%, remaining_time=0:00:00.781692, arrival_time=2021-04-10 03:36:22.052578, cost_time=0:00:24.753543 2021-04-10 03:36:21,969 INFO : TRAIN, epoch=0069, iter=00196/00196, fetch data time cost=1.22ms, fps=1948 images/s, loss=0.2220, top1-acc=92.93%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-10 03:36:21.969637, cost_time=0:00:25.452513 2021-04-10 03:36:22,465 INFO : EVAL, epoch=0069, iter=00010/00040, fetch data time cost=1.45ms, fps=5169 images/s, loss=0.4493, top1-acc=86.41%, top5-acc=99.10%, remaining_time=0:00:01.485810, arrival_time=2021-04-10 03:36:23.951754, cost_time=0:00:00.495271 2021-04-10 03:36:22,885 INFO : EVAL, epoch=0069, iter=00020/00040, fetch data time cost=1.28ms, fps=6114 images/s, loss=0.4546, top1-acc=86.31%, top5-acc=99.04%, remaining_time=0:00:00.914340, arrival_time=2021-04-10 03:36:23.799338, cost_time=0:00:00.914334 2021-04-10 03:36:23,303 INFO : EVAL, epoch=0069, iter=00030/00040, fetch data time cost=1.34ms, fps=6118 images/s, loss=0.4433, top1-acc=86.45%, top5-acc=98.98%, remaining_time=0:00:00.444370, arrival_time=2021-04-10 03:36:23.748133, cost_time=0:00:01.333114 2021-04-10 03:36:23,684 INFO : EVAL, epoch=0069, iter=00040/00040, fetch data time cost=0.07ms, fps=6093 images/s, loss=0.4560, top1-acc=86.08%, top5-acc=98.96%, remaining_time=0:00:00, arrival_time=2021-04-10 03:36:23.684839, cost_time=0:00:01.714217 2021-04-10 03:36:24,493 INFO : Epoch=0069 complete, best val top1-acc=88.47%, top5-acc=99.32% (epoch=64), remaining_time=1:01:53.499444, arrival_time=2021-04-10 04:38:17.993275, cost_time=0:32:35.965389 2021-04-10 03:36:24,494 INFO : Train start, epoch=0070, lr=0.073396 2021-04-10 03:36:25,999 INFO : TRAIN, epoch=0070, iter=00010/00196, fetch data time cost=0.25ms, fps=1702 images/s, loss=0.2075, top1-acc=93.40%, top5-acc=99.45%, remaining_time=0:00:27.984072, arrival_time=2021-04-10 03:36:53.983123, cost_time=0:00:01.504525 2021-04-10 03:36:27,290 INFO : TRAIN, epoch=0070, iter=00020/00196, fetch data time cost=1.38ms, fps=1983 images/s, loss=0.1982, top1-acc=93.71%, top5-acc=99.71%, remaining_time=0:00:24.606736, arrival_time=2021-04-10 03:36:51.897445, cost_time=0:00:02.796219 2021-04-10 03:36:28,579 INFO : TRAIN, epoch=0070, iter=00030/00196, fetch data time cost=2.15ms, fps=1988 images/s, loss=0.2038, top1-acc=93.42%, top5-acc=99.69%, remaining_time=0:00:22.601398, arrival_time=2021-04-10 03:36:51.180472, cost_time=0:00:04.084585 2021-04-10 03:36:29,868 INFO : TRAIN, epoch=0070, iter=00040/00196, fetch data time cost=1.38ms, fps=1986 images/s, loss=0.2087, top1-acc=93.33%, top5-acc=99.69%, remaining_time=0:00:20.959380, arrival_time=2021-04-10 03:36:50.828121, cost_time=0:00:05.374184 2021-04-10 03:36:31,157 INFO : TRAIN, epoch=0070, iter=00050/00196, fetch data time cost=1.41ms, fps=1987 images/s, loss=0.2129, top1-acc=93.09%, top5-acc=99.69%, remaining_time=0:00:19.456982, arrival_time=2021-04-10 03:36:50.614853, cost_time=0:00:06.663374 2021-04-10 03:36:32,447 INFO : TRAIN, epoch=0070, iter=00060/00196, fetch data time cost=1.40ms, fps=1986 images/s, loss=0.2213, top1-acc=92.88%, top5-acc=99.65%, remaining_time=0:00:18.026120, arrival_time=2021-04-10 03:36:50.473321, cost_time=0:00:07.952710 2021-04-10 03:36:33,733 INFO : TRAIN, epoch=0070, iter=00070/00196, fetch data time cost=1.36ms, fps=1991 images/s, loss=0.2202, top1-acc=92.88%, top5-acc=99.64%, remaining_time=0:00:16.629984, arrival_time=2021-04-10 03:36:50.363370, cost_time=0:00:09.238880 2021-04-10 03:36:35,024 INFO : TRAIN, epoch=0070, iter=00080/00196, fetch data time cost=1.32ms, fps=1984 images/s, loss=0.2168, top1-acc=92.99%, top5-acc=99.65%, remaining_time=0:00:15.267804, arrival_time=2021-04-10 03:36:50.291898, cost_time=0:00:10.529534 2021-04-10 03:36:36,310 INFO : TRAIN, epoch=0070, iter=00090/00196, fetch data time cost=1.32ms, fps=1991 images/s, loss=0.2174, top1-acc=92.99%, top5-acc=99.66%, remaining_time=0:00:13.916104, arrival_time=2021-04-10 03:36:50.226149, cost_time=0:00:11.815553 2021-04-10 03:36:37,597 INFO : TRAIN, epoch=0070, iter=00100/00196, fetch data time cost=1.34ms, fps=1988 images/s, loss=0.2187, top1-acc=92.93%, top5-acc=99.66%, remaining_time=0:00:12.579264, arrival_time=2021-04-10 03:36:50.177168, cost_time=0:00:13.103409 2021-04-10 03:36:38,885 INFO : TRAIN, epoch=0070, iter=00110/00196, fetch data time cost=1.33ms, fps=1989 images/s, loss=0.2198, top1-acc=92.95%, top5-acc=99.67%, remaining_time=0:00:11.250864, arrival_time=2021-04-10 03:36:50.136006, cost_time=0:00:14.390648 2021-04-10 03:36:40,174 INFO : TRAIN, epoch=0070, iter=00120/00196, fetch data time cost=1.43ms, fps=1987 images/s, loss=0.2179, top1-acc=93.03%, top5-acc=99.68%, remaining_time=0:00:09.930388, arrival_time=2021-04-10 03:36:50.104500, cost_time=0:00:15.679602 2021-04-10 03:36:41,460 INFO : TRAIN, epoch=0070, iter=00130/00196, fetch data time cost=1.33ms, fps=1991 images/s, loss=0.2185, top1-acc=93.04%, top5-acc=99.68%, remaining_time=0:00:08.613330, arrival_time=2021-04-10 03:36:50.073508, cost_time=0:00:16.965683 2021-04-10 03:36:42,748 INFO : TRAIN, epoch=0070, iter=00140/00196, fetch data time cost=1.86ms, fps=1988 images/s, loss=0.2211, top1-acc=92.99%, top5-acc=99.66%, remaining_time=0:00:07.301448, arrival_time=2021-04-10 03:36:50.049610, cost_time=0:00:18.253588 2021-04-10 03:36:44,042 INFO : TRAIN, epoch=0070, iter=00150/00196, fetch data time cost=1.44ms, fps=1979 images/s, loss=0.2202, top1-acc=93.06%, top5-acc=99.66%, remaining_time=0:00:05.994582, arrival_time=2021-04-10 03:36:50.036636, cost_time=0:00:19.547565 2021-04-10 03:36:45,332 INFO : TRAIN, epoch=0070, iter=00160/00196, fetch data time cost=1.40ms, fps=1984 images/s, loss=0.2195, top1-acc=93.07%, top5-acc=99.66%, remaining_time=0:00:04.688568, arrival_time=2021-04-10 03:36:50.021065, cost_time=0:00:20.838013 2021-04-10 03:36:46,622 INFO : TRAIN, epoch=0070, iter=00170/00196, fetch data time cost=1.36ms, fps=1985 images/s, loss=0.2204, top1-acc=93.03%, top5-acc=99.66%, remaining_time=0:00:03.384290, arrival_time=2021-04-10 03:36:50.006830, cost_time=0:00:22.128042 2021-04-10 03:36:47,909 INFO : TRAIN, epoch=0070, iter=00180/00196, fetch data time cost=1.37ms, fps=1990 images/s, loss=0.2222, top1-acc=92.99%, top5-acc=99.65%, remaining_time=0:00:02.081344, arrival_time=2021-04-10 03:36:49.990905, cost_time=0:00:23.415054 2021-04-10 03:36:49,199 INFO : TRAIN, epoch=0070, iter=00190/00196, fetch data time cost=1.37ms, fps=1986 images/s, loss=0.2240, top1-acc=92.91%, top5-acc=99.64%, remaining_time=0:00:00.780150, arrival_time=2021-04-10 03:36:49.979386, cost_time=0:00:24.704740 2021-04-10 03:36:49,896 INFO : TRAIN, epoch=0070, iter=00196/00196, fetch data time cost=1.25ms, fps=1951 images/s, loss=0.2239, top1-acc=92.91%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-10 03:36:49.896573, cost_time=0:00:25.402072 2021-04-10 03:36:50,385 INFO : EVAL, epoch=0070, iter=00010/00040, fetch data time cost=0.21ms, fps=5244 images/s, loss=0.5779, top1-acc=83.48%, top5-acc=99.37%, remaining_time=0:00:01.464570, arrival_time=2021-04-10 03:36:51.850285, cost_time=0:00:00.488186 2021-04-10 03:36:50,805 INFO : EVAL, epoch=0070, iter=00020/00040, fetch data time cost=1.43ms, fps=6110 images/s, loss=0.5920, top1-acc=83.40%, top5-acc=99.08%, remaining_time=0:00:00.907500, arrival_time=2021-04-10 03:36:51.712529, cost_time=0:00:00.907499 2021-04-10 03:36:51,223 INFO : EVAL, epoch=0070, iter=00030/00040, fetch data time cost=1.30ms, fps=6125 images/s, loss=0.5880, top1-acc=83.52%, top5-acc=99.11%, remaining_time=0:00:00.441920, arrival_time=2021-04-10 03:36:51.665209, cost_time=0:00:01.325760 2021-04-10 03:36:51,605 INFO : EVAL, epoch=0070, iter=00040/00040, fetch data time cost=0.07ms, fps=6069 images/s, loss=0.6016, top1-acc=83.33%, top5-acc=99.04%, remaining_time=0:00:00, arrival_time=2021-04-10 03:36:51.605891, cost_time=0:00:01.708363 2021-04-10 03:36:52,399 INFO : Epoch=0070 complete, best val top1-acc=88.47%, top5-acc=99.32% (epoch=64), remaining_time=1:01:24.331950, arrival_time=2021-04-10 04:38:16.731450, cost_time=0:33:03.871060 2021-04-10 03:36:52,400 INFO : Train start, epoch=0071, lr=0.072700 2021-04-10 03:36:53,849 INFO : TRAIN, epoch=0071, iter=00010/00196, fetch data time cost=0.37ms, fps=1767 images/s, loss=0.2359, top1-acc=92.42%, top5-acc=99.69%, remaining_time=0:00:26.952702, arrival_time=2021-04-10 03:37:20.802016, cost_time=0:00:01.449072 2021-04-10 03:36:55,138 INFO : TRAIN, epoch=0071, iter=00020/00196, fetch data time cost=1.77ms, fps=1986 images/s, loss=0.2315, top1-acc=92.85%, top5-acc=99.67%, remaining_time=0:00:24.100032, arrival_time=2021-04-10 03:37:19.238839, cost_time=0:00:02.738639 2021-04-10 03:36:56,427 INFO : TRAIN, epoch=0071, iter=00030/00196, fetch data time cost=1.30ms, fps=1987 images/s, loss=0.2209, top1-acc=93.06%, top5-acc=99.67%, remaining_time=0:00:22.284670, arrival_time=2021-04-10 03:37:18.712199, cost_time=0:00:04.027361 2021-04-10 03:36:57,717 INFO : TRAIN, epoch=0071, iter=00040/00196, fetch data time cost=1.41ms, fps=1986 images/s, loss=0.2206, top1-acc=93.10%, top5-acc=99.72%, remaining_time=0:00:20.735832, arrival_time=2021-04-10 03:37:18.452872, cost_time=0:00:05.316862 2021-04-10 03:36:59,004 INFO : TRAIN, epoch=0071, iter=00050/00196, fetch data time cost=1.44ms, fps=1990 images/s, loss=0.2200, top1-acc=93.09%, top5-acc=99.72%, remaining_time=0:00:19.283388, arrival_time=2021-04-10 03:37:18.287496, cost_time=0:00:06.603876 2021-04-10 03:37:00,336 INFO : TRAIN, epoch=0071, iter=00060/00196, fetch data time cost=1.68ms, fps=1923 images/s, loss=0.2162, top1-acc=93.21%, top5-acc=99.71%, remaining_time=0:00:17.988176, arrival_time=2021-04-10 03:37:18.324321, cost_time=0:00:07.935976 2021-04-10 03:37:01,626 INFO : TRAIN, epoch=0071, iter=00070/00196, fetch data time cost=1.53ms, fps=1985 images/s, loss=0.2173, top1-acc=93.20%, top5-acc=99.71%, remaining_time=0:00:16.606674, arrival_time=2021-04-10 03:37:18.232753, cost_time=0:00:09.225910 2021-04-10 03:37:02,933 INFO : TRAIN, epoch=0071, iter=00080/00196, fetch data time cost=1.31ms, fps=1959 images/s, loss=0.2159, top1-acc=93.30%, top5-acc=99.68%, remaining_time=0:00:15.272792, arrival_time=2021-04-10 03:37:18.205954, cost_time=0:00:10.532994 2021-04-10 03:37:04,225 INFO : TRAIN, epoch=0071, iter=00090/00196, fetch data time cost=2.46ms, fps=1982 images/s, loss=0.2171, top1-acc=93.25%, top5-acc=99.69%, remaining_time=0:00:13.927234, arrival_time=2021-04-10 03:37:18.152485, cost_time=0:00:11.824986 2021-04-10 03:37:05,510 INFO : TRAIN, epoch=0071, iter=00100/00196, fetch data time cost=1.43ms, fps=1993 images/s, loss=0.2158, top1-acc=93.31%, top5-acc=99.66%, remaining_time=0:00:12.585888, arrival_time=2021-04-10 03:37:18.096350, cost_time=0:00:13.110298 2021-04-10 03:37:06,798 INFO : TRAIN, epoch=0071, iter=00110/00196, fetch data time cost=1.37ms, fps=1988 images/s, loss=0.2151, top1-acc=93.27%, top5-acc=99.67%, remaining_time=0:00:11.256712, arrival_time=2021-04-10 03:37:18.054974, cost_time=0:00:14.398092 2021-04-10 03:37:08,085 INFO : TRAIN, epoch=0071, iter=00120/00196, fetch data time cost=1.55ms, fps=1990 images/s, loss=0.2166, top1-acc=93.26%, top5-acc=99.66%, remaining_time=0:00:09.933808, arrival_time=2021-04-10 03:37:18.018942, cost_time=0:00:15.684960 2021-04-10 03:37:09,373 INFO : TRAIN, epoch=0071, iter=00130/00196, fetch data time cost=1.58ms, fps=1988 images/s, loss=0.2166, top1-acc=93.25%, top5-acc=99.66%, remaining_time=0:00:08.617158, arrival_time=2021-04-10 03:37:17.990479, cost_time=0:00:16.973137 2021-04-10 03:37:10,663 INFO : TRAIN, epoch=0071, iter=00140/00196, fetch data time cost=1.42ms, fps=1984 images/s, loss=0.2168, top1-acc=93.21%, top5-acc=99.67%, remaining_time=0:00:07.305480, arrival_time=2021-04-10 03:37:17.969398, cost_time=0:00:18.263676 2021-04-10 03:37:11,948 INFO : TRAIN, epoch=0071, iter=00150/00196, fetch data time cost=1.59ms, fps=1993 images/s, loss=0.2193, top1-acc=93.13%, top5-acc=99.65%, remaining_time=0:00:05.994904, arrival_time=2021-04-10 03:37:17.943715, cost_time=0:00:19.548638 2021-04-10 03:37:13,238 INFO : TRAIN, epoch=0071, iter=00160/00196, fetch data time cost=1.46ms, fps=1985 images/s, loss=0.2199, top1-acc=93.11%, top5-acc=99.65%, remaining_time=0:00:04.688676, arrival_time=2021-04-10 03:37:17.927381, cost_time=0:00:20.838495 2021-04-10 03:37:14,528 INFO : TRAIN, epoch=0071, iter=00170/00196, fetch data time cost=1.45ms, fps=1986 images/s, loss=0.2228, top1-acc=93.01%, top5-acc=99.64%, remaining_time=0:00:03.384290, arrival_time=2021-04-10 03:37:17.912532, cost_time=0:00:22.128075 2021-04-10 03:37:15,820 INFO : TRAIN, epoch=0071, iter=00180/00196, fetch data time cost=2.54ms, fps=1983 images/s, loss=0.2230, top1-acc=92.99%, top5-acc=99.65%, remaining_time=0:00:02.081760, arrival_time=2021-04-10 03:37:17.901718, cost_time=0:00:23.419727 2021-04-10 03:37:17,112 INFO : TRAIN, epoch=0071, iter=00190/00196, fetch data time cost=1.45ms, fps=1982 images/s, loss=0.2231, top1-acc=92.99%, top5-acc=99.65%, remaining_time=0:00:00.780378, arrival_time=2021-04-10 03:37:17.892596, cost_time=0:00:24.712053 2021-04-10 03:37:17,810 INFO : TRAIN, epoch=0071, iter=00196/00196, fetch data time cost=1.23ms, fps=1948 images/s, loss=0.2231, top1-acc=93.00%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-10 03:37:17.810872, cost_time=0:00:25.410660 2021-04-10 03:37:18,305 INFO : EVAL, epoch=0071, iter=00010/00040, fetch data time cost=1.58ms, fps=5183 images/s, loss=0.4932, top1-acc=86.64%, top5-acc=98.83%, remaining_time=0:00:01.481640, arrival_time=2021-04-10 03:37:19.787410, cost_time=0:00:00.493882 2021-04-10 03:37:18,725 INFO : EVAL, epoch=0071, iter=00020/00040, fetch data time cost=1.29ms, fps=6099 images/s, loss=0.4839, top1-acc=86.25%, top5-acc=98.59%, remaining_time=0:00:00.914020, arrival_time=2021-04-10 03:37:19.639901, cost_time=0:00:00.914025 2021-04-10 03:37:19,145 INFO : EVAL, epoch=0071, iter=00030/00040, fetch data time cost=1.29ms, fps=6104 images/s, loss=0.4893, top1-acc=85.98%, top5-acc=98.58%, remaining_time=0:00:00.444580, arrival_time=2021-04-10 03:37:19.590161, cost_time=0:00:01.333733 2021-04-10 03:37:19,527 INFO : EVAL, epoch=0071, iter=00040/00040, fetch data time cost=0.07ms, fps=6085 images/s, loss=0.4770, top1-acc=86.03%, top5-acc=98.57%, remaining_time=0:00:00, arrival_time=2021-04-10 03:37:19.527121, cost_time=0:00:01.715294 2021-04-10 03:37:20,472 INFO : Epoch=0071 complete, best val top1-acc=88.47%, top5-acc=99.32% (epoch=64), remaining_time=1:00:55.504476, arrival_time=2021-04-10 04:38:15.977224, cost_time=0:33:31.944305 2021-04-10 03:37:20,473 INFO : Train start, epoch=0072, lr=0.071997 2021-04-10 03:37:21,935 INFO : TRAIN, epoch=0072, iter=00010/00196, fetch data time cost=0.43ms, fps=1751 images/s, loss=0.2490, top1-acc=91.60%, top5-acc=99.57%, remaining_time=0:00:27.191340, arrival_time=2021-04-10 03:37:49.126730, cost_time=0:00:01.461903 2021-04-10 03:37:23,225 INFO : TRAIN, epoch=0072, iter=00020/00196, fetch data time cost=1.56ms, fps=1986 images/s, loss=0.2543, top1-acc=91.89%, top5-acc=99.49%, remaining_time=0:00:24.214960, arrival_time=2021-04-10 03:37:47.440068, cost_time=0:00:02.751694 2021-04-10 03:37:24,515 INFO : TRAIN, epoch=0072, iter=00030/00196, fetch data time cost=1.60ms, fps=1984 images/s, loss=0.2508, top1-acc=92.01%, top5-acc=99.52%, remaining_time=0:00:22.367338, arrival_time=2021-04-10 03:37:46.883047, cost_time=0:00:04.042291 2021-04-10 03:37:25,802 INFO : TRAIN, epoch=0072, iter=00040/00196, fetch data time cost=1.53ms, fps=1990 images/s, loss=0.2423, top1-acc=92.44%, top5-acc=99.54%, remaining_time=0:00:20.784348, arrival_time=2021-04-10 03:37:46.587094, cost_time=0:00:05.329324 2021-04-10 03:37:27,093 INFO : TRAIN, epoch=0072, iter=00050/00196, fetch data time cost=1.69ms, fps=1984 images/s, loss=0.2394, top1-acc=92.55%, top5-acc=99.57%, remaining_time=0:00:19.331130, arrival_time=2021-04-10 03:37:46.424812, cost_time=0:00:06.620274 2021-04-10 03:37:28,381 INFO : TRAIN, epoch=0072, iter=00060/00196, fetch data time cost=1.40ms, fps=1988 images/s, loss=0.2361, top1-acc=92.62%, top5-acc=99.58%, remaining_time=0:00:17.925344, arrival_time=2021-04-10 03:37:46.307090, cost_time=0:00:07.908266 2021-04-10 03:37:29,670 INFO : TRAIN, epoch=0072, iter=00070/00196, fetch data time cost=1.69ms, fps=1988 images/s, loss=0.2323, top1-acc=92.70%, top5-acc=99.60%, remaining_time=0:00:16.554006, arrival_time=2021-04-10 03:37:46.224118, cost_time=0:00:09.196696 2021-04-10 03:37:30,956 INFO : TRAIN, epoch=0072, iter=00080/00196, fetch data time cost=1.68ms, fps=1991 images/s, loss=0.2269, top1-acc=92.85%, top5-acc=99.63%, remaining_time=0:00:15.199828, arrival_time=2021-04-10 03:37:46.155917, cost_time=0:00:10.482621 2021-04-10 03:37:32,245 INFO : TRAIN, epoch=0072, iter=00090/00196, fetch data time cost=1.56ms, fps=1987 images/s, loss=0.2235, top1-acc=92.92%, top5-acc=99.65%, remaining_time=0:00:13.864588, arrival_time=2021-04-10 03:37:46.109903, cost_time=0:00:11.771865 2021-04-10 03:37:33,535 INFO : TRAIN, epoch=0072, iter=00100/00196, fetch data time cost=1.54ms, fps=1986 images/s, loss=0.2215, top1-acc=92.97%, top5-acc=99.66%, remaining_time=0:00:12.539136, arrival_time=2021-04-10 03:37:46.074149, cost_time=0:00:13.061603 2021-04-10 03:37:34,827 INFO : TRAIN, epoch=0072, iter=00110/00196, fetch data time cost=1.40ms, fps=1982 images/s, loss=0.2210, top1-acc=93.00%, top5-acc=99.67%, remaining_time=0:00:11.221968, arrival_time=2021-04-10 03:37:46.049086, cost_time=0:00:14.353636 2021-04-10 03:37:36,114 INFO : TRAIN, epoch=0072, iter=00120/00196, fetch data time cost=1.40ms, fps=1990 images/s, loss=0.2201, top1-acc=93.04%, top5-acc=99.66%, remaining_time=0:00:09.905764, arrival_time=2021-04-10 03:37:46.019803, cost_time=0:00:15.640625 2021-04-10 03:37:37,401 INFO : TRAIN, epoch=0072, iter=00130/00196, fetch data time cost=1.33ms, fps=1989 images/s, loss=0.2204, top1-acc=93.03%, top5-acc=99.65%, remaining_time=0:00:08.594124, arrival_time=2021-04-10 03:37:45.995374, cost_time=0:00:16.927831 2021-04-10 03:37:38,686 INFO : TRAIN, epoch=0072, iter=00140/00196, fetch data time cost=1.33ms, fps=1993 images/s, loss=0.2227, top1-acc=92.95%, top5-acc=99.66%, remaining_time=0:00:07.285096, arrival_time=2021-04-10 03:37:45.971351, cost_time=0:00:18.212804 2021-04-10 03:37:39,978 INFO : TRAIN, epoch=0072, iter=00150/00196, fetch data time cost=2.23ms, fps=1982 images/s, loss=0.2250, top1-acc=92.90%, top5-acc=99.65%, remaining_time=0:00:05.981518, arrival_time=2021-04-10 03:37:45.960044, cost_time=0:00:19.504905 2021-04-10 03:37:41,266 INFO : TRAIN, epoch=0072, iter=00160/00196, fetch data time cost=1.34ms, fps=1988 images/s, loss=0.2231, top1-acc=92.94%, top5-acc=99.66%, remaining_time=0:00:04.678524, arrival_time=2021-04-10 03:37:45.945339, cost_time=0:00:20.793396 2021-04-10 03:37:42,554 INFO : TRAIN, epoch=0072, iter=00170/00196, fetch data time cost=1.49ms, fps=1988 images/s, loss=0.2230, top1-acc=92.93%, top5-acc=99.66%, remaining_time=0:00:03.377140, arrival_time=2021-04-10 03:37:45.931855, cost_time=0:00:22.081298 2021-04-10 03:37:43,840 INFO : TRAIN, epoch=0072, iter=00180/00196, fetch data time cost=1.32ms, fps=1992 images/s, loss=0.2240, top1-acc=92.91%, top5-acc=99.67%, remaining_time=0:00:02.077056, arrival_time=2021-04-10 03:37:45.917308, cost_time=0:00:23.366794 2021-04-10 03:37:45,129 INFO : TRAIN, epoch=0072, iter=00190/00196, fetch data time cost=1.25ms, fps=1987 images/s, loss=0.2242, top1-acc=92.87%, top5-acc=99.67%, remaining_time=0:00:00.778596, arrival_time=2021-04-10 03:37:45.907642, cost_time=0:00:24.655617 2021-04-10 03:37:45,825 INFO : TRAIN, epoch=0072, iter=00196/00196, fetch data time cost=1.35ms, fps=1955 images/s, loss=0.2249, top1-acc=92.86%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-10 03:37:45.825147, cost_time=0:00:25.351743 2021-04-10 03:37:46,323 INFO : EVAL, epoch=0072, iter=00010/00040, fetch data time cost=1.43ms, fps=5148 images/s, loss=0.3956, top1-acc=87.30%, top5-acc=98.71%, remaining_time=0:00:01.491810, arrival_time=2021-04-10 03:37:47.815200, cost_time=0:00:00.497269 2021-04-10 03:37:46,740 INFO : EVAL, epoch=0072, iter=00020/00040, fetch data time cost=1.34ms, fps=6137 images/s, loss=0.3861, top1-acc=87.73%, top5-acc=98.85%, remaining_time=0:00:00.914880, arrival_time=2021-04-10 03:37:47.655822, cost_time=0:00:00.914872 2021-04-10 03:37:47,161 INFO : EVAL, epoch=0072, iter=00030/00040, fetch data time cost=2.00ms, fps=6099 images/s, loss=0.3829, top1-acc=87.79%, top5-acc=98.95%, remaining_time=0:00:00.444970, arrival_time=2021-04-10 03:37:47.605971, cost_time=0:00:01.334901 2021-04-10 03:37:47,553 INFO : EVAL, epoch=0072, iter=00040/00040, fetch data time cost=0.11ms, fps=5916 images/s, loss=0.3690, top1-acc=87.97%, top5-acc=99.01%, remaining_time=0:00:00, arrival_time=2021-04-10 03:37:47.553621, cost_time=0:00:01.727505 2021-04-10 03:37:48,413 INFO : Epoch=0072 complete, best val top1-acc=88.47%, top5-acc=99.32% (epoch=64), remaining_time=1:00:26.461440, arrival_time=2021-04-10 04:38:14.874424, cost_time=0:33:59.884531 2021-04-10 03:37:48,413 INFO : Train start, epoch=0073, lr=0.071289 2021-04-10 03:37:49,855 INFO : TRAIN, epoch=0073, iter=00010/00196, fetch data time cost=1.50ms, fps=1776 images/s, loss=0.2210, top1-acc=93.01%, top5-acc=99.73%, remaining_time=0:00:26.809296, arrival_time=2021-04-10 03:38:16.664497, cost_time=0:00:01.441363 2021-04-10 03:37:51,140 INFO : TRAIN, epoch=0073, iter=00020/00196, fetch data time cost=1.40ms, fps=1993 images/s, loss=0.2190, top1-acc=93.18%, top5-acc=99.73%, remaining_time=0:00:23.991616, arrival_time=2021-04-10 03:38:15.131780, cost_time=0:00:02.726324 2021-04-10 03:37:52,424 INFO : TRAIN, epoch=0073, iter=00030/00196, fetch data time cost=1.31ms, fps=1994 images/s, loss=0.2146, top1-acc=93.18%, top5-acc=99.71%, remaining_time=0:00:22.193204, arrival_time=2021-04-10 03:38:14.617870, cost_time=0:00:04.010826 2021-04-10 03:37:53,711 INFO : TRAIN, epoch=0073, iter=00040/00196, fetch data time cost=1.36ms, fps=1990 images/s, loss=0.2169, top1-acc=93.04%, top5-acc=99.68%, remaining_time=0:00:20.661420, arrival_time=2021-04-10 03:38:14.373080, cost_time=0:00:05.297800 2021-04-10 03:37:54,996 INFO : TRAIN, epoch=0073, iter=00050/00196, fetch data time cost=3.53ms, fps=1993 images/s, loss=0.2139, top1-acc=93.23%, top5-acc=99.64%, remaining_time=0:00:19.221922, arrival_time=2021-04-10 03:38:14.218619, cost_time=0:00:06.582857 2021-04-10 03:37:56,281 INFO : TRAIN, epoch=0073, iter=00060/00196, fetch data time cost=1.30ms, fps=1994 images/s, loss=0.2137, top1-acc=93.23%, top5-acc=99.66%, remaining_time=0:00:17.832728, arrival_time=2021-04-10 03:38:14.113924, cost_time=0:00:07.867354 2021-04-10 03:37:57,566 INFO : TRAIN, epoch=0073, iter=00070/00196, fetch data time cost=1.35ms, fps=1993 images/s, loss=0.2129, top1-acc=93.28%, top5-acc=99.68%, remaining_time=0:00:16.474122, arrival_time=2021-04-10 03:38:14.040264, cost_time=0:00:09.152304 2021-04-10 03:37:58,850 INFO : TRAIN, epoch=0073, iter=00080/00196, fetch data time cost=1.42ms, fps=1993 images/s, loss=0.2150, top1-acc=93.25%, top5-acc=99.67%, remaining_time=0:00:15.133592, arrival_time=2021-04-10 03:38:13.984443, cost_time=0:00:10.436997 2021-04-10 03:38:00,139 INFO : TRAIN, epoch=0073, iter=00090/00196, fetch data time cost=1.35ms, fps=1988 images/s, loss=0.2157, top1-acc=93.28%, top5-acc=99.67%, remaining_time=0:00:13.809892, arrival_time=2021-04-10 03:38:13.949209, cost_time=0:00:11.725409 2021-04-10 03:38:01,427 INFO : TRAIN, epoch=0073, iter=00100/00196, fetch data time cost=1.40ms, fps=1989 images/s, loss=0.2146, top1-acc=93.28%, top5-acc=99.67%, remaining_time=0:00:12.492576, arrival_time=2021-04-10 03:38:13.919555, cost_time=0:00:13.013131 2021-04-10 03:38:02,716 INFO : TRAIN, epoch=0073, iter=00110/00196, fetch data time cost=1.33ms, fps=1985 images/s, loss=0.2134, top1-acc=93.30%, top5-acc=99.67%, remaining_time=0:00:11.182322, arrival_time=2021-04-10 03:38:13.899136, cost_time=0:00:14.302973 2021-04-10 03:38:04,009 INFO : TRAIN, epoch=0073, iter=00120/00196, fetch data time cost=2.11ms, fps=1981 images/s, loss=0.2130, top1-acc=93.32%, top5-acc=99.67%, remaining_time=0:00:09.877188, arrival_time=2021-04-10 03:38:13.886536, cost_time=0:00:15.595505 2021-04-10 03:38:05,298 INFO : TRAIN, epoch=0073, iter=00130/00196, fetch data time cost=1.32ms, fps=1987 images/s, loss=0.2149, top1-acc=93.21%, top5-acc=99.68%, remaining_time=0:00:08.571948, arrival_time=2021-04-10 03:38:13.869913, cost_time=0:00:16.884128 2021-04-10 03:38:06,588 INFO : TRAIN, epoch=0073, iter=00140/00196, fetch data time cost=1.34ms, fps=1985 images/s, loss=0.2176, top1-acc=93.12%, top5-acc=99.67%, remaining_time=0:00:07.269752, arrival_time=2021-04-10 03:38:13.857921, cost_time=0:00:18.174329 2021-04-10 03:38:07,874 INFO : TRAIN, epoch=0073, iter=00150/00196, fetch data time cost=1.56ms, fps=1991 images/s, loss=0.2182, top1-acc=93.10%, top5-acc=99.66%, remaining_time=0:00:05.967948, arrival_time=2021-04-10 03:38:13.842551, cost_time=0:00:19.460761 2021-04-10 03:38:09,161 INFO : TRAIN, epoch=0073, iter=00160/00196, fetch data time cost=1.51ms, fps=1990 images/s, loss=0.2167, top1-acc=93.13%, top5-acc=99.67%, remaining_time=0:00:04.668156, arrival_time=2021-04-10 03:38:13.829359, cost_time=0:00:20.747365 2021-04-10 03:38:10,448 INFO : TRAIN, epoch=0073, iter=00170/00196, fetch data time cost=1.35ms, fps=1990 images/s, loss=0.2154, top1-acc=93.17%, top5-acc=99.67%, remaining_time=0:00:03.369964, arrival_time=2021-04-10 03:38:13.818227, cost_time=0:00:22.034421 2021-04-10 03:38:11,739 INFO : TRAIN, epoch=0073, iter=00180/00196, fetch data time cost=1.37ms, fps=1983 images/s, loss=0.2164, top1-acc=93.16%, top5-acc=99.66%, remaining_time=0:00:02.073376, arrival_time=2021-04-10 03:38:13.812794, cost_time=0:00:23.325505 2021-04-10 03:38:13,028 INFO : TRAIN, epoch=0073, iter=00190/00196, fetch data time cost=1.23ms, fps=1987 images/s, loss=0.2162, top1-acc=93.16%, top5-acc=99.65%, remaining_time=0:00:00.777294, arrival_time=2021-04-10 03:38:13.805542, cost_time=0:00:24.614404 2021-04-10 03:38:13,726 INFO : TRAIN, epoch=0073, iter=00196/00196, fetch data time cost=1.24ms, fps=1950 images/s, loss=0.2179, top1-acc=93.13%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-10 03:38:13.726107, cost_time=0:00:25.312259 2021-04-10 03:38:14,233 INFO : EVAL, epoch=0073, iter=00010/00040, fetch data time cost=2.06ms, fps=5060 images/s, loss=0.6648, top1-acc=81.37%, top5-acc=98.67%, remaining_time=0:00:01.517790, arrival_time=2021-04-10 03:38:15.750941, cost_time=0:00:00.505931 2021-04-10 03:38:14,652 INFO : EVAL, epoch=0073, iter=00020/00040, fetch data time cost=1.31ms, fps=6110 images/s, loss=0.6512, top1-acc=81.37%, top5-acc=98.54%, remaining_time=0:00:00.925280, arrival_time=2021-04-10 03:38:15.577772, cost_time=0:00:00.925281 2021-04-10 03:38:15,073 INFO : EVAL, epoch=0073, iter=00030/00040, fetch data time cost=1.42ms, fps=6088 images/s, loss=0.6578, top1-acc=81.22%, top5-acc=98.46%, remaining_time=0:00:00.448690, arrival_time=2021-04-10 03:38:15.521990, cost_time=0:00:01.346083 2021-04-10 03:38:15,454 INFO : EVAL, epoch=0073, iter=00040/00040, fetch data time cost=0.08ms, fps=6098 images/s, loss=0.6461, top1-acc=81.47%, top5-acc=98.43%, remaining_time=0:00:00, arrival_time=2021-04-10 03:38:15.454060, cost_time=0:00:01.726875 2021-04-10 03:38:16,282 INFO : Epoch=0073 complete, best val top1-acc=88.47%, top5-acc=99.32% (epoch=64), remaining_time=0:59:57.326054, arrival_time=2021-04-10 04:38:13.608896, cost_time=0:34:27.754375 2021-04-10 03:38:16,283 INFO : Train start, epoch=0074, lr=0.070576 2021-04-10 03:38:17,768 INFO : TRAIN, epoch=0074, iter=00010/00196, fetch data time cost=0.26ms, fps=1724 images/s, loss=0.2342, top1-acc=92.70%, top5-acc=99.49%, remaining_time=0:00:27.619326, arrival_time=2021-04-10 03:38:45.388036, cost_time=0:00:01.484912 2021-04-10 03:38:19,054 INFO : TRAIN, epoch=0074, iter=00020/00196, fetch data time cost=1.37ms, fps=1992 images/s, loss=0.2282, top1-acc=92.99%, top5-acc=99.59%, remaining_time=0:00:24.380576, arrival_time=2021-04-10 03:38:43.434891, cost_time=0:00:02.770526 2021-04-10 03:38:20,349 INFO : TRAIN, epoch=0074, iter=00030/00196, fetch data time cost=1.42ms, fps=1977 images/s, loss=0.2314, top1-acc=92.94%, top5-acc=99.60%, remaining_time=0:00:22.497316, arrival_time=2021-04-10 03:38:42.846879, cost_time=0:00:04.065772 2021-04-10 03:38:21,638 INFO : TRAIN, epoch=0074, iter=00040/00196, fetch data time cost=1.37ms, fps=1986 images/s, loss=0.2244, top1-acc=93.07%, top5-acc=99.58%, remaining_time=0:00:20.884812, arrival_time=2021-04-10 03:38:42.523687, cost_time=0:00:05.355093 2021-04-10 03:38:22,925 INFO : TRAIN, epoch=0074, iter=00050/00196, fetch data time cost=1.44ms, fps=1991 images/s, loss=0.2212, top1-acc=93.16%, top5-acc=99.60%, remaining_time=0:00:19.392742, arrival_time=2021-04-10 03:38:42.317894, cost_time=0:00:06.641354 2021-04-10 03:38:24,212 INFO : TRAIN, epoch=0074, iter=00060/00196, fetch data time cost=1.41ms, fps=1990 images/s, loss=0.2189, top1-acc=93.15%, top5-acc=99.60%, remaining_time=0:00:17.970632, arrival_time=2021-04-10 03:38:42.182671, cost_time=0:00:07.928248 2021-04-10 03:38:25,499 INFO : TRAIN, epoch=0074, iter=00070/00196, fetch data time cost=1.42ms, fps=1989 images/s, loss=0.2165, top1-acc=93.27%, top5-acc=99.62%, remaining_time=0:00:16.588026, arrival_time=2021-04-10 03:38:42.087406, cost_time=0:00:09.215588 2021-04-10 03:38:26,785 INFO : TRAIN, epoch=0074, iter=00080/00196, fetch data time cost=1.50ms, fps=1991 images/s, loss=0.2159, top1-acc=93.24%, top5-acc=99.64%, remaining_time=0:00:15.227784, arrival_time=2021-04-10 03:38:42.013493, cost_time=0:00:10.501915 2021-04-10 03:38:28,073 INFO : TRAIN, epoch=0074, iter=00090/00196, fetch data time cost=1.44ms, fps=1988 images/s, loss=0.2150, top1-acc=93.23%, top5-acc=99.64%, remaining_time=0:00:13.885894, arrival_time=2021-04-10 03:38:41.959629, cost_time=0:00:11.789942 2021-04-10 03:38:29,363 INFO : TRAIN, epoch=0074, iter=00100/00196, fetch data time cost=4.14ms, fps=1985 images/s, loss=0.2144, top1-acc=93.26%, top5-acc=99.65%, remaining_time=0:00:12.556896, arrival_time=2021-04-10 03:38:41.920830, cost_time=0:00:13.080146 2021-04-10 03:38:30,651 INFO : TRAIN, epoch=0074, iter=00110/00196, fetch data time cost=1.55ms, fps=1988 images/s, loss=0.2123, top1-acc=93.33%, top5-acc=99.67%, remaining_time=0:00:11.233148, arrival_time=2021-04-10 03:38:41.884902, cost_time=0:00:14.367931 2021-04-10 03:38:31,940 INFO : TRAIN, epoch=0074, iter=00120/00196, fetch data time cost=1.40ms, fps=1988 images/s, loss=0.2119, top1-acc=93.36%, top5-acc=99.68%, remaining_time=0:00:09.915644, arrival_time=2021-04-10 03:38:41.855672, cost_time=0:00:15.656238 2021-04-10 03:38:33,229 INFO : TRAIN, epoch=0074, iter=00130/00196, fetch data time cost=1.40ms, fps=1986 images/s, loss=0.2120, top1-acc=93.33%, top5-acc=99.67%, remaining_time=0:00:08.603298, arrival_time=2021-04-10 03:38:41.833000, cost_time=0:00:16.945899 2021-04-10 03:38:34,516 INFO : TRAIN, epoch=0074, iter=00140/00196, fetch data time cost=1.36ms, fps=1991 images/s, loss=0.2138, top1-acc=93.24%, top5-acc=99.66%, remaining_time=0:00:07.292880, arrival_time=2021-04-10 03:38:41.808837, cost_time=0:00:18.232166 2021-04-10 03:38:35,807 INFO : TRAIN, epoch=0074, iter=00150/00196, fetch data time cost=1.63ms, fps=1983 images/s, loss=0.2144, top1-acc=93.19%, top5-acc=99.66%, remaining_time=0:00:05.987222, arrival_time=2021-04-10 03:38:41.794591, cost_time=0:00:19.523510 2021-04-10 03:38:37,095 INFO : TRAIN, epoch=0074, iter=00160/00196, fetch data time cost=1.35ms, fps=1988 images/s, loss=0.2161, top1-acc=93.13%, top5-acc=99.67%, remaining_time=0:00:04.682592, arrival_time=2021-04-10 03:38:41.777950, cost_time=0:00:20.811531 2021-04-10 03:38:38,384 INFO : TRAIN, epoch=0074, iter=00170/00196, fetch data time cost=1.43ms, fps=1987 images/s, loss=0.2166, top1-acc=93.12%, top5-acc=99.67%, remaining_time=0:00:03.380104, arrival_time=2021-04-10 03:38:41.764534, cost_time=0:00:22.100637 2021-04-10 03:38:39,672 INFO : TRAIN, epoch=0074, iter=00180/00196, fetch data time cost=1.34ms, fps=1988 images/s, loss=0.2177, top1-acc=93.11%, top5-acc=99.67%, remaining_time=0:00:02.079008, arrival_time=2021-04-10 03:38:41.751569, cost_time=0:00:23.388758 2021-04-10 03:38:40,964 INFO : TRAIN, epoch=0074, iter=00190/00196, fetch data time cost=1.24ms, fps=1982 images/s, loss=0.2184, top1-acc=93.12%, top5-acc=99.66%, remaining_time=0:00:00.779394, arrival_time=2021-04-10 03:38:41.744090, cost_time=0:00:24.680892 2021-04-10 03:38:41,660 INFO : TRAIN, epoch=0074, iter=00196/00196, fetch data time cost=1.24ms, fps=1956 images/s, loss=0.2192, top1-acc=93.10%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-10 03:38:41.660585, cost_time=0:00:25.376770 2021-04-10 03:38:42,177 INFO : EVAL, epoch=0074, iter=00010/00040, fetch data time cost=1.50ms, fps=4964 images/s, loss=0.4867, top1-acc=84.61%, top5-acc=98.79%, remaining_time=0:00:01.547220, arrival_time=2021-04-10 03:38:43.724613, cost_time=0:00:00.515737 2021-04-10 03:38:42,594 INFO : EVAL, epoch=0074, iter=00020/00040, fetch data time cost=1.29ms, fps=6142 images/s, loss=0.4641, top1-acc=85.76%, top5-acc=98.95%, remaining_time=0:00:00.932840, arrival_time=2021-04-10 03:38:43.527346, cost_time=0:00:00.932849 2021-04-10 03:38:43,020 INFO : EVAL, epoch=0074, iter=00030/00040, fetch data time cost=1.58ms, fps=6008 images/s, loss=0.4595, top1-acc=85.68%, top5-acc=98.98%, remaining_time=0:00:00.453080, arrival_time=2021-04-10 03:38:43.474016, cost_time=0:00:01.359243 2021-04-10 03:38:43,403 INFO : EVAL, epoch=0074, iter=00040/00040, fetch data time cost=0.06ms, fps=6078 images/s, loss=0.4692, top1-acc=85.65%, top5-acc=98.93%, remaining_time=0:00:00, arrival_time=2021-04-10 03:38:43.403060, cost_time=0:00:01.741426 2021-04-10 03:38:44,369 INFO : Epoch=0074 complete, best val top1-acc=88.47%, top5-acc=99.32% (epoch=64), remaining_time=0:59:28.593924, arrival_time=2021-04-10 04:38:12.963227, cost_time=0:34:55.840845 2021-04-10 03:38:44,370 INFO : Train start, epoch=0075, lr=0.069857 2021-04-10 03:38:45,856 INFO : TRAIN, epoch=0075, iter=00010/00196, fetch data time cost=0.26ms, fps=1722 images/s, loss=0.1868, top1-acc=94.65%, top5-acc=99.84%, remaining_time=0:00:27.645738, arrival_time=2021-04-10 03:39:13.502298, cost_time=0:00:01.486333 2021-04-10 03:38:47,145 INFO : TRAIN, epoch=0075, iter=00020/00196, fetch data time cost=1.40ms, fps=1987 images/s, loss=0.1889, top1-acc=94.14%, top5-acc=99.82%, remaining_time=0:00:24.419648, arrival_time=2021-04-10 03:39:11.564795, cost_time=0:00:02.774967 2021-04-10 03:38:48,434 INFO : TRAIN, epoch=0075, iter=00030/00196, fetch data time cost=1.38ms, fps=1986 images/s, loss=0.1970, top1-acc=93.93%, top5-acc=99.74%, remaining_time=0:00:22.489348, arrival_time=2021-04-10 03:39:10.923865, cost_time=0:00:04.064347 2021-04-10 03:38:49,719 INFO : TRAIN, epoch=0075, iter=00040/00196, fetch data time cost=1.40ms, fps=1992 images/s, loss=0.2017, top1-acc=93.70%, top5-acc=99.70%, remaining_time=0:00:20.863284, arrival_time=2021-04-10 03:39:10.583025, cost_time=0:00:05.349569 2021-04-10 03:38:51,003 INFO : TRAIN, epoch=0075, iter=00050/00196, fetch data time cost=1.43ms, fps=1995 images/s, loss=0.2037, top1-acc=93.68%, top5-acc=99.72%, remaining_time=0:00:19.368652, arrival_time=2021-04-10 03:39:10.371941, cost_time=0:00:06.633115 2021-04-10 03:38:52,294 INFO : TRAIN, epoch=0075, iter=00060/00196, fetch data time cost=1.50ms, fps=1983 images/s, loss=0.2054, top1-acc=93.61%, top5-acc=99.73%, remaining_time=0:00:17.962744, arrival_time=2021-04-10 03:39:10.257646, cost_time=0:00:07.924729 2021-04-10 03:38:53,579 INFO : TRAIN, epoch=0075, iter=00070/00196, fetch data time cost=1.41ms, fps=1993 images/s, loss=0.2016, top1-acc=93.69%, top5-acc=99.72%, remaining_time=0:00:16.577064, arrival_time=2021-04-10 03:39:10.156707, cost_time=0:00:09.209471 2021-04-10 03:38:54,866 INFO : TRAIN, epoch=0075, iter=00080/00196, fetch data time cost=1.99ms, fps=1990 images/s, loss=0.2032, top1-acc=93.65%, top5-acc=99.70%, remaining_time=0:00:15.219316, arrival_time=2021-04-10 03:39:10.085890, cost_time=0:00:10.496105 2021-04-10 03:38:56,158 INFO : TRAIN, epoch=0075, iter=00090/00196, fetch data time cost=1.31ms, fps=1983 images/s, loss=0.2043, top1-acc=93.62%, top5-acc=99.70%, remaining_time=0:00:13.883668, arrival_time=2021-04-10 03:39:10.041815, cost_time=0:00:11.787977 2021-04-10 03:38:57,443 INFO : TRAIN, epoch=0075, iter=00100/00196, fetch data time cost=1.37ms, fps=1992 images/s, loss=0.2071, top1-acc=93.54%, top5-acc=99.68%, remaining_time=0:00:12.550464, arrival_time=2021-04-10 03:39:09.994047, cost_time=0:00:13.073411 2021-04-10 03:38:58,727 INFO : TRAIN, epoch=0075, iter=00110/00196, fetch data time cost=1.59ms, fps=1994 images/s, loss=0.2082, top1-acc=93.42%, top5-acc=99.70%, remaining_time=0:00:11.224892, arrival_time=2021-04-10 03:39:09.952447, cost_time=0:00:14.357381 2021-04-10 03:39:00,017 INFO : TRAIN, epoch=0075, iter=00120/00196, fetch data time cost=1.54ms, fps=1986 images/s, loss=0.2072, top1-acc=93.46%, top5-acc=99.71%, remaining_time=0:00:09.909792, arrival_time=2021-04-10 03:39:09.927056, cost_time=0:00:15.647081 2021-04-10 03:39:01,306 INFO : TRAIN, epoch=0075, iter=00130/00196, fetch data time cost=1.63ms, fps=1987 images/s, loss=0.2082, top1-acc=93.41%, top5-acc=99.71%, remaining_time=0:00:08.598216, arrival_time=2021-04-10 03:39:09.904338, cost_time=0:00:16.935875 2021-04-10 03:39:02,590 INFO : TRAIN, epoch=0075, iter=00140/00196, fetch data time cost=1.42ms, fps=1995 images/s, loss=0.2085, top1-acc=93.39%, top5-acc=99.70%, remaining_time=0:00:07.287952, arrival_time=2021-04-10 03:39:09.878030, cost_time=0:00:18.219905 2021-04-10 03:39:03,879 INFO : TRAIN, epoch=0075, iter=00150/00196, fetch data time cost=2.06ms, fps=1986 images/s, loss=0.2087, top1-acc=93.37%, top5-acc=99.70%, remaining_time=0:00:05.982852, arrival_time=2021-04-10 03:39:09.862399, cost_time=0:00:19.509373 2021-04-10 03:39:05,165 INFO : TRAIN, epoch=0075, iter=00160/00196, fetch data time cost=1.37ms, fps=1991 images/s, loss=0.2081, top1-acc=93.39%, top5-acc=99.70%, remaining_time=0:00:04.678992, arrival_time=2021-04-10 03:39:09.844673, cost_time=0:00:20.795512 2021-04-10 03:39:06,457 INFO : TRAIN, epoch=0075, iter=00170/00196, fetch data time cost=1.46ms, fps=1982 images/s, loss=0.2074, top1-acc=93.42%, top5-acc=99.69%, remaining_time=0:00:03.378128, arrival_time=2021-04-10 03:39:09.836017, cost_time=0:00:22.087704 2021-04-10 03:39:07,748 INFO : TRAIN, epoch=0075, iter=00180/00196, fetch data time cost=1.40ms, fps=1984 images/s, loss=0.2085, top1-acc=93.41%, top5-acc=99.70%, remaining_time=0:00:02.078064, arrival_time=2021-04-10 03:39:09.826537, cost_time=0:00:23.378288 2021-04-10 03:39:09,044 INFO : TRAIN, epoch=0075, iter=00190/00196, fetch data time cost=1.42ms, fps=1977 images/s, loss=0.2084, top1-acc=93.42%, top5-acc=99.70%, remaining_time=0:00:00.779172, arrival_time=2021-04-10 03:39:09.823220, cost_time=0:00:24.673742 2021-04-10 03:39:09,753 INFO : TRAIN, epoch=0075, iter=00196/00196, fetch data time cost=1.42ms, fps=1918 images/s, loss=0.2088, top1-acc=93.41%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-10 03:39:09.753801, cost_time=0:00:25.383610 2021-04-10 03:39:10,251 INFO : EVAL, epoch=0075, iter=00010/00040, fetch data time cost=2.16ms, fps=5158 images/s, loss=0.4816, top1-acc=84.96%, top5-acc=98.95%, remaining_time=0:00:01.488840, arrival_time=2021-04-10 03:39:11.740048, cost_time=0:00:00.496277 2021-04-10 03:39:10,669 INFO : EVAL, epoch=0075, iter=00020/00040, fetch data time cost=1.35ms, fps=6129 images/s, loss=0.4848, top1-acc=85.21%, top5-acc=99.06%, remaining_time=0:00:00.914360, arrival_time=2021-04-10 03:39:11.583650, cost_time=0:00:00.914364 2021-04-10 03:39:11,089 INFO : EVAL, epoch=0075, iter=00030/00040, fetch data time cost=1.65ms, fps=6095 images/s, loss=0.4884, top1-acc=85.22%, top5-acc=98.96%, remaining_time=0:00:00.444900, arrival_time=2021-04-10 03:39:11.534512, cost_time=0:00:01.334693 2021-04-10 03:39:11,470 INFO : EVAL, epoch=0075, iter=00040/00040, fetch data time cost=0.08ms, fps=6093 images/s, loss=0.4772, top1-acc=85.59%, top5-acc=99.02%, remaining_time=0:00:00, arrival_time=2021-04-10 03:39:11.470680, cost_time=0:00:01.715778 2021-04-10 03:39:12,255 INFO : Epoch=0075 complete, best val top1-acc=88.47%, top5-acc=99.32% (epoch=64), remaining_time=0:58:59.545250, arrival_time=2021-04-10 04:38:11.800829, cost_time=0:35:23.727137 2021-04-10 03:39:12,256 INFO : Train start, epoch=0076, lr=0.069134 2021-04-10 03:39:13,723 INFO : TRAIN, epoch=0076, iter=00010/00196, fetch data time cost=0.33ms, fps=1745 images/s, loss=0.2063, top1-acc=93.28%, top5-acc=99.61%, remaining_time=0:00:27.279504, arrival_time=2021-04-10 03:39:41.002668, cost_time=0:00:01.466644 2021-04-10 03:39:15,010 INFO : TRAIN, epoch=0076, iter=00020/00196, fetch data time cost=1.55ms, fps=1990 images/s, loss=0.2010, top1-acc=93.44%, top5-acc=99.67%, remaining_time=0:00:24.232736, arrival_time=2021-04-10 03:39:39.242734, cost_time=0:00:02.753723 2021-04-10 03:39:16,299 INFO : TRAIN, epoch=0076, iter=00030/00196, fetch data time cost=1.36ms, fps=1986 images/s, loss=0.1942, top1-acc=93.67%, top5-acc=99.73%, remaining_time=0:00:22.370824, arrival_time=2021-04-10 03:39:38.670009, cost_time=0:00:04.042927 2021-04-10 03:39:17,589 INFO : TRAIN, epoch=0076, iter=00040/00196, fetch data time cost=1.34ms, fps=1985 images/s, loss=0.1965, top1-acc=93.80%, top5-acc=99.66%, remaining_time=0:00:20.797920, arrival_time=2021-04-10 03:39:38.386980, cost_time=0:00:05.332801 2021-04-10 03:39:18,876 INFO : TRAIN, epoch=0076, iter=00050/00196, fetch data time cost=1.40ms, fps=1989 images/s, loss=0.1943, top1-acc=93.85%, top5-acc=99.68%, remaining_time=0:00:19.331568, arrival_time=2021-04-10 03:39:38.208219, cost_time=0:00:06.620393 2021-04-10 03:39:20,171 INFO : TRAIN, epoch=0076, iter=00060/00196, fetch data time cost=1.32ms, fps=1979 images/s, loss=0.1920, top1-acc=93.99%, top5-acc=99.69%, remaining_time=0:00:17.939760, arrival_time=2021-04-10 03:39:38.110722, cost_time=0:00:07.914616 2021-04-10 03:39:21,456 INFO : TRAIN, epoch=0076, iter=00070/00196, fetch data time cost=1.39ms, fps=1992 images/s, loss=0.1911, top1-acc=94.01%, top5-acc=99.70%, remaining_time=0:00:16.560306, arrival_time=2021-04-10 03:39:38.016716, cost_time=0:00:09.200142 2021-04-10 03:39:22,740 INFO : TRAIN, epoch=0076, iter=00080/00196, fetch data time cost=1.32ms, fps=1994 images/s, loss=0.1920, top1-acc=94.01%, top5-acc=99.70%, remaining_time=0:00:15.202612, arrival_time=2021-04-10 03:39:37.943445, cost_time=0:00:10.484565 2021-04-10 03:39:24,033 INFO : TRAIN, epoch=0076, iter=00090/00196, fetch data time cost=1.66ms, fps=1980 images/s, loss=0.1951, top1-acc=93.97%, top5-acc=99.67%, remaining_time=0:00:13.871478, arrival_time=2021-04-10 03:39:37.905413, cost_time=0:00:11.777663 2021-04-10 03:39:25,320 INFO : TRAIN, epoch=0076, iter=00100/00196, fetch data time cost=1.35ms, fps=1991 images/s, loss=0.1949, top1-acc=93.97%, top5-acc=99.68%, remaining_time=0:00:12.541152, arrival_time=2021-04-10 03:39:37.861124, cost_time=0:00:13.063693 2021-04-10 03:39:26,607 INFO : TRAIN, epoch=0076, iter=00110/00196, fetch data time cost=1.37ms, fps=1989 images/s, loss=0.1976, top1-acc=93.88%, top5-acc=99.68%, remaining_time=0:00:11.220162, arrival_time=2021-04-10 03:39:37.827852, cost_time=0:00:14.351423 2021-04-10 03:39:27,900 INFO : TRAIN, epoch=0076, iter=00120/00196, fetch data time cost=1.42ms, fps=1981 images/s, loss=0.2000, top1-acc=93.82%, top5-acc=99.66%, remaining_time=0:00:09.908120, arrival_time=2021-04-10 03:39:37.808841, cost_time=0:00:15.644390 2021-04-10 03:39:29,186 INFO : TRAIN, epoch=0076, iter=00130/00196, fetch data time cost=1.39ms, fps=1992 images/s, loss=0.2010, top1-acc=93.77%, top5-acc=99.66%, remaining_time=0:00:08.595378, arrival_time=2021-04-10 03:39:37.781916, cost_time=0:00:16.930271 2021-04-10 03:39:30,477 INFO : TRAIN, epoch=0076, iter=00140/00196, fetch data time cost=1.34ms, fps=1984 images/s, loss=0.2010, top1-acc=93.73%, top5-acc=99.67%, remaining_time=0:00:07.288400, arrival_time=2021-04-10 03:39:37.765629, cost_time=0:00:18.220961 2021-04-10 03:39:31,766 INFO : TRAIN, epoch=0076, iter=00150/00196, fetch data time cost=1.46ms, fps=1987 images/s, loss=0.2013, top1-acc=93.74%, top5-acc=99.67%, remaining_time=0:00:05.983036, arrival_time=2021-04-10 03:39:37.749170, cost_time=0:00:19.509850 2021-04-10 03:39:33,056 INFO : TRAIN, epoch=0076, iter=00160/00196, fetch data time cost=1.43ms, fps=1985 images/s, loss=0.2028, top1-acc=93.70%, top5-acc=99.67%, remaining_time=0:00:04.680036, arrival_time=2021-04-10 03:39:37.736419, cost_time=0:00:20.800110 2021-04-10 03:39:34,342 INFO : TRAIN, epoch=0076, iter=00170/00196, fetch data time cost=1.40ms, fps=1991 images/s, loss=0.2041, top1-acc=93.64%, top5-acc=99.67%, remaining_time=0:00:03.377868, arrival_time=2021-04-10 03:39:37.720145, cost_time=0:00:22.086006 2021-04-10 03:39:35,631 INFO : TRAIN, epoch=0076, iter=00180/00196, fetch data time cost=1.50ms, fps=1987 images/s, loss=0.2052, top1-acc=93.59%, top5-acc=99.67%, remaining_time=0:00:02.077776, arrival_time=2021-04-10 03:39:37.709005, cost_time=0:00:23.374969 2021-04-10 03:39:36,932 INFO : TRAIN, epoch=0076, iter=00190/00196, fetch data time cost=1.21ms, fps=1968 images/s, loss=0.2057, top1-acc=93.58%, top5-acc=99.66%, remaining_time=0:00:00.779250, arrival_time=2021-04-10 03:39:37.711741, cost_time=0:00:24.676167 2021-04-10 03:39:37,631 INFO : TRAIN, epoch=0076, iter=00196/00196, fetch data time cost=1.22ms, fps=1948 images/s, loss=0.2056, top1-acc=93.58%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-10 03:39:37.631106, cost_time=0:00:25.374842 2021-04-10 03:39:38,181 INFO : EVAL, epoch=0076, iter=00010/00040, fetch data time cost=0.41ms, fps=4664 images/s, loss=0.7402, top1-acc=80.62%, top5-acc=96.64%, remaining_time=0:00:01.646610, arrival_time=2021-04-10 03:39:39.827804, cost_time=0:00:00.548868 2021-04-10 03:39:38,600 INFO : EVAL, epoch=0076, iter=00020/00040, fetch data time cost=1.33ms, fps=6111 images/s, loss=0.6921, top1-acc=81.99%, top5-acc=97.05%, remaining_time=0:00:00.968120, arrival_time=2021-04-10 03:39:39.568583, cost_time=0:00:00.968125 2021-04-10 03:39:39,020 INFO : EVAL, epoch=0076, iter=00030/00040, fetch data time cost=1.43ms, fps=6105 images/s, loss=0.6996, top1-acc=81.77%, top5-acc=96.95%, remaining_time=0:00:00.462610, arrival_time=2021-04-10 03:39:39.482767, cost_time=0:00:01.387827 2021-04-10 03:39:39,400 INFO : EVAL, epoch=0076, iter=00040/00040, fetch data time cost=0.08ms, fps=6109 images/s, loss=0.7246, top1-acc=81.99%, top5-acc=96.96%, remaining_time=0:00:00, arrival_time=2021-04-10 03:39:39.400210, cost_time=0:00:01.767909 2021-04-10 03:39:40,635 INFO : Epoch=0076 complete, best val top1-acc=88.47%, top5-acc=99.32% (epoch=64), remaining_time=0:58:31.331684, arrival_time=2021-04-10 04:38:11.966629, cost_time=0:35:52.106501 2021-04-10 03:39:40,680 INFO : Train start, epoch=0077, lr=0.068406 2021-04-10 03:39:42,134 INFO : TRAIN, epoch=0077, iter=00010/00196, fetch data time cost=1.34ms, fps=1761 images/s, loss=0.2118, top1-acc=93.44%, top5-acc=99.53%, remaining_time=0:00:27.036588, arrival_time=2021-04-10 03:40:09.170856, cost_time=0:00:01.453576 2021-04-10 03:39:43,422 INFO : TRAIN, epoch=0077, iter=00020/00196, fetch data time cost=1.38ms, fps=1988 images/s, loss=0.1981, top1-acc=93.75%, top5-acc=99.69%, remaining_time=0:00:24.131712, arrival_time=2021-04-10 03:40:07.554526, cost_time=0:00:02.742237 2021-04-10 03:39:44,710 INFO : TRAIN, epoch=0077, iter=00030/00196, fetch data time cost=1.32ms, fps=1989 images/s, loss=0.2008, top1-acc=93.63%, top5-acc=99.61%, remaining_time=0:00:22.296290, arrival_time=2021-04-10 03:40:07.006312, cost_time=0:00:04.029442 2021-04-10 03:39:45,995 INFO : TRAIN, epoch=0077, iter=00040/00196, fetch data time cost=1.47ms, fps=1993 images/s, loss=0.1994, top1-acc=93.73%, top5-acc=99.62%, remaining_time=0:00:20.726784, arrival_time=2021-04-10 03:40:06.721929, cost_time=0:00:05.314556 2021-04-10 03:39:47,281 INFO : TRAIN, epoch=0077, iter=00050/00196, fetch data time cost=1.34ms, fps=1992 images/s, loss=0.1954, top1-acc=93.89%, top5-acc=99.66%, remaining_time=0:00:19.273022, arrival_time=2021-04-10 03:40:06.553977, cost_time=0:00:06.600359 2021-04-10 03:39:48,569 INFO : TRAIN, epoch=0077, iter=00060/00196, fetch data time cost=1.42ms, fps=1987 images/s, loss=0.1940, top1-acc=93.95%, top5-acc=99.69%, remaining_time=0:00:17.881552, arrival_time=2021-04-10 03:40:06.451148, cost_time=0:00:07.888940 2021-04-10 03:39:49,857 INFO : TRAIN, epoch=0077, iter=00070/00196, fetch data time cost=1.33ms, fps=1988 images/s, loss=0.1969, top1-acc=93.84%, top5-acc=99.71%, remaining_time=0:00:16.518600, arrival_time=2021-04-10 03:40:06.376177, cost_time=0:00:09.176980 2021-04-10 03:39:51,154 INFO : TRAIN, epoch=0077, iter=00080/00196, fetch data time cost=2.03ms, fps=1974 images/s, loss=0.1998, top1-acc=93.71%, top5-acc=99.71%, remaining_time=0:00:15.187184, arrival_time=2021-04-10 03:40:06.341797, cost_time=0:00:10.473948 2021-04-10 03:39:52,450 INFO : TRAIN, epoch=0077, iter=00090/00196, fetch data time cost=1.33ms, fps=1977 images/s, loss=0.2030, top1-acc=93.62%, top5-acc=99.71%, remaining_time=0:00:13.861726, arrival_time=2021-04-10 03:40:06.311724, cost_time=0:00:11.769416 2021-04-10 03:39:53,738 INFO : TRAIN, epoch=0077, iter=00100/00196, fetch data time cost=1.36ms, fps=1988 images/s, loss=0.2041, top1-acc=93.58%, top5-acc=99.70%, remaining_time=0:00:12.535296, arrival_time=2021-04-10 03:40:06.273527, cost_time=0:00:13.057572 2021-04-10 03:39:55,029 INFO : TRAIN, epoch=0077, iter=00110/00196, fetch data time cost=1.81ms, fps=1983 images/s, loss=0.2035, top1-acc=93.54%, top5-acc=99.71%, remaining_time=0:00:11.218356, arrival_time=2021-04-10 03:40:06.248049, cost_time=0:00:14.349065 2021-04-10 03:39:56,323 INFO : TRAIN, epoch=0077, iter=00120/00196, fetch data time cost=1.61ms, fps=1980 images/s, loss=0.2047, top1-acc=93.46%, top5-acc=99.72%, remaining_time=0:00:09.907132, arrival_time=2021-04-10 03:40:06.230530, cost_time=0:00:15.642816 2021-04-10 03:39:57,609 INFO : TRAIN, epoch=0077, iter=00130/00196, fetch data time cost=1.32ms, fps=1991 images/s, loss=0.2044, top1-acc=93.47%, top5-acc=99.73%, remaining_time=0:00:08.594652, arrival_time=2021-04-10 03:40:06.204128, cost_time=0:00:16.928895 2021-04-10 03:39:58,898 INFO : TRAIN, epoch=0077, iter=00140/00196, fetch data time cost=1.38ms, fps=1987 images/s, loss=0.2067, top1-acc=93.41%, top5-acc=99.72%, remaining_time=0:00:07.287000, arrival_time=2021-04-10 03:40:06.185106, cost_time=0:00:18.217518 2021-04-10 03:40:00,186 INFO : TRAIN, epoch=0077, iter=00150/00196, fetch data time cost=1.37ms, fps=1987 images/s, loss=0.2054, top1-acc=93.43%, top5-acc=99.73%, remaining_time=0:00:05.981840, arrival_time=2021-04-10 03:40:06.168513, cost_time=0:00:19.506010 2021-04-10 03:40:01,475 INFO : TRAIN, epoch=0077, iter=00160/00196, fetch data time cost=1.29ms, fps=1987 images/s, loss=0.2057, top1-acc=93.42%, top5-acc=99.72%, remaining_time=0:00:04.678884, arrival_time=2021-04-10 03:40:06.154541, cost_time=0:00:20.795075 2021-04-10 03:40:02,766 INFO : TRAIN, epoch=0077, iter=00170/00196, fetch data time cost=1.28ms, fps=1984 images/s, loss=0.2076, top1-acc=93.38%, top5-acc=99.72%, remaining_time=0:00:03.377790, arrival_time=2021-04-10 03:40:06.143977, cost_time=0:00:22.085603 2021-04-10 03:40:04,053 INFO : TRAIN, epoch=0077, iter=00180/00196, fetch data time cost=1.81ms, fps=1989 images/s, loss=0.2084, top1-acc=93.37%, top5-acc=99.71%, remaining_time=0:00:02.077616, arrival_time=2021-04-10 03:40:06.131382, cost_time=0:00:23.373177 2021-04-10 03:40:05,349 INFO : TRAIN, epoch=0077, iter=00190/00196, fetch data time cost=1.26ms, fps=1976 images/s, loss=0.2068, top1-acc=93.44%, top5-acc=99.72%, remaining_time=0:00:00.779028, arrival_time=2021-04-10 03:40:06.128805, cost_time=0:00:24.669194 2021-04-10 03:40:06,046 INFO : TRAIN, epoch=0077, iter=00196/00196, fetch data time cost=0.08ms, fps=1953 images/s, loss=0.2068, top1-acc=93.44%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-10 03:40:06.046533, cost_time=0:00:25.365957 2021-04-10 03:40:06,543 INFO : EVAL, epoch=0077, iter=00010/00040, fetch data time cost=2.33ms, fps=5164 images/s, loss=0.5478, top1-acc=84.53%, top5-acc=98.91%, remaining_time=0:00:01.487220, arrival_time=2021-04-10 03:40:08.030683, cost_time=0:00:00.495737 2021-04-10 03:40:06,964 INFO : EVAL, epoch=0077, iter=00020/00040, fetch data time cost=1.35ms, fps=6087 images/s, loss=0.5455, top1-acc=84.37%, top5-acc=98.95%, remaining_time=0:00:00.917000, arrival_time=2021-04-10 03:40:07.881560, cost_time=0:00:00.917003 2021-04-10 03:40:07,384 INFO : EVAL, epoch=0077, iter=00030/00040, fetch data time cost=1.45ms, fps=6097 images/s, loss=0.5427, top1-acc=84.60%, top5-acc=98.98%, remaining_time=0:00:00.445750, arrival_time=2021-04-10 03:40:07.830539, cost_time=0:00:01.337244 2021-04-10 03:40:07,769 INFO : EVAL, epoch=0077, iter=00040/00040, fetch data time cost=0.07ms, fps=6029 images/s, loss=0.5291, top1-acc=85.05%, top5-acc=98.96%, remaining_time=0:00:00, arrival_time=2021-04-10 03:40:07.769906, cost_time=0:00:01.722375 2021-04-10 03:40:08,520 INFO : Epoch=0077 complete, best val top1-acc=88.47%, top5-acc=99.32% (epoch=64), remaining_time=0:58:02.324832, arrival_time=2021-04-10 04:38:10.845230, cost_time=0:36:19.991945 2021-04-10 03:40:08,520 INFO : Train start, epoch=0078, lr=0.067674 2021-04-10 03:40:09,993 INFO : TRAIN, epoch=0078, iter=00010/00196, fetch data time cost=2.17ms, fps=1738 images/s, loss=0.2399, top1-acc=92.62%, top5-acc=99.61%, remaining_time=0:00:27.390918, arrival_time=2021-04-10 03:40:37.384694, cost_time=0:00:01.472629 2021-04-10 03:40:11,291 INFO : TRAIN, epoch=0078, iter=00020/00196, fetch data time cost=1.32ms, fps=1974 images/s, loss=0.2190, top1-acc=93.20%, top5-acc=99.65%, remaining_time=0:00:24.377760, arrival_time=2021-04-10 03:40:35.669092, cost_time=0:00:02.770200 2021-04-10 03:40:12,580 INFO : TRAIN, epoch=0078, iter=00030/00196, fetch data time cost=1.31ms, fps=1987 images/s, loss=0.2162, top1-acc=93.32%, top5-acc=99.67%, remaining_time=0:00:22.460464, arrival_time=2021-04-10 03:40:35.040676, cost_time=0:00:04.059121 2021-04-10 03:40:13,874 INFO : TRAIN, epoch=0078, iter=00040/00196, fetch data time cost=1.62ms, fps=1979 images/s, loss=0.2138, top1-acc=93.29%, top5-acc=99.71%, remaining_time=0:00:20.877792, arrival_time=2021-04-10 03:40:34.752240, cost_time=0:00:05.353279 2021-04-10 03:40:15,160 INFO : TRAIN, epoch=0078, iter=00050/00196, fetch data time cost=1.41ms, fps=1991 images/s, loss=0.2108, top1-acc=93.27%, top5-acc=99.71%, remaining_time=0:00:19.388362, arrival_time=2021-04-10 03:40:34.549297, cost_time=0:00:06.639835 2021-04-10 03:40:16,446 INFO : TRAIN, epoch=0078, iter=00060/00196, fetch data time cost=1.34ms, fps=1991 images/s, loss=0.2058, top1-acc=93.42%, top5-acc=99.73%, remaining_time=0:00:17.965192, arrival_time=2021-04-10 03:40:34.412117, cost_time=0:00:07.925834 2021-04-10 03:40:17,731 INFO : TRAIN, epoch=0078, iter=00070/00196, fetch data time cost=1.32ms, fps=1993 images/s, loss=0.2066, top1-acc=93.45%, top5-acc=99.72%, remaining_time=0:00:16.578702, arrival_time=2021-04-10 03:40:34.310158, cost_time=0:00:09.210370 2021-04-10 03:40:19,020 INFO : TRAIN, epoch=0078, iter=00080/00196, fetch data time cost=1.88ms, fps=1987 images/s, loss=0.2065, top1-acc=93.44%, top5-acc=99.74%, remaining_time=0:00:15.223260, arrival_time=2021-04-10 03:40:34.243213, cost_time=0:00:10.498822 2021-04-10 03:40:20,311 INFO : TRAIN, epoch=0078, iter=00090/00196, fetch data time cost=1.38ms, fps=1984 images/s, loss=0.2049, top1-acc=93.49%, top5-acc=99.74%, remaining_time=0:00:13.885788, arrival_time=2021-04-10 03:40:34.196739, cost_time=0:00:11.789788 2021-04-10 03:40:21,599 INFO : TRAIN, epoch=0078, iter=00100/00196, fetch data time cost=1.38ms, fps=1988 images/s, loss=0.2030, top1-acc=93.55%, top5-acc=99.74%, remaining_time=0:00:12.555168, arrival_time=2021-04-10 03:40:34.154604, cost_time=0:00:13.078343 2021-04-10 03:40:22,886 INFO : TRAIN, epoch=0078, iter=00110/00196, fetch data time cost=1.34ms, fps=1989 images/s, loss=0.2033, top1-acc=93.54%, top5-acc=99.74%, remaining_time=0:00:11.231170, arrival_time=2021-04-10 03:40:34.117765, cost_time=0:00:14.365502 2021-04-10 03:40:24,172 INFO : TRAIN, epoch=0078, iter=00120/00196, fetch data time cost=1.55ms, fps=1992 images/s, loss=0.2032, top1-acc=93.49%, top5-acc=99.74%, remaining_time=0:00:09.912300, arrival_time=2021-04-10 03:40:34.084355, cost_time=0:00:15.650960 2021-04-10 03:40:25,459 INFO : TRAIN, epoch=0078, iter=00130/00196, fetch data time cost=1.55ms, fps=1988 images/s, loss=0.2051, top1-acc=93.41%, top5-acc=99.73%, remaining_time=0:00:08.599734, arrival_time=2021-04-10 03:40:34.059645, cost_time=0:00:16.938807 2021-04-10 03:40:26,748 INFO : TRAIN, epoch=0078, iter=00140/00196, fetch data time cost=1.88ms, fps=1988 images/s, loss=0.2059, top1-acc=93.39%, top5-acc=99.73%, remaining_time=0:00:07.290752, arrival_time=2021-04-10 03:40:34.038780, cost_time=0:00:18.226937 2021-04-10 03:40:28,036 INFO : TRAIN, epoch=0078, iter=00150/00196, fetch data time cost=1.50ms, fps=1987 images/s, loss=0.2045, top1-acc=93.45%, top5-acc=99.73%, remaining_time=0:00:05.984784, arrival_time=2021-04-10 03:40:34.021594, cost_time=0:00:19.515642 2021-04-10 03:40:29,325 INFO : TRAIN, epoch=0078, iter=00160/00196, fetch data time cost=1.40ms, fps=1987 images/s, loss=0.2053, top1-acc=93.41%, top5-acc=99.73%, remaining_time=0:00:04.681044, arrival_time=2021-04-10 03:40:34.006835, cost_time=0:00:20.804702 2021-04-10 03:40:30,617 INFO : TRAIN, epoch=0078, iter=00170/00196, fetch data time cost=1.44ms, fps=1982 images/s, loss=0.2054, top1-acc=93.42%, top5-acc=99.72%, remaining_time=0:00:03.379454, arrival_time=2021-04-10 03:40:33.997035, cost_time=0:00:22.096442 2021-04-10 03:40:31,907 INFO : TRAIN, epoch=0078, iter=00180/00196, fetch data time cost=1.39ms, fps=1986 images/s, loss=0.2077, top1-acc=93.35%, top5-acc=99.71%, remaining_time=0:00:02.078784, arrival_time=2021-04-10 03:40:33.986171, cost_time=0:00:23.386300 2021-04-10 03:40:33,201 INFO : TRAIN, epoch=0078, iter=00190/00196, fetch data time cost=1.91ms, fps=1978 images/s, loss=0.2086, top1-acc=93.32%, top5-acc=99.70%, remaining_time=0:00:00.779388, arrival_time=2021-04-10 03:40:33.981161, cost_time=0:00:24.680629 2021-04-10 03:40:33,899 INFO : TRAIN, epoch=0078, iter=00196/00196, fetch data time cost=1.24ms, fps=1950 images/s, loss=0.2080, top1-acc=93.33%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-10 03:40:33.899893, cost_time=0:00:25.378798 2021-04-10 03:40:34,433 INFO : EVAL, epoch=0078, iter=00010/00040, fetch data time cost=0.20ms, fps=4806 images/s, loss=0.3274, top1-acc=89.14%, top5-acc=99.41%, remaining_time=0:00:01.598010, arrival_time=2021-04-10 03:40:36.031671, cost_time=0:00:00.532672 2021-04-10 03:40:34,858 INFO : EVAL, epoch=0078, iter=00020/00040, fetch data time cost=1.33ms, fps=6027 images/s, loss=0.3483, top1-acc=89.14%, top5-acc=99.37%, remaining_time=0:00:00.957880, arrival_time=2021-04-10 03:40:35.816710, cost_time=0:00:00.957870 2021-04-10 03:40:35,277 INFO : EVAL, epoch=0078, iter=00030/00040, fetch data time cost=1.56ms, fps=6114 images/s, loss=0.3635, top1-acc=88.91%, top5-acc=99.36%, remaining_time=0:00:00.458980, arrival_time=2021-04-10 03:40:35.736853, cost_time=0:00:01.376931 2021-04-10 03:40:35,661 INFO : EVAL, epoch=0078, iter=00040/00040, fetch data time cost=0.05ms, fps=6060 images/s, loss=0.3639, top1-acc=88.64%, top5-acc=99.34%, remaining_time=0:00:00, arrival_time=2021-04-10 03:40:35.661004, cost_time=0:00:01.760084 2021-04-10 03:40:37,134 INFO : Epoch=0078 complete, best val top1-acc=88.64%, top5-acc=99.34% (epoch=78), remaining_time=0:57:34.486608, arrival_time=2021-04-10 04:38:11.621214, cost_time=0:36:48.606156 2021-04-10 03:40:37,135 INFO : Train start, epoch=0079, lr=0.066937 2021-04-10 03:40:38,599 INFO : TRAIN, epoch=0079, iter=00010/00196, fetch data time cost=1.52ms, fps=1749 images/s, loss=0.1934, top1-acc=93.71%, top5-acc=99.69%, remaining_time=0:00:27.226866, arrival_time=2021-04-10 03:41:05.825970, cost_time=0:00:01.463812 2021-04-10 03:40:39,887 INFO : TRAIN, epoch=0079, iter=00020/00196, fetch data time cost=1.42ms, fps=1988 images/s, loss=0.2021, top1-acc=93.93%, top5-acc=99.53%, remaining_time=0:00:24.217424, arrival_time=2021-04-10 03:41:04.104745, cost_time=0:00:02.751971 2021-04-10 03:40:41,175 INFO : TRAIN, epoch=0079, iter=00030/00196, fetch data time cost=1.32ms, fps=1989 images/s, loss=0.1991, top1-acc=94.11%, top5-acc=99.62%, remaining_time=0:00:22.354058, arrival_time=2021-04-10 03:41:03.529240, cost_time=0:00:04.039901 2021-04-10 03:40:42,462 INFO : TRAIN, epoch=0079, iter=00040/00196, fetch data time cost=1.33ms, fps=1989 images/s, loss=0.1941, top1-acc=94.06%, top5-acc=99.67%, remaining_time=0:00:20.776236, arrival_time=2021-04-10 03:41:03.238770, cost_time=0:00:05.327251 2021-04-10 03:40:43,751 INFO : TRAIN, epoch=0079, iter=00050/00196, fetch data time cost=1.50ms, fps=1987 images/s, loss=0.1901, top1-acc=94.09%, top5-acc=99.70%, remaining_time=0:00:19.319304, arrival_time=2021-04-10 03:41:03.070784, cost_time=0:00:06.616201 2021-04-10 03:40:45,041 INFO : TRAIN, epoch=0079, iter=00060/00196, fetch data time cost=1.41ms, fps=1985 images/s, loss=0.1904, top1-acc=94.10%, top5-acc=99.70%, remaining_time=0:00:17.920992, arrival_time=2021-04-10 03:41:02.962601, cost_time=0:00:07.906316 2021-04-10 03:40:46,331 INFO : TRAIN, epoch=0079, iter=00070/00196, fetch data time cost=1.94ms, fps=1985 images/s, loss=0.1931, top1-acc=94.03%, top5-acc=99.70%, remaining_time=0:00:16.553880, arrival_time=2021-04-10 03:41:02.885794, cost_time=0:00:09.196585 2021-04-10 03:40:47,625 INFO : TRAIN, epoch=0079, iter=00080/00196, fetch data time cost=2.45ms, fps=1980 images/s, loss=0.1897, top1-acc=94.10%, top5-acc=99.73%, remaining_time=0:00:15.211080, arrival_time=2021-04-10 03:41:02.836771, cost_time=0:00:10.490367 2021-04-10 03:40:48,913 INFO : TRAIN, epoch=0079, iter=00090/00196, fetch data time cost=1.42ms, fps=1988 images/s, loss=0.1894, top1-acc=94.05%, top5-acc=99.74%, remaining_time=0:00:13.872538, arrival_time=2021-04-10 03:41:02.786434, cost_time=0:00:11.778610 2021-04-10 03:40:50,199 INFO : TRAIN, epoch=0079, iter=00100/00196, fetch data time cost=1.54ms, fps=1992 images/s, loss=0.1893, top1-acc=94.06%, top5-acc=99.73%, remaining_time=0:00:12.541728, arrival_time=2021-04-10 03:41:02.741279, cost_time=0:00:13.064267 2021-04-10 03:40:51,485 INFO : TRAIN, epoch=0079, iter=00110/00196, fetch data time cost=1.58ms, fps=1992 images/s, loss=0.1901, top1-acc=94.06%, top5-acc=99.75%, remaining_time=0:00:11.219044, arrival_time=2021-04-10 03:41:02.704292, cost_time=0:00:14.349933 2021-04-10 03:40:52,770 INFO : TRAIN, epoch=0079, iter=00120/00196, fetch data time cost=1.57ms, fps=1992 images/s, loss=0.1930, top1-acc=93.99%, top5-acc=99.74%, remaining_time=0:00:09.902420, arrival_time=2021-04-10 03:41:02.673050, cost_time=0:00:15.635345 2021-04-10 03:40:54,057 INFO : TRAIN, epoch=0079, iter=00130/00196, fetch data time cost=1.51ms, fps=1990 images/s, loss=0.1938, top1-acc=93.97%, top5-acc=99.74%, remaining_time=0:00:08.591220, arrival_time=2021-04-10 03:41:02.648545, cost_time=0:00:16.922043 2021-04-10 03:40:55,346 INFO : TRAIN, epoch=0079, iter=00140/00196, fetch data time cost=1.42ms, fps=1986 images/s, loss=0.1953, top1-acc=93.97%, top5-acc=99.72%, remaining_time=0:00:07.284536, arrival_time=2021-04-10 03:41:02.631275, cost_time=0:00:18.211381 2021-04-10 03:40:56,632 INFO : TRAIN, epoch=0079, iter=00150/00196, fetch data time cost=1.36ms, fps=1992 images/s, loss=0.1957, top1-acc=93.93%, top5-acc=99.72%, remaining_time=0:00:05.979034, arrival_time=2021-04-10 03:41:02.611203, cost_time=0:00:19.496890 2021-04-10 03:40:57,916 INFO : TRAIN, epoch=0079, iter=00160/00196, fetch data time cost=1.38ms, fps=1993 images/s, loss=0.1982, top1-acc=93.86%, top5-acc=99.71%, remaining_time=0:00:04.675824, arrival_time=2021-04-10 03:41:02.592566, cost_time=0:00:20.781467 2021-04-10 03:40:59,209 INFO : TRAIN, epoch=0079, iter=00170/00196, fetch data time cost=1.40ms, fps=1980 images/s, loss=0.1990, top1-acc=93.85%, top5-acc=99.71%, remaining_time=0:00:03.376100, arrival_time=2021-04-10 03:41:02.585917, cost_time=0:00:22.074536 2021-04-10 03:41:00,512 INFO : TRAIN, epoch=0079, iter=00180/00196, fetch data time cost=1.59ms, fps=1965 images/s, loss=0.1980, top1-acc=93.87%, top5-acc=99.72%, remaining_time=0:00:02.078000, arrival_time=2021-04-10 03:41:02.590772, cost_time=0:00:23.377422 2021-04-10 03:41:01,813 INFO : TRAIN, epoch=0079, iter=00190/00196, fetch data time cost=1.27ms, fps=1969 images/s, loss=0.1985, top1-acc=93.85%, top5-acc=99.71%, remaining_time=0:00:00.779316, arrival_time=2021-04-10 03:41:02.593041, cost_time=0:00:24.678380 2021-04-10 03:41:02,509 INFO : TRAIN, epoch=0079, iter=00196/00196, fetch data time cost=1.27ms, fps=1955 images/s, loss=0.1989, top1-acc=93.83%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-10 03:41:02.509777, cost_time=0:00:25.374501 2021-04-10 03:41:03,038 INFO : EVAL, epoch=0079, iter=00010/00040, fetch data time cost=0.19ms, fps=4847 images/s, loss=0.4693, top1-acc=85.51%, top5-acc=98.98%, remaining_time=0:00:01.584540, arrival_time=2021-04-10 03:41:04.623452, cost_time=0:00:00.528179 2021-04-10 03:41:03,455 INFO : EVAL, epoch=0079, iter=00020/00040, fetch data time cost=1.36ms, fps=6154 images/s, loss=0.4686, top1-acc=85.96%, top5-acc=98.95%, remaining_time=0:00:00.944480, arrival_time=2021-04-10 03:41:04.399698, cost_time=0:00:00.944476 2021-04-10 03:41:03,874 INFO : EVAL, epoch=0079, iter=00030/00040, fetch data time cost=1.33ms, fps=6106 images/s, loss=0.4522, top1-acc=86.84%, top5-acc=98.91%, remaining_time=0:00:00.454690, arrival_time=2021-04-10 03:41:04.329503, cost_time=0:00:01.364073 2021-04-10 03:41:04,256 INFO : EVAL, epoch=0079, iter=00040/00040, fetch data time cost=0.07ms, fps=6084 images/s, loss=0.4556, top1-acc=86.73%, top5-acc=98.87%, remaining_time=0:00:00, arrival_time=2021-04-10 03:41:04.256453, cost_time=0:00:01.745739 2021-04-10 03:41:05,038 INFO : Epoch=0079 complete, best val top1-acc=88.64%, top5-acc=99.34% (epoch=78), remaining_time=0:57:05.540613, arrival_time=2021-04-10 04:38:10.579071, cost_time=0:37:16.509996 2021-04-10 03:41:05,039 INFO : Train start, epoch=0080, lr=0.066196 2021-04-10 03:41:06,537 INFO : TRAIN, epoch=0080, iter=00010/00196, fetch data time cost=0.26ms, fps=1708 images/s, loss=0.2102, top1-acc=93.63%, top5-acc=99.57%, remaining_time=0:00:27.870240, arrival_time=2021-04-10 03:41:34.407926, cost_time=0:00:01.498397 2021-04-10 03:41:07,823 INFO : TRAIN, epoch=0080, iter=00020/00196, fetch data time cost=1.36ms, fps=1993 images/s, loss=0.1975, top1-acc=93.93%, top5-acc=99.65%, remaining_time=0:00:24.497088, arrival_time=2021-04-10 03:41:32.320064, cost_time=0:00:02.783765 2021-04-10 03:41:09,107 INFO : TRAIN, epoch=0080, iter=00030/00196, fetch data time cost=1.40ms, fps=1994 images/s, loss=0.1927, top1-acc=93.93%, top5-acc=99.73%, remaining_time=0:00:22.510098, arrival_time=2021-04-10 03:41:31.617405, cost_time=0:00:04.068098 2021-04-10 03:41:10,393 INFO : TRAIN, epoch=0080, iter=00040/00196, fetch data time cost=1.51ms, fps=1992 images/s, loss=0.1943, top1-acc=93.78%, top5-acc=99.73%, remaining_time=0:00:20.879820, arrival_time=2021-04-10 03:41:31.272816, cost_time=0:00:05.353791 2021-04-10 03:41:11,680 INFO : TRAIN, epoch=0080, iter=00050/00196, fetch data time cost=1.42ms, fps=1990 images/s, loss=0.1987, top1-acc=93.66%, top5-acc=99.70%, remaining_time=0:00:19.391282, arrival_time=2021-04-10 03:41:31.071358, cost_time=0:00:06.640866 2021-04-10 03:41:12,967 INFO : TRAIN, epoch=0080, iter=00060/00196, fetch data time cost=1.42ms, fps=1989 images/s, loss=0.1994, top1-acc=93.72%, top5-acc=99.68%, remaining_time=0:00:17.970496, arrival_time=2021-04-10 03:41:30.937934, cost_time=0:00:07.928171 2021-04-10 03:41:14,259 INFO : TRAIN, epoch=0080, iter=00070/00196, fetch data time cost=1.41ms, fps=1982 images/s, loss=0.1988, top1-acc=93.78%, top5-acc=99.68%, remaining_time=0:00:16.596468, arrival_time=2021-04-10 03:41:30.855913, cost_time=0:00:09.220234 2021-04-10 03:41:15,548 INFO : TRAIN, epoch=0080, iter=00080/00196, fetch data time cost=1.43ms, fps=1986 images/s, loss=0.1983, top1-acc=93.78%, top5-acc=99.67%, remaining_time=0:00:15.238804, arrival_time=2021-04-10 03:41:30.787541, cost_time=0:00:10.509525 2021-04-10 03:41:16,840 INFO : TRAIN, epoch=0080, iter=00090/00196, fetch data time cost=1.37ms, fps=1983 images/s, loss=0.2004, top1-acc=93.70%, top5-acc=99.67%, remaining_time=0:00:13.898932, arrival_time=2021-04-10 03:41:30.739089, cost_time=0:00:11.800941 2021-04-10 03:41:18,128 INFO : TRAIN, epoch=0080, iter=00100/00196, fetch data time cost=1.43ms, fps=1987 images/s, loss=0.1997, top1-acc=93.77%, top5-acc=99.67%, remaining_time=0:00:12.565920, arrival_time=2021-04-10 03:41:30.694743, cost_time=0:00:13.089534 2021-04-10 03:41:19,415 INFO : TRAIN, epoch=0080, iter=00110/00196, fetch data time cost=1.40ms, fps=1990 images/s, loss=0.1989, top1-acc=93.79%, top5-acc=99.68%, remaining_time=0:00:11.239770, arrival_time=2021-04-10 03:41:30.655399, cost_time=0:00:14.376418 2021-04-10 03:41:20,704 INFO : TRAIN, epoch=0080, iter=00120/00196, fetch data time cost=1.40ms, fps=1988 images/s, loss=0.2004, top1-acc=93.77%, top5-acc=99.68%, remaining_time=0:00:09.921040, arrival_time=2021-04-10 03:41:30.625059, cost_time=0:00:15.664811 2021-04-10 03:41:21,989 INFO : TRAIN, epoch=0080, iter=00130/00196, fetch data time cost=1.50ms, fps=1992 images/s, loss=0.2017, top1-acc=93.70%, top5-acc=99.69%, remaining_time=0:00:08.605674, arrival_time=2021-04-10 03:41:30.595389, cost_time=0:00:16.950508 2021-04-10 03:41:23,275 INFO : TRAIN, epoch=0080, iter=00140/00196, fetch data time cost=1.43ms, fps=1991 images/s, loss=0.2032, top1-acc=93.66%, top5-acc=99.68%, remaining_time=0:00:07.294560, arrival_time=2021-04-10 03:41:30.570239, cost_time=0:00:18.236419 2021-04-10 03:41:24,577 INFO : TRAIN, epoch=0080, iter=00150/00196, fetch data time cost=1.55ms, fps=1967 images/s, loss=0.2016, top1-acc=93.68%, top5-acc=99.68%, remaining_time=0:00:05.991776, arrival_time=2021-04-10 03:41:30.569476, cost_time=0:00:19.538418 2021-04-10 03:41:25,868 INFO : TRAIN, epoch=0080, iter=00160/00196, fetch data time cost=1.34ms, fps=1984 images/s, loss=0.2017, top1-acc=93.69%, top5-acc=99.69%, remaining_time=0:00:04.686660, arrival_time=2021-04-10 03:41:30.555481, cost_time=0:00:20.829613 2021-04-10 03:41:27,159 INFO : TRAIN, epoch=0080, iter=00170/00196, fetch data time cost=1.40ms, fps=1984 images/s, loss=0.2021, top1-acc=93.67%, top5-acc=99.70%, remaining_time=0:00:03.383094, arrival_time=2021-04-10 03:41:30.542657, cost_time=0:00:22.120308 2021-04-10 03:41:28,457 INFO : TRAIN, epoch=0080, iter=00180/00196, fetch data time cost=1.53ms, fps=1973 images/s, loss=0.2026, top1-acc=93.68%, top5-acc=99.70%, remaining_time=0:00:02.081616, arrival_time=2021-04-10 03:41:30.538938, cost_time=0:00:23.418099 2021-04-10 03:41:29,744 INFO : TRAIN, epoch=0080, iter=00190/00196, fetch data time cost=1.20ms, fps=1990 images/s, loss=0.2026, top1-acc=93.69%, top5-acc=99.70%, remaining_time=0:00:00.780162, arrival_time=2021-04-10 03:41:30.524643, cost_time=0:00:24.705206 2021-04-10 03:41:30,440 INFO : TRAIN, epoch=0080, iter=00196/00196, fetch data time cost=1.22ms, fps=1955 images/s, loss=0.2026, top1-acc=93.70%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-10 03:41:30.440493, cost_time=0:00:25.401299 2021-04-10 03:41:30,944 INFO : EVAL, epoch=0080, iter=00010/00040, fetch data time cost=1.93ms, fps=5086 images/s, loss=0.5275, top1-acc=85.00%, top5-acc=98.59%, remaining_time=0:00:01.509870, arrival_time=2021-04-10 03:41:32.454542, cost_time=0:00:00.503291 2021-04-10 03:41:31,367 INFO : EVAL, epoch=0080, iter=00020/00040, fetch data time cost=1.27ms, fps=6057 images/s, loss=0.5339, top1-acc=84.61%, top5-acc=98.77%, remaining_time=0:00:00.926320, arrival_time=2021-04-10 03:41:32.294019, cost_time=0:00:00.926324 2021-04-10 03:41:31,787 INFO : EVAL, epoch=0080, iter=00030/00040, fetch data time cost=1.23ms, fps=6110 images/s, loss=0.5310, top1-acc=84.75%, top5-acc=98.79%, remaining_time=0:00:00.448540, arrival_time=2021-04-10 03:41:32.235542, cost_time=0:00:01.345622 2021-04-10 03:41:32,168 INFO : EVAL, epoch=0080, iter=00040/00040, fetch data time cost=0.07ms, fps=6093 images/s, loss=0.5391, top1-acc=84.68%, top5-acc=98.73%, remaining_time=0:00:00, arrival_time=2021-04-10 03:41:32.168068, cost_time=0:00:01.726721 2021-04-10 03:41:32,918 INFO : Epoch=0080 complete, best val top1-acc=88.64%, top5-acc=99.34% (epoch=78), remaining_time=0:56:36.585240, arrival_time=2021-04-10 04:38:09.503868, cost_time=0:37:44.390181 2021-04-10 03:41:32,919 INFO : Train start, epoch=0081, lr=0.065451 2021-04-10 03:41:34,411 INFO : TRAIN, epoch=0081, iter=00010/00196, fetch data time cost=0.44ms, fps=1716 images/s, loss=0.1929, top1-acc=94.06%, top5-acc=99.84%, remaining_time=0:00:27.751386, arrival_time=2021-04-10 03:42:02.162907, cost_time=0:00:01.492013 2021-04-10 03:41:35,701 INFO : TRAIN, epoch=0081, iter=00020/00196, fetch data time cost=1.55ms, fps=1985 images/s, loss=0.2039, top1-acc=93.59%, top5-acc=99.75%, remaining_time=0:00:24.485296, arrival_time=2021-04-10 03:42:00.187078, cost_time=0:00:02.782416 2021-04-10 03:41:36,993 INFO : TRAIN, epoch=0081, iter=00030/00196, fetch data time cost=1.32ms, fps=1982 images/s, loss=0.2071, top1-acc=93.42%, top5-acc=99.73%, remaining_time=0:00:22.544626, arrival_time=2021-04-10 03:41:59.538285, cost_time=0:00:04.074338 2021-04-10 03:41:38,283 INFO : TRAIN, epoch=0081, iter=00040/00196, fetch data time cost=1.35ms, fps=1985 images/s, loss=0.1987, top1-acc=93.75%, top5-acc=99.76%, remaining_time=0:00:20.921940, arrival_time=2021-04-10 03:41:59.205867, cost_time=0:00:05.364605 2021-04-10 03:41:39,572 INFO : TRAIN, epoch=0081, iter=00050/00196, fetch data time cost=1.52ms, fps=1987 images/s, loss=0.2057, top1-acc=93.55%, top5-acc=99.75%, remaining_time=0:00:19.427636, arrival_time=2021-04-10 03:41:59.000248, cost_time=0:00:06.653289 2021-04-10 03:41:40,864 INFO : TRAIN, epoch=0081, iter=00060/00196, fetch data time cost=1.51ms, fps=1982 images/s, loss=0.2052, top1-acc=93.57%, top5-acc=99.75%, remaining_time=0:00:18.009800, arrival_time=2021-04-10 03:41:58.874684, cost_time=0:00:07.945486 2021-04-10 03:41:42,159 INFO : TRAIN, epoch=0081, iter=00070/00196, fetch data time cost=1.41ms, fps=1978 images/s, loss=0.2052, top1-acc=93.63%, top5-acc=99.75%, remaining_time=0:00:16.632882, arrival_time=2021-04-10 03:41:58.792674, cost_time=0:00:09.240477 2021-04-10 03:41:43,446 INFO : TRAIN, epoch=0081, iter=00080/00196, fetch data time cost=1.37ms, fps=1991 images/s, loss=0.2050, top1-acc=93.68%, top5-acc=99.75%, remaining_time=0:00:15.263744, arrival_time=2021-04-10 03:41:58.709771, cost_time=0:00:10.526708 2021-04-10 03:41:44,734 INFO : TRAIN, epoch=0081, iter=00090/00196, fetch data time cost=1.31ms, fps=1988 images/s, loss=0.2071, top1-acc=93.62%, top5-acc=99.74%, remaining_time=0:00:13.915256, arrival_time=2021-04-10 03:41:58.649438, cost_time=0:00:11.814864 2021-04-10 03:41:46,043 INFO : TRAIN, epoch=0081, iter=00100/00196, fetch data time cost=1.52ms, fps=1956 images/s, loss=0.2067, top1-acc=93.56%, top5-acc=99.75%, remaining_time=0:00:12.598944, arrival_time=2021-04-10 03:41:58.642291, cost_time=0:00:13.123946 2021-04-10 03:41:47,331 INFO : TRAIN, epoch=0081, iter=00110/00196, fetch data time cost=1.35ms, fps=1989 images/s, loss=0.2067, top1-acc=93.60%, top5-acc=99.76%, remaining_time=0:00:11.267290, arrival_time=2021-04-10 03:41:58.598292, cost_time=0:00:14.411682 2021-04-10 03:41:48,628 INFO : TRAIN, epoch=0081, iter=00120/00196, fetch data time cost=1.44ms, fps=1974 images/s, loss=0.2069, top1-acc=93.61%, top5-acc=99.76%, remaining_time=0:00:09.949084, arrival_time=2021-04-10 03:41:58.577470, cost_time=0:00:15.709067 2021-04-10 03:41:49,913 INFO : TRAIN, epoch=0081, iter=00130/00196, fetch data time cost=1.31ms, fps=1993 images/s, loss=0.2054, top1-acc=93.62%, top5-acc=99.76%, remaining_time=0:00:08.627652, arrival_time=2021-04-10 03:41:58.540776, cost_time=0:00:16.993805 2021-04-10 03:41:51,201 INFO : TRAIN, epoch=0081, iter=00140/00196, fetch data time cost=1.53ms, fps=1987 images/s, loss=0.2039, top1-acc=93.64%, top5-acc=99.75%, remaining_time=0:00:07.313040, arrival_time=2021-04-10 03:41:58.514913, cost_time=0:00:18.282545 2021-04-10 03:41:52,489 INFO : TRAIN, epoch=0081, iter=00150/00196, fetch data time cost=1.34ms, fps=1989 images/s, loss=0.2021, top1-acc=93.71%, top5-acc=99.76%, remaining_time=0:00:06.001574, arrival_time=2021-04-10 03:41:58.491274, cost_time=0:00:19.570297 2021-04-10 03:41:53,774 INFO : TRAIN, epoch=0081, iter=00160/00196, fetch data time cost=1.30ms, fps=1993 images/s, loss=0.2036, top1-acc=93.67%, top5-acc=99.75%, remaining_time=0:00:04.692420, arrival_time=2021-04-10 03:41:58.467002, cost_time=0:00:20.855265 2021-04-10 03:41:55,069 INFO : TRAIN, epoch=0081, iter=00170/00196, fetch data time cost=1.44ms, fps=1978 images/s, loss=0.2016, top1-acc=93.71%, top5-acc=99.76%, remaining_time=0:00:03.387618, arrival_time=2021-04-10 03:41:58.456775, cost_time=0:00:22.149840 2021-04-10 03:41:56,356 INFO : TRAIN, epoch=0081, iter=00180/00196, fetch data time cost=1.47ms, fps=1990 images/s, loss=0.2016, top1-acc=93.70%, top5-acc=99.75%, remaining_time=0:00:02.083264, arrival_time=2021-04-10 03:41:58.439333, cost_time=0:00:23.436667 2021-04-10 03:41:57,651 INFO : TRAIN, epoch=0081, iter=00190/00196, fetch data time cost=1.32ms, fps=1976 images/s, loss=0.2019, top1-acc=93.65%, top5-acc=99.76%, remaining_time=0:00:00.781032, arrival_time=2021-04-10 03:41:58.432952, cost_time=0:00:24.732601 2021-04-10 03:41:58,349 INFO : TRAIN, epoch=0081, iter=00196/00196, fetch data time cost=1.23ms, fps=1951 images/s, loss=0.2020, top1-acc=93.67%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-10 03:41:58.349279, cost_time=0:00:25.429971 2021-04-10 03:41:58,839 INFO : EVAL, epoch=0081, iter=00010/00040, fetch data time cost=0.29ms, fps=5237 images/s, loss=0.6120, top1-acc=82.42%, top5-acc=98.55%, remaining_time=0:00:01.466340, arrival_time=2021-04-10 03:42:00.305590, cost_time=0:00:00.488783 2021-04-10 03:41:59,264 INFO : EVAL, epoch=0081, iter=00020/00040, fetch data time cost=1.39ms, fps=6034 images/s, loss=0.6075, top1-acc=82.70%, top5-acc=98.65%, remaining_time=0:00:00.913980, arrival_time=2021-04-10 03:42:00.178200, cost_time=0:00:00.913979 2021-04-10 03:41:59,681 INFO : EVAL, epoch=0081, iter=00030/00040, fetch data time cost=1.38ms, fps=6140 images/s, loss=0.5781, top1-acc=83.18%, top5-acc=98.68%, remaining_time=0:00:00.443760, arrival_time=2021-04-10 03:42:00.125266, cost_time=0:00:01.331276 2021-04-10 03:42:00,063 INFO : EVAL, epoch=0081, iter=00040/00040, fetch data time cost=0.07ms, fps=6073 images/s, loss=0.5838, top1-acc=83.08%, top5-acc=98.67%, remaining_time=0:00:00, arrival_time=2021-04-10 03:42:00.063858, cost_time=0:00:01.713649 2021-04-10 03:42:00,838 INFO : Epoch=0081 complete, best val top1-acc=88.64%, top5-acc=99.34% (epoch=78), remaining_time=0:56:07.714399, arrival_time=2021-04-10 04:38:08.552655, cost_time=0:38:12.309808 2021-04-10 03:42:00,839 INFO : Train start, epoch=0082, lr=0.064702 2021-04-10 03:42:02,314 INFO : TRAIN, epoch=0082, iter=00010/00196, fetch data time cost=1.48ms, fps=1735 images/s, loss=0.1987, top1-acc=93.83%, top5-acc=99.73%, remaining_time=0:00:27.439464, arrival_time=2021-04-10 03:42:29.753891, cost_time=0:00:01.475237 2021-04-10 03:42:03,605 INFO : TRAIN, epoch=0082, iter=00020/00196, fetch data time cost=1.40ms, fps=1983 images/s, loss=0.1945, top1-acc=93.89%, top5-acc=99.67%, remaining_time=0:00:24.346256, arrival_time=2021-04-10 03:42:27.952015, cost_time=0:00:02.766612 2021-04-10 03:42:04,894 INFO : TRAIN, epoch=0082, iter=00030/00196, fetch data time cost=1.50ms, fps=1987 images/s, loss=0.1915, top1-acc=94.08%, top5-acc=99.75%, remaining_time=0:00:22.441042, arrival_time=2021-04-10 03:42:27.335800, cost_time=0:00:04.055605 2021-04-10 03:42:06,182 INFO : TRAIN, epoch=0082, iter=00040/00196, fetch data time cost=1.34ms, fps=1988 images/s, loss=0.1947, top1-acc=94.01%, top5-acc=99.72%, remaining_time=0:00:20.840508, arrival_time=2021-04-10 03:42:27.023392, cost_time=0:00:05.343732 2021-04-10 03:42:07,469 INFO : TRAIN, epoch=0082, iter=00050/00196, fetch data time cost=1.43ms, fps=1991 images/s, loss=0.1896, top1-acc=94.12%, top5-acc=99.73%, remaining_time=0:00:19.359308, arrival_time=2021-04-10 03:42:26.828372, cost_time=0:00:06.629915 2021-04-10 03:42:08,758 INFO : TRAIN, epoch=0082, iter=00060/00196, fetch data time cost=1.35ms, fps=1985 images/s, loss=0.1869, top1-acc=94.20%, top5-acc=99.75%, remaining_time=0:00:17.951184, arrival_time=2021-04-10 03:42:26.709988, cost_time=0:00:07.919655 2021-04-10 03:42:10,046 INFO : TRAIN, epoch=0082, iter=00070/00196, fetch data time cost=1.53ms, fps=1989 images/s, loss=0.1841, top1-acc=94.34%, top5-acc=99.73%, remaining_time=0:00:16.572402, arrival_time=2021-04-10 03:42:26.618476, cost_time=0:00:09.206915 2021-04-10 03:42:11,331 INFO : TRAIN, epoch=0082, iter=00080/00196, fetch data time cost=1.39ms, fps=1993 images/s, loss=0.1843, top1-acc=94.31%, top5-acc=99.70%, remaining_time=0:00:15.213168, arrival_time=2021-04-10 03:42:26.544289, cost_time=0:00:10.491867 2021-04-10 03:42:12,625 INFO : TRAIN, epoch=0082, iter=00090/00196, fetch data time cost=1.28ms, fps=1979 images/s, loss=0.1869, top1-acc=94.18%, top5-acc=99.71%, remaining_time=0:00:13.881548, arrival_time=2021-04-10 03:42:26.506906, cost_time=0:00:11.786203 2021-04-10 03:42:13,911 INFO : TRAIN, epoch=0082, iter=00100/00196, fetch data time cost=1.33ms, fps=1992 images/s, loss=0.1904, top1-acc=94.05%, top5-acc=99.70%, remaining_time=0:00:12.549120, arrival_time=2021-04-10 03:42:26.460258, cost_time=0:00:13.071990 2021-04-10 03:42:15,202 INFO : TRAIN, epoch=0082, iter=00110/00196, fetch data time cost=1.52ms, fps=1982 images/s, loss=0.1914, top1-acc=94.03%, top5-acc=99.69%, remaining_time=0:00:11.229794, arrival_time=2021-04-10 03:42:26.432687, cost_time=0:00:14.363743 2021-04-10 03:42:16,487 INFO : TRAIN, epoch=0082, iter=00120/00196, fetch data time cost=1.40ms, fps=1994 images/s, loss=0.1928, top1-acc=93.95%, top5-acc=99.69%, remaining_time=0:00:09.910476, arrival_time=2021-04-10 03:42:26.397796, cost_time=0:00:15.648171 2021-04-10 03:42:17,780 INFO : TRAIN, epoch=0082, iter=00130/00196, fetch data time cost=1.53ms, fps=1981 images/s, loss=0.1926, top1-acc=93.93%, top5-acc=99.70%, remaining_time=0:00:08.600724, arrival_time=2021-04-10 03:42:26.380682, cost_time=0:00:16.940803 2021-04-10 03:42:19,065 INFO : TRAIN, epoch=0082, iter=00140/00196, fetch data time cost=1.38ms, fps=1993 images/s, loss=0.1946, top1-acc=93.84%, top5-acc=99.69%, remaining_time=0:00:07.290416, arrival_time=2021-04-10 03:42:26.355534, cost_time=0:00:18.225970 2021-04-10 03:42:20,352 INFO : TRAIN, epoch=0082, iter=00150/00196, fetch data time cost=1.41ms, fps=1989 images/s, loss=0.1969, top1-acc=93.75%, top5-acc=99.69%, remaining_time=0:00:05.984186, arrival_time=2021-04-10 03:42:26.336910, cost_time=0:00:19.513576 2021-04-10 03:42:21,647 INFO : TRAIN, epoch=0082, iter=00160/00196, fetch data time cost=1.51ms, fps=1978 images/s, loss=0.1976, top1-acc=93.74%, top5-acc=99.69%, remaining_time=0:00:04.681872, arrival_time=2021-04-10 03:42:26.329384, cost_time=0:00:20.808292 2021-04-10 03:42:22,939 INFO : TRAIN, epoch=0082, iter=00170/00196, fetch data time cost=1.40ms, fps=1983 images/s, loss=0.1982, top1-acc=93.74%, top5-acc=99.69%, remaining_time=0:00:03.380000, arrival_time=2021-04-10 03:42:26.319069, cost_time=0:00:22.099919 2021-04-10 03:42:24,224 INFO : TRAIN, epoch=0082, iter=00180/00196, fetch data time cost=1.30ms, fps=1992 images/s, loss=0.1988, top1-acc=93.72%, top5-acc=99.69%, remaining_time=0:00:02.078688, arrival_time=2021-04-10 03:42:26.303073, cost_time=0:00:23.385239 2021-04-10 03:42:25,513 INFO : TRAIN, epoch=0082, iter=00190/00196, fetch data time cost=1.25ms, fps=1986 images/s, loss=0.1994, top1-acc=93.72%, top5-acc=99.69%, remaining_time=0:00:00.779196, arrival_time=2021-04-10 03:42:26.292981, cost_time=0:00:24.674558 2021-04-10 03:42:26,211 INFO : TRAIN, epoch=0082, iter=00196/00196, fetch data time cost=1.31ms, fps=1951 images/s, loss=0.2000, top1-acc=93.71%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-10 03:42:26.211505, cost_time=0:00:25.372360 2021-04-10 03:42:26,698 INFO : EVAL, epoch=0082, iter=00010/00040, fetch data time cost=1.55ms, fps=5264 images/s, loss=0.4043, top1-acc=88.32%, top5-acc=99.18%, remaining_time=0:00:01.458960, arrival_time=2021-04-10 03:42:28.157781, cost_time=0:00:00.486319 2021-04-10 03:42:27,126 INFO : EVAL, epoch=0082, iter=00020/00040, fetch data time cost=1.52ms, fps=5991 images/s, loss=0.4205, top1-acc=88.07%, top5-acc=99.24%, remaining_time=0:00:00.913940, arrival_time=2021-04-10 03:42:28.040391, cost_time=0:00:00.913946 2021-04-10 03:42:27,547 INFO : EVAL, epoch=0082, iter=00030/00040, fetch data time cost=1.50ms, fps=6078 images/s, loss=0.4261, top1-acc=87.84%, top5-acc=99.21%, remaining_time=0:00:00.445150, arrival_time=2021-04-10 03:42:27.993097, cost_time=0:00:01.335442 2021-04-10 03:42:27,929 INFO : EVAL, epoch=0082, iter=00040/00040, fetch data time cost=0.07ms, fps=6079 images/s, loss=0.4240, top1-acc=87.95%, top5-acc=99.18%, remaining_time=0:00:00, arrival_time=2021-04-10 03:42:27.929868, cost_time=0:00:01.717395 2021-04-10 03:42:28,728 INFO : Epoch=0082 complete, best val top1-acc=88.64%, top5-acc=99.34% (epoch=78), remaining_time=0:55:38.823688, arrival_time=2021-04-10 04:38:07.551645, cost_time=0:38:40.199514 2021-04-10 03:42:28,728 INFO : Train start, epoch=0083, lr=0.063950 2021-04-10 03:42:30,223 INFO : TRAIN, epoch=0083, iter=00010/00196, fetch data time cost=1.33ms, fps=1712 images/s, loss=0.1779, top1-acc=94.53%, top5-acc=99.65%, remaining_time=0:00:27.806628, arrival_time=2021-04-10 03:42:58.030351, cost_time=0:00:01.494977 2021-04-10 03:42:31,509 INFO : TRAIN, epoch=0083, iter=00020/00196, fetch data time cost=1.42ms, fps=1992 images/s, loss=0.1926, top1-acc=94.02%, top5-acc=99.67%, remaining_time=0:00:24.470336, arrival_time=2021-04-10 03:42:55.979805, cost_time=0:00:02.780725 2021-04-10 03:42:32,801 INFO : TRAIN, epoch=0083, iter=00030/00196, fetch data time cost=1.51ms, fps=1982 images/s, loss=0.1875, top1-acc=94.13%, top5-acc=99.73%, remaining_time=0:00:22.537322, arrival_time=2021-04-10 03:42:55.339153, cost_time=0:00:04.073023 2021-04-10 03:42:34,089 INFO : TRAIN, epoch=0083, iter=00040/00196, fetch data time cost=1.38ms, fps=1989 images/s, loss=0.1874, top1-acc=94.20%, top5-acc=99.74%, remaining_time=0:00:20.905872, arrival_time=2021-04-10 03:42:54.995150, cost_time=0:00:05.360492 2021-04-10 03:42:35,380 INFO : TRAIN, epoch=0083, iter=00050/00196, fetch data time cost=1.34ms, fps=1983 images/s, loss=0.1902, top1-acc=94.05%, top5-acc=99.71%, remaining_time=0:00:19.423256, arrival_time=2021-04-10 03:42:54.803868, cost_time=0:00:06.651788 2021-04-10 03:42:36,669 INFO : TRAIN, epoch=0083, iter=00060/00196, fetch data time cost=1.61ms, fps=1988 images/s, loss=0.1905, top1-acc=93.96%, top5-acc=99.71%, remaining_time=0:00:17.998104, arrival_time=2021-04-10 03:42:54.667182, cost_time=0:00:07.940341 2021-04-10 03:42:37,960 INFO : TRAIN, epoch=0083, iter=00070/00196, fetch data time cost=1.31ms, fps=1983 images/s, loss=0.1903, top1-acc=94.00%, top5-acc=99.70%, remaining_time=0:00:16.616754, arrival_time=2021-04-10 03:42:54.577051, cost_time=0:00:09.231548 2021-04-10 03:42:39,256 INFO : TRAIN, epoch=0083, iter=00080/00196, fetch data time cost=1.35ms, fps=1976 images/s, loss=0.1920, top1-acc=93.94%, top5-acc=99.70%, remaining_time=0:00:15.265136, arrival_time=2021-04-10 03:42:54.521629, cost_time=0:00:10.527707 2021-04-10 03:42:40,549 INFO : TRAIN, epoch=0083, iter=00090/00196, fetch data time cost=1.46ms, fps=1981 images/s, loss=0.1934, top1-acc=93.86%, top5-acc=99.71%, remaining_time=0:00:13.922252, arrival_time=2021-04-10 03:42:54.471882, cost_time=0:00:11.820751 2021-04-10 03:42:41,838 INFO : TRAIN, epoch=0083, iter=00100/00196, fetch data time cost=1.41ms, fps=1987 images/s, loss=0.1929, top1-acc=93.85%, top5-acc=99.71%, remaining_time=0:00:12.585504, arrival_time=2021-04-10 03:42:54.424138, cost_time=0:00:13.109889 2021-04-10 03:42:43,126 INFO : TRAIN, epoch=0083, iter=00110/00196, fetch data time cost=1.66ms, fps=1989 images/s, loss=0.1911, top1-acc=93.91%, top5-acc=99.73%, remaining_time=0:00:11.256282, arrival_time=2021-04-10 03:42:54.382570, cost_time=0:00:14.397538 2021-04-10 03:42:44,411 INFO : TRAIN, epoch=0083, iter=00120/00196, fetch data time cost=1.39ms, fps=1993 images/s, loss=0.1912, top1-acc=93.93%, top5-acc=99.73%, remaining_time=0:00:09.932212, arrival_time=2021-04-10 03:42:54.343428, cost_time=0:00:15.682467 2021-04-10 03:42:45,697 INFO : TRAIN, epoch=0083, iter=00130/00196, fetch data time cost=1.51ms, fps=1991 images/s, loss=0.1923, top1-acc=93.89%, top5-acc=99.74%, remaining_time=0:00:08.614980, arrival_time=2021-04-10 03:42:54.312626, cost_time=0:00:16.968902 2021-04-10 03:42:46,986 INFO : TRAIN, epoch=0083, iter=00140/00196, fetch data time cost=1.41ms, fps=1987 images/s, loss=0.1922, top1-acc=93.93%, top5-acc=99.75%, remaining_time=0:00:07.302960, arrival_time=2021-04-10 03:42:54.289070, cost_time=0:00:18.257363 2021-04-10 03:42:48,273 INFO : TRAIN, epoch=0083, iter=00150/00196, fetch data time cost=2.01ms, fps=1990 images/s, loss=0.1937, top1-acc=93.85%, top5-acc=99.75%, remaining_time=0:00:05.993570, arrival_time=2021-04-10 03:42:54.266598, cost_time=0:00:19.544219 2021-04-10 03:42:49,562 INFO : TRAIN, epoch=0083, iter=00160/00196, fetch data time cost=1.82ms, fps=1986 images/s, loss=0.1929, top1-acc=93.87%, top5-acc=99.76%, remaining_time=0:00:04.687560, arrival_time=2021-04-10 03:42:54.249888, cost_time=0:00:20.833585 2021-04-10 03:42:50,850 INFO : TRAIN, epoch=0083, iter=00170/00196, fetch data time cost=1.53ms, fps=1988 images/s, loss=0.1915, top1-acc=93.89%, top5-acc=99.76%, remaining_time=0:00:03.383354, arrival_time=2021-04-10 03:42:54.234104, cost_time=0:00:22.122008 2021-04-10 03:42:52,137 INFO : TRAIN, epoch=0083, iter=00180/00196, fetch data time cost=1.55ms, fps=1990 images/s, loss=0.1933, top1-acc=93.85%, top5-acc=99.74%, remaining_time=0:00:02.080768, arrival_time=2021-04-10 03:42:54.218200, cost_time=0:00:23.408654 2021-04-10 03:42:53,453 INFO : TRAIN, epoch=0083, iter=00190/00196, fetch data time cost=2.24ms, fps=1946 images/s, loss=0.1943, top1-acc=93.84%, top5-acc=99.73%, remaining_time=0:00:00.780780, arrival_time=2021-04-10 03:42:54.234260, cost_time=0:00:24.724650 2021-04-10 03:42:54,152 INFO : TRAIN, epoch=0083, iter=00196/00196, fetch data time cost=1.37ms, fps=1947 images/s, loss=0.1948, top1-acc=93.81%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-10 03:42:54.152534, cost_time=0:00:25.423742 2021-04-10 03:42:54,668 INFO : EVAL, epoch=0083, iter=00010/00040, fetch data time cost=0.21ms, fps=4977 images/s, loss=0.3864, top1-acc=88.01%, top5-acc=99.45%, remaining_time=0:00:01.543110, arrival_time=2021-04-10 03:42:56.211091, cost_time=0:00:00.514366 2021-04-10 03:42:55,098 INFO : EVAL, epoch=0083, iter=00020/00040, fetch data time cost=1.45ms, fps=5954 images/s, loss=0.3626, top1-acc=88.50%, top5-acc=99.43%, remaining_time=0:00:00.944640, arrival_time=2021-04-10 03:42:56.043096, cost_time=0:00:00.944645 2021-04-10 03:42:55,519 INFO : EVAL, epoch=0083, iter=00030/00040, fetch data time cost=1.39ms, fps=6093 images/s, loss=0.3626, top1-acc=88.68%, top5-acc=99.52%, remaining_time=0:00:00.455170, arrival_time=2021-04-10 03:42:55.974283, cost_time=0:00:01.365501 2021-04-10 03:42:55,901 INFO : EVAL, epoch=0083, iter=00040/00040, fetch data time cost=0.07ms, fps=6073 images/s, loss=0.3772, top1-acc=88.44%, top5-acc=99.35%, remaining_time=0:00:00, arrival_time=2021-04-10 03:42:55.901420, cost_time=0:00:01.747824 2021-04-10 03:42:56,683 INFO : Epoch=0083 complete, best val top1-acc=88.64%, top5-acc=99.34% (epoch=78), remaining_time=0:55:10.049340, arrival_time=2021-04-10 04:38:06.732449, cost_time=0:39:08.154653 2021-04-10 03:42:56,683 INFO : Train start, epoch=0084, lr=0.063194 2021-04-10 03:42:58,150 INFO : TRAIN, epoch=0084, iter=00010/00196, fetch data time cost=1.47ms, fps=1746 images/s, loss=0.1627, top1-acc=94.77%, top5-acc=99.84%, remaining_time=0:00:27.270576, arrival_time=2021-04-10 03:43:25.420562, cost_time=0:00:01.466165 2021-04-10 03:42:59,436 INFO : TRAIN, epoch=0084, iter=00020/00196, fetch data time cost=1.36ms, fps=1990 images/s, loss=0.1623, top1-acc=95.06%, top5-acc=99.79%, remaining_time=0:00:24.224640, arrival_time=2021-04-10 03:43:23.661257, cost_time=0:00:02.752792 2021-04-10 03:43:00,726 INFO : TRAIN, epoch=0084, iter=00030/00196, fetch data time cost=1.43ms, fps=1986 images/s, loss=0.1610, top1-acc=95.12%, top5-acc=99.79%, remaining_time=0:00:22.366674, arrival_time=2021-04-10 03:43:23.092704, cost_time=0:00:04.042172 2021-04-10 03:43:02,015 INFO : TRAIN, epoch=0084, iter=00040/00196, fetch data time cost=1.48ms, fps=1986 images/s, loss=0.1718, top1-acc=94.72%, top5-acc=99.76%, remaining_time=0:00:20.793084, arrival_time=2021-04-10 03:43:22.808480, cost_time=0:00:05.331577 2021-04-10 03:43:03,302 INFO : TRAIN, epoch=0084, iter=00050/00196, fetch data time cost=1.56ms, fps=1990 images/s, loss=0.1725, top1-acc=94.73%, top5-acc=99.74%, remaining_time=0:00:19.325144, arrival_time=2021-04-10 03:43:22.627182, cost_time=0:00:06.618211 2021-04-10 03:43:04,590 INFO : TRAIN, epoch=0084, iter=00060/00196, fetch data time cost=1.45ms, fps=1988 images/s, loss=0.1714, top1-acc=94.70%, top5-acc=99.75%, remaining_time=0:00:17.921536, arrival_time=2021-04-10 03:43:22.511973, cost_time=0:00:07.906554 2021-04-10 03:43:05,879 INFO : TRAIN, epoch=0084, iter=00070/00196, fetch data time cost=2.11ms, fps=1986 images/s, loss=0.1733, top1-acc=94.60%, top5-acc=99.75%, remaining_time=0:00:16.552494, arrival_time=2021-04-10 03:43:22.432206, cost_time=0:00:09.195859 2021-04-10 03:43:07,170 INFO : TRAIN, epoch=0084, iter=00080/00196, fetch data time cost=1.38ms, fps=1984 images/s, loss=0.1713, top1-acc=94.62%, top5-acc=99.78%, remaining_time=0:00:15.205396, arrival_time=2021-04-10 03:43:22.375703, cost_time=0:00:10.486484 2021-04-10 03:43:08,457 INFO : TRAIN, epoch=0084, iter=00090/00196, fetch data time cost=1.31ms, fps=1990 images/s, loss=0.1724, top1-acc=94.58%, top5-acc=99.78%, remaining_time=0:00:13.866390, arrival_time=2021-04-10 03:43:22.323581, cost_time=0:00:11.773334 2021-04-10 03:43:09,745 INFO : TRAIN, epoch=0084, iter=00100/00196, fetch data time cost=1.35ms, fps=1989 images/s, loss=0.1721, top1-acc=94.56%, top5-acc=99.78%, remaining_time=0:00:12.538656, arrival_time=2021-04-10 03:43:22.283674, cost_time=0:00:13.061133 2021-04-10 03:43:11,029 INFO : TRAIN, epoch=0084, iter=00110/00196, fetch data time cost=1.42ms, fps=1994 images/s, loss=0.1736, top1-acc=94.54%, top5-acc=99.77%, remaining_time=0:00:11.215690, arrival_time=2021-04-10 03:43:22.245181, cost_time=0:00:14.345631 2021-04-10 03:43:12,319 INFO : TRAIN, epoch=0084, iter=00120/00196, fetch data time cost=1.52ms, fps=1986 images/s, loss=0.1742, top1-acc=94.54%, top5-acc=99.77%, remaining_time=0:00:09.902420, arrival_time=2021-04-10 03:43:22.221657, cost_time=0:00:15.635412 2021-04-10 03:43:13,606 INFO : TRAIN, epoch=0084, iter=00130/00196, fetch data time cost=1.34ms, fps=1989 images/s, loss=0.1740, top1-acc=94.53%, top5-acc=99.77%, remaining_time=0:00:08.591682, arrival_time=2021-04-10 03:43:22.198513, cost_time=0:00:16.923008 2021-04-10 03:43:14,893 INFO : TRAIN, epoch=0084, iter=00140/00196, fetch data time cost=1.50ms, fps=1990 images/s, loss=0.1755, top1-acc=94.43%, top5-acc=99.76%, remaining_time=0:00:07.283976, arrival_time=2021-04-10 03:43:22.177811, cost_time=0:00:18.209945 2021-04-10 03:43:16,180 INFO : TRAIN, epoch=0084, iter=00150/00196, fetch data time cost=1.39ms, fps=1990 images/s, loss=0.1767, top1-acc=94.43%, top5-acc=99.75%, remaining_time=0:00:05.979080, arrival_time=2021-04-10 03:43:22.159887, cost_time=0:00:19.496988 2021-04-10 03:43:17,467 INFO : TRAIN, epoch=0084, iter=00160/00196, fetch data time cost=1.42ms, fps=1990 images/s, loss=0.1793, top1-acc=94.33%, top5-acc=99.74%, remaining_time=0:00:04.676400, arrival_time=2021-04-10 03:43:22.144274, cost_time=0:00:20.784055 2021-04-10 03:43:18,758 INFO : TRAIN, epoch=0084, iter=00170/00196, fetch data time cost=1.53ms, fps=1984 images/s, loss=0.1795, top1-acc=94.32%, top5-acc=99.74%, remaining_time=0:00:03.376152, arrival_time=2021-04-10 03:43:22.134788, cost_time=0:00:22.074812 2021-04-10 03:43:20,046 INFO : TRAIN, epoch=0084, iter=00180/00196, fetch data time cost=1.53ms, fps=1988 images/s, loss=0.1809, top1-acc=94.25%, top5-acc=99.74%, remaining_time=0:00:02.076688, arrival_time=2021-04-10 03:43:22.123184, cost_time=0:00:23.362673 2021-04-10 03:43:21,336 INFO : TRAIN, epoch=0084, iter=00190/00196, fetch data time cost=1.30ms, fps=1986 images/s, loss=0.1817, top1-acc=94.21%, top5-acc=99.75%, remaining_time=0:00:00.778494, arrival_time=2021-04-10 03:43:22.114719, cost_time=0:00:24.652404 2021-04-10 03:43:22,032 INFO : TRAIN, epoch=0084, iter=00196/00196, fetch data time cost=1.23ms, fps=1956 images/s, loss=0.1819, top1-acc=94.20%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-10 03:43:22.032046, cost_time=0:00:25.348235 2021-04-10 03:43:22,528 INFO : EVAL, epoch=0084, iter=00010/00040, fetch data time cost=2.19ms, fps=5166 images/s, loss=0.5676, top1-acc=84.10%, top5-acc=98.55%, remaining_time=0:00:01.486500, arrival_time=2021-04-10 03:43:24.015018, cost_time=0:00:00.495498 2021-04-10 03:43:22,947 INFO : EVAL, epoch=0084, iter=00020/00040, fetch data time cost=1.55ms, fps=6123 images/s, loss=0.5258, top1-acc=85.21%, top5-acc=98.73%, remaining_time=0:00:00.913940, arrival_time=2021-04-10 03:43:23.860898, cost_time=0:00:00.913938 2021-04-10 03:43:23,364 INFO : EVAL, epoch=0084, iter=00030/00040, fetch data time cost=1.31ms, fps=6134 images/s, loss=0.5272, top1-acc=85.12%, top5-acc=98.78%, remaining_time=0:00:00.443870, arrival_time=2021-04-10 03:43:23.808490, cost_time=0:00:01.331600 2021-04-10 03:43:23,741 INFO : EVAL, epoch=0084, iter=00040/00040, fetch data time cost=0.05ms, fps=6162 images/s, loss=0.5263, top1-acc=85.08%, top5-acc=98.77%, remaining_time=0:00:00, arrival_time=2021-04-10 03:43:23.741393, cost_time=0:00:01.708408 2021-04-10 03:43:24,857 INFO : Epoch=0084 complete, best val top1-acc=88.64%, top5-acc=99.34% (epoch=78), remaining_time=0:54:41.596964, arrival_time=2021-04-10 04:38:06.454247, cost_time=0:39:36.328841 2021-04-10 03:43:24,857 INFO : Train start, epoch=0085, lr=0.062434 2021-04-10 03:43:26,337 INFO : TRAIN, epoch=0085, iter=00010/00196, fetch data time cost=1.41ms, fps=1731 images/s, loss=0.1897, top1-acc=93.75%, top5-acc=99.65%, remaining_time=0:00:27.513120, arrival_time=2021-04-10 03:43:53.850274, cost_time=0:00:01.479205 2021-04-10 03:43:27,623 INFO : TRAIN, epoch=0085, iter=00020/00196, fetch data time cost=1.36ms, fps=1991 images/s, loss=0.1894, top1-acc=94.04%, top5-acc=99.65%, remaining_time=0:00:24.335696, arrival_time=2021-04-10 03:43:51.959055, cost_time=0:00:02.765412 2021-04-10 03:43:28,909 INFO : TRAIN, epoch=0085, iter=00030/00196, fetch data time cost=1.33ms, fps=1991 images/s, loss=0.1828, top1-acc=94.24%, top5-acc=99.67%, remaining_time=0:00:22.420458, arrival_time=2021-04-10 03:43:51.330308, cost_time=0:00:04.051900 2021-04-10 03:43:30,199 INFO : TRAIN, epoch=0085, iter=00040/00196, fetch data time cost=1.55ms, fps=1986 images/s, loss=0.1796, top1-acc=94.46%, top5-acc=99.69%, remaining_time=0:00:20.830368, arrival_time=2021-04-10 03:43:51.029499, cost_time=0:00:05.341124 2021-04-10 03:43:31,490 INFO : TRAIN, epoch=0085, iter=00050/00196, fetch data time cost=1.39ms, fps=1983 images/s, loss=0.1733, top1-acc=94.66%, top5-acc=99.73%, remaining_time=0:00:19.367192, arrival_time=2021-04-10 03:43:50.857729, cost_time=0:00:06.632584 2021-04-10 03:43:32,778 INFO : TRAIN, epoch=0085, iter=00060/00196, fetch data time cost=1.41ms, fps=1989 images/s, loss=0.1710, top1-acc=94.73%, top5-acc=99.74%, remaining_time=0:00:17.951864, arrival_time=2021-04-10 03:43:50.729844, cost_time=0:00:07.919966 2021-04-10 03:43:34,067 INFO : TRAIN, epoch=0085, iter=00070/00196, fetch data time cost=1.34ms, fps=1987 images/s, loss=0.1765, top1-acc=94.52%, top5-acc=99.72%, remaining_time=0:00:16.576308, arrival_time=2021-04-10 03:43:50.643340, cost_time=0:00:09.209079 2021-04-10 03:43:35,352 INFO : TRAIN, epoch=0085, iter=00080/00196, fetch data time cost=1.37ms, fps=1992 images/s, loss=0.1796, top1-acc=94.43%, top5-acc=99.72%, remaining_time=0:00:15.217460, arrival_time=2021-04-10 03:43:50.570236, cost_time=0:00:10.494822 2021-04-10 03:43:36,639 INFO : TRAIN, epoch=0085, iter=00090/00196, fetch data time cost=1.35ms, fps=1990 images/s, loss=0.1805, top1-acc=94.40%, top5-acc=99.73%, remaining_time=0:00:13.875930, arrival_time=2021-04-10 03:43:50.515343, cost_time=0:00:11.781464 2021-04-10 03:43:37,926 INFO : TRAIN, epoch=0085, iter=00100/00196, fetch data time cost=1.33ms, fps=1989 images/s, loss=0.1802, top1-acc=94.37%, top5-acc=99.73%, remaining_time=0:00:12.546240, arrival_time=2021-04-10 03:43:50.473172, cost_time=0:00:13.068983 2021-04-10 03:43:39,219 INFO : TRAIN, epoch=0085, iter=00110/00196, fetch data time cost=1.57ms, fps=1981 images/s, loss=0.1792, top1-acc=94.37%, top5-acc=99.74%, remaining_time=0:00:11.228160, arrival_time=2021-04-10 03:43:50.447728, cost_time=0:00:14.361604 2021-04-10 03:43:40,507 INFO : TRAIN, epoch=0085, iter=00120/00196, fetch data time cost=1.33ms, fps=1988 images/s, loss=0.1807, top1-acc=94.35%, top5-acc=99.75%, remaining_time=0:00:09.911388, arrival_time=2021-04-10 03:43:50.418947, cost_time=0:00:15.649605 2021-04-10 03:43:41,796 INFO : TRAIN, epoch=0085, iter=00130/00196, fetch data time cost=1.51ms, fps=1987 images/s, loss=0.1826, top1-acc=94.31%, top5-acc=99.75%, remaining_time=0:00:08.599470, arrival_time=2021-04-10 03:43:50.395774, cost_time=0:00:16.938349 2021-04-10 03:43:43,082 INFO : TRAIN, epoch=0085, iter=00140/00196, fetch data time cost=1.32ms, fps=1991 images/s, loss=0.1836, top1-acc=94.27%, top5-acc=99.75%, remaining_time=0:00:07.289800, arrival_time=2021-04-10 03:43:50.372314, cost_time=0:00:18.224529 2021-04-10 03:43:44,374 INFO : TRAIN, epoch=0085, iter=00150/00196, fetch data time cost=1.56ms, fps=1982 images/s, loss=0.1837, top1-acc=94.24%, top5-acc=99.76%, remaining_time=0:00:05.985106, arrival_time=2021-04-10 03:43:50.359756, cost_time=0:00:19.516696 2021-04-10 03:43:45,659 INFO : TRAIN, epoch=0085, iter=00160/00196, fetch data time cost=1.44ms, fps=1993 images/s, loss=0.1842, top1-acc=94.21%, top5-acc=99.76%, remaining_time=0:00:04.680360, arrival_time=2021-04-10 03:43:50.339918, cost_time=0:00:20.801604 2021-04-10 03:43:46,948 INFO : TRAIN, epoch=0085, iter=00170/00196, fetch data time cost=1.54ms, fps=1987 images/s, loss=0.1860, top1-acc=94.16%, top5-acc=99.76%, remaining_time=0:00:03.378492, arrival_time=2021-04-10 03:43:50.326661, cost_time=0:00:22.090218 2021-04-10 03:43:48,235 INFO : TRAIN, epoch=0085, iter=00180/00196, fetch data time cost=1.45ms, fps=1990 images/s, loss=0.1872, top1-acc=94.15%, top5-acc=99.76%, remaining_time=0:00:02.077984, arrival_time=2021-04-10 03:43:50.313269, cost_time=0:00:23.377319 2021-04-10 03:43:49,522 INFO : TRAIN, epoch=0085, iter=00190/00196, fetch data time cost=1.42ms, fps=1989 images/s, loss=0.1887, top1-acc=94.12%, top5-acc=99.75%, remaining_time=0:00:00.778890, arrival_time=2021-04-10 03:43:50.301593, cost_time=0:00:24.664756 2021-04-10 03:43:50,219 INFO : TRAIN, epoch=0085, iter=00196/00196, fetch data time cost=1.26ms, fps=1952 images/s, loss=0.1894, top1-acc=94.10%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-10 03:43:50.219720, cost_time=0:00:25.361763 2021-04-10 03:43:50,758 INFO : EVAL, epoch=0085, iter=00010/00040, fetch data time cost=1.44ms, fps=4758 images/s, loss=0.4298, top1-acc=87.50%, top5-acc=99.22%, remaining_time=0:00:01.614090, arrival_time=2021-04-10 03:43:52.372980, cost_time=0:00:00.538028 2021-04-10 03:43:51,177 INFO : EVAL, epoch=0085, iter=00020/00040, fetch data time cost=1.46ms, fps=6119 images/s, loss=0.4380, top1-acc=86.87%, top5-acc=99.14%, remaining_time=0:00:00.956740, arrival_time=2021-04-10 03:43:52.134336, cost_time=0:00:00.956740 2021-04-10 03:43:51,595 INFO : EVAL, epoch=0085, iter=00030/00040, fetch data time cost=1.43ms, fps=6125 images/s, loss=0.4396, top1-acc=86.65%, top5-acc=99.17%, remaining_time=0:00:00.458340, arrival_time=2021-04-10 03:43:52.054219, cost_time=0:00:01.375030 2021-04-10 03:43:51,978 INFO : EVAL, epoch=0085, iter=00040/00040, fetch data time cost=0.09ms, fps=6067 images/s, loss=0.4363, top1-acc=86.75%, top5-acc=98.98%, remaining_time=0:00:00, arrival_time=2021-04-10 03:43:51.978558, cost_time=0:00:01.757727 2021-04-10 03:43:53,309 INFO : Epoch=0085 complete, best val top1-acc=88.64%, top5-acc=99.34% (epoch=78), remaining_time=0:54:13.526640, arrival_time=2021-04-10 04:38:06.835613, cost_time=0:40:04.780518 2021-04-10 03:43:53,309 INFO : Train start, epoch=0086, lr=0.061672 2021-04-10 03:43:54,776 INFO : TRAIN, epoch=0086, iter=00010/00196, fetch data time cost=0.27ms, fps=1746 images/s, loss=0.1950, top1-acc=93.83%, top5-acc=99.84%, remaining_time=0:00:27.277086, arrival_time=2021-04-10 03:44:22.053331, cost_time=0:00:01.466508 2021-04-10 03:43:56,067 INFO : TRAIN, epoch=0086, iter=00020/00196, fetch data time cost=1.56ms, fps=1983 images/s, loss=0.1788, top1-acc=94.49%, top5-acc=99.82%, remaining_time=0:00:24.269344, arrival_time=2021-04-10 03:44:20.336968, cost_time=0:00:02.757881 2021-04-10 03:43:57,356 INFO : TRAIN, epoch=0086, iter=00030/00196, fetch data time cost=1.38ms, fps=1987 images/s, loss=0.1763, top1-acc=94.57%, top5-acc=99.77%, remaining_time=0:00:22.390246, arrival_time=2021-04-10 03:44:19.746431, cost_time=0:00:04.046442 2021-04-10 03:43:58,650 INFO : TRAIN, epoch=0086, iter=00040/00196, fetch data time cost=1.35ms, fps=1979 images/s, loss=0.1756, top1-acc=94.44%, top5-acc=99.74%, remaining_time=0:00:20.827092, arrival_time=2021-04-10 03:44:19.477131, cost_time=0:00:05.340291 2021-04-10 03:43:59,934 INFO : TRAIN, epoch=0086, iter=00050/00196, fetch data time cost=1.51ms, fps=1994 images/s, loss=0.1754, top1-acc=94.48%, top5-acc=99.74%, remaining_time=0:00:19.343102, arrival_time=2021-04-10 03:44:19.277174, cost_time=0:00:06.624326 2021-04-10 03:44:01,221 INFO : TRAIN, epoch=0086, iter=00060/00196, fetch data time cost=1.36ms, fps=1990 images/s, loss=0.1766, top1-acc=94.41%, top5-acc=99.73%, remaining_time=0:00:17.932552, arrival_time=2021-04-10 03:44:19.153729, cost_time=0:00:07.911432 2021-04-10 03:44:02,506 INFO : TRAIN, epoch=0086, iter=00070/00196, fetch data time cost=1.50ms, fps=1992 images/s, loss=0.1818, top1-acc=94.27%, top5-acc=99.69%, remaining_time=0:00:16.554006, arrival_time=2021-04-10 03:44:19.060426, cost_time=0:00:09.196678 2021-04-10 03:44:03,789 INFO : TRAIN, epoch=0086, iter=00080/00196, fetch data time cost=1.35ms, fps=1996 images/s, loss=0.1809, top1-acc=94.33%, top5-acc=99.71%, remaining_time=0:00:15.195768, arrival_time=2021-04-10 03:44:18.985403, cost_time=0:00:10.479857 2021-04-10 03:44:05,079 INFO : TRAIN, epoch=0086, iter=00090/00196, fetch data time cost=1.63ms, fps=1986 images/s, loss=0.1797, top1-acc=94.33%, top5-acc=99.73%, remaining_time=0:00:13.861726, arrival_time=2021-04-10 03:44:18.940867, cost_time=0:00:11.769401 2021-04-10 03:44:06,368 INFO : TRAIN, epoch=0086, iter=00100/00196, fetch data time cost=1.52ms, fps=1986 images/s, loss=0.1823, top1-acc=94.29%, top5-acc=99.72%, remaining_time=0:00:12.536160, arrival_time=2021-04-10 03:44:18.904388, cost_time=0:00:13.058486 2021-04-10 03:44:07,655 INFO : TRAIN, epoch=0086, iter=00110/00196, fetch data time cost=1.64ms, fps=1990 images/s, loss=0.1825, top1-acc=94.26%, top5-acc=99.72%, remaining_time=0:00:11.215432, arrival_time=2021-04-10 03:44:18.870593, cost_time=0:00:14.345351 2021-04-10 03:44:08,942 INFO : TRAIN, epoch=0086, iter=00120/00196, fetch data time cost=1.44ms, fps=1989 images/s, loss=0.1832, top1-acc=94.21%, top5-acc=99.73%, remaining_time=0:00:09.900976, arrival_time=2021-04-10 03:44:18.843848, cost_time=0:00:15.633135 2021-04-10 03:44:10,231 INFO : TRAIN, epoch=0086, iter=00130/00196, fetch data time cost=2.05ms, fps=1987 images/s, loss=0.1825, top1-acc=94.22%, top5-acc=99.74%, remaining_time=0:00:08.591088, arrival_time=2021-04-10 03:44:18.822615, cost_time=0:00:16.921784 2021-04-10 03:44:11,523 INFO : TRAIN, epoch=0086, iter=00140/00196, fetch data time cost=1.73ms, fps=1982 images/s, loss=0.1833, top1-acc=94.19%, top5-acc=99.74%, remaining_time=0:00:07.285432, arrival_time=2021-04-10 03:44:18.808721, cost_time=0:00:18.213550 2021-04-10 03:44:12,811 INFO : TRAIN, epoch=0086, iter=00150/00196, fetch data time cost=1.57ms, fps=1988 images/s, loss=0.1846, top1-acc=94.13%, top5-acc=99.74%, remaining_time=0:00:05.980460, arrival_time=2021-04-10 03:44:18.791772, cost_time=0:00:19.501574 2021-04-10 03:44:14,097 INFO : TRAIN, epoch=0086, iter=00160/00196, fetch data time cost=1.35ms, fps=1991 images/s, loss=0.1849, top1-acc=94.11%, top5-acc=99.75%, remaining_time=0:00:04.677264, arrival_time=2021-04-10 03:44:18.774906, cost_time=0:00:20.787900 2021-04-10 03:44:15,384 INFO : TRAIN, epoch=0086, iter=00170/00196, fetch data time cost=1.37ms, fps=1990 images/s, loss=0.1856, top1-acc=94.09%, top5-acc=99.74%, remaining_time=0:00:03.376152, arrival_time=2021-04-10 03:44:18.760668, cost_time=0:00:22.074765 2021-04-10 03:44:16,674 INFO : TRAIN, epoch=0086, iter=00180/00196, fetch data time cost=1.32ms, fps=1986 images/s, loss=0.1863, top1-acc=94.10%, top5-acc=99.75%, remaining_time=0:00:02.076832, arrival_time=2021-04-10 03:44:18.750872, cost_time=0:00:23.364288 2021-04-10 03:44:17,961 INFO : TRAIN, epoch=0086, iter=00190/00196, fetch data time cost=1.25ms, fps=1989 images/s, loss=0.1860, top1-acc=94.09%, top5-acc=99.75%, remaining_time=0:00:00.778470, arrival_time=2021-04-10 03:44:18.739798, cost_time=0:00:24.651582 2021-04-10 03:44:18,657 INFO : TRAIN, epoch=0086, iter=00196/00196, fetch data time cost=1.15ms, fps=1954 images/s, loss=0.1870, top1-acc=94.06%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-10 03:44:18.657769, cost_time=0:00:25.348040 2021-04-10 03:44:19,153 INFO : EVAL, epoch=0086, iter=00010/00040, fetch data time cost=0.20ms, fps=5174 images/s, loss=0.4426, top1-acc=87.58%, top5-acc=98.67%, remaining_time=0:00:01.484340, arrival_time=2021-04-10 03:44:20.637822, cost_time=0:00:00.494776 2021-04-10 03:44:19,571 INFO : EVAL, epoch=0086, iter=00020/00040, fetch data time cost=1.45ms, fps=6126 images/s, loss=0.4210, top1-acc=88.07%, top5-acc=98.96%, remaining_time=0:00:00.913000, arrival_time=2021-04-10 03:44:20.484700, cost_time=0:00:00.913005 2021-04-10 03:44:19,995 INFO : EVAL, epoch=0086, iter=00030/00040, fetch data time cost=1.47ms, fps=6047 images/s, loss=0.4018, top1-acc=88.26%, top5-acc=99.04%, remaining_time=0:00:00.445540, arrival_time=2021-04-10 03:44:20.440881, cost_time=0:00:01.336628 2021-04-10 03:44:20,381 INFO : EVAL, epoch=0086, iter=00040/00040, fetch data time cost=0.09ms, fps=6016 images/s, loss=0.4011, top1-acc=88.12%, top5-acc=99.08%, remaining_time=0:00:00, arrival_time=2021-04-10 03:44:20.381298, cost_time=0:00:01.722620 2021-04-10 03:44:21,098 INFO : Epoch=0086 complete, best val top1-acc=88.64%, top5-acc=99.34% (epoch=78), remaining_time=0:53:44.569572, arrival_time=2021-04-10 04:38:05.668030, cost_time=0:40:32.570015 2021-04-10 03:44:21,099 INFO : Train start, epoch=0087, lr=0.060907 2021-04-10 03:44:22,574 INFO : TRAIN, epoch=0087, iter=00010/00196, fetch data time cost=0.40ms, fps=1735 images/s, loss=0.1512, top1-acc=95.35%, top5-acc=99.92%, remaining_time=0:00:27.436302, arrival_time=2021-04-10 03:44:50.010599, cost_time=0:00:01.475074 2021-04-10 03:44:23,860 INFO : TRAIN, epoch=0087, iter=00020/00196, fetch data time cost=1.34ms, fps=1991 images/s, loss=0.1582, top1-acc=95.02%, top5-acc=99.90%, remaining_time=0:00:24.303312, arrival_time=2021-04-10 03:44:48.164194, cost_time=0:00:02.761740 2021-04-10 03:44:25,152 INFO : TRAIN, epoch=0087, iter=00030/00196, fetch data time cost=1.92ms, fps=1983 images/s, loss=0.1621, top1-acc=94.88%, top5-acc=99.88%, remaining_time=0:00:22.428260, arrival_time=2021-04-10 03:44:47.580740, cost_time=0:00:04.053292 2021-04-10 03:44:26,442 INFO : TRAIN, epoch=0087, iter=00040/00196, fetch data time cost=1.37ms, fps=1986 images/s, loss=0.1689, top1-acc=94.76%, top5-acc=99.81%, remaining_time=0:00:20.837700, arrival_time=2021-04-10 03:44:47.279842, cost_time=0:00:05.342991 2021-04-10 03:44:27,728 INFO : TRAIN, epoch=0087, iter=00050/00196, fetch data time cost=1.41ms, fps=1991 images/s, loss=0.1725, top1-acc=94.63%, top5-acc=99.81%, remaining_time=0:00:19.356680, arrival_time=2021-04-10 03:44:47.084883, cost_time=0:00:06.628984 2021-04-10 03:44:29,024 INFO : TRAIN, epoch=0087, iter=00060/00196, fetch data time cost=1.51ms, fps=1976 images/s, loss=0.1728, top1-acc=94.69%, top5-acc=99.81%, remaining_time=0:00:17.964240, arrival_time=2021-04-10 03:44:46.988792, cost_time=0:00:07.925396 2021-04-10 03:44:30,312 INFO : TRAIN, epoch=0087, iter=00070/00196, fetch data time cost=1.41ms, fps=1989 images/s, loss=0.1760, top1-acc=94.55%, top5-acc=99.80%, remaining_time=0:00:16.583742, arrival_time=2021-04-10 03:44:46.896121, cost_time=0:00:09.213187 2021-04-10 03:44:31,600 INFO : TRAIN, epoch=0087, iter=00080/00196, fetch data time cost=1.40ms, fps=1988 images/s, loss=0.1757, top1-acc=94.58%, top5-acc=99.80%, remaining_time=0:00:15.226740, arrival_time=2021-04-10 03:44:46.827097, cost_time=0:00:10.501212 2021-04-10 03:44:32,891 INFO : TRAIN, epoch=0087, iter=00090/00196, fetch data time cost=2.96ms, fps=1984 images/s, loss=0.1767, top1-acc=94.54%, top5-acc=99.79%, remaining_time=0:00:13.888438, arrival_time=2021-04-10 03:44:46.779683, cost_time=0:00:11.792038 2021-04-10 03:44:34,180 INFO : TRAIN, epoch=0087, iter=00100/00196, fetch data time cost=1.42ms, fps=1987 images/s, loss=0.1765, top1-acc=94.52%, top5-acc=99.79%, remaining_time=0:00:12.557568, arrival_time=2021-04-10 03:44:46.737528, cost_time=0:00:13.080817 2021-04-10 03:44:35,464 INFO : TRAIN, epoch=0087, iter=00110/00196, fetch data time cost=1.34ms, fps=1994 images/s, loss=0.1793, top1-acc=94.45%, top5-acc=99.77%, remaining_time=0:00:11.230826, arrival_time=2021-04-10 03:44:46.694969, cost_time=0:00:14.365000 2021-04-10 03:44:36,751 INFO : TRAIN, epoch=0087, iter=00120/00196, fetch data time cost=1.39ms, fps=1990 images/s, loss=0.1811, top1-acc=94.38%, top5-acc=99.76%, remaining_time=0:00:09.912832, arrival_time=2021-04-10 03:44:46.663813, cost_time=0:00:15.651837 2021-04-10 03:44:38,035 INFO : TRAIN, epoch=0087, iter=00130/00196, fetch data time cost=1.33ms, fps=1993 images/s, loss=0.1817, top1-acc=94.36%, top5-acc=99.75%, remaining_time=0:00:08.598546, arrival_time=2021-04-10 03:44:46.634249, cost_time=0:00:16.936563 2021-04-10 03:44:39,323 INFO : TRAIN, epoch=0087, iter=00140/00196, fetch data time cost=1.80ms, fps=1988 images/s, loss=0.1834, top1-acc=94.35%, top5-acc=99.76%, remaining_time=0:00:07.289856, arrival_time=2021-04-10 03:44:46.613595, cost_time=0:00:18.224595 2021-04-10 03:44:40,610 INFO : TRAIN, epoch=0087, iter=00150/00196, fetch data time cost=1.39ms, fps=1990 images/s, loss=0.1828, top1-acc=94.35%, top5-acc=99.77%, remaining_time=0:00:05.983496, arrival_time=2021-04-10 03:44:46.594085, cost_time=0:00:19.511438 2021-04-10 03:44:41,906 INFO : TRAIN, epoch=0087, iter=00160/00196, fetch data time cost=1.83ms, fps=1977 images/s, loss=0.1832, top1-acc=94.36%, top5-acc=99.77%, remaining_time=0:00:04.681512, arrival_time=2021-04-10 03:44:46.587495, cost_time=0:00:20.806710 2021-04-10 03:44:43,196 INFO : TRAIN, epoch=0087, iter=00170/00196, fetch data time cost=1.42ms, fps=1985 images/s, loss=0.1827, top1-acc=94.34%, top5-acc=99.77%, remaining_time=0:00:03.379662, arrival_time=2021-04-10 03:44:46.576578, cost_time=0:00:22.097774 2021-04-10 03:44:44,482 INFO : TRAIN, epoch=0087, iter=00180/00196, fetch data time cost=1.34ms, fps=1992 images/s, loss=0.1827, top1-acc=94.33%, top5-acc=99.78%, remaining_time=0:00:02.078544, arrival_time=2021-04-10 03:44:46.561236, cost_time=0:00:23.383551 2021-04-10 03:44:45,773 INFO : TRAIN, epoch=0087, iter=00190/00196, fetch data time cost=1.24ms, fps=1984 images/s, loss=0.1837, top1-acc=94.28%, top5-acc=99.78%, remaining_time=0:00:00.779178, arrival_time=2021-04-10 03:44:46.552322, cost_time=0:00:24.673995 2021-04-10 03:44:46,470 INFO : TRAIN, epoch=0087, iter=00196/00196, fetch data time cost=1.41ms, fps=1952 images/s, loss=0.1837, top1-acc=94.29%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-10 03:44:46.470234, cost_time=0:00:25.371088 2021-04-10 03:44:47,003 INFO : EVAL, epoch=0087, iter=00010/00040, fetch data time cost=0.18ms, fps=4810 images/s, loss=0.4597, top1-acc=86.68%, top5-acc=99.41%, remaining_time=0:00:01.596480, arrival_time=2021-04-10 03:44:48.599834, cost_time=0:00:00.532163 2021-04-10 03:44:47,423 INFO : EVAL, epoch=0087, iter=00020/00040, fetch data time cost=1.19ms, fps=6099 images/s, loss=0.4505, top1-acc=86.76%, top5-acc=99.18%, remaining_time=0:00:00.952160, arrival_time=2021-04-10 03:44:48.375527, cost_time=0:00:00.952167 2021-04-10 03:44:47,841 INFO : EVAL, epoch=0087, iter=00030/00040, fetch data time cost=1.45ms, fps=6126 images/s, loss=0.4590, top1-acc=86.63%, top5-acc=99.04%, remaining_time=0:00:00.456780, arrival_time=2021-04-10 03:44:48.298381, cost_time=0:00:01.370354 2021-04-10 03:44:48,227 INFO : EVAL, epoch=0087, iter=00040/00040, fetch data time cost=0.08ms, fps=6024 images/s, loss=0.4642, top1-acc=86.87%, top5-acc=99.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:44:48.227106, cost_time=0:00:01.755934 2021-04-10 03:44:49,036 INFO : Epoch=0087 complete, best val top1-acc=88.64%, top5-acc=99.34% (epoch=78), remaining_time=0:53:15.832778, arrival_time=2021-04-10 04:38:04.869636, cost_time=0:41:00.508413 2021-04-10 03:44:49,037 INFO : Train start, epoch=0088, lr=0.060139 2021-04-10 03:44:50,521 INFO : TRAIN, epoch=0088, iter=00010/00196, fetch data time cost=1.98ms, fps=1726 images/s, loss=0.1836, top1-acc=94.30%, top5-acc=99.84%, remaining_time=0:00:27.591426, arrival_time=2021-04-10 03:45:18.112448, cost_time=0:00:01.483410 2021-04-10 03:44:51,805 INFO : TRAIN, epoch=0088, iter=00020/00196, fetch data time cost=1.52ms, fps=1994 images/s, loss=0.1828, top1-acc=94.28%, top5-acc=99.86%, remaining_time=0:00:24.355584, arrival_time=2021-04-10 03:45:16.160782, cost_time=0:00:02.767671 2021-04-10 03:44:53,095 INFO : TRAIN, epoch=0088, iter=00030/00196, fetch data time cost=1.44ms, fps=1985 images/s, loss=0.1820, top1-acc=94.27%, top5-acc=99.82%, remaining_time=0:00:22.453658, arrival_time=2021-04-10 03:45:15.549093, cost_time=0:00:04.057896 2021-04-10 03:44:54,385 INFO : TRAIN, epoch=0088, iter=00040/00196, fetch data time cost=1.38ms, fps=1985 images/s, loss=0.1856, top1-acc=94.16%, top5-acc=99.79%, remaining_time=0:00:20.856264, arrival_time=2021-04-10 03:45:15.241584, cost_time=0:00:05.347763 2021-04-10 03:44:55,674 INFO : TRAIN, epoch=0088, iter=00050/00196, fetch data time cost=1.81ms, fps=1987 images/s, loss=0.1862, top1-acc=94.11%, top5-acc=99.77%, remaining_time=0:00:19.378872, arrival_time=2021-04-10 03:45:15.053073, cost_time=0:00:06.636587 2021-04-10 03:44:56,967 INFO : TRAIN, epoch=0088, iter=00060/00196, fetch data time cost=1.54ms, fps=1980 images/s, loss=0.1866, top1-acc=94.19%, top5-acc=99.75%, remaining_time=0:00:17.974984, arrival_time=2021-04-10 03:45:14.942670, cost_time=0:00:07.930150 2021-04-10 03:44:58,258 INFO : TRAIN, epoch=0088, iter=00070/00196, fetch data time cost=1.49ms, fps=1984 images/s, loss=0.1861, top1-acc=94.24%, top5-acc=99.73%, remaining_time=0:00:16.597602, arrival_time=2021-04-10 03:45:14.856029, cost_time=0:00:09.220863 2021-04-10 03:44:59,547 INFO : TRAIN, epoch=0088, iter=00080/00196, fetch data time cost=1.48ms, fps=1987 images/s, loss=0.1879, top1-acc=94.19%, top5-acc=99.74%, remaining_time=0:00:15.238688, arrival_time=2021-04-10 03:45:14.785773, cost_time=0:00:10.509468 2021-04-10 03:45:00,844 INFO : TRAIN, epoch=0088, iter=00090/00196, fetch data time cost=1.34ms, fps=1974 images/s, loss=0.1875, top1-acc=94.24%, top5-acc=99.74%, remaining_time=0:00:13.906034, arrival_time=2021-04-10 03:45:14.750649, cost_time=0:00:11.806987 2021-04-10 03:45:02,129 INFO : TRAIN, epoch=0088, iter=00100/00196, fetch data time cost=1.39ms, fps=1993 images/s, loss=0.1866, top1-acc=94.22%, top5-acc=99.73%, remaining_time=0:00:12.568416, arrival_time=2021-04-10 03:45:14.698080, cost_time=0:00:13.092131 2021-04-10 03:45:03,417 INFO : TRAIN, epoch=0088, iter=00110/00196, fetch data time cost=1.35ms, fps=1988 images/s, loss=0.1848, top1-acc=94.17%, top5-acc=99.75%, remaining_time=0:00:11.242694, arrival_time=2021-04-10 03:45:14.660446, cost_time=0:00:14.380223 2021-04-10 03:45:04,704 INFO : TRAIN, epoch=0088, iter=00120/00196, fetch data time cost=1.58ms, fps=1991 images/s, loss=0.1849, top1-acc=94.13%, top5-acc=99.75%, remaining_time=0:00:09.922104, arrival_time=2021-04-10 03:45:14.626110, cost_time=0:00:15.666445 2021-04-10 03:45:05,992 INFO : TRAIN, epoch=0088, iter=00130/00196, fetch data time cost=1.57ms, fps=1988 images/s, loss=0.1840, top1-acc=94.18%, top5-acc=99.75%, remaining_time=0:00:08.607654, arrival_time=2021-04-10 03:45:14.599795, cost_time=0:00:16.954419 2021-04-10 03:45:07,281 INFO : TRAIN, epoch=0088, iter=00140/00196, fetch data time cost=1.45ms, fps=1987 images/s, loss=0.1840, top1-acc=94.20%, top5-acc=99.75%, remaining_time=0:00:07.297416, arrival_time=2021-04-10 03:45:14.578532, cost_time=0:00:18.243581 2021-04-10 03:45:08,569 INFO : TRAIN, epoch=0088, iter=00150/00196, fetch data time cost=1.34ms, fps=1988 images/s, loss=0.1824, top1-acc=94.24%, top5-acc=99.76%, remaining_time=0:00:05.989798, arrival_time=2021-04-10 03:45:14.559281, cost_time=0:00:19.531945 2021-04-10 03:45:09,856 INFO : TRAIN, epoch=0088, iter=00160/00196, fetch data time cost=1.41ms, fps=1991 images/s, loss=0.1842, top1-acc=94.21%, top5-acc=99.74%, remaining_time=0:00:04.684140, arrival_time=2021-04-10 03:45:14.540120, cost_time=0:00:20.818454 2021-04-10 03:45:11,143 INFO : TRAIN, epoch=0088, iter=00170/00196, fetch data time cost=1.35ms, fps=1989 images/s, loss=0.1845, top1-acc=94.23%, top5-acc=99.74%, remaining_time=0:00:03.380858, arrival_time=2021-04-10 03:45:14.524008, cost_time=0:00:22.105570 2021-04-10 03:45:12,429 INFO : TRAIN, epoch=0088, iter=00180/00196, fetch data time cost=1.44ms, fps=1990 images/s, loss=0.1847, top1-acc=94.22%, top5-acc=99.74%, remaining_time=0:00:02.079312, arrival_time=2021-04-10 03:45:14.509194, cost_time=0:00:23.392345 2021-04-10 03:45:13,717 INFO : TRAIN, epoch=0088, iter=00190/00196, fetch data time cost=1.26ms, fps=1989 images/s, loss=0.1849, top1-acc=94.21%, top5-acc=99.73%, remaining_time=0:00:00.779364, arrival_time=2021-04-10 03:45:14.496779, cost_time=0:00:24.679815 2021-04-10 03:45:14,414 INFO : TRAIN, epoch=0088, iter=00196/00196, fetch data time cost=1.50ms, fps=1953 images/s, loss=0.1850, top1-acc=94.21%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-10 03:45:14.414472, cost_time=0:00:25.376909 2021-04-10 03:45:14,962 INFO : EVAL, epoch=0088, iter=00010/00040, fetch data time cost=3.13ms, fps=4682 images/s, loss=0.4077, top1-acc=87.66%, top5-acc=99.18%, remaining_time=0:00:01.640130, arrival_time=2021-04-10 03:45:16.602530, cost_time=0:00:00.546710 2021-04-10 03:45:15,376 INFO : EVAL, epoch=0088, iter=00020/00040, fetch data time cost=1.40ms, fps=6183 images/s, loss=0.3978, top1-acc=88.07%, top5-acc=99.24%, remaining_time=0:00:00.961060, arrival_time=2021-04-10 03:45:16.337815, cost_time=0:00:00.961067 2021-04-10 03:45:15,795 INFO : EVAL, epoch=0088, iter=00030/00040, fetch data time cost=1.26ms, fps=6120 images/s, loss=0.3790, top1-acc=88.66%, top5-acc=99.22%, remaining_time=0:00:00.459900, arrival_time=2021-04-10 03:45:16.255287, cost_time=0:00:01.379698 2021-04-10 03:45:16,179 INFO : EVAL, epoch=0088, iter=00040/00040, fetch data time cost=0.08ms, fps=6049 images/s, loss=0.3733, top1-acc=88.59%, top5-acc=99.26%, remaining_time=0:00:00, arrival_time=2021-04-10 03:45:16.179257, cost_time=0:00:01.763591 2021-04-10 03:45:16,987 INFO : Epoch=0088 complete, best val top1-acc=88.64%, top5-acc=99.34% (epoch=78), remaining_time=0:52:47.129280, arrival_time=2021-04-10 04:38:04.116481, cost_time=0:41:28.458761 2021-04-10 03:45:16,987 INFO : Train start, epoch=0089, lr=0.059369 2021-04-10 03:45:18,470 INFO : TRAIN, epoch=0089, iter=00010/00196, fetch data time cost=1.32ms, fps=1726 images/s, loss=0.1853, top1-acc=94.22%, top5-acc=99.77%, remaining_time=0:00:27.583428, arrival_time=2021-04-10 03:45:46.054319, cost_time=0:00:01.482985 2021-04-10 03:45:19,767 INFO : TRAIN, epoch=0089, iter=00020/00196, fetch data time cost=2.07ms, fps=1976 images/s, loss=0.1877, top1-acc=94.18%, top5-acc=99.80%, remaining_time=0:00:24.457840, arrival_time=2021-04-10 03:45:44.225007, cost_time=0:00:02.779307 2021-04-10 03:45:21,055 INFO : TRAIN, epoch=0089, iter=00030/00196, fetch data time cost=1.31ms, fps=1987 images/s, loss=0.1902, top1-acc=94.09%, top5-acc=99.83%, remaining_time=0:00:22.508604, arrival_time=2021-04-10 03:45:43.564456, cost_time=0:00:04.067806 2021-04-10 03:45:22,346 INFO : TRAIN, epoch=0089, iter=00040/00196, fetch data time cost=1.32ms, fps=1984 images/s, loss=0.1891, top1-acc=94.00%, top5-acc=99.81%, remaining_time=0:00:20.900256, arrival_time=2021-04-10 03:45:43.247165, cost_time=0:00:05.359036 2021-04-10 03:45:23,634 INFO : TRAIN, epoch=0089, iter=00050/00196, fetch data time cost=1.40ms, fps=1989 images/s, loss=0.1831, top1-acc=94.20%, top5-acc=99.82%, remaining_time=0:00:19.408218, arrival_time=2021-04-10 03:45:43.042782, cost_time=0:00:06.646666 2021-04-10 03:45:24,923 INFO : TRAIN, epoch=0089, iter=00060/00196, fetch data time cost=1.35ms, fps=1988 images/s, loss=0.1790, top1-acc=94.28%, top5-acc=99.82%, remaining_time=0:00:17.986544, arrival_time=2021-04-10 03:45:42.909628, cost_time=0:00:07.935222 2021-04-10 03:45:26,211 INFO : TRAIN, epoch=0089, iter=00070/00196, fetch data time cost=1.41ms, fps=1988 images/s, loss=0.1786, top1-acc=94.29%, top5-acc=99.77%, remaining_time=0:00:16.602012, arrival_time=2021-04-10 03:45:42.813244, cost_time=0:00:09.223367 2021-04-10 03:45:27,498 INFO : TRAIN, epoch=0089, iter=00080/00196, fetch data time cost=1.44ms, fps=1989 images/s, loss=0.1788, top1-acc=94.31%, top5-acc=99.78%, remaining_time=0:00:15.241008, arrival_time=2021-04-10 03:45:42.739914, cost_time=0:00:10.511026 2021-04-10 03:45:28,794 INFO : TRAIN, epoch=0089, iter=00090/00196, fetch data time cost=2.11ms, fps=1977 images/s, loss=0.1771, top1-acc=94.36%, top5-acc=99.79%, remaining_time=0:00:13.905080, arrival_time=2021-04-10 03:45:42.699101, cost_time=0:00:11.806161 2021-04-10 03:45:30,080 INFO : TRAIN, epoch=0089, iter=00100/00196, fetch data time cost=1.48ms, fps=1991 images/s, loss=0.1755, top1-acc=94.45%, top5-acc=99.80%, remaining_time=0:00:12.568608, arrival_time=2021-04-10 03:45:42.648742, cost_time=0:00:13.092279 2021-04-10 03:45:31,371 INFO : TRAIN, epoch=0089, iter=00110/00196, fetch data time cost=1.58ms, fps=1983 images/s, loss=0.1751, top1-acc=94.45%, top5-acc=99.79%, remaining_time=0:00:11.245532, arrival_time=2021-04-10 03:45:42.617237, cost_time=0:00:14.383765 2021-04-10 03:45:32,669 INFO : TRAIN, epoch=0089, iter=00120/00196, fetch data time cost=1.55ms, fps=1974 images/s, loss=0.1759, top1-acc=94.45%, top5-acc=99.79%, remaining_time=0:00:09.931604, arrival_time=2021-04-10 03:45:42.600978, cost_time=0:00:15.681439 2021-04-10 03:45:33,967 INFO : TRAIN, epoch=0089, iter=00130/00196, fetch data time cost=1.55ms, fps=1973 images/s, loss=0.1767, top1-acc=94.41%, top5-acc=99.78%, remaining_time=0:00:08.620260, arrival_time=2021-04-10 03:45:42.587515, cost_time=0:00:16.979322 2021-04-10 03:45:35,258 INFO : TRAIN, epoch=0089, iter=00140/00196, fetch data time cost=1.36ms, fps=1984 images/s, loss=0.1765, top1-acc=94.43%, top5-acc=99.77%, remaining_time=0:00:07.308112, arrival_time=2021-04-10 03:45:42.566269, cost_time=0:00:18.270282 2021-04-10 03:45:36,544 INFO : TRAIN, epoch=0089, iter=00150/00196, fetch data time cost=1.38ms, fps=1991 images/s, loss=0.1774, top1-acc=94.37%, top5-acc=99.78%, remaining_time=0:00:05.997434, arrival_time=2021-04-10 03:45:42.542118, cost_time=0:00:19.556815 2021-04-10 03:45:37,833 INFO : TRAIN, epoch=0089, iter=00160/00196, fetch data time cost=1.37ms, fps=1987 images/s, loss=0.1788, top1-acc=94.32%, top5-acc=99.77%, remaining_time=0:00:04.690188, arrival_time=2021-04-10 03:45:42.523396, cost_time=0:00:20.845269 2021-04-10 03:45:39,121 INFO : TRAIN, epoch=0089, iter=00170/00196, fetch data time cost=1.38ms, fps=1988 images/s, loss=0.1791, top1-acc=94.29%, top5-acc=99.77%, remaining_time=0:00:03.385122, arrival_time=2021-04-10 03:45:42.506400, cost_time=0:00:22.133406 2021-04-10 03:45:40,405 INFO : TRAIN, epoch=0089, iter=00180/00196, fetch data time cost=1.33ms, fps=1994 images/s, loss=0.1807, top1-acc=94.23%, top5-acc=99.77%, remaining_time=0:00:02.081584, arrival_time=2021-04-10 03:45:42.487306, cost_time=0:00:23.417859 2021-04-10 03:45:41,692 INFO : TRAIN, epoch=0089, iter=00190/00196, fetch data time cost=1.31ms, fps=1990 images/s, loss=0.1810, top1-acc=94.21%, top5-acc=99.76%, remaining_time=0:00:00.780144, arrival_time=2021-04-10 03:45:42.472499, cost_time=0:00:24.704488 2021-04-10 03:45:42,387 INFO : TRAIN, epoch=0089, iter=00196/00196, fetch data time cost=1.23ms, fps=1956 images/s, loss=0.1809, top1-acc=94.19%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-10 03:45:42.387935, cost_time=0:00:25.400075 2021-04-10 03:45:42,920 INFO : EVAL, epoch=0089, iter=00010/00040, fetch data time cost=0.19ms, fps=4812 images/s, loss=0.4149, top1-acc=87.03%, top5-acc=98.98%, remaining_time=0:00:01.595910, arrival_time=2021-04-10 03:45:44.516807, cost_time=0:00:00.531972 2021-04-10 03:45:43,337 INFO : EVAL, epoch=0089, iter=00020/00040, fetch data time cost=1.37ms, fps=6155 images/s, loss=0.4188, top1-acc=86.89%, top5-acc=99.02%, remaining_time=0:00:00.948220, arrival_time=2021-04-10 03:45:44.285361, cost_time=0:00:00.948212 2021-04-10 03:45:43,755 INFO : EVAL, epoch=0089, iter=00030/00040, fetch data time cost=1.26ms, fps=6127 images/s, loss=0.4141, top1-acc=87.19%, top5-acc=99.09%, remaining_time=0:00:00.455450, arrival_time=2021-04-10 03:45:44.210716, cost_time=0:00:01.366338 2021-04-10 03:45:44,138 INFO : EVAL, epoch=0089, iter=00040/00040, fetch data time cost=0.08ms, fps=6055 images/s, loss=0.4168, top1-acc=87.51%, top5-acc=98.91%, remaining_time=0:00:00, arrival_time=2021-04-10 03:45:44.138802, cost_time=0:00:01.749821 2021-04-10 03:45:44,918 INFO : Epoch=0089 complete, best val top1-acc=88.64%, top5-acc=99.34% (epoch=78), remaining_time=0:52:18.419328, arrival_time=2021-04-10 04:38:03.338048, cost_time=0:41:56.390269 2021-04-10 03:45:44,919 INFO : Train start, epoch=0090, lr=0.058596 2021-04-10 03:45:46,417 INFO : TRAIN, epoch=0090, iter=00010/00196, fetch data time cost=0.25ms, fps=1708 images/s, loss=0.1634, top1-acc=94.73%, top5-acc=99.77%, remaining_time=0:00:27.870798, arrival_time=2021-04-10 03:46:14.288673, cost_time=0:00:01.498434 2021-04-10 03:45:47,714 INFO : TRAIN, epoch=0090, iter=00020/00196, fetch data time cost=2.20ms, fps=1975 images/s, loss=0.1629, top1-acc=94.80%, top5-acc=99.79%, remaining_time=0:00:24.596704, arrival_time=2021-04-10 03:46:12.311251, cost_time=0:00:02.795087 2021-04-10 03:45:49,005 INFO : TRAIN, epoch=0090, iter=00030/00196, fetch data time cost=1.34ms, fps=1984 images/s, loss=0.1646, top1-acc=94.73%, top5-acc=99.78%, remaining_time=0:00:22.611856, arrival_time=2021-04-10 03:46:11.617756, cost_time=0:00:04.086476 2021-04-10 03:45:50,294 INFO : TRAIN, epoch=0090, iter=00040/00196, fetch data time cost=1.34ms, fps=1988 images/s, loss=0.1656, top1-acc=94.78%, top5-acc=99.78%, remaining_time=0:00:20.962188, arrival_time=2021-04-10 03:46:11.256501, cost_time=0:00:05.374905 2021-04-10 03:45:51,579 INFO : TRAIN, epoch=0090, iter=00050/00196, fetch data time cost=1.34ms, fps=1993 images/s, loss=0.1643, top1-acc=94.75%, top5-acc=99.77%, remaining_time=0:00:19.446908, arrival_time=2021-04-10 03:46:11.026244, cost_time=0:00:06.659925 2021-04-10 03:45:52,866 INFO : TRAIN, epoch=0090, iter=00060/00196, fetch data time cost=1.44ms, fps=1990 images/s, loss=0.1620, top1-acc=94.77%, top5-acc=99.80%, remaining_time=0:00:18.012384, arrival_time=2021-04-10 03:46:10.878441, cost_time=0:00:07.946648 2021-04-10 03:45:54,153 INFO : TRAIN, epoch=0090, iter=00070/00196, fetch data time cost=1.33ms, fps=1989 images/s, loss=0.1668, top1-acc=94.68%, top5-acc=99.77%, remaining_time=0:00:16.621542, arrival_time=2021-04-10 03:46:10.775158, cost_time=0:00:09.234208 2021-04-10 03:45:55,439 INFO : TRAIN, epoch=0090, iter=00080/00196, fetch data time cost=1.85ms, fps=1991 images/s, loss=0.1679, top1-acc=94.65%, top5-acc=99.78%, remaining_time=0:00:15.254464, arrival_time=2021-04-10 03:46:10.694227, cost_time=0:00:10.520353 2021-04-10 03:45:56,727 INFO : TRAIN, epoch=0090, iter=00090/00196, fetch data time cost=1.38ms, fps=1989 images/s, loss=0.1702, top1-acc=94.62%, top5-acc=99.77%, remaining_time=0:00:13.906670, arrival_time=2021-04-10 03:46:10.633654, cost_time=0:00:11.807579 2021-04-10 03:45:58,016 INFO : TRAIN, epoch=0090, iter=00100/00196, fetch data time cost=1.35ms, fps=1986 images/s, loss=0.1706, top1-acc=94.57%, top5-acc=99.78%, remaining_time=0:00:12.573120, arrival_time=2021-04-10 03:46:10.589524, cost_time=0:00:13.097004 2021-04-10 03:45:59,301 INFO : TRAIN, epoch=0090, iter=00110/00196, fetch data time cost=1.43ms, fps=1993 images/s, loss=0.1698, top1-acc=94.62%, top5-acc=99.79%, remaining_time=0:00:11.244156, arrival_time=2021-04-10 03:46:10.545613, cost_time=0:00:14.382043 2021-04-10 03:46:00,591 INFO : TRAIN, epoch=0090, iter=00120/00196, fetch data time cost=1.36ms, fps=1986 images/s, loss=0.1716, top1-acc=94.52%, top5-acc=99.79%, remaining_time=0:00:09.925296, arrival_time=2021-04-10 03:46:10.516344, cost_time=0:00:15.671575 2021-04-10 03:46:01,884 INFO : TRAIN, epoch=0090, iter=00130/00196, fetch data time cost=1.51ms, fps=1980 images/s, loss=0.1722, top1-acc=94.53%, top5-acc=99.79%, remaining_time=0:00:08.613132, arrival_time=2021-04-10 03:46:10.497794, cost_time=0:00:16.965244 2021-04-10 03:46:03,175 INFO : TRAIN, epoch=0090, iter=00140/00196, fetch data time cost=1.60ms, fps=1984 images/s, loss=0.1724, top1-acc=94.57%, top5-acc=99.77%, remaining_time=0:00:07.302288, arrival_time=2021-04-10 03:46:10.477372, cost_time=0:00:18.255672 2021-04-10 03:46:04,464 INFO : TRAIN, epoch=0090, iter=00150/00196, fetch data time cost=1.41ms, fps=1986 images/s, loss=0.1744, top1-acc=94.52%, top5-acc=99.76%, remaining_time=0:00:05.993800, arrival_time=2021-04-10 03:46:10.458275, cost_time=0:00:19.545053 2021-04-10 03:46:05,751 INFO : TRAIN, epoch=0090, iter=00160/00196, fetch data time cost=1.44ms, fps=1989 images/s, loss=0.1743, top1-acc=94.52%, top5-acc=99.77%, remaining_time=0:00:04.687272, arrival_time=2021-04-10 03:46:10.439060, cost_time=0:00:20.832382 2021-04-10 03:46:07,036 INFO : TRAIN, epoch=0090, iter=00170/00196, fetch data time cost=1.40ms, fps=1993 images/s, loss=0.1765, top1-acc=94.50%, top5-acc=99.76%, remaining_time=0:00:03.382678, arrival_time=2021-04-10 03:46:10.419626, cost_time=0:00:22.117542 2021-04-10 03:46:08,320 INFO : TRAIN, epoch=0090, iter=00180/00196, fetch data time cost=1.31ms, fps=1995 images/s, loss=0.1775, top1-acc=94.46%, top5-acc=99.75%, remaining_time=0:00:02.080128, arrival_time=2021-04-10 03:46:10.400886, cost_time=0:00:23.401353 2021-04-10 03:46:09,606 INFO : TRAIN, epoch=0090, iter=00190/00196, fetch data time cost=1.37ms, fps=1992 images/s, loss=0.1775, top1-acc=94.44%, top5-acc=99.76%, remaining_time=0:00:00.779592, arrival_time=2021-04-10 03:46:10.386025, cost_time=0:00:24.687025 2021-04-10 03:46:10,304 INFO : TRAIN, epoch=0090, iter=00196/00196, fetch data time cost=1.25ms, fps=1949 images/s, loss=0.1787, top1-acc=94.41%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-10 03:46:10.304668, cost_time=0:00:25.385263 2021-04-10 03:46:10,805 INFO : EVAL, epoch=0090, iter=00010/00040, fetch data time cost=3.03ms, fps=5125 images/s, loss=0.4802, top1-acc=85.74%, top5-acc=98.87%, remaining_time=0:00:01.498650, arrival_time=2021-04-10 03:46:12.303895, cost_time=0:00:00.499550 2021-04-10 03:46:11,225 INFO : EVAL, epoch=0090, iter=00020/00040, fetch data time cost=1.28ms, fps=6096 images/s, loss=0.4911, top1-acc=85.84%, top5-acc=98.95%, remaining_time=0:00:00.919780, arrival_time=2021-04-10 03:46:12.145259, cost_time=0:00:00.919787 2021-04-10 03:46:11,642 INFO : EVAL, epoch=0090, iter=00030/00040, fetch data time cost=1.19ms, fps=6141 images/s, loss=0.4945, top1-acc=85.87%, top5-acc=98.91%, remaining_time=0:00:00.445660, arrival_time=2021-04-10 03:46:12.088344, cost_time=0:00:01.336991 2021-04-10 03:46:12,021 INFO : EVAL, epoch=0090, iter=00040/00040, fetch data time cost=0.06ms, fps=6123 images/s, loss=0.4803, top1-acc=86.14%, top5-acc=98.92%, remaining_time=0:00:00, arrival_time=2021-04-10 03:46:12.021882, cost_time=0:00:01.716218 2021-04-10 03:46:12,853 INFO : Epoch=0090 complete, best val top1-acc=88.64%, top5-acc=99.34% (epoch=78), remaining_time=0:51:49.731020, arrival_time=2021-04-10 04:38:02.584878, cost_time=0:42:24.325417 2021-04-10 03:46:12,854 INFO : Train start, epoch=0091, lr=0.057822 2021-04-10 03:46:14,315 INFO : TRAIN, epoch=0091, iter=00010/00196, fetch data time cost=1.29ms, fps=1752 images/s, loss=0.1935, top1-acc=94.10%, top5-acc=99.65%, remaining_time=0:00:27.170880, arrival_time=2021-04-10 03:46:41.486382, cost_time=0:00:01.460805 2021-04-10 03:46:15,607 INFO : TRAIN, epoch=0091, iter=00020/00196, fetch data time cost=1.43ms, fps=1981 images/s, loss=0.1929, top1-acc=93.95%, top5-acc=99.71%, remaining_time=0:00:24.228512, arrival_time=2021-04-10 03:46:39.836445, cost_time=0:00:02.753231 2021-04-10 03:46:16,892 INFO : TRAIN, epoch=0091, iter=00030/00196, fetch data time cost=1.51ms, fps=1994 images/s, loss=0.1956, top1-acc=93.87%, top5-acc=99.69%, remaining_time=0:00:22.342438, arrival_time=2021-04-10 03:46:39.234935, cost_time=0:00:04.037802 2021-04-10 03:46:18,180 INFO : TRAIN, epoch=0091, iter=00040/00196, fetch data time cost=1.75ms, fps=1989 images/s, loss=0.1859, top1-acc=94.21%, top5-acc=99.68%, remaining_time=0:00:20.769684, arrival_time=2021-04-10 03:46:38.949965, cost_time=0:00:05.325543 2021-04-10 03:46:19,468 INFO : TRAIN, epoch=0091, iter=00050/00196, fetch data time cost=1.33ms, fps=1989 images/s, loss=0.1857, top1-acc=94.34%, top5-acc=99.68%, remaining_time=0:00:19.310690, arrival_time=2021-04-10 03:46:38.778653, cost_time=0:00:06.613264 2021-04-10 03:46:20,751 INFO : TRAIN, epoch=0091, iter=00060/00196, fetch data time cost=1.46ms, fps=1996 images/s, loss=0.1824, top1-acc=94.47%, top5-acc=99.68%, remaining_time=0:00:17.898144, arrival_time=2021-04-10 03:46:38.649100, cost_time=0:00:07.896257 2021-04-10 03:46:22,038 INFO : TRAIN, epoch=0091, iter=00070/00196, fetch data time cost=1.39ms, fps=1989 images/s, loss=0.1794, top1-acc=94.53%, top5-acc=99.69%, remaining_time=0:00:16.530822, arrival_time=2021-04-10 03:46:38.569280, cost_time=0:00:09.183760 2021-04-10 03:46:23,326 INFO : TRAIN, epoch=0091, iter=00080/00196, fetch data time cost=1.33ms, fps=1989 images/s, loss=0.1761, top1-acc=94.64%, top5-acc=99.71%, remaining_time=0:00:15.183588, arrival_time=2021-04-10 03:46:38.509710, cost_time=0:00:10.471420 2021-04-10 03:46:24,615 INFO : TRAIN, epoch=0091, iter=00090/00196, fetch data time cost=1.37ms, fps=1986 images/s, loss=0.1724, top1-acc=94.75%, top5-acc=99.72%, remaining_time=0:00:13.851338, arrival_time=2021-04-10 03:46:38.466618, cost_time=0:00:11.760575 2021-04-10 03:46:25,904 INFO : TRAIN, epoch=0091, iter=00100/00196, fetch data time cost=1.51ms, fps=1987 images/s, loss=0.1731, top1-acc=94.70%, top5-acc=99.73%, remaining_time=0:00:12.527424, arrival_time=2021-04-10 03:46:38.431501, cost_time=0:00:13.049370 2021-04-10 03:46:27,194 INFO : TRAIN, epoch=0091, iter=00110/00196, fetch data time cost=1.33ms, fps=1985 images/s, loss=0.1732, top1-acc=94.69%, top5-acc=99.72%, remaining_time=0:00:11.210874, arrival_time=2021-04-10 03:46:38.405068, cost_time=0:00:14.339493 2021-04-10 03:46:28,484 INFO : TRAIN, epoch=0091, iter=00120/00196, fetch data time cost=1.60ms, fps=1986 images/s, loss=0.1756, top1-acc=94.64%, top5-acc=99.72%, remaining_time=0:00:09.898468, arrival_time=2021-04-10 03:46:38.382455, cost_time=0:00:15.629217 2021-04-10 03:46:29,773 INFO : TRAIN, epoch=0091, iter=00130/00196, fetch data time cost=1.50ms, fps=1986 images/s, loss=0.1764, top1-acc=94.56%, top5-acc=99.72%, remaining_time=0:00:08.589702, arrival_time=2021-04-10 03:46:38.363529, cost_time=0:00:16.919128 2021-04-10 03:46:31,067 INFO : TRAIN, epoch=0091, iter=00140/00196, fetch data time cost=1.55ms, fps=1980 images/s, loss=0.1774, top1-acc=94.51%, top5-acc=99.70%, remaining_time=0:00:07.284984, arrival_time=2021-04-10 03:46:38.352114, cost_time=0:00:18.212432 2021-04-10 03:46:32,355 INFO : TRAIN, epoch=0091, iter=00150/00196, fetch data time cost=1.81ms, fps=1987 images/s, loss=0.1764, top1-acc=94.52%, top5-acc=99.72%, remaining_time=0:00:05.980368, arrival_time=2021-04-10 03:46:38.336221, cost_time=0:00:19.501150 2021-04-10 03:46:33,644 INFO : TRAIN, epoch=0091, iter=00160/00196, fetch data time cost=1.45ms, fps=1988 images/s, loss=0.1763, top1-acc=94.50%, top5-acc=99.71%, remaining_time=0:00:04.677588, arrival_time=2021-04-10 03:46:38.321575, cost_time=0:00:20.789264 2021-04-10 03:46:34,934 INFO : TRAIN, epoch=0091, iter=00170/00196, fetch data time cost=1.39ms, fps=1985 images/s, loss=0.1772, top1-acc=94.46%, top5-acc=99.72%, remaining_time=0:00:03.376854, arrival_time=2021-04-10 03:46:38.311096, cost_time=0:00:22.079501 2021-04-10 03:46:36,226 INFO : TRAIN, epoch=0091, iter=00180/00196, fetch data time cost=1.36ms, fps=1982 images/s, loss=0.1774, top1-acc=94.44%, top5-acc=99.72%, remaining_time=0:00:02.077488, arrival_time=2021-04-10 03:46:38.303949, cost_time=0:00:23.371721 2021-04-10 03:46:37,519 INFO : TRAIN, epoch=0091, iter=00190/00196, fetch data time cost=1.83ms, fps=1980 images/s, loss=0.1776, top1-acc=94.43%, top5-acc=99.73%, remaining_time=0:00:00.778902, arrival_time=2021-04-10 03:46:38.298856, cost_time=0:00:24.665256 2021-04-10 03:46:38,217 INFO : TRAIN, epoch=0091, iter=00196/00196, fetch data time cost=1.62ms, fps=1950 images/s, loss=0.1772, top1-acc=94.43%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-10 03:46:38.217720, cost_time=0:00:25.363041 2021-04-10 03:46:38,751 INFO : EVAL, epoch=0091, iter=00010/00040, fetch data time cost=0.21ms, fps=4805 images/s, loss=0.5958, top1-acc=83.87%, top5-acc=99.02%, remaining_time=0:00:01.598160, arrival_time=2021-04-10 03:46:40.349479, cost_time=0:00:00.532718 2021-04-10 03:46:39,172 INFO : EVAL, epoch=0091, iter=00020/00040, fetch data time cost=1.36ms, fps=6080 images/s, loss=0.5533, top1-acc=84.86%, top5-acc=99.06%, remaining_time=0:00:00.954160, arrival_time=2021-04-10 03:46:40.126919, cost_time=0:00:00.954163 2021-04-10 03:46:39,591 INFO : EVAL, epoch=0091, iter=00030/00040, fetch data time cost=1.32ms, fps=6126 images/s, loss=0.5681, top1-acc=84.80%, top5-acc=98.98%, remaining_time=0:00:00.457460, arrival_time=2021-04-10 03:46:40.048451, cost_time=0:00:01.372390 2021-04-10 03:46:39,970 INFO : EVAL, epoch=0091, iter=00040/00040, fetch data time cost=0.07ms, fps=6121 images/s, loss=0.5685, top1-acc=84.99%, top5-acc=98.93%, remaining_time=0:00:00, arrival_time=2021-04-10 03:46:39.970368, cost_time=0:00:01.751806 2021-04-10 03:46:40,749 INFO : Epoch=0091 complete, best val top1-acc=88.64%, top5-acc=99.34% (epoch=78), remaining_time=0:51:21.011985, arrival_time=2021-04-10 04:38:01.761490, cost_time=0:42:52.221058 2021-04-10 03:46:40,750 INFO : Train start, epoch=0092, lr=0.057045 2021-04-10 03:46:42,227 INFO : TRAIN, epoch=0092, iter=00010/00196, fetch data time cost=1.48ms, fps=1733 images/s, loss=0.1838, top1-acc=93.59%, top5-acc=99.77%, remaining_time=0:00:27.470712, arrival_time=2021-04-10 03:47:09.698532, cost_time=0:00:01.476917 2021-04-10 03:46:43,515 INFO : TRAIN, epoch=0092, iter=00020/00196, fetch data time cost=1.48ms, fps=1988 images/s, loss=0.1772, top1-acc=93.93%, top5-acc=99.86%, remaining_time=0:00:24.333056, arrival_time=2021-04-10 03:47:07.848895, cost_time=0:00:02.765118 2021-04-10 03:46:44,805 INFO : TRAIN, epoch=0092, iter=00030/00196, fetch data time cost=1.76ms, fps=1985 images/s, loss=0.1676, top1-acc=94.31%, top5-acc=99.88%, remaining_time=0:00:22.437390, arrival_time=2021-04-10 03:47:07.243189, cost_time=0:00:04.054963 2021-04-10 03:46:46,093 INFO : TRAIN, epoch=0092, iter=00040/00196, fetch data time cost=1.33ms, fps=1989 images/s, loss=0.1684, top1-acc=94.38%, top5-acc=99.86%, remaining_time=0:00:20.836296, arrival_time=2021-04-10 03:47:06.929631, cost_time=0:00:05.342627 2021-04-10 03:46:47,382 INFO : TRAIN, epoch=0092, iter=00050/00196, fetch data time cost=1.93ms, fps=1987 images/s, loss=0.1690, top1-acc=94.37%, top5-acc=99.84%, remaining_time=0:00:19.363542, arrival_time=2021-04-10 03:47:06.745656, cost_time=0:00:06.631338 2021-04-10 03:46:48,668 INFO : TRAIN, epoch=0092, iter=00060/00196, fetch data time cost=1.30ms, fps=1990 images/s, loss=0.1734, top1-acc=94.30%, top5-acc=99.82%, remaining_time=0:00:17.947648, arrival_time=2021-04-10 03:47:06.616461, cost_time=0:00:07.918091 2021-04-10 03:46:49,957 INFO : TRAIN, epoch=0092, iter=00070/00196, fetch data time cost=1.55ms, fps=1987 images/s, loss=0.1732, top1-acc=94.30%, top5-acc=99.82%, remaining_time=0:00:16.572528, arrival_time=2021-04-10 03:47:06.530213, cost_time=0:00:09.206968 2021-04-10 03:46:51,244 INFO : TRAIN, epoch=0092, iter=00080/00196, fetch data time cost=1.35ms, fps=1991 images/s, loss=0.1732, top1-acc=94.35%, top5-acc=99.81%, remaining_time=0:00:15.215488, arrival_time=2021-04-10 03:47:06.459645, cost_time=0:00:10.493443 2021-04-10 03:46:52,533 INFO : TRAIN, epoch=0092, iter=00090/00196, fetch data time cost=1.57ms, fps=1986 images/s, loss=0.1739, top1-acc=94.33%, top5-acc=99.82%, remaining_time=0:00:13.877626, arrival_time=2021-04-10 03:47:06.411273, cost_time=0:00:11.782932 2021-04-10 03:46:53,820 INFO : TRAIN, epoch=0092, iter=00100/00196, fetch data time cost=1.36ms, fps=1990 images/s, loss=0.1736, top1-acc=94.34%, top5-acc=99.82%, remaining_time=0:00:12.546816, arrival_time=2021-04-10 03:47:06.367196, cost_time=0:00:13.069595 2021-04-10 03:46:55,103 INFO : TRAIN, epoch=0092, iter=00110/00196, fetch data time cost=1.47ms, fps=1996 images/s, loss=0.1752, top1-acc=94.34%, top5-acc=99.83%, remaining_time=0:00:11.221280, arrival_time=2021-04-10 03:47:06.324821, cost_time=0:00:14.352842 2021-04-10 03:46:56,396 INFO : TRAIN, epoch=0092, iter=00120/00196, fetch data time cost=1.38ms, fps=1981 images/s, loss=0.1749, top1-acc=94.37%, top5-acc=99.82%, remaining_time=0:00:09.908728, arrival_time=2021-04-10 03:47:06.304759, cost_time=0:00:15.645306 2021-04-10 03:46:57,688 INFO : TRAIN, epoch=0092, iter=00130/00196, fetch data time cost=1.35ms, fps=1982 images/s, loss=0.1767, top1-acc=94.31%, top5-acc=99.82%, remaining_time=0:00:08.599008, arrival_time=2021-04-10 03:47:06.287113, cost_time=0:00:16.937393 2021-04-10 03:46:58,975 INFO : TRAIN, epoch=0092, iter=00140/00196, fetch data time cost=1.43ms, fps=1990 images/s, loss=0.1764, top1-acc=94.30%, top5-acc=99.82%, remaining_time=0:00:07.289800, arrival_time=2021-04-10 03:47:06.264968, cost_time=0:00:18.224459 2021-04-10 03:47:00,264 INFO : TRAIN, epoch=0092, iter=00150/00196, fetch data time cost=1.53ms, fps=1987 images/s, loss=0.1764, top1-acc=94.31%, top5-acc=99.82%, remaining_time=0:00:05.984094, arrival_time=2021-04-10 03:47:06.248107, cost_time=0:00:19.513302 2021-04-10 03:47:01,550 INFO : TRAIN, epoch=0092, iter=00160/00196, fetch data time cost=1.37ms, fps=1990 images/s, loss=0.1759, top1-acc=94.32%, top5-acc=99.82%, remaining_time=0:00:04.680000, arrival_time=2021-04-10 03:47:06.230686, cost_time=0:00:20.799976 2021-04-10 03:47:02,840 INFO : TRAIN, epoch=0092, iter=00170/00196, fetch data time cost=2.44ms, fps=1986 images/s, loss=0.1760, top1-acc=94.32%, top5-acc=99.82%, remaining_time=0:00:03.378414, arrival_time=2021-04-10 03:47:06.218779, cost_time=0:00:22.089653 2021-04-10 03:47:04,130 INFO : TRAIN, epoch=0092, iter=00180/00196, fetch data time cost=1.41ms, fps=1984 images/s, loss=0.1756, top1-acc=94.36%, top5-acc=99.81%, remaining_time=0:00:02.078240, arrival_time=2021-04-10 03:47:06.209159, cost_time=0:00:23.380207 2021-04-10 03:47:05,420 INFO : TRAIN, epoch=0092, iter=00190/00196, fetch data time cost=1.34ms, fps=1986 images/s, loss=0.1759, top1-acc=94.33%, top5-acc=99.81%, remaining_time=0:00:00.779034, arrival_time=2021-04-10 03:47:06.199268, cost_time=0:00:24.669319 2021-04-10 03:47:06,116 INFO : TRAIN, epoch=0092, iter=00196/00196, fetch data time cost=1.29ms, fps=1955 images/s, loss=0.1758, top1-acc=94.35%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-10 03:47:06.116622, cost_time=0:00:25.365907 2021-04-10 03:47:06,623 INFO : EVAL, epoch=0092, iter=00010/00040, fetch data time cost=3.22ms, fps=5062 images/s, loss=0.4529, top1-acc=86.72%, top5-acc=98.98%, remaining_time=0:00:01.517010, arrival_time=2021-04-10 03:47:08.140267, cost_time=0:00:00.505674 2021-04-10 03:47:07,043 INFO : EVAL, epoch=0092, iter=00020/00040, fetch data time cost=1.25ms, fps=6100 images/s, loss=0.4369, top1-acc=87.17%, top5-acc=99.28%, remaining_time=0:00:00.925700, arrival_time=2021-04-10 03:47:07.968965, cost_time=0:00:00.925694 2021-04-10 03:47:07,462 INFO : EVAL, epoch=0092, iter=00030/00040, fetch data time cost=1.35ms, fps=6112 images/s, loss=0.4386, top1-acc=87.14%, top5-acc=99.22%, remaining_time=0:00:00.448270, arrival_time=2021-04-10 03:47:07.910674, cost_time=0:00:01.344821 2021-04-10 03:47:07,844 INFO : EVAL, epoch=0092, iter=00040/00040, fetch data time cost=0.06ms, fps=6076 images/s, loss=0.4353, top1-acc=87.14%, top5-acc=99.19%, remaining_time=0:00:00, arrival_time=2021-04-10 03:47:07.844528, cost_time=0:00:01.726961 2021-04-10 03:47:08,622 INFO : Epoch=0092 complete, best val top1-acc=88.64%, top5-acc=99.34% (epoch=78), remaining_time=0:50:52.284660, arrival_time=2021-04-10 04:38:00.907464, cost_time=0:43:20.094331 2021-04-10 03:47:08,623 INFO : Train start, epoch=0093, lr=0.056267 2021-04-10 03:47:10,095 INFO : TRAIN, epoch=0093, iter=00010/00196, fetch data time cost=1.44ms, fps=1740 images/s, loss=0.1565, top1-acc=94.53%, top5-acc=99.77%, remaining_time=0:00:27.368040, arrival_time=2021-04-10 03:47:37.463277, cost_time=0:00:01.471402 2021-04-10 03:47:11,382 INFO : TRAIN, epoch=0093, iter=00020/00196, fetch data time cost=1.62ms, fps=1989 images/s, loss=0.1875, top1-acc=94.12%, top5-acc=99.65%, remaining_time=0:00:24.280608, arrival_time=2021-04-10 03:47:35.663520, cost_time=0:00:02.759155 2021-04-10 03:47:12,681 INFO : TRAIN, epoch=0093, iter=00030/00196, fetch data time cost=4.11ms, fps=1973 images/s, loss=0.1823, top1-acc=94.37%, top5-acc=99.69%, remaining_time=0:00:22.450670, arrival_time=2021-04-10 03:47:35.131790, cost_time=0:00:04.057340 2021-04-10 03:47:13,968 INFO : TRAIN, epoch=0093, iter=00040/00196, fetch data time cost=1.33ms, fps=1990 images/s, loss=0.1749, top1-acc=94.52%, top5-acc=99.75%, remaining_time=0:00:20.843784, arrival_time=2021-04-10 03:47:34.812100, cost_time=0:00:05.344566 2021-04-10 03:47:15,255 INFO : TRAIN, epoch=0093, iter=00050/00196, fetch data time cost=1.83ms, fps=1989 images/s, loss=0.1742, top1-acc=94.48%, top5-acc=99.77%, remaining_time=0:00:19.365294, arrival_time=2021-04-10 03:47:34.621071, cost_time=0:00:06.631950 2021-04-10 03:47:16,542 INFO : TRAIN, epoch=0093, iter=00060/00196, fetch data time cost=1.43ms, fps=1990 images/s, loss=0.1746, top1-acc=94.45%, top5-acc=99.79%, remaining_time=0:00:17.949008, arrival_time=2021-04-10 03:47:34.491465, cost_time=0:00:07.918703 2021-04-10 03:47:17,828 INFO : TRAIN, epoch=0093, iter=00070/00196, fetch data time cost=1.41ms, fps=1992 images/s, loss=0.1736, top1-acc=94.46%, top5-acc=99.79%, remaining_time=0:00:16.567740, arrival_time=2021-04-10 03:47:34.395787, cost_time=0:00:09.204291 2021-04-10 03:47:19,114 INFO : TRAIN, epoch=0093, iter=00080/00196, fetch data time cost=1.34ms, fps=1990 images/s, loss=0.1684, top1-acc=94.64%, top5-acc=99.79%, remaining_time=0:00:15.211660, arrival_time=2021-04-10 03:47:34.326227, cost_time=0:00:10.490813 2021-04-10 03:47:20,401 INFO : TRAIN, epoch=0093, iter=00090/00196, fetch data time cost=1.58ms, fps=1990 images/s, loss=0.1675, top1-acc=94.71%, top5-acc=99.80%, remaining_time=0:00:13.871372, arrival_time=2021-04-10 03:47:34.272693, cost_time=0:00:11.777555 2021-04-10 03:47:21,690 INFO : TRAIN, epoch=0093, iter=00100/00196, fetch data time cost=1.35ms, fps=1987 images/s, loss=0.1686, top1-acc=94.73%, top5-acc=99.79%, remaining_time=0:00:12.543456, arrival_time=2021-04-10 03:47:34.233412, cost_time=0:00:13.066133 2021-04-10 03:47:22,978 INFO : TRAIN, epoch=0093, iter=00110/00196, fetch data time cost=1.38ms, fps=1988 images/s, loss=0.1704, top1-acc=94.66%, top5-acc=99.77%, remaining_time=0:00:11.222484, arrival_time=2021-04-10 03:47:34.200555, cost_time=0:00:14.354324 2021-04-10 03:47:24,267 INFO : TRAIN, epoch=0093, iter=00120/00196, fetch data time cost=1.36ms, fps=1985 images/s, loss=0.1698, top1-acc=94.66%, top5-acc=99.78%, remaining_time=0:00:09.907968, arrival_time=2021-04-10 03:47:34.175917, cost_time=0:00:15.644196 2021-04-10 03:47:25,555 INFO : TRAIN, epoch=0093, iter=00130/00196, fetch data time cost=1.40ms, fps=1989 images/s, loss=0.1706, top1-acc=94.62%, top5-acc=99.78%, remaining_time=0:00:08.596038, arrival_time=2021-04-10 03:47:34.151477, cost_time=0:00:16.931641 2021-04-10 03:47:26,843 INFO : TRAIN, epoch=0093, iter=00140/00196, fetch data time cost=1.54ms, fps=1988 images/s, loss=0.1718, top1-acc=94.58%, top5-acc=99.79%, remaining_time=0:00:07.287952, arrival_time=2021-04-10 03:47:34.131529, cost_time=0:00:18.219810 2021-04-10 03:47:28,129 INFO : TRAIN, epoch=0093, iter=00150/00196, fetch data time cost=1.57ms, fps=1992 images/s, loss=0.1705, top1-acc=94.61%, top5-acc=99.79%, remaining_time=0:00:05.981656, arrival_time=2021-04-10 03:47:34.110747, cost_time=0:00:19.505336 2021-04-10 03:47:29,426 INFO : TRAIN, epoch=0093, iter=00160/00196, fetch data time cost=1.42ms, fps=1974 images/s, loss=0.1701, top1-acc=94.62%, top5-acc=99.79%, remaining_time=0:00:04.680540, arrival_time=2021-04-10 03:47:34.106718, cost_time=0:00:20.802356 2021-04-10 03:47:30,714 INFO : TRAIN, epoch=0093, iter=00170/00196, fetch data time cost=1.62ms, fps=1987 images/s, loss=0.1691, top1-acc=94.65%, top5-acc=99.79%, remaining_time=0:00:03.378622, arrival_time=2021-04-10 03:47:34.093378, cost_time=0:00:22.091005 2021-04-10 03:47:32,000 INFO : TRAIN, epoch=0093, iter=00180/00196, fetch data time cost=1.34ms, fps=1993 images/s, loss=0.1698, top1-acc=94.64%, top5-acc=99.79%, remaining_time=0:00:02.077888, arrival_time=2021-04-10 03:47:34.077851, cost_time=0:00:23.376210 2021-04-10 03:47:33,286 INFO : TRAIN, epoch=0093, iter=00190/00196, fetch data time cost=1.20ms, fps=1991 images/s, loss=0.1706, top1-acc=94.61%, top5-acc=99.78%, remaining_time=0:00:00.778812, arrival_time=2021-04-10 03:47:34.064864, cost_time=0:00:24.662298 2021-04-10 03:47:33,984 INFO : TRAIN, epoch=0093, iter=00196/00196, fetch data time cost=1.38ms, fps=1948 images/s, loss=0.1717, top1-acc=94.60%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-10 03:47:33.984616, cost_time=0:00:25.360836 2021-04-10 03:47:34,490 INFO : EVAL, epoch=0093, iter=00010/00040, fetch data time cost=0.19ms, fps=5071 images/s, loss=0.4205, top1-acc=87.07%, top5-acc=99.18%, remaining_time=0:00:01.514580, arrival_time=2021-04-10 03:47:36.005226, cost_time=0:00:00.504856 2021-04-10 03:47:34,908 INFO : EVAL, epoch=0093, iter=00020/00040, fetch data time cost=1.37ms, fps=6135 images/s, loss=0.4257, top1-acc=87.15%, top5-acc=99.30%, remaining_time=0:00:00.922460, arrival_time=2021-04-10 03:47:35.830730, cost_time=0:00:00.922466 2021-04-10 03:47:35,339 INFO : EVAL, epoch=0093, iter=00030/00040, fetch data time cost=1.35ms, fps=5946 images/s, loss=0.4111, top1-acc=87.50%, top5-acc=99.32%, remaining_time=0:00:00.451120, arrival_time=2021-04-10 03:47:35.790353, cost_time=0:00:01.353371 2021-04-10 03:47:35,724 INFO : EVAL, epoch=0093, iter=00040/00040, fetch data time cost=0.10ms, fps=6030 images/s, loss=0.4152, top1-acc=87.44%, top5-acc=99.32%, remaining_time=0:00:00, arrival_time=2021-04-10 03:47:35.724391, cost_time=0:00:01.738606 2021-04-10 03:47:36,629 INFO : Epoch=0093 complete, best val top1-acc=88.64%, top5-acc=99.34% (epoch=78), remaining_time=0:50:23.729157, arrival_time=2021-04-10 04:38:00.358685, cost_time=0:43:48.101058 2021-04-10 03:47:36,630 INFO : Train start, epoch=0094, lr=0.055487 2021-04-10 03:47:38,061 INFO : TRAIN, epoch=0094, iter=00010/00196, fetch data time cost=0.57ms, fps=1799 images/s, loss=0.2225, top1-acc=92.89%, top5-acc=99.73%, remaining_time=0:00:26.468544, arrival_time=2021-04-10 03:48:04.529934, cost_time=0:00:01.423045 2021-04-10 03:47:39,351 INFO : TRAIN, epoch=0094, iter=00020/00196, fetch data time cost=1.32ms, fps=1986 images/s, loss=0.2015, top1-acc=93.73%, top5-acc=99.67%, remaining_time=0:00:23.943568, arrival_time=2021-04-10 03:48:03.294923, cost_time=0:00:02.720858 2021-04-10 03:47:40,640 INFO : TRAIN, epoch=0094, iter=00030/00196, fetch data time cost=1.51ms, fps=1987 images/s, loss=0.1949, top1-acc=94.09%, top5-acc=99.62%, remaining_time=0:00:22.187726, arrival_time=2021-04-10 03:48:02.828066, cost_time=0:00:04.009842 2021-04-10 03:47:41,931 INFO : TRAIN, epoch=0094, iter=00040/00196, fetch data time cost=1.58ms, fps=1983 images/s, loss=0.1878, top1-acc=94.34%, top5-acc=99.66%, remaining_time=0:00:20.675460, arrival_time=2021-04-10 03:48:02.607384, cost_time=0:00:05.301418 2021-04-10 03:47:43,224 INFO : TRAIN, epoch=0094, iter=00050/00196, fetch data time cost=1.40ms, fps=1982 images/s, loss=0.1827, top1-acc=94.44%, top5-acc=99.70%, remaining_time=0:00:19.252582, arrival_time=2021-04-10 03:48:02.476507, cost_time=0:00:06.593349 2021-04-10 03:47:44,515 INFO : TRAIN, epoch=0094, iter=00060/00196, fetch data time cost=1.42ms, fps=1983 images/s, loss=0.1801, top1-acc=94.47%, top5-acc=99.73%, remaining_time=0:00:17.872304, arrival_time=2021-04-10 03:48:02.387724, cost_time=0:00:07.884849 2021-04-10 03:47:45,806 INFO : TRAIN, epoch=0094, iter=00070/00196, fetch data time cost=1.54ms, fps=1983 images/s, loss=0.1839, top1-acc=94.31%, top5-acc=99.74%, remaining_time=0:00:16.517340, arrival_time=2021-04-10 03:48:02.324151, cost_time=0:00:09.176299 2021-04-10 03:47:47,090 INFO : TRAIN, epoch=0094, iter=00080/00196, fetch data time cost=1.33ms, fps=1994 images/s, loss=0.1833, top1-acc=94.37%, top5-acc=99.74%, remaining_time=0:00:15.167580, arrival_time=2021-04-10 03:48:02.258509, cost_time=0:00:10.460430 2021-04-10 03:47:48,378 INFO : TRAIN, epoch=0094, iter=00090/00196, fetch data time cost=1.43ms, fps=1989 images/s, loss=0.1843, top1-acc=94.36%, top5-acc=99.74%, remaining_time=0:00:13.836392, arrival_time=2021-04-10 03:48:02.214836, cost_time=0:00:11.747870 2021-04-10 03:47:49,668 INFO : TRAIN, epoch=0094, iter=00100/00196, fetch data time cost=1.36ms, fps=1985 images/s, loss=0.1850, top1-acc=94.33%, top5-acc=99.75%, remaining_time=0:00:12.516768, arrival_time=2021-04-10 03:48:02.185547, cost_time=0:00:13.038266 2021-04-10 03:47:50,955 INFO : TRAIN, epoch=0094, iter=00110/00196, fetch data time cost=1.91ms, fps=1990 images/s, loss=0.1840, top1-acc=94.34%, top5-acc=99.76%, remaining_time=0:00:11.199522, arrival_time=2021-04-10 03:48:02.154981, cost_time=0:00:14.324963 2021-04-10 03:47:52,242 INFO : TRAIN, epoch=0094, iter=00120/00196, fetch data time cost=1.50ms, fps=1989 images/s, loss=0.1841, top1-acc=94.35%, top5-acc=99.75%, remaining_time=0:00:09.887752, arrival_time=2021-04-10 03:48:02.130460, cost_time=0:00:15.612211 2021-04-10 03:47:53,529 INFO : TRAIN, epoch=0094, iter=00130/00196, fetch data time cost=1.37ms, fps=1991 images/s, loss=0.1837, top1-acc=94.34%, top5-acc=99.75%, remaining_time=0:00:08.579274, arrival_time=2021-04-10 03:48:02.108402, cost_time=0:00:16.898630 2021-04-10 03:47:54,821 INFO : TRAIN, epoch=0094, iter=00140/00196, fetch data time cost=1.34ms, fps=1982 images/s, loss=0.1834, top1-acc=94.33%, top5-acc=99.76%, remaining_time=0:00:07.276248, arrival_time=2021-04-10 03:48:02.097442, cost_time=0:00:18.190619 2021-04-10 03:47:56,107 INFO : TRAIN, epoch=0094, iter=00150/00196, fetch data time cost=1.38ms, fps=1991 images/s, loss=0.1826, top1-acc=94.36%, top5-acc=99.76%, remaining_time=0:00:05.972916, arrival_time=2021-04-10 03:48:02.080256, cost_time=0:00:19.476829 2021-04-10 03:47:57,393 INFO : TRAIN, epoch=0094, iter=00160/00196, fetch data time cost=1.33ms, fps=1993 images/s, loss=0.1814, top1-acc=94.41%, top5-acc=99.75%, remaining_time=0:00:04.671720, arrival_time=2021-04-10 03:48:02.065420, cost_time=0:00:20.763170 2021-04-10 03:47:58,679 INFO : TRAIN, epoch=0094, iter=00170/00196, fetch data time cost=1.64ms, fps=1992 images/s, loss=0.1817, top1-acc=94.40%, top5-acc=99.75%, remaining_time=0:00:03.372200, arrival_time=2021-04-10 03:48:02.051762, cost_time=0:00:22.049066 2021-04-10 03:47:59,967 INFO : TRAIN, epoch=0094, iter=00180/00196, fetch data time cost=1.52ms, fps=1988 images/s, loss=0.1809, top1-acc=94.39%, top5-acc=99.75%, remaining_time=0:00:02.074384, arrival_time=2021-04-10 03:48:02.041765, cost_time=0:00:23.336890 2021-04-10 03:48:01,256 INFO : TRAIN, epoch=0094, iter=00190/00196, fetch data time cost=1.44ms, fps=1986 images/s, loss=0.1803, top1-acc=94.39%, top5-acc=99.75%, remaining_time=0:00:00.777666, arrival_time=2021-04-10 03:48:02.034269, cost_time=0:00:24.626082 2021-04-10 03:48:01,952 INFO : TRAIN, epoch=0094, iter=00196/00196, fetch data time cost=1.25ms, fps=1956 images/s, loss=0.1828, top1-acc=94.38%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-10 03:48:01.952456, cost_time=0:00:25.321966 2021-04-10 03:48:02,481 INFO : EVAL, epoch=0094, iter=00010/00040, fetch data time cost=0.25ms, fps=4853 images/s, loss=0.7751, top1-acc=79.53%, top5-acc=98.40%, remaining_time=0:00:01.582500, arrival_time=2021-04-10 03:48:04.063515, cost_time=0:00:00.527499 2021-04-10 03:48:02,897 INFO : EVAL, epoch=0094, iter=00020/00040, fetch data time cost=1.30ms, fps=6147 images/s, loss=0.7876, top1-acc=79.86%, top5-acc=98.34%, remaining_time=0:00:00.944320, arrival_time=2021-04-10 03:48:03.842140, cost_time=0:00:00.944310 2021-04-10 03:48:03,316 INFO : EVAL, epoch=0094, iter=00030/00040, fetch data time cost=1.45ms, fps=6113 images/s, loss=0.7828, top1-acc=79.62%, top5-acc=98.35%, remaining_time=0:00:00.454470, arrival_time=2021-04-10 03:48:03.771376, cost_time=0:00:01.363398 2021-04-10 03:48:03,698 INFO : EVAL, epoch=0094, iter=00040/00040, fetch data time cost=0.08ms, fps=6091 images/s, loss=0.7883, top1-acc=79.64%, top5-acc=98.29%, remaining_time=0:00:00, arrival_time=2021-04-10 03:48:03.698118, cost_time=0:00:01.744636 2021-04-10 03:48:04,739 INFO : Epoch=0094 complete, best val top1-acc=88.64%, top5-acc=99.34% (epoch=78), remaining_time=0:49:55.301148, arrival_time=2021-04-10 04:38:00.040097, cost_time=0:44:16.210484 2021-04-10 03:48:04,739 INFO : Train start, epoch=0095, lr=0.054705 2021-04-10 03:48:06,249 INFO : TRAIN, epoch=0095, iter=00010/00196, fetch data time cost=0.34ms, fps=1696 images/s, loss=0.2546, top1-acc=91.68%, top5-acc=99.57%, remaining_time=0:00:28.075212, arrival_time=2021-04-10 03:48:34.324493, cost_time=0:00:01.509417 2021-04-10 03:48:07,539 INFO : TRAIN, epoch=0095, iter=00020/00196, fetch data time cost=1.68ms, fps=1984 images/s, loss=0.2326, top1-acc=92.60%, top5-acc=99.63%, remaining_time=0:00:24.639824, arrival_time=2021-04-10 03:48:32.179738, cost_time=0:00:02.799986 2021-04-10 03:48:08,828 INFO : TRAIN, epoch=0095, iter=00030/00196, fetch data time cost=1.42ms, fps=1987 images/s, loss=0.2128, top1-acc=93.27%, top5-acc=99.67%, remaining_time=0:00:22.623974, arrival_time=2021-04-10 03:48:31.452500, cost_time=0:00:04.088656 2021-04-10 03:48:10,112 INFO : TRAIN, epoch=0095, iter=00040/00196, fetch data time cost=1.41ms, fps=1995 images/s, loss=0.1977, top1-acc=93.81%, top5-acc=99.72%, remaining_time=0:00:20.952672, arrival_time=2021-04-10 03:48:31.064995, cost_time=0:00:05.372471 2021-04-10 03:48:11,423 INFO : TRAIN, epoch=0095, iter=00050/00196, fetch data time cost=1.41ms, fps=1953 images/s, loss=0.1920, top1-acc=93.92%, top5-acc=99.70%, remaining_time=0:00:19.515966, arrival_time=2021-04-10 03:48:30.939592, cost_time=0:00:06.683569 2021-04-10 03:48:12,710 INFO : TRAIN, epoch=0095, iter=00060/00196, fetch data time cost=1.47ms, fps=1991 images/s, loss=0.1859, top1-acc=94.08%, top5-acc=99.71%, remaining_time=0:00:18.065832, arrival_time=2021-04-10 03:48:30.775951, cost_time=0:00:07.970246 2021-04-10 03:48:13,996 INFO : TRAIN, epoch=0095, iter=00070/00196, fetch data time cost=1.41ms, fps=1991 images/s, loss=0.1815, top1-acc=94.26%, top5-acc=99.70%, remaining_time=0:00:16.661736, arrival_time=2021-04-10 03:48:30.658093, cost_time=0:00:09.256493 2021-04-10 03:48:15,282 INFO : TRAIN, epoch=0095, iter=00080/00196, fetch data time cost=1.48ms, fps=1992 images/s, loss=0.1796, top1-acc=94.33%, top5-acc=99.73%, remaining_time=0:00:15.286248, arrival_time=2021-04-10 03:48:30.568345, cost_time=0:00:10.542233 2021-04-10 03:48:16,568 INFO : TRAIN, epoch=0095, iter=00090/00196, fetch data time cost=1.42ms, fps=1991 images/s, loss=0.1782, top1-acc=94.38%, top5-acc=99.74%, remaining_time=0:00:13.931262, arrival_time=2021-04-10 03:48:30.499532, cost_time=0:00:11.828403 2021-04-10 03:48:17,861 INFO : TRAIN, epoch=0095, iter=00100/00196, fetch data time cost=1.98ms, fps=1981 images/s, loss=0.1767, top1-acc=94.42%, top5-acc=99.74%, remaining_time=0:00:12.596160, arrival_time=2021-04-10 03:48:30.457136, cost_time=0:00:13.121042 2021-04-10 03:48:19,149 INFO : TRAIN, epoch=0095, iter=00110/00196, fetch data time cost=1.42ms, fps=1988 images/s, loss=0.1778, top1-acc=94.42%, top5-acc=99.73%, remaining_time=0:00:11.265742, arrival_time=2021-04-10 03:48:30.415252, cost_time=0:00:14.409656 2021-04-10 03:48:20,437 INFO : TRAIN, epoch=0095, iter=00120/00196, fetch data time cost=1.34ms, fps=1988 images/s, loss=0.1767, top1-acc=94.46%, top5-acc=99.73%, remaining_time=0:00:09.942016, arrival_time=2021-04-10 03:48:30.379776, cost_time=0:00:15.697896 2021-04-10 03:48:21,727 INFO : TRAIN, epoch=0095, iter=00130/00196, fetch data time cost=1.47ms, fps=1986 images/s, loss=0.1764, top1-acc=94.50%, top5-acc=99.72%, remaining_time=0:00:08.624418, arrival_time=2021-04-10 03:48:30.351737, cost_time=0:00:16.987449 2021-04-10 03:48:23,017 INFO : TRAIN, epoch=0095, iter=00140/00196, fetch data time cost=1.57ms, fps=1986 images/s, loss=0.1753, top1-acc=94.55%, top5-acc=99.73%, remaining_time=0:00:07.310856, arrival_time=2021-04-10 03:48:30.327812, cost_time=0:00:18.277088 2021-04-10 03:48:24,303 INFO : TRAIN, epoch=0095, iter=00150/00196, fetch data time cost=1.41ms, fps=1990 images/s, loss=0.1752, top1-acc=94.55%, top5-acc=99.73%, remaining_time=0:00:05.999550, arrival_time=2021-04-10 03:48:30.303114, cost_time=0:00:19.563699 2021-04-10 03:48:25,589 INFO : TRAIN, epoch=0095, iter=00160/00196, fetch data time cost=1.39ms, fps=1991 images/s, loss=0.1757, top1-acc=94.55%, top5-acc=99.73%, remaining_time=0:00:04.691232, arrival_time=2021-04-10 03:48:30.281073, cost_time=0:00:20.849904 2021-04-10 03:48:26,877 INFO : TRAIN, epoch=0095, iter=00170/00196, fetch data time cost=1.56ms, fps=1989 images/s, loss=0.1748, top1-acc=94.57%, top5-acc=99.73%, remaining_time=0:00:03.385772, arrival_time=2021-04-10 03:48:30.263330, cost_time=0:00:22.137657 2021-04-10 03:48:28,169 INFO : TRAIN, epoch=0095, iter=00180/00196, fetch data time cost=1.89ms, fps=1983 images/s, loss=0.1760, top1-acc=94.51%, top5-acc=99.74%, remaining_time=0:00:02.082608, arrival_time=2021-04-10 03:48:30.251737, cost_time=0:00:23.429270 2021-04-10 03:48:29,460 INFO : TRAIN, epoch=0095, iter=00190/00196, fetch data time cost=1.25ms, fps=1983 images/s, loss=0.1759, top1-acc=94.50%, top5-acc=99.74%, remaining_time=0:00:00.780654, arrival_time=2021-04-10 03:48:30.241314, cost_time=0:00:24.720795 2021-04-10 03:48:30,160 INFO : TRAIN, epoch=0095, iter=00196/00196, fetch data time cost=1.33ms, fps=1945 images/s, loss=0.1758, top1-acc=94.49%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-10 03:48:30.160218, cost_time=0:00:25.420372 2021-04-10 03:48:30,657 INFO : EVAL, epoch=0095, iter=00010/00040, fetch data time cost=1.36ms, fps=5161 images/s, loss=0.3712, top1-acc=88.83%, top5-acc=99.14%, remaining_time=0:00:01.488060, arrival_time=2021-04-10 03:48:32.145199, cost_time=0:00:00.496025 2021-04-10 03:48:31,077 INFO : EVAL, epoch=0095, iter=00020/00040, fetch data time cost=1.43ms, fps=6093 images/s, loss=0.3542, top1-acc=89.39%, top5-acc=99.32%, remaining_time=0:00:00.916500, arrival_time=2021-04-10 03:48:31.994105, cost_time=0:00:00.916493 2021-04-10 03:48:31,497 INFO : EVAL, epoch=0095, iter=00030/00040, fetch data time cost=1.49ms, fps=6108 images/s, loss=0.3512, top1-acc=89.32%, top5-acc=99.30%, remaining_time=0:00:00.445310, arrival_time=2021-04-10 03:48:31.942347, cost_time=0:00:01.335926 2021-04-10 03:48:31,877 INFO : EVAL, epoch=0095, iter=00040/00040, fetch data time cost=0.09ms, fps=6098 images/s, loss=0.3528, top1-acc=89.35%, top5-acc=99.28%, remaining_time=0:00:00, arrival_time=2021-04-10 03:48:31.877768, cost_time=0:00:01.716672 2021-04-10 03:48:33,394 INFO : Epoch=0095 complete, best val top1-acc=89.35%, top5-acc=99.28% (epoch=95), remaining_time=0:49:27.483960, arrival_time=2021-04-10 04:38:00.878867, cost_time=0:44:44.866452 2021-04-10 03:48:33,395 INFO : Train start, epoch=0096, lr=0.053923 2021-04-10 03:48:34,844 INFO : TRAIN, epoch=0096, iter=00010/00196, fetch data time cost=0.27ms, fps=1767 images/s, loss=0.1568, top1-acc=94.80%, top5-acc=99.92%, remaining_time=0:00:26.949912, arrival_time=2021-04-10 03:49:01.794519, cost_time=0:00:01.448918 2021-04-10 03:48:36,130 INFO : TRAIN, epoch=0096, iter=00020/00196, fetch data time cost=1.44ms, fps=1991 images/s, loss=0.1456, top1-acc=95.25%, top5-acc=99.86%, remaining_time=0:00:24.067648, arrival_time=2021-04-10 03:49:00.198222, cost_time=0:00:02.734969 2021-04-10 03:48:37,418 INFO : TRAIN, epoch=0096, iter=00030/00196, fetch data time cost=1.48ms, fps=1988 images/s, loss=0.1452, top1-acc=95.40%, top5-acc=99.88%, remaining_time=0:00:22.260932, arrival_time=2021-04-10 03:48:59.679606, cost_time=0:00:04.023064 2021-04-10 03:48:38,706 INFO : TRAIN, epoch=0096, iter=00040/00196, fetch data time cost=1.35ms, fps=1989 images/s, loss=0.1429, top1-acc=95.36%, top5-acc=99.87%, remaining_time=0:00:20.710092, arrival_time=2021-04-10 03:48:59.416057, cost_time=0:00:05.310288 2021-04-10 03:48:39,997 INFO : TRAIN, epoch=0096, iter=00050/00196, fetch data time cost=1.50ms, fps=1983 images/s, loss=0.1457, top1-acc=95.28%, top5-acc=99.87%, remaining_time=0:00:19.277840, arrival_time=2021-04-10 03:48:59.275463, cost_time=0:00:06.602020 2021-04-10 03:48:41,289 INFO : TRAIN, epoch=0096, iter=00060/00196, fetch data time cost=1.42ms, fps=1983 images/s, loss=0.1482, top1-acc=95.15%, top5-acc=99.84%, remaining_time=0:00:17.892296, arrival_time=2021-04-10 03:48:59.181607, cost_time=0:00:07.893644 2021-04-10 03:48:42,580 INFO : TRAIN, epoch=0096, iter=00070/00196, fetch data time cost=1.52ms, fps=1983 images/s, loss=0.1495, top1-acc=95.15%, top5-acc=99.82%, remaining_time=0:00:16.533468, arrival_time=2021-04-10 03:48:59.114339, cost_time=0:00:09.185269 2021-04-10 03:48:43,868 INFO : TRAIN, epoch=0096, iter=00080/00196, fetch data time cost=1.31ms, fps=1989 images/s, loss=0.1516, top1-acc=95.14%, top5-acc=99.81%, remaining_time=0:00:15.185792, arrival_time=2021-04-10 03:48:59.054330, cost_time=0:00:10.472928 2021-04-10 03:48:45,157 INFO : TRAIN, epoch=0096, iter=00090/00196, fetch data time cost=1.44ms, fps=1988 images/s, loss=0.1532, top1-acc=95.11%, top5-acc=99.81%, remaining_time=0:00:13.852292, arrival_time=2021-04-10 03:48:59.009247, cost_time=0:00:11.761347 2021-04-10 03:48:46,444 INFO : TRAIN, epoch=0096, iter=00100/00196, fetch data time cost=1.46ms, fps=1989 images/s, loss=0.1561, top1-acc=95.07%, top5-acc=99.81%, remaining_time=0:00:12.526656, arrival_time=2021-04-10 03:48:58.970896, cost_time=0:00:13.048639 2021-04-10 03:48:47,732 INFO : TRAIN, epoch=0096, iter=00110/00196, fetch data time cost=1.49ms, fps=1987 images/s, loss=0.1563, top1-acc=95.05%, top5-acc=99.82%, remaining_time=0:00:11.209068, arrival_time=2021-04-10 03:48:58.941887, cost_time=0:00:14.337142 2021-04-10 03:48:49,020 INFO : TRAIN, epoch=0096, iter=00120/00196, fetch data time cost=1.45ms, fps=1988 images/s, loss=0.1583, top1-acc=94.97%, top5-acc=99.82%, remaining_time=0:00:09.896036, arrival_time=2021-04-10 03:48:58.916915, cost_time=0:00:15.625281 2021-04-10 03:48:50,309 INFO : TRAIN, epoch=0096, iter=00130/00196, fetch data time cost=1.34ms, fps=1988 images/s, loss=0.1584, top1-acc=94.95%, top5-acc=99.82%, remaining_time=0:00:08.586930, arrival_time=2021-04-10 03:48:58.896213, cost_time=0:00:16.913685 2021-04-10 03:48:51,597 INFO : TRAIN, epoch=0096, iter=00140/00196, fetch data time cost=1.60ms, fps=1987 images/s, loss=0.1598, top1-acc=94.92%, top5-acc=99.79%, remaining_time=0:00:07.280896, arrival_time=2021-04-10 03:48:58.878668, cost_time=0:00:18.202173 2021-04-10 03:48:52,885 INFO : TRAIN, epoch=0096, iter=00150/00196, fetch data time cost=1.50ms, fps=1989 images/s, loss=0.1611, top1-acc=94.87%, top5-acc=99.79%, remaining_time=0:00:05.976780, arrival_time=2021-04-10 03:48:58.861897, cost_time=0:00:19.489507 2021-04-10 03:48:54,172 INFO : TRAIN, epoch=0096, iter=00160/00196, fetch data time cost=1.53ms, fps=1989 images/s, loss=0.1619, top1-acc=94.83%, top5-acc=99.79%, remaining_time=0:00:04.674816, arrival_time=2021-04-10 03:48:58.847387, cost_time=0:00:20.776953 2021-04-10 03:48:55,458 INFO : TRAIN, epoch=0096, iter=00170/00196, fetch data time cost=2.17ms, fps=1992 images/s, loss=0.1616, top1-acc=94.82%, top5-acc=99.79%, remaining_time=0:00:03.374280, arrival_time=2021-04-10 03:48:58.832540, cost_time=0:00:22.062658 2021-04-10 03:48:56,743 INFO : TRAIN, epoch=0096, iter=00180/00196, fetch data time cost=1.52ms, fps=1992 images/s, loss=0.1616, top1-acc=94.82%, top5-acc=99.80%, remaining_time=0:00:02.075376, arrival_time=2021-04-10 03:48:58.818865, cost_time=0:00:23.347892 2021-04-10 03:48:58,032 INFO : TRAIN, epoch=0096, iter=00190/00196, fetch data time cost=1.91ms, fps=1986 images/s, loss=0.1624, top1-acc=94.81%, top5-acc=99.79%, remaining_time=0:00:00.778020, arrival_time=2021-04-10 03:48:58.810915, cost_time=0:00:24.637233 2021-04-10 03:48:58,729 INFO : TRAIN, epoch=0096, iter=00196/00196, fetch data time cost=1.26ms, fps=1954 images/s, loss=0.1627, top1-acc=94.80%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-10 03:48:58.729476, cost_time=0:00:25.333890 2021-04-10 03:48:59,223 INFO : EVAL, epoch=0096, iter=00010/00040, fetch data time cost=0.32ms, fps=5189 images/s, loss=0.3166, top1-acc=90.27%, top5-acc=99.65%, remaining_time=0:00:01.480110, arrival_time=2021-04-10 03:49:00.703987, cost_time=0:00:00.493368 2021-04-10 03:48:59,643 INFO : EVAL, epoch=0096, iter=00020/00040, fetch data time cost=1.38ms, fps=6109 images/s, loss=0.3233, top1-acc=89.84%, top5-acc=99.53%, remaining_time=0:00:00.912720, arrival_time=2021-04-10 03:49:00.555947, cost_time=0:00:00.912717 2021-04-10 03:49:00,078 INFO : EVAL, epoch=0096, iter=00030/00040, fetch data time cost=2.48ms, fps=5890 images/s, loss=0.3343, top1-acc=89.95%, top5-acc=99.40%, remaining_time=0:00:00.449210, arrival_time=2021-04-10 03:49:00.527404, cost_time=0:00:01.347636 2021-04-10 03:49:00,464 INFO : EVAL, epoch=0096, iter=00040/00040, fetch data time cost=0.07ms, fps=6015 images/s, loss=0.3527, top1-acc=89.74%, top5-acc=99.39%, remaining_time=0:00:00, arrival_time=2021-04-10 03:49:00.464561, cost_time=0:00:01.734063 2021-04-10 03:49:02,000 INFO : Epoch=0096 complete, best val top1-acc=89.74%, top5-acc=99.39% (epoch=96), remaining_time=0:48:59.594424, arrival_time=2021-04-10 04:38:01.594617, cost_time=0:45:13.471740 2021-04-10 03:49:02,000 INFO : Train start, epoch=0097, lr=0.053140 2021-04-10 03:49:03,461 INFO : TRAIN, epoch=0097, iter=00010/00196, fetch data time cost=1.32ms, fps=1752 images/s, loss=0.1447, top1-acc=95.00%, top5-acc=99.84%, remaining_time=0:00:27.170136, arrival_time=2021-04-10 03:49:30.631785, cost_time=0:00:01.460764 2021-04-10 03:49:04,750 INFO : TRAIN, epoch=0097, iter=00020/00196, fetch data time cost=1.50ms, fps=1986 images/s, loss=0.1394, top1-acc=95.27%, top5-acc=99.88%, remaining_time=0:00:24.199296, arrival_time=2021-04-10 03:49:28.950105, cost_time=0:00:02.749923 2021-04-10 03:49:06,037 INFO : TRAIN, epoch=0097, iter=00030/00196, fetch data time cost=1.38ms, fps=1991 images/s, loss=0.1393, top1-acc=95.31%, top5-acc=99.88%, remaining_time=0:00:22.333474, arrival_time=2021-04-10 03:49:28.370539, cost_time=0:00:04.036167 2021-04-10 03:49:07,330 INFO : TRAIN, epoch=0097, iter=00040/00196, fetch data time cost=1.41ms, fps=1980 images/s, loss=0.1383, top1-acc=95.41%, top5-acc=99.85%, remaining_time=0:00:20.785128, arrival_time=2021-04-10 03:49:28.115612, cost_time=0:00:05.329537 2021-04-10 03:49:08,618 INFO : TRAIN, epoch=0097, iter=00050/00196, fetch data time cost=1.41ms, fps=1988 images/s, loss=0.1433, top1-acc=95.23%, top5-acc=99.85%, remaining_time=0:00:19.323538, arrival_time=2021-04-10 03:49:27.942096, cost_time=0:00:06.617663 2021-04-10 03:49:09,904 INFO : TRAIN, epoch=0097, iter=00060/00196, fetch data time cost=1.39ms, fps=1992 images/s, loss=0.1426, top1-acc=95.37%, top5-acc=99.83%, remaining_time=0:00:17.914328, arrival_time=2021-04-10 03:49:27.818600, cost_time=0:00:07.903389 2021-04-10 03:49:11,193 INFO : TRAIN, epoch=0097, iter=00070/00196, fetch data time cost=1.40ms, fps=1986 images/s, loss=0.1426, top1-acc=95.37%, top5-acc=99.84%, remaining_time=0:00:16.546446, arrival_time=2021-04-10 03:49:27.739810, cost_time=0:00:09.192479 2021-04-10 03:49:12,478 INFO : TRAIN, epoch=0097, iter=00080/00196, fetch data time cost=1.44ms, fps=1993 images/s, loss=0.1431, top1-acc=95.35%, top5-acc=99.86%, remaining_time=0:00:15.192172, arrival_time=2021-04-10 03:49:27.670401, cost_time=0:00:10.477352 2021-04-10 03:49:13,766 INFO : TRAIN, epoch=0097, iter=00090/00196, fetch data time cost=1.42ms, fps=1987 images/s, loss=0.1440, top1-acc=95.35%, top5-acc=99.83%, remaining_time=0:00:13.857486, arrival_time=2021-04-10 03:49:27.624329, cost_time=0:00:11.765821 2021-04-10 03:49:15,066 INFO : TRAIN, epoch=0097, iter=00100/00196, fetch data time cost=2.12ms, fps=1971 images/s, loss=0.1460, top1-acc=95.32%, top5-acc=99.82%, remaining_time=0:00:12.543456, arrival_time=2021-04-10 03:49:27.610402, cost_time=0:00:13.066066 2021-04-10 03:49:16,357 INFO : TRAIN, epoch=0097, iter=00110/00196, fetch data time cost=1.37ms, fps=1984 images/s, loss=0.1476, top1-acc=95.28%, top5-acc=99.82%, remaining_time=0:00:11.224290, arrival_time=2021-04-10 03:49:27.581867, cost_time=0:00:14.356694 2021-04-10 03:49:17,643 INFO : TRAIN, epoch=0097, iter=00120/00196, fetch data time cost=1.70ms, fps=1991 images/s, loss=0.1472, top1-acc=95.28%, top5-acc=99.83%, remaining_time=0:00:09.907132, arrival_time=2021-04-10 03:49:27.550905, cost_time=0:00:15.642883 2021-04-10 03:49:18,940 INFO : TRAIN, epoch=0097, iter=00130/00196, fetch data time cost=1.61ms, fps=1976 images/s, loss=0.1479, top1-acc=95.23%, top5-acc=99.83%, remaining_time=0:00:08.599866, arrival_time=2021-04-10 03:49:27.539908, cost_time=0:00:16.939081 2021-04-10 03:49:20,227 INFO : TRAIN, epoch=0097, iter=00140/00196, fetch data time cost=1.44ms, fps=1989 images/s, loss=0.1497, top1-acc=95.21%, top5-acc=99.83%, remaining_time=0:00:07.290584, arrival_time=2021-04-10 03:49:27.517943, cost_time=0:00:18.226472 2021-04-10 03:49:21,511 INFO : TRAIN, epoch=0097, iter=00150/00196, fetch data time cost=1.43ms, fps=1993 images/s, loss=0.1516, top1-acc=95.17%, top5-acc=99.82%, remaining_time=0:00:05.983404, arrival_time=2021-04-10 03:49:27.495341, cost_time=0:00:19.511047 2021-04-10 03:49:22,803 INFO : TRAIN, epoch=0097, iter=00160/00196, fetch data time cost=1.39ms, fps=1984 images/s, loss=0.1543, top1-acc=95.08%, top5-acc=99.81%, remaining_time=0:00:04.680468, arrival_time=2021-04-10 03:49:27.483465, cost_time=0:00:20.802089 2021-04-10 03:49:24,088 INFO : TRAIN, epoch=0097, iter=00170/00196, fetch data time cost=1.50ms, fps=1993 images/s, loss=0.1555, top1-acc=95.07%, top5-acc=99.82%, remaining_time=0:00:03.378024, arrival_time=2021-04-10 03:49:27.466178, cost_time=0:00:22.087070 2021-04-10 03:49:25,374 INFO : TRAIN, epoch=0097, iter=00180/00196, fetch data time cost=1.48ms, fps=1991 images/s, loss=0.1570, top1-acc=95.03%, top5-acc=99.82%, remaining_time=0:00:02.077648, arrival_time=2021-04-10 03:49:27.452097, cost_time=0:00:23.373564 2021-04-10 03:49:26,662 INFO : TRAIN, epoch=0097, iter=00190/00196, fetch data time cost=1.40ms, fps=1988 images/s, loss=0.1573, top1-acc=95.02%, top5-acc=99.82%, remaining_time=0:00:00.778782, arrival_time=2021-04-10 03:49:27.441037, cost_time=0:00:24.661373 2021-04-10 03:49:27,358 INFO : TRAIN, epoch=0097, iter=00196/00196, fetch data time cost=1.39ms, fps=1955 images/s, loss=0.1584, top1-acc=94.97%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-10 03:49:27.358288, cost_time=0:00:25.357419 2021-04-10 03:49:27,855 INFO : EVAL, epoch=0097, iter=00010/00040, fetch data time cost=0.51ms, fps=5154 images/s, loss=0.3976, top1-acc=88.95%, top5-acc=99.34%, remaining_time=0:00:01.490010, arrival_time=2021-04-10 03:49:29.345899, cost_time=0:00:00.496667 2021-04-10 03:49:28,278 INFO : EVAL, epoch=0097, iter=00020/00040, fetch data time cost=1.23ms, fps=6062 images/s, loss=0.4274, top1-acc=88.11%, top5-acc=99.12%, remaining_time=0:00:00.919420, arrival_time=2021-04-10 03:49:29.198021, cost_time=0:00:00.919414 2021-04-10 03:49:28,696 INFO : EVAL, epoch=0097, iter=00030/00040, fetch data time cost=1.37ms, fps=6128 images/s, loss=0.4202, top1-acc=88.11%, top5-acc=99.14%, remaining_time=0:00:00.445830, arrival_time=2021-04-10 03:49:29.142507, cost_time=0:00:01.337492 2021-04-10 03:49:29,077 INFO : EVAL, epoch=0097, iter=00040/00040, fetch data time cost=0.06ms, fps=6097 images/s, loss=0.4171, top1-acc=88.27%, top5-acc=99.19%, remaining_time=0:00:00, arrival_time=2021-04-10 03:49:29.077520, cost_time=0:00:01.718356 2021-04-10 03:49:29,886 INFO : Epoch=0097 complete, best val top1-acc=89.74%, top5-acc=99.39% (epoch=96), remaining_time=0:48:30.926878, arrival_time=2021-04-10 04:38:00.813652, cost_time=0:45:41.358328 2021-04-10 03:49:29,887 INFO : Train start, epoch=0098, lr=0.052355 2021-04-10 03:49:31,401 INFO : TRAIN, epoch=0098, iter=00010/00196, fetch data time cost=1.54ms, fps=1691 images/s, loss=0.1604, top1-acc=95.08%, top5-acc=99.84%, remaining_time=0:00:28.153890, arrival_time=2021-04-10 03:49:59.554989, cost_time=0:00:01.513654 2021-04-10 03:49:32,695 INFO : TRAIN, epoch=0098, iter=00020/00196, fetch data time cost=1.37ms, fps=1979 images/s, loss=0.1638, top1-acc=95.00%, top5-acc=99.80%, remaining_time=0:00:24.708112, arrival_time=2021-04-10 03:49:57.403423, cost_time=0:00:02.807735 2021-04-10 03:49:33,984 INFO : TRAIN, epoch=0098, iter=00030/00196, fetch data time cost=1.36ms, fps=1987 images/s, loss=0.1692, top1-acc=94.71%, top5-acc=99.83%, remaining_time=0:00:22.670288, arrival_time=2021-04-10 03:49:56.654786, cost_time=0:00:04.097054 2021-04-10 03:49:35,279 INFO : TRAIN, epoch=0098, iter=00040/00196, fetch data time cost=1.42ms, fps=1978 images/s, loss=0.1745, top1-acc=94.45%, top5-acc=99.79%, remaining_time=0:00:21.027396, arrival_time=2021-04-10 03:49:56.306473, cost_time=0:00:05.391626 2021-04-10 03:49:36,566 INFO : TRAIN, epoch=0098, iter=00050/00196, fetch data time cost=1.48ms, fps=1989 images/s, loss=0.1726, top1-acc=94.59%, top5-acc=99.77%, remaining_time=0:00:19.503702, arrival_time=2021-04-10 03:49:56.070519, cost_time=0:00:06.679370 2021-04-10 03:49:37,851 INFO : TRAIN, epoch=0098, iter=00060/00196, fetch data time cost=1.41ms, fps=1993 images/s, loss=0.1667, top1-acc=94.80%, top5-acc=99.78%, remaining_time=0:00:18.052368, arrival_time=2021-04-10 03:49:55.904091, cost_time=0:00:07.964261 2021-04-10 03:49:39,139 INFO : TRAIN, epoch=0098, iter=00070/00196, fetch data time cost=1.43ms, fps=1988 images/s, loss=0.1640, top1-acc=94.82%, top5-acc=99.80%, remaining_time=0:00:16.653924, arrival_time=2021-04-10 03:49:55.793562, cost_time=0:00:09.252190 2021-04-10 03:49:40,426 INFO : TRAIN, epoch=0098, iter=00080/00196, fetch data time cost=1.47ms, fps=1990 images/s, loss=0.1603, top1-acc=94.94%, top5-acc=99.81%, remaining_time=0:00:15.281724, arrival_time=2021-04-10 03:49:55.708311, cost_time=0:00:10.539139 2021-04-10 03:49:41,716 INFO : TRAIN, epoch=0098, iter=00090/00196, fetch data time cost=1.87ms, fps=1986 images/s, loss=0.1590, top1-acc=94.99%, top5-acc=99.82%, remaining_time=0:00:13.931474, arrival_time=2021-04-10 03:49:55.647565, cost_time=0:00:11.828646 2021-04-10 03:49:43,008 INFO : TRAIN, epoch=0098, iter=00100/00196, fetch data time cost=1.57ms, fps=1981 images/s, loss=0.1590, top1-acc=94.96%, top5-acc=99.84%, remaining_time=0:00:12.596256, arrival_time=2021-04-10 03:49:55.604926, cost_time=0:00:13.121089 2021-04-10 03:49:44,297 INFO : TRAIN, epoch=0098, iter=00110/00196, fetch data time cost=1.44ms, fps=1987 images/s, loss=0.1590, top1-acc=94.95%, top5-acc=99.84%, remaining_time=0:00:11.266344, arrival_time=2021-04-10 03:49:55.564277, cost_time=0:00:14.410456 2021-04-10 03:49:45,589 INFO : TRAIN, epoch=0098, iter=00120/00196, fetch data time cost=2.14ms, fps=1983 images/s, loss=0.1603, top1-acc=94.92%, top5-acc=99.83%, remaining_time=0:00:09.944448, arrival_time=2021-04-10 03:49:55.533693, cost_time=0:00:15.701756 2021-04-10 03:49:46,879 INFO : TRAIN, epoch=0098, iter=00130/00196, fetch data time cost=1.41ms, fps=1985 images/s, loss=0.1600, top1-acc=94.89%, top5-acc=99.84%, remaining_time=0:00:08.626794, arrival_time=2021-04-10 03:49:55.506358, cost_time=0:00:16.992116 2021-04-10 03:49:48,167 INFO : TRAIN, epoch=0098, iter=00140/00196, fetch data time cost=1.72ms, fps=1988 images/s, loss=0.1594, top1-acc=94.92%, top5-acc=99.84%, remaining_time=0:00:07.312032, arrival_time=2021-04-10 03:49:55.479561, cost_time=0:00:18.280067 2021-04-10 03:49:49,454 INFO : TRAIN, epoch=0098, iter=00150/00196, fetch data time cost=1.52ms, fps=1989 images/s, loss=0.1587, top1-acc=94.93%, top5-acc=99.85%, remaining_time=0:00:06.000654, arrival_time=2021-04-10 03:49:55.455479, cost_time=0:00:19.567371 2021-04-10 03:49:50,742 INFO : TRAIN, epoch=0098, iter=00160/00196, fetch data time cost=1.38ms, fps=1990 images/s, loss=0.1588, top1-acc=94.95%, top5-acc=99.85%, remaining_time=0:00:04.692276, arrival_time=2021-04-10 03:49:55.434257, cost_time=0:00:20.854534 2021-04-10 03:49:52,029 INFO : TRAIN, epoch=0098, iter=00170/00196, fetch data time cost=1.34ms, fps=1990 images/s, loss=0.1593, top1-acc=94.91%, top5-acc=99.85%, remaining_time=0:00:03.386370, arrival_time=2021-04-10 03:49:55.415427, cost_time=0:00:22.141605 2021-04-10 03:49:53,317 INFO : TRAIN, epoch=0098, iter=00180/00196, fetch data time cost=1.34ms, fps=1987 images/s, loss=0.1590, top1-acc=94.92%, top5-acc=99.85%, remaining_time=0:00:02.082672, arrival_time=2021-04-10 03:49:55.400250, cost_time=0:00:23.430127 2021-04-10 03:49:54,604 INFO : TRAIN, epoch=0098, iter=00190/00196, fetch data time cost=1.39ms, fps=1990 images/s, loss=0.1594, top1-acc=94.91%, top5-acc=99.85%, remaining_time=0:00:00.780528, arrival_time=2021-04-10 03:49:55.384707, cost_time=0:00:24.716736 2021-04-10 03:49:55,308 INFO : TRAIN, epoch=0098, iter=00196/00196, fetch data time cost=1.61ms, fps=1932 images/s, loss=0.1597, top1-acc=94.91%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-10 03:49:55.308382, cost_time=0:00:25.420948 2021-04-10 03:49:55,819 INFO : EVAL, epoch=0098, iter=00010/00040, fetch data time cost=0.24ms, fps=5015 images/s, loss=0.3986, top1-acc=87.85%, top5-acc=99.41%, remaining_time=0:00:01.531380, arrival_time=2021-04-10 03:49:57.351188, cost_time=0:00:00.510462 2021-04-10 03:49:56,242 INFO : EVAL, epoch=0098, iter=00020/00040, fetch data time cost=1.41ms, fps=6064 images/s, loss=0.4088, top1-acc=87.64%, top5-acc=99.28%, remaining_time=0:00:00.933340, arrival_time=2021-04-10 03:49:57.176078, cost_time=0:00:00.933342 2021-04-10 03:49:56,667 INFO : EVAL, epoch=0098, iter=00030/00040, fetch data time cost=1.21ms, fps=6032 images/s, loss=0.4062, top1-acc=87.73%, top5-acc=99.24%, remaining_time=0:00:00.452750, arrival_time=2021-04-10 03:49:57.120338, cost_time=0:00:01.358255 2021-04-10 03:49:57,051 INFO : EVAL, epoch=0098, iter=00040/00040, fetch data time cost=0.07ms, fps=6051 images/s, loss=0.4148, top1-acc=87.48%, top5-acc=99.15%, remaining_time=0:00:00, arrival_time=2021-04-10 03:49:57.051353, cost_time=0:00:01.742066 2021-04-10 03:49:57,794 INFO : Epoch=0098 complete, best val top1-acc=89.74%, top5-acc=99.39% (epoch=96), remaining_time=0:48:02.296722, arrival_time=2021-04-10 04:38:00.090713, cost_time=0:46:09.265495 2021-04-10 03:49:57,794 INFO : Train start, epoch=0099, lr=0.051571 2021-04-10 03:49:59,243 INFO : TRAIN, epoch=0099, iter=00010/00196, fetch data time cost=1.41ms, fps=1767 images/s, loss=0.1698, top1-acc=94.41%, top5-acc=99.84%, remaining_time=0:00:26.941728, arrival_time=2021-04-10 03:50:26.185194, cost_time=0:00:01.448480 2021-04-10 03:50:00,530 INFO : TRAIN, epoch=0099, iter=00020/00196, fetch data time cost=2.09ms, fps=1990 images/s, loss=0.1687, top1-acc=94.65%, top5-acc=99.86%, remaining_time=0:00:24.072224, arrival_time=2021-04-10 03:50:24.602684, cost_time=0:00:02.735476 2021-04-10 03:50:01,822 INFO : TRAIN, epoch=0099, iter=00030/00196, fetch data time cost=1.54ms, fps=1983 images/s, loss=0.1577, top1-acc=94.97%, top5-acc=99.84%, remaining_time=0:00:22.283508, arrival_time=2021-04-10 03:50:24.105620, cost_time=0:00:04.027132 2021-04-10 03:50:03,111 INFO : TRAIN, epoch=0099, iter=00040/00196, fetch data time cost=1.31ms, fps=1986 images/s, loss=0.1524, top1-acc=95.06%, top5-acc=99.86%, remaining_time=0:00:20.733336, arrival_time=2021-04-10 03:50:23.844709, cost_time=0:00:05.316260 2021-04-10 03:50:04,402 INFO : TRAIN, epoch=0099, iter=00050/00196, fetch data time cost=1.31ms, fps=1984 images/s, loss=0.1528, top1-acc=95.08%, top5-acc=99.84%, remaining_time=0:00:19.292440, arrival_time=2021-04-10 03:50:23.694446, cost_time=0:00:06.607023 2021-04-10 03:50:05,687 INFO : TRAIN, epoch=0099, iter=00060/00196, fetch data time cost=1.45ms, fps=1993 images/s, loss=0.1546, top1-acc=95.01%, top5-acc=99.83%, remaining_time=0:00:17.888488, arrival_time=2021-04-10 03:50:23.575466, cost_time=0:00:07.891985 2021-04-10 03:50:06,977 INFO : TRAIN, epoch=0099, iter=00070/00196, fetch data time cost=1.45ms, fps=1985 images/s, loss=0.1565, top1-acc=94.96%, top5-acc=99.80%, remaining_time=0:00:16.528050, arrival_time=2021-04-10 03:50:23.505309, cost_time=0:00:09.182278 2021-04-10 03:50:08,265 INFO : TRAIN, epoch=0099, iter=00080/00196, fetch data time cost=1.42ms, fps=1989 images/s, loss=0.1551, top1-acc=95.02%, top5-acc=99.81%, remaining_time=0:00:15.181384, arrival_time=2021-04-10 03:50:23.446382, cost_time=0:00:10.469945 2021-04-10 03:50:09,557 INFO : TRAIN, epoch=0099, iter=00090/00196, fetch data time cost=1.63ms, fps=1982 images/s, loss=0.1547, top1-acc=95.03%, top5-acc=99.82%, remaining_time=0:00:13.853564, arrival_time=2021-04-10 03:50:23.411005, cost_time=0:00:11.762456 2021-04-10 03:50:10,849 INFO : TRAIN, epoch=0099, iter=00100/00196, fetch data time cost=1.38ms, fps=1982 images/s, loss=0.1533, top1-acc=95.10%, top5-acc=99.82%, remaining_time=0:00:12.532032, arrival_time=2021-04-10 03:50:23.381167, cost_time=0:00:13.054157 2021-04-10 03:50:12,135 INFO : TRAIN, epoch=0099, iter=00110/00196, fetch data time cost=1.40ms, fps=1991 images/s, loss=0.1535, top1-acc=95.06%, top5-acc=99.83%, remaining_time=0:00:11.211820, arrival_time=2021-04-10 03:50:23.347514, cost_time=0:00:14.340715 2021-04-10 03:50:13,420 INFO : TRAIN, epoch=0099, iter=00120/00196, fetch data time cost=1.39ms, fps=1993 images/s, loss=0.1528, top1-acc=95.09%, top5-acc=99.83%, remaining_time=0:00:09.896188, arrival_time=2021-04-10 03:50:23.316801, cost_time=0:00:15.625605 2021-04-10 03:50:14,708 INFO : TRAIN, epoch=0099, iter=00130/00196, fetch data time cost=1.63ms, fps=1988 images/s, loss=0.1511, top1-acc=95.16%, top5-acc=99.83%, remaining_time=0:00:08.586996, arrival_time=2021-04-10 03:50:23.295821, cost_time=0:00:16.913772 2021-04-10 03:50:15,997 INFO : TRAIN, epoch=0099, iter=00140/00196, fetch data time cost=1.35ms, fps=1987 images/s, loss=0.1514, top1-acc=95.16%, top5-acc=99.83%, remaining_time=0:00:07.281120, arrival_time=2021-04-10 03:50:23.278938, cost_time=0:00:18.202837 2021-04-10 03:50:17,286 INFO : TRAIN, epoch=0099, iter=00150/00196, fetch data time cost=1.50ms, fps=1986 images/s, loss=0.1507, top1-acc=95.18%, top5-acc=99.83%, remaining_time=0:00:05.977516, arrival_time=2021-04-10 03:50:23.264441, cost_time=0:00:19.491936 2021-04-10 03:50:18,574 INFO : TRAIN, epoch=0099, iter=00160/00196, fetch data time cost=1.48ms, fps=1988 images/s, loss=0.1514, top1-acc=95.16%, top5-acc=99.82%, remaining_time=0:00:04.675464, arrival_time=2021-04-10 03:50:23.250230, cost_time=0:00:20.779779 2021-04-10 03:50:19,861 INFO : TRAIN, epoch=0099, iter=00170/00196, fetch data time cost=1.49ms, fps=1990 images/s, loss=0.1521, top1-acc=95.13%, top5-acc=99.82%, remaining_time=0:00:03.374878, arrival_time=2021-04-10 03:50:23.236327, cost_time=0:00:22.066470 2021-04-10 03:50:21,151 INFO : TRAIN, epoch=0099, iter=00180/00196, fetch data time cost=1.39ms, fps=1985 images/s, loss=0.1531, top1-acc=95.10%, top5-acc=99.82%, remaining_time=0:00:02.076112, arrival_time=2021-04-10 03:50:23.227460, cost_time=0:00:23.356174 2021-04-10 03:50:22,438 INFO : TRAIN, epoch=0099, iter=00190/00196, fetch data time cost=1.22ms, fps=1991 images/s, loss=0.1533, top1-acc=95.09%, top5-acc=99.81%, remaining_time=0:00:00.778200, arrival_time=2021-04-10 03:50:23.216191, cost_time=0:00:24.643013 2021-04-10 03:50:23,134 INFO : TRAIN, epoch=0099, iter=00196/00196, fetch data time cost=1.24ms, fps=1954 images/s, loss=0.1538, top1-acc=95.07%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-10 03:50:23.134277, cost_time=0:00:25.339313 2021-04-10 03:50:23,634 INFO : EVAL, epoch=0099, iter=00010/00040, fetch data time cost=2.44ms, fps=5133 images/s, loss=0.4046, top1-acc=88.75%, top5-acc=99.34%, remaining_time=0:00:01.496280, arrival_time=2021-04-10 03:50:25.130324, cost_time=0:00:00.498757 2021-04-10 03:50:24,057 INFO : EVAL, epoch=0099, iter=00020/00040, fetch data time cost=1.34ms, fps=6059 images/s, loss=0.3733, top1-acc=89.30%, top5-acc=99.43%, remaining_time=0:00:00.921740, arrival_time=2021-04-10 03:50:24.978719, cost_time=0:00:00.921749 2021-04-10 03:50:24,477 INFO : EVAL, epoch=0099, iter=00030/00040, fetch data time cost=1.49ms, fps=6086 images/s, loss=0.3692, top1-acc=89.32%, top5-acc=99.44%, remaining_time=0:00:00.447560, arrival_time=2021-04-10 03:50:24.925480, cost_time=0:00:01.342688 2021-04-10 03:50:24,858 INFO : EVAL, epoch=0099, iter=00040/00040, fetch data time cost=0.08ms, fps=6095 images/s, loss=0.3694, top1-acc=89.15%, top5-acc=99.35%, remaining_time=0:00:00, arrival_time=2021-04-10 03:50:24.858860, cost_time=0:00:01.723653 2021-04-10 03:50:25,638 INFO : Epoch=0099 complete, best val top1-acc=89.74%, top5-acc=99.39% (epoch=96), remaining_time=0:47:33.617741, arrival_time=2021-04-10 04:37:59.256675, cost_time=0:46:37.110478 2021-04-10 03:50:25,639 INFO : Train start, epoch=0100, lr=0.050785 2021-04-10 03:50:27,080 INFO : TRAIN, epoch=0100, iter=00010/00196, fetch data time cost=1.47ms, fps=1777 images/s, loss=0.1258, top1-acc=96.25%, top5-acc=99.88%, remaining_time=0:00:26.791254, arrival_time=2021-04-10 03:50:53.871277, cost_time=0:00:01.440391 2021-04-10 03:50:28,365 INFO : TRAIN, epoch=0100, iter=00020/00196, fetch data time cost=1.39ms, fps=1992 images/s, loss=0.1338, top1-acc=95.88%, top5-acc=99.90%, remaining_time=0:00:23.990384, arrival_time=2021-04-10 03:50:52.356195, cost_time=0:00:02.726189 2021-04-10 03:50:29,652 INFO : TRAIN, epoch=0100, iter=00030/00196, fetch data time cost=1.52ms, fps=1991 images/s, loss=0.1389, top1-acc=95.77%, top5-acc=99.86%, remaining_time=0:00:22.202334, arrival_time=2021-04-10 03:50:51.854461, cost_time=0:00:04.012465 2021-04-10 03:50:30,938 INFO : TRAIN, epoch=0100, iter=00040/00196, fetch data time cost=1.31ms, fps=1990 images/s, loss=0.1367, top1-acc=95.82%, top5-acc=99.87%, remaining_time=0:00:20.667036, arrival_time=2021-04-10 03:50:51.605955, cost_time=0:00:05.299230 2021-04-10 03:50:32,227 INFO : TRAIN, epoch=0100, iter=00050/00196, fetch data time cost=1.42ms, fps=1987 images/s, loss=0.1398, top1-acc=95.72%, top5-acc=99.87%, remaining_time=0:00:19.236960, arrival_time=2021-04-10 03:50:51.464603, cost_time=0:00:06.588018 2021-04-10 03:50:33,511 INFO : TRAIN, epoch=0100, iter=00060/00196, fetch data time cost=1.37ms, fps=1995 images/s, loss=0.1440, top1-acc=95.50%, top5-acc=99.90%, remaining_time=0:00:17.841976, arrival_time=2021-04-10 03:50:51.353079, cost_time=0:00:07.871478 2021-04-10 03:50:34,797 INFO : TRAIN, epoch=0100, iter=00070/00196, fetch data time cost=1.34ms, fps=1991 images/s, loss=0.1463, top1-acc=95.46%, top5-acc=99.89%, remaining_time=0:00:16.483446, arrival_time=2021-04-10 03:50:51.280521, cost_time=0:00:09.157452 2021-04-10 03:50:36,083 INFO : TRAIN, epoch=0100, iter=00080/00196, fetch data time cost=1.49ms, fps=1990 images/s, loss=0.1493, top1-acc=95.38%, top5-acc=99.88%, remaining_time=0:00:15.143800, arrival_time=2021-04-10 03:50:51.227469, cost_time=0:00:10.444037 2021-04-10 03:50:37,370 INFO : TRAIN, epoch=0100, iter=00090/00196, fetch data time cost=1.74ms, fps=1990 images/s, loss=0.1493, top1-acc=95.35%, top5-acc=99.87%, remaining_time=0:00:13.816146, arrival_time=2021-04-10 03:50:51.186424, cost_time=0:00:11.730657 2021-04-10 03:50:38,657 INFO : TRAIN, epoch=0100, iter=00100/00196, fetch data time cost=1.38ms, fps=1990 images/s, loss=0.1484, top1-acc=95.39%, top5-acc=99.87%, remaining_time=0:00:12.497088, arrival_time=2021-04-10 03:50:51.154495, cost_time=0:00:13.017786 2021-04-10 03:50:39,943 INFO : TRAIN, epoch=0100, iter=00110/00196, fetch data time cost=1.39ms, fps=1992 images/s, loss=0.1504, top1-acc=95.32%, top5-acc=99.86%, remaining_time=0:00:11.182666, arrival_time=2021-04-10 03:50:51.125674, cost_time=0:00:14.303386 2021-04-10 03:50:41,231 INFO : TRAIN, epoch=0100, iter=00120/00196, fetch data time cost=1.40ms, fps=1987 images/s, loss=0.1528, top1-acc=95.21%, top5-acc=99.84%, remaining_time=0:00:09.874832, arrival_time=2021-04-10 03:50:51.106292, cost_time=0:00:15.591840 2021-04-10 03:50:42,518 INFO : TRAIN, epoch=0100, iter=00130/00196, fetch data time cost=1.36ms, fps=1989 images/s, loss=0.1528, top1-acc=95.21%, top5-acc=99.84%, remaining_time=0:00:08.569374, arrival_time=2021-04-10 03:50:51.088029, cost_time=0:00:16.879033 2021-04-10 03:50:43,806 INFO : TRAIN, epoch=0100, iter=00140/00196, fetch data time cost=1.41ms, fps=1989 images/s, loss=0.1531, top1-acc=95.18%, top5-acc=99.85%, remaining_time=0:00:07.266616, arrival_time=2021-04-10 03:50:51.072795, cost_time=0:00:18.166539 2021-04-10 03:50:45,094 INFO : TRAIN, epoch=0100, iter=00150/00196, fetch data time cost=1.35ms, fps=1987 images/s, loss=0.1538, top1-acc=95.14%, top5-acc=99.85%, remaining_time=0:00:05.966200, arrival_time=2021-04-10 03:50:51.060948, cost_time=0:00:19.455052 2021-04-10 03:50:46,381 INFO : TRAIN, epoch=0100, iter=00160/00196, fetch data time cost=1.40ms, fps=1990 images/s, loss=0.1530, top1-acc=95.16%, top5-acc=99.85%, remaining_time=0:00:04.666896, arrival_time=2021-04-10 03:50:51.048268, cost_time=0:00:20.741751 2021-04-10 03:50:47,672 INFO : TRAIN, epoch=0100, iter=00170/00196, fetch data time cost=1.45ms, fps=1984 images/s, loss=0.1531, top1-acc=95.14%, top5-acc=99.85%, remaining_time=0:00:03.369704, arrival_time=2021-04-10 03:50:51.041972, cost_time=0:00:22.032644 2021-04-10 03:50:48,961 INFO : TRAIN, epoch=0100, iter=00180/00196, fetch data time cost=1.48ms, fps=1986 images/s, loss=0.1540, top1-acc=95.10%, top5-acc=99.85%, remaining_time=0:00:02.073088, arrival_time=2021-04-10 03:50:51.034977, cost_time=0:00:23.322260 2021-04-10 03:50:50,254 INFO : TRAIN, epoch=0100, iter=00190/00196, fetch data time cost=1.23ms, fps=1981 images/s, loss=0.1534, top1-acc=95.12%, top5-acc=99.86%, remaining_time=0:00:00.777324, arrival_time=2021-04-10 03:50:51.032205, cost_time=0:00:24.615250 2021-04-10 03:50:50,956 INFO : TRAIN, epoch=0100, iter=00196/00196, fetch data time cost=1.66ms, fps=1940 images/s, loss=0.1533, top1-acc=95.14%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-10 03:50:50.956454, cost_time=0:00:25.316833 2021-04-10 03:50:51,459 INFO : EVAL, epoch=0100, iter=00010/00040, fetch data time cost=2.19ms, fps=5099 images/s, loss=0.3156, top1-acc=90.59%, top5-acc=99.45%, remaining_time=0:00:01.506060, arrival_time=2021-04-10 03:50:52.965554, cost_time=0:00:00.502016 2021-04-10 03:50:51,877 INFO : EVAL, epoch=0100, iter=00020/00040, fetch data time cost=1.65ms, fps=6123 images/s, loss=0.3304, top1-acc=90.12%, top5-acc=99.26%, remaining_time=0:00:00.920440, arrival_time=2021-04-10 03:50:52.798349, cost_time=0:00:00.920437 2021-04-10 03:50:52,297 INFO : EVAL, epoch=0100, iter=00030/00040, fetch data time cost=1.42ms, fps=6108 images/s, loss=0.3352, top1-acc=90.04%, top5-acc=99.19%, remaining_time=0:00:00.446620, arrival_time=2021-04-10 03:50:52.743965, cost_time=0:00:01.339874 2021-04-10 03:50:52,678 INFO : EVAL, epoch=0100, iter=00040/00040, fetch data time cost=0.07ms, fps=6088 images/s, loss=0.3474, top1-acc=89.84%, top5-acc=99.16%, remaining_time=0:00:00, arrival_time=2021-04-10 03:50:52.678697, cost_time=0:00:01.721247 2021-04-10 03:50:54,326 INFO : Epoch=0100 complete, best val top1-acc=89.84%, top5-acc=99.16% (epoch=100), remaining_time=0:47:05.798000, arrival_time=2021-04-10 04:38:00.124405, cost_time=0:47:05.797950 2021-04-10 03:50:54,327 INFO : Train start, epoch=0101, lr=0.050000 2021-04-10 03:50:55,797 INFO : TRAIN, epoch=0101, iter=00010/00196, fetch data time cost=1.50ms, fps=1742 images/s, loss=0.1445, top1-acc=95.43%, top5-acc=99.80%, remaining_time=0:00:27.341628, arrival_time=2021-04-10 03:51:23.138950, cost_time=0:00:01.469984 2021-04-10 03:50:57,083 INFO : TRAIN, epoch=0101, iter=00020/00196, fetch data time cost=1.34ms, fps=1991 images/s, loss=0.1371, top1-acc=95.76%, top5-acc=99.88%, remaining_time=0:00:24.258080, arrival_time=2021-04-10 03:51:21.341943, cost_time=0:00:02.756593 2021-04-10 03:50:58,372 INFO : TRAIN, epoch=0101, iter=00030/00196, fetch data time cost=1.72ms, fps=1987 images/s, loss=0.1349, top1-acc=95.86%, top5-acc=99.83%, remaining_time=0:00:22.383606, arrival_time=2021-04-10 03:51:20.756101, cost_time=0:00:04.045228 2021-04-10 03:50:59,664 INFO : TRAIN, epoch=0101, iter=00040/00196, fetch data time cost=1.59ms, fps=1983 images/s, loss=0.1433, top1-acc=95.62%, top5-acc=99.83%, remaining_time=0:00:20.813676, arrival_time=2021-04-10 03:51:20.477796, cost_time=0:00:05.336842 2021-04-10 03:51:00,952 INFO : TRAIN, epoch=0101, iter=00050/00196, fetch data time cost=1.61ms, fps=1989 images/s, loss=0.1422, top1-acc=95.64%, top5-acc=99.83%, remaining_time=0:00:19.343686, arrival_time=2021-04-10 03:51:20.295664, cost_time=0:00:06.624529 2021-04-10 03:51:02,239 INFO : TRAIN, epoch=0101, iter=00060/00196, fetch data time cost=1.42ms, fps=1989 images/s, loss=0.1450, top1-acc=95.51%, top5-acc=99.84%, remaining_time=0:00:17.934728, arrival_time=2021-04-10 03:51:20.174409, cost_time=0:00:07.912409 2021-04-10 03:51:03,527 INFO : TRAIN, epoch=0101, iter=00070/00196, fetch data time cost=1.41ms, fps=1989 images/s, loss=0.1429, top1-acc=95.57%, top5-acc=99.85%, remaining_time=0:00:16.559676, arrival_time=2021-04-10 03:51:20.086756, cost_time=0:00:09.199815 2021-04-10 03:51:04,816 INFO : TRAIN, epoch=0101, iter=00080/00196, fetch data time cost=1.34ms, fps=1986 images/s, loss=0.1434, top1-acc=95.52%, top5-acc=99.85%, remaining_time=0:00:15.209108, arrival_time=2021-04-10 03:51:20.025421, cost_time=0:00:10.489038 2021-04-10 03:51:06,103 INFO : TRAIN, epoch=0101, iter=00090/00196, fetch data time cost=1.44ms, fps=1989 images/s, loss=0.1449, top1-acc=95.47%, top5-acc=99.84%, remaining_time=0:00:13.869994, arrival_time=2021-04-10 03:51:19.973754, cost_time=0:00:11.776434 2021-04-10 03:51:07,390 INFO : TRAIN, epoch=0101, iter=00100/00196, fetch data time cost=1.32ms, fps=1990 images/s, loss=0.1467, top1-acc=95.41%, top5-acc=99.83%, remaining_time=0:00:12.540960, arrival_time=2021-04-10 03:51:19.931697, cost_time=0:00:13.063474 2021-04-10 03:51:08,677 INFO : TRAIN, epoch=0101, iter=00110/00196, fetch data time cost=1.51ms, fps=1991 images/s, loss=0.1466, top1-acc=95.40%, top5-acc=99.82%, remaining_time=0:00:11.218786, arrival_time=2021-04-10 03:51:19.895714, cost_time=0:00:14.349590 2021-04-10 03:51:09,960 INFO : TRAIN, epoch=0101, iter=00120/00196, fetch data time cost=1.35ms, fps=1995 images/s, loss=0.1465, top1-acc=95.40%, top5-acc=99.82%, remaining_time=0:00:09.901280, arrival_time=2021-04-10 03:51:19.862146, cost_time=0:00:15.633578 2021-04-10 03:51:11,245 INFO : TRAIN, epoch=0101, iter=00130/00196, fetch data time cost=1.35ms, fps=1993 images/s, loss=0.1470, top1-acc=95.33%, top5-acc=99.83%, remaining_time=0:00:08.589504, arrival_time=2021-04-10 03:51:19.835442, cost_time=0:00:16.918668 2021-04-10 03:51:12,533 INFO : TRAIN, epoch=0101, iter=00140/00196, fetch data time cost=1.36ms, fps=1989 images/s, loss=0.1470, top1-acc=95.33%, top5-acc=99.83%, remaining_time=0:00:07.282352, arrival_time=2021-04-10 03:51:19.815451, cost_time=0:00:18.205823 2021-04-10 03:51:13,822 INFO : TRAIN, epoch=0101, iter=00150/00196, fetch data time cost=1.48ms, fps=1987 images/s, loss=0.1481, top1-acc=95.32%, top5-acc=99.82%, remaining_time=0:00:05.978390, arrival_time=2021-04-10 03:51:19.800494, cost_time=0:00:19.494822 2021-04-10 03:51:15,108 INFO : TRAIN, epoch=0101, iter=00160/00196, fetch data time cost=1.67ms, fps=1990 images/s, loss=0.1497, top1-acc=95.29%, top5-acc=99.81%, remaining_time=0:00:04.675860, arrival_time=2021-04-10 03:51:19.784769, cost_time=0:00:20.781642 2021-04-10 03:51:16,396 INFO : TRAIN, epoch=0101, iter=00170/00196, fetch data time cost=1.35ms, fps=1988 images/s, loss=0.1501, top1-acc=95.26%, top5-acc=99.81%, remaining_time=0:00:03.375346, arrival_time=2021-04-10 03:51:19.772103, cost_time=0:00:22.069493 2021-04-10 03:51:17,682 INFO : TRAIN, epoch=0101, iter=00180/00196, fetch data time cost=1.28ms, fps=1992 images/s, loss=0.1504, top1-acc=95.26%, top5-acc=99.81%, remaining_time=0:00:02.076000, arrival_time=2021-04-10 03:51:19.758310, cost_time=0:00:23.355048 2021-04-10 03:51:18,973 INFO : TRAIN, epoch=0101, iter=00190/00196, fetch data time cost=1.24ms, fps=1984 images/s, loss=0.1510, top1-acc=95.25%, top5-acc=99.81%, remaining_time=0:00:00.778290, arrival_time=2021-04-10 03:51:19.751472, cost_time=0:00:24.645838 2021-04-10 03:51:19,671 INFO : TRAIN, epoch=0101, iter=00196/00196, fetch data time cost=1.25ms, fps=1950 images/s, loss=0.1508, top1-acc=95.25%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-10 03:51:19.671242, cost_time=0:00:25.343979 2021-04-10 03:51:20,172 INFO : EVAL, epoch=0101, iter=00010/00040, fetch data time cost=0.21ms, fps=5114 images/s, loss=0.3995, top1-acc=89.02%, top5-acc=99.37%, remaining_time=0:00:01.501860, arrival_time=2021-04-10 03:51:21.674737, cost_time=0:00:00.500616 2021-04-10 03:51:20,595 INFO : EVAL, epoch=0101, iter=00020/00040, fetch data time cost=1.46ms, fps=6069 images/s, loss=0.3728, top1-acc=89.41%, top5-acc=99.49%, remaining_time=0:00:00.922720, arrival_time=2021-04-10 03:51:21.517725, cost_time=0:00:00.922726 2021-04-10 03:51:21,012 INFO : EVAL, epoch=0101, iter=00030/00040, fetch data time cost=1.33ms, fps=6141 images/s, loss=0.3677, top1-acc=89.43%, top5-acc=99.49%, remaining_time=0:00:00.446660, arrival_time=2021-04-10 03:51:21.458905, cost_time=0:00:01.339981 2021-04-10 03:51:21,393 INFO : EVAL, epoch=0101, iter=00040/00040, fetch data time cost=0.08ms, fps=6097 images/s, loss=0.3702, top1-acc=89.29%, top5-acc=99.48%, remaining_time=0:00:00, arrival_time=2021-04-10 03:51:21.393088, cost_time=0:00:01.720826 2021-04-10 03:51:22,222 INFO : Epoch=0101 complete, best val top1-acc=89.84%, top5-acc=99.16% (epoch=100), remaining_time=0:46:37.185501, arrival_time=2021-04-10 04:37:59.408213, cost_time=0:47:33.694264 2021-04-10 03:51:22,223 INFO : Train start, epoch=0102, lr=0.049215 2021-04-10 03:51:23,717 INFO : TRAIN, epoch=0102, iter=00010/00196, fetch data time cost=0.35ms, fps=1713 images/s, loss=0.1312, top1-acc=95.90%, top5-acc=99.88%, remaining_time=0:00:27.795096, arrival_time=2021-04-10 03:51:51.512933, cost_time=0:00:01.494355 2021-04-10 03:51:25,005 INFO : TRAIN, epoch=0102, iter=00020/00196, fetch data time cost=1.42ms, fps=1989 images/s, loss=0.1305, top1-acc=95.82%, top5-acc=99.90%, remaining_time=0:00:24.484240, arrival_time=2021-04-10 03:51:49.489937, cost_time=0:00:02.782295 2021-04-10 03:51:26,303 INFO : TRAIN, epoch=0102, iter=00030/00196, fetch data time cost=1.36ms, fps=1973 images/s, loss=0.1455, top1-acc=95.42%, top5-acc=99.88%, remaining_time=0:00:22.576332, arrival_time=2021-04-10 03:51:48.879781, cost_time=0:00:04.080049 2021-04-10 03:51:27,588 INFO : TRAIN, epoch=0102, iter=00040/00196, fetch data time cost=1.55ms, fps=1993 images/s, loss=0.1449, top1-acc=95.45%, top5-acc=99.89%, remaining_time=0:00:20.924436, arrival_time=2021-04-10 03:51:48.513093, cost_time=0:00:05.365250 2021-04-10 03:51:28,880 INFO : TRAIN, epoch=0102, iter=00050/00196, fetch data time cost=1.56ms, fps=1982 images/s, loss=0.1474, top1-acc=95.32%, top5-acc=99.84%, remaining_time=0:00:19.438878, arrival_time=2021-04-10 03:51:48.319426, cost_time=0:00:06.657136 2021-04-10 03:51:30,170 INFO : TRAIN, epoch=0102, iter=00060/00196, fetch data time cost=1.31ms, fps=1986 images/s, loss=0.1473, top1-acc=95.31%, top5-acc=99.83%, remaining_time=0:00:18.012928, arrival_time=2021-04-10 03:51:48.183269, cost_time=0:00:07.946868 2021-04-10 03:51:31,458 INFO : TRAIN, epoch=0102, iter=00070/00196, fetch data time cost=1.37ms, fps=1989 images/s, loss=0.1467, top1-acc=95.31%, top5-acc=99.84%, remaining_time=0:00:16.622676, arrival_time=2021-04-10 03:51:48.080920, cost_time=0:00:09.234843 2021-04-10 03:51:32,748 INFO : TRAIN, epoch=0102, iter=00080/00196, fetch data time cost=1.48ms, fps=1985 images/s, loss=0.1471, top1-acc=95.29%, top5-acc=99.84%, remaining_time=0:00:15.260728, arrival_time=2021-04-10 03:51:48.008817, cost_time=0:00:10.524680 2021-04-10 03:51:34,040 INFO : TRAIN, epoch=0102, iter=00090/00196, fetch data time cost=1.78ms, fps=1981 images/s, loss=0.1470, top1-acc=95.31%, top5-acc=99.84%, remaining_time=0:00:13.918118, arrival_time=2021-04-10 03:51:47.958819, cost_time=0:00:11.817284 2021-04-10 03:51:35,327 INFO : TRAIN, epoch=0102, iter=00100/00196, fetch data time cost=1.37ms, fps=1990 images/s, loss=0.1490, top1-acc=95.25%, top5-acc=99.84%, remaining_time=0:00:12.579744, arrival_time=2021-04-10 03:51:47.907009, cost_time=0:00:13.103865 2021-04-10 03:51:36,614 INFO : TRAIN, epoch=0102, iter=00110/00196, fetch data time cost=1.93ms, fps=1990 images/s, loss=0.1486, top1-acc=95.28%, top5-acc=99.84%, remaining_time=0:00:11.250950, arrival_time=2021-04-10 03:51:47.865157, cost_time=0:00:14.390739 2021-04-10 03:51:37,901 INFO : TRAIN, epoch=0102, iter=00120/00196, fetch data time cost=1.42ms, fps=1989 images/s, loss=0.1521, top1-acc=95.16%, top5-acc=99.82%, remaining_time=0:00:09.929552, arrival_time=2021-04-10 03:51:47.831244, cost_time=0:00:15.678246 2021-04-10 03:51:39,193 INFO : TRAIN, epoch=0102, iter=00130/00196, fetch data time cost=1.36ms, fps=1982 images/s, loss=0.1536, top1-acc=95.10%, top5-acc=99.82%, remaining_time=0:00:08.615640, arrival_time=2021-04-10 03:51:47.809249, cost_time=0:00:16.970169 2021-04-10 03:51:40,484 INFO : TRAIN, epoch=0102, iter=00140/00196, fetch data time cost=1.75ms, fps=1984 images/s, loss=0.1527, top1-acc=95.09%, top5-acc=99.82%, remaining_time=0:00:07.304304, arrival_time=2021-04-10 03:51:47.788460, cost_time=0:00:18.260753 2021-04-10 03:51:41,771 INFO : TRAIN, epoch=0102, iter=00150/00196, fetch data time cost=1.50ms, fps=1989 images/s, loss=0.1533, top1-acc=95.10%, top5-acc=99.81%, remaining_time=0:00:05.994766, arrival_time=2021-04-10 03:51:47.766363, cost_time=0:00:19.548183 2021-04-10 03:51:43,057 INFO : TRAIN, epoch=0102, iter=00160/00196, fetch data time cost=1.46ms, fps=1992 images/s, loss=0.1529, top1-acc=95.11%, top5-acc=99.82%, remaining_time=0:00:04.687560, arrival_time=2021-04-10 03:51:47.744632, cost_time=0:00:20.833666 2021-04-10 03:51:44,346 INFO : TRAIN, epoch=0102, iter=00170/00196, fetch data time cost=1.35ms, fps=1986 images/s, loss=0.1535, top1-acc=95.09%, top5-acc=99.82%, remaining_time=0:00:03.383484, arrival_time=2021-04-10 03:51:47.729666, cost_time=0:00:22.122775 2021-04-10 03:51:45,633 INFO : TRAIN, epoch=0102, iter=00180/00196, fetch data time cost=1.53ms, fps=1990 images/s, loss=0.1534, top1-acc=95.11%, top5-acc=99.82%, remaining_time=0:00:02.080864, arrival_time=2021-04-10 03:51:47.714115, cost_time=0:00:23.409803 2021-04-10 03:51:46,922 INFO : TRAIN, epoch=0102, iter=00190/00196, fetch data time cost=1.80ms, fps=1986 images/s, loss=0.1533, top1-acc=95.10%, top5-acc=99.82%, remaining_time=0:00:00.779976, arrival_time=2021-04-10 03:51:47.702684, cost_time=0:00:24.699237 2021-04-10 03:51:47,620 INFO : TRAIN, epoch=0102, iter=00196/00196, fetch data time cost=1.27ms, fps=1950 images/s, loss=0.1533, top1-acc=95.11%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-10 03:51:47.620759, cost_time=0:00:25.397361 2021-04-10 03:51:48,118 INFO : EVAL, epoch=0102, iter=00010/00040, fetch data time cost=1.30ms, fps=5150 images/s, loss=0.4478, top1-acc=87.07%, top5-acc=98.98%, remaining_time=0:00:01.491180, arrival_time=2021-04-10 03:51:49.609985, cost_time=0:00:00.497055 2021-04-10 03:51:48,538 INFO : EVAL, epoch=0102, iter=00020/00040, fetch data time cost=1.20ms, fps=6109 images/s, loss=0.4237, top1-acc=87.71%, top5-acc=99.06%, remaining_time=0:00:00.916420, arrival_time=2021-04-10 03:51:49.454614, cost_time=0:00:00.916428 2021-04-10 03:51:48,958 INFO : EVAL, epoch=0102, iter=00030/00040, fetch data time cost=1.64ms, fps=6094 images/s, loss=0.4282, top1-acc=87.60%, top5-acc=99.09%, remaining_time=0:00:00.445610, arrival_time=2021-04-10 03:51:49.404206, cost_time=0:00:01.336837 2021-04-10 03:51:49,337 INFO : EVAL, epoch=0102, iter=00040/00040, fetch data time cost=0.06ms, fps=6122 images/s, loss=0.4260, top1-acc=87.91%, top5-acc=99.14%, remaining_time=0:00:00, arrival_time=2021-04-10 03:51:49.337896, cost_time=0:00:01.716167 2021-04-10 03:51:50,095 INFO : Epoch=0102 complete, best val top1-acc=89.84%, top5-acc=99.16% (epoch=100), remaining_time=0:46:08.563994, arrival_time=2021-04-10 04:37:58.659052, cost_time=0:48:01.566612 2021-04-10 03:51:50,095 INFO : Train start, epoch=0103, lr=0.048429 2021-04-10 03:51:51,602 INFO : TRAIN, epoch=0103, iter=00010/00196, fetch data time cost=1.58ms, fps=1699 images/s, loss=0.1672, top1-acc=94.69%, top5-acc=99.73%, remaining_time=0:00:28.021458, arrival_time=2021-04-10 03:52:19.623727, cost_time=0:00:01.506530 2021-04-10 03:51:52,888 INFO : TRAIN, epoch=0103, iter=00020/00196, fetch data time cost=1.26ms, fps=1991 images/s, loss=0.1685, top1-acc=94.47%, top5-acc=99.82%, remaining_time=0:00:24.578752, arrival_time=2021-04-10 03:52:17.467511, cost_time=0:00:02.793030 2021-04-10 03:51:54,180 INFO : TRAIN, epoch=0103, iter=00030/00196, fetch data time cost=1.46ms, fps=1982 images/s, loss=0.1618, top1-acc=94.74%, top5-acc=99.86%, remaining_time=0:00:22.604718, arrival_time=2021-04-10 03:52:16.785654, cost_time=0:00:04.085200 2021-04-10 03:51:55,469 INFO : TRAIN, epoch=0103, iter=00040/00196, fetch data time cost=1.39ms, fps=1987 images/s, loss=0.1590, top1-acc=94.84%, top5-acc=99.88%, remaining_time=0:00:20.959224, arrival_time=2021-04-10 03:52:16.429116, cost_time=0:00:05.374151 2021-04-10 03:51:56,755 INFO : TRAIN, epoch=0103, iter=00050/00196, fetch data time cost=1.36ms, fps=1992 images/s, loss=0.1553, top1-acc=95.02%, top5-acc=99.86%, remaining_time=0:00:19.446908, arrival_time=2021-04-10 03:52:16.202546, cost_time=0:00:06.659902 2021-04-10 03:51:58,041 INFO : TRAIN, epoch=0103, iter=00060/00196, fetch data time cost=1.31ms, fps=1992 images/s, loss=0.1509, top1-acc=95.11%, top5-acc=99.87%, remaining_time=0:00:18.009800, arrival_time=2021-04-10 03:52:16.051051, cost_time=0:00:07.945512 2021-04-10 03:51:59,330 INFO : TRAIN, epoch=0103, iter=00070/00196, fetch data time cost=1.35ms, fps=1986 images/s, loss=0.1508, top1-acc=95.12%, top5-acc=99.86%, remaining_time=0:00:16.623180, arrival_time=2021-04-10 03:52:15.953992, cost_time=0:00:09.235073 2021-04-10 03:52:00,620 INFO : TRAIN, epoch=0103, iter=00080/00196, fetch data time cost=1.38ms, fps=1985 images/s, loss=0.1505, top1-acc=95.16%, top5-acc=99.85%, remaining_time=0:00:15.260960, arrival_time=2021-04-10 03:52:15.881548, cost_time=0:00:10.524839 2021-04-10 03:52:01,908 INFO : TRAIN, epoch=0103, iter=00090/00196, fetch data time cost=1.53ms, fps=1989 images/s, loss=0.1503, top1-acc=95.15%, top5-acc=99.84%, remaining_time=0:00:13.912182, arrival_time=2021-04-10 03:52:15.820168, cost_time=0:00:11.812243 2021-04-10 03:52:03,199 INFO : TRAIN, epoch=0103, iter=00100/00196, fetch data time cost=1.40ms, fps=1983 images/s, loss=0.1483, top1-acc=95.25%, top5-acc=99.84%, remaining_time=0:00:12.579456, arrival_time=2021-04-10 03:52:15.778814, cost_time=0:00:13.103609 2021-04-10 03:52:04,489 INFO : TRAIN, epoch=0103, iter=00110/00196, fetch data time cost=1.42ms, fps=1985 images/s, loss=0.1469, top1-acc=95.27%, top5-acc=99.85%, remaining_time=0:00:11.253272, arrival_time=2021-04-10 03:52:15.742949, cost_time=0:00:14.393775 2021-04-10 03:52:05,781 INFO : TRAIN, epoch=0103, iter=00120/00196, fetch data time cost=1.59ms, fps=1983 images/s, loss=0.1472, top1-acc=95.27%, top5-acc=99.84%, remaining_time=0:00:09.934264, arrival_time=2021-04-10 03:52:15.715652, cost_time=0:00:15.685644 2021-04-10 03:52:07,070 INFO : TRAIN, epoch=0103, iter=00130/00196, fetch data time cost=1.52ms, fps=1987 images/s, loss=0.1467, top1-acc=95.25%, top5-acc=99.84%, remaining_time=0:00:08.617818, arrival_time=2021-04-10 03:52:15.687997, cost_time=0:00:16.974440 2021-04-10 03:52:08,356 INFO : TRAIN, epoch=0103, iter=00140/00196, fetch data time cost=1.43ms, fps=1991 images/s, loss=0.1462, top1-acc=95.27%, top5-acc=99.84%, remaining_time=0:00:07.304304, arrival_time=2021-04-10 03:52:15.660765, cost_time=0:00:18.260721 2021-04-10 03:52:09,642 INFO : TRAIN, epoch=0103, iter=00150/00196, fetch data time cost=1.38ms, fps=1991 images/s, loss=0.1452, top1-acc=95.31%, top5-acc=99.85%, remaining_time=0:00:05.994306, arrival_time=2021-04-10 03:52:15.636661, cost_time=0:00:19.546617 2021-04-10 03:52:10,931 INFO : TRAIN, epoch=0103, iter=00160/00196, fetch data time cost=1.62ms, fps=1987 images/s, loss=0.1463, top1-acc=95.27%, top5-acc=99.84%, remaining_time=0:00:04.687920, arrival_time=2021-04-10 03:52:15.618887, cost_time=0:00:20.835213 2021-04-10 03:52:12,217 INFO : TRAIN, epoch=0103, iter=00170/00196, fetch data time cost=1.32ms, fps=1991 images/s, loss=0.1468, top1-acc=95.26%, top5-acc=99.84%, remaining_time=0:00:03.383302, arrival_time=2021-04-10 03:52:15.600582, cost_time=0:00:22.121541 2021-04-10 03:52:13,510 INFO : TRAIN, epoch=0103, iter=00180/00196, fetch data time cost=1.58ms, fps=1980 images/s, loss=0.1467, top1-acc=95.28%, top5-acc=99.83%, remaining_time=0:00:02.081312, arrival_time=2021-04-10 03:52:15.591736, cost_time=0:00:23.414686 2021-04-10 03:52:14,797 INFO : TRAIN, epoch=0103, iter=00190/00196, fetch data time cost=1.20ms, fps=1989 images/s, loss=0.1459, top1-acc=95.30%, top5-acc=99.83%, remaining_time=0:00:00.780060, arrival_time=2021-04-10 03:52:15.577706, cost_time=0:00:24.701908 2021-04-10 03:52:15,493 INFO : TRAIN, epoch=0103, iter=00196/00196, fetch data time cost=1.42ms, fps=1954 images/s, loss=0.1471, top1-acc=95.28%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-10 03:52:15.493927, cost_time=0:00:25.398191 2021-04-10 03:52:16,026 INFO : EVAL, epoch=0103, iter=00010/00040, fetch data time cost=0.31ms, fps=4812 images/s, loss=0.4413, top1-acc=87.77%, top5-acc=99.30%, remaining_time=0:00:01.596000, arrival_time=2021-04-10 03:52:17.622925, cost_time=0:00:00.531998 2021-04-10 03:52:16,443 INFO : EVAL, epoch=0103, iter=00020/00040, fetch data time cost=1.24ms, fps=6150 images/s, loss=0.4070, top1-acc=88.57%, top5-acc=99.41%, remaining_time=0:00:00.948580, arrival_time=2021-04-10 03:52:17.392081, cost_time=0:00:00.948579 2021-04-10 03:52:16,862 INFO : EVAL, epoch=0103, iter=00030/00040, fetch data time cost=1.25ms, fps=6117 images/s, loss=0.3980, top1-acc=89.06%, top5-acc=99.31%, remaining_time=0:00:00.455810, arrival_time=2021-04-10 03:52:17.318162, cost_time=0:00:01.367433 2021-04-10 03:52:17,243 INFO : EVAL, epoch=0103, iter=00040/00040, fetch data time cost=0.07ms, fps=6096 images/s, loss=0.3968, top1-acc=88.86%, top5-acc=99.34%, remaining_time=0:00:00, arrival_time=2021-04-10 03:52:17.243255, cost_time=0:00:01.748357 2021-04-10 03:52:18,078 INFO : Epoch=0103 complete, best val top1-acc=89.84%, top5-acc=99.16% (epoch=100), remaining_time=0:45:40.061723, arrival_time=2021-04-10 04:37:58.140237, cost_time=0:48:29.550068 2021-04-10 03:52:18,079 INFO : Train start, epoch=0104, lr=0.047645 2021-04-10 03:52:19,532 INFO : TRAIN, epoch=0104, iter=00010/00196, fetch data time cost=1.51ms, fps=1762 images/s, loss=0.1544, top1-acc=95.23%, top5-acc=99.84%, remaining_time=0:00:27.016314, arrival_time=2021-04-10 03:52:46.548295, cost_time=0:00:01.452494 2021-04-10 03:52:20,818 INFO : TRAIN, epoch=0104, iter=00020/00196, fetch data time cost=1.43ms, fps=1991 images/s, loss=0.1398, top1-acc=95.51%, top5-acc=99.86%, remaining_time=0:00:24.104960, arrival_time=2021-04-10 03:52:44.923639, cost_time=0:00:02.739198 2021-04-10 03:52:22,108 INFO : TRAIN, epoch=0104, iter=00030/00196, fetch data time cost=1.45ms, fps=1986 images/s, loss=0.1302, top1-acc=95.96%, top5-acc=99.90%, remaining_time=0:00:22.293966, arrival_time=2021-04-10 03:52:44.402425, cost_time=0:00:04.029044 2021-04-10 03:52:23,397 INFO : TRAIN, epoch=0104, iter=00040/00196, fetch data time cost=1.58ms, fps=1987 images/s, loss=0.1313, top1-acc=95.91%, top5-acc=99.89%, remaining_time=0:00:20.740200, arrival_time=2021-04-10 03:52:44.137588, cost_time=0:00:05.317988 2021-04-10 03:52:24,686 INFO : TRAIN, epoch=0104, iter=00050/00196, fetch data time cost=1.40ms, fps=1986 images/s, loss=0.1306, top1-acc=95.87%, top5-acc=99.89%, remaining_time=0:00:19.293316, arrival_time=2021-04-10 03:52:43.980137, cost_time=0:00:06.607287 2021-04-10 03:52:25,979 INFO : TRAIN, epoch=0104, iter=00060/00196, fetch data time cost=2.00ms, fps=1981 images/s, loss=0.1320, top1-acc=95.85%, top5-acc=99.90%, remaining_time=0:00:17.907256, arrival_time=2021-04-10 03:52:43.887001, cost_time=0:00:07.900255 2021-04-10 03:52:27,275 INFO : TRAIN, epoch=0104, iter=00070/00196, fetch data time cost=1.50ms, fps=1977 images/s, loss=0.1343, top1-acc=95.76%, top5-acc=99.89%, remaining_time=0:00:16.552116, arrival_time=2021-04-10 03:52:43.827154, cost_time=0:00:09.195628 2021-04-10 03:52:28,561 INFO : TRAIN, epoch=0104, iter=00080/00196, fetch data time cost=1.42ms, fps=1990 images/s, loss=0.1375, top1-acc=95.63%, top5-acc=99.87%, remaining_time=0:00:15.199712, arrival_time=2021-04-10 03:52:43.761652, cost_time=0:00:10.482522 2021-04-10 03:52:29,855 INFO : TRAIN, epoch=0104, iter=00090/00196, fetch data time cost=1.54ms, fps=1980 images/s, loss=0.1377, top1-acc=95.58%, top5-acc=99.87%, remaining_time=0:00:13.869358, arrival_time=2021-04-10 03:52:43.724786, cost_time=0:00:11.775883 2021-04-10 03:52:31,144 INFO : TRAIN, epoch=0104, iter=00100/00196, fetch data time cost=1.37ms, fps=1987 images/s, loss=0.1375, top1-acc=95.59%, top5-acc=99.86%, remaining_time=0:00:12.542304, arrival_time=2021-04-10 03:52:43.686635, cost_time=0:00:13.064924 2021-04-10 03:52:32,429 INFO : TRAIN, epoch=0104, iter=00110/00196, fetch data time cost=1.51ms, fps=1992 images/s, loss=0.1369, top1-acc=95.62%, top5-acc=99.86%, remaining_time=0:00:11.219302, arrival_time=2021-04-10 03:52:43.648937, cost_time=0:00:14.350224 2021-04-10 03:52:33,718 INFO : TRAIN, epoch=0104, iter=00120/00196, fetch data time cost=1.72ms, fps=1987 images/s, loss=0.1386, top1-acc=95.58%, top5-acc=99.86%, remaining_time=0:00:09.904624, arrival_time=2021-04-10 03:52:43.622948, cost_time=0:00:15.638863 2021-04-10 03:52:35,006 INFO : TRAIN, epoch=0104, iter=00130/00196, fetch data time cost=1.55ms, fps=1988 images/s, loss=0.1399, top1-acc=95.53%, top5-acc=99.86%, remaining_time=0:00:08.593860, arrival_time=2021-04-10 03:52:43.600512, cost_time=0:00:16.927247 2021-04-10 03:52:36,293 INFO : TRAIN, epoch=0104, iter=00140/00196, fetch data time cost=1.40ms, fps=1990 images/s, loss=0.1401, top1-acc=95.51%, top5-acc=99.87%, remaining_time=0:00:07.285656, arrival_time=2021-04-10 03:52:43.579441, cost_time=0:00:18.214173 2021-04-10 03:52:37,580 INFO : TRAIN, epoch=0104, iter=00150/00196, fetch data time cost=1.34ms, fps=1990 images/s, loss=0.1404, top1-acc=95.49%, top5-acc=99.87%, remaining_time=0:00:05.980414, arrival_time=2021-04-10 03:52:43.561230, cost_time=0:00:19.501407 2021-04-10 03:52:38,867 INFO : TRAIN, epoch=0104, iter=00160/00196, fetch data time cost=1.31ms, fps=1990 images/s, loss=0.1410, top1-acc=95.45%, top5-acc=99.87%, remaining_time=0:00:04.677372, arrival_time=2021-04-10 03:52:43.545050, cost_time=0:00:20.788268 2021-04-10 03:52:40,164 INFO : TRAIN, epoch=0104, iter=00170/00196, fetch data time cost=1.36ms, fps=1975 images/s, loss=0.1429, top1-acc=95.35%, top5-acc=99.87%, remaining_time=0:00:03.377712, arrival_time=2021-04-10 03:52:43.542159, cost_time=0:00:22.085004 2021-04-10 03:52:41,466 INFO : TRAIN, epoch=0104, iter=00180/00196, fetch data time cost=1.89ms, fps=1967 images/s, loss=0.1447, top1-acc=95.30%, top5-acc=99.86%, remaining_time=0:00:02.078864, arrival_time=2021-04-10 03:52:43.545495, cost_time=0:00:23.387162 2021-04-10 03:52:42,758 INFO : TRAIN, epoch=0104, iter=00190/00196, fetch data time cost=1.26ms, fps=1983 images/s, loss=0.1447, top1-acc=95.28%, top5-acc=99.86%, remaining_time=0:00:00.779334, arrival_time=2021-04-10 03:52:43.537720, cost_time=0:00:24.678978 2021-04-10 03:52:43,456 INFO : TRAIN, epoch=0104, iter=00196/00196, fetch data time cost=1.23ms, fps=1950 images/s, loss=0.1456, top1-acc=95.26%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-10 03:52:43.456315, cost_time=0:00:25.376920 2021-04-10 03:52:43,959 INFO : EVAL, epoch=0104, iter=00010/00040, fetch data time cost=1.47ms, fps=5101 images/s, loss=0.4244, top1-acc=88.05%, top5-acc=98.91%, remaining_time=0:00:01.505670, arrival_time=2021-04-10 03:52:45.464859, cost_time=0:00:00.501888 2021-04-10 03:52:44,378 INFO : EVAL, epoch=0104, iter=00020/00040, fetch data time cost=1.71ms, fps=6114 images/s, loss=0.4155, top1-acc=88.22%, top5-acc=99.02%, remaining_time=0:00:00.920940, arrival_time=2021-04-10 03:52:45.299220, cost_time=0:00:00.920946 2021-04-10 03:52:44,798 INFO : EVAL, epoch=0104, iter=00030/00040, fetch data time cost=1.52ms, fps=6101 images/s, loss=0.4124, top1-acc=88.24%, top5-acc=99.19%, remaining_time=0:00:00.446990, arrival_time=2021-04-10 03:52:45.245259, cost_time=0:00:01.340976 2021-04-10 03:52:45,183 INFO : EVAL, epoch=0104, iter=00040/00040, fetch data time cost=0.06ms, fps=6033 images/s, loss=0.4073, top1-acc=88.12%, top5-acc=99.21%, remaining_time=0:00:00, arrival_time=2021-04-10 03:52:45.183109, cost_time=0:00:01.725839 2021-04-10 03:52:45,940 INFO : Epoch=0104 complete, best val top1-acc=89.84%, top5-acc=99.16% (epoch=100), remaining_time=0:45:11.457408, arrival_time=2021-04-10 04:37:57.398065, cost_time=0:48:57.412212 2021-04-10 03:52:45,941 INFO : Train start, epoch=0105, lr=0.046860 2021-04-10 03:52:47,407 INFO : TRAIN, epoch=0105, iter=00010/00196, fetch data time cost=1.36ms, fps=1747 images/s, loss=0.1364, top1-acc=96.29%, top5-acc=99.84%, remaining_time=0:00:27.262020, arrival_time=2021-04-10 03:53:14.669151, cost_time=0:00:01.465697 2021-04-10 03:52:48,701 INFO : TRAIN, epoch=0105, iter=00020/00196, fetch data time cost=1.33ms, fps=1978 images/s, loss=0.1436, top1-acc=95.72%, top5-acc=99.90%, remaining_time=0:00:24.291696, arrival_time=2021-04-10 03:53:12.993473, cost_time=0:00:02.760425 2021-04-10 03:52:49,988 INFO : TRAIN, epoch=0105, iter=00030/00196, fetch data time cost=1.39ms, fps=1990 images/s, loss=0.1408, top1-acc=95.81%, top5-acc=99.90%, remaining_time=0:00:22.396056, arrival_time=2021-04-10 03:53:12.384884, cost_time=0:00:04.047478 2021-04-10 03:52:51,273 INFO : TRAIN, epoch=0105, iter=00040/00196, fetch data time cost=1.34ms, fps=1993 images/s, loss=0.1355, top1-acc=95.93%, top5-acc=99.90%, remaining_time=0:00:20.795736, arrival_time=2021-04-10 03:53:12.069374, cost_time=0:00:05.332252 2021-04-10 03:52:52,558 INFO : TRAIN, epoch=0105, iter=00050/00196, fetch data time cost=1.50ms, fps=1994 images/s, loss=0.1366, top1-acc=95.82%, top5-acc=99.89%, remaining_time=0:00:19.321348, arrival_time=2021-04-10 03:53:11.879877, cost_time=0:00:06.616901 2021-04-10 03:52:53,854 INFO : TRAIN, epoch=0105, iter=00060/00196, fetch data time cost=1.82ms, fps=1977 images/s, loss=0.1358, top1-acc=95.81%, top5-acc=99.88%, remaining_time=0:00:17.935680, arrival_time=2021-04-10 03:53:11.789840, cost_time=0:00:07.912781 2021-04-10 03:52:55,144 INFO : TRAIN, epoch=0105, iter=00070/00196, fetch data time cost=2.07ms, fps=1984 images/s, loss=0.1363, top1-acc=95.82%, top5-acc=99.87%, remaining_time=0:00:16.566354, arrival_time=2021-04-10 03:53:11.711242, cost_time=0:00:09.203537 2021-04-10 03:52:56,435 INFO : TRAIN, epoch=0105, iter=00080/00196, fetch data time cost=1.64ms, fps=1984 images/s, loss=0.1343, top1-acc=95.83%, top5-acc=99.88%, remaining_time=0:00:15.216184, arrival_time=2021-04-10 03:53:11.651526, cost_time=0:00:10.493960 2021-04-10 03:52:57,727 INFO : TRAIN, epoch=0105, iter=00090/00196, fetch data time cost=1.48ms, fps=1983 images/s, loss=0.1327, top1-acc=95.88%, top5-acc=99.89%, remaining_time=0:00:13.881018, arrival_time=2021-04-10 03:53:11.608111, cost_time=0:00:11.785743 2021-04-10 03:52:59,017 INFO : TRAIN, epoch=0105, iter=00100/00196, fetch data time cost=1.34ms, fps=1985 images/s, loss=0.1345, top1-acc=95.85%, top5-acc=99.89%, remaining_time=0:00:12.553056, arrival_time=2021-04-10 03:53:11.570463, cost_time=0:00:13.076068 2021-04-10 03:53:00,307 INFO : TRAIN, epoch=0105, iter=00110/00196, fetch data time cost=1.37ms, fps=1985 images/s, loss=0.1358, top1-acc=95.80%, top5-acc=99.88%, remaining_time=0:00:11.231600, arrival_time=2021-04-10 03:53:11.538974, cost_time=0:00:14.365951 2021-04-10 03:53:01,595 INFO : TRAIN, epoch=0105, iter=00120/00196, fetch data time cost=1.45ms, fps=1988 images/s, loss=0.1363, top1-acc=95.75%, top5-acc=99.88%, remaining_time=0:00:09.914428, arrival_time=2021-04-10 03:53:11.510153, cost_time=0:00:15.654366 2021-04-10 03:53:02,882 INFO : TRAIN, epoch=0105, iter=00130/00196, fetch data time cost=1.52ms, fps=1990 images/s, loss=0.1368, top1-acc=95.73%, top5-acc=99.89%, remaining_time=0:00:08.600856, arrival_time=2021-04-10 03:53:11.483324, cost_time=0:00:16.941117 2021-04-10 03:53:04,169 INFO : TRAIN, epoch=0105, iter=00140/00196, fetch data time cost=1.42ms, fps=1990 images/s, loss=0.1353, top1-acc=95.78%, top5-acc=99.88%, remaining_time=0:00:07.291256, arrival_time=2021-04-10 03:53:11.460791, cost_time=0:00:18.228140 2021-04-10 03:53:05,456 INFO : TRAIN, epoch=0105, iter=00150/00196, fetch data time cost=1.52ms, fps=1989 images/s, loss=0.1360, top1-acc=95.74%, top5-acc=99.88%, remaining_time=0:00:05.984784, arrival_time=2021-04-10 03:53:11.441676, cost_time=0:00:19.515540 2021-04-10 03:53:06,747 INFO : TRAIN, epoch=0105, iter=00160/00196, fetch data time cost=1.49ms, fps=1985 images/s, loss=0.1363, top1-acc=95.73%, top5-acc=99.88%, remaining_time=0:00:04.681260, arrival_time=2021-04-10 03:53:11.428237, cost_time=0:00:20.805554 2021-04-10 03:53:08,040 INFO : TRAIN, epoch=0105, iter=00170/00196, fetch data time cost=1.57ms, fps=1980 images/s, loss=0.1373, top1-acc=95.70%, top5-acc=99.88%, remaining_time=0:00:03.379870, arrival_time=2021-04-10 03:53:11.420358, cost_time=0:00:22.099126 2021-04-10 03:53:09,327 INFO : TRAIN, epoch=0105, iter=00180/00196, fetch data time cost=1.94ms, fps=1990 images/s, loss=0.1376, top1-acc=95.69%, top5-acc=99.87%, remaining_time=0:00:02.078768, arrival_time=2021-04-10 03:53:11.406271, cost_time=0:00:23.386151 2021-04-10 03:53:10,616 INFO : TRAIN, epoch=0105, iter=00190/00196, fetch data time cost=1.25ms, fps=1987 images/s, loss=0.1374, top1-acc=95.70%, top5-acc=99.87%, remaining_time=0:00:00.779214, arrival_time=2021-04-10 03:53:11.395590, cost_time=0:00:24.675027 2021-04-10 03:53:11,314 INFO : TRAIN, epoch=0105, iter=00196/00196, fetch data time cost=1.29ms, fps=1950 images/s, loss=0.1375, top1-acc=95.70%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-10 03:53:11.314119, cost_time=0:00:25.372781 2021-04-10 03:53:11,846 INFO : EVAL, epoch=0105, iter=00010/00040, fetch data time cost=0.30ms, fps=4816 images/s, loss=0.3564, top1-acc=89.18%, top5-acc=99.61%, remaining_time=0:00:01.594740, arrival_time=2021-04-10 03:53:13.441375, cost_time=0:00:00.531582 2021-04-10 03:53:12,267 INFO : EVAL, epoch=0105, iter=00020/00040, fetch data time cost=0.20ms, fps=6094 images/s, loss=0.3641, top1-acc=89.22%, top5-acc=99.39%, remaining_time=0:00:00.952040, arrival_time=2021-04-10 03:53:13.219122, cost_time=0:00:00.952037 2021-04-10 03:53:12,688 INFO : EVAL, epoch=0105, iter=00030/00040, fetch data time cost=1.26ms, fps=6085 images/s, loss=0.3630, top1-acc=89.47%, top5-acc=99.48%, remaining_time=0:00:00.457690, arrival_time=2021-04-10 03:53:13.145799, cost_time=0:00:01.373070 2021-04-10 03:53:13,068 INFO : EVAL, epoch=0105, iter=00040/00040, fetch data time cost=0.06ms, fps=6110 images/s, loss=0.3606, top1-acc=89.39%, top5-acc=99.42%, remaining_time=0:00:00, arrival_time=2021-04-10 03:53:13.068091, cost_time=0:00:01.753075 2021-04-10 03:53:14,101 INFO : Epoch=0105 complete, best val top1-acc=89.84%, top5-acc=99.16% (epoch=100), remaining_time=0:44:43.137440, arrival_time=2021-04-10 04:37:57.238882, cost_time=0:49:25.573000 2021-04-10 03:53:14,102 INFO : Train start, epoch=0106, lr=0.046077 2021-04-10 03:53:15,580 INFO : TRAIN, epoch=0106, iter=00010/00196, fetch data time cost=5.34ms, fps=1731 images/s, loss=0.1382, top1-acc=96.02%, top5-acc=99.80%, remaining_time=0:00:27.502332, arrival_time=2021-04-10 03:53:43.083155, cost_time=0:00:01.478625 2021-04-10 03:53:16,873 INFO : TRAIN, epoch=0106, iter=00020/00196, fetch data time cost=1.42ms, fps=1982 images/s, loss=0.1473, top1-acc=95.51%, top5-acc=99.82%, remaining_time=0:00:24.382336, arrival_time=2021-04-10 03:53:41.255366, cost_time=0:00:02.770719 2021-04-10 03:53:18,163 INFO : TRAIN, epoch=0106, iter=00030/00196, fetch data time cost=1.90ms, fps=1984 images/s, loss=0.1410, top1-acc=95.56%, top5-acc=99.83%, remaining_time=0:00:22.474906, arrival_time=2021-04-10 03:53:40.638792, cost_time=0:00:04.061716 2021-04-10 03:53:19,452 INFO : TRAIN, epoch=0106, iter=00040/00196, fetch data time cost=1.51ms, fps=1987 images/s, loss=0.1446, top1-acc=95.46%, top5-acc=99.78%, remaining_time=0:00:20.868120, arrival_time=2021-04-10 03:53:40.321027, cost_time=0:00:05.350792 2021-04-10 03:53:20,742 INFO : TRAIN, epoch=0106, iter=00050/00196, fetch data time cost=1.37ms, fps=1986 images/s, loss=0.1441, top1-acc=95.47%, top5-acc=99.80%, remaining_time=0:00:19.389384, arrival_time=2021-04-10 03:53:40.131762, cost_time=0:00:06.640193 2021-04-10 03:53:22,033 INFO : TRAIN, epoch=0106, iter=00060/00196, fetch data time cost=1.40ms, fps=1984 images/s, loss=0.1427, top1-acc=95.50%, top5-acc=99.82%, remaining_time=0:00:17.977704, arrival_time=2021-04-10 03:53:40.011180, cost_time=0:00:07.931363 2021-04-10 03:53:23,328 INFO : TRAIN, epoch=0106, iter=00070/00196, fetch data time cost=2.59ms, fps=1978 images/s, loss=0.1389, top1-acc=95.61%, top5-acc=99.83%, remaining_time=0:00:16.606674, arrival_time=2021-04-10 03:53:39.934756, cost_time=0:00:09.225902 2021-04-10 03:53:24,618 INFO : TRAIN, epoch=0106, iter=00080/00196, fetch data time cost=1.42ms, fps=1985 images/s, loss=0.1388, top1-acc=95.64%, top5-acc=99.83%, remaining_time=0:00:15.248896, arrival_time=2021-04-10 03:53:39.867480, cost_time=0:00:10.516476 2021-04-10 03:53:25,907 INFO : TRAIN, epoch=0106, iter=00090/00196, fetch data time cost=1.61ms, fps=1987 images/s, loss=0.1392, top1-acc=95.56%, top5-acc=99.84%, remaining_time=0:00:13.903914, arrival_time=2021-04-10 03:53:39.811205, cost_time=0:00:11.805175 2021-04-10 03:53:27,193 INFO : TRAIN, epoch=0106, iter=00100/00196, fetch data time cost=1.33ms, fps=1991 images/s, loss=0.1366, top1-acc=95.64%, top5-acc=99.83%, remaining_time=0:00:12.567456, arrival_time=2021-04-10 03:53:39.760701, cost_time=0:00:13.091114 2021-04-10 03:53:28,484 INFO : TRAIN, epoch=0106, iter=00110/00196, fetch data time cost=1.57ms, fps=1983 images/s, loss=0.1380, top1-acc=95.65%, top5-acc=99.83%, remaining_time=0:00:11.244328, arrival_time=2021-04-10 03:53:39.728853, cost_time=0:00:14.382322 2021-04-10 03:53:29,773 INFO : TRAIN, epoch=0106, iter=00120/00196, fetch data time cost=1.87ms, fps=1987 images/s, loss=0.1375, top1-acc=95.67%, top5-acc=99.83%, remaining_time=0:00:09.925144, arrival_time=2021-04-10 03:53:39.698562, cost_time=0:00:15.671310 2021-04-10 03:53:31,058 INFO : TRAIN, epoch=0106, iter=00130/00196, fetch data time cost=1.62ms, fps=1993 images/s, loss=0.1375, top1-acc=95.63%, top5-acc=99.83%, remaining_time=0:00:08.608578, arrival_time=2021-04-10 03:53:39.666993, cost_time=0:00:16.956287 2021-04-10 03:53:32,343 INFO : TRAIN, epoch=0106, iter=00140/00196, fetch data time cost=1.47ms, fps=1993 images/s, loss=0.1381, top1-acc=95.59%, top5-acc=99.84%, remaining_time=0:00:07.296408, arrival_time=2021-04-10 03:53:39.639582, cost_time=0:00:18.241054 2021-04-10 03:53:33,630 INFO : TRAIN, epoch=0106, iter=00150/00196, fetch data time cost=1.40ms, fps=1990 images/s, loss=0.1380, top1-acc=95.58%, top5-acc=99.84%, remaining_time=0:00:05.988648, arrival_time=2021-04-10 03:53:39.618916, cost_time=0:00:19.528153 2021-04-10 03:53:34,915 INFO : TRAIN, epoch=0106, iter=00160/00196, fetch data time cost=1.79ms, fps=1993 images/s, loss=0.1390, top1-acc=95.56%, top5-acc=99.84%, remaining_time=0:00:04.682952, arrival_time=2021-04-10 03:53:39.598204, cost_time=0:00:20.813094 2021-04-10 03:53:36,202 INFO : TRAIN, epoch=0106, iter=00170/00196, fetch data time cost=1.50ms, fps=1990 images/s, loss=0.1390, top1-acc=95.56%, top5-acc=99.85%, remaining_time=0:00:03.379974, arrival_time=2021-04-10 03:53:39.581940, cost_time=0:00:22.099851 2021-04-10 03:53:37,490 INFO : TRAIN, epoch=0106, iter=00180/00196, fetch data time cost=1.32ms, fps=1988 images/s, loss=0.1404, top1-acc=95.52%, top5-acc=99.85%, remaining_time=0:00:02.078960, arrival_time=2021-04-10 03:53:39.569325, cost_time=0:00:23.388255 2021-04-10 03:53:38,777 INFO : TRAIN, epoch=0106, iter=00190/00196, fetch data time cost=1.24ms, fps=1990 images/s, loss=0.1405, top1-acc=95.51%, top5-acc=99.85%, remaining_time=0:00:00.779220, arrival_time=2021-04-10 03:53:39.556639, cost_time=0:00:24.675309 2021-04-10 03:53:39,474 INFO : TRAIN, epoch=0106, iter=00196/00196, fetch data time cost=1.27ms, fps=1953 images/s, loss=0.1397, top1-acc=95.51%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-10 03:53:39.474064, cost_time=0:00:25.371973 2021-04-10 03:53:39,998 INFO : EVAL, epoch=0106, iter=00010/00040, fetch data time cost=0.20ms, fps=4887 images/s, loss=0.3836, top1-acc=89.10%, top5-acc=99.10%, remaining_time=0:00:01.571400, arrival_time=2021-04-10 03:53:41.570165, cost_time=0:00:00.523795 2021-04-10 03:53:40,418 INFO : EVAL, epoch=0106, iter=00020/00040, fetch data time cost=1.42ms, fps=6105 images/s, loss=0.3611, top1-acc=89.63%, top5-acc=99.18%, remaining_time=0:00:00.943440, arrival_time=2021-04-10 03:53:41.361856, cost_time=0:00:00.943445 2021-04-10 03:53:40,837 INFO : EVAL, epoch=0106, iter=00030/00040, fetch data time cost=1.32ms, fps=6118 images/s, loss=0.3661, top1-acc=89.43%, top5-acc=99.15%, remaining_time=0:00:00.454070, arrival_time=2021-04-10 03:53:41.291240, cost_time=0:00:01.362198 2021-04-10 03:53:41,219 INFO : EVAL, epoch=0106, iter=00040/00040, fetch data time cost=0.08ms, fps=6079 images/s, loss=0.3727, top1-acc=89.31%, top5-acc=99.16%, remaining_time=0:00:00, arrival_time=2021-04-10 03:53:41.219224, cost_time=0:00:01.744208 2021-04-10 03:53:41,979 INFO : Epoch=0106 complete, best val top1-acc=89.84%, top5-acc=99.16% (epoch=100), remaining_time=0:44:14.570152, arrival_time=2021-04-10 04:37:56.550049, cost_time=0:49:53.451441 2021-04-10 03:53:41,980 INFO : Train start, epoch=0107, lr=0.045295 2021-04-10 03:53:43,440 INFO : TRAIN, epoch=0107, iter=00010/00196, fetch data time cost=0.25ms, fps=1754 images/s, loss=0.1272, top1-acc=96.09%, top5-acc=99.96%, remaining_time=0:00:27.151350, arrival_time=2021-04-10 03:54:10.591696, cost_time=0:00:01.459746 2021-04-10 03:53:44,724 INFO : TRAIN, epoch=0107, iter=00020/00196, fetch data time cost=1.32ms, fps=1994 images/s, loss=0.1250, top1-acc=96.21%, top5-acc=99.90%, remaining_time=0:00:24.144912, arrival_time=2021-04-10 03:54:08.869246, cost_time=0:00:02.743740 2021-04-10 03:53:46,015 INFO : TRAIN, epoch=0107, iter=00030/00196, fetch data time cost=1.38ms, fps=1983 images/s, loss=0.1269, top1-acc=96.15%, top5-acc=99.90%, remaining_time=0:00:22.326502, arrival_time=2021-04-10 03:54:08.342034, cost_time=0:00:04.034922 2021-04-10 03:53:47,302 INFO : TRAIN, epoch=0107, iter=00040/00196, fetch data time cost=1.41ms, fps=1990 images/s, loss=0.1365, top1-acc=95.82%, top5-acc=99.89%, remaining_time=0:00:20.755800, arrival_time=2021-04-10 03:54:08.058387, cost_time=0:00:05.321981 2021-04-10 03:53:48,592 INFO : TRAIN, epoch=0107, iter=00050/00196, fetch data time cost=1.93ms, fps=1986 images/s, loss=0.1371, top1-acc=95.83%, top5-acc=99.88%, remaining_time=0:00:19.305434, arrival_time=2021-04-10 03:54:07.897474, cost_time=0:00:06.611436 2021-04-10 03:53:49,877 INFO : TRAIN, epoch=0107, iter=00060/00196, fetch data time cost=1.41ms, fps=1992 images/s, loss=0.1350, top1-acc=95.87%, top5-acc=99.88%, remaining_time=0:00:17.900048, arrival_time=2021-04-10 03:54:07.777707, cost_time=0:00:07.897059 2021-04-10 03:53:51,163 INFO : TRAIN, epoch=0107, iter=00070/00196, fetch data time cost=1.33ms, fps=1992 images/s, loss=0.1332, top1-acc=95.94%, top5-acc=99.88%, remaining_time=0:00:16.529184, arrival_time=2021-04-10 03:54:07.692707, cost_time=0:00:09.182890 2021-04-10 03:53:52,453 INFO : TRAIN, epoch=0107, iter=00080/00196, fetch data time cost=1.57ms, fps=1985 images/s, loss=0.1353, top1-acc=95.82%, top5-acc=99.87%, remaining_time=0:00:15.185792, arrival_time=2021-04-10 03:54:07.639351, cost_time=0:00:10.472952 2021-04-10 03:53:53,739 INFO : TRAIN, epoch=0107, iter=00090/00196, fetch data time cost=1.61ms, fps=1991 images/s, loss=0.1361, top1-acc=95.77%, top5-acc=99.87%, remaining_time=0:00:13.849642, arrival_time=2021-04-10 03:54:07.589336, cost_time=0:00:11.759093 2021-04-10 03:53:55,026 INFO : TRAIN, epoch=0107, iter=00100/00196, fetch data time cost=1.54ms, fps=1990 images/s, loss=0.1354, top1-acc=95.81%, top5-acc=99.87%, remaining_time=0:00:12.524352, arrival_time=2021-04-10 03:54:07.551141, cost_time=0:00:13.046186 2021-04-10 03:53:56,319 INFO : TRAIN, epoch=0107, iter=00110/00196, fetch data time cost=1.39ms, fps=1981 images/s, loss=0.1350, top1-acc=95.81%, top5-acc=99.88%, remaining_time=0:00:11.210186, arrival_time=2021-04-10 03:54:07.529430, cost_time=0:00:14.338644 2021-04-10 03:53:57,606 INFO : TRAIN, epoch=0107, iter=00120/00196, fetch data time cost=1.47ms, fps=1990 images/s, loss=0.1344, top1-acc=95.77%, top5-acc=99.87%, remaining_time=0:00:09.896188, arrival_time=2021-04-10 03:54:07.502397, cost_time=0:00:15.625611 2021-04-10 03:53:58,896 INFO : TRAIN, epoch=0107, iter=00130/00196, fetch data time cost=1.44ms, fps=1984 images/s, loss=0.1367, top1-acc=95.70%, top5-acc=99.86%, remaining_time=0:00:08.588250, arrival_time=2021-04-10 03:54:07.485142, cost_time=0:00:16.916287 2021-04-10 03:54:00,189 INFO : TRAIN, epoch=0107, iter=00140/00196, fetch data time cost=2.08ms, fps=1982 images/s, loss=0.1386, top1-acc=95.67%, top5-acc=99.85%, remaining_time=0:00:07.283360, arrival_time=2021-04-10 03:54:07.472415, cost_time=0:00:18.208451 2021-04-10 03:54:01,476 INFO : TRAIN, epoch=0107, iter=00150/00196, fetch data time cost=1.30ms, fps=1989 images/s, loss=0.1379, top1-acc=95.70%, top5-acc=99.85%, remaining_time=0:00:05.978850, arrival_time=2021-04-10 03:54:07.455681, cost_time=0:00:19.496229 2021-04-10 03:54:02,777 INFO : TRAIN, epoch=0107, iter=00160/00196, fetch data time cost=1.41ms, fps=1969 images/s, loss=0.1374, top1-acc=95.73%, top5-acc=99.85%, remaining_time=0:00:04.679280, arrival_time=2021-04-10 03:54:07.456776, cost_time=0:00:20.796818 2021-04-10 03:54:04,067 INFO : TRAIN, epoch=0107, iter=00170/00196, fetch data time cost=1.50ms, fps=1985 images/s, loss=0.1390, top1-acc=95.67%, top5-acc=99.86%, remaining_time=0:00:03.378050, arrival_time=2021-04-10 03:54:07.445964, cost_time=0:00:22.087316 2021-04-10 03:54:05,353 INFO : TRAIN, epoch=0107, iter=00180/00196, fetch data time cost=1.38ms, fps=1992 images/s, loss=0.1411, top1-acc=95.62%, top5-acc=99.85%, remaining_time=0:00:02.077584, arrival_time=2021-04-10 03:54:07.431029, cost_time=0:00:23.372846 2021-04-10 03:54:06,641 INFO : TRAIN, epoch=0107, iter=00190/00196, fetch data time cost=1.23ms, fps=1988 images/s, loss=0.1409, top1-acc=95.62%, top5-acc=99.85%, remaining_time=0:00:00.778770, arrival_time=2021-04-10 03:54:07.420508, cost_time=0:00:24.661140 2021-04-10 03:54:07,343 INFO : TRAIN, epoch=0107, iter=00196/00196, fetch data time cost=1.44ms, fps=1939 images/s, loss=0.1409, top1-acc=95.62%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-10 03:54:07.343642, cost_time=0:00:25.363021 2021-04-10 03:54:07,840 INFO : EVAL, epoch=0107, iter=00010/00040, fetch data time cost=0.29ms, fps=5168 images/s, loss=0.4339, top1-acc=88.44%, top5-acc=99.26%, remaining_time=0:00:01.485930, arrival_time=2021-04-10 03:54:09.326045, cost_time=0:00:00.495307 2021-04-10 03:54:08,261 INFO : EVAL, epoch=0107, iter=00020/00040, fetch data time cost=1.35ms, fps=6083 images/s, loss=0.4409, top1-acc=87.73%, top5-acc=99.26%, remaining_time=0:00:00.916500, arrival_time=2021-04-10 03:54:09.178006, cost_time=0:00:00.916499 2021-04-10 03:54:08,684 INFO : EVAL, epoch=0107, iter=00030/00040, fetch data time cost=1.44ms, fps=6061 images/s, loss=0.4331, top1-acc=87.94%, top5-acc=99.30%, remaining_time=0:00:00.446540, arrival_time=2021-04-10 03:54:09.130962, cost_time=0:00:01.339613 2021-04-10 03:54:09,067 INFO : EVAL, epoch=0107, iter=00040/00040, fetch data time cost=0.07ms, fps=6064 images/s, loss=0.4305, top1-acc=87.82%, top5-acc=99.35%, remaining_time=0:00:00, arrival_time=2021-04-10 03:54:09.067304, cost_time=0:00:01.722522 2021-04-10 03:54:09,832 INFO : Epoch=0107 complete, best val top1-acc=89.84%, top5-acc=99.16% (epoch=100), remaining_time=0:43:45.993105, arrival_time=2021-04-10 04:37:55.825435, cost_time=0:50:21.303875 2021-04-10 03:54:09,832 INFO : Train start, epoch=0108, lr=0.044513 2021-04-10 03:54:11,283 INFO : TRAIN, epoch=0108, iter=00010/00196, fetch data time cost=1.73ms, fps=1766 images/s, loss=0.1111, top1-acc=96.33%, top5-acc=99.88%, remaining_time=0:00:26.966094, arrival_time=2021-04-10 03:54:38.249012, cost_time=0:00:01.449792 2021-04-10 03:54:12,569 INFO : TRAIN, epoch=0108, iter=00020/00196, fetch data time cost=1.38ms, fps=1991 images/s, loss=0.1169, top1-acc=96.02%, top5-acc=99.94%, remaining_time=0:00:24.078736, arrival_time=2021-04-10 03:54:36.648002, cost_time=0:00:02.736224 2021-04-10 03:54:13,857 INFO : TRAIN, epoch=0108, iter=00030/00196, fetch data time cost=1.33ms, fps=1989 images/s, loss=0.1181, top1-acc=95.99%, top5-acc=99.92%, remaining_time=0:00:22.265580, arrival_time=2021-04-10 03:54:36.122592, cost_time=0:00:04.023901 2021-04-10 03:54:15,146 INFO : TRAIN, epoch=0108, iter=00040/00196, fetch data time cost=1.48ms, fps=1987 images/s, loss=0.1224, top1-acc=95.94%, top5-acc=99.88%, remaining_time=0:00:20.720856, arrival_time=2021-04-10 03:54:35.866920, cost_time=0:00:05.313027 2021-04-10 03:54:16,437 INFO : TRAIN, epoch=0108, iter=00050/00196, fetch data time cost=1.39ms, fps=1983 images/s, loss=0.1271, top1-acc=95.87%, top5-acc=99.86%, remaining_time=0:00:19.284118, arrival_time=2021-04-10 03:54:35.721383, cost_time=0:00:06.604153 2021-04-10 03:54:17,727 INFO : TRAIN, epoch=0108, iter=00060/00196, fetch data time cost=1.44ms, fps=1985 images/s, loss=0.1329, top1-acc=95.77%, top5-acc=99.85%, remaining_time=0:00:17.894336, arrival_time=2021-04-10 03:54:35.621934, cost_time=0:00:07.894547 2021-04-10 03:54:19,017 INFO : TRAIN, epoch=0108, iter=00070/00196, fetch data time cost=1.40ms, fps=1986 images/s, loss=0.1351, top1-acc=95.71%, top5-acc=99.84%, remaining_time=0:00:16.531578, arrival_time=2021-04-10 03:54:35.548856, cost_time=0:00:09.184232 2021-04-10 03:54:20,309 INFO : TRAIN, epoch=0108, iter=00080/00196, fetch data time cost=1.94ms, fps=1982 images/s, loss=0.1341, top1-acc=95.73%, top5-acc=99.84%, remaining_time=0:00:15.190896, arrival_time=2021-04-10 03:54:35.500416, cost_time=0:00:10.476483 2021-04-10 03:54:21,599 INFO : TRAIN, epoch=0108, iter=00090/00196, fetch data time cost=1.40ms, fps=1985 images/s, loss=0.1346, top1-acc=95.71%, top5-acc=99.84%, remaining_time=0:00:13.858228, arrival_time=2021-04-10 03:54:35.457667, cost_time=0:00:11.766402 2021-04-10 03:54:22,886 INFO : TRAIN, epoch=0108, iter=00100/00196, fetch data time cost=1.41ms, fps=1990 images/s, loss=0.1334, top1-acc=95.72%, top5-acc=99.83%, remaining_time=0:00:12.531072, arrival_time=2021-04-10 03:54:35.417413, cost_time=0:00:13.053232 2021-04-10 03:54:24,172 INFO : TRAIN, epoch=0108, iter=00110/00196, fetch data time cost=1.36ms, fps=1992 images/s, loss=0.1324, top1-acc=95.78%, top5-acc=99.84%, remaining_time=0:00:11.210530, arrival_time=2021-04-10 03:54:35.382654, cost_time=0:00:14.339076 2021-04-10 03:54:25,457 INFO : TRAIN, epoch=0108, iter=00120/00196, fetch data time cost=1.41ms, fps=1992 images/s, loss=0.1317, top1-acc=95.78%, top5-acc=99.84%, remaining_time=0:00:09.895732, arrival_time=2021-04-10 03:54:35.353644, cost_time=0:00:15.624873 2021-04-10 03:54:26,744 INFO : TRAIN, epoch=0108, iter=00130/00196, fetch data time cost=1.44ms, fps=1990 images/s, loss=0.1315, top1-acc=95.74%, top5-acc=99.84%, remaining_time=0:00:08.585940, arrival_time=2021-04-10 03:54:35.330634, cost_time=0:00:16.911655 2021-04-10 03:54:28,031 INFO : TRAIN, epoch=0108, iter=00140/00196, fetch data time cost=1.39ms, fps=1990 images/s, loss=0.1312, top1-acc=95.77%, top5-acc=99.84%, remaining_time=0:00:07.279384, arrival_time=2021-04-10 03:54:35.310908, cost_time=0:00:18.198489 2021-04-10 03:54:29,321 INFO : TRAIN, epoch=0108, iter=00150/00196, fetch data time cost=1.32ms, fps=1986 images/s, loss=0.1306, top1-acc=95.80%, top5-acc=99.84%, remaining_time=0:00:05.976366, arrival_time=2021-04-10 03:54:35.297574, cost_time=0:00:19.488178 2021-04-10 03:54:30,613 INFO : TRAIN, epoch=0108, iter=00160/00196, fetch data time cost=1.51ms, fps=1982 images/s, loss=0.1294, top1-acc=95.82%, top5-acc=99.85%, remaining_time=0:00:04.675608, arrival_time=2021-04-10 03:54:35.289077, cost_time=0:00:20.780428 2021-04-10 03:54:31,907 INFO : TRAIN, epoch=0108, iter=00170/00196, fetch data time cost=1.69ms, fps=1979 images/s, loss=0.1285, top1-acc=95.86%, top5-acc=99.86%, remaining_time=0:00:03.376100, arrival_time=2021-04-10 03:54:35.283597, cost_time=0:00:22.074456 2021-04-10 03:54:33,196 INFO : TRAIN, epoch=0108, iter=00180/00196, fetch data time cost=2.17ms, fps=1987 images/s, loss=0.1300, top1-acc=95.81%, top5-acc=99.86%, remaining_time=0:00:02.076720, arrival_time=2021-04-10 03:54:35.272976, cost_time=0:00:23.363165 2021-04-10 03:54:34,488 INFO : TRAIN, epoch=0108, iter=00190/00196, fetch data time cost=1.23ms, fps=1983 images/s, loss=0.1316, top1-acc=95.77%, top5-acc=99.86%, remaining_time=0:00:00.778584, arrival_time=2021-04-10 03:54:35.266813, cost_time=0:00:24.655075 2021-04-10 03:54:35,185 INFO : TRAIN, epoch=0108, iter=00196/00196, fetch data time cost=1.28ms, fps=1953 images/s, loss=0.1327, top1-acc=95.77%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-10 03:54:35.185365, cost_time=0:00:25.352340 2021-04-10 03:54:35,691 INFO : EVAL, epoch=0108, iter=00010/00040, fetch data time cost=0.41ms, fps=5070 images/s, loss=0.6190, top1-acc=84.06%, top5-acc=97.81%, remaining_time=0:00:01.514670, arrival_time=2021-04-10 03:54:37.205854, cost_time=0:00:00.504892 2021-04-10 03:54:36,114 INFO : EVAL, epoch=0108, iter=00020/00040, fetch data time cost=1.76ms, fps=6047 images/s, loss=0.5928, top1-acc=84.45%, top5-acc=98.22%, remaining_time=0:00:00.928580, arrival_time=2021-04-10 03:54:37.043495, cost_time=0:00:00.928580 2021-04-10 03:54:36,536 INFO : EVAL, epoch=0108, iter=00030/00040, fetch data time cost=1.39ms, fps=6083 images/s, loss=0.5822, top1-acc=84.75%, top5-acc=98.40%, remaining_time=0:00:00.449970, arrival_time=2021-04-10 03:54:36.986166, cost_time=0:00:01.349902 2021-04-10 03:54:36,916 INFO : EVAL, epoch=0108, iter=00040/00040, fetch data time cost=0.07ms, fps=6099 images/s, loss=0.5985, top1-acc=84.88%, top5-acc=98.30%, remaining_time=0:00:00, arrival_time=2021-04-10 03:54:36.916894, cost_time=0:00:01.730629 2021-04-10 03:54:37,674 INFO : Epoch=0108 complete, best val top1-acc=89.84%, top5-acc=99.16% (epoch=100), remaining_time=0:43:17.420636, arrival_time=2021-04-10 04:37:55.095004, cost_time=0:50:49.145915 2021-04-10 03:54:37,674 INFO : Train start, epoch=0109, lr=0.043733 2021-04-10 03:54:39,167 INFO : TRAIN, epoch=0109, iter=00010/00196, fetch data time cost=1.73ms, fps=1716 images/s, loss=0.1789, top1-acc=94.88%, top5-acc=99.69%, remaining_time=0:00:27.751200, arrival_time=2021-04-10 03:55:06.918352, cost_time=0:00:01.491999 2021-04-10 03:54:40,455 INFO : TRAIN, epoch=0109, iter=00020/00196, fetch data time cost=1.57ms, fps=1988 images/s, loss=0.1686, top1-acc=94.73%, top5-acc=99.79%, remaining_time=0:00:24.469104, arrival_time=2021-04-10 03:55:04.924925, cost_time=0:00:02.780575 2021-04-10 03:54:41,747 INFO : TRAIN, epoch=0109, iter=00030/00196, fetch data time cost=1.37ms, fps=1983 images/s, loss=0.1583, top1-acc=95.10%, top5-acc=99.80%, remaining_time=0:00:22.533172, arrival_time=2021-04-10 03:55:04.280508, cost_time=0:00:04.072260 2021-04-10 03:54:43,039 INFO : TRAIN, epoch=0109, iter=00040/00196, fetch data time cost=1.32ms, fps=1982 images/s, loss=0.1540, top1-acc=95.20%, top5-acc=99.82%, remaining_time=0:00:20.921160, arrival_time=2021-04-10 03:55:03.960602, cost_time=0:00:05.364380 2021-04-10 03:54:44,335 INFO : TRAIN, epoch=0109, iter=00050/00196, fetch data time cost=1.43ms, fps=1977 images/s, loss=0.1500, top1-acc=95.22%, top5-acc=99.84%, remaining_time=0:00:19.446616, arrival_time=2021-04-10 03:55:03.781567, cost_time=0:00:06.659816 2021-04-10 03:54:45,623 INFO : TRAIN, epoch=0109, iter=00060/00196, fetch data time cost=1.39ms, fps=1988 images/s, loss=0.1515, top1-acc=95.21%, top5-acc=99.83%, remaining_time=0:00:18.016192, arrival_time=2021-04-10 03:55:03.639595, cost_time=0:00:07.948317 2021-04-10 03:54:46,913 INFO : TRAIN, epoch=0109, iter=00070/00196, fetch data time cost=1.44ms, fps=1986 images/s, loss=0.1476, top1-acc=95.32%, top5-acc=99.84%, remaining_time=0:00:16.628598, arrival_time=2021-04-10 03:55:03.541798, cost_time=0:00:09.238097 2021-04-10 03:54:48,201 INFO : TRAIN, epoch=0109, iter=00080/00196, fetch data time cost=1.48ms, fps=1989 images/s, loss=0.1440, top1-acc=95.45%, top5-acc=99.86%, remaining_time=0:00:15.262700, arrival_time=2021-04-10 03:55:03.463811, cost_time=0:00:10.525999 2021-04-10 03:54:49,493 INFO : TRAIN, epoch=0109, iter=00090/00196, fetch data time cost=1.41ms, fps=1982 images/s, loss=0.1414, top1-acc=95.58%, top5-acc=99.87%, remaining_time=0:00:13.919708, arrival_time=2021-04-10 03:55:03.413397, cost_time=0:00:11.818625 2021-04-10 03:54:50,783 INFO : TRAIN, epoch=0109, iter=00100/00196, fetch data time cost=1.34ms, fps=1986 images/s, loss=0.1400, top1-acc=95.61%, top5-acc=99.87%, remaining_time=0:00:12.583584, arrival_time=2021-04-10 03:55:03.366580, cost_time=0:00:13.107862 2021-04-10 03:54:52,072 INFO : TRAIN, epoch=0109, iter=00110/00196, fetch data time cost=1.90ms, fps=1987 images/s, loss=0.1389, top1-acc=95.63%, top5-acc=99.88%, remaining_time=0:00:11.255938, arrival_time=2021-04-10 03:55:03.328118, cost_time=0:00:14.397110 2021-04-10 03:54:53,358 INFO : TRAIN, epoch=0109, iter=00120/00196, fetch data time cost=1.39ms, fps=1991 images/s, loss=0.1395, top1-acc=95.61%, top5-acc=99.88%, remaining_time=0:00:09.932896, arrival_time=2021-04-10 03:55:03.291477, cost_time=0:00:15.683512 2021-04-10 03:54:54,644 INFO : TRAIN, epoch=0109, iter=00130/00196, fetch data time cost=1.42ms, fps=1992 images/s, loss=0.1377, top1-acc=95.64%, top5-acc=99.88%, remaining_time=0:00:08.615112, arrival_time=2021-04-10 03:55:03.259396, cost_time=0:00:16.969216 2021-04-10 03:54:55,930 INFO : TRAIN, epoch=0109, iter=00140/00196, fetch data time cost=1.38ms, fps=1990 images/s, loss=0.1368, top1-acc=95.67%, top5-acc=99.88%, remaining_time=0:00:07.302288, arrival_time=2021-04-10 03:55:03.233144, cost_time=0:00:18.255787 2021-04-10 03:54:57,217 INFO : TRAIN, epoch=0109, iter=00150/00196, fetch data time cost=1.30ms, fps=1990 images/s, loss=0.1367, top1-acc=95.68%, top5-acc=99.87%, remaining_time=0:00:05.993156, arrival_time=2021-04-10 03:55:03.211109, cost_time=0:00:19.542888 2021-04-10 03:54:58,507 INFO : TRAIN, epoch=0109, iter=00160/00196, fetch data time cost=1.50ms, fps=1986 images/s, loss=0.1361, top1-acc=95.70%, top5-acc=99.87%, remaining_time=0:00:04.687272, arrival_time=2021-04-10 03:55:03.194629, cost_time=0:00:20.832291 2021-04-10 03:54:59,792 INFO : TRAIN, epoch=0109, iter=00170/00196, fetch data time cost=1.32ms, fps=1992 images/s, loss=0.1361, top1-acc=95.70%, top5-acc=99.88%, remaining_time=0:00:03.382730, arrival_time=2021-04-10 03:55:03.175666, cost_time=0:00:22.117869 2021-04-10 03:55:01,081 INFO : TRAIN, epoch=0109, iter=00180/00196, fetch data time cost=1.42ms, fps=1987 images/s, loss=0.1356, top1-acc=95.71%, top5-acc=99.88%, remaining_time=0:00:02.080592, arrival_time=2021-04-10 03:55:03.162385, cost_time=0:00:23.406727 2021-04-10 03:55:02,371 INFO : TRAIN, epoch=0109, iter=00190/00196, fetch data time cost=1.67ms, fps=1986 images/s, loss=0.1347, top1-acc=95.74%, top5-acc=99.88%, remaining_time=0:00:00.779874, arrival_time=2021-04-10 03:55:03.151039, cost_time=0:00:24.695965 2021-04-10 03:55:03,068 INFO : TRAIN, epoch=0109, iter=00196/00196, fetch data time cost=1.25ms, fps=1953 images/s, loss=0.1340, top1-acc=95.74%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-10 03:55:03.068067, cost_time=0:00:25.393016 2021-04-10 03:55:03,596 INFO : EVAL, epoch=0109, iter=00010/00040, fetch data time cost=2.48ms, fps=4851 images/s, loss=0.4125, top1-acc=88.75%, top5-acc=99.02%, remaining_time=0:00:01.583280, arrival_time=2021-04-10 03:55:05.180006, cost_time=0:00:00.527764 2021-04-10 03:55:04,015 INFO : EVAL, epoch=0109, iter=00020/00040, fetch data time cost=1.36ms, fps=6121 images/s, loss=0.4094, top1-acc=88.69%, top5-acc=98.95%, remaining_time=0:00:00.946320, arrival_time=2021-04-10 03:55:04.961580, cost_time=0:00:00.946310 2021-04-10 03:55:04,435 INFO : EVAL, epoch=0109, iter=00030/00040, fetch data time cost=1.31ms, fps=6100 images/s, loss=0.4166, top1-acc=88.55%, top5-acc=98.93%, remaining_time=0:00:00.455420, arrival_time=2021-04-10 03:55:04.890643, cost_time=0:00:01.366269 2021-04-10 03:55:04,815 INFO : EVAL, epoch=0109, iter=00040/00040, fetch data time cost=0.06ms, fps=6102 images/s, loss=0.4287, top1-acc=88.17%, top5-acc=98.93%, remaining_time=0:00:00, arrival_time=2021-04-10 03:55:04.815702, cost_time=0:00:01.746779 2021-04-10 03:55:05,575 INFO : Epoch=0109 complete, best val top1-acc=89.84%, top5-acc=99.16% (epoch=100), remaining_time=0:42:48.910981, arrival_time=2021-04-10 04:37:54.486707, cost_time=0:51:17.047266 2021-04-10 03:55:05,576 INFO : Train start, epoch=0110, lr=0.042955 2021-04-10 03:55:07,075 INFO : TRAIN, epoch=0110, iter=00010/00196, fetch data time cost=1.34ms, fps=1707 images/s, loss=0.1133, top1-acc=96.60%, top5-acc=99.88%, remaining_time=0:00:27.887724, arrival_time=2021-04-10 03:55:34.963620, cost_time=0:00:01.499337 2021-04-10 03:55:08,365 INFO : TRAIN, epoch=0110, iter=00020/00196, fetch data time cost=1.39ms, fps=1986 images/s, loss=0.1263, top1-acc=96.13%, top5-acc=99.88%, remaining_time=0:00:24.540736, arrival_time=2021-04-10 03:55:32.905928, cost_time=0:00:02.788710 2021-04-10 03:55:09,653 INFO : TRAIN, epoch=0110, iter=00030/00196, fetch data time cost=1.33ms, fps=1987 images/s, loss=0.1184, top1-acc=96.38%, top5-acc=99.91%, remaining_time=0:00:22.560562, arrival_time=2021-04-10 03:55:32.214245, cost_time=0:00:04.077201 2021-04-10 03:55:10,941 INFO : TRAIN, epoch=0110, iter=00040/00196, fetch data time cost=1.52ms, fps=1988 images/s, loss=0.1240, top1-acc=96.09%, top5-acc=99.90%, remaining_time=0:00:20.924904, arrival_time=2021-04-10 03:55:31.866748, cost_time=0:00:05.365361 2021-04-10 03:55:12,230 INFO : TRAIN, epoch=0110, iter=00050/00196, fetch data time cost=1.42ms, fps=1987 images/s, loss=0.1272, top1-acc=96.02%, top5-acc=99.90%, remaining_time=0:00:19.430994, arrival_time=2021-04-10 03:55:31.661903, cost_time=0:00:06.654426 2021-04-10 03:55:13,524 INFO : TRAIN, epoch=0110, iter=00060/00196, fetch data time cost=1.39ms, fps=1981 images/s, loss=0.1262, top1-acc=96.03%, top5-acc=99.92%, remaining_time=0:00:18.014152, arrival_time=2021-04-10 03:55:31.538123, cost_time=0:00:07.947425 2021-04-10 03:55:14,810 INFO : TRAIN, epoch=0110, iter=00070/00196, fetch data time cost=1.35ms, fps=1991 images/s, loss=0.1250, top1-acc=96.08%, top5-acc=99.92%, remaining_time=0:00:16.621164, arrival_time=2021-04-10 03:55:31.431595, cost_time=0:00:09.233948 2021-04-10 03:55:16,101 INFO : TRAIN, epoch=0110, iter=00080/00196, fetch data time cost=1.33ms, fps=1983 images/s, loss=0.1258, top1-acc=96.05%, top5-acc=99.92%, remaining_time=0:00:15.261540, arrival_time=2021-04-10 03:55:31.363231, cost_time=0:00:10.525211 2021-04-10 03:55:17,394 INFO : TRAIN, epoch=0110, iter=00090/00196, fetch data time cost=1.53ms, fps=1981 images/s, loss=0.1256, top1-acc=96.10%, top5-acc=99.92%, remaining_time=0:00:13.918542, arrival_time=2021-04-10 03:55:31.312682, cost_time=0:00:11.817647 2021-04-10 03:55:18,680 INFO : TRAIN, epoch=0110, iter=00100/00196, fetch data time cost=1.54ms, fps=1990 images/s, loss=0.1251, top1-acc=96.09%, top5-acc=99.91%, remaining_time=0:00:12.580128, arrival_time=2021-04-10 03:55:31.260935, cost_time=0:00:13.104327 2021-04-10 03:55:19,974 INFO : TRAIN, epoch=0110, iter=00110/00196, fetch data time cost=1.34ms, fps=1980 images/s, loss=0.1262, top1-acc=96.05%, top5-acc=99.91%, remaining_time=0:00:11.256540, arrival_time=2021-04-10 03:55:31.231009, cost_time=0:00:14.397914 2021-04-10 03:55:21,261 INFO : TRAIN, epoch=0110, iter=00120/00196, fetch data time cost=1.35ms, fps=1991 images/s, loss=0.1274, top1-acc=95.98%, top5-acc=99.91%, remaining_time=0:00:09.933504, arrival_time=2021-04-10 03:55:31.194487, cost_time=0:00:15.684501 2021-04-10 03:55:22,548 INFO : TRAIN, epoch=0110, iter=00130/00196, fetch data time cost=1.78ms, fps=1989 images/s, loss=0.1273, top1-acc=96.01%, top5-acc=99.90%, remaining_time=0:00:08.616564, arrival_time=2021-04-10 03:55:31.165039, cost_time=0:00:16.971990 2021-04-10 03:55:23,838 INFO : TRAIN, epoch=0110, iter=00140/00196, fetch data time cost=1.31ms, fps=1985 images/s, loss=0.1271, top1-acc=96.01%, top5-acc=99.90%, remaining_time=0:00:07.304976, arrival_time=2021-04-10 03:55:31.143863, cost_time=0:00:18.262406 2021-04-10 03:55:25,124 INFO : TRAIN, epoch=0110, iter=00150/00196, fetch data time cost=1.58ms, fps=1992 images/s, loss=0.1275, top1-acc=96.01%, top5-acc=99.90%, remaining_time=0:00:05.994582, arrival_time=2021-04-10 03:55:31.118686, cost_time=0:00:19.547616 2021-04-10 03:55:26,412 INFO : TRAIN, epoch=0110, iter=00160/00196, fetch data time cost=1.37ms, fps=1987 images/s, loss=0.1278, top1-acc=95.99%, top5-acc=99.90%, remaining_time=0:00:04.688136, arrival_time=2021-04-10 03:55:31.100834, cost_time=0:00:20.836215 2021-04-10 03:55:27,704 INFO : TRAIN, epoch=0110, iter=00170/00196, fetch data time cost=1.32ms, fps=1983 images/s, loss=0.1283, top1-acc=95.98%, top5-acc=99.89%, remaining_time=0:00:03.384238, arrival_time=2021-04-10 03:55:31.088428, cost_time=0:00:22.127701 2021-04-10 03:55:28,991 INFO : TRAIN, epoch=0110, iter=00180/00196, fetch data time cost=1.35ms, fps=1990 images/s, loss=0.1284, top1-acc=95.96%, top5-acc=99.88%, remaining_time=0:00:02.081312, arrival_time=2021-04-10 03:55:31.072573, cost_time=0:00:23.414776 2021-04-10 03:55:30,279 INFO : TRAIN, epoch=0110, iter=00190/00196, fetch data time cost=1.84ms, fps=1988 images/s, loss=0.1293, top1-acc=95.93%, top5-acc=99.88%, remaining_time=0:00:00.780096, arrival_time=2021-04-10 03:55:31.059677, cost_time=0:00:24.703029 2021-04-10 03:55:30,975 INFO : TRAIN, epoch=0110, iter=00196/00196, fetch data time cost=1.27ms, fps=1956 images/s, loss=0.1289, top1-acc=95.93%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-10 03:55:30.975365, cost_time=0:00:25.398898 2021-04-10 03:55:31,472 INFO : EVAL, epoch=0110, iter=00010/00040, fetch data time cost=0.20ms, fps=5155 images/s, loss=0.3894, top1-acc=88.52%, top5-acc=99.37%, remaining_time=0:00:01.489710, arrival_time=2021-04-10 03:55:32.962572, cost_time=0:00:00.496568 2021-04-10 03:55:31,894 INFO : EVAL, epoch=0110, iter=00020/00040, fetch data time cost=1.57ms, fps=6079 images/s, loss=0.4057, top1-acc=88.55%, top5-acc=99.20%, remaining_time=0:00:00.918020, arrival_time=2021-04-10 03:55:32.812348, cost_time=0:00:00.918023 2021-04-10 03:55:32,317 INFO : EVAL, epoch=0110, iter=00030/00040, fetch data time cost=1.47ms, fps=6059 images/s, loss=0.4121, top1-acc=88.42%, top5-acc=99.23%, remaining_time=0:00:00.446960, arrival_time=2021-04-10 03:55:32.764163, cost_time=0:00:01.340886 2021-04-10 03:55:32,701 INFO : EVAL, epoch=0110, iter=00040/00040, fetch data time cost=0.08ms, fps=6044 images/s, loss=0.4287, top1-acc=88.34%, top5-acc=99.28%, remaining_time=0:00:00, arrival_time=2021-04-10 03:55:32.701360, cost_time=0:00:01.725081 2021-04-10 03:55:33,509 INFO : Epoch=0110 complete, best val top1-acc=89.84%, top5-acc=99.16% (epoch=100), remaining_time=0:42:20.438730, arrival_time=2021-04-10 04:37:53.947811, cost_time=0:51:44.980637 2021-04-10 03:55:33,509 INFO : Train start, epoch=0111, lr=0.042178 2021-04-10 03:55:34,966 INFO : TRAIN, epoch=0111, iter=00010/00196, fetch data time cost=0.50ms, fps=1758 images/s, loss=0.1343, top1-acc=95.78%, top5-acc=99.73%, remaining_time=0:00:27.090156, arrival_time=2021-04-10 03:56:02.056462, cost_time=0:00:01.456464 2021-04-10 03:55:36,271 INFO : TRAIN, epoch=0111, iter=00020/00196, fetch data time cost=1.69ms, fps=1962 images/s, loss=0.1233, top1-acc=96.07%, top5-acc=99.79%, remaining_time=0:00:24.305424, arrival_time=2021-04-10 03:56:00.577171, cost_time=0:00:02.761980 2021-04-10 03:55:37,561 INFO : TRAIN, epoch=0111, iter=00030/00196, fetch data time cost=1.34ms, fps=1986 images/s, loss=0.1175, top1-acc=96.22%, top5-acc=99.84%, remaining_time=0:00:22.418798, arrival_time=2021-04-10 03:55:59.980139, cost_time=0:00:04.051576 2021-04-10 03:55:38,851 INFO : TRAIN, epoch=0111, iter=00040/00196, fetch data time cost=1.41ms, fps=1985 images/s, loss=0.1156, top1-acc=96.26%, top5-acc=99.87%, remaining_time=0:00:20.833488, arrival_time=2021-04-10 03:55:59.685253, cost_time=0:00:05.341932 2021-04-10 03:55:40,146 INFO : TRAIN, epoch=0111, iter=00050/00196, fetch data time cost=1.51ms, fps=1978 images/s, loss=0.1170, top1-acc=96.28%, top5-acc=99.85%, remaining_time=0:00:19.379894, arrival_time=2021-04-10 03:55:59.526631, cost_time=0:00:06.636963 2021-04-10 03:55:41,434 INFO : TRAIN, epoch=0111, iter=00060/00196, fetch data time cost=1.73ms, fps=1989 images/s, loss=0.1199, top1-acc=96.25%, top5-acc=99.84%, remaining_time=0:00:17.962064, arrival_time=2021-04-10 03:55:59.396277, cost_time=0:00:07.924451 2021-04-10 03:55:42,720 INFO : TRAIN, epoch=0111, iter=00070/00196, fetch data time cost=1.50ms, fps=1991 images/s, loss=0.1180, top1-acc=96.32%, top5-acc=99.86%, remaining_time=0:00:16.578954, arrival_time=2021-04-10 03:55:59.299241, cost_time=0:00:09.210522 2021-04-10 03:55:44,010 INFO : TRAIN, epoch=0111, iter=00080/00196, fetch data time cost=1.34ms, fps=1988 images/s, loss=0.1203, top1-acc=96.24%, top5-acc=99.85%, remaining_time=0:00:15.223260, arrival_time=2021-04-10 03:55:59.233868, cost_time=0:00:10.498815 2021-04-10 03:55:45,306 INFO : TRAIN, epoch=0111, iter=00090/00196, fetch data time cost=1.92ms, fps=1976 images/s, loss=0.1210, top1-acc=96.25%, top5-acc=99.84%, remaining_time=0:00:13.893844, arrival_time=2021-04-10 03:55:59.200383, cost_time=0:00:11.796691 2021-04-10 03:55:46,595 INFO : TRAIN, epoch=0111, iter=00100/00196, fetch data time cost=1.33ms, fps=1988 images/s, loss=0.1202, top1-acc=96.30%, top5-acc=99.83%, remaining_time=0:00:12.561792, arrival_time=2021-04-10 03:55:59.156749, cost_time=0:00:13.085188 2021-04-10 03:55:47,880 INFO : TRAIN, epoch=0111, iter=00110/00196, fetch data time cost=1.53ms, fps=1992 images/s, loss=0.1197, top1-acc=96.26%, top5-acc=99.84%, remaining_time=0:00:11.235384, arrival_time=2021-04-10 03:55:59.115965, cost_time=0:00:14.370809 2021-04-10 03:55:49,172 INFO : TRAIN, epoch=0111, iter=00120/00196, fetch data time cost=1.40ms, fps=1982 images/s, loss=0.1199, top1-acc=96.25%, top5-acc=99.84%, remaining_time=0:00:09.919824, arrival_time=2021-04-10 03:55:59.092489, cost_time=0:00:15.662907 2021-04-10 03:55:50,461 INFO : TRAIN, epoch=0111, iter=00130/00196, fetch data time cost=1.34ms, fps=1988 images/s, loss=0.1203, top1-acc=96.26%, top5-acc=99.84%, remaining_time=0:00:08.606004, arrival_time=2021-04-10 03:55:59.066989, cost_time=0:00:16.951214 2021-04-10 03:55:51,747 INFO : TRAIN, epoch=0111, iter=00140/00196, fetch data time cost=1.50ms, fps=1991 images/s, loss=0.1217, top1-acc=96.21%, top5-acc=99.84%, remaining_time=0:00:07.295008, arrival_time=2021-04-10 03:55:59.042344, cost_time=0:00:18.237569 2021-04-10 03:55:53,034 INFO : TRAIN, epoch=0111, iter=00150/00196, fetch data time cost=1.95ms, fps=1989 images/s, loss=0.1233, top1-acc=96.17%, top5-acc=99.85%, remaining_time=0:00:05.987636, arrival_time=2021-04-10 03:55:59.022385, cost_time=0:00:19.524919 2021-04-10 03:55:54,324 INFO : TRAIN, epoch=0111, iter=00160/00196, fetch data time cost=1.80ms, fps=1985 images/s, loss=0.1240, top1-acc=96.13%, top5-acc=99.85%, remaining_time=0:00:04.683384, arrival_time=2021-04-10 03:55:59.008266, cost_time=0:00:20.815117 2021-04-10 03:55:55,613 INFO : TRAIN, epoch=0111, iter=00170/00196, fetch data time cost=1.42ms, fps=1987 images/s, loss=0.1238, top1-acc=96.12%, top5-acc=99.86%, remaining_time=0:00:03.380546, arrival_time=2021-04-10 03:55:58.993920, cost_time=0:00:22.103614 2021-04-10 03:55:56,901 INFO : TRAIN, epoch=0111, iter=00180/00196, fetch data time cost=1.41ms, fps=1988 images/s, loss=0.1241, top1-acc=96.11%, top5-acc=99.86%, remaining_time=0:00:02.079264, arrival_time=2021-04-10 03:55:58.980747, cost_time=0:00:23.391715 2021-04-10 03:55:58,189 INFO : TRAIN, epoch=0111, iter=00190/00196, fetch data time cost=1.39ms, fps=1989 images/s, loss=0.1248, top1-acc=96.10%, top5-acc=99.86%, remaining_time=0:00:00.779346, arrival_time=2021-04-10 03:55:58.968411, cost_time=0:00:24.679301 2021-04-10 03:55:58,886 INFO : TRAIN, epoch=0111, iter=00196/00196, fetch data time cost=1.29ms, fps=1952 images/s, loss=0.1248, top1-acc=96.12%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-10 03:55:58.886255, cost_time=0:00:25.376495 2021-04-10 03:55:59,402 INFO : EVAL, epoch=0111, iter=00010/00040, fetch data time cost=4.56ms, fps=4969 images/s, loss=0.5286, top1-acc=85.90%, top5-acc=99.18%, remaining_time=0:00:01.545570, arrival_time=2021-04-10 03:56:00.947959, cost_time=0:00:00.515190 2021-04-10 03:55:59,824 INFO : EVAL, epoch=0111, iter=00020/00040, fetch data time cost=1.48ms, fps=6071 images/s, loss=0.5435, top1-acc=85.41%, top5-acc=99.22%, remaining_time=0:00:00.937180, arrival_time=2021-04-10 03:56:00.761566, cost_time=0:00:00.937181 2021-04-10 03:56:00,244 INFO : EVAL, epoch=0111, iter=00030/00040, fetch data time cost=1.29ms, fps=6096 images/s, loss=0.5466, top1-acc=85.35%, top5-acc=99.15%, remaining_time=0:00:00.452500, arrival_time=2021-04-10 03:56:00.697203, cost_time=0:00:01.357502 2021-04-10 03:56:00,626 INFO : EVAL, epoch=0111, iter=00040/00040, fetch data time cost=0.07ms, fps=6084 images/s, loss=0.5419, top1-acc=85.54%, top5-acc=99.16%, remaining_time=0:00:00, arrival_time=2021-04-10 03:56:00.626358, cost_time=0:00:01.739185 2021-04-10 03:56:01,425 INFO : Epoch=0111 complete, best val top1-acc=89.84%, top5-acc=99.16% (epoch=100), remaining_time=0:41:51.962255, arrival_time=2021-04-10 04:37:53.387504, cost_time=0:52:12.896774 2021-04-10 03:56:01,426 INFO : Train start, epoch=0112, lr=0.041404 2021-04-10 03:56:02,887 INFO : TRAIN, epoch=0112, iter=00010/00196, fetch data time cost=1.41ms, fps=1752 images/s, loss=0.1359, top1-acc=95.31%, top5-acc=99.80%, remaining_time=0:00:27.178134, arrival_time=2021-04-10 03:56:30.065650, cost_time=0:00:01.461192 2021-04-10 03:56:04,177 INFO : TRAIN, epoch=0112, iter=00020/00196, fetch data time cost=1.83ms, fps=1986 images/s, loss=0.1358, top1-acc=95.43%, top5-acc=99.80%, remaining_time=0:00:24.207040, arrival_time=2021-04-10 03:56:28.384099, cost_time=0:00:02.750809 2021-04-10 03:56:05,461 INFO : TRAIN, epoch=0112, iter=00030/00196, fetch data time cost=1.30ms, fps=1993 images/s, loss=0.1297, top1-acc=95.81%, top5-acc=99.82%, remaining_time=0:00:22.330652, arrival_time=2021-04-10 03:56:27.792559, cost_time=0:00:04.035665 2021-04-10 03:56:06,747 INFO : TRAIN, epoch=0112, iter=00040/00196, fetch data time cost=1.38ms, fps=1992 images/s, loss=0.1277, top1-acc=95.88%, top5-acc=99.83%, remaining_time=0:00:20.753460, arrival_time=2021-04-10 03:56:27.501107, cost_time=0:00:05.321397 2021-04-10 03:56:08,044 INFO : TRAIN, epoch=0112, iter=00050/00196, fetch data time cost=2.28ms, fps=1974 images/s, loss=0.1280, top1-acc=95.78%, top5-acc=99.82%, remaining_time=0:00:19.325728, arrival_time=2021-04-10 03:56:27.370528, cost_time=0:00:06.618420 2021-04-10 03:56:09,342 INFO : TRAIN, epoch=0112, iter=00060/00196, fetch data time cost=1.64ms, fps=1973 images/s, loss=0.1256, top1-acc=95.92%, top5-acc=99.84%, remaining_time=0:00:17.944384, arrival_time=2021-04-10 03:56:27.287300, cost_time=0:00:07.916665 2021-04-10 03:56:10,634 INFO : TRAIN, epoch=0112, iter=00070/00196, fetch data time cost=1.63ms, fps=1983 images/s, loss=0.1279, top1-acc=95.86%, top5-acc=99.83%, remaining_time=0:00:16.573914, arrival_time=2021-04-10 03:56:27.207962, cost_time=0:00:09.207752 2021-04-10 03:56:11,927 INFO : TRAIN, epoch=0112, iter=00080/00196, fetch data time cost=1.36ms, fps=1980 images/s, loss=0.1275, top1-acc=95.89%, top5-acc=99.83%, remaining_time=0:00:15.226740, arrival_time=2021-04-10 03:56:27.154169, cost_time=0:00:10.501174 2021-04-10 03:56:13,220 INFO : TRAIN, epoch=0112, iter=00090/00196, fetch data time cost=2.27ms, fps=1981 images/s, loss=0.1270, top1-acc=95.91%, top5-acc=99.84%, remaining_time=0:00:13.890770, arrival_time=2021-04-10 03:56:27.111244, cost_time=0:00:11.794065 2021-04-10 03:56:14,515 INFO : TRAIN, epoch=0112, iter=00100/00196, fetch data time cost=1.34ms, fps=1978 images/s, loss=0.1244, top1-acc=95.96%, top5-acc=99.86%, remaining_time=0:00:12.565824, arrival_time=2021-04-10 03:56:27.081524, cost_time=0:00:13.089446 2021-04-10 03:56:15,802 INFO : TRAIN, epoch=0112, iter=00110/00196, fetch data time cost=1.36ms, fps=1990 images/s, loss=0.1252, top1-acc=95.92%, top5-acc=99.87%, remaining_time=0:00:11.239770, arrival_time=2021-04-10 03:56:27.042500, cost_time=0:00:14.376473 2021-04-10 03:56:17,093 INFO : TRAIN, epoch=0112, iter=00120/00196, fetch data time cost=1.36ms, fps=1984 images/s, loss=0.1251, top1-acc=95.93%, top5-acc=99.86%, remaining_time=0:00:09.922712, arrival_time=2021-04-10 03:56:27.016376, cost_time=0:00:15.667409 2021-04-10 03:56:18,382 INFO : TRAIN, epoch=0112, iter=00130/00196, fetch data time cost=2.10ms, fps=1987 images/s, loss=0.1232, top1-acc=95.99%, top5-acc=99.87%, remaining_time=0:00:08.608512, arrival_time=2021-04-10 03:56:26.990964, cost_time=0:00:16.956128 2021-04-10 03:56:19,672 INFO : TRAIN, epoch=0112, iter=00140/00196, fetch data time cost=1.54ms, fps=1985 images/s, loss=0.1215, top1-acc=96.07%, top5-acc=99.88%, remaining_time=0:00:07.298480, arrival_time=2021-04-10 03:56:26.970977, cost_time=0:00:18.246239 2021-04-10 03:56:20,962 INFO : TRAIN, epoch=0112, iter=00150/00196, fetch data time cost=1.37ms, fps=1985 images/s, loss=0.1206, top1-acc=96.09%, top5-acc=99.88%, remaining_time=0:00:05.991224, arrival_time=2021-04-10 03:56:26.954010, cost_time=0:00:19.536535 2021-04-10 03:56:22,250 INFO : TRAIN, epoch=0112, iter=00160/00196, fetch data time cost=1.40ms, fps=1989 images/s, loss=0.1214, top1-acc=96.08%, top5-acc=99.88%, remaining_time=0:00:04.685364, arrival_time=2021-04-10 03:56:26.935373, cost_time=0:00:20.823762 2021-04-10 03:56:23,538 INFO : TRAIN, epoch=0112, iter=00170/00196, fetch data time cost=1.30ms, fps=1988 images/s, loss=0.1205, top1-acc=96.08%, top5-acc=99.88%, remaining_time=0:00:03.381820, arrival_time=2021-04-10 03:56:26.920065, cost_time=0:00:22.111984 2021-04-10 03:56:24,823 INFO : TRAIN, epoch=0112, iter=00180/00196, fetch data time cost=1.34ms, fps=1992 images/s, loss=0.1203, top1-acc=96.10%, top5-acc=99.88%, remaining_time=0:00:02.079776, arrival_time=2021-04-10 03:56:26.903628, cost_time=0:00:23.397532 2021-04-10 03:56:26,118 INFO : TRAIN, epoch=0112, iter=00190/00196, fetch data time cost=1.26ms, fps=1978 images/s, loss=0.1205, top1-acc=96.10%, top5-acc=99.88%, remaining_time=0:00:00.779754, arrival_time=2021-04-10 03:56:26.898169, cost_time=0:00:24.692168 2021-04-10 03:56:26,818 INFO : TRAIN, epoch=0112, iter=00196/00196, fetch data time cost=1.77ms, fps=1943 images/s, loss=0.1200, top1-acc=96.11%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-10 03:56:26.818862, cost_time=0:00:25.392625 2021-04-10 03:56:27,354 INFO : EVAL, epoch=0112, iter=00010/00040, fetch data time cost=0.21ms, fps=4789 images/s, loss=0.4128, top1-acc=89.49%, top5-acc=99.65%, remaining_time=0:00:01.603560, arrival_time=2021-04-10 03:56:28.957838, cost_time=0:00:00.534523 2021-04-10 03:56:27,773 INFO : EVAL, epoch=0112, iter=00020/00040, fetch data time cost=1.29ms, fps=6108 images/s, loss=0.4005, top1-acc=89.37%, top5-acc=99.51%, remaining_time=0:00:00.953960, arrival_time=2021-04-10 03:56:28.727685, cost_time=0:00:00.953963 2021-04-10 03:56:28,195 INFO : EVAL, epoch=0112, iter=00030/00040, fetch data time cost=1.64ms, fps=6069 images/s, loss=0.4016, top1-acc=89.06%, top5-acc=99.52%, remaining_time=0:00:00.458720, arrival_time=2021-04-10 03:56:28.654622, cost_time=0:00:01.376147 2021-04-10 03:56:28,576 INFO : EVAL, epoch=0112, iter=00040/00040, fetch data time cost=0.07ms, fps=6094 images/s, loss=0.3997, top1-acc=89.28%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-10 03:56:28.576886, cost_time=0:00:01.757162 2021-04-10 03:56:29,378 INFO : Epoch=0112 complete, best val top1-acc=89.84%, top5-acc=99.16% (epoch=100), remaining_time=0:41:23.525264, arrival_time=2021-04-10 04:37:52.904055, cost_time=0:52:40.850350 2021-04-10 03:56:29,379 INFO : Train start, epoch=0113, lr=0.040631 2021-04-10 03:56:30,883 INFO : TRAIN, epoch=0113, iter=00010/00196, fetch data time cost=1.36ms, fps=1703 images/s, loss=0.0981, top1-acc=97.03%, top5-acc=99.96%, remaining_time=0:00:27.965844, arrival_time=2021-04-10 03:56:58.848924, cost_time=0:00:01.503536 2021-04-10 03:56:32,171 INFO : TRAIN, epoch=0113, iter=00020/00196, fetch data time cost=1.33ms, fps=1987 images/s, loss=0.1048, top1-acc=96.76%, top5-acc=99.98%, remaining_time=0:00:24.573296, arrival_time=2021-04-10 03:56:56.745192, cost_time=0:00:02.792429 2021-04-10 03:56:33,458 INFO : TRAIN, epoch=0113, iter=00030/00196, fetch data time cost=1.32ms, fps=1991 images/s, loss=0.1113, top1-acc=96.60%, top5-acc=99.96%, remaining_time=0:00:22.570024, arrival_time=2021-04-10 03:56:56.028509, cost_time=0:00:04.078929 2021-04-10 03:56:34,753 INFO : TRAIN, epoch=0113, iter=00040/00196, fetch data time cost=1.43ms, fps=1978 images/s, loss=0.1204, top1-acc=96.26%, top5-acc=99.92%, remaining_time=0:00:20.958132, arrival_time=2021-04-10 03:56:55.711453, cost_time=0:00:05.373861 2021-04-10 03:56:36,038 INFO : TRAIN, epoch=0113, iter=00050/00196, fetch data time cost=1.54ms, fps=1992 images/s, loss=0.1206, top1-acc=96.23%, top5-acc=99.92%, remaining_time=0:00:19.444718, arrival_time=2021-04-10 03:56:55.483517, cost_time=0:00:06.659137 2021-04-10 03:56:37,332 INFO : TRAIN, epoch=0113, iter=00060/00196, fetch data time cost=1.70ms, fps=1981 images/s, loss=0.1194, top1-acc=96.25%, top5-acc=99.93%, remaining_time=0:00:18.025712, arrival_time=2021-04-10 03:56:55.357700, cost_time=0:00:07.952527 2021-04-10 03:56:38,625 INFO : TRAIN, epoch=0113, iter=00070/00196, fetch data time cost=2.01ms, fps=1979 images/s, loss=0.1173, top1-acc=96.31%, top5-acc=99.93%, remaining_time=0:00:16.643214, arrival_time=2021-04-10 03:56:55.268958, cost_time=0:00:09.246264 2021-04-10 03:56:39,915 INFO : TRAIN, epoch=0113, iter=00080/00196, fetch data time cost=2.52ms, fps=1986 images/s, loss=0.1162, top1-acc=96.36%, top5-acc=99.93%, remaining_time=0:00:15.276388, arrival_time=2021-04-10 03:56:55.191372, cost_time=0:00:10.535477 2021-04-10 03:56:41,202 INFO : TRAIN, epoch=0113, iter=00090/00196, fetch data time cost=1.63ms, fps=1989 images/s, loss=0.1161, top1-acc=96.38%, top5-acc=99.92%, remaining_time=0:00:13.925114, arrival_time=2021-04-10 03:56:55.127751, cost_time=0:00:11.823175 2021-04-10 03:56:42,495 INFO : TRAIN, epoch=0113, iter=00100/00196, fetch data time cost=1.53ms, fps=1980 images/s, loss=0.1172, top1-acc=96.35%, top5-acc=99.91%, remaining_time=0:00:12.591552, arrival_time=2021-04-10 03:56:55.087182, cost_time=0:00:13.116162 2021-04-10 03:56:43,784 INFO : TRAIN, epoch=0113, iter=00110/00196, fetch data time cost=1.51ms, fps=1987 images/s, loss=0.1185, top1-acc=96.31%, top5-acc=99.90%, remaining_time=0:00:11.262130, arrival_time=2021-04-10 03:56:55.046697, cost_time=0:00:14.405025 2021-04-10 03:56:45,071 INFO : TRAIN, epoch=0113, iter=00120/00196, fetch data time cost=1.38ms, fps=1990 images/s, loss=0.1185, top1-acc=96.32%, top5-acc=99.89%, remaining_time=0:00:09.938064, arrival_time=2021-04-10 03:56:55.009257, cost_time=0:00:15.691734 2021-04-10 03:56:46,360 INFO : TRAIN, epoch=0113, iter=00130/00196, fetch data time cost=1.38ms, fps=1987 images/s, loss=0.1186, top1-acc=96.33%, top5-acc=99.89%, remaining_time=0:00:08.620920, arrival_time=2021-04-10 03:56:54.980929, cost_time=0:00:16.980551 2021-04-10 03:56:47,645 INFO : TRAIN, epoch=0113, iter=00140/00196, fetch data time cost=1.33ms, fps=1992 images/s, loss=0.1198, top1-acc=96.29%, top5-acc=99.89%, remaining_time=0:00:07.306544, arrival_time=2021-04-10 03:56:54.952357, cost_time=0:00:18.266341 2021-04-10 03:56:48,938 INFO : TRAIN, epoch=0113, iter=00150/00196, fetch data time cost=1.37ms, fps=1982 images/s, loss=0.1203, top1-acc=96.27%, top5-acc=99.89%, remaining_time=0:00:05.997940, arrival_time=2021-04-10 03:56:54.935961, cost_time=0:00:19.558562 2021-04-10 03:56:50,230 INFO : TRAIN, epoch=0113, iter=00160/00196, fetch data time cost=1.41ms, fps=1982 images/s, loss=0.1221, top1-acc=96.22%, top5-acc=99.87%, remaining_time=0:00:04.691412, arrival_time=2021-04-10 03:56:54.921595, cost_time=0:00:20.850722 2021-04-10 03:56:51,518 INFO : TRAIN, epoch=0113, iter=00170/00196, fetch data time cost=1.50ms, fps=1988 images/s, loss=0.1234, top1-acc=96.17%, top5-acc=99.88%, remaining_time=0:00:03.385980, arrival_time=2021-04-10 03:56:54.904510, cost_time=0:00:22.139060 2021-04-10 03:56:52,804 INFO : TRAIN, epoch=0113, iter=00180/00196, fetch data time cost=1.48ms, fps=1992 images/s, loss=0.1230, top1-acc=96.19%, top5-acc=99.88%, remaining_time=0:00:02.082208, arrival_time=2021-04-10 03:56:54.886462, cost_time=0:00:23.424792 2021-04-10 03:56:54,092 INFO : TRAIN, epoch=0113, iter=00190/00196, fetch data time cost=1.44ms, fps=1987 images/s, loss=0.1232, top1-acc=96.20%, top5-acc=99.88%, remaining_time=0:00:00.780426, arrival_time=2021-04-10 03:56:54.873364, cost_time=0:00:24.713476 2021-04-10 03:56:54,789 INFO : TRAIN, epoch=0113, iter=00196/00196, fetch data time cost=1.37ms, fps=1954 images/s, loss=0.1232, top1-acc=96.19%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-10 03:56:54.789168, cost_time=0:00:25.409711 2021-04-10 03:56:55,285 INFO : EVAL, epoch=0113, iter=00010/00040, fetch data time cost=2.27ms, fps=5169 images/s, loss=0.3957, top1-acc=89.06%, top5-acc=99.45%, remaining_time=0:00:01.485690, arrival_time=2021-04-10 03:56:56.771095, cost_time=0:00:00.495234 2021-04-10 03:56:55,701 INFO : EVAL, epoch=0113, iter=00020/00040, fetch data time cost=1.23ms, fps=6152 images/s, loss=0.4029, top1-acc=89.06%, top5-acc=99.32%, remaining_time=0:00:00.911700, arrival_time=2021-04-10 03:56:56.613591, cost_time=0:00:00.911708 2021-04-10 03:56:56,122 INFO : EVAL, epoch=0113, iter=00030/00040, fetch data time cost=1.59ms, fps=6097 images/s, loss=0.4073, top1-acc=89.14%, top5-acc=99.22%, remaining_time=0:00:00.443970, arrival_time=2021-04-10 03:56:56.566064, cost_time=0:00:01.331905 2021-04-10 03:56:56,502 INFO : EVAL, epoch=0113, iter=00040/00040, fetch data time cost=0.08ms, fps=6104 images/s, loss=0.4111, top1-acc=89.01%, top5-acc=99.19%, remaining_time=0:00:00, arrival_time=2021-04-10 03:56:56.502510, cost_time=0:00:01.712361 2021-04-10 03:56:57,365 INFO : Epoch=0113 complete, best val top1-acc=89.84%, top5-acc=99.16% (epoch=100), remaining_time=0:40:55.122078, arrival_time=2021-04-10 04:37:52.487242, cost_time=0:53:08.836688 2021-04-10 03:56:57,366 INFO : Train start, epoch=0114, lr=0.039861 2021-04-10 03:56:58,822 INFO : TRAIN, epoch=0114, iter=00010/00196, fetch data time cost=1.30ms, fps=1759 images/s, loss=0.1087, top1-acc=96.72%, top5-acc=99.92%, remaining_time=0:00:27.073974, arrival_time=2021-04-10 03:57:25.895932, cost_time=0:00:01.455590 2021-04-10 03:57:00,115 INFO : TRAIN, epoch=0114, iter=00020/00196, fetch data time cost=1.38ms, fps=1980 images/s, loss=0.1087, top1-acc=96.60%, top5-acc=99.92%, remaining_time=0:00:24.188912, arrival_time=2021-04-10 03:57:24.303999, cost_time=0:00:02.748747 2021-04-10 03:57:01,403 INFO : TRAIN, epoch=0114, iter=00030/00196, fetch data time cost=1.76ms, fps=1988 images/s, loss=0.1064, top1-acc=96.71%, top5-acc=99.93%, remaining_time=0:00:22.338122, arrival_time=2021-04-10 03:57:23.741542, cost_time=0:00:04.037021 2021-04-10 03:57:02,700 INFO : TRAIN, epoch=0114, iter=00040/00196, fetch data time cost=1.33ms, fps=1974 images/s, loss=0.1044, top1-acc=96.80%, top5-acc=99.92%, remaining_time=0:00:20.803068, arrival_time=2021-04-10 03:57:23.503560, cost_time=0:00:05.334104 2021-04-10 03:57:03,990 INFO : TRAIN, epoch=0114, iter=00050/00196, fetch data time cost=1.42ms, fps=1986 images/s, loss=0.1046, top1-acc=96.77%, top5-acc=99.93%, remaining_time=0:00:19.341058, arrival_time=2021-04-10 03:57:23.331067, cost_time=0:00:06.623657 2021-04-10 03:57:05,275 INFO : TRAIN, epoch=0114, iter=00060/00196, fetch data time cost=1.37ms, fps=1992 images/s, loss=0.1070, top1-acc=96.68%, top5-acc=99.92%, remaining_time=0:00:17.927656, arrival_time=2021-04-10 03:57:23.203278, cost_time=0:00:07.909272 2021-04-10 03:57:06,565 INFO : TRAIN, epoch=0114, iter=00070/00196, fetch data time cost=1.46ms, fps=1986 images/s, loss=0.1087, top1-acc=96.61%, top5-acc=99.92%, remaining_time=0:00:16.557912, arrival_time=2021-04-10 03:57:23.123109, cost_time=0:00:09.198849 2021-04-10 03:57:07,857 INFO : TRAIN, epoch=0114, iter=00080/00196, fetch data time cost=1.62ms, fps=1982 images/s, loss=0.1120, top1-acc=96.55%, top5-acc=99.91%, remaining_time=0:00:15.212124, arrival_time=2021-04-10 03:57:23.069629, cost_time=0:00:10.491098 2021-04-10 03:57:09,147 INFO : TRAIN, epoch=0114, iter=00090/00196, fetch data time cost=1.39ms, fps=1985 images/s, loss=0.1115, top1-acc=96.54%, top5-acc=99.90%, remaining_time=0:00:13.875824, arrival_time=2021-04-10 03:57:23.023564, cost_time=0:00:11.781384 2021-04-10 03:57:10,447 INFO : TRAIN, epoch=0114, iter=00100/00196, fetch data time cost=1.39ms, fps=1971 images/s, loss=0.1116, top1-acc=96.53%, top5-acc=99.91%, remaining_time=0:00:12.557472, arrival_time=2021-04-10 03:57:23.004496, cost_time=0:00:13.080668 2021-04-10 03:57:11,737 INFO : TRAIN, epoch=0114, iter=00110/00196, fetch data time cost=2.23ms, fps=1985 images/s, loss=0.1093, top1-acc=96.58%, top5-acc=99.91%, remaining_time=0:00:11.235126, arrival_time=2021-04-10 03:57:22.972107, cost_time=0:00:14.370559 2021-04-10 03:57:13,022 INFO : TRAIN, epoch=0114, iter=00120/00196, fetch data time cost=1.35ms, fps=1991 images/s, loss=0.1084, top1-acc=96.60%, top5-acc=99.92%, remaining_time=0:00:09.915872, arrival_time=2021-04-10 03:57:22.938810, cost_time=0:00:15.656590 2021-04-10 03:57:14,310 INFO : TRAIN, epoch=0114, iter=00130/00196, fetch data time cost=1.47ms, fps=1988 images/s, loss=0.1120, top1-acc=96.47%, top5-acc=99.92%, remaining_time=0:00:08.602638, arrival_time=2021-04-10 03:57:22.913533, cost_time=0:00:16.944547 2021-04-10 03:57:15,602 INFO : TRAIN, epoch=0114, iter=00140/00196, fetch data time cost=1.63ms, fps=1983 images/s, loss=0.1142, top1-acc=96.40%, top5-acc=99.91%, remaining_time=0:00:07.294336, arrival_time=2021-04-10 03:57:22.896532, cost_time=0:00:18.235847 2021-04-10 03:57:16,893 INFO : TRAIN, epoch=0114, iter=00150/00196, fetch data time cost=1.41ms, fps=1983 images/s, loss=0.1141, top1-acc=96.41%, top5-acc=99.91%, remaining_time=0:00:05.988418, arrival_time=2021-04-10 03:57:22.882214, cost_time=0:00:19.527441 2021-04-10 03:57:18,181 INFO : TRAIN, epoch=0114, iter=00160/00196, fetch data time cost=1.31ms, fps=1989 images/s, loss=0.1140, top1-acc=96.44%, top5-acc=99.91%, remaining_time=0:00:04.683384, arrival_time=2021-04-10 03:57:22.864906, cost_time=0:00:20.815106 2021-04-10 03:57:19,470 INFO : TRAIN, epoch=0114, iter=00170/00196, fetch data time cost=1.39ms, fps=1987 images/s, loss=0.1141, top1-acc=96.44%, top5-acc=99.92%, remaining_time=0:00:03.380572, arrival_time=2021-04-10 03:57:22.850636, cost_time=0:00:22.103710 2021-04-10 03:57:20,758 INFO : TRAIN, epoch=0114, iter=00180/00196, fetch data time cost=1.54ms, fps=1987 images/s, loss=0.1150, top1-acc=96.41%, top5-acc=99.91%, remaining_time=0:00:02.079328, arrival_time=2021-04-10 03:57:22.838138, cost_time=0:00:23.392459 2021-04-10 03:57:22,050 INFO : TRAIN, epoch=0114, iter=00190/00196, fetch data time cost=1.50ms, fps=1983 images/s, loss=0.1165, top1-acc=96.35%, top5-acc=99.90%, remaining_time=0:00:00.779484, arrival_time=2021-04-10 03:57:22.829494, cost_time=0:00:24.683652 2021-04-10 03:57:22,746 INFO : TRAIN, epoch=0114, iter=00196/00196, fetch data time cost=1.33ms, fps=1954 images/s, loss=0.1168, top1-acc=96.34%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-10 03:57:22.746411, cost_time=0:00:25.380069 2021-04-10 03:57:23,276 INFO : EVAL, epoch=0114, iter=00010/00040, fetch data time cost=2.17ms, fps=4840 images/s, loss=0.3571, top1-acc=89.49%, top5-acc=99.30%, remaining_time=0:00:01.586640, arrival_time=2021-04-10 03:57:24.862936, cost_time=0:00:00.528878 2021-04-10 03:57:23,695 INFO : EVAL, epoch=0114, iter=00020/00040, fetch data time cost=1.33ms, fps=6118 images/s, loss=0.3697, top1-acc=89.43%, top5-acc=99.18%, remaining_time=0:00:00.947640, arrival_time=2021-04-10 03:57:24.642703, cost_time=0:00:00.947644 2021-04-10 03:57:24,116 INFO : EVAL, epoch=0114, iter=00030/00040, fetch data time cost=1.35ms, fps=6081 images/s, loss=0.3798, top1-acc=89.31%, top5-acc=99.14%, remaining_time=0:00:00.456320, arrival_time=2021-04-10 03:57:24.572741, cost_time=0:00:01.368960 2021-04-10 03:57:24,501 INFO : EVAL, epoch=0114, iter=00040/00040, fetch data time cost=0.06ms, fps=6037 images/s, loss=0.3755, top1-acc=89.24%, top5-acc=99.15%, remaining_time=0:00:00, arrival_time=2021-04-10 03:57:24.501230, cost_time=0:00:01.753769 2021-04-10 03:57:25,359 INFO : Epoch=0114 complete, best val top1-acc=89.84%, top5-acc=99.16% (epoch=100), remaining_time=0:40:26.731918, arrival_time=2021-04-10 04:37:52.091062, cost_time=0:53:36.830693 2021-04-10 03:57:25,359 INFO : Train start, epoch=0115, lr=0.039093 2021-04-10 03:57:26,853 INFO : TRAIN, epoch=0115, iter=00010/00196, fetch data time cost=1.57ms, fps=1714 images/s, loss=0.1168, top1-acc=96.21%, top5-acc=99.88%, remaining_time=0:00:27.773706, arrival_time=2021-04-10 03:57:54.626747, cost_time=0:00:01.493211 2021-04-10 03:57:28,136 INFO : TRAIN, epoch=0115, iter=00020/00196, fetch data time cost=1.51ms, fps=1995 images/s, loss=0.1080, top1-acc=96.66%, top5-acc=99.92%, remaining_time=0:00:24.435840, arrival_time=2021-04-10 03:57:52.572480, cost_time=0:00:02.776794 2021-04-10 03:57:29,422 INFO : TRAIN, epoch=0115, iter=00030/00196, fetch data time cost=1.35ms, fps=1992 images/s, loss=0.1111, top1-acc=96.61%, top5-acc=99.90%, remaining_time=0:00:22.478724, arrival_time=2021-04-10 03:57:51.900963, cost_time=0:00:04.062413 2021-04-10 03:57:30,710 INFO : TRAIN, epoch=0115, iter=00040/00196, fetch data time cost=1.47ms, fps=1987 images/s, loss=0.1091, top1-acc=96.61%, top5-acc=99.88%, remaining_time=0:00:20.869056, arrival_time=2021-04-10 03:57:51.579942, cost_time=0:00:05.351051 2021-04-10 03:57:31,997 INFO : TRAIN, epoch=0115, iter=00050/00196, fetch data time cost=1.57ms, fps=1991 images/s, loss=0.1093, top1-acc=96.65%, top5-acc=99.88%, remaining_time=0:00:19.380916, arrival_time=2021-04-10 03:57:51.378030, cost_time=0:00:06.637281 2021-04-10 03:57:33,283 INFO : TRAIN, epoch=0115, iter=00060/00196, fetch data time cost=1.67ms, fps=1991 images/s, loss=0.1108, top1-acc=96.57%, top5-acc=99.90%, remaining_time=0:00:17.959208, arrival_time=2021-04-10 03:57:51.242239, cost_time=0:00:07.923206 2021-04-10 03:57:34,569 INFO : TRAIN, epoch=0115, iter=00070/00196, fetch data time cost=1.32ms, fps=1990 images/s, loss=0.1104, top1-acc=96.62%, top5-acc=99.89%, remaining_time=0:00:16.578198, arrival_time=2021-04-10 03:57:51.148130, cost_time=0:00:09.210109 2021-04-10 03:57:35,858 INFO : TRAIN, epoch=0115, iter=00080/00196, fetch data time cost=1.43ms, fps=1988 images/s, loss=0.1098, top1-acc=96.63%, top5-acc=99.90%, remaining_time=0:00:15.222332, arrival_time=2021-04-10 03:57:51.080318, cost_time=0:00:10.498149 2021-04-10 03:57:37,148 INFO : TRAIN, epoch=0115, iter=00090/00196, fetch data time cost=1.49ms, fps=1984 images/s, loss=0.1114, top1-acc=96.55%, top5-acc=99.90%, remaining_time=0:00:13.884410, arrival_time=2021-04-10 03:57:51.032956, cost_time=0:00:11.788644 2021-04-10 03:57:38,438 INFO : TRAIN, epoch=0115, iter=00100/00196, fetch data time cost=1.30ms, fps=1985 images/s, loss=0.1125, top1-acc=96.47%, top5-acc=99.91%, remaining_time=0:00:12.555456, arrival_time=2021-04-10 03:57:50.993929, cost_time=0:00:13.078637 2021-04-10 03:57:39,730 INFO : TRAIN, epoch=0115, iter=00110/00196, fetch data time cost=1.40ms, fps=1982 images/s, loss=0.1136, top1-acc=96.47%, top5-acc=99.90%, remaining_time=0:00:11.235126, arrival_time=2021-04-10 03:57:50.965458, cost_time=0:00:14.370503 2021-04-10 03:57:41,025 INFO : TRAIN, epoch=0115, iter=00120/00196, fetch data time cost=2.24ms, fps=1978 images/s, loss=0.1162, top1-acc=96.37%, top5-acc=99.90%, remaining_time=0:00:09.921268, arrival_time=2021-04-10 03:57:50.946237, cost_time=0:00:15.665101 2021-04-10 03:57:42,313 INFO : TRAIN, epoch=0115, iter=00130/00196, fetch data time cost=1.56ms, fps=1987 images/s, loss=0.1175, top1-acc=96.32%, top5-acc=99.90%, remaining_time=0:00:08.607258, arrival_time=2021-04-10 03:57:50.920788, cost_time=0:00:16.953700 2021-04-10 03:57:43,601 INFO : TRAIN, epoch=0115, iter=00140/00196, fetch data time cost=1.40ms, fps=1989 images/s, loss=0.1196, top1-acc=96.28%, top5-acc=99.89%, remaining_time=0:00:07.296576, arrival_time=2021-04-10 03:57:50.897814, cost_time=0:00:18.241410 2021-04-10 03:57:44,890 INFO : TRAIN, epoch=0115, iter=00150/00196, fetch data time cost=3.52ms, fps=1986 images/s, loss=0.1189, top1-acc=96.29%, top5-acc=99.89%, remaining_time=0:00:05.989384, arrival_time=2021-04-10 03:57:50.879898, cost_time=0:00:19.530646 2021-04-10 03:57:46,179 INFO : TRAIN, epoch=0115, iter=00160/00196, fetch data time cost=1.52ms, fps=1987 images/s, loss=0.1189, top1-acc=96.28%, top5-acc=99.88%, remaining_time=0:00:04.684428, arrival_time=2021-04-10 03:57:50.863991, cost_time=0:00:20.819741 2021-04-10 03:57:47,466 INFO : TRAIN, epoch=0115, iter=00170/00196, fetch data time cost=1.40ms, fps=1990 images/s, loss=0.1183, top1-acc=96.33%, top5-acc=99.88%, remaining_time=0:00:03.380988, arrival_time=2021-04-10 03:57:50.847234, cost_time=0:00:22.106421 2021-04-10 03:57:48,755 INFO : TRAIN, epoch=0115, iter=00180/00196, fetch data time cost=1.43ms, fps=1986 images/s, loss=0.1174, top1-acc=96.35%, top5-acc=99.88%, remaining_time=0:00:02.079600, arrival_time=2021-04-10 03:57:50.834976, cost_time=0:00:23.395552 2021-04-10 03:57:50,045 INFO : TRAIN, epoch=0115, iter=00190/00196, fetch data time cost=1.35ms, fps=1985 images/s, loss=0.1181, top1-acc=96.30%, top5-acc=99.88%, remaining_time=0:00:00.779538, arrival_time=2021-04-10 03:57:50.824829, cost_time=0:00:24.685461 2021-04-10 03:57:50,743 INFO : TRAIN, epoch=0115, iter=00196/00196, fetch data time cost=1.24ms, fps=1950 images/s, loss=0.1185, top1-acc=96.29%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-10 03:57:50.742976, cost_time=0:00:25.383156 2021-04-10 03:57:51,234 INFO : EVAL, epoch=0115, iter=00010/00040, fetch data time cost=2.56ms, fps=5214 images/s, loss=0.4700, top1-acc=87.23%, top5-acc=99.49%, remaining_time=0:00:01.472820, arrival_time=2021-04-10 03:57:52.707730, cost_time=0:00:00.490944 2021-04-10 03:57:51,653 INFO : EVAL, epoch=0115, iter=00020/00040, fetch data time cost=1.97ms, fps=6122 images/s, loss=0.4797, top1-acc=87.09%, top5-acc=99.34%, remaining_time=0:00:00.909440, arrival_time=2021-04-10 03:57:52.562902, cost_time=0:00:00.909434 2021-04-10 03:57:52,074 INFO : EVAL, epoch=0115, iter=00030/00040, fetch data time cost=1.40ms, fps=6083 images/s, loss=0.4756, top1-acc=87.20%, top5-acc=99.41%, remaining_time=0:00:00.443580, arrival_time=2021-04-10 03:57:52.518299, cost_time=0:00:01.330752 2021-04-10 03:57:52,457 INFO : EVAL, epoch=0115, iter=00040/00040, fetch data time cost=0.08ms, fps=6068 images/s, loss=0.4689, top1-acc=87.16%, top5-acc=99.37%, remaining_time=0:00:00, arrival_time=2021-04-10 03:57:52.457369, cost_time=0:00:01.713429 2021-04-10 03:57:53,249 INFO : Epoch=0115 complete, best val top1-acc=89.84%, top5-acc=99.16% (epoch=100), remaining_time=0:39:58.272110, arrival_time=2021-04-10 04:37:51.521635, cost_time=0:54:04.721037 2021-04-10 03:57:53,250 INFO : Train start, epoch=0116, lr=0.038328 2021-04-10 03:57:54,705 INFO : TRAIN, epoch=0116, iter=00010/00196, fetch data time cost=1.55ms, fps=1760 images/s, loss=0.1042, top1-acc=96.64%, top5-acc=99.88%, remaining_time=0:00:27.052770, arrival_time=2021-04-10 03:58:21.757762, cost_time=0:00:01.454452 2021-04-10 03:57:55,992 INFO : TRAIN, epoch=0116, iter=00020/00196, fetch data time cost=1.34ms, fps=1989 images/s, loss=0.1085, top1-acc=96.64%, top5-acc=99.88%, remaining_time=0:00:24.131008, arrival_time=2021-04-10 03:58:20.123717, cost_time=0:00:02.742169 2021-04-10 03:57:57,280 INFO : TRAIN, epoch=0116, iter=00030/00196, fetch data time cost=1.48ms, fps=1988 images/s, loss=0.1022, top1-acc=96.84%, top5-acc=99.90%, remaining_time=0:00:22.301104, arrival_time=2021-04-10 03:58:19.581945, cost_time=0:00:04.030305 2021-04-10 03:57:58,569 INFO : TRAIN, epoch=0116, iter=00040/00196, fetch data time cost=2.04ms, fps=1987 images/s, loss=0.0994, top1-acc=96.80%, top5-acc=99.92%, remaining_time=0:00:20.745192, arrival_time=2021-04-10 03:58:19.315084, cost_time=0:00:05.319284 2021-04-10 03:57:59,855 INFO : TRAIN, epoch=0116, iter=00050/00196, fetch data time cost=1.40ms, fps=1992 images/s, loss=0.1065, top1-acc=96.65%, top5-acc=99.90%, remaining_time=0:00:19.287038, arrival_time=2021-04-10 03:58:19.142782, cost_time=0:00:06.605168 2021-04-10 03:58:01,144 INFO : TRAIN, epoch=0116, iter=00060/00196, fetch data time cost=1.52ms, fps=1987 images/s, loss=0.1086, top1-acc=96.58%, top5-acc=99.90%, remaining_time=0:00:17.893792, arrival_time=2021-04-10 03:58:19.038678, cost_time=0:00:07.894349 2021-04-10 03:58:02,430 INFO : TRAIN, epoch=0116, iter=00070/00196, fetch data time cost=1.51ms, fps=1992 images/s, loss=0.1098, top1-acc=96.54%, top5-acc=99.90%, remaining_time=0:00:16.523388, arrival_time=2021-04-10 03:58:18.953574, cost_time=0:00:09.179649 2021-04-10 03:58:03,717 INFO : TRAIN, epoch=0116, iter=00080/00196, fetch data time cost=1.41ms, fps=1989 images/s, loss=0.1123, top1-acc=96.46%, top5-acc=99.91%, remaining_time=0:00:15.176860, arrival_time=2021-04-10 03:58:18.894231, cost_time=0:00:10.466819 2021-04-10 03:58:05,006 INFO : TRAIN, epoch=0116, iter=00090/00196, fetch data time cost=1.56ms, fps=1986 images/s, loss=0.1147, top1-acc=96.41%, top5-acc=99.92%, remaining_time=0:00:13.846144, arrival_time=2021-04-10 03:58:18.852924, cost_time=0:00:11.756166 2021-04-10 03:58:06,294 INFO : TRAIN, epoch=0116, iter=00100/00196, fetch data time cost=1.38ms, fps=1989 images/s, loss=0.1139, top1-acc=96.44%, top5-acc=99.91%, remaining_time=0:00:12.522240, arrival_time=2021-04-10 03:58:18.816777, cost_time=0:00:13.044000 2021-04-10 03:58:07,583 INFO : TRAIN, epoch=0116, iter=00110/00196, fetch data time cost=2.11ms, fps=1988 images/s, loss=0.1160, top1-acc=96.39%, top5-acc=99.90%, remaining_time=0:00:11.205370, arrival_time=2021-04-10 03:58:18.788359, cost_time=0:00:14.332412 2021-04-10 03:58:08,871 INFO : TRAIN, epoch=0116, iter=00120/00196, fetch data time cost=1.93ms, fps=1989 images/s, loss=0.1151, top1-acc=96.38%, top5-acc=99.91%, remaining_time=0:00:09.892920, arrival_time=2021-04-10 03:58:18.763912, cost_time=0:00:15.620444 2021-04-10 03:58:10,161 INFO : TRAIN, epoch=0116, iter=00130/00196, fetch data time cost=1.59ms, fps=1984 images/s, loss=0.1157, top1-acc=96.36%, top5-acc=99.91%, remaining_time=0:00:08.585676, arrival_time=2021-04-10 03:58:18.747359, cost_time=0:00:16.911134 2021-04-10 03:58:11,448 INFO : TRAIN, epoch=0116, iter=00140/00196, fetch data time cost=1.40ms, fps=1991 images/s, loss=0.1166, top1-acc=96.38%, top5-acc=99.91%, remaining_time=0:00:07.279048, arrival_time=2021-04-10 03:58:18.727254, cost_time=0:00:18.197666 2021-04-10 03:58:12,744 INFO : TRAIN, epoch=0116, iter=00150/00196, fetch data time cost=1.43ms, fps=1976 images/s, loss=0.1167, top1-acc=96.35%, top5-acc=99.92%, remaining_time=0:00:05.978022, arrival_time=2021-04-10 03:58:18.722223, cost_time=0:00:19.493591 2021-04-10 03:58:14,030 INFO : TRAIN, epoch=0116, iter=00160/00196, fetch data time cost=1.46ms, fps=1991 images/s, loss=0.1165, top1-acc=96.35%, top5-acc=99.91%, remaining_time=0:00:04.675428, arrival_time=2021-04-10 03:58:18.705660, cost_time=0:00:20.779695 2021-04-10 03:58:15,321 INFO : TRAIN, epoch=0116, iter=00170/00196, fetch data time cost=1.36ms, fps=1984 images/s, loss=0.1170, top1-acc=96.34%, top5-acc=99.91%, remaining_time=0:00:03.375502, arrival_time=2021-04-10 03:58:18.696690, cost_time=0:00:22.070655 2021-04-10 03:58:16,618 INFO : TRAIN, epoch=0116, iter=00180/00196, fetch data time cost=1.53ms, fps=1974 images/s, loss=0.1163, top1-acc=96.34%, top5-acc=99.91%, remaining_time=0:00:02.077136, arrival_time=2021-04-10 03:58:18.695428, cost_time=0:00:23.367745 2021-04-10 03:58:17,907 INFO : TRAIN, epoch=0116, iter=00190/00196, fetch data time cost=1.30ms, fps=1986 images/s, loss=0.1158, top1-acc=96.35%, top5-acc=99.91%, remaining_time=0:00:00.778638, arrival_time=2021-04-10 03:58:18.686135, cost_time=0:00:24.656895 2021-04-10 03:58:18,609 INFO : TRAIN, epoch=0116, iter=00196/00196, fetch data time cost=1.37ms, fps=1939 images/s, loss=0.1170, top1-acc=96.31%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-10 03:58:18.609283, cost_time=0:00:25.358756 2021-04-10 03:58:19,130 INFO : EVAL, epoch=0116, iter=00010/00040, fetch data time cost=0.30ms, fps=4925 images/s, loss=0.3854, top1-acc=89.34%, top5-acc=99.41%, remaining_time=0:00:01.559280, arrival_time=2021-04-10 03:58:20.689308, cost_time=0:00:00.519758 2021-04-10 03:58:19,549 INFO : EVAL, epoch=0116, iter=00020/00040, fetch data time cost=1.32ms, fps=6107 images/s, loss=0.3830, top1-acc=89.77%, top5-acc=99.37%, remaining_time=0:00:00.939260, arrival_time=2021-04-10 03:58:20.488834, cost_time=0:00:00.939256 2021-04-10 03:58:19,973 INFO : EVAL, epoch=0116, iter=00030/00040, fetch data time cost=1.36ms, fps=6045 images/s, loss=0.3836, top1-acc=89.73%, top5-acc=99.44%, remaining_time=0:00:00.454410, arrival_time=2021-04-10 03:58:20.427901, cost_time=0:00:01.363228 2021-04-10 03:58:20,358 INFO : EVAL, epoch=0116, iter=00040/00040, fetch data time cost=0.08ms, fps=6031 images/s, loss=0.4129, top1-acc=89.32%, top5-acc=99.42%, remaining_time=0:00:00, arrival_time=2021-04-10 03:58:20.358466, cost_time=0:00:01.748222 2021-04-10 03:58:21,152 INFO : Epoch=0116 complete, best val top1-acc=89.84%, top5-acc=99.16% (epoch=100), remaining_time=0:39:29.831520, arrival_time=2021-04-10 04:37:50.984412, cost_time=0:54:32.624443 2021-04-10 03:58:21,153 INFO : Train start, epoch=0117, lr=0.037566 2021-04-10 03:58:22,601 INFO : TRAIN, epoch=0117, iter=00010/00196, fetch data time cost=0.26ms, fps=1768 images/s, loss=0.1229, top1-acc=95.94%, top5-acc=99.80%, remaining_time=0:00:26.929080, arrival_time=2021-04-10 03:58:49.530452, cost_time=0:00:01.447797 2021-04-10 03:58:23,895 INFO : TRAIN, epoch=0117, iter=00020/00196, fetch data time cost=1.53ms, fps=1980 images/s, loss=0.1201, top1-acc=96.09%, top5-acc=99.86%, remaining_time=0:00:24.124144, arrival_time=2021-04-10 03:58:48.019164, cost_time=0:00:02.741374 2021-04-10 03:58:25,183 INFO : TRAIN, epoch=0117, iter=00030/00196, fetch data time cost=1.55ms, fps=1988 images/s, loss=0.1120, top1-acc=96.35%, top5-acc=99.90%, remaining_time=0:00:22.297784, arrival_time=2021-04-10 03:58:47.481073, cost_time=0:00:04.029715 2021-04-10 03:58:26,469 INFO : TRAIN, epoch=0117, iter=00040/00196, fetch data time cost=1.38ms, fps=1991 images/s, loss=0.1066, top1-acc=96.61%, top5-acc=99.90%, remaining_time=0:00:20.733336, arrival_time=2021-04-10 03:58:47.203140, cost_time=0:00:05.316221 2021-04-10 03:58:27,758 INFO : TRAIN, epoch=0117, iter=00050/00196, fetch data time cost=1.55ms, fps=1987 images/s, loss=0.1092, top1-acc=96.55%, top5-acc=99.88%, remaining_time=0:00:19.286016, arrival_time=2021-04-10 03:58:47.044377, cost_time=0:00:06.604795 2021-04-10 03:58:29,045 INFO : TRAIN, epoch=0117, iter=00060/00196, fetch data time cost=1.52ms, fps=1989 images/s, loss=0.1114, top1-acc=96.46%, top5-acc=99.88%, remaining_time=0:00:17.889168, arrival_time=2021-04-10 03:58:46.935014, cost_time=0:00:07.892260 2021-04-10 03:58:30,334 INFO : TRAIN, epoch=0117, iter=00070/00196, fetch data time cost=1.50ms, fps=1988 images/s, loss=0.1134, top1-acc=96.41%, top5-acc=99.87%, remaining_time=0:00:16.524900, arrival_time=2021-04-10 03:58:46.858942, cost_time=0:00:09.180467 2021-04-10 03:58:31,621 INFO : TRAIN, epoch=0117, iter=00080/00196, fetch data time cost=1.38ms, fps=1989 images/s, loss=0.1124, top1-acc=96.49%, top5-acc=99.87%, remaining_time=0:00:15.178484, arrival_time=2021-04-10 03:58:46.800079, cost_time=0:00:10.467949 2021-04-10 03:58:32,914 INFO : TRAIN, epoch=0117, iter=00090/00196, fetch data time cost=1.32ms, fps=1980 images/s, loss=0.1112, top1-acc=96.51%, top5-acc=99.88%, remaining_time=0:00:13.852080, arrival_time=2021-04-10 03:58:46.766857, cost_time=0:00:11.761206 2021-04-10 03:58:34,200 INFO : TRAIN, epoch=0117, iter=00100/00196, fetch data time cost=1.57ms, fps=1992 images/s, loss=0.1117, top1-acc=96.46%, top5-acc=99.89%, remaining_time=0:00:12.524736, arrival_time=2021-04-10 03:58:46.724954, cost_time=0:00:13.046646 2021-04-10 03:58:35,490 INFO : TRAIN, epoch=0117, iter=00110/00196, fetch data time cost=1.32ms, fps=1985 images/s, loss=0.1107, top1-acc=96.48%, top5-acc=99.89%, remaining_time=0:00:11.208896, arrival_time=2021-04-10 03:58:46.699422, cost_time=0:00:14.336930 2021-04-10 03:58:36,783 INFO : TRAIN, epoch=0117, iter=00120/00196, fetch data time cost=1.39ms, fps=1980 images/s, loss=0.1114, top1-acc=96.50%, top5-acc=99.89%, remaining_time=0:00:09.899076, arrival_time=2021-04-10 03:58:46.682753, cost_time=0:00:15.630108 2021-04-10 03:58:38,073 INFO : TRAIN, epoch=0117, iter=00130/00196, fetch data time cost=1.41ms, fps=1985 images/s, loss=0.1120, top1-acc=96.48%, top5-acc=99.89%, remaining_time=0:00:08.590098, arrival_time=2021-04-10 03:58:46.663662, cost_time=0:00:16.919952 2021-04-10 03:58:39,363 INFO : TRAIN, epoch=0117, iter=00140/00196, fetch data time cost=1.45ms, fps=1985 images/s, loss=0.1149, top1-acc=96.39%, top5-acc=99.88%, remaining_time=0:00:07.284144, arrival_time=2021-04-10 03:58:46.648056, cost_time=0:00:18.210342 2021-04-10 03:58:40,651 INFO : TRAIN, epoch=0117, iter=00150/00196, fetch data time cost=1.59ms, fps=1988 images/s, loss=0.1157, top1-acc=96.39%, top5-acc=99.88%, remaining_time=0:00:05.979494, arrival_time=2021-04-10 03:58:46.631347, cost_time=0:00:19.498283 2021-04-10 03:58:41,940 INFO : TRAIN, epoch=0117, iter=00160/00196, fetch data time cost=1.33ms, fps=1988 images/s, loss=0.1158, top1-acc=96.36%, top5-acc=99.88%, remaining_time=0:00:04.676940, arrival_time=2021-04-10 03:58:46.616923, cost_time=0:00:20.786341 2021-04-10 03:58:43,224 INFO : TRAIN, epoch=0117, iter=00170/00196, fetch data time cost=1.41ms, fps=1994 images/s, loss=0.1157, top1-acc=96.38%, top5-acc=99.88%, remaining_time=0:00:03.375554, arrival_time=2021-04-10 03:58:46.600002, cost_time=0:00:22.070877 2021-04-10 03:58:44,513 INFO : TRAIN, epoch=0117, iter=00180/00196, fetch data time cost=1.40ms, fps=1987 images/s, loss=0.1159, top1-acc=96.35%, top5-acc=99.89%, remaining_time=0:00:02.076432, arrival_time=2021-04-10 03:58:46.589863, cost_time=0:00:23.359859 2021-04-10 03:58:45,805 INFO : TRAIN, epoch=0117, iter=00190/00196, fetch data time cost=1.33ms, fps=1982 images/s, loss=0.1158, top1-acc=96.35%, top5-acc=99.89%, remaining_time=0:00:00.778476, arrival_time=2021-04-10 03:58:46.583705, cost_time=0:00:24.651665 2021-04-10 03:58:46,501 INFO : TRAIN, epoch=0117, iter=00196/00196, fetch data time cost=1.91ms, fps=1954 images/s, loss=0.1154, top1-acc=96.37%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-10 03:58:46.501521, cost_time=0:00:25.347929 2021-04-10 03:58:47,040 INFO : EVAL, epoch=0117, iter=00010/00040, fetch data time cost=0.23ms, fps=4762 images/s, loss=0.3489, top1-acc=90.82%, top5-acc=99.49%, remaining_time=0:00:01.612830, arrival_time=2021-04-10 03:58:48.653197, cost_time=0:00:00.537613 2021-04-10 03:58:47,459 INFO : EVAL, epoch=0117, iter=00020/00040, fetch data time cost=1.22ms, fps=6118 images/s, loss=0.3502, top1-acc=90.62%, top5-acc=99.41%, remaining_time=0:00:00.956380, arrival_time=2021-04-10 03:58:48.415504, cost_time=0:00:00.956373 2021-04-10 03:58:47,879 INFO : EVAL, epoch=0117, iter=00030/00040, fetch data time cost=1.60ms, fps=6098 images/s, loss=0.3549, top1-acc=90.39%, top5-acc=99.32%, remaining_time=0:00:00.458820, arrival_time=2021-04-10 03:58:48.338077, cost_time=0:00:01.376470 2021-04-10 03:58:48,261 INFO : EVAL, epoch=0117, iter=00040/00040, fetch data time cost=0.08ms, fps=6073 images/s, loss=0.3687, top1-acc=90.23%, top5-acc=99.27%, remaining_time=0:00:00, arrival_time=2021-04-10 03:58:48.261628, cost_time=0:00:01.758894 2021-04-10 03:58:49,833 INFO : Epoch=0117 complete, best val top1-acc=90.23%, top5-acc=99.27% (epoch=117), remaining_time=0:39:01.951572, arrival_time=2021-04-10 04:37:51.785258, cost_time=0:55:01.305198 2021-04-10 03:58:49,834 INFO : Train start, epoch=0118, lr=0.036806 2021-04-10 03:58:51,318 INFO : TRAIN, epoch=0118, iter=00010/00196, fetch data time cost=1.61ms, fps=1725 images/s, loss=0.0937, top1-acc=97.19%, top5-acc=99.96%, remaining_time=0:00:27.600912, arrival_time=2021-04-10 03:59:18.919648, cost_time=0:00:01.483917 2021-04-10 03:58:52,607 INFO : TRAIN, epoch=0118, iter=00020/00196, fetch data time cost=1.42ms, fps=1987 images/s, loss=0.0976, top1-acc=97.03%, top5-acc=99.92%, remaining_time=0:00:24.401520, arrival_time=2021-04-10 03:59:17.009195, cost_time=0:00:02.772909 2021-04-10 03:58:53,894 INFO : TRAIN, epoch=0118, iter=00030/00196, fetch data time cost=1.52ms, fps=1990 images/s, loss=0.1004, top1-acc=96.93%, top5-acc=99.93%, remaining_time=0:00:22.463618, arrival_time=2021-04-10 03:59:16.358086, cost_time=0:00:04.059703 2021-04-10 03:58:55,180 INFO : TRAIN, epoch=0118, iter=00040/00196, fetch data time cost=1.36ms, fps=1991 images/s, loss=0.1005, top1-acc=96.92%, top5-acc=99.93%, remaining_time=0:00:20.849712, arrival_time=2021-04-10 03:59:16.030512, cost_time=0:00:05.346072 2021-04-10 03:58:56,474 INFO : TRAIN, epoch=0118, iter=00050/00196, fetch data time cost=1.47ms, fps=1979 images/s, loss=0.0995, top1-acc=96.95%, top5-acc=99.92%, remaining_time=0:00:19.388654, arrival_time=2021-04-10 03:59:15.863349, cost_time=0:00:06.639970 2021-04-10 03:58:57,761 INFO : TRAIN, epoch=0118, iter=00060/00196, fetch data time cost=1.54ms, fps=1990 images/s, loss=0.0989, top1-acc=96.97%, top5-acc=99.92%, remaining_time=0:00:17.966824, arrival_time=2021-04-10 03:59:15.728185, cost_time=0:00:07.926553 2021-04-10 03:58:59,049 INFO : TRAIN, epoch=0118, iter=00070/00196, fetch data time cost=1.53ms, fps=1988 images/s, loss=0.0999, top1-acc=96.91%, top5-acc=99.93%, remaining_time=0:00:16.586514, arrival_time=2021-04-10 03:59:15.635970, cost_time=0:00:09.214718 2021-04-10 03:59:00,334 INFO : TRAIN, epoch=0118, iter=00080/00196, fetch data time cost=1.31ms, fps=1993 images/s, loss=0.1017, top1-acc=96.86%, top5-acc=99.92%, remaining_time=0:00:15.224304, arrival_time=2021-04-10 03:59:15.558561, cost_time=0:00:10.499524 2021-04-10 03:59:01,623 INFO : TRAIN, epoch=0118, iter=00090/00196, fetch data time cost=1.71ms, fps=1986 images/s, loss=0.1026, top1-acc=96.81%, top5-acc=99.92%, remaining_time=0:00:13.884940, arrival_time=2021-04-10 03:59:15.508775, cost_time=0:00:11.789094 2021-04-10 03:59:02,916 INFO : TRAIN, epoch=0118, iter=00100/00196, fetch data time cost=1.42ms, fps=1981 images/s, loss=0.1024, top1-acc=96.82%, top5-acc=99.91%, remaining_time=0:00:12.558336, arrival_time=2021-04-10 03:59:15.474635, cost_time=0:00:13.081557 2021-04-10 03:59:04,203 INFO : TRAIN, epoch=0118, iter=00110/00196, fetch data time cost=2.14ms, fps=1989 images/s, loss=0.1014, top1-acc=96.86%, top5-acc=99.92%, remaining_time=0:00:11.233750, arrival_time=2021-04-10 03:59:15.437343, cost_time=0:00:14.368796 2021-04-10 03:59:05,491 INFO : TRAIN, epoch=0118, iter=00120/00196, fetch data time cost=1.42ms, fps=1989 images/s, loss=0.1041, top1-acc=96.75%, top5-acc=99.93%, remaining_time=0:00:09.915872, arrival_time=2021-04-10 03:59:15.407215, cost_time=0:00:15.656606 2021-04-10 03:59:06,776 INFO : TRAIN, epoch=0118, iter=00130/00196, fetch data time cost=1.43ms, fps=1993 images/s, loss=0.1031, top1-acc=96.79%, top5-acc=99.92%, remaining_time=0:00:08.601054, arrival_time=2021-04-10 03:59:15.377284, cost_time=0:00:16.941496 2021-04-10 03:59:08,064 INFO : TRAIN, epoch=0118, iter=00140/00196, fetch data time cost=1.43ms, fps=1988 images/s, loss=0.1044, top1-acc=96.74%, top5-acc=99.92%, remaining_time=0:00:07.291760, arrival_time=2021-04-10 03:59:15.355930, cost_time=0:00:18.229436 2021-04-10 03:59:09,351 INFO : TRAIN, epoch=0118, iter=00150/00196, fetch data time cost=1.38ms, fps=1989 images/s, loss=0.1038, top1-acc=96.76%, top5-acc=99.92%, remaining_time=0:00:05.985152, arrival_time=2021-04-10 03:59:15.336825, cost_time=0:00:19.516855 2021-04-10 03:59:10,643 INFO : TRAIN, epoch=0118, iter=00160/00196, fetch data time cost=1.52ms, fps=1983 images/s, loss=0.1040, top1-acc=96.74%, top5-acc=99.92%, remaining_time=0:00:04.681872, arrival_time=2021-04-10 03:59:15.324926, cost_time=0:00:20.808319 2021-04-10 03:59:11,932 INFO : TRAIN, epoch=0118, iter=00170/00196, fetch data time cost=1.53ms, fps=1986 images/s, loss=0.1056, top1-acc=96.70%, top5-acc=99.92%, remaining_time=0:00:03.379662, arrival_time=2021-04-10 03:59:15.312290, cost_time=0:00:22.097850 2021-04-10 03:59:13,220 INFO : TRAIN, epoch=0118, iter=00180/00196, fetch data time cost=1.48ms, fps=1989 images/s, loss=0.1063, top1-acc=96.68%, top5-acc=99.91%, remaining_time=0:00:02.078704, arrival_time=2021-04-10 03:59:15.298921, cost_time=0:00:23.385488 2021-04-10 03:59:14,507 INFO : TRAIN, epoch=0118, iter=00190/00196, fetch data time cost=1.97ms, fps=1989 images/s, loss=0.1074, top1-acc=96.66%, top5-acc=99.91%, remaining_time=0:00:00.779148, arrival_time=2021-04-10 03:59:15.287023, cost_time=0:00:24.673081 2021-04-10 03:59:15,204 INFO : TRAIN, epoch=0118, iter=00196/00196, fetch data time cost=1.48ms, fps=1953 images/s, loss=0.1077, top1-acc=96.65%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-10 03:59:15.204802, cost_time=0:00:25.370061 2021-04-10 03:59:15,744 INFO : EVAL, epoch=0118, iter=00010/00040, fetch data time cost=0.33ms, fps=4754 images/s, loss=0.3510, top1-acc=90.12%, top5-acc=99.45%, remaining_time=0:00:01.615410, arrival_time=2021-04-10 03:59:17.359818, cost_time=0:00:00.538468 2021-04-10 03:59:16,165 INFO : EVAL, epoch=0118, iter=00020/00040, fetch data time cost=1.93ms, fps=6090 images/s, loss=0.3510, top1-acc=90.21%, top5-acc=99.55%, remaining_time=0:00:00.959200, arrival_time=2021-04-10 03:59:17.124329, cost_time=0:00:00.959192 2021-04-10 03:59:16,583 INFO : EVAL, epoch=0118, iter=00030/00040, fetch data time cost=1.43ms, fps=6122 images/s, loss=0.3599, top1-acc=90.10%, top5-acc=99.53%, remaining_time=0:00:00.459240, arrival_time=2021-04-10 03:59:17.042905, cost_time=0:00:01.377717 2021-04-10 03:59:16,964 INFO : EVAL, epoch=0118, iter=00040/00040, fetch data time cost=0.06ms, fps=6103 images/s, loss=0.3634, top1-acc=90.10%, top5-acc=99.47%, remaining_time=0:00:00, arrival_time=2021-04-10 03:59:16.964122, cost_time=0:00:01.758217 2021-04-10 03:59:18,386 INFO : Epoch=0118 complete, best val top1-acc=90.23%, top5-acc=99.27% (epoch=117), remaining_time=0:38:33.968660, arrival_time=2021-04-10 04:37:52.354596, cost_time=0:55:29.857394 2021-04-10 03:59:18,386 INFO : Train start, epoch=0119, lr=0.036050 2021-04-10 03:59:19,862 INFO : TRAIN, epoch=0119, iter=00010/00196, fetch data time cost=1.63ms, fps=1734 images/s, loss=0.1081, top1-acc=96.45%, top5-acc=99.92%, remaining_time=0:00:27.456948, arrival_time=2021-04-10 03:59:47.319781, cost_time=0:00:01.476177 2021-04-10 03:59:21,150 INFO : TRAIN, epoch=0119, iter=00020/00196, fetch data time cost=1.36ms, fps=1989 images/s, loss=0.1089, top1-acc=96.41%, top5-acc=99.88%, remaining_time=0:00:24.320032, arrival_time=2021-04-10 03:59:45.470317, cost_time=0:00:02.763634 2021-04-10 03:59:22,437 INFO : TRAIN, epoch=0119, iter=00030/00196, fetch data time cost=1.41ms, fps=1990 images/s, loss=0.1154, top1-acc=96.34%, top5-acc=99.84%, remaining_time=0:00:22.411826, arrival_time=2021-04-10 03:59:44.848803, cost_time=0:00:04.050330 2021-04-10 03:59:23,722 INFO : TRAIN, epoch=0119, iter=00040/00196, fetch data time cost=1.39ms, fps=1993 images/s, loss=0.1104, top1-acc=96.43%, top5-acc=99.87%, remaining_time=0:00:20.807904, arrival_time=2021-04-10 03:59:44.529929, cost_time=0:00:05.335376 2021-04-10 03:59:25,009 INFO : TRAIN, epoch=0119, iter=00050/00196, fetch data time cost=1.34ms, fps=1990 images/s, loss=0.1093, top1-acc=96.50%, top5-acc=99.88%, remaining_time=0:00:19.337700, arrival_time=2021-04-10 03:59:44.346864, cost_time=0:00:06.622512 2021-04-10 03:59:26,295 INFO : TRAIN, epoch=0119, iter=00060/00196, fetch data time cost=1.51ms, fps=1991 images/s, loss=0.1114, top1-acc=96.50%, top5-acc=99.90%, remaining_time=0:00:17.926024, arrival_time=2021-04-10 03:59:44.221232, cost_time=0:00:07.908559 2021-04-10 03:59:27,581 INFO : TRAIN, epoch=0119, iter=00070/00196, fetch data time cost=1.35ms, fps=1991 images/s, loss=0.1093, top1-acc=96.53%, top5-acc=99.91%, remaining_time=0:00:16.550478, arrival_time=2021-04-10 03:59:44.131842, cost_time=0:00:09.194713 2021-04-10 03:59:28,867 INFO : TRAIN, epoch=0119, iter=00080/00196, fetch data time cost=1.36ms, fps=1992 images/s, loss=0.1071, top1-acc=96.60%, top5-acc=99.92%, remaining_time=0:00:15.196580, arrival_time=2021-04-10 03:59:44.063636, cost_time=0:00:10.480387 2021-04-10 03:59:30,155 INFO : TRAIN, epoch=0119, iter=00090/00196, fetch data time cost=1.35ms, fps=1988 images/s, loss=0.1098, top1-acc=96.48%, top5-acc=99.91%, remaining_time=0:00:13.860984, arrival_time=2021-04-10 03:59:44.016483, cost_time=0:00:11.768784 2021-04-10 03:59:31,442 INFO : TRAIN, epoch=0119, iter=00100/00196, fetch data time cost=1.37ms, fps=1989 images/s, loss=0.1087, top1-acc=96.51%, top5-acc=99.91%, remaining_time=0:00:12.533952, arrival_time=2021-04-10 03:59:43.976818, cost_time=0:00:13.056217 2021-04-10 03:59:32,730 INFO : TRAIN, epoch=0119, iter=00110/00196, fetch data time cost=1.41ms, fps=1989 images/s, loss=0.1078, top1-acc=96.52%, top5-acc=99.91%, remaining_time=0:00:11.214314, arrival_time=2021-04-10 03:59:43.944907, cost_time=0:00:14.343938 2021-04-10 03:59:34,027 INFO : TRAIN, epoch=0119, iter=00120/00196, fetch data time cost=2.19ms, fps=1975 images/s, loss=0.1071, top1-acc=96.55%, top5-acc=99.92%, remaining_time=0:00:09.905840, arrival_time=2021-04-10 03:59:43.933346, cost_time=0:00:15.640824 2021-04-10 03:59:35,316 INFO : TRAIN, epoch=0119, iter=00130/00196, fetch data time cost=1.54ms, fps=1987 images/s, loss=0.1058, top1-acc=96.58%, top5-acc=99.92%, remaining_time=0:00:08.595180, arrival_time=2021-04-10 03:59:43.911721, cost_time=0:00:16.929881 2021-04-10 03:59:36,604 INFO : TRAIN, epoch=0119, iter=00140/00196, fetch data time cost=1.53ms, fps=1988 images/s, loss=0.1055, top1-acc=96.62%, top5-acc=99.93%, remaining_time=0:00:07.287224, arrival_time=2021-04-10 03:59:43.891937, cost_time=0:00:18.218047 2021-04-10 03:59:37,891 INFO : TRAIN, epoch=0119, iter=00150/00196, fetch data time cost=1.67ms, fps=1990 images/s, loss=0.1064, top1-acc=96.59%, top5-acc=99.92%, remaining_time=0:00:05.981518, arrival_time=2021-04-10 03:59:43.873078, cost_time=0:00:19.504906 2021-04-10 03:59:39,176 INFO : TRAIN, epoch=0119, iter=00160/00196, fetch data time cost=1.50ms, fps=1993 images/s, loss=0.1051, top1-acc=96.64%, top5-acc=99.93%, remaining_time=0:00:04.677768, arrival_time=2021-04-10 03:59:43.854513, cost_time=0:00:20.790095 2021-04-10 03:59:40,466 INFO : TRAIN, epoch=0119, iter=00170/00196, fetch data time cost=1.91ms, fps=1985 images/s, loss=0.1056, top1-acc=96.64%, top5-acc=99.92%, remaining_time=0:00:03.376958, arrival_time=2021-04-10 03:59:43.843638, cost_time=0:00:22.080028 2021-04-10 03:59:41,752 INFO : TRAIN, epoch=0119, iter=00180/00196, fetch data time cost=1.36ms, fps=1991 images/s, loss=0.1078, top1-acc=96.58%, top5-acc=99.91%, remaining_time=0:00:02.076976, arrival_time=2021-04-10 03:59:43.829532, cost_time=0:00:23.365897 2021-04-10 03:59:43,040 INFO : TRAIN, epoch=0119, iter=00190/00196, fetch data time cost=1.42ms, fps=1989 images/s, loss=0.1079, top1-acc=96.58%, top5-acc=99.91%, remaining_time=0:00:00.778524, arrival_time=2021-04-10 03:59:43.818502, cost_time=0:00:24.653329 2021-04-10 03:59:43,737 INFO : TRAIN, epoch=0119, iter=00196/00196, fetch data time cost=1.28ms, fps=1952 images/s, loss=0.1085, top1-acc=96.58%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-10 03:59:43.737089, cost_time=0:00:25.350449 2021-04-10 03:59:44,259 INFO : EVAL, epoch=0119, iter=00010/00040, fetch data time cost=0.20ms, fps=4908 images/s, loss=0.4141, top1-acc=88.63%, top5-acc=99.22%, remaining_time=0:00:01.564620, arrival_time=2021-04-10 03:59:45.824208, cost_time=0:00:00.521540 2021-04-10 03:59:44,678 INFO : EVAL, epoch=0119, iter=00020/00040, fetch data time cost=1.40ms, fps=6123 images/s, loss=0.4083, top1-acc=88.59%, top5-acc=99.41%, remaining_time=0:00:00.939980, arrival_time=2021-04-10 03:59:45.618009, cost_time=0:00:00.939980 2021-04-10 03:59:45,096 INFO : EVAL, epoch=0119, iter=00030/00040, fetch data time cost=1.24ms, fps=6118 images/s, loss=0.4099, top1-acc=88.59%, top5-acc=99.35%, remaining_time=0:00:00.452920, arrival_time=2021-04-10 03:59:45.549732, cost_time=0:00:01.358761 2021-04-10 03:59:45,479 INFO : EVAL, epoch=0119, iter=00040/00040, fetch data time cost=0.08ms, fps=6072 images/s, loss=0.4108, top1-acc=88.44%, top5-acc=99.30%, remaining_time=0:00:00, arrival_time=2021-04-10 03:59:45.479223, cost_time=0:00:01.741199 2021-04-10 03:59:46,247 INFO : Epoch=0119 complete, best val top1-acc=90.23%, top5-acc=99.27% (epoch=117), remaining_time=0:38:05.506125, arrival_time=2021-04-10 04:37:51.753384, cost_time=0:55:57.718817 2021-04-10 03:59:46,247 INFO : Train start, epoch=0120, lr=0.035298 2021-04-10 03:59:47,732 INFO : TRAIN, epoch=0120, iter=00010/00196, fetch data time cost=0.25ms, fps=1725 images/s, loss=0.1000, top1-acc=96.87%, top5-acc=99.80%, remaining_time=0:00:27.606306, arrival_time=2021-04-10 04:00:15.338501, cost_time=0:00:01.484207 2021-04-10 03:59:49,020 INFO : TRAIN, epoch=0120, iter=00020/00196, fetch data time cost=1.54ms, fps=1987 images/s, loss=0.0941, top1-acc=97.05%, top5-acc=99.88%, remaining_time=0:00:24.401168, arrival_time=2021-04-10 04:00:13.421954, cost_time=0:00:02.772862 2021-04-10 03:59:50,307 INFO : TRAIN, epoch=0120, iter=00030/00196, fetch data time cost=1.51ms, fps=1990 images/s, loss=0.0979, top1-acc=97.02%, top5-acc=99.86%, remaining_time=0:00:22.464614, arrival_time=2021-04-10 04:00:12.772406, cost_time=0:00:04.059872 2021-04-10 03:59:51,598 INFO : TRAIN, epoch=0120, iter=00040/00196, fetch data time cost=1.80ms, fps=1984 images/s, loss=0.0991, top1-acc=96.98%, top5-acc=99.88%, remaining_time=0:00:20.868432, arrival_time=2021-04-10 04:00:12.467265, cost_time=0:00:05.350872 2021-04-10 03:59:52,889 INFO : TRAIN, epoch=0120, iter=00050/00196, fetch data time cost=1.95ms, fps=1985 images/s, loss=0.1002, top1-acc=96.91%, top5-acc=99.88%, remaining_time=0:00:19.392450, arrival_time=2021-04-10 04:00:12.281669, cost_time=0:00:06.641228 2021-04-10 03:59:54,176 INFO : TRAIN, epoch=0120, iter=00060/00196, fetch data time cost=1.45ms, fps=1990 images/s, loss=0.1025, top1-acc=96.85%, top5-acc=99.89%, remaining_time=0:00:17.970768, arrival_time=2021-04-10 04:00:12.146939, cost_time=0:00:07.928251 2021-04-10 03:59:55,458 INFO : TRAIN, epoch=0120, iter=00070/00196, fetch data time cost=1.39ms, fps=1997 images/s, loss=0.1028, top1-acc=96.83%, top5-acc=99.89%, remaining_time=0:00:16.578450, arrival_time=2021-04-10 04:00:12.036624, cost_time=0:00:09.210267 2021-04-10 03:59:56,749 INFO : TRAIN, epoch=0120, iter=00080/00196, fetch data time cost=1.42ms, fps=1983 images/s, loss=0.1027, top1-acc=96.86%, top5-acc=99.89%, remaining_time=0:00:15.227436, arrival_time=2021-04-10 04:00:11.977035, cost_time=0:00:10.501678 2021-04-10 03:59:58,043 INFO : TRAIN, epoch=0120, iter=00090/00196, fetch data time cost=3.61ms, fps=1980 images/s, loss=0.1043, top1-acc=96.79%, top5-acc=99.89%, remaining_time=0:00:13.892254, arrival_time=2021-04-10 04:00:11.935493, cost_time=0:00:11.795310 2021-04-10 03:59:59,328 INFO : TRAIN, epoch=0120, iter=00100/00196, fetch data time cost=1.40ms, fps=1992 images/s, loss=0.1041, top1-acc=96.77%, top5-acc=99.90%, remaining_time=0:00:12.557376, arrival_time=2021-04-10 04:00:11.885853, cost_time=0:00:13.080564 2021-04-10 04:00:00,616 INFO : TRAIN, epoch=0120, iter=00110/00196, fetch data time cost=1.80ms, fps=1988 images/s, loss=0.1034, top1-acc=96.84%, top5-acc=99.90%, remaining_time=0:00:11.233578, arrival_time=2021-04-10 04:00:11.850068, cost_time=0:00:14.368498 2021-04-10 04:00:01,905 INFO : TRAIN, epoch=0120, iter=00120/00196, fetch data time cost=1.42ms, fps=1986 images/s, loss=0.1021, top1-acc=96.86%, top5-acc=99.90%, remaining_time=0:00:09.916708, arrival_time=2021-04-10 04:00:11.822628, cost_time=0:00:15.657994 2021-04-10 04:00:03,196 INFO : TRAIN, epoch=0120, iter=00130/00196, fetch data time cost=1.50ms, fps=1985 images/s, loss=0.1040, top1-acc=96.81%, top5-acc=99.90%, remaining_time=0:00:08.604552, arrival_time=2021-04-10 04:00:11.800827, cost_time=0:00:16.948321 2021-04-10 04:00:04,483 INFO : TRAIN, epoch=0120, iter=00140/00196, fetch data time cost=1.50ms, fps=1989 images/s, loss=0.1050, top1-acc=96.78%, top5-acc=99.90%, remaining_time=0:00:07.294392, arrival_time=2021-04-10 04:00:11.778244, cost_time=0:00:18.235935 2021-04-10 04:00:05,770 INFO : TRAIN, epoch=0120, iter=00150/00196, fetch data time cost=1.36ms, fps=1991 images/s, loss=0.1061, top1-acc=96.73%, top5-acc=99.91%, remaining_time=0:00:05.986762, arrival_time=2021-04-10 04:00:11.756746, cost_time=0:00:19.522051 2021-04-10 04:00:07,057 INFO : TRAIN, epoch=0120, iter=00160/00196, fetch data time cost=1.32ms, fps=1989 images/s, loss=0.1071, top1-acc=96.67%, top5-acc=99.91%, remaining_time=0:00:04.682196, arrival_time=2021-04-10 04:00:11.739976, cost_time=0:00:20.809820 2021-04-10 04:00:08,345 INFO : TRAIN, epoch=0120, iter=00170/00196, fetch data time cost=1.42ms, fps=1989 images/s, loss=0.1084, top1-acc=96.63%, top5-acc=99.90%, remaining_time=0:00:03.379558, arrival_time=2021-04-10 04:00:11.724611, cost_time=0:00:22.097135 2021-04-10 04:00:09,633 INFO : TRAIN, epoch=0120, iter=00180/00196, fetch data time cost=1.39ms, fps=1988 images/s, loss=0.1094, top1-acc=96.58%, top5-acc=99.90%, remaining_time=0:00:02.078688, arrival_time=2021-04-10 04:00:11.711857, cost_time=0:00:23.385218 2021-04-10 04:00:10,923 INFO : TRAIN, epoch=0120, iter=00190/00196, fetch data time cost=1.27ms, fps=1985 images/s, loss=0.1095, top1-acc=96.57%, top5-acc=99.90%, remaining_time=0:00:00.779226, arrival_time=2021-04-10 04:00:11.702667, cost_time=0:00:24.675452 2021-04-10 04:00:11,623 INFO : TRAIN, epoch=0120, iter=00196/00196, fetch data time cost=1.27ms, fps=1943 images/s, loss=0.1100, top1-acc=96.55%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-10 04:00:11.623787, cost_time=0:00:25.375877 2021-04-10 04:00:12,141 INFO : EVAL, epoch=0120, iter=00010/00040, fetch data time cost=1.34ms, fps=4954 images/s, loss=0.3968, top1-acc=88.98%, top5-acc=99.14%, remaining_time=0:00:01.550100, arrival_time=2021-04-10 04:00:13.691534, cost_time=0:00:00.516705 2021-04-10 04:00:12,563 INFO : EVAL, epoch=0120, iter=00020/00040, fetch data time cost=1.84ms, fps=6070 images/s, loss=0.3993, top1-acc=89.12%, top5-acc=99.22%, remaining_time=0:00:00.938800, arrival_time=2021-04-10 04:00:13.502324, cost_time=0:00:00.938798 2021-04-10 04:00:12,983 INFO : EVAL, epoch=0120, iter=00030/00040, fetch data time cost=1.27ms, fps=6105 images/s, loss=0.3879, top1-acc=89.40%, top5-acc=99.31%, remaining_time=0:00:00.452810, arrival_time=2021-04-10 04:00:13.435960, cost_time=0:00:01.358426 2021-04-10 04:00:13,363 INFO : EVAL, epoch=0120, iter=00040/00040, fetch data time cost=0.07ms, fps=6103 images/s, loss=0.3765, top1-acc=89.41%, top5-acc=99.30%, remaining_time=0:00:00, arrival_time=2021-04-10 04:00:13.363580, cost_time=0:00:01.738881 2021-04-10 04:00:14,647 INFO : Epoch=0120 complete, best val top1-acc=90.23%, top5-acc=99.27% (epoch=117), remaining_time=0:37:37.412320, arrival_time=2021-04-10 04:37:52.059256, cost_time=0:56:26.118465 2021-04-10 04:00:14,647 INFO : Train start, epoch=0121, lr=0.034549 2021-04-10 04:00:16,137 INFO : TRAIN, epoch=0121, iter=00010/00196, fetch data time cost=6.50ms, fps=1719 images/s, loss=0.1021, top1-acc=96.52%, top5-acc=100.00%, remaining_time=0:00:27.703584, arrival_time=2021-04-10 04:00:43.840949, cost_time=0:00:01.489441 2021-04-10 04:00:17,425 INFO : TRAIN, epoch=0121, iter=00020/00196, fetch data time cost=1.34ms, fps=1989 images/s, loss=0.0960, top1-acc=97.05%, top5-acc=99.96%, remaining_time=0:00:24.439888, arrival_time=2021-04-10 04:00:41.865005, cost_time=0:00:02.777263 2021-04-10 04:00:18,711 INFO : TRAIN, epoch=0121, iter=00030/00196, fetch data time cost=1.34ms, fps=1991 images/s, loss=0.0928, top1-acc=97.15%, top5-acc=99.95%, remaining_time=0:00:22.485364, arrival_time=2021-04-10 04:00:41.196849, cost_time=0:00:04.063634 2021-04-10 04:00:20,000 INFO : TRAIN, epoch=0121, iter=00040/00196, fetch data time cost=1.54ms, fps=1987 images/s, loss=0.0926, top1-acc=97.19%, top5-acc=99.95%, remaining_time=0:00:20.874048, arrival_time=2021-04-10 04:00:40.874226, cost_time=0:00:05.352326 2021-04-10 04:00:21,287 INFO : TRAIN, epoch=0121, iter=00050/00196, fetch data time cost=1.56ms, fps=1989 images/s, loss=0.0913, top1-acc=97.17%, top5-acc=99.96%, remaining_time=0:00:19.388508, arrival_time=2021-04-10 04:00:40.676275, cost_time=0:00:06.639895 2021-04-10 04:00:22,576 INFO : TRAIN, epoch=0121, iter=00060/00196, fetch data time cost=1.56ms, fps=1988 images/s, loss=0.0919, top1-acc=97.15%, top5-acc=99.95%, remaining_time=0:00:17.970496, arrival_time=2021-04-10 04:00:40.546639, cost_time=0:00:07.928170 2021-04-10 04:00:23,872 INFO : TRAIN, epoch=0121, iter=00070/00196, fetch data time cost=1.40ms, fps=1976 images/s, loss=0.0908, top1-acc=97.17%, top5-acc=99.95%, remaining_time=0:00:16.604406, arrival_time=2021-04-10 04:00:40.476936, cost_time=0:00:09.224660 2021-04-10 04:00:25,157 INFO : TRAIN, epoch=0121, iter=00080/00196, fetch data time cost=1.40ms, fps=1993 images/s, loss=0.0947, top1-acc=97.07%, top5-acc=99.95%, remaining_time=0:00:15.239384, arrival_time=2021-04-10 04:00:40.397133, cost_time=0:00:10.509897 2021-04-10 04:00:26,445 INFO : TRAIN, epoch=0121, iter=00090/00196, fetch data time cost=1.41ms, fps=1988 images/s, loss=0.0958, top1-acc=97.06%, top5-acc=99.94%, remaining_time=0:00:13.895116, arrival_time=2021-04-10 04:00:40.340695, cost_time=0:00:11.797724 2021-04-10 04:00:27,730 INFO : TRAIN, epoch=0121, iter=00100/00196, fetch data time cost=1.35ms, fps=1993 images/s, loss=0.0966, top1-acc=97.03%, top5-acc=99.93%, remaining_time=0:00:12.559584, arrival_time=2021-04-10 04:00:40.290307, cost_time=0:00:13.082856 2021-04-10 04:00:29,018 INFO : TRAIN, epoch=0121, iter=00110/00196, fetch data time cost=1.49ms, fps=1989 images/s, loss=0.0970, top1-acc=96.97%, top5-acc=99.94%, remaining_time=0:00:11.235040, arrival_time=2021-04-10 04:00:40.253358, cost_time=0:00:14.370416 2021-04-10 04:00:30,311 INFO : TRAIN, epoch=0121, iter=00120/00196, fetch data time cost=1.41ms, fps=1981 images/s, loss=0.0978, top1-acc=96.94%, top5-acc=99.93%, remaining_time=0:00:09.919900, arrival_time=2021-04-10 04:00:40.230854, cost_time=0:00:15.663027 2021-04-10 04:00:31,604 INFO : TRAIN, epoch=0121, iter=00130/00196, fetch data time cost=1.34ms, fps=1981 images/s, loss=0.0982, top1-acc=96.94%, top5-acc=99.93%, remaining_time=0:00:08.608512, arrival_time=2021-04-10 04:00:40.212519, cost_time=0:00:16.956152 2021-04-10 04:00:32,891 INFO : TRAIN, epoch=0121, iter=00140/00196, fetch data time cost=1.57ms, fps=1989 images/s, loss=0.0991, top1-acc=96.91%, top5-acc=99.94%, remaining_time=0:00:07.297416, arrival_time=2021-04-10 04:00:40.188796, cost_time=0:00:18.243498 2021-04-10 04:00:34,175 INFO : TRAIN, epoch=0121, iter=00150/00196, fetch data time cost=1.38ms, fps=1995 images/s, loss=0.0987, top1-acc=96.93%, top5-acc=99.93%, remaining_time=0:00:05.988418, arrival_time=2021-04-10 04:00:40.163654, cost_time=0:00:19.527382 2021-04-10 04:00:35,464 INFO : TRAIN, epoch=0121, iter=00160/00196, fetch data time cost=1.52ms, fps=1986 images/s, loss=0.0989, top1-acc=96.92%, top5-acc=99.93%, remaining_time=0:00:04.683744, arrival_time=2021-04-10 04:00:40.148201, cost_time=0:00:20.816596 2021-04-10 04:00:36,752 INFO : TRAIN, epoch=0121, iter=00170/00196, fetch data time cost=1.36ms, fps=1988 images/s, loss=0.0992, top1-acc=96.90%, top5-acc=99.94%, remaining_time=0:00:03.380754, arrival_time=2021-04-10 04:00:40.133533, cost_time=0:00:22.104919 2021-04-10 04:00:38,040 INFO : TRAIN, epoch=0121, iter=00180/00196, fetch data time cost=1.34ms, fps=1989 images/s, loss=0.0999, top1-acc=96.88%, top5-acc=99.93%, remaining_time=0:00:02.079312, arrival_time=2021-04-10 04:00:40.119452, cost_time=0:00:23.392281 2021-04-10 04:00:39,329 INFO : TRAIN, epoch=0121, iter=00190/00196, fetch data time cost=1.33ms, fps=1987 images/s, loss=0.0994, top1-acc=96.89%, top5-acc=99.93%, remaining_time=0:00:00.779412, arrival_time=2021-04-10 04:00:40.108553, cost_time=0:00:24.681289 2021-04-10 04:00:40,027 INFO : TRAIN, epoch=0121, iter=00196/00196, fetch data time cost=1.23ms, fps=1948 images/s, loss=0.0992, top1-acc=96.90%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-10 04:00:40.027773, cost_time=0:00:25.379923 2021-04-10 04:00:40,532 INFO : EVAL, epoch=0121, iter=00010/00040, fetch data time cost=0.21ms, fps=5087 images/s, loss=0.3564, top1-acc=90.31%, top5-acc=99.30%, remaining_time=0:00:01.509720, arrival_time=2021-04-10 04:00:42.041819, cost_time=0:00:00.503237 2021-04-10 04:00:40,951 INFO : EVAL, epoch=0121, iter=00020/00040, fetch data time cost=1.34ms, fps=6113 images/s, loss=0.3562, top1-acc=90.25%, top5-acc=99.41%, remaining_time=0:00:00.922500, arrival_time=2021-04-10 04:00:41.873794, cost_time=0:00:00.922496 2021-04-10 04:00:41,370 INFO : EVAL, epoch=0121, iter=00030/00040, fetch data time cost=1.31ms, fps=6116 images/s, loss=0.3569, top1-acc=90.07%, top5-acc=99.45%, remaining_time=0:00:00.447120, arrival_time=2021-04-10 04:00:41.817284, cost_time=0:00:01.341367 2021-04-10 04:00:41,752 INFO : EVAL, epoch=0121, iter=00040/00040, fetch data time cost=0.08ms, fps=6078 images/s, loss=0.3558, top1-acc=90.05%, top5-acc=99.46%, remaining_time=0:00:00, arrival_time=2021-04-10 04:00:41.752145, cost_time=0:00:01.723363 2021-04-10 04:00:42,935 INFO : Epoch=0121 complete, best val top1-acc=90.23%, top5-acc=99.27% (epoch=117), remaining_time=0:37:09.240644, arrival_time=2021-04-10 04:37:52.175701, cost_time=0:56:54.406591 2021-04-10 04:00:42,935 INFO : Train start, epoch=0122, lr=0.033804 2021-04-10 04:00:44,386 INFO : TRAIN, epoch=0122, iter=00010/00196, fetch data time cost=0.26ms, fps=1765 images/s, loss=0.0901, top1-acc=97.42%, top5-acc=99.84%, remaining_time=0:00:26.981346, arrival_time=2021-04-10 04:01:11.367804, cost_time=0:00:01.450608 2021-04-10 04:00:45,676 INFO : TRAIN, epoch=0122, iter=00020/00196, fetch data time cost=1.37ms, fps=1986 images/s, loss=0.0972, top1-acc=97.07%, top5-acc=99.84%, remaining_time=0:00:24.115344, arrival_time=2021-04-10 04:01:09.791524, cost_time=0:00:02.740378 2021-04-10 04:00:46,962 INFO : TRAIN, epoch=0122, iter=00030/00196, fetch data time cost=1.42ms, fps=1992 images/s, loss=0.1008, top1-acc=96.91%, top5-acc=99.86%, remaining_time=0:00:22.278528, arrival_time=2021-04-10 04:01:09.240573, cost_time=0:00:04.026245 2021-04-10 04:00:48,255 INFO : TRAIN, epoch=0122, iter=00040/00196, fetch data time cost=1.83ms, fps=1980 images/s, loss=0.0953, top1-acc=97.08%, top5-acc=99.88%, remaining_time=0:00:20.745972, arrival_time=2021-04-10 04:01:09.001328, cost_time=0:00:05.319478 2021-04-10 04:00:49,545 INFO : TRAIN, epoch=0122, iter=00050/00196, fetch data time cost=1.45ms, fps=1986 images/s, loss=0.0945, top1-acc=97.13%, top5-acc=99.90%, remaining_time=0:00:19.299448, arrival_time=2021-04-10 04:01:08.844651, cost_time=0:00:06.609388 2021-04-10 04:00:50,831 INFO : TRAIN, epoch=0122, iter=00060/00196, fetch data time cost=1.55ms, fps=1990 images/s, loss=0.0959, top1-acc=96.99%, top5-acc=99.90%, remaining_time=0:00:17.897464, arrival_time=2021-04-10 04:01:08.729204, cost_time=0:00:07.895939 2021-04-10 04:00:52,122 INFO : TRAIN, epoch=0122, iter=00070/00196, fetch data time cost=1.36ms, fps=1984 images/s, loss=0.0982, top1-acc=96.92%, top5-acc=99.90%, remaining_time=0:00:16.535610, arrival_time=2021-04-10 04:01:08.657836, cost_time=0:00:09.186417 2021-04-10 04:00:53,414 INFO : TRAIN, epoch=0122, iter=00080/00196, fetch data time cost=1.60ms, fps=1981 images/s, loss=0.0984, top1-acc=96.91%, top5-acc=99.91%, remaining_time=0:00:15.194376, arrival_time=2021-04-10 04:01:08.609075, cost_time=0:00:10.478861 2021-04-10 04:00:54,708 INFO : TRAIN, epoch=0122, iter=00090/00196, fetch data time cost=1.47ms, fps=1980 images/s, loss=0.0997, top1-acc=96.85%, top5-acc=99.91%, remaining_time=0:00:13.865118, arrival_time=2021-04-10 04:01:08.573240, cost_time=0:00:11.772248 2021-04-10 04:00:55,993 INFO : TRAIN, epoch=0122, iter=00100/00196, fetch data time cost=1.49ms, fps=1993 images/s, loss=0.0980, top1-acc=96.89%, top5-acc=99.91%, remaining_time=0:00:12.534912, arrival_time=2021-04-10 04:01:08.527924, cost_time=0:00:13.057214 2021-04-10 04:00:57,279 INFO : TRAIN, epoch=0122, iter=00110/00196, fetch data time cost=1.34ms, fps=1990 images/s, loss=0.0974, top1-acc=96.87%, top5-acc=99.92%, remaining_time=0:00:11.214228, arrival_time=2021-04-10 04:01:08.493762, cost_time=0:00:14.343735 2021-04-10 04:00:58,571 INFO : TRAIN, epoch=0122, iter=00120/00196, fetch data time cost=1.50ms, fps=1982 images/s, loss=0.0982, top1-acc=96.86%, top5-acc=99.92%, remaining_time=0:00:09.902496, arrival_time=2021-04-10 04:01:08.473879, cost_time=0:00:15.635539 2021-04-10 04:00:59,859 INFO : TRAIN, epoch=0122, iter=00130/00196, fetch data time cost=1.43ms, fps=1988 images/s, loss=0.0989, top1-acc=96.84%, top5-acc=99.92%, remaining_time=0:00:08.592012, arrival_time=2021-04-10 04:01:08.451515, cost_time=0:00:16.923686 2021-04-10 04:01:01,147 INFO : TRAIN, epoch=0122, iter=00140/00196, fetch data time cost=1.52ms, fps=1988 images/s, loss=0.0990, top1-acc=96.84%, top5-acc=99.92%, remaining_time=0:00:07.284816, arrival_time=2021-04-10 04:01:08.432645, cost_time=0:00:18.212000 2021-04-10 04:01:02,442 INFO : TRAIN, epoch=0122, iter=00150/00196, fetch data time cost=1.54ms, fps=1978 images/s, loss=0.0991, top1-acc=96.84%, top5-acc=99.92%, remaining_time=0:00:05.982070, arrival_time=2021-04-10 04:01:08.424751, cost_time=0:00:19.506805 2021-04-10 04:01:03,732 INFO : TRAIN, epoch=0122, iter=00160/00196, fetch data time cost=1.40ms, fps=1990 images/s, loss=0.0994, top1-acc=96.84%, top5-acc=99.93%, remaining_time=0:00:04.679172, arrival_time=2021-04-10 04:01:08.411306, cost_time=0:00:20.796330 2021-04-10 04:01:05,021 INFO : TRAIN, epoch=0122, iter=00170/00196, fetch data time cost=1.46ms, fps=1987 images/s, loss=0.0993, top1-acc=96.85%, top5-acc=99.93%, remaining_time=0:00:03.377764, arrival_time=2021-04-10 04:01:08.398925, cost_time=0:00:22.085317 2021-04-10 04:01:06,308 INFO : TRAIN, epoch=0122, iter=00180/00196, fetch data time cost=1.50ms, fps=1989 images/s, loss=0.0992, top1-acc=96.85%, top5-acc=99.93%, remaining_time=0:00:02.077584, arrival_time=2021-04-10 04:01:08.386284, cost_time=0:00:23.372885 2021-04-10 04:01:07,596 INFO : TRAIN, epoch=0122, iter=00190/00196, fetch data time cost=1.32ms, fps=1989 images/s, loss=0.0997, top1-acc=96.83%, top5-acc=99.92%, remaining_time=0:00:00.778752, arrival_time=2021-04-10 04:01:08.375073, cost_time=0:00:24.660524 2021-04-10 04:01:08,291 INFO : TRAIN, epoch=0122, iter=00196/00196, fetch data time cost=1.33ms, fps=1957 images/s, loss=0.0997, top1-acc=96.83%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-10 04:01:08.291832, cost_time=0:00:25.356035 2021-04-10 04:01:08,787 INFO : EVAL, epoch=0122, iter=00010/00040, fetch data time cost=1.30ms, fps=5180 images/s, loss=0.3979, top1-acc=88.79%, top5-acc=99.53%, remaining_time=0:00:01.482600, arrival_time=2021-04-10 04:01:10.269635, cost_time=0:00:00.494197 2021-04-10 04:01:09,204 INFO : EVAL, epoch=0122, iter=00020/00040, fetch data time cost=1.32ms, fps=6132 images/s, loss=0.3897, top1-acc=89.12%, top5-acc=99.39%, remaining_time=0:00:00.912020, arrival_time=2021-04-10 04:01:10.116879, cost_time=0:00:00.912022 2021-04-10 04:01:09,624 INFO : EVAL, epoch=0122, iter=00030/00040, fetch data time cost=0.22ms, fps=6100 images/s, loss=0.3907, top1-acc=89.04%, top5-acc=99.40%, remaining_time=0:00:00.444010, arrival_time=2021-04-10 04:01:10.068883, cost_time=0:00:01.332032 2021-04-10 04:01:10,005 INFO : EVAL, epoch=0122, iter=00040/00040, fetch data time cost=0.07ms, fps=6103 images/s, loss=0.3793, top1-acc=89.20%, top5-acc=99.36%, remaining_time=0:00:00, arrival_time=2021-04-10 04:01:10.005312, cost_time=0:00:01.712502 2021-04-10 04:01:11,083 INFO : Epoch=0122 complete, best val top1-acc=90.23%, top5-acc=99.27% (epoch=117), remaining_time=0:36:40.978104, arrival_time=2021-04-10 04:37:52.062015, cost_time=0:57:22.555464 2021-04-10 04:01:11,084 INFO : Train start, epoch=0123, lr=0.033063 2021-04-10 04:01:12,570 INFO : TRAIN, epoch=0123, iter=00010/00196, fetch data time cost=0.26ms, fps=1723 images/s, loss=0.0978, top1-acc=97.23%, top5-acc=99.96%, remaining_time=0:00:27.628440, arrival_time=2021-04-10 04:01:40.198492, cost_time=0:00:01.485396 2021-04-10 04:01:13,862 INFO : TRAIN, epoch=0123, iter=00020/00196, fetch data time cost=1.44ms, fps=1982 images/s, loss=0.0940, top1-acc=97.27%, top5-acc=99.92%, remaining_time=0:00:24.441472, arrival_time=2021-04-10 04:01:38.303581, cost_time=0:00:02.777446 2021-04-10 04:01:15,148 INFO : TRAIN, epoch=0123, iter=00030/00196, fetch data time cost=1.52ms, fps=1991 images/s, loss=0.0928, top1-acc=97.29%, top5-acc=99.91%, remaining_time=0:00:22.487024, arrival_time=2021-04-10 04:01:37.635549, cost_time=0:00:04.063907 2021-04-10 04:01:16,434 INFO : TRAIN, epoch=0123, iter=00040/00196, fetch data time cost=1.63ms, fps=1991 images/s, loss=0.0861, top1-acc=97.47%, top5-acc=99.93%, remaining_time=0:00:20.864376, arrival_time=2021-04-10 04:01:37.298792, cost_time=0:00:05.349822 2021-04-10 04:01:17,725 INFO : TRAIN, epoch=0123, iter=00050/00196, fetch data time cost=1.36ms, fps=1983 images/s, loss=0.0855, top1-acc=97.47%, top5-acc=99.95%, remaining_time=0:00:19.391866, arrival_time=2021-04-10 04:01:37.117569, cost_time=0:00:06.641038 2021-04-10 04:01:19,014 INFO : TRAIN, epoch=0123, iter=00060/00196, fetch data time cost=1.71ms, fps=1987 images/s, loss=0.0859, top1-acc=97.45%, top5-acc=99.94%, remaining_time=0:00:17.974984, arrival_time=2021-04-10 04:01:36.989742, cost_time=0:00:07.930155 2021-04-10 04:01:20,300 INFO : TRAIN, epoch=0123, iter=00070/00196, fetch data time cost=1.39ms, fps=1991 images/s, loss=0.0848, top1-acc=97.43%, top5-acc=99.94%, remaining_time=0:00:16.589034, arrival_time=2021-04-10 04:01:36.889775, cost_time=0:00:09.216151 2021-04-10 04:01:21,585 INFO : TRAIN, epoch=0123, iter=00080/00196, fetch data time cost=1.38ms, fps=1993 images/s, loss=0.0875, top1-acc=97.38%, top5-acc=99.93%, remaining_time=0:00:15.226044, arrival_time=2021-04-10 04:01:36.811373, cost_time=0:00:10.500744 2021-04-10 04:01:22,875 INFO : TRAIN, epoch=0123, iter=00090/00196, fetch data time cost=1.42ms, fps=1984 images/s, loss=0.0870, top1-acc=97.41%, top5-acc=99.93%, remaining_time=0:00:13.887378, arrival_time=2021-04-10 04:01:36.763119, cost_time=0:00:11.791144 2021-04-10 04:01:24,163 INFO : TRAIN, epoch=0123, iter=00100/00196, fetch data time cost=1.53ms, fps=1988 images/s, loss=0.0865, top1-acc=97.41%, top5-acc=99.93%, remaining_time=0:00:12.556032, arrival_time=2021-04-10 04:01:36.719893, cost_time=0:00:13.079206 2021-04-10 04:01:25,449 INFO : TRAIN, epoch=0123, iter=00110/00196, fetch data time cost=1.40ms, fps=1993 images/s, loss=0.0881, top1-acc=97.32%, top5-acc=99.93%, remaining_time=0:00:11.230310, arrival_time=2021-04-10 04:01:36.679266, cost_time=0:00:14.364338 2021-04-10 04:01:26,743 INFO : TRAIN, epoch=0123, iter=00120/00196, fetch data time cost=1.45ms, fps=1979 images/s, loss=0.0877, top1-acc=97.31%, top5-acc=99.93%, remaining_time=0:00:09.917088, arrival_time=2021-04-10 04:01:36.660270, cost_time=0:00:15.658596 2021-04-10 04:01:28,037 INFO : TRAIN, epoch=0123, iter=00130/00196, fetch data time cost=1.53ms, fps=1979 images/s, loss=0.0891, top1-acc=97.26%, top5-acc=99.93%, remaining_time=0:00:08.606796, arrival_time=2021-04-10 04:01:36.644123, cost_time=0:00:16.952739 2021-04-10 04:01:29,324 INFO : TRAIN, epoch=0123, iter=00140/00196, fetch data time cost=1.41ms, fps=1989 images/s, loss=0.0887, top1-acc=97.26%, top5-acc=99.94%, remaining_time=0:00:07.296016, arrival_time=2021-04-10 04:01:36.620674, cost_time=0:00:18.240067 2021-04-10 04:01:30,611 INFO : TRAIN, epoch=0123, iter=00150/00196, fetch data time cost=1.45ms, fps=1991 images/s, loss=0.0897, top1-acc=97.21%, top5-acc=99.94%, remaining_time=0:00:05.988096, arrival_time=2021-04-10 04:01:36.599110, cost_time=0:00:19.526426 2021-04-10 04:01:31,898 INFO : TRAIN, epoch=0123, iter=00160/00196, fetch data time cost=1.47ms, fps=1989 images/s, loss=0.0912, top1-acc=97.19%, top5-acc=99.94%, remaining_time=0:00:04.683096, arrival_time=2021-04-10 04:01:36.581417, cost_time=0:00:20.813733 2021-04-10 04:01:33,184 INFO : TRAIN, epoch=0123, iter=00170/00196, fetch data time cost=1.49ms, fps=1992 images/s, loss=0.0930, top1-acc=97.13%, top5-acc=99.93%, remaining_time=0:00:03.379922, arrival_time=2021-04-10 04:01:36.564015, cost_time=0:00:22.099507 2021-04-10 04:01:34,469 INFO : TRAIN, epoch=0123, iter=00180/00196, fetch data time cost=1.49ms, fps=1992 images/s, loss=0.0929, top1-acc=97.12%, top5-acc=99.93%, remaining_time=0:00:02.078672, arrival_time=2021-04-10 04:01:36.548397, cost_time=0:00:23.385138 2021-04-10 04:01:35,759 INFO : TRAIN, epoch=0123, iter=00190/00196, fetch data time cost=1.98ms, fps=1986 images/s, loss=0.0926, top1-acc=97.13%, top5-acc=99.93%, remaining_time=0:00:00.779202, arrival_time=2021-04-10 04:01:36.538613, cost_time=0:00:24.674721 2021-04-10 04:01:36,458 INFO : TRAIN, epoch=0123, iter=00196/00196, fetch data time cost=1.22ms, fps=1948 images/s, loss=0.0931, top1-acc=97.11%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-10 04:01:36.458243, cost_time=0:00:25.373668 2021-04-10 04:01:36,963 INFO : EVAL, epoch=0123, iter=00010/00040, fetch data time cost=0.20ms, fps=5079 images/s, loss=0.3841, top1-acc=89.45%, top5-acc=99.57%, remaining_time=0:00:01.512120, arrival_time=2021-04-10 04:01:38.475274, cost_time=0:00:00.504038 2021-04-10 04:01:37,380 INFO : EVAL, epoch=0123, iter=00020/00040, fetch data time cost=1.40ms, fps=6134 images/s, loss=0.3873, top1-acc=89.90%, top5-acc=99.41%, remaining_time=0:00:00.921760, arrival_time=2021-04-10 04:01:38.302637, cost_time=0:00:00.921761 2021-04-10 04:01:37,802 INFO : EVAL, epoch=0123, iter=00030/00040, fetch data time cost=1.42ms, fps=6080 images/s, loss=0.3724, top1-acc=90.05%, top5-acc=99.39%, remaining_time=0:00:00.447700, arrival_time=2021-04-10 04:01:38.249925, cost_time=0:00:01.343110 2021-04-10 04:01:38,182 INFO : EVAL, epoch=0123, iter=00040/00040, fetch data time cost=0.06ms, fps=6106 images/s, loss=0.3787, top1-acc=90.01%, top5-acc=99.39%, remaining_time=0:00:00, arrival_time=2021-04-10 04:01:38.182465, cost_time=0:00:01.723380 2021-04-10 04:01:38,924 INFO : Epoch=0123 complete, best val top1-acc=90.23%, top5-acc=99.27% (epoch=117), remaining_time=0:36:12.524200, arrival_time=2021-04-10 04:37:51.448432, cost_time=0:57:50.395787 2021-04-10 04:01:38,925 INFO : Train start, epoch=0124, lr=0.032326 2021-04-10 04:01:40,396 INFO : TRAIN, epoch=0124, iter=00010/00196, fetch data time cost=1.46ms, fps=1740 images/s, loss=0.1093, top1-acc=96.72%, top5-acc=99.96%, remaining_time=0:00:27.365622, arrival_time=2021-04-10 04:02:07.762085, cost_time=0:00:01.471272 2021-04-10 04:01:41,684 INFO : TRAIN, epoch=0124, iter=00020/00196, fetch data time cost=1.43ms, fps=1988 images/s, loss=0.1102, top1-acc=96.54%, top5-acc=99.92%, remaining_time=0:00:24.283072, arrival_time=2021-04-10 04:02:05.967626, cost_time=0:00:02.759431 2021-04-10 04:01:42,969 INFO : TRAIN, epoch=0124, iter=00030/00196, fetch data time cost=1.52ms, fps=1992 images/s, loss=0.1113, top1-acc=96.41%, top5-acc=99.88%, remaining_time=0:00:22.380618, arrival_time=2021-04-10 04:02:05.350418, cost_time=0:00:04.044683 2021-04-10 04:01:44,260 INFO : TRAIN, epoch=0124, iter=00040/00196, fetch data time cost=1.41ms, fps=1985 images/s, loss=0.1041, top1-acc=96.60%, top5-acc=99.88%, remaining_time=0:00:20.806812, arrival_time=2021-04-10 04:02:05.066990, cost_time=0:00:05.335064 2021-04-10 04:01:45,551 INFO : TRAIN, epoch=0124, iter=00050/00196, fetch data time cost=1.48ms, fps=1983 images/s, loss=0.1025, top1-acc=96.74%, top5-acc=99.90%, remaining_time=0:00:19.348796, arrival_time=2021-04-10 04:02:04.900231, cost_time=0:00:06.626322 2021-04-10 04:01:46,838 INFO : TRAIN, epoch=0124, iter=00060/00196, fetch data time cost=1.62ms, fps=1991 images/s, loss=0.1005, top1-acc=96.78%, top5-acc=99.91%, remaining_time=0:00:17.935680, arrival_time=2021-04-10 04:02:04.773671, cost_time=0:00:07.912816 2021-04-10 04:01:48,122 INFO : TRAIN, epoch=0124, iter=00070/00196, fetch data time cost=1.33ms, fps=1994 images/s, loss=0.0999, top1-acc=96.81%, top5-acc=99.92%, remaining_time=0:00:16.554762, arrival_time=2021-04-10 04:02:04.676946, cost_time=0:00:09.197074 2021-04-10 04:01:49,415 INFO : TRAIN, epoch=0124, iter=00080/00196, fetch data time cost=1.54ms, fps=1981 images/s, loss=0.0991, top1-acc=96.84%, top5-acc=99.93%, remaining_time=0:00:15.210500, arrival_time=2021-04-10 04:02:04.625641, cost_time=0:00:10.490034 2021-04-10 04:01:50,703 INFO : TRAIN, epoch=0124, iter=00090/00196, fetch data time cost=1.59ms, fps=1988 images/s, loss=0.1010, top1-acc=96.75%, top5-acc=99.93%, remaining_time=0:00:13.872114, arrival_time=2021-04-10 04:02:04.575454, cost_time=0:00:11.778221 2021-04-10 04:01:51,995 INFO : TRAIN, epoch=0124, iter=00100/00196, fetch data time cost=1.31ms, fps=1982 images/s, loss=0.1009, top1-acc=96.79%, top5-acc=99.92%, remaining_time=0:00:12.547584, arrival_time=2021-04-10 04:02:04.543124, cost_time=0:00:13.070430 2021-04-10 04:01:53,286 INFO : TRAIN, epoch=0124, iter=00110/00196, fetch data time cost=1.48ms, fps=1983 images/s, loss=0.1010, top1-acc=96.80%, top5-acc=99.93%, remaining_time=0:00:11.228074, arrival_time=2021-04-10 04:02:04.514801, cost_time=0:00:14.361540 2021-04-10 04:01:54,572 INFO : TRAIN, epoch=0124, iter=00120/00196, fetch data time cost=1.32ms, fps=1991 images/s, loss=0.0999, top1-acc=96.83%, top5-acc=99.93%, remaining_time=0:00:09.910248, arrival_time=2021-04-10 04:02:04.483067, cost_time=0:00:15.647723 2021-04-10 04:01:55,860 INFO : TRAIN, epoch=0124, iter=00130/00196, fetch data time cost=1.54ms, fps=1988 images/s, loss=0.0985, top1-acc=96.87%, top5-acc=99.93%, remaining_time=0:00:08.598150, arrival_time=2021-04-10 04:02:04.459037, cost_time=0:00:16.935739 2021-04-10 04:01:57,152 INFO : TRAIN, epoch=0124, iter=00140/00196, fetch data time cost=1.39ms, fps=1983 images/s, loss=0.0965, top1-acc=96.94%, top5-acc=99.93%, remaining_time=0:00:07.290864, arrival_time=2021-04-10 04:02:04.443164, cost_time=0:00:18.227190 2021-04-10 04:01:58,448 INFO : TRAIN, epoch=0124, iter=00150/00196, fetch data time cost=1.49ms, fps=1975 images/s, loss=0.0962, top1-acc=96.95%, top5-acc=99.92%, remaining_time=0:00:05.987222, arrival_time=2021-04-10 04:02:04.435928, cost_time=0:00:19.523592 2021-04-10 04:01:59,739 INFO : TRAIN, epoch=0124, iter=00160/00196, fetch data time cost=1.32ms, fps=1984 images/s, loss=0.0966, top1-acc=96.92%, top5-acc=99.92%, remaining_time=0:00:04.683240, arrival_time=2021-04-10 04:02:04.422872, cost_time=0:00:20.814449 2021-04-10 04:02:01,031 INFO : TRAIN, epoch=0124, iter=00170/00196, fetch data time cost=1.36ms, fps=1983 images/s, loss=0.0974, top1-acc=96.90%, top5-acc=99.92%, remaining_time=0:00:03.380962, arrival_time=2021-04-10 04:02:04.412482, cost_time=0:00:22.106313 2021-04-10 04:02:02,326 INFO : TRAIN, epoch=0124, iter=00180/00196, fetch data time cost=1.42ms, fps=1979 images/s, loss=0.0990, top1-acc=96.84%, top5-acc=99.91%, remaining_time=0:00:02.080080, arrival_time=2021-04-10 04:02:04.406108, cost_time=0:00:23.400911 2021-04-10 04:02:03,614 INFO : TRAIN, epoch=0124, iter=00190/00196, fetch data time cost=1.24ms, fps=1987 images/s, loss=0.1002, top1-acc=96.80%, top5-acc=99.91%, remaining_time=0:00:00.779670, arrival_time=2021-04-10 04:02:04.394536, cost_time=0:00:24.689482 2021-04-10 04:02:04,316 INFO : TRAIN, epoch=0124, iter=00196/00196, fetch data time cost=1.25ms, fps=1941 images/s, loss=0.1007, top1-acc=96.79%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-10 04:02:04.316123, cost_time=0:00:25.391019 2021-04-10 04:02:04,815 INFO : EVAL, epoch=0124, iter=00010/00040, fetch data time cost=1.28ms, fps=5132 images/s, loss=0.3884, top1-acc=89.41%, top5-acc=99.53%, remaining_time=0:00:01.496400, arrival_time=2021-04-10 04:02:06.312292, cost_time=0:00:00.498796 2021-04-10 04:02:05,235 INFO : EVAL, epoch=0124, iter=00020/00040, fetch data time cost=1.32ms, fps=6112 images/s, loss=0.3889, top1-acc=89.28%, top5-acc=99.41%, remaining_time=0:00:00.917960, arrival_time=2021-04-10 04:02:06.153009, cost_time=0:00:00.917962 2021-04-10 04:02:05,653 INFO : EVAL, epoch=0124, iter=00030/00040, fetch data time cost=1.34ms, fps=6124 images/s, loss=0.4005, top1-acc=89.10%, top5-acc=99.40%, remaining_time=0:00:00.445430, arrival_time=2021-04-10 04:02:06.098808, cost_time=0:00:01.336285 2021-04-10 04:02:06,034 INFO : EVAL, epoch=0124, iter=00040/00040, fetch data time cost=0.07ms, fps=6092 images/s, loss=0.4010, top1-acc=88.89%, top5-acc=99.37%, remaining_time=0:00:00, arrival_time=2021-04-10 04:02:06.034524, cost_time=0:00:01.717456 2021-04-10 04:02:07,251 INFO : Epoch=0124 complete, best val top1-acc=90.23%, top5-acc=99.27% (epoch=117), remaining_time=0:35:44.378608, arrival_time=2021-04-10 04:37:51.630126, cost_time=0:58:18.723040 2021-04-10 04:02:07,252 INFO : Train start, epoch=0125, lr=0.031594 2021-04-10 04:02:08,701 INFO : TRAIN, epoch=0125, iter=00010/00196, fetch data time cost=1.34ms, fps=1766 images/s, loss=0.1051, top1-acc=96.60%, top5-acc=100.00%, remaining_time=0:00:26.955864, arrival_time=2021-04-10 04:02:35.657630, cost_time=0:00:01.449243 2021-04-10 04:02:09,988 INFO : TRAIN, epoch=0125, iter=00020/00196, fetch data time cost=1.73ms, fps=1990 images/s, loss=0.0975, top1-acc=96.87%, top5-acc=99.94%, remaining_time=0:00:24.080144, arrival_time=2021-04-10 04:02:34.069047, cost_time=0:00:02.736383 2021-04-10 04:02:11,282 INFO : TRAIN, epoch=0125, iter=00030/00196, fetch data time cost=1.83ms, fps=1980 images/s, loss=0.1000, top1-acc=96.77%, top5-acc=99.93%, remaining_time=0:00:22.298780, arrival_time=2021-04-10 04:02:33.581208, cost_time=0:00:04.029909 2021-04-10 04:02:12,570 INFO : TRAIN, epoch=0125, iter=00040/00196, fetch data time cost=1.40ms, fps=1989 images/s, loss=0.1020, top1-acc=96.77%, top5-acc=99.93%, remaining_time=0:00:20.737236, arrival_time=2021-04-10 04:02:33.307159, cost_time=0:00:05.317232 2021-04-10 04:02:13,856 INFO : TRAIN, epoch=0125, iter=00050/00196, fetch data time cost=1.59ms, fps=1990 images/s, loss=0.1027, top1-acc=96.80%, top5-acc=99.94%, remaining_time=0:00:19.284702, arrival_time=2021-04-10 04:02:33.141573, cost_time=0:00:06.604346 2021-04-10 04:02:15,145 INFO : TRAIN, epoch=0125, iter=00060/00196, fetch data time cost=1.52ms, fps=1988 images/s, loss=0.1027, top1-acc=96.74%, top5-acc=99.93%, remaining_time=0:00:17.889712, arrival_time=2021-04-10 04:02:33.034773, cost_time=0:00:07.892534 2021-04-10 04:02:16,432 INFO : TRAIN, epoch=0125, iter=00070/00196, fetch data time cost=1.40ms, fps=1989 images/s, loss=0.1029, top1-acc=96.77%, top5-acc=99.93%, remaining_time=0:00:16.523514, arrival_time=2021-04-10 04:02:32.955757, cost_time=0:00:09.179722 2021-04-10 04:02:17,716 INFO : TRAIN, epoch=0125, iter=00080/00196, fetch data time cost=1.40ms, fps=1995 images/s, loss=0.1019, top1-acc=96.87%, top5-acc=99.92%, remaining_time=0:00:15.172220, arrival_time=2021-04-10 04:02:32.888342, cost_time=0:00:10.463601 2021-04-10 04:02:19,003 INFO : TRAIN, epoch=0125, iter=00090/00196, fetch data time cost=1.57ms, fps=1989 images/s, loss=0.1002, top1-acc=96.90%, top5-acc=99.92%, remaining_time=0:00:13.840208, arrival_time=2021-04-10 04:02:32.843886, cost_time=0:00:11.751162 2021-04-10 04:02:20,289 INFO : TRAIN, epoch=0125, iter=00100/00196, fetch data time cost=1.96ms, fps=1991 images/s, loss=0.0983, top1-acc=96.95%, top5-acc=99.93%, remaining_time=0:00:12.515712, arrival_time=2021-04-10 04:02:32.805462, cost_time=0:00:13.037217 2021-04-10 04:02:21,582 INFO : TRAIN, epoch=0125, iter=00110/00196, fetch data time cost=1.87ms, fps=1981 images/s, loss=0.0959, top1-acc=97.01%, top5-acc=99.93%, remaining_time=0:00:11.203306, arrival_time=2021-04-10 04:02:32.785681, cost_time=0:00:14.329853 2021-04-10 04:02:22,874 INFO : TRAIN, epoch=0125, iter=00120/00196, fetch data time cost=1.47ms, fps=1982 images/s, loss=0.0963, top1-acc=97.01%, top5-acc=99.92%, remaining_time=0:00:09.894060, arrival_time=2021-04-10 04:02:32.768758, cost_time=0:00:15.622177 2021-04-10 04:02:24,159 INFO : TRAIN, epoch=0125, iter=00130/00196, fetch data time cost=1.53ms, fps=1993 images/s, loss=0.0950, top1-acc=97.06%, top5-acc=99.92%, remaining_time=0:00:08.583498, arrival_time=2021-04-10 04:02:32.742900, cost_time=0:00:16.906883 2021-04-10 04:02:25,449 INFO : TRAIN, epoch=0125, iter=00140/00196, fetch data time cost=1.41ms, fps=1985 images/s, loss=0.0939, top1-acc=97.07%, top5-acc=99.92%, remaining_time=0:00:07.278768, arrival_time=2021-04-10 04:02:32.728276, cost_time=0:00:18.196914 2021-04-10 04:02:26,738 INFO : TRAIN, epoch=0125, iter=00150/00196, fetch data time cost=1.38ms, fps=1987 images/s, loss=0.0938, top1-acc=97.07%, top5-acc=99.92%, remaining_time=0:00:05.975676, arrival_time=2021-04-10 04:02:32.714029, cost_time=0:00:19.485831 2021-04-10 04:02:28,030 INFO : TRAIN, epoch=0125, iter=00160/00196, fetch data time cost=1.39ms, fps=1983 images/s, loss=0.0945, top1-acc=97.02%, top5-acc=99.91%, remaining_time=0:00:04.674924, arrival_time=2021-04-10 04:02:32.704946, cost_time=0:00:20.777489 2021-04-10 04:02:29,317 INFO : TRAIN, epoch=0125, iter=00170/00196, fetch data time cost=1.40ms, fps=1989 images/s, loss=0.0937, top1-acc=97.04%, top5-acc=99.92%, remaining_time=0:00:03.374670, arrival_time=2021-04-10 04:02:32.692348, cost_time=0:00:22.065161 2021-04-10 04:02:30,606 INFO : TRAIN, epoch=0125, iter=00180/00196, fetch data time cost=2.48ms, fps=1987 images/s, loss=0.0946, top1-acc=97.02%, top5-acc=99.92%, remaining_time=0:00:02.075888, arrival_time=2021-04-10 04:02:32.682166, cost_time=0:00:23.353711 2021-04-10 04:02:31,896 INFO : TRAIN, epoch=0125, iter=00190/00196, fetch data time cost=1.35ms, fps=1986 images/s, loss=0.0951, top1-acc=97.01%, top5-acc=99.92%, remaining_time=0:00:00.778218, arrival_time=2021-04-10 04:02:32.674282, cost_time=0:00:24.643541 2021-04-10 04:02:32,594 INFO : TRAIN, epoch=0125, iter=00196/00196, fetch data time cost=1.41ms, fps=1949 images/s, loss=0.0954, top1-acc=97.01%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-10 04:02:32.594311, cost_time=0:00:25.341811 2021-04-10 04:02:33,102 INFO : EVAL, epoch=0125, iter=00010/00040, fetch data time cost=0.20ms, fps=5050 images/s, loss=0.4047, top1-acc=88.75%, top5-acc=99.10%, remaining_time=0:00:01.520820, arrival_time=2021-04-10 04:02:34.622960, cost_time=0:00:00.506941 2021-04-10 04:02:33,522 INFO : EVAL, epoch=0125, iter=00020/00040, fetch data time cost=1.53ms, fps=6097 images/s, loss=0.4210, top1-acc=88.63%, top5-acc=99.18%, remaining_time=0:00:00.927160, arrival_time=2021-04-10 04:02:34.449516, cost_time=0:00:00.927156 2021-04-10 04:02:33,941 INFO : EVAL, epoch=0125, iter=00030/00040, fetch data time cost=1.52ms, fps=6108 images/s, loss=0.4217, top1-acc=88.79%, top5-acc=99.19%, remaining_time=0:00:00.448860, arrival_time=2021-04-10 04:02:34.390667, cost_time=0:00:01.346569 2021-04-10 04:02:34,324 INFO : EVAL, epoch=0125, iter=00040/00040, fetch data time cost=0.08ms, fps=6072 images/s, loss=0.4045, top1-acc=88.99%, top5-acc=99.19%, remaining_time=0:00:00, arrival_time=2021-04-10 04:02:34.324278, cost_time=0:00:01.729103 2021-04-10 04:02:35,097 INFO : Epoch=0125 complete, best val top1-acc=90.23%, top5-acc=99.27% (epoch=117), remaining_time=0:35:15.941700, arrival_time=2021-04-10 04:37:51.039594, cost_time=0:58:46.569443 2021-04-10 04:02:35,098 INFO : Train start, epoch=0126, lr=0.030866 2021-04-10 04:02:36,559 INFO : TRAIN, epoch=0126, iter=00010/00196, fetch data time cost=1.41ms, fps=1753 images/s, loss=0.0817, top1-acc=97.38%, top5-acc=99.96%, remaining_time=0:00:27.169020, arrival_time=2021-04-10 04:03:03.728317, cost_time=0:00:01.460705 2021-04-10 04:02:37,847 INFO : TRAIN, epoch=0126, iter=00020/00196, fetch data time cost=1.40ms, fps=1988 images/s, loss=0.0804, top1-acc=97.38%, top5-acc=99.96%, remaining_time=0:00:24.189088, arrival_time=2021-04-10 04:03:02.036432, cost_time=0:00:02.748761 2021-04-10 04:02:39,134 INFO : TRAIN, epoch=0126, iter=00030/00196, fetch data time cost=1.37ms, fps=1990 images/s, loss=0.0813, top1-acc=97.47%, top5-acc=99.93%, remaining_time=0:00:22.331316, arrival_time=2021-04-10 04:03:01.465681, cost_time=0:00:04.035776 2021-04-10 04:02:40,422 INFO : TRAIN, epoch=0126, iter=00040/00196, fetch data time cost=1.31ms, fps=1989 images/s, loss=0.0823, top1-acc=97.44%, top5-acc=99.95%, remaining_time=0:00:20.761572, arrival_time=2021-04-10 04:03:01.183627, cost_time=0:00:05.323465 2021-04-10 04:02:41,710 INFO : TRAIN, epoch=0126, iter=00050/00196, fetch data time cost=1.41ms, fps=1988 images/s, loss=0.0842, top1-acc=97.37%, top5-acc=99.95%, remaining_time=0:00:19.306164, arrival_time=2021-04-10 04:03:01.016441, cost_time=0:00:06.611692 2021-04-10 04:02:42,997 INFO : TRAIN, epoch=0126, iter=00060/00196, fetch data time cost=1.33ms, fps=1989 images/s, loss=0.0839, top1-acc=97.39%, top5-acc=99.95%, remaining_time=0:00:17.904536, arrival_time=2021-04-10 04:03:00.902210, cost_time=0:00:07.899086 2021-04-10 04:02:44,292 INFO : TRAIN, epoch=0126, iter=00070/00196, fetch data time cost=1.45ms, fps=1986 images/s, loss=0.0865, top1-acc=97.29%, top5-acc=99.93%, remaining_time=0:00:16.549722, arrival_time=2021-04-10 04:03:00.842603, cost_time=0:00:09.194303 2021-04-10 04:02:45,581 INFO : TRAIN, epoch=0126, iter=00080/00196, fetch data time cost=1.36ms, fps=1988 images/s, loss=0.0869, top1-acc=97.29%, top5-acc=99.94%, remaining_time=0:00:15.199364, arrival_time=2021-04-10 04:03:00.780459, cost_time=0:00:10.482323 2021-04-10 04:02:46,872 INFO : TRAIN, epoch=0126, iter=00090/00196, fetch data time cost=1.42ms, fps=1983 images/s, loss=0.0866, top1-acc=97.31%, top5-acc=99.94%, remaining_time=0:00:13.867344, arrival_time=2021-04-10 04:03:00.740076, cost_time=0:00:11.774140 2021-04-10 04:02:48,158 INFO : TRAIN, epoch=0126, iter=00100/00196, fetch data time cost=1.57ms, fps=1991 images/s, loss=0.0863, top1-acc=97.29%, top5-acc=99.94%, remaining_time=0:00:12.537888, arrival_time=2021-04-10 04:03:00.696821, cost_time=0:00:13.060343 2021-04-10 04:02:49,450 INFO : TRAIN, epoch=0126, iter=00110/00196, fetch data time cost=1.56ms, fps=1983 images/s, loss=0.0864, top1-acc=97.28%, top5-acc=99.94%, remaining_time=0:00:11.220592, arrival_time=2021-04-10 04:03:00.671067, cost_time=0:00:14.351889 2021-04-10 04:02:50,735 INFO : TRAIN, epoch=0126, iter=00120/00196, fetch data time cost=1.42ms, fps=1992 images/s, loss=0.0880, top1-acc=97.25%, top5-acc=99.93%, remaining_time=0:00:09.903484, arrival_time=2021-04-10 04:03:00.639177, cost_time=0:00:15.637096 2021-04-10 04:02:52,025 INFO : TRAIN, epoch=0126, iter=00130/00196, fetch data time cost=1.38ms, fps=1985 images/s, loss=0.0893, top1-acc=97.21%, top5-acc=99.93%, remaining_time=0:00:08.593662, arrival_time=2021-04-10 04:03:00.619183, cost_time=0:00:16.926885 2021-04-10 04:02:53,317 INFO : TRAIN, epoch=0126, iter=00140/00196, fetch data time cost=1.59ms, fps=1982 images/s, loss=0.0897, top1-acc=97.19%, top5-acc=99.93%, remaining_time=0:00:07.287728, arrival_time=2021-04-10 04:03:00.605610, cost_time=0:00:18.219290 2021-04-10 04:02:54,605 INFO : TRAIN, epoch=0126, iter=00150/00196, fetch data time cost=1.53ms, fps=1988 images/s, loss=0.0896, top1-acc=97.22%, top5-acc=99.93%, remaining_time=0:00:05.982254, arrival_time=2021-04-10 04:03:00.588170, cost_time=0:00:19.507318 2021-04-10 04:02:55,892 INFO : TRAIN, epoch=0126, iter=00160/00196, fetch data time cost=1.41ms, fps=1991 images/s, loss=0.0898, top1-acc=97.21%, top5-acc=99.93%, remaining_time=0:00:04.678560, arrival_time=2021-04-10 04:03:00.570738, cost_time=0:00:20.793586 2021-04-10 04:02:57,179 INFO : TRAIN, epoch=0126, iter=00170/00196, fetch data time cost=1.53ms, fps=1990 images/s, loss=0.0895, top1-acc=97.22%, top5-acc=99.93%, remaining_time=0:00:03.377010, arrival_time=2021-04-10 04:03:00.556118, cost_time=0:00:22.080514 2021-04-10 04:02:58,464 INFO : TRAIN, epoch=0126, iter=00180/00196, fetch data time cost=1.43ms, fps=1992 images/s, loss=0.0898, top1-acc=97.22%, top5-acc=99.93%, remaining_time=0:00:02.077008, arrival_time=2021-04-10 04:03:00.541900, cost_time=0:00:23.366302 2021-04-10 04:02:59,753 INFO : TRAIN, epoch=0126, iter=00190/00196, fetch data time cost=1.45ms, fps=1987 images/s, loss=0.0897, top1-acc=97.20%, top5-acc=99.93%, remaining_time=0:00:00.778572, arrival_time=2021-04-10 04:03:00.531951, cost_time=0:00:24.654792 2021-04-10 04:03:00,459 INFO : TRAIN, epoch=0126, iter=00196/00196, fetch data time cost=1.21ms, fps=1926 images/s, loss=0.0897, top1-acc=97.20%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-10 04:03:00.459837, cost_time=0:00:25.361251 2021-04-10 04:03:00,985 INFO : EVAL, epoch=0126, iter=00010/00040, fetch data time cost=1.33ms, fps=4879 images/s, loss=0.3431, top1-acc=90.62%, top5-acc=99.61%, remaining_time=0:00:01.573950, arrival_time=2021-04-10 04:03:02.559444, cost_time=0:00:00.524651 2021-04-10 04:03:01,403 INFO : EVAL, epoch=0126, iter=00020/00040, fetch data time cost=1.21ms, fps=6128 images/s, loss=0.3560, top1-acc=90.31%, top5-acc=99.63%, remaining_time=0:00:00.942760, arrival_time=2021-04-10 04:03:02.346352, cost_time=0:00:00.942754 2021-04-10 04:03:01,820 INFO : EVAL, epoch=0126, iter=00030/00040, fetch data time cost=1.38ms, fps=6148 images/s, loss=0.3463, top1-acc=90.36%, top5-acc=99.58%, remaining_time=0:00:00.453140, arrival_time=2021-04-10 04:03:02.273401, cost_time=0:00:01.359411 2021-04-10 04:03:02,201 INFO : EVAL, epoch=0126, iter=00040/00040, fetch data time cost=0.09ms, fps=6084 images/s, loss=0.3522, top1-acc=90.36%, top5-acc=99.52%, remaining_time=0:00:00, arrival_time=2021-04-10 04:03:02.201856, cost_time=0:00:01.741029 2021-04-10 04:03:03,897 INFO : Epoch=0126 complete, best val top1-acc=90.36%, top5-acc=99.52% (epoch=126), remaining_time=0:34:48.073688, arrival_time=2021-04-10 04:37:51.970866, cost_time=0:59:15.368717 2021-04-10 04:03:03,897 INFO : Train start, epoch=0127, lr=0.030143 2021-04-10 04:03:05,339 INFO : TRAIN, epoch=0127, iter=00010/00196, fetch data time cost=1.41ms, fps=1775 images/s, loss=0.0869, top1-acc=97.30%, top5-acc=99.96%, remaining_time=0:00:26.819340, arrival_time=2021-04-10 04:03:32.159128, cost_time=0:00:01.441901 2021-04-10 04:03:06,627 INFO : TRAIN, epoch=0127, iter=00020/00196, fetch data time cost=1.47ms, fps=1989 images/s, loss=0.0908, top1-acc=97.27%, top5-acc=99.96%, remaining_time=0:00:24.020480, arrival_time=2021-04-10 04:03:30.647962, cost_time=0:00:02.729596 2021-04-10 04:03:07,915 INFO : TRAIN, epoch=0127, iter=00030/00196, fetch data time cost=1.37ms, fps=1988 images/s, loss=0.0907, top1-acc=97.29%, top5-acc=99.95%, remaining_time=0:00:22.229724, arrival_time=2021-04-10 04:03:30.145020, cost_time=0:00:04.017418 2021-04-10 04:03:09,201 INFO : TRAIN, epoch=0127, iter=00040/00196, fetch data time cost=1.38ms, fps=1991 images/s, loss=0.0890, top1-acc=97.29%, top5-acc=99.96%, remaining_time=0:00:20.683884, arrival_time=2021-04-10 04:03:29.885320, cost_time=0:00:05.303550 2021-04-10 04:03:10,487 INFO : TRAIN, epoch=0127, iter=00050/00196, fetch data time cost=1.40ms, fps=1992 images/s, loss=0.0841, top1-acc=97.47%, top5-acc=99.95%, remaining_time=0:00:19.240318, arrival_time=2021-04-10 04:03:29.727365, cost_time=0:00:06.589164 2021-04-10 04:03:11,775 INFO : TRAIN, epoch=0127, iter=00060/00196, fetch data time cost=1.42ms, fps=1988 images/s, loss=0.0839, top1-acc=97.45%, top5-acc=99.95%, remaining_time=0:00:17.855440, arrival_time=2021-04-10 04:03:29.630738, cost_time=0:00:07.877415 2021-04-10 04:03:13,063 INFO : TRAIN, epoch=0127, iter=00070/00196, fetch data time cost=1.39ms, fps=1988 images/s, loss=0.0837, top1-acc=97.42%, top5-acc=99.95%, remaining_time=0:00:16.498062, arrival_time=2021-04-10 04:03:29.561534, cost_time=0:00:09.165591 2021-04-10 04:03:14,352 INFO : TRAIN, epoch=0127, iter=00080/00196, fetch data time cost=1.52ms, fps=1986 images/s, loss=0.0826, top1-acc=97.45%, top5-acc=99.94%, remaining_time=0:00:15.159460, arrival_time=2021-04-10 04:03:29.512173, cost_time=0:00:10.454771 2021-04-10 04:03:15,641 INFO : TRAIN, epoch=0127, iter=00090/00196, fetch data time cost=1.79ms, fps=1988 images/s, loss=0.0819, top1-acc=97.48%, top5-acc=99.94%, remaining_time=0:00:13.830774, arrival_time=2021-04-10 04:03:29.471777, cost_time=0:00:11.743122 2021-04-10 04:03:16,929 INFO : TRAIN, epoch=0127, iter=00100/00196, fetch data time cost=1.38ms, fps=1988 images/s, loss=0.0828, top1-acc=97.45%, top5-acc=99.95%, remaining_time=0:00:12.510240, arrival_time=2021-04-10 04:03:29.439582, cost_time=0:00:13.031461 2021-04-10 04:03:18,218 INFO : TRAIN, epoch=0127, iter=00110/00196, fetch data time cost=1.51ms, fps=1987 images/s, loss=0.0829, top1-acc=97.45%, top5-acc=99.94%, remaining_time=0:00:11.195738, arrival_time=2021-04-10 04:03:29.413778, cost_time=0:00:14.320156 2021-04-10 04:03:19,508 INFO : TRAIN, epoch=0127, iter=00120/00196, fetch data time cost=1.31ms, fps=1985 images/s, loss=0.0835, top1-acc=97.40%, top5-acc=99.94%, remaining_time=0:00:09.886688, arrival_time=2021-04-10 04:03:29.395106, cost_time=0:00:15.610534 2021-04-10 04:03:20,793 INFO : TRAIN, epoch=0127, iter=00130/00196, fetch data time cost=1.39ms, fps=1992 images/s, loss=0.0840, top1-acc=97.40%, top5-acc=99.94%, remaining_time=0:00:08.577888, arrival_time=2021-04-10 04:03:29.371638, cost_time=0:00:16.895866 2021-04-10 04:03:22,085 INFO : TRAIN, epoch=0127, iter=00140/00196, fetch data time cost=1.45ms, fps=1982 images/s, loss=0.0851, top1-acc=97.36%, top5-acc=99.94%, remaining_time=0:00:07.275128, arrival_time=2021-04-10 04:03:29.360792, cost_time=0:00:18.187778 2021-04-10 04:03:23,372 INFO : TRAIN, epoch=0127, iter=00150/00196, fetch data time cost=1.38ms, fps=1990 images/s, loss=0.0863, top1-acc=97.31%, top5-acc=99.94%, remaining_time=0:00:05.972226, arrival_time=2021-04-10 04:03:29.344704, cost_time=0:00:19.474580 2021-04-10 04:03:24,666 INFO : TRAIN, epoch=0127, iter=00160/00196, fetch data time cost=1.50ms, fps=1979 images/s, loss=0.0862, top1-acc=97.32%, top5-acc=99.93%, remaining_time=0:00:04.672944, arrival_time=2021-04-10 04:03:29.339522, cost_time=0:00:20.768691 2021-04-10 04:03:25,954 INFO : TRAIN, epoch=0127, iter=00170/00196, fetch data time cost=1.39ms, fps=1988 images/s, loss=0.0859, top1-acc=97.34%, top5-acc=99.94%, remaining_time=0:00:03.373370, arrival_time=2021-04-10 04:03:29.327882, cost_time=0:00:22.056628 2021-04-10 04:03:27,239 INFO : TRAIN, epoch=0127, iter=00180/00196, fetch data time cost=1.42ms, fps=1993 images/s, loss=0.0861, top1-acc=97.33%, top5-acc=99.93%, remaining_time=0:00:02.074800, arrival_time=2021-04-10 04:03:29.314108, cost_time=0:00:23.341420 2021-04-10 04:03:28,526 INFO : TRAIN, epoch=0127, iter=00190/00196, fetch data time cost=1.25ms, fps=1989 images/s, loss=0.0856, top1-acc=97.35%, top5-acc=99.94%, remaining_time=0:00:00.777756, arrival_time=2021-04-10 04:03:29.304595, cost_time=0:00:24.628957 2021-04-10 04:03:29,224 INFO : TRAIN, epoch=0127, iter=00196/00196, fetch data time cost=1.21ms, fps=1952 images/s, loss=0.0858, top1-acc=97.34%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-10 04:03:29.224003, cost_time=0:00:25.326133 2021-04-10 04:03:29,719 INFO : EVAL, epoch=0127, iter=00010/00040, fetch data time cost=1.33ms, fps=5175 images/s, loss=0.3927, top1-acc=89.34%, top5-acc=99.41%, remaining_time=0:00:01.483890, arrival_time=2021-04-10 04:03:31.203420, cost_time=0:00:00.494626 2021-04-10 04:03:30,142 INFO : EVAL, epoch=0127, iter=00020/00040, fetch data time cost=1.47ms, fps=6060 images/s, loss=0.3982, top1-acc=89.59%, top5-acc=99.32%, remaining_time=0:00:00.917360, arrival_time=2021-04-10 04:03:31.059625, cost_time=0:00:00.917354 2021-04-10 04:03:30,560 INFO : EVAL, epoch=0127, iter=00030/00040, fetch data time cost=1.34ms, fps=6123 images/s, loss=0.3947, top1-acc=89.70%, top5-acc=99.30%, remaining_time=0:00:00.445270, arrival_time=2021-04-10 04:03:31.005979, cost_time=0:00:01.335808 2021-04-10 04:03:30,941 INFO : EVAL, epoch=0127, iter=00040/00040, fetch data time cost=0.07ms, fps=6106 images/s, loss=0.3756, top1-acc=90.07%, top5-acc=99.27%, remaining_time=0:00:00, arrival_time=2021-04-10 04:03:30.940996, cost_time=0:00:01.716118 2021-04-10 04:03:31,719 INFO : Epoch=0127 complete, best val top1-acc=90.36%, top5-acc=99.52% (epoch=126), remaining_time=0:34:19.629519, arrival_time=2021-04-10 04:37:51.349120, cost_time=0:59:43.191107 2021-04-10 04:03:31,720 INFO : Train start, epoch=0128, lr=0.029424 2021-04-10 04:03:33,195 INFO : TRAIN, epoch=0128, iter=00010/00196, fetch data time cost=0.40ms, fps=1736 images/s, loss=0.0755, top1-acc=97.54%, top5-acc=100.00%, remaining_time=0:00:27.428304, arrival_time=2021-04-10 04:04:00.623852, cost_time=0:00:01.474638 2021-04-10 04:03:34,492 INFO : TRAIN, epoch=0128, iter=00020/00196, fetch data time cost=1.96ms, fps=1975 images/s, loss=0.0903, top1-acc=97.01%, top5-acc=99.96%, remaining_time=0:00:24.391488, arrival_time=2021-04-10 04:03:58.884147, cost_time=0:00:02.771752 2021-04-10 04:03:35,778 INFO : TRAIN, epoch=0128, iter=00030/00196, fetch data time cost=1.47ms, fps=1991 images/s, loss=0.0886, top1-acc=97.16%, top5-acc=99.95%, remaining_time=0:00:22.454488, arrival_time=2021-04-10 04:03:58.233353, cost_time=0:00:04.058034 2021-04-10 04:03:37,067 INFO : TRAIN, epoch=0128, iter=00040/00196, fetch data time cost=1.52ms, fps=1987 images/s, loss=0.0856, top1-acc=97.27%, top5-acc=99.96%, remaining_time=0:00:20.852520, arrival_time=2021-04-10 04:03:57.920137, cost_time=0:00:05.346780 2021-04-10 04:03:38,356 INFO : TRAIN, epoch=0128, iter=00050/00196, fetch data time cost=1.42ms, fps=1988 images/s, loss=0.0878, top1-acc=97.20%, top5-acc=99.97%, remaining_time=0:00:19.374200, arrival_time=2021-04-10 04:03:57.730118, cost_time=0:00:06.635019 2021-04-10 04:03:39,643 INFO : TRAIN, epoch=0128, iter=00060/00196, fetch data time cost=1.36ms, fps=1989 images/s, loss=0.0895, top1-acc=97.19%, top5-acc=99.96%, remaining_time=0:00:17.957712, arrival_time=2021-04-10 04:03:57.601167, cost_time=0:00:07.922539 2021-04-10 04:03:40,931 INFO : TRAIN, epoch=0128, iter=00070/00196, fetch data time cost=1.35ms, fps=1989 images/s, loss=0.0890, top1-acc=97.23%, top5-acc=99.95%, remaining_time=0:00:16.578702, arrival_time=2021-04-10 04:03:57.509958, cost_time=0:00:09.210424 2021-04-10 04:03:42,217 INFO : TRAIN, epoch=0128, iter=00080/00196, fetch data time cost=1.33ms, fps=1991 images/s, loss=0.0895, top1-acc=97.22%, top5-acc=99.95%, remaining_time=0:00:15.219780, arrival_time=2021-04-10 04:03:57.437020, cost_time=0:00:10.496370 2021-04-10 04:03:43,506 INFO : TRAIN, epoch=0128, iter=00090/00196, fetch data time cost=1.32ms, fps=1987 images/s, loss=0.0886, top1-acc=97.24%, top5-acc=99.95%, remaining_time=0:00:13.880382, arrival_time=2021-04-10 04:03:57.386531, cost_time=0:00:11.785267 2021-04-10 04:03:44,795 INFO : TRAIN, epoch=0128, iter=00100/00196, fetch data time cost=1.36ms, fps=1987 images/s, loss=0.0887, top1-acc=97.24%, top5-acc=99.95%, remaining_time=0:00:12.551232, arrival_time=2021-04-10 04:03:57.346272, cost_time=0:00:13.074193 2021-04-10 04:03:46,084 INFO : TRAIN, epoch=0128, iter=00110/00196, fetch data time cost=1.46ms, fps=1986 images/s, loss=0.0878, top1-acc=97.26%, top5-acc=99.95%, remaining_time=0:00:11.229794, arrival_time=2021-04-10 04:03:57.314312, cost_time=0:00:14.363690 2021-04-10 04:03:47,371 INFO : TRAIN, epoch=0128, iter=00120/00196, fetch data time cost=1.46ms, fps=1990 images/s, loss=0.0890, top1-acc=97.22%, top5-acc=99.94%, remaining_time=0:00:09.912072, arrival_time=2021-04-10 04:03:57.283575, cost_time=0:00:15.650677 2021-04-10 04:03:48,658 INFO : TRAIN, epoch=0128, iter=00130/00196, fetch data time cost=1.49ms, fps=1989 images/s, loss=0.0909, top1-acc=97.18%, top5-acc=99.95%, remaining_time=0:00:08.599338, arrival_time=2021-04-10 04:03:57.258198, cost_time=0:00:16.938044 2021-04-10 04:03:49,956 INFO : TRAIN, epoch=0128, iter=00140/00196, fetch data time cost=2.12ms, fps=1973 images/s, loss=0.0908, top1-acc=97.15%, top5-acc=99.94%, remaining_time=0:00:07.294280, arrival_time=2021-04-10 04:03:57.250972, cost_time=0:00:18.235765 2021-04-10 04:03:51,246 INFO : TRAIN, epoch=0128, iter=00150/00196, fetch data time cost=1.58ms, fps=1986 images/s, loss=0.0898, top1-acc=97.16%, top5-acc=99.95%, remaining_time=0:00:05.987774, arrival_time=2021-04-10 04:03:57.234015, cost_time=0:00:19.525422 2021-04-10 04:03:52,537 INFO : TRAIN, epoch=0128, iter=00160/00196, fetch data time cost=1.75ms, fps=1983 images/s, loss=0.0892, top1-acc=97.18%, top5-acc=99.95%, remaining_time=0:00:04.683780, arrival_time=2021-04-10 04:03:57.221596, cost_time=0:00:20.816793 2021-04-10 04:03:53,826 INFO : TRAIN, epoch=0128, iter=00170/00196, fetch data time cost=1.51ms, fps=1987 images/s, loss=0.0898, top1-acc=97.15%, top5-acc=99.95%, remaining_time=0:00:03.380936, arrival_time=2021-04-10 04:03:57.207809, cost_time=0:00:22.106050 2021-04-10 04:03:55,110 INFO : TRAIN, epoch=0128, iter=00180/00196, fetch data time cost=1.36ms, fps=1994 images/s, loss=0.0895, top1-acc=97.15%, top5-acc=99.95%, remaining_time=0:00:02.079120, arrival_time=2021-04-10 04:03:57.189964, cost_time=0:00:23.390024 2021-04-10 04:03:56,397 INFO : TRAIN, epoch=0128, iter=00190/00196, fetch data time cost=1.36ms, fps=1990 images/s, loss=0.0901, top1-acc=97.15%, top5-acc=99.95%, remaining_time=0:00:00.779268, arrival_time=2021-04-10 04:03:57.176900, cost_time=0:00:24.676808 2021-04-10 04:03:57,102 INFO : TRAIN, epoch=0128, iter=00196/00196, fetch data time cost=1.28ms, fps=1930 images/s, loss=0.0895, top1-acc=97.16%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-10 04:03:57.102814, cost_time=0:00:25.382008 2021-04-10 04:03:57,634 INFO : EVAL, epoch=0128, iter=00010/00040, fetch data time cost=0.19ms, fps=4822 images/s, loss=0.3903, top1-acc=89.41%, top5-acc=99.34%, remaining_time=0:00:01.592790, arrival_time=2021-04-10 04:03:59.227545, cost_time=0:00:00.530928 2021-04-10 04:03:58,053 INFO : EVAL, epoch=0128, iter=00020/00040, fetch data time cost=1.33ms, fps=6125 images/s, loss=0.4280, top1-acc=89.24%, top5-acc=99.16%, remaining_time=0:00:00.949380, arrival_time=2021-04-10 04:03:59.002546, cost_time=0:00:00.949373 2021-04-10 04:03:58,478 INFO : EVAL, epoch=0128, iter=00030/00040, fetch data time cost=1.29ms, fps=6023 images/s, loss=0.4243, top1-acc=89.24%, top5-acc=99.35%, remaining_time=0:00:00.458260, arrival_time=2021-04-10 04:03:58.936808, cost_time=0:00:01.374784 2021-04-10 04:03:58,861 INFO : EVAL, epoch=0128, iter=00040/00040, fetch data time cost=0.07ms, fps=6065 images/s, loss=0.4411, top1-acc=89.00%, top5-acc=99.39%, remaining_time=0:00:00, arrival_time=2021-04-10 04:03:58.861350, cost_time=0:00:01.757617 2021-04-10 04:03:59,627 INFO : Epoch=0128 complete, best val top1-acc=90.36%, top5-acc=99.52% (epoch=126), remaining_time=0:33:51.243048, arrival_time=2021-04-10 04:37:50.870278, cost_time=1:00:11.098773 2021-04-10 04:03:59,627 INFO : Train start, epoch=0129, lr=0.028711 2021-04-10 04:04:01,099 INFO : TRAIN, epoch=0129, iter=00010/00196, fetch data time cost=1.51ms, fps=1740 images/s, loss=0.1112, top1-acc=96.41%, top5-acc=99.92%, remaining_time=0:00:27.363018, arrival_time=2021-04-10 04:04:28.462141, cost_time=0:00:01.471129 2021-04-10 04:04:02,385 INFO : TRAIN, epoch=0129, iter=00020/00196, fetch data time cost=1.33ms, fps=1991 images/s, loss=0.0977, top1-acc=96.86%, top5-acc=99.96%, remaining_time=0:00:24.268640, arrival_time=2021-04-10 04:04:26.654362, cost_time=0:00:02.757807 2021-04-10 04:04:03,674 INFO : TRAIN, epoch=0129, iter=00030/00196, fetch data time cost=1.63ms, fps=1987 images/s, loss=0.0904, top1-acc=97.03%, top5-acc=99.97%, remaining_time=0:00:22.392570, arrival_time=2021-04-10 04:04:26.067325, cost_time=0:00:04.046838 2021-04-10 04:04:04,960 INFO : TRAIN, epoch=0129, iter=00040/00196, fetch data time cost=1.59ms, fps=1992 images/s, loss=0.0888, top1-acc=97.11%, top5-acc=99.98%, remaining_time=0:00:20.795268, arrival_time=2021-04-10 04:04:25.755331, cost_time=0:00:05.332117 2021-04-10 04:04:06,247 INFO : TRAIN, epoch=0129, iter=00050/00196, fetch data time cost=1.42ms, fps=1990 images/s, loss=0.0862, top1-acc=97.20%, top5-acc=99.98%, remaining_time=0:00:19.328064, arrival_time=2021-04-10 04:04:25.575343, cost_time=0:00:06.619176 2021-04-10 04:04:07,540 INFO : TRAIN, epoch=0129, iter=00060/00196, fetch data time cost=1.36ms, fps=1981 images/s, loss=0.0852, top1-acc=97.22%, top5-acc=99.97%, remaining_time=0:00:17.935136, arrival_time=2021-04-10 04:04:25.475652, cost_time=0:00:07.912589 2021-04-10 04:04:08,826 INFO : TRAIN, epoch=0129, iter=00070/00196, fetch data time cost=1.38ms, fps=1992 images/s, loss=0.0848, top1-acc=97.23%, top5-acc=99.95%, remaining_time=0:00:16.557156, arrival_time=2021-04-10 04:04:25.383492, cost_time=0:00:09.198417 2021-04-10 04:04:10,113 INFO : TRAIN, epoch=0129, iter=00080/00196, fetch data time cost=1.41ms, fps=1989 images/s, loss=0.0846, top1-acc=97.24%, top5-acc=99.95%, remaining_time=0:00:15.204468, arrival_time=2021-04-10 04:04:25.318238, cost_time=0:00:10.485855 2021-04-10 04:04:11,400 INFO : TRAIN, epoch=0129, iter=00090/00196, fetch data time cost=1.45ms, fps=1990 images/s, loss=0.0852, top1-acc=97.24%, top5-acc=99.94%, remaining_time=0:00:13.865224, arrival_time=2021-04-10 04:04:25.265515, cost_time=0:00:11.772369 2021-04-10 04:04:12,686 INFO : TRAIN, epoch=0129, iter=00100/00196, fetch data time cost=1.47ms, fps=1991 images/s, loss=0.0858, top1-acc=97.23%, top5-acc=99.94%, remaining_time=0:00:12.536352, arrival_time=2021-04-10 04:04:25.223056, cost_time=0:00:13.058739 2021-04-10 04:04:13,978 INFO : TRAIN, epoch=0129, iter=00110/00196, fetch data time cost=1.44ms, fps=1984 images/s, loss=0.0842, top1-acc=97.25%, top5-acc=99.94%, remaining_time=0:00:11.219044, arrival_time=2021-04-10 04:04:25.196974, cost_time=0:00:14.349936 2021-04-10 04:04:15,265 INFO : TRAIN, epoch=0129, iter=00120/00196, fetch data time cost=1.37ms, fps=1989 images/s, loss=0.0836, top1-acc=97.27%, top5-acc=99.94%, remaining_time=0:00:09.903940, arrival_time=2021-04-10 04:04:25.169764, cost_time=0:00:15.637858 2021-04-10 04:04:16,558 INFO : TRAIN, epoch=0129, iter=00130/00196, fetch data time cost=1.79ms, fps=1981 images/s, loss=0.0831, top1-acc=97.29%, top5-acc=99.95%, remaining_time=0:00:08.595708, arrival_time=2021-04-10 04:04:25.154504, cost_time=0:00:16.930882 2021-04-10 04:04:17,845 INFO : TRAIN, epoch=0129, iter=00140/00196, fetch data time cost=1.29ms, fps=1990 images/s, loss=0.0834, top1-acc=97.28%, top5-acc=99.95%, remaining_time=0:00:07.287056, arrival_time=2021-04-10 04:04:25.132559, cost_time=0:00:18.217579 2021-04-10 04:04:19,140 INFO : TRAIN, epoch=0129, iter=00150/00196, fetch data time cost=1.40ms, fps=1978 images/s, loss=0.0828, top1-acc=97.32%, top5-acc=99.94%, remaining_time=0:00:05.983818, arrival_time=2021-04-10 04:04:25.124217, cost_time=0:00:19.512471 2021-04-10 04:04:20,433 INFO : TRAIN, epoch=0129, iter=00160/00196, fetch data time cost=1.50ms, fps=1981 images/s, loss=0.0850, top1-acc=97.26%, top5-acc=99.94%, remaining_time=0:00:04.681224, arrival_time=2021-04-10 04:04:25.114543, cost_time=0:00:20.805367 2021-04-10 04:04:21,724 INFO : TRAIN, epoch=0129, iter=00170/00196, fetch data time cost=1.60ms, fps=1983 images/s, loss=0.0864, top1-acc=97.25%, top5-acc=99.94%, remaining_time=0:00:03.379480, arrival_time=2021-04-10 04:04:25.104004, cost_time=0:00:22.096593 2021-04-10 04:04:23,009 INFO : TRAIN, epoch=0129, iter=00180/00196, fetch data time cost=1.63ms, fps=1992 images/s, loss=0.0871, top1-acc=97.23%, top5-acc=99.94%, remaining_time=0:00:02.078400, arrival_time=2021-04-10 04:04:25.088298, cost_time=0:00:23.381985 2021-04-10 04:04:24,299 INFO : TRAIN, epoch=0129, iter=00190/00196, fetch data time cost=1.24ms, fps=1986 images/s, loss=0.0876, top1-acc=97.23%, top5-acc=99.94%, remaining_time=0:00:00.779106, arrival_time=2021-04-10 04:04:25.078692, cost_time=0:00:24.671599 2021-04-10 04:04:24,997 INFO : TRAIN, epoch=0129, iter=00196/00196, fetch data time cost=1.26ms, fps=1951 images/s, loss=0.0877, top1-acc=97.22%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-10 04:04:24.997035, cost_time=0:00:25.369123 2021-04-10 04:04:25,516 INFO : EVAL, epoch=0129, iter=00010/00040, fetch data time cost=1.33ms, fps=4933 images/s, loss=0.3276, top1-acc=90.90%, top5-acc=99.49%, remaining_time=0:00:01.556820, arrival_time=2021-04-10 04:04:27.073775, cost_time=0:00:00.518942 2021-04-10 04:04:25,938 INFO : EVAL, epoch=0129, iter=00020/00040, fetch data time cost=1.46ms, fps=6075 images/s, loss=0.3436, top1-acc=90.55%, top5-acc=99.41%, remaining_time=0:00:00.940640, arrival_time=2021-04-10 04:04:26.879300, cost_time=0:00:00.940643 2021-04-10 04:04:26,356 INFO : EVAL, epoch=0129, iter=00030/00040, fetch data time cost=1.35ms, fps=6127 images/s, loss=0.3465, top1-acc=90.38%, top5-acc=99.44%, remaining_time=0:00:00.452920, arrival_time=2021-04-10 04:04:26.809706, cost_time=0:00:01.358769 2021-04-10 04:04:26,741 INFO : EVAL, epoch=0129, iter=00040/00040, fetch data time cost=0.09ms, fps=6034 images/s, loss=0.3388, top1-acc=90.34%, top5-acc=99.46%, remaining_time=0:00:00, arrival_time=2021-04-10 04:04:26.741547, cost_time=0:00:01.743556 2021-04-10 04:04:27,746 INFO : Epoch=0129 complete, best val top1-acc=90.36%, top5-acc=99.52% (epoch=126), remaining_time=0:33:22.980716, arrival_time=2021-04-10 04:37:50.727616, cost_time=1:00:39.218450 2021-04-10 04:04:27,747 INFO : Train start, epoch=0130, lr=0.028003 2021-04-10 04:04:29,231 INFO : TRAIN, epoch=0130, iter=00010/00196, fetch data time cost=1.47ms, fps=1726 images/s, loss=0.0636, top1-acc=98.16%, top5-acc=99.92%, remaining_time=0:00:27.592356, arrival_time=2021-04-10 04:04:56.823632, cost_time=0:00:01.483456 2021-04-10 04:04:30,519 INFO : TRAIN, epoch=0130, iter=00020/00196, fetch data time cost=1.53ms, fps=1988 images/s, loss=0.0701, top1-acc=97.85%, top5-acc=99.94%, remaining_time=0:00:24.387968, arrival_time=2021-04-10 04:04:54.907151, cost_time=0:00:02.771361 2021-04-10 04:04:31,807 INFO : TRAIN, epoch=0130, iter=00030/00196, fetch data time cost=1.35ms, fps=1988 images/s, loss=0.0707, top1-acc=97.72%, top5-acc=99.95%, remaining_time=0:00:22.464116, arrival_time=2021-04-10 04:04:54.271710, cost_time=0:00:04.059768 2021-04-10 04:04:33,094 INFO : TRAIN, epoch=0130, iter=00040/00196, fetch data time cost=1.44ms, fps=1991 images/s, loss=0.0728, top1-acc=97.62%, top5-acc=99.95%, remaining_time=0:00:20.850336, arrival_time=2021-04-10 04:04:53.944492, cost_time=0:00:05.346260 2021-04-10 04:04:34,386 INFO : TRAIN, epoch=0130, iter=00050/00196, fetch data time cost=1.55ms, fps=1982 images/s, loss=0.0730, top1-acc=97.57%, top5-acc=99.95%, remaining_time=0:00:19.384420, arrival_time=2021-04-10 04:04:53.770749, cost_time=0:00:06.638498 2021-04-10 04:04:35,670 INFO : TRAIN, epoch=0130, iter=00060/00196, fetch data time cost=1.42ms, fps=1995 images/s, loss=0.0756, top1-acc=97.49%, top5-acc=99.95%, remaining_time=0:00:17.957032, arrival_time=2021-04-10 04:04:53.627082, cost_time=0:00:07.922230 2021-04-10 04:04:36,958 INFO : TRAIN, epoch=0130, iter=00070/00196, fetch data time cost=1.49ms, fps=1988 images/s, loss=0.0746, top1-acc=97.51%, top5-acc=99.95%, remaining_time=0:00:16.578324, arrival_time=2021-04-10 04:04:53.536298, cost_time=0:00:09.210151 2021-04-10 04:04:38,243 INFO : TRAIN, epoch=0130, iter=00080/00196, fetch data time cost=1.41ms, fps=1992 images/s, loss=0.0741, top1-acc=97.54%, top5-acc=99.96%, remaining_time=0:00:15.219084, arrival_time=2021-04-10 04:04:53.462826, cost_time=0:00:10.495924 2021-04-10 04:04:39,528 INFO : TRAIN, epoch=0130, iter=00090/00196, fetch data time cost=1.33ms, fps=1994 images/s, loss=0.0730, top1-acc=97.56%, top5-acc=99.96%, remaining_time=0:00:13.874658, arrival_time=2021-04-10 04:04:53.402964, cost_time=0:00:11.780373 2021-04-10 04:04:40,829 INFO : TRAIN, epoch=0130, iter=00100/00196, fetch data time cost=1.44ms, fps=1969 images/s, loss=0.0745, top1-acc=97.55%, top5-acc=99.96%, remaining_time=0:00:12.558144, arrival_time=2021-04-10 04:04:53.387404, cost_time=0:00:13.081437 2021-04-10 04:04:42,115 INFO : TRAIN, epoch=0130, iter=00110/00196, fetch data time cost=1.40ms, fps=1991 images/s, loss=0.0759, top1-acc=97.52%, top5-acc=99.95%, remaining_time=0:00:11.232632, arrival_time=2021-04-10 04:04:53.347778, cost_time=0:00:14.367330 2021-04-10 04:04:43,402 INFO : TRAIN, epoch=0130, iter=00120/00196, fetch data time cost=1.62ms, fps=1989 images/s, loss=0.0758, top1-acc=97.51%, top5-acc=99.95%, remaining_time=0:00:09.914580, arrival_time=2021-04-10 04:04:53.317029, cost_time=0:00:15.654629 2021-04-10 04:04:44,694 INFO : TRAIN, epoch=0130, iter=00130/00196, fetch data time cost=1.65ms, fps=1983 images/s, loss=0.0758, top1-acc=97.51%, top5-acc=99.95%, remaining_time=0:00:08.603496, arrival_time=2021-04-10 04:04:53.297681, cost_time=0:00:16.946290 2021-04-10 04:04:45,981 INFO : TRAIN, epoch=0130, iter=00140/00196, fetch data time cost=1.32ms, fps=1989 images/s, loss=0.0773, top1-acc=97.48%, top5-acc=99.96%, remaining_time=0:00:07.293552, arrival_time=2021-04-10 04:04:53.275286, cost_time=0:00:18.233909 2021-04-10 04:04:47,274 INFO : TRAIN, epoch=0130, iter=00150/00196, fetch data time cost=1.49ms, fps=1981 images/s, loss=0.0777, top1-acc=97.48%, top5-acc=99.95%, remaining_time=0:00:05.988050, arrival_time=2021-04-10 04:04:53.262129, cost_time=0:00:19.526258 2021-04-10 04:04:48,559 INFO : TRAIN, epoch=0130, iter=00160/00196, fetch data time cost=1.47ms, fps=1993 images/s, loss=0.0777, top1-acc=97.46%, top5-acc=99.95%, remaining_time=0:00:04.682592, arrival_time=2021-04-10 04:04:53.241929, cost_time=0:00:20.811459 2021-04-10 04:04:49,850 INFO : TRAIN, epoch=0130, iter=00170/00196, fetch data time cost=1.37ms, fps=1984 images/s, loss=0.0784, top1-acc=97.43%, top5-acc=99.95%, remaining_time=0:00:03.380416, arrival_time=2021-04-10 04:04:53.231145, cost_time=0:00:22.102709 2021-04-10 04:04:51,141 INFO : TRAIN, epoch=0130, iter=00180/00196, fetch data time cost=1.34ms, fps=1985 images/s, loss=0.0791, top1-acc=97.42%, top5-acc=99.96%, remaining_time=0:00:02.079408, arrival_time=2021-04-10 04:04:53.220544, cost_time=0:00:23.393297 2021-04-10 04:04:52,425 INFO : TRAIN, epoch=0130, iter=00190/00196, fetch data time cost=1.42ms, fps=1995 images/s, loss=0.0797, top1-acc=97.39%, top5-acc=99.96%, remaining_time=0:00:00.779280, arrival_time=2021-04-10 04:04:53.204323, cost_time=0:00:24.677218 2021-04-10 04:04:53,120 INFO : TRAIN, epoch=0130, iter=00196/00196, fetch data time cost=1.40ms, fps=1958 images/s, loss=0.0795, top1-acc=97.39%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 04:04:53.120130, cost_time=0:00:25.372320 2021-04-10 04:04:53,647 INFO : EVAL, epoch=0130, iter=00010/00040, fetch data time cost=0.22ms, fps=4864 images/s, loss=0.3529, top1-acc=90.23%, top5-acc=99.34%, remaining_time=0:00:01.578990, arrival_time=2021-04-10 04:04:55.226458, cost_time=0:00:00.526329 2021-04-10 04:04:54,067 INFO : EVAL, epoch=0130, iter=00020/00040, fetch data time cost=1.43ms, fps=6106 images/s, loss=0.3608, top1-acc=90.25%, top5-acc=99.32%, remaining_time=0:00:00.946120, arrival_time=2021-04-10 04:04:55.013307, cost_time=0:00:00.946120 2021-04-10 04:04:54,488 INFO : EVAL, epoch=0130, iter=00030/00040, fetch data time cost=2.28ms, fps=6084 images/s, loss=0.3640, top1-acc=90.33%, top5-acc=99.28%, remaining_time=0:00:00.455730, arrival_time=2021-04-10 04:04:54.944047, cost_time=0:00:01.367197 2021-04-10 04:04:54,871 INFO : EVAL, epoch=0130, iter=00040/00040, fetch data time cost=0.07ms, fps=6069 images/s, loss=0.3713, top1-acc=90.22%, top5-acc=99.28%, remaining_time=0:00:00, arrival_time=2021-04-10 04:04:54.871210, cost_time=0:00:01.750167 2021-04-10 04:04:55,680 INFO : Epoch=0130 complete, best val top1-acc=90.36%, top5-acc=99.52% (epoch=126), remaining_time=0:32:54.620130, arrival_time=2021-04-10 04:37:50.300250, cost_time=1:01:07.151642 2021-04-10 04:04:55,681 INFO : Train start, epoch=0131, lr=0.027300 2021-04-10 04:04:57,129 INFO : TRAIN, epoch=0131, iter=00010/00196, fetch data time cost=0.27ms, fps=1767 images/s, loss=0.0682, top1-acc=97.81%, top5-acc=99.96%, remaining_time=0:00:26.946378, arrival_time=2021-04-10 04:05:24.076300, cost_time=0:00:01.448729 2021-04-10 04:04:58,414 INFO : TRAIN, epoch=0131, iter=00020/00196, fetch data time cost=1.42ms, fps=1994 images/s, loss=0.0795, top1-acc=97.50%, top5-acc=99.96%, remaining_time=0:00:24.053568, arrival_time=2021-04-10 04:05:22.468080, cost_time=0:00:02.733370 2021-04-10 04:04:59,702 INFO : TRAIN, epoch=0131, iter=00030/00196, fetch data time cost=1.63ms, fps=1989 images/s, loss=0.0794, top1-acc=97.49%, top5-acc=99.93%, remaining_time=0:00:22.250474, arrival_time=2021-04-10 04:05:21.952837, cost_time=0:00:04.021161 2021-04-10 04:05:00,985 INFO : TRAIN, epoch=0131, iter=00040/00196, fetch data time cost=1.59ms, fps=1996 images/s, loss=0.0751, top1-acc=97.67%, top5-acc=99.94%, remaining_time=0:00:20.686536, arrival_time=2021-04-10 04:05:21.671896, cost_time=0:00:05.304231 2021-04-10 04:05:02,271 INFO : TRAIN, epoch=0131, iter=00050/00196, fetch data time cost=1.55ms, fps=1992 images/s, loss=0.0761, top1-acc=97.60%, top5-acc=99.93%, remaining_time=0:00:19.242216, arrival_time=2021-04-10 04:05:21.513192, cost_time=0:00:06.589792 2021-04-10 04:05:03,561 INFO : TRAIN, epoch=0131, iter=00060/00196, fetch data time cost=1.39ms, fps=1984 images/s, loss=0.0744, top1-acc=97.64%, top5-acc=99.93%, remaining_time=0:00:17.862784, arrival_time=2021-04-10 04:05:21.424574, cost_time=0:00:07.880661 2021-04-10 04:05:04,849 INFO : TRAIN, epoch=0131, iter=00070/00196, fetch data time cost=1.52ms, fps=1989 images/s, loss=0.0726, top1-acc=97.71%, top5-acc=99.94%, remaining_time=0:00:16.502220, arrival_time=2021-04-10 04:05:21.351292, cost_time=0:00:09.167878 2021-04-10 04:05:06,135 INFO : TRAIN, epoch=0131, iter=00080/00196, fetch data time cost=1.36ms, fps=1991 images/s, loss=0.0729, top1-acc=97.71%, top5-acc=99.94%, remaining_time=0:00:15.158532, arrival_time=2021-04-10 04:05:21.293800, cost_time=0:00:10.454140 2021-04-10 04:05:07,421 INFO : TRAIN, epoch=0131, iter=00090/00196, fetch data time cost=1.40ms, fps=1992 images/s, loss=0.0747, top1-acc=97.65%, top5-acc=99.93%, remaining_time=0:00:13.826958, arrival_time=2021-04-10 04:05:21.247965, cost_time=0:00:11.739883 2021-04-10 04:05:08,708 INFO : TRAIN, epoch=0131, iter=00100/00196, fetch data time cost=1.97ms, fps=1990 images/s, loss=0.0737, top1-acc=97.65%, top5-acc=99.94%, remaining_time=0:00:12.505920, arrival_time=2021-04-10 04:05:21.214009, cost_time=0:00:13.026950 2021-04-10 04:05:10,002 INFO : TRAIN, epoch=0131, iter=00110/00196, fetch data time cost=1.57ms, fps=1979 images/s, loss=0.0738, top1-acc=97.66%, top5-acc=99.93%, remaining_time=0:00:11.196512, arrival_time=2021-04-10 04:05:21.198728, cost_time=0:00:14.321089 2021-04-10 04:05:11,289 INFO : TRAIN, epoch=0131, iter=00120/00196, fetch data time cost=1.77ms, fps=1989 images/s, loss=0.0746, top1-acc=97.63%, top5-acc=99.93%, remaining_time=0:00:09.885472, arrival_time=2021-04-10 04:05:21.175358, cost_time=0:00:15.608675 2021-04-10 04:05:12,588 INFO : TRAIN, epoch=0131, iter=00130/00196, fetch data time cost=1.44ms, fps=1973 images/s, loss=0.0745, top1-acc=97.62%, top5-acc=99.94%, remaining_time=0:00:08.583498, arrival_time=2021-04-10 04:05:21.171644, cost_time=0:00:16.906942 2021-04-10 04:05:13,881 INFO : TRAIN, epoch=0131, iter=00140/00196, fetch data time cost=1.33ms, fps=1981 images/s, loss=0.0745, top1-acc=97.63%, top5-acc=99.94%, remaining_time=0:00:07.280000, arrival_time=2021-04-10 04:05:21.161174, cost_time=0:00:18.200048 2021-04-10 04:05:15,170 INFO : TRAIN, epoch=0131, iter=00150/00196, fetch data time cost=1.34ms, fps=1987 images/s, loss=0.0748, top1-acc=97.62%, top5-acc=99.94%, remaining_time=0:00:05.976596, arrival_time=2021-04-10 04:05:21.146644, cost_time=0:00:19.488925 2021-04-10 04:05:16,459 INFO : TRAIN, epoch=0131, iter=00160/00196, fetch data time cost=1.39ms, fps=1985 images/s, loss=0.0755, top1-acc=97.61%, top5-acc=99.94%, remaining_time=0:00:04.675212, arrival_time=2021-04-10 04:05:21.135112, cost_time=0:00:20.778774 2021-04-10 04:05:17,747 INFO : TRAIN, epoch=0131, iter=00170/00196, fetch data time cost=1.44ms, fps=1990 images/s, loss=0.0757, top1-acc=97.61%, top5-acc=99.94%, remaining_time=0:00:03.374774, arrival_time=2021-04-10 04:05:21.121911, cost_time=0:00:22.065812 2021-04-10 04:05:19,034 INFO : TRAIN, epoch=0131, iter=00180/00196, fetch data time cost=1.40ms, fps=1990 images/s, loss=0.0767, top1-acc=97.58%, top5-acc=99.94%, remaining_time=0:00:02.075840, arrival_time=2021-04-10 04:05:21.110227, cost_time=0:00:23.353263 2021-04-10 04:05:20,320 INFO : TRAIN, epoch=0131, iter=00190/00196, fetch data time cost=1.44ms, fps=1990 images/s, loss=0.0768, top1-acc=97.56%, top5-acc=99.94%, remaining_time=0:00:00.778098, arrival_time=2021-04-10 04:05:21.098998, cost_time=0:00:24.639773 2021-04-10 04:05:21,017 INFO : TRAIN, epoch=0131, iter=00196/00196, fetch data time cost=1.24ms, fps=1955 images/s, loss=0.0770, top1-acc=97.56%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-10 04:05:21.017001, cost_time=0:00:25.335876 2021-04-10 04:05:21,514 INFO : EVAL, epoch=0131, iter=00010/00040, fetch data time cost=2.22ms, fps=5155 images/s, loss=0.3811, top1-acc=89.77%, top5-acc=99.45%, remaining_time=0:00:01.489710, arrival_time=2021-04-10 04:05:23.004405, cost_time=0:00:00.496574 2021-04-10 04:05:21,933 INFO : EVAL, epoch=0131, iter=00020/00040, fetch data time cost=1.53ms, fps=6116 images/s, loss=0.3813, top1-acc=90.04%, top5-acc=99.43%, remaining_time=0:00:00.915640, arrival_time=2021-04-10 04:05:22.849354, cost_time=0:00:00.915648 2021-04-10 04:05:22,356 INFO : EVAL, epoch=0131, iter=00030/00040, fetch data time cost=2.02ms, fps=6058 images/s, loss=0.3795, top1-acc=90.09%, top5-acc=99.41%, remaining_time=0:00:00.446170, arrival_time=2021-04-10 04:05:22.802774, cost_time=0:00:01.338513 2021-04-10 04:05:22,739 INFO : EVAL, epoch=0131, iter=00040/00040, fetch data time cost=0.10ms, fps=6062 images/s, loss=0.3776, top1-acc=89.89%, top5-acc=99.40%, remaining_time=0:00:00, arrival_time=2021-04-10 04:05:22.739662, cost_time=0:00:01.721574 2021-04-10 04:05:23,529 INFO : Epoch=0131 complete, best val top1-acc=90.36%, top5-acc=99.52% (epoch=126), remaining_time=0:32:26.221866, arrival_time=2021-04-10 04:37:49.751279, cost_time=1:01:35.000964 2021-04-10 04:05:23,529 INFO : Train start, epoch=0132, lr=0.026604 2021-04-10 04:05:24,999 INFO : TRAIN, epoch=0132, iter=00010/00196, fetch data time cost=1.52ms, fps=1742 images/s, loss=0.0667, top1-acc=97.77%, top5-acc=99.92%, remaining_time=0:00:27.329352, arrival_time=2021-04-10 04:05:52.328836, cost_time=0:00:01.469316 2021-04-10 04:05:26,289 INFO : TRAIN, epoch=0132, iter=00020/00196, fetch data time cost=2.03ms, fps=1985 images/s, loss=0.0701, top1-acc=97.60%, top5-acc=99.92%, remaining_time=0:00:24.283952, arrival_time=2021-04-10 04:05:50.573650, cost_time=0:00:02.759540 2021-04-10 04:05:27,576 INFO : TRAIN, epoch=0132, iter=00030/00196, fetch data time cost=1.43ms, fps=1990 images/s, loss=0.0662, top1-acc=97.73%, top5-acc=99.95%, remaining_time=0:00:22.391242, arrival_time=2021-04-10 04:05:49.967955, cost_time=0:00:04.046611 2021-04-10 04:05:28,863 INFO : TRAIN, epoch=0132, iter=00040/00196, fetch data time cost=1.51ms, fps=1990 images/s, loss=0.0650, top1-acc=97.85%, top5-acc=99.93%, remaining_time=0:00:20.801508, arrival_time=2021-04-10 04:05:49.665337, cost_time=0:00:05.333738 2021-04-10 04:05:30,153 INFO : TRAIN, epoch=0132, iter=00050/00196, fetch data time cost=1.41ms, fps=1987 images/s, loss=0.0649, top1-acc=97.87%, top5-acc=99.92%, remaining_time=0:00:19.338284, arrival_time=2021-04-10 04:05:49.491218, cost_time=0:00:06.622721 2021-04-10 04:05:31,438 INFO : TRAIN, epoch=0132, iter=00060/00196, fetch data time cost=1.62ms, fps=1992 images/s, loss=0.0674, top1-acc=97.82%, top5-acc=99.93%, remaining_time=0:00:17.925480, arrival_time=2021-04-10 04:05:49.363883, cost_time=0:00:07.908325 2021-04-10 04:05:32,726 INFO : TRAIN, epoch=0132, iter=00070/00196, fetch data time cost=1.39ms, fps=1988 images/s, loss=0.0677, top1-acc=97.81%, top5-acc=99.94%, remaining_time=0:00:16.553124, arrival_time=2021-04-10 04:05:49.279370, cost_time=0:00:09.196146 2021-04-10 04:05:34,019 INFO : TRAIN, epoch=0132, iter=00080/00196, fetch data time cost=1.75ms, fps=1980 images/s, loss=0.0700, top1-acc=97.76%, top5-acc=99.94%, remaining_time=0:00:15.209572, arrival_time=2021-04-10 04:05:49.229056, cost_time=0:00:10.489360 2021-04-10 04:05:35,306 INFO : TRAIN, epoch=0132, iter=00090/00196, fetch data time cost=1.39ms, fps=1990 images/s, loss=0.0722, top1-acc=97.72%, top5-acc=99.94%, remaining_time=0:00:13.870100, arrival_time=2021-04-10 04:05:49.176711, cost_time=0:00:11.776523 2021-04-10 04:05:36,599 INFO : TRAIN, epoch=0132, iter=00100/00196, fetch data time cost=1.38ms, fps=1981 images/s, loss=0.0725, top1-acc=97.71%, top5-acc=99.94%, remaining_time=0:00:12.546240, arrival_time=2021-04-10 04:05:49.145522, cost_time=0:00:13.069015 2021-04-10 04:05:37,891 INFO : TRAIN, epoch=0132, iter=00110/00196, fetch data time cost=1.48ms, fps=1982 images/s, loss=0.0725, top1-acc=97.70%, top5-acc=99.94%, remaining_time=0:00:11.227988, arrival_time=2021-04-10 04:05:49.119423, cost_time=0:00:14.361342 2021-04-10 04:05:39,179 INFO : TRAIN, epoch=0132, iter=00120/00196, fetch data time cost=1.45ms, fps=1988 images/s, loss=0.0734, top1-acc=97.65%, top5-acc=99.94%, remaining_time=0:00:09.911464, arrival_time=2021-04-10 04:05:49.091198, cost_time=0:00:15.649631 2021-04-10 04:05:40,464 INFO : TRAIN, epoch=0132, iter=00130/00196, fetch data time cost=1.44ms, fps=1994 images/s, loss=0.0734, top1-acc=97.65%, top5-acc=99.94%, remaining_time=0:00:08.597358, arrival_time=2021-04-10 04:05:49.061672, cost_time=0:00:16.934228 2021-04-10 04:05:41,753 INFO : TRAIN, epoch=0132, iter=00140/00196, fetch data time cost=1.65ms, fps=1987 images/s, loss=0.0737, top1-acc=97.62%, top5-acc=99.94%, remaining_time=0:00:07.289296, arrival_time=2021-04-10 04:05:49.042666, cost_time=0:00:18.223278 2021-04-10 04:05:43,049 INFO : TRAIN, epoch=0132, iter=00150/00196, fetch data time cost=2.24ms, fps=1976 images/s, loss=0.0734, top1-acc=97.64%, top5-acc=99.95%, remaining_time=0:00:05.985842, arrival_time=2021-04-10 04:05:49.035120, cost_time=0:00:19.519113 2021-04-10 04:05:44,347 INFO : TRAIN, epoch=0132, iter=00160/00196, fetch data time cost=1.37ms, fps=1973 images/s, loss=0.0736, top1-acc=97.64%, top5-acc=99.95%, remaining_time=0:00:04.683852, arrival_time=2021-04-10 04:05:49.031188, cost_time=0:00:20.817147 2021-04-10 04:05:45,638 INFO : TRAIN, epoch=0132, iter=00170/00196, fetch data time cost=1.45ms, fps=1984 images/s, loss=0.0733, top1-acc=97.64%, top5-acc=99.95%, remaining_time=0:00:03.381222, arrival_time=2021-04-10 04:05:49.019259, cost_time=0:00:22.107944 2021-04-10 04:05:46,924 INFO : TRAIN, epoch=0132, iter=00180/00196, fetch data time cost=1.33ms, fps=1991 images/s, loss=0.0740, top1-acc=97.63%, top5-acc=99.95%, remaining_time=0:00:02.079504, arrival_time=2021-04-10 04:05:49.004086, cost_time=0:00:23.394405 2021-04-10 04:05:48,215 INFO : TRAIN, epoch=0132, iter=00190/00196, fetch data time cost=1.33ms, fps=1983 images/s, loss=0.0739, top1-acc=97.62%, top5-acc=99.95%, remaining_time=0:00:00.779550, arrival_time=2021-04-10 04:05:48.995314, cost_time=0:00:24.685662 2021-04-10 04:05:48,920 INFO : TRAIN, epoch=0132, iter=00196/00196, fetch data time cost=1.25ms, fps=1932 images/s, loss=0.0745, top1-acc=97.60%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-10 04:05:48.920155, cost_time=0:00:25.390074 2021-04-10 04:05:49,435 INFO : EVAL, epoch=0132, iter=00010/00040, fetch data time cost=3.04ms, fps=4981 images/s, loss=0.4040, top1-acc=90.00%, top5-acc=99.26%, remaining_time=0:00:01.541940, arrival_time=2021-04-10 04:05:50.977062, cost_time=0:00:00.513978 2021-04-10 04:05:49,859 INFO : EVAL, epoch=0132, iter=00020/00040, fetch data time cost=1.35ms, fps=6033 images/s, loss=0.3939, top1-acc=89.96%, top5-acc=99.43%, remaining_time=0:00:00.938680, arrival_time=2021-04-10 04:05:50.798492, cost_time=0:00:00.938673 2021-04-10 04:05:50,281 INFO : EVAL, epoch=0132, iter=00030/00040, fetch data time cost=1.38ms, fps=6075 images/s, loss=0.3938, top1-acc=89.80%, top5-acc=99.39%, remaining_time=0:00:00.453460, arrival_time=2021-04-10 04:05:50.735025, cost_time=0:00:01.360365 2021-04-10 04:05:50,662 INFO : EVAL, epoch=0132, iter=00040/00040, fetch data time cost=0.08ms, fps=6091 images/s, loss=0.3892, top1-acc=89.68%, top5-acc=99.38%, remaining_time=0:00:00, arrival_time=2021-04-10 04:05:50.662875, cost_time=0:00:01.741758 2021-04-10 04:05:51,428 INFO : Epoch=0132 complete, best val top1-acc=90.36%, top5-acc=99.52% (epoch=126), remaining_time=0:31:57.857516, arrival_time=2021-04-10 04:37:49.285898, cost_time=1:02:02.899919 2021-04-10 04:05:51,428 INFO : Train start, epoch=0133, lr=0.025912 2021-04-10 04:05:52,923 INFO : TRAIN, epoch=0133, iter=00010/00196, fetch data time cost=1.30ms, fps=1713 images/s, loss=0.0785, top1-acc=97.30%, top5-acc=99.96%, remaining_time=0:00:27.793422, arrival_time=2021-04-10 04:06:20.716789, cost_time=0:00:01.494267 2021-04-10 04:05:54,211 INFO : TRAIN, epoch=0133, iter=00020/00196, fetch data time cost=1.37ms, fps=1989 images/s, loss=0.0795, top1-acc=97.38%, top5-acc=99.98%, remaining_time=0:00:24.481600, arrival_time=2021-04-10 04:06:18.692764, cost_time=0:00:02.782003 2021-04-10 04:05:55,496 INFO : TRAIN, epoch=0133, iter=00030/00196, fetch data time cost=1.33ms, fps=1992 images/s, loss=0.0742, top1-acc=97.62%, top5-acc=99.97%, remaining_time=0:00:22.508106, arrival_time=2021-04-10 04:06:18.004937, cost_time=0:00:04.067728 2021-04-10 04:05:56,785 INFO : TRAIN, epoch=0133, iter=00040/00196, fetch data time cost=1.57ms, fps=1987 images/s, loss=0.0763, top1-acc=97.56%, top5-acc=99.96%, remaining_time=0:00:20.890272, arrival_time=2021-04-10 04:06:17.675897, cost_time=0:00:05.356461 2021-04-10 04:05:58,074 INFO : TRAIN, epoch=0133, iter=00050/00196, fetch data time cost=1.33ms, fps=1988 images/s, loss=0.0751, top1-acc=97.60%, top5-acc=99.97%, remaining_time=0:00:19.403400, arrival_time=2021-04-10 04:06:17.477474, cost_time=0:00:06.644986 2021-04-10 04:05:59,363 INFO : TRAIN, epoch=0133, iter=00060/00196, fetch data time cost=1.58ms, fps=1986 images/s, loss=0.0749, top1-acc=97.62%, top5-acc=99.97%, remaining_time=0:00:17.985320, arrival_time=2021-04-10 04:06:17.349090, cost_time=0:00:07.934687 2021-04-10 04:06:00,661 INFO : TRAIN, epoch=0133, iter=00070/00196, fetch data time cost=1.43ms, fps=1973 images/s, loss=0.0725, top1-acc=97.65%, top5-acc=99.97%, remaining_time=0:00:16.618518, arrival_time=2021-04-10 04:06:17.280125, cost_time=0:00:09.232516 2021-04-10 04:06:01,947 INFO : TRAIN, epoch=0133, iter=00080/00196, fetch data time cost=1.59ms, fps=1991 images/s, loss=0.0747, top1-acc=97.63%, top5-acc=99.97%, remaining_time=0:00:15.252144, arrival_time=2021-04-10 04:06:17.199991, cost_time=0:00:10.518756 2021-04-10 04:06:03,237 INFO : TRAIN, epoch=0133, iter=00090/00196, fetch data time cost=1.39ms, fps=1986 images/s, loss=0.0765, top1-acc=97.58%, top5-acc=99.97%, remaining_time=0:00:13.907518, arrival_time=2021-04-10 04:06:17.144879, cost_time=0:00:11.808279 2021-04-10 04:06:04,530 INFO : TRAIN, epoch=0133, iter=00100/00196, fetch data time cost=1.37ms, fps=1981 images/s, loss=0.0774, top1-acc=97.55%, top5-acc=99.97%, remaining_time=0:00:12.577056, arrival_time=2021-04-10 04:06:17.107344, cost_time=0:00:13.101118 2021-04-10 04:06:05,816 INFO : TRAIN, epoch=0133, iter=00110/00196, fetch data time cost=2.11ms, fps=1992 images/s, loss=0.0767, top1-acc=97.56%, top5-acc=99.96%, remaining_time=0:00:11.248112, arrival_time=2021-04-10 04:06:17.064344, cost_time=0:00:14.387144 2021-04-10 04:06:07,103 INFO : TRAIN, epoch=0133, iter=00120/00196, fetch data time cost=1.31ms, fps=1990 images/s, loss=0.0768, top1-acc=97.55%, top5-acc=99.97%, remaining_time=0:00:09.926816, arrival_time=2021-04-10 04:06:17.029775, cost_time=0:00:15.673878 2021-04-10 04:06:08,391 INFO : TRAIN, epoch=0133, iter=00130/00196, fetch data time cost=1.35ms, fps=1988 images/s, loss=0.0768, top1-acc=97.57%, top5-acc=99.97%, remaining_time=0:00:08.611482, arrival_time=2021-04-10 04:06:17.002573, cost_time=0:00:16.962012 2021-04-10 04:06:09,683 INFO : TRAIN, epoch=0133, iter=00140/00196, fetch data time cost=1.34ms, fps=1982 images/s, loss=0.0774, top1-acc=97.53%, top5-acc=99.97%, remaining_time=0:00:07.301616, arrival_time=2021-04-10 04:06:16.984826, cost_time=0:00:18.254110 2021-04-10 04:06:10,969 INFO : TRAIN, epoch=0133, iter=00150/00196, fetch data time cost=1.43ms, fps=1990 images/s, loss=0.0775, top1-acc=97.54%, top5-acc=99.97%, remaining_time=0:00:05.992466, arrival_time=2021-04-10 04:06:16.962248, cost_time=0:00:19.540684 2021-04-10 04:06:12,260 INFO : TRAIN, epoch=0133, iter=00160/00196, fetch data time cost=1.40ms, fps=1984 images/s, loss=0.0776, top1-acc=97.51%, top5-acc=99.97%, remaining_time=0:00:04.687092, arrival_time=2021-04-10 04:06:16.947789, cost_time=0:00:20.831581 2021-04-10 04:06:13,547 INFO : TRAIN, epoch=0133, iter=00170/00196, fetch data time cost=1.47ms, fps=1990 images/s, loss=0.0783, top1-acc=97.49%, top5-acc=99.97%, remaining_time=0:00:03.382782, arrival_time=2021-04-10 04:06:16.930086, cost_time=0:00:22.118212 2021-04-10 04:06:14,838 INFO : TRAIN, epoch=0133, iter=00180/00196, fetch data time cost=1.45ms, fps=1983 images/s, loss=0.0785, top1-acc=97.50%, top5-acc=99.97%, remaining_time=0:00:02.080848, arrival_time=2021-04-10 04:06:16.919549, cost_time=0:00:23.409541 2021-04-10 04:06:16,125 INFO : TRAIN, epoch=0133, iter=00190/00196, fetch data time cost=1.45ms, fps=1990 images/s, loss=0.0777, top1-acc=97.53%, top5-acc=99.97%, remaining_time=0:00:00.779898, arrival_time=2021-04-10 04:06:16.905712, cost_time=0:00:24.696735 2021-04-10 04:06:16,822 INFO : TRAIN, epoch=0133, iter=00196/00196, fetch data time cost=1.24ms, fps=1953 images/s, loss=0.0774, top1-acc=97.54%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 04:06:16.822708, cost_time=0:00:25.393625 2021-04-10 04:06:17,324 INFO : EVAL, epoch=0133, iter=00010/00040, fetch data time cost=4.24ms, fps=5109 images/s, loss=0.3202, top1-acc=91.41%, top5-acc=99.57%, remaining_time=0:00:01.503150, arrival_time=2021-04-10 04:06:18.827922, cost_time=0:00:00.501046 2021-04-10 04:06:17,743 INFO : EVAL, epoch=0133, iter=00020/00040, fetch data time cost=1.46ms, fps=6118 images/s, loss=0.3328, top1-acc=91.00%, top5-acc=99.55%, remaining_time=0:00:00.919800, arrival_time=2021-04-10 04:06:18.663317, cost_time=0:00:00.919791 2021-04-10 04:06:18,162 INFO : EVAL, epoch=0133, iter=00030/00040, fetch data time cost=1.39ms, fps=6112 images/s, loss=0.3355, top1-acc=91.05%, top5-acc=99.51%, remaining_time=0:00:00.446330, arrival_time=2021-04-10 04:06:18.609045, cost_time=0:00:01.338988 2021-04-10 04:06:18,544 INFO : EVAL, epoch=0133, iter=00040/00040, fetch data time cost=0.07ms, fps=6088 images/s, loss=0.3611, top1-acc=90.94%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-10 04:06:18.544068, cost_time=0:00:01.720363 2021-04-10 04:06:20,288 INFO : Epoch=0133 complete, best val top1-acc=90.94%, top5-acc=99.53% (epoch=133), remaining_time=0:31:29.984173, arrival_time=2021-04-10 04:37:50.272284, cost_time=1:02:31.759640 2021-04-10 04:06:20,288 INFO : Train start, epoch=0134, lr=0.025227 2021-04-10 04:06:21,742 INFO : TRAIN, epoch=0134, iter=00010/00196, fetch data time cost=0.47ms, fps=1761 images/s, loss=0.0616, top1-acc=98.05%, top5-acc=99.96%, remaining_time=0:00:27.037890, arrival_time=2021-04-10 04:06:48.780606, cost_time=0:00:01.453654 2021-04-10 04:06:23,029 INFO : TRAIN, epoch=0134, iter=00020/00196, fetch data time cost=1.43ms, fps=1991 images/s, loss=0.0583, top1-acc=98.01%, top5-acc=99.98%, remaining_time=0:00:24.110592, arrival_time=2021-04-10 04:06:47.139539, cost_time=0:00:02.739831 2021-04-10 04:06:24,314 INFO : TRAIN, epoch=0134, iter=00030/00196, fetch data time cost=1.38ms, fps=1993 images/s, loss=0.0588, top1-acc=98.09%, top5-acc=99.99%, remaining_time=0:00:22.271224, arrival_time=2021-04-10 04:06:46.585188, cost_time=0:00:04.024908 2021-04-10 04:06:25,598 INFO : TRAIN, epoch=0134, iter=00040/00196, fetch data time cost=1.38ms, fps=1993 images/s, loss=0.0603, top1-acc=98.00%, top5-acc=99.99%, remaining_time=0:00:20.707752, arrival_time=2021-04-10 04:06:46.306469, cost_time=0:00:05.309665 2021-04-10 04:06:26,887 INFO : TRAIN, epoch=0134, iter=00050/00196, fetch data time cost=2.21ms, fps=1987 images/s, loss=0.0613, top1-acc=98.00%, top5-acc=99.99%, remaining_time=0:00:19.267328, arrival_time=2021-04-10 04:06:46.154769, cost_time=0:00:06.598378 2021-04-10 04:06:28,181 INFO : TRAIN, epoch=0134, iter=00060/00196, fetch data time cost=1.38ms, fps=1979 images/s, loss=0.0605, top1-acc=97.98%, top5-acc=99.99%, remaining_time=0:00:17.888624, arrival_time=2021-04-10 04:06:46.069872, cost_time=0:00:07.892055 2021-04-10 04:06:29,466 INFO : TRAIN, epoch=0134, iter=00070/00196, fetch data time cost=1.34ms, fps=1992 images/s, loss=0.0604, top1-acc=97.99%, top5-acc=99.99%, remaining_time=0:00:16.519986, arrival_time=2021-04-10 04:06:45.986785, cost_time=0:00:09.177751 2021-04-10 04:06:30,749 INFO : TRAIN, epoch=0134, iter=00080/00196, fetch data time cost=1.38ms, fps=1997 images/s, loss=0.0595, top1-acc=98.04%, top5-acc=99.99%, remaining_time=0:00:15.167000, arrival_time=2021-04-10 04:06:45.916024, cost_time=0:00:10.459976 2021-04-10 04:06:32,038 INFO : TRAIN, epoch=0134, iter=00090/00196, fetch data time cost=1.33ms, fps=1987 images/s, loss=0.0607, top1-acc=98.01%, top5-acc=99.99%, remaining_time=0:00:13.837664, arrival_time=2021-04-10 04:06:45.875706, cost_time=0:00:11.748988 2021-04-10 04:06:33,326 INFO : TRAIN, epoch=0134, iter=00100/00196, fetch data time cost=1.58ms, fps=1988 images/s, loss=0.0618, top1-acc=98.00%, top5-acc=99.99%, remaining_time=0:00:12.515616, arrival_time=2021-04-10 04:06:45.841800, cost_time=0:00:13.037120 2021-04-10 04:06:34,613 INFO : TRAIN, epoch=0134, iter=00110/00196, fetch data time cost=1.51ms, fps=1990 images/s, loss=0.0618, top1-acc=97.99%, top5-acc=99.99%, remaining_time=0:00:11.198748, arrival_time=2021-04-10 04:06:45.811755, cost_time=0:00:14.323957 2021-04-10 04:06:35,902 INFO : TRAIN, epoch=0134, iter=00120/00196, fetch data time cost=1.40ms, fps=1986 images/s, loss=0.0630, top1-acc=97.97%, top5-acc=99.98%, remaining_time=0:00:09.888360, arrival_time=2021-04-10 04:06:45.790659, cost_time=0:00:15.613176 2021-04-10 04:06:37,186 INFO : TRAIN, epoch=0134, iter=00130/00196, fetch data time cost=1.43ms, fps=1994 images/s, loss=0.0635, top1-acc=97.96%, top5-acc=99.98%, remaining_time=0:00:08.578812, arrival_time=2021-04-10 04:06:45.765588, cost_time=0:00:16.897715 2021-04-10 04:06:38,475 INFO : TRAIN, epoch=0134, iter=00140/00196, fetch data time cost=1.39ms, fps=1988 images/s, loss=0.0652, top1-acc=97.91%, top5-acc=99.97%, remaining_time=0:00:07.274456, arrival_time=2021-04-10 04:06:45.749677, cost_time=0:00:18.186163 2021-04-10 04:06:39,762 INFO : TRAIN, epoch=0134, iter=00150/00196, fetch data time cost=1.51ms, fps=1990 images/s, loss=0.0657, top1-acc=97.91%, top5-acc=99.98%, remaining_time=0:00:05.971812, arrival_time=2021-04-10 04:06:45.734231, cost_time=0:00:19.473312 2021-04-10 04:06:41,052 INFO : TRAIN, epoch=0134, iter=00160/00196, fetch data time cost=1.55ms, fps=1986 images/s, loss=0.0656, top1-acc=97.93%, top5-acc=99.98%, remaining_time=0:00:04.671720, arrival_time=2021-04-10 04:06:45.723957, cost_time=0:00:20.763171 2021-04-10 04:06:42,339 INFO : TRAIN, epoch=0134, iter=00170/00196, fetch data time cost=1.49ms, fps=1990 images/s, loss=0.0660, top1-acc=97.94%, top5-acc=99.97%, remaining_time=0:00:03.372356, arrival_time=2021-04-10 04:06:45.711344, cost_time=0:00:22.049941 2021-04-10 04:06:43,627 INFO : TRAIN, epoch=0134, iter=00180/00196, fetch data time cost=1.38ms, fps=1987 images/s, loss=0.0661, top1-acc=97.95%, top5-acc=99.97%, remaining_time=0:00:02.074528, arrival_time=2021-04-10 04:06:45.702194, cost_time=0:00:23.338522 2021-04-10 04:06:44,922 INFO : TRAIN, epoch=0134, iter=00190/00196, fetch data time cost=1.19ms, fps=1990 images/s, loss=0.0665, top1-acc=97.95%, top5-acc=99.97%, remaining_time=0:00:00.777912, arrival_time=2021-04-10 04:06:45.700812, cost_time=0:00:24.633848 2021-04-10 04:06:45,618 INFO : TRAIN, epoch=0134, iter=00196/00196, fetch data time cost=1.22ms, fps=1958 images/s, loss=0.0678, top1-acc=97.92%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 04:06:45.618047, cost_time=0:00:25.328993 2021-04-10 04:06:46,106 INFO : EVAL, epoch=0134, iter=00010/00040, fetch data time cost=0.19ms, fps=5254 images/s, loss=0.3487, top1-acc=90.90%, top5-acc=99.57%, remaining_time=0:00:01.461840, arrival_time=2021-04-10 04:06:47.568221, cost_time=0:00:00.487279 2021-04-10 04:06:46,537 INFO : EVAL, epoch=0134, iter=00020/00040, fetch data time cost=1.41ms, fps=5938 images/s, loss=0.3524, top1-acc=90.76%, top5-acc=99.49%, remaining_time=0:00:00.918820, arrival_time=2021-04-10 04:06:47.456704, cost_time=0:00:00.918811 2021-04-10 04:06:46,958 INFO : EVAL, epoch=0134, iter=00030/00040, fetch data time cost=1.24ms, fps=6090 images/s, loss=0.3414, top1-acc=90.95%, top5-acc=99.53%, remaining_time=0:00:00.446510, arrival_time=2021-04-10 04:06:47.405112, cost_time=0:00:01.339531 2021-04-10 04:06:47,339 INFO : EVAL, epoch=0134, iter=00040/00040, fetch data time cost=0.07ms, fps=6092 images/s, loss=0.3388, top1-acc=91.04%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-10 04:06:47.339735, cost_time=0:00:01.720688 2021-04-10 04:06:48,960 INFO : Epoch=0134 complete, best val top1-acc=91.04%, top5-acc=99.53% (epoch=134), remaining_time=0:31:02.004012, arrival_time=2021-04-10 04:37:50.964867, cost_time=1:03:00.432393 2021-04-10 04:06:48,961 INFO : Train start, epoch=0135, lr=0.024548 2021-04-10 04:06:50,413 INFO : TRAIN, epoch=0135, iter=00010/00196, fetch data time cost=1.51ms, fps=1763 images/s, loss=0.0724, top1-acc=97.77%, top5-acc=99.96%, remaining_time=0:00:27.005898, arrival_time=2021-04-10 04:07:17.419476, cost_time=0:00:01.451930 2021-04-10 04:06:51,701 INFO : TRAIN, epoch=0135, iter=00020/00196, fetch data time cost=1.40ms, fps=1989 images/s, loss=0.0749, top1-acc=97.79%, top5-acc=99.96%, remaining_time=0:00:24.106192, arrival_time=2021-04-10 04:07:15.807135, cost_time=0:00:02.739344 2021-04-10 04:06:52,989 INFO : TRAIN, epoch=0135, iter=00030/00196, fetch data time cost=1.39ms, fps=1987 images/s, loss=0.0750, top1-acc=97.76%, top5-acc=99.93%, remaining_time=0:00:22.287990, arrival_time=2021-04-10 04:07:15.277502, cost_time=0:00:04.027942 2021-04-10 04:06:54,276 INFO : TRAIN, epoch=0135, iter=00040/00196, fetch data time cost=1.43ms, fps=1990 images/s, loss=0.0714, top1-acc=97.77%, top5-acc=99.95%, remaining_time=0:00:20.728188, arrival_time=2021-04-10 04:07:15.004701, cost_time=0:00:05.314934 2021-04-10 04:06:55,563 INFO : TRAIN, epoch=0135, iter=00050/00196, fetch data time cost=1.55ms, fps=1990 images/s, loss=0.0715, top1-acc=97.79%, top5-acc=99.95%, remaining_time=0:00:19.277256, arrival_time=2021-04-10 04:07:14.840625, cost_time=0:00:06.601799 2021-04-10 04:06:56,851 INFO : TRAIN, epoch=0135, iter=00060/00196, fetch data time cost=1.57ms, fps=1988 images/s, loss=0.0727, top1-acc=97.70%, top5-acc=99.95%, remaining_time=0:00:17.883728, arrival_time=2021-04-10 04:07:14.735232, cost_time=0:00:07.889861 2021-04-10 04:06:58,136 INFO : TRAIN, epoch=0135, iter=00070/00196, fetch data time cost=1.41ms, fps=1992 images/s, loss=0.0724, top1-acc=97.70%, top5-acc=99.96%, remaining_time=0:00:16.515576, arrival_time=2021-04-10 04:07:14.652441, cost_time=0:00:09.175299 2021-04-10 04:06:59,431 INFO : TRAIN, epoch=0135, iter=00080/00196, fetch data time cost=1.36ms, fps=1978 images/s, loss=0.0716, top1-acc=97.74%, top5-acc=99.95%, remaining_time=0:00:15.181268, arrival_time=2021-04-10 04:07:14.612646, cost_time=0:00:10.469811 2021-04-10 04:07:00,719 INFO : TRAIN, epoch=0135, iter=00090/00196, fetch data time cost=1.65ms, fps=1988 images/s, loss=0.0706, top1-acc=97.76%, top5-acc=99.95%, remaining_time=0:00:13.848158, arrival_time=2021-04-10 04:07:14.567641, cost_time=0:00:11.757906 2021-04-10 04:07:02,008 INFO : TRAIN, epoch=0135, iter=00100/00196, fetch data time cost=1.39ms, fps=1987 images/s, loss=0.0700, top1-acc=97.78%, top5-acc=99.95%, remaining_time=0:00:12.524832, arrival_time=2021-04-10 04:07:14.533139, cost_time=0:00:13.046710 2021-04-10 04:07:03,297 INFO : TRAIN, epoch=0135, iter=00110/00196, fetch data time cost=2.06ms, fps=1987 images/s, loss=0.0691, top1-acc=97.82%, top5-acc=99.95%, remaining_time=0:00:11.207950, arrival_time=2021-04-10 04:07:14.505333, cost_time=0:00:14.335736 2021-04-10 04:07:04,585 INFO : TRAIN, epoch=0135, iter=00120/00196, fetch data time cost=1.78ms, fps=1989 images/s, loss=0.0677, top1-acc=97.84%, top5-acc=99.96%, remaining_time=0:00:09.894896, arrival_time=2021-04-10 04:07:14.480045, cost_time=0:00:15.623578 2021-04-10 04:07:05,876 INFO : TRAIN, epoch=0135, iter=00130/00196, fetch data time cost=1.53ms, fps=1983 images/s, loss=0.0676, top1-acc=97.84%, top5-acc=99.96%, remaining_time=0:00:08.587722, arrival_time=2021-04-10 04:07:14.464497, cost_time=0:00:16.915178 2021-04-10 04:07:07,161 INFO : TRAIN, epoch=0135, iter=00140/00196, fetch data time cost=1.50ms, fps=1993 images/s, loss=0.0678, top1-acc=97.83%, top5-acc=99.96%, remaining_time=0:00:07.279944, arrival_time=2021-04-10 04:07:14.441464, cost_time=0:00:18.199922 2021-04-10 04:07:08,449 INFO : TRAIN, epoch=0135, iter=00150/00196, fetch data time cost=1.56ms, fps=1988 images/s, loss=0.0683, top1-acc=97.80%, top5-acc=99.95%, remaining_time=0:00:05.976366, arrival_time=2021-04-10 04:07:14.426049, cost_time=0:00:19.488116 2021-04-10 04:07:09,734 INFO : TRAIN, epoch=0135, iter=00160/00196, fetch data time cost=1.32ms, fps=1994 images/s, loss=0.0685, top1-acc=97.80%, top5-acc=99.95%, remaining_time=0:00:04.673844, arrival_time=2021-04-10 04:07:14.408041, cost_time=0:00:20.772617 2021-04-10 04:07:11,025 INFO : TRAIN, epoch=0135, iter=00170/00196, fetch data time cost=1.50ms, fps=1984 images/s, loss=0.0681, top1-acc=97.81%, top5-acc=99.95%, remaining_time=0:00:03.374410, arrival_time=2021-04-10 04:07:14.399470, cost_time=0:00:22.063492 2021-04-10 04:07:12,311 INFO : TRAIN, epoch=0135, iter=00180/00196, fetch data time cost=1.55ms, fps=1991 images/s, loss=0.0682, top1-acc=97.81%, top5-acc=99.95%, remaining_time=0:00:02.075536, arrival_time=2021-04-10 04:07:14.386878, cost_time=0:00:23.349776 2021-04-10 04:07:13,600 INFO : TRAIN, epoch=0135, iter=00190/00196, fetch data time cost=1.46ms, fps=1986 images/s, loss=0.0689, top1-acc=97.78%, top5-acc=99.95%, remaining_time=0:00:00.778074, arrival_time=2021-04-10 04:07:14.378675, cost_time=0:00:24.639023 2021-04-10 04:07:14,296 INFO : TRAIN, epoch=0135, iter=00196/00196, fetch data time cost=1.76ms, fps=1955 images/s, loss=0.0693, top1-acc=97.78%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-10 04:07:14.296844, cost_time=0:00:25.335238 2021-04-10 04:07:14,785 INFO : EVAL, epoch=0135, iter=00010/00040, fetch data time cost=2.48ms, fps=5246 images/s, loss=0.4339, top1-acc=88.95%, top5-acc=99.34%, remaining_time=0:00:01.463910, arrival_time=2021-04-10 04:07:16.249741, cost_time=0:00:00.487969 2021-04-10 04:07:15,212 INFO : EVAL, epoch=0135, iter=00020/00040, fetch data time cost=1.77ms, fps=6010 images/s, loss=0.4350, top1-acc=88.91%, top5-acc=99.24%, remaining_time=0:00:00.914280, arrival_time=2021-04-10 04:07:16.126418, cost_time=0:00:00.914278 2021-04-10 04:07:15,638 INFO : EVAL, epoch=0135, iter=00030/00040, fetch data time cost=1.27ms, fps=6005 images/s, loss=0.4260, top1-acc=89.14%, top5-acc=99.30%, remaining_time=0:00:00.446970, arrival_time=2021-04-10 04:07:16.085742, cost_time=0:00:01.340913 2021-04-10 04:07:16,024 INFO : EVAL, epoch=0135, iter=00040/00040, fetch data time cost=0.09ms, fps=6024 images/s, loss=0.4155, top1-acc=89.31%, top5-acc=99.28%, remaining_time=0:00:00, arrival_time=2021-04-10 04:07:16.024197, cost_time=0:00:01.726347 2021-04-10 04:07:16,818 INFO : Epoch=0135 complete, best val top1-acc=91.04%, top5-acc=99.53% (epoch=134), remaining_time=0:30:33.621335, arrival_time=2021-04-10 04:37:50.440238, cost_time=1:03:28.290428 2021-04-10 04:07:16,819 INFO : Train start, epoch=0136, lr=0.023875 2021-04-10 04:07:18,298 INFO : TRAIN, epoch=0136, iter=00010/00196, fetch data time cost=0.38ms, fps=1731 images/s, loss=0.0727, top1-acc=97.54%, top5-acc=99.96%, remaining_time=0:00:27.512562, arrival_time=2021-04-10 04:07:45.811354, cost_time=0:00:01.479168 2021-04-10 04:07:19,584 INFO : TRAIN, epoch=0136, iter=00020/00196, fetch data time cost=1.51ms, fps=1992 images/s, loss=0.0644, top1-acc=97.81%, top5-acc=99.98%, remaining_time=0:00:24.327248, arrival_time=2021-04-10 04:07:43.911315, cost_time=0:00:02.764454 2021-04-10 04:07:20,869 INFO : TRAIN, epoch=0136, iter=00030/00196, fetch data time cost=1.32ms, fps=1993 images/s, loss=0.0632, top1-acc=97.97%, top5-acc=99.97%, remaining_time=0:00:22.406680, arrival_time=2021-04-10 04:07:43.275700, cost_time=0:00:04.049393 2021-04-10 04:07:22,158 INFO : TRAIN, epoch=0136, iter=00040/00196, fetch data time cost=1.61ms, fps=1986 images/s, loss=0.0670, top1-acc=97.85%, top5-acc=99.97%, remaining_time=0:00:20.820852, arrival_time=2021-04-10 04:07:42.979335, cost_time=0:00:05.338671 2021-04-10 04:07:23,446 INFO : TRAIN, epoch=0136, iter=00050/00196, fetch data time cost=1.36ms, fps=1989 images/s, loss=0.0660, top1-acc=97.87%, top5-acc=99.98%, remaining_time=0:00:19.349380, arrival_time=2021-04-10 04:07:42.795483, cost_time=0:00:06.626477 2021-04-10 04:07:24,731 INFO : TRAIN, epoch=0136, iter=00060/00196, fetch data time cost=1.41ms, fps=1992 images/s, loss=0.0651, top1-acc=97.90%, top5-acc=99.97%, remaining_time=0:00:17.933912, arrival_time=2021-04-10 04:07:42.665651, cost_time=0:00:07.912044 2021-04-10 04:07:26,018 INFO : TRAIN, epoch=0136, iter=00070/00196, fetch data time cost=1.34ms, fps=1991 images/s, loss=0.0683, top1-acc=97.82%, top5-acc=99.97%, remaining_time=0:00:16.557534, arrival_time=2021-04-10 04:07:42.575804, cost_time=0:00:09.198638 2021-04-10 04:07:27,306 INFO : TRAIN, epoch=0136, iter=00080/00196, fetch data time cost=1.44ms, fps=1988 images/s, loss=0.0687, top1-acc=97.82%, top5-acc=99.97%, remaining_time=0:00:15.205976, arrival_time=2021-04-10 04:07:42.512538, cost_time=0:00:10.486902 2021-04-10 04:07:28,596 INFO : TRAIN, epoch=0136, iter=00090/00196, fetch data time cost=1.60ms, fps=1986 images/s, loss=0.0689, top1-acc=97.80%, top5-acc=99.97%, remaining_time=0:00:13.870312, arrival_time=2021-04-10 04:07:42.466707, cost_time=0:00:11.776691 2021-04-10 04:07:29,885 INFO : TRAIN, epoch=0136, iter=00100/00196, fetch data time cost=1.43ms, fps=1986 images/s, loss=0.0689, top1-acc=97.81%, top5-acc=99.96%, remaining_time=0:00:12.543648, arrival_time=2021-04-10 04:07:42.429555, cost_time=0:00:13.066275 2021-04-10 04:07:31,174 INFO : TRAIN, epoch=0136, iter=00110/00196, fetch data time cost=1.42ms, fps=1988 images/s, loss=0.0691, top1-acc=97.84%, top5-acc=99.95%, remaining_time=0:00:11.222828, arrival_time=2021-04-10 04:07:42.397190, cost_time=0:00:14.354739 2021-04-10 04:07:32,460 INFO : TRAIN, epoch=0136, iter=00120/00196, fetch data time cost=1.44ms, fps=1991 images/s, loss=0.0691, top1-acc=97.85%, top5-acc=99.95%, remaining_time=0:00:09.905992, arrival_time=2021-04-10 04:07:42.366606, cost_time=0:00:15.640982 2021-04-10 04:07:33,746 INFO : TRAIN, epoch=0136, iter=00130/00196, fetch data time cost=1.39ms, fps=1992 images/s, loss=0.0687, top1-acc=97.86%, top5-acc=99.95%, remaining_time=0:00:08.593596, arrival_time=2021-04-10 04:07:42.339942, cost_time=0:00:16.926722 2021-04-10 04:07:35,036 INFO : TRAIN, epoch=0136, iter=00140/00196, fetch data time cost=1.28ms, fps=1985 images/s, loss=0.0691, top1-acc=97.85%, top5-acc=99.96%, remaining_time=0:00:07.286664, arrival_time=2021-04-10 04:07:42.323054, cost_time=0:00:18.216697 2021-04-10 04:07:36,327 INFO : TRAIN, epoch=0136, iter=00150/00196, fetch data time cost=1.31ms, fps=1984 images/s, loss=0.0697, top1-acc=97.84%, top5-acc=99.96%, remaining_time=0:00:05.982254, arrival_time=2021-04-10 04:07:42.309219, cost_time=0:00:19.507339 2021-04-10 04:07:37,613 INFO : TRAIN, epoch=0136, iter=00160/00196, fetch data time cost=1.51ms, fps=1991 images/s, loss=0.0690, top1-acc=97.85%, top5-acc=99.96%, remaining_time=0:00:04.678560, arrival_time=2021-04-10 04:07:42.291781, cost_time=0:00:20.793553 2021-04-10 04:07:38,899 INFO : TRAIN, epoch=0136, iter=00170/00196, fetch data time cost=1.38ms, fps=1991 images/s, loss=0.0689, top1-acc=97.85%, top5-acc=99.96%, remaining_time=0:00:03.376880, arrival_time=2021-04-10 04:07:42.276138, cost_time=0:00:22.079640 2021-04-10 04:07:40,184 INFO : TRAIN, epoch=0136, iter=00180/00196, fetch data time cost=1.55ms, fps=1992 images/s, loss=0.0684, top1-acc=97.88%, top5-acc=99.96%, remaining_time=0:00:02.076896, arrival_time=2021-04-10 04:07:42.261625, cost_time=0:00:23.365111 2021-04-10 04:07:41,471 INFO : TRAIN, epoch=0136, iter=00190/00196, fetch data time cost=1.31ms, fps=1990 images/s, loss=0.0690, top1-acc=97.87%, top5-acc=99.96%, remaining_time=0:00:00.778482, arrival_time=2021-04-10 04:07:42.250083, cost_time=0:00:24.651943 2021-04-10 04:07:42,173 INFO : TRAIN, epoch=0136, iter=00196/00196, fetch data time cost=1.23ms, fps=1939 images/s, loss=0.0690, top1-acc=97.88%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 04:07:42.173609, cost_time=0:00:25.353990 2021-04-10 04:07:42,708 INFO : EVAL, epoch=0136, iter=00010/00040, fetch data time cost=0.38ms, fps=4793 images/s, loss=0.3446, top1-acc=90.90%, top5-acc=99.49%, remaining_time=0:00:01.602360, arrival_time=2021-04-10 04:07:44.311129, cost_time=0:00:00.534124 2021-04-10 04:07:43,127 INFO : EVAL, epoch=0136, iter=00020/00040, fetch data time cost=1.29ms, fps=6124 images/s, loss=0.3463, top1-acc=90.90%, top5-acc=99.51%, remaining_time=0:00:00.952620, arrival_time=2021-04-10 04:07:44.079839, cost_time=0:00:00.952620 2021-04-10 04:07:43,549 INFO : EVAL, epoch=0136, iter=00030/00040, fetch data time cost=1.75ms, fps=6069 images/s, loss=0.3613, top1-acc=90.61%, top5-acc=99.35%, remaining_time=0:00:00.458250, arrival_time=2021-04-10 04:07:44.007590, cost_time=0:00:01.374751 2021-04-10 04:07:43,930 INFO : EVAL, epoch=0136, iter=00040/00040, fetch data time cost=0.05ms, fps=6091 images/s, loss=0.3498, top1-acc=90.72%, top5-acc=99.40%, remaining_time=0:00:00, arrival_time=2021-04-10 04:07:43.930514, cost_time=0:00:01.755942 2021-04-10 04:07:44,719 INFO : Epoch=0136 complete, best val top1-acc=91.04%, top5-acc=99.53% (epoch=134), remaining_time=0:30:05.266432, arrival_time=2021-04-10 04:37:49.986026, cost_time=1:03:56.191143 2021-04-10 04:07:44,720 INFO : Train start, epoch=0137, lr=0.023209 2021-04-10 04:07:46,222 INFO : TRAIN, epoch=0137, iter=00010/00196, fetch data time cost=1.43ms, fps=1705 images/s, loss=0.0762, top1-acc=97.97%, top5-acc=99.92%, remaining_time=0:00:27.934224, arrival_time=2021-04-10 04:08:14.156424, cost_time=0:00:01.501840 2021-04-10 04:07:47,513 INFO : TRAIN, epoch=0137, iter=00020/00196, fetch data time cost=1.43ms, fps=1983 images/s, loss=0.0698, top1-acc=98.05%, top5-acc=99.96%, remaining_time=0:00:24.583328, arrival_time=2021-04-10 04:08:12.097171, cost_time=0:00:02.793561 2021-04-10 04:07:48,799 INFO : TRAIN, epoch=0137, iter=00030/00196, fetch data time cost=1.48ms, fps=1991 images/s, loss=0.0734, top1-acc=97.85%, top5-acc=99.93%, remaining_time=0:00:22.573842, arrival_time=2021-04-10 04:08:11.373728, cost_time=0:00:04.079607 2021-04-10 04:07:50,094 INFO : TRAIN, epoch=0137, iter=00040/00196, fetch data time cost=1.35ms, fps=1978 images/s, loss=0.0685, top1-acc=97.92%, top5-acc=99.95%, remaining_time=0:00:20.959068, arrival_time=2021-04-10 04:08:11.053483, cost_time=0:00:05.374125 2021-04-10 04:07:51,382 INFO : TRAIN, epoch=0137, iter=00050/00196, fetch data time cost=1.40ms, fps=1989 images/s, loss=0.0682, top1-acc=97.86%, top5-acc=99.95%, remaining_time=0:00:19.452164, arrival_time=2021-04-10 04:08:10.834225, cost_time=0:00:06.661705 2021-04-10 04:07:52,670 INFO : TRAIN, epoch=0137, iter=00060/00196, fetch data time cost=1.34ms, fps=1987 images/s, loss=0.0649, top1-acc=97.96%, top5-acc=99.96%, remaining_time=0:00:18.021088, arrival_time=2021-04-10 04:08:10.691839, cost_time=0:00:07.950474 2021-04-10 04:07:53,961 INFO : TRAIN, epoch=0137, iter=00070/00196, fetch data time cost=1.29ms, fps=1983 images/s, loss=0.0617, top1-acc=98.10%, top5-acc=99.96%, remaining_time=0:00:16.634772, arrival_time=2021-04-10 04:08:10.596596, cost_time=0:00:09.241550 2021-04-10 04:07:55,255 INFO : TRAIN, epoch=0137, iter=00080/00196, fetch data time cost=1.41ms, fps=1980 images/s, loss=0.0609, top1-acc=98.11%, top5-acc=99.97%, remaining_time=0:00:15.275692, arrival_time=2021-04-10 04:08:10.530956, cost_time=0:00:10.534980 2021-04-10 04:07:56,541 INFO : TRAIN, epoch=0137, iter=00090/00196, fetch data time cost=1.55ms, fps=1991 images/s, loss=0.0605, top1-acc=98.10%, top5-acc=99.97%, remaining_time=0:00:13.922358, arrival_time=2021-04-10 04:08:10.463487, cost_time=0:00:11.820836 2021-04-10 04:07:57,826 INFO : TRAIN, epoch=0137, iter=00100/00196, fetch data time cost=1.36ms, fps=1992 images/s, loss=0.0599, top1-acc=98.13%, top5-acc=99.96%, remaining_time=0:00:12.581952, arrival_time=2021-04-10 04:08:10.408481, cost_time=0:00:13.106246 2021-04-10 04:07:59,115 INFO : TRAIN, epoch=0137, iter=00110/00196, fetch data time cost=1.35ms, fps=1987 images/s, loss=0.0619, top1-acc=98.10%, top5-acc=99.95%, remaining_time=0:00:11.254218, arrival_time=2021-04-10 04:08:10.369549, cost_time=0:00:14.394975 2021-04-10 04:08:00,406 INFO : TRAIN, epoch=0137, iter=00120/00196, fetch data time cost=1.35ms, fps=1984 images/s, loss=0.0626, top1-acc=98.05%, top5-acc=99.95%, remaining_time=0:00:09.934340, arrival_time=2021-04-10 04:08:10.340421, cost_time=0:00:15.685801 2021-04-10 04:08:01,694 INFO : TRAIN, epoch=0137, iter=00130/00196, fetch data time cost=1.33ms, fps=1987 images/s, loss=0.0627, top1-acc=98.04%, top5-acc=99.95%, remaining_time=0:00:08.617752, arrival_time=2021-04-10 04:08:10.312391, cost_time=0:00:16.974358 2021-04-10 04:08:02,985 INFO : TRAIN, epoch=0137, iter=00140/00196, fetch data time cost=1.34ms, fps=1984 images/s, loss=0.0641, top1-acc=97.99%, top5-acc=99.96%, remaining_time=0:00:07.306096, arrival_time=2021-04-10 04:08:10.291628, cost_time=0:00:18.265253 2021-04-10 04:08:04,280 INFO : TRAIN, epoch=0137, iter=00150/00196, fetch data time cost=1.90ms, fps=1977 images/s, loss=0.0649, top1-acc=97.95%, top5-acc=99.96%, remaining_time=0:00:05.998492, arrival_time=2021-04-10 04:08:10.279048, cost_time=0:00:19.560246 2021-04-10 04:08:05,565 INFO : TRAIN, epoch=0137, iter=00160/00196, fetch data time cost=1.34ms, fps=1993 images/s, loss=0.0649, top1-acc=97.94%, top5-acc=99.95%, remaining_time=0:00:04.690224, arrival_time=2021-04-10 04:08:10.256014, cost_time=0:00:20.845508 2021-04-10 04:08:06,855 INFO : TRAIN, epoch=0137, iter=00170/00196, fetch data time cost=1.48ms, fps=1986 images/s, loss=0.0645, top1-acc=97.95%, top5-acc=99.96%, remaining_time=0:00:03.385330, arrival_time=2021-04-10 04:08:10.240407, cost_time=0:00:22.134796 2021-04-10 04:08:08,140 INFO : TRAIN, epoch=0137, iter=00180/00196, fetch data time cost=1.36ms, fps=1991 images/s, loss=0.0639, top1-acc=97.97%, top5-acc=99.95%, remaining_time=0:00:02.081840, arrival_time=2021-04-10 04:08:10.222788, cost_time=0:00:23.420661 2021-04-10 04:08:09,444 INFO : TRAIN, epoch=0137, iter=00190/00196, fetch data time cost=1.24ms, fps=1964 images/s, loss=0.0630, top1-acc=98.00%, top5-acc=99.96%, remaining_time=0:00:00.780768, arrival_time=2021-04-10 04:08:10.225488, cost_time=0:00:24.724376 2021-04-10 04:08:10,141 INFO : TRAIN, epoch=0137, iter=00196/00196, fetch data time cost=1.21ms, fps=1953 images/s, loss=0.0624, top1-acc=98.02%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 04:08:10.141708, cost_time=0:00:25.421443 2021-04-10 04:08:10,633 INFO : EVAL, epoch=0137, iter=00010/00040, fetch data time cost=1.43ms, fps=5219 images/s, loss=0.4367, top1-acc=89.96%, top5-acc=99.06%, remaining_time=0:00:01.471530, arrival_time=2021-04-10 04:08:12.104655, cost_time=0:00:00.490506 2021-04-10 04:08:11,053 INFO : EVAL, epoch=0137, iter=00020/00040, fetch data time cost=1.36ms, fps=6095 images/s, loss=0.4253, top1-acc=89.96%, top5-acc=99.34%, remaining_time=0:00:00.910800, arrival_time=2021-04-10 04:08:11.964239, cost_time=0:00:00.910810 2021-04-10 04:08:11,474 INFO : EVAL, epoch=0137, iter=00030/00040, fetch data time cost=1.30ms, fps=6085 images/s, loss=0.4321, top1-acc=90.03%, top5-acc=99.31%, remaining_time=0:00:00.443950, arrival_time=2021-04-10 04:08:11.918407, cost_time=0:00:01.331836 2021-04-10 04:08:11,856 INFO : EVAL, epoch=0137, iter=00040/00040, fetch data time cost=0.08ms, fps=6081 images/s, loss=0.4306, top1-acc=90.02%, top5-acc=99.32%, remaining_time=0:00:00, arrival_time=2021-04-10 04:08:11.856268, cost_time=0:00:01.713673 2021-04-10 04:08:12,721 INFO : Epoch=0137 complete, best val top1-acc=91.04%, top5-acc=99.53% (epoch=134), remaining_time=0:29:36.964833, arrival_time=2021-04-10 04:37:49.686671, cost_time=1:04:24.193392 2021-04-10 04:08:12,722 INFO : Train start, epoch=0138, lr=0.022549 2021-04-10 04:08:14,175 INFO : TRAIN, epoch=0138, iter=00010/00196, fetch data time cost=1.73ms, fps=1762 images/s, loss=0.0631, top1-acc=98.01%, top5-acc=99.88%, remaining_time=0:00:27.030450, arrival_time=2021-04-10 04:08:41.206311, cost_time=0:00:01.453249 2021-04-10 04:08:15,463 INFO : TRAIN, epoch=0138, iter=00020/00196, fetch data time cost=1.38ms, fps=1988 images/s, loss=0.0638, top1-acc=97.95%, top5-acc=99.92%, remaining_time=0:00:24.123264, arrival_time=2021-04-10 04:08:39.587070, cost_time=0:00:02.741277 2021-04-10 04:08:16,753 INFO : TRAIN, epoch=0138, iter=00030/00196, fetch data time cost=1.43ms, fps=1986 images/s, loss=0.0604, top1-acc=98.11%, top5-acc=99.92%, remaining_time=0:00:22.301934, arrival_time=2021-04-10 04:08:39.054932, cost_time=0:00:04.030463 2021-04-10 04:08:18,037 INFO : TRAIN, epoch=0138, iter=00040/00196, fetch data time cost=1.54ms, fps=1993 images/s, loss=0.0592, top1-acc=98.13%, top5-acc=99.93%, remaining_time=0:00:20.729280, arrival_time=2021-04-10 04:08:38.767028, cost_time=0:00:05.315220 2021-04-10 04:08:19,326 INFO : TRAIN, epoch=0138, iter=00050/00196, fetch data time cost=1.56ms, fps=1988 images/s, loss=0.0594, top1-acc=98.05%, top5-acc=99.94%, remaining_time=0:00:19.282074, arrival_time=2021-04-10 04:08:38.608073, cost_time=0:00:06.603429 2021-04-10 04:08:20,614 INFO : TRAIN, epoch=0138, iter=00060/00196, fetch data time cost=1.36ms, fps=1987 images/s, loss=0.0578, top1-acc=98.12%, top5-acc=99.95%, remaining_time=0:00:17.889168, arrival_time=2021-04-10 04:08:38.504026, cost_time=0:00:07.892265 2021-04-10 04:08:21,917 INFO : TRAIN, epoch=0138, iter=00070/00196, fetch data time cost=1.71ms, fps=1966 images/s, loss=0.0591, top1-acc=98.10%, top5-acc=99.96%, remaining_time=0:00:16.550352, arrival_time=2021-04-10 04:08:38.467559, cost_time=0:00:09.194661 2021-04-10 04:08:23,204 INFO : TRAIN, epoch=0138, iter=00080/00196, fetch data time cost=1.44ms, fps=1990 images/s, loss=0.0613, top1-acc=98.06%, top5-acc=99.96%, remaining_time=0:00:15.198552, arrival_time=2021-04-10 04:08:38.402846, cost_time=0:00:10.481760 2021-04-10 04:08:24,489 INFO : TRAIN, epoch=0138, iter=00090/00196, fetch data time cost=1.35ms, fps=1992 images/s, loss=0.0629, top1-acc=98.02%, top5-acc=99.96%, remaining_time=0:00:13.858970, arrival_time=2021-04-10 04:08:38.348538, cost_time=0:00:11.767030 2021-04-10 04:08:25,776 INFO : TRAIN, epoch=0138, iter=00100/00196, fetch data time cost=1.45ms, fps=1991 images/s, loss=0.0618, top1-acc=98.05%, top5-acc=99.96%, remaining_time=0:00:12.531360, arrival_time=2021-04-10 04:08:38.307403, cost_time=0:00:13.053519 2021-04-10 04:08:27,063 INFO : TRAIN, epoch=0138, iter=00110/00196, fetch data time cost=1.58ms, fps=1989 images/s, loss=0.0617, top1-acc=98.07%, top5-acc=99.96%, remaining_time=0:00:11.212250, arrival_time=2021-04-10 04:08:38.276059, cost_time=0:00:14.341210 2021-04-10 04:08:28,348 INFO : TRAIN, epoch=0138, iter=00120/00196, fetch data time cost=1.49ms, fps=1994 images/s, loss=0.0610, top1-acc=98.10%, top5-acc=99.96%, remaining_time=0:00:09.896340, arrival_time=2021-04-10 04:08:38.244683, cost_time=0:00:15.625815 2021-04-10 04:08:29,635 INFO : TRAIN, epoch=0138, iter=00130/00196, fetch data time cost=1.35ms, fps=1990 images/s, loss=0.0598, top1-acc=98.14%, top5-acc=99.96%, remaining_time=0:00:08.586336, arrival_time=2021-04-10 04:08:38.221314, cost_time=0:00:16.912449 2021-04-10 04:08:30,926 INFO : TRAIN, epoch=0138, iter=00140/00196, fetch data time cost=1.39ms, fps=1983 images/s, loss=0.0597, top1-acc=98.15%, top5-acc=99.97%, remaining_time=0:00:07.281512, arrival_time=2021-04-10 04:08:38.207758, cost_time=0:00:18.203725 2021-04-10 04:08:32,216 INFO : TRAIN, epoch=0138, iter=00150/00196, fetch data time cost=2.00ms, fps=1985 images/s, loss=0.0598, top1-acc=98.16%, top5-acc=99.97%, remaining_time=0:00:05.978068, arrival_time=2021-04-10 04:08:38.194334, cost_time=0:00:19.493726 2021-04-10 04:08:33,502 INFO : TRAIN, epoch=0138, iter=00160/00196, fetch data time cost=1.40ms, fps=1991 images/s, loss=0.0597, top1-acc=98.18%, top5-acc=99.97%, remaining_time=0:00:04.675464, arrival_time=2021-04-10 04:08:38.177803, cost_time=0:00:20.779811 2021-04-10 04:08:34,788 INFO : TRAIN, epoch=0138, iter=00170/00196, fetch data time cost=1.50ms, fps=1992 images/s, loss=0.0606, top1-acc=98.15%, top5-acc=99.97%, remaining_time=0:00:03.374748, arrival_time=2021-04-10 04:08:38.162856, cost_time=0:00:22.065583 2021-04-10 04:08:36,073 INFO : TRAIN, epoch=0138, iter=00180/00196, fetch data time cost=1.50ms, fps=1992 images/s, loss=0.0610, top1-acc=98.14%, top5-acc=99.97%, remaining_time=0:00:02.075632, arrival_time=2021-04-10 04:08:38.149109, cost_time=0:00:23.350945 2021-04-10 04:08:37,366 INFO : TRAIN, epoch=0138, iter=00190/00196, fetch data time cost=1.26ms, fps=1981 images/s, loss=0.0609, top1-acc=98.14%, top5-acc=99.97%, remaining_time=0:00:00.778224, arrival_time=2021-04-10 04:08:38.144614, cost_time=0:00:24.643808 2021-04-10 04:08:38,062 INFO : TRAIN, epoch=0138, iter=00196/00196, fetch data time cost=1.24ms, fps=1955 images/s, loss=0.0615, top1-acc=98.14%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 04:08:38.062691, cost_time=0:00:25.340162 2021-04-10 04:08:38,554 INFO : EVAL, epoch=0138, iter=00010/00040, fetch data time cost=1.41ms, fps=5218 images/s, loss=0.3254, top1-acc=91.52%, top5-acc=99.41%, remaining_time=0:00:01.471860, arrival_time=2021-04-10 04:08:40.026206, cost_time=0:00:00.490615 2021-04-10 04:08:38,974 INFO : EVAL, epoch=0138, iter=00020/00040, fetch data time cost=1.44ms, fps=6100 images/s, loss=0.3274, top1-acc=91.52%, top5-acc=99.53%, remaining_time=0:00:00.910620, arrival_time=2021-04-10 04:08:39.884991, cost_time=0:00:00.910627 2021-04-10 04:08:39,393 INFO : EVAL, epoch=0138, iter=00030/00040, fetch data time cost=1.26ms, fps=6117 images/s, loss=0.3370, top1-acc=91.38%, top5-acc=99.47%, remaining_time=0:00:00.443160, arrival_time=2021-04-10 04:08:39.836389, cost_time=0:00:01.329488 2021-04-10 04:08:39,774 INFO : EVAL, epoch=0138, iter=00040/00040, fetch data time cost=0.07ms, fps=6085 images/s, loss=0.3188, top1-acc=91.47%, top5-acc=99.50%, remaining_time=0:00:00, arrival_time=2021-04-10 04:08:39.774807, cost_time=0:00:01.711103 2021-04-10 04:08:41,319 INFO : Epoch=0138 complete, best val top1-acc=91.47%, top5-acc=99.50% (epoch=138), remaining_time=0:29:08.935122, arrival_time=2021-04-10 04:37:50.254641, cost_time=1:04:52.791063 2021-04-10 04:08:41,320 INFO : Train start, epoch=0139, lr=0.021896 2021-04-10 04:08:42,762 INFO : TRAIN, epoch=0139, iter=00010/00196, fetch data time cost=1.37ms, fps=1775 images/s, loss=0.0657, top1-acc=97.93%, top5-acc=100.00%, remaining_time=0:00:26.830686, arrival_time=2021-04-10 04:09:09.593381, cost_time=0:00:01.442508 2021-04-10 04:08:44,048 INFO : TRAIN, epoch=0139, iter=00020/00196, fetch data time cost=1.37ms, fps=1992 images/s, loss=0.0587, top1-acc=98.18%, top5-acc=100.00%, remaining_time=0:00:24.006400, arrival_time=2021-04-10 04:09:08.054593, cost_time=0:00:02.728004 2021-04-10 04:08:45,335 INFO : TRAIN, epoch=0139, iter=00030/00196, fetch data time cost=2.20ms, fps=1990 images/s, loss=0.0565, top1-acc=98.19%, top5-acc=100.00%, remaining_time=0:00:22.215946, arrival_time=2021-04-10 04:09:07.551065, cost_time=0:00:04.014922 2021-04-10 04:08:46,624 INFO : TRAIN, epoch=0139, iter=00040/00196, fetch data time cost=1.45ms, fps=1987 images/s, loss=0.0573, top1-acc=98.24%, top5-acc=100.00%, remaining_time=0:00:20.685444, arrival_time=2021-04-10 04:09:07.309575, cost_time=0:00:05.303948 2021-04-10 04:08:47,913 INFO : TRAIN, epoch=0139, iter=00050/00196, fetch data time cost=1.55ms, fps=1987 images/s, loss=0.0537, top1-acc=98.35%, top5-acc=99.98%, remaining_time=0:00:19.250684, arrival_time=2021-04-10 04:09:07.163643, cost_time=0:00:06.592697 2021-04-10 04:08:49,199 INFO : TRAIN, epoch=0139, iter=00060/00196, fetch data time cost=1.33ms, fps=1991 images/s, loss=0.0527, top1-acc=98.40%, top5-acc=99.98%, remaining_time=0:00:17.859384, arrival_time=2021-04-10 04:09:07.058694, cost_time=0:00:07.879129 2021-04-10 04:08:50,488 INFO : TRAIN, epoch=0139, iter=00070/00196, fetch data time cost=1.40ms, fps=1986 images/s, loss=0.0515, top1-acc=98.42%, top5-acc=99.98%, remaining_time=0:00:16.503606, arrival_time=2021-04-10 04:09:06.992495, cost_time=0:00:09.168698 2021-04-10 04:08:51,776 INFO : TRAIN, epoch=0139, iter=00080/00196, fetch data time cost=1.52ms, fps=1989 images/s, loss=0.0523, top1-acc=98.45%, top5-acc=99.98%, remaining_time=0:00:15.161664, arrival_time=2021-04-10 04:09:06.938200, cost_time=0:00:10.456315 2021-04-10 04:08:53,066 INFO : TRAIN, epoch=0139, iter=00090/00196, fetch data time cost=2.06ms, fps=1985 images/s, loss=0.0525, top1-acc=98.45%, top5-acc=99.98%, remaining_time=0:00:13.835014, arrival_time=2021-04-10 04:09:06.901954, cost_time=0:00:11.746748 2021-04-10 04:08:54,355 INFO : TRAIN, epoch=0139, iter=00100/00196, fetch data time cost=1.46ms, fps=1988 images/s, loss=0.0539, top1-acc=98.41%, top5-acc=99.98%, remaining_time=0:00:12.513600, arrival_time=2021-04-10 04:09:06.868857, cost_time=0:00:13.035003 2021-04-10 04:08:55,641 INFO : TRAIN, epoch=0139, iter=00110/00196, fetch data time cost=1.42ms, fps=1992 images/s, loss=0.0544, top1-acc=98.38%, top5-acc=99.98%, remaining_time=0:00:11.196340, arrival_time=2021-04-10 04:09:06.837393, cost_time=0:00:14.320868 2021-04-10 04:08:56,930 INFO : TRAIN, epoch=0139, iter=00120/00196, fetch data time cost=1.98ms, fps=1987 images/s, loss=0.0548, top1-acc=98.37%, top5-acc=99.98%, remaining_time=0:00:09.886308, arrival_time=2021-04-10 04:09:06.816498, cost_time=0:00:15.609952 2021-04-10 04:08:58,221 INFO : TRAIN, epoch=0139, iter=00130/00196, fetch data time cost=1.53ms, fps=1986 images/s, loss=0.0567, top1-acc=98.32%, top5-acc=99.98%, remaining_time=0:00:08.580462, arrival_time=2021-04-10 04:09:06.801518, cost_time=0:00:16.900858 2021-04-10 04:08:59,509 INFO : TRAIN, epoch=0139, iter=00140/00196, fetch data time cost=1.46ms, fps=1988 images/s, loss=0.0566, top1-acc=98.32%, top5-acc=99.97%, remaining_time=0:00:07.275632, arrival_time=2021-04-10 04:09:06.784888, cost_time=0:00:18.189069 2021-04-10 04:09:00,799 INFO : TRAIN, epoch=0139, iter=00150/00196, fetch data time cost=1.46ms, fps=1985 images/s, loss=0.0571, top1-acc=98.29%, top5-acc=99.98%, remaining_time=0:00:05.973560, arrival_time=2021-04-10 04:09:06.772686, cost_time=0:00:19.478942 2021-04-10 04:09:02,087 INFO : TRAIN, epoch=0139, iter=00160/00196, fetch data time cost=1.43ms, fps=1987 images/s, loss=0.0578, top1-acc=98.27%, top5-acc=99.98%, remaining_time=0:00:04.672656, arrival_time=2021-04-10 04:09:06.760310, cost_time=0:00:20.767396 2021-04-10 04:09:03,376 INFO : TRAIN, epoch=0139, iter=00170/00196, fetch data time cost=1.53ms, fps=1987 images/s, loss=0.0576, top1-acc=98.27%, top5-acc=99.98%, remaining_time=0:00:03.373318, arrival_time=2021-04-10 04:09:06.749790, cost_time=0:00:22.056289 2021-04-10 04:09:04,666 INFO : TRAIN, epoch=0139, iter=00180/00196, fetch data time cost=1.78ms, fps=1985 images/s, loss=0.0575, top1-acc=98.27%, top5-acc=99.98%, remaining_time=0:00:02.075216, arrival_time=2021-04-10 04:09:06.741605, cost_time=0:00:23.346164 2021-04-10 04:09:05,955 INFO : TRAIN, epoch=0139, iter=00190/00196, fetch data time cost=1.23ms, fps=1987 images/s, loss=0.0579, top1-acc=98.26%, top5-acc=99.98%, remaining_time=0:00:00.777942, arrival_time=2021-04-10 04:09:06.733046, cost_time=0:00:24.634921 2021-04-10 04:09:06,652 INFO : TRAIN, epoch=0139, iter=00196/00196, fetch data time cost=1.25ms, fps=1951 images/s, loss=0.0581, top1-acc=98.25%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 04:09:06.652459, cost_time=0:00:25.332275 2021-04-10 04:09:07,185 INFO : EVAL, epoch=0139, iter=00010/00040, fetch data time cost=0.20ms, fps=4811 images/s, loss=0.3555, top1-acc=91.05%, top5-acc=99.57%, remaining_time=0:00:01.596450, arrival_time=2021-04-10 04:09:08.782029, cost_time=0:00:00.532149 2021-04-10 04:09:07,603 INFO : EVAL, epoch=0139, iter=00020/00040, fetch data time cost=1.43ms, fps=6129 images/s, loss=0.3496, top1-acc=91.19%, top5-acc=99.55%, remaining_time=0:00:00.950160, arrival_time=2021-04-10 04:09:08.553754, cost_time=0:00:00.950162 2021-04-10 04:09:08,022 INFO : EVAL, epoch=0139, iter=00030/00040, fetch data time cost=1.24ms, fps=6117 images/s, loss=0.3608, top1-acc=90.91%, top5-acc=99.54%, remaining_time=0:00:00.456320, arrival_time=2021-04-10 04:09:08.478708, cost_time=0:00:01.368951 2021-04-10 04:09:08,403 INFO : EVAL, epoch=0139, iter=00040/00040, fetch data time cost=0.07ms, fps=6089 images/s, loss=0.3593, top1-acc=90.80%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-10 04:09:08.403687, cost_time=0:00:01.750282 2021-04-10 04:09:09,135 INFO : Epoch=0139 complete, best val top1-acc=91.47%, top5-acc=99.50% (epoch=138), remaining_time=0:28:40.554166, arrival_time=2021-04-10 04:37:49.689583, cost_time=1:05:20.606968 2021-04-10 04:09:09,135 INFO : Train start, epoch=0140, lr=0.021250 2021-04-10 04:09:10,619 INFO : TRAIN, epoch=0140, iter=00010/00196, fetch data time cost=0.28ms, fps=1726 images/s, loss=0.0563, top1-acc=98.28%, top5-acc=99.96%, remaining_time=0:00:27.594030, arrival_time=2021-04-10 04:09:38.213805, cost_time=0:00:01.483550 2021-04-10 04:09:11,908 INFO : TRAIN, epoch=0140, iter=00020/00196, fetch data time cost=1.68ms, fps=1987 images/s, loss=0.0504, top1-acc=98.34%, top5-acc=99.98%, remaining_time=0:00:24.399232, arrival_time=2021-04-10 04:09:36.307950, cost_time=0:00:02.772633 2021-04-10 04:09:13,196 INFO : TRAIN, epoch=0140, iter=00030/00196, fetch data time cost=1.31ms, fps=1988 images/s, loss=0.0551, top1-acc=98.32%, top5-acc=99.96%, remaining_time=0:00:22.469760, arrival_time=2021-04-10 04:09:35.666660, cost_time=0:00:04.060813 2021-04-10 04:09:14,482 INFO : TRAIN, epoch=0140, iter=00040/00196, fetch data time cost=1.52ms, fps=1992 images/s, loss=0.0546, top1-acc=98.32%, top5-acc=99.97%, remaining_time=0:00:20.851116, arrival_time=2021-04-10 04:09:35.333641, cost_time=0:00:05.346425 2021-04-10 04:09:15,767 INFO : TRAIN, epoch=0140, iter=00050/00196, fetch data time cost=2.11ms, fps=1993 images/s, loss=0.0555, top1-acc=98.29%, top5-acc=99.98%, remaining_time=0:00:19.363542, arrival_time=2021-04-10 04:09:35.131036, cost_time=0:00:06.631332 2021-04-10 04:09:17,057 INFO : TRAIN, epoch=0140, iter=00060/00196, fetch data time cost=1.95ms, fps=1986 images/s, loss=0.0566, top1-acc=98.26%, top5-acc=99.97%, remaining_time=0:00:17.954176, arrival_time=2021-04-10 04:09:35.011240, cost_time=0:00:07.920981 2021-04-10 04:09:18,348 INFO : TRAIN, epoch=0140, iter=00070/00196, fetch data time cost=1.54ms, fps=1982 images/s, loss=0.0581, top1-acc=98.19%, top5-acc=99.97%, remaining_time=0:00:16.583112, arrival_time=2021-04-10 04:09:34.932004, cost_time=0:00:09.212806 2021-04-10 04:09:19,638 INFO : TRAIN, epoch=0140, iter=00080/00196, fetch data time cost=1.51ms, fps=1985 images/s, loss=0.0609, top1-acc=98.12%, top5-acc=99.98%, remaining_time=0:00:15.228712, arrival_time=2021-04-10 04:09:34.867357, cost_time=0:00:10.502558 2021-04-10 04:09:20,925 INFO : TRAIN, epoch=0140, iter=00090/00196, fetch data time cost=1.33ms, fps=1990 images/s, loss=0.0618, top1-acc=98.06%, top5-acc=99.98%, remaining_time=0:00:13.885046, arrival_time=2021-04-10 04:09:34.810330, cost_time=0:00:11.789189 2021-04-10 04:09:22,211 INFO : TRAIN, epoch=0140, iter=00100/00196, fetch data time cost=1.45ms, fps=1991 images/s, loss=0.0620, top1-acc=98.06%, top5-acc=99.98%, remaining_time=0:00:12.552384, arrival_time=2021-04-10 04:09:34.763843, cost_time=0:00:13.075375 2021-04-10 04:09:23,496 INFO : TRAIN, epoch=0140, iter=00110/00196, fetch data time cost=1.41ms, fps=1993 images/s, loss=0.0618, top1-acc=98.10%, top5-acc=99.98%, remaining_time=0:00:11.227128, arrival_time=2021-04-10 04:09:34.723568, cost_time=0:00:14.360274 2021-04-10 04:09:24,790 INFO : TRAIN, epoch=0140, iter=00120/00196, fetch data time cost=2.15ms, fps=1979 images/s, loss=0.0624, top1-acc=98.09%, top5-acc=99.98%, remaining_time=0:00:09.914428, arrival_time=2021-04-10 04:09:34.704900, cost_time=0:00:15.654385 2021-04-10 04:09:26,079 INFO : TRAIN, epoch=0140, iter=00130/00196, fetch data time cost=1.46ms, fps=1987 images/s, loss=0.0623, top1-acc=98.09%, top5-acc=99.98%, remaining_time=0:00:08.601978, arrival_time=2021-04-10 04:09:34.681422, cost_time=0:00:16.943311 2021-04-10 04:09:27,367 INFO : TRAIN, epoch=0140, iter=00140/00196, fetch data time cost=1.46ms, fps=1988 images/s, loss=0.0624, top1-acc=98.09%, top5-acc=99.98%, remaining_time=0:00:07.292600, arrival_time=2021-04-10 04:09:34.660226, cost_time=0:00:18.231488 2021-04-10 04:09:28,660 INFO : TRAIN, epoch=0140, iter=00150/00196, fetch data time cost=1.48ms, fps=1981 images/s, loss=0.0627, top1-acc=98.09%, top5-acc=99.98%, remaining_time=0:00:05.987452, arrival_time=2021-04-10 04:09:34.647827, cost_time=0:00:19.524278 2021-04-10 04:09:29,947 INFO : TRAIN, epoch=0140, iter=00160/00196, fetch data time cost=1.36ms, fps=1990 images/s, loss=0.0621, top1-acc=98.12%, top5-acc=99.97%, remaining_time=0:00:04.682556, arrival_time=2021-04-10 04:09:34.629926, cost_time=0:00:20.811289 2021-04-10 04:09:31,232 INFO : TRAIN, epoch=0140, iter=00170/00196, fetch data time cost=1.55ms, fps=1993 images/s, loss=0.0613, top1-acc=98.15%, top5-acc=99.97%, remaining_time=0:00:03.379454, arrival_time=2021-04-10 04:09:34.612076, cost_time=0:00:22.096491 2021-04-10 04:09:32,524 INFO : TRAIN, epoch=0140, iter=00180/00196, fetch data time cost=1.38ms, fps=1983 images/s, loss=0.0613, top1-acc=98.16%, top5-acc=99.97%, remaining_time=0:00:02.078960, arrival_time=2021-04-10 04:09:34.603278, cost_time=0:00:23.388231 2021-04-10 04:09:33,815 INFO : TRAIN, epoch=0140, iter=00190/00196, fetch data time cost=1.25ms, fps=1983 images/s, loss=0.0611, top1-acc=98.17%, top5-acc=99.97%, remaining_time=0:00:00.779346, arrival_time=2021-04-10 04:09:34.594845, cost_time=0:00:24.679355 2021-04-10 04:09:34,513 INFO : TRAIN, epoch=0140, iter=00196/00196, fetch data time cost=1.28ms, fps=1949 images/s, loss=0.0608, top1-acc=98.18%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 04:09:34.513852, cost_time=0:00:25.377763 2021-04-10 04:09:35,051 INFO : EVAL, epoch=0140, iter=00010/00040, fetch data time cost=0.20ms, fps=4771 images/s, loss=0.3501, top1-acc=90.62%, top5-acc=99.49%, remaining_time=0:00:01.609680, arrival_time=2021-04-10 04:09:36.661142, cost_time=0:00:00.536559 2021-04-10 04:09:35,469 INFO : EVAL, epoch=0140, iter=00020/00040, fetch data time cost=1.27ms, fps=6127 images/s, loss=0.3552, top1-acc=91.00%, top5-acc=99.49%, remaining_time=0:00:00.954680, arrival_time=2021-04-10 04:09:36.424270, cost_time=0:00:00.954684 2021-04-10 04:09:35,889 INFO : EVAL, epoch=0140, iter=00030/00040, fetch data time cost=1.39ms, fps=6096 images/s, loss=0.3495, top1-acc=91.09%, top5-acc=99.52%, remaining_time=0:00:00.458330, arrival_time=2021-04-10 04:09:36.348237, cost_time=0:00:01.374986 2021-04-10 04:09:36,271 INFO : EVAL, epoch=0140, iter=00040/00040, fetch data time cost=0.06ms, fps=6088 images/s, loss=0.3482, top1-acc=90.96%, top5-acc=99.52%, remaining_time=0:00:00, arrival_time=2021-04-10 04:09:36.271269, cost_time=0:00:01.756397 2021-04-10 04:09:37,047 INFO : Epoch=0140 complete, best val top1-acc=91.47%, top5-acc=99.50% (epoch=138), remaining_time=0:28:12.222360, arrival_time=2021-04-10 04:37:49.269621, cost_time=1:05:48.518805 2021-04-10 04:09:37,047 INFO : Train start, epoch=0141, lr=0.020611 2021-04-10 04:09:38,491 INFO : TRAIN, epoch=0141, iter=00010/00196, fetch data time cost=1.65ms, fps=1774 images/s, loss=0.0479, top1-acc=98.55%, top5-acc=100.00%, remaining_time=0:00:26.846496, arrival_time=2021-04-10 04:10:05.337927, cost_time=0:00:01.443361 2021-04-10 04:09:39,781 INFO : TRAIN, epoch=0141, iter=00020/00196, fetch data time cost=1.48ms, fps=1986 images/s, loss=0.0537, top1-acc=98.42%, top5-acc=99.98%, remaining_time=0:00:24.050224, arrival_time=2021-04-10 04:10:03.831195, cost_time=0:00:02.732989 2021-04-10 04:09:41,070 INFO : TRAIN, epoch=0141, iter=00030/00196, fetch data time cost=1.72ms, fps=1987 images/s, loss=0.0523, top1-acc=98.45%, top5-acc=99.96%, remaining_time=0:00:22.255122, arrival_time=2021-04-10 04:10:03.325114, cost_time=0:00:04.022012 2021-04-10 04:09:42,356 INFO : TRAIN, epoch=0141, iter=00040/00196, fetch data time cost=1.35ms, fps=1990 images/s, loss=0.0521, top1-acc=98.39%, top5-acc=99.96%, remaining_time=0:00:20.704320, arrival_time=2021-04-10 04:10:03.061080, cost_time=0:00:05.308781 2021-04-10 04:09:43,645 INFO : TRAIN, epoch=0141, iter=00050/00196, fetch data time cost=1.33ms, fps=1988 images/s, loss=0.0525, top1-acc=98.35%, top5-acc=99.97%, remaining_time=0:00:19.263970, arrival_time=2021-04-10 04:10:02.909188, cost_time=0:00:06.597226 2021-04-10 04:09:44,933 INFO : TRAIN, epoch=0141, iter=00060/00196, fetch data time cost=1.42ms, fps=1987 images/s, loss=0.0527, top1-acc=98.36%, top5-acc=99.97%, remaining_time=0:00:17.874480, arrival_time=2021-04-10 04:10:02.808372, cost_time=0:00:07.885790 2021-04-10 04:09:46,225 INFO : TRAIN, epoch=0141, iter=00070/00196, fetch data time cost=1.41ms, fps=1984 images/s, loss=0.0525, top1-acc=98.36%, top5-acc=99.97%, remaining_time=0:00:16.518600, arrival_time=2021-04-10 04:10:02.743569, cost_time=0:00:09.176986 2021-04-10 04:09:47,508 INFO : TRAIN, epoch=0141, iter=00080/00196, fetch data time cost=1.33ms, fps=1994 images/s, loss=0.0528, top1-acc=98.33%, top5-acc=99.98%, remaining_time=0:00:15.168392, arrival_time=2021-04-10 04:10:02.677329, cost_time=0:00:10.460958 2021-04-10 04:09:48,795 INFO : TRAIN, epoch=0141, iter=00090/00196, fetch data time cost=1.38ms, fps=1990 images/s, loss=0.0522, top1-acc=98.34%, top5-acc=99.98%, remaining_time=0:00:13.836286, arrival_time=2021-04-10 04:10:02.632048, cost_time=0:00:11.747771 2021-04-10 04:09:50,083 INFO : TRAIN, epoch=0141, iter=00100/00196, fetch data time cost=1.62ms, fps=1989 images/s, loss=0.0522, top1-acc=98.35%, top5-acc=99.98%, remaining_time=0:00:12.513984, arrival_time=2021-04-10 04:10:02.597359, cost_time=0:00:13.035390 2021-04-10 04:09:51,374 INFO : TRAIN, epoch=0141, iter=00110/00196, fetch data time cost=1.42ms, fps=1984 images/s, loss=0.0525, top1-acc=98.33%, top5-acc=99.98%, remaining_time=0:00:11.200554, arrival_time=2021-04-10 04:10:02.574859, cost_time=0:00:14.326240 2021-04-10 04:09:52,660 INFO : TRAIN, epoch=0141, iter=00120/00196, fetch data time cost=1.53ms, fps=1991 images/s, loss=0.0532, top1-acc=98.34%, top5-acc=99.97%, remaining_time=0:00:09.888056, arrival_time=2021-04-10 04:10:02.548780, cost_time=0:00:15.612744 2021-04-10 04:09:53,944 INFO : TRAIN, epoch=0141, iter=00130/00196, fetch data time cost=1.37ms, fps=1994 images/s, loss=0.0529, top1-acc=98.34%, top5-acc=99.98%, remaining_time=0:00:08.578284, arrival_time=2021-04-10 04:10:02.522938, cost_time=0:00:16.896668 2021-04-10 04:09:55,239 INFO : TRAIN, epoch=0141, iter=00140/00196, fetch data time cost=1.63ms, fps=1978 images/s, loss=0.0533, top1-acc=98.31%, top5-acc=99.98%, remaining_time=0:00:07.276472, arrival_time=2021-04-10 04:10:02.515711, cost_time=0:00:18.191247 2021-04-10 04:09:56,527 INFO : TRAIN, epoch=0141, iter=00150/00196, fetch data time cost=1.37ms, fps=1988 images/s, loss=0.0535, top1-acc=98.30%, top5-acc=99.98%, remaining_time=0:00:05.973652, arrival_time=2021-04-10 04:10:02.500977, cost_time=0:00:19.479342 2021-04-10 04:09:57,831 INFO : TRAIN, epoch=0141, iter=00160/00196, fetch data time cost=1.34ms, fps=1964 images/s, loss=0.0540, top1-acc=98.31%, top5-acc=99.98%, remaining_time=0:00:04.676220, arrival_time=2021-04-10 04:10:02.507463, cost_time=0:00:20.783254 2021-04-10 04:09:59,120 INFO : TRAIN, epoch=0141, iter=00170/00196, fetch data time cost=1.51ms, fps=1987 images/s, loss=0.0550, top1-acc=98.28%, top5-acc=99.97%, remaining_time=0:00:03.375762, arrival_time=2021-04-10 04:10:02.496054, cost_time=0:00:22.072237 2021-04-10 04:10:00,414 INFO : TRAIN, epoch=0141, iter=00180/00196, fetch data time cost=2.02ms, fps=1979 images/s, loss=0.0554, top1-acc=98.27%, top5-acc=99.97%, remaining_time=0:00:02.077008, arrival_time=2021-04-10 04:10:02.491306, cost_time=0:00:23.366314 2021-04-10 04:10:01,698 INFO : TRAIN, epoch=0141, iter=00190/00196, fetch data time cost=1.25ms, fps=1994 images/s, loss=0.0554, top1-acc=98.27%, top5-acc=99.97%, remaining_time=0:00:00.778446, arrival_time=2021-04-10 04:10:02.477279, cost_time=0:00:24.650849 2021-04-10 04:10:02,396 INFO : TRAIN, epoch=0141, iter=00196/00196, fetch data time cost=1.40ms, fps=1951 images/s, loss=0.0553, top1-acc=98.28%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 04:10:02.396389, cost_time=0:00:25.348416 2021-04-10 04:10:02,913 INFO : EVAL, epoch=0141, iter=00010/00040, fetch data time cost=0.20ms, fps=4958 images/s, loss=0.3010, top1-acc=92.42%, top5-acc=99.49%, remaining_time=0:00:01.548960, arrival_time=2021-04-10 04:10:04.462604, cost_time=0:00:00.516318 2021-04-10 04:10:03,332 INFO : EVAL, epoch=0141, iter=00020/00040, fetch data time cost=1.24ms, fps=6110 images/s, loss=0.3296, top1-acc=92.07%, top5-acc=99.45%, remaining_time=0:00:00.935600, arrival_time=2021-04-10 04:10:04.268549, cost_time=0:00:00.935606 2021-04-10 04:10:03,752 INFO : EVAL, epoch=0141, iter=00030/00040, fetch data time cost=1.34ms, fps=6109 images/s, loss=0.3246, top1-acc=91.99%, top5-acc=99.49%, remaining_time=0:00:00.451670, arrival_time=2021-04-10 04:10:04.204006, cost_time=0:00:01.355009 2021-04-10 04:10:04,133 INFO : EVAL, epoch=0141, iter=00040/00040, fetch data time cost=0.07ms, fps=6091 images/s, loss=0.3107, top1-acc=91.99%, top5-acc=99.51%, remaining_time=0:00:00, arrival_time=2021-04-10 04:10:04.133591, cost_time=0:00:01.736285 2021-04-10 04:10:05,636 INFO : Epoch=0141 complete, best val top1-acc=91.99%, top5-acc=99.51% (epoch=141), remaining_time=0:27:44.179842, arrival_time=2021-04-10 04:37:49.816140, cost_time=1:06:17.107816 2021-04-10 04:10:05,637 INFO : Train start, epoch=0142, lr=0.019979 2021-04-10 04:10:07,109 INFO : TRAIN, epoch=0142, iter=00010/00196, fetch data time cost=1.42ms, fps=1739 images/s, loss=0.0425, top1-acc=98.91%, top5-acc=100.00%, remaining_time=0:00:27.385338, arrival_time=2021-04-10 04:10:34.495050, cost_time=0:00:01.472329 2021-04-10 04:10:08,394 INFO : TRAIN, epoch=0142, iter=00020/00196, fetch data time cost=1.32ms, fps=1993 images/s, loss=0.0510, top1-acc=98.63%, top5-acc=99.98%, remaining_time=0:00:24.265472, arrival_time=2021-04-10 04:10:32.660210, cost_time=0:00:02.757440 2021-04-10 04:10:09,681 INFO : TRAIN, epoch=0142, iter=00030/00196, fetch data time cost=1.35ms, fps=1990 images/s, loss=0.0497, top1-acc=98.66%, top5-acc=99.97%, remaining_time=0:00:22.377796, arrival_time=2021-04-10 04:10:32.059310, cost_time=0:00:04.044178 2021-04-10 04:10:10,969 INFO : TRAIN, epoch=0142, iter=00040/00196, fetch data time cost=1.54ms, fps=1988 images/s, loss=0.0482, top1-acc=98.64%, top5-acc=99.98%, remaining_time=0:00:20.795892, arrival_time=2021-04-10 04:10:31.765457, cost_time=0:00:05.332261 2021-04-10 04:10:12,268 INFO : TRAIN, epoch=0142, iter=00050/00196, fetch data time cost=1.37ms, fps=1971 images/s, loss=0.0481, top1-acc=98.59%, top5-acc=99.98%, remaining_time=0:00:19.363250, arrival_time=2021-04-10 04:10:31.631833, cost_time=0:00:06.631259 2021-04-10 04:10:13,554 INFO : TRAIN, epoch=0142, iter=00060/00196, fetch data time cost=1.40ms, fps=1991 images/s, loss=0.0461, top1-acc=98.63%, top5-acc=99.98%, remaining_time=0:00:17.945744, arrival_time=2021-04-10 04:10:31.500364, cost_time=0:00:07.917248 2021-04-10 04:10:14,844 INFO : TRAIN, epoch=0142, iter=00070/00196, fetch data time cost=1.43ms, fps=1986 images/s, loss=0.0463, top1-acc=98.62%, top5-acc=99.98%, remaining_time=0:00:16.572906, arrival_time=2021-04-10 04:10:31.417365, cost_time=0:00:09.207158 2021-04-10 04:10:16,132 INFO : TRAIN, epoch=0142, iter=00080/00196, fetch data time cost=1.44ms, fps=1988 images/s, loss=0.0450, top1-acc=98.66%, top5-acc=99.98%, remaining_time=0:00:15.217924, arrival_time=2021-04-10 04:10:31.350351, cost_time=0:00:10.495125 2021-04-10 04:10:17,417 INFO : TRAIN, epoch=0142, iter=00090/00196, fetch data time cost=1.38ms, fps=1993 images/s, loss=0.0467, top1-acc=98.62%, top5-acc=99.98%, remaining_time=0:00:13.874340, arrival_time=2021-04-10 04:10:31.291712, cost_time=0:00:11.780072 2021-04-10 04:10:18,702 INFO : TRAIN, epoch=0142, iter=00100/00196, fetch data time cost=1.31ms, fps=1992 images/s, loss=0.0468, top1-acc=98.60%, top5-acc=99.98%, remaining_time=0:00:12.542880, arrival_time=2021-04-10 04:10:31.245736, cost_time=0:00:13.065545 2021-04-10 04:10:19,990 INFO : TRAIN, epoch=0142, iter=00110/00196, fetch data time cost=1.58ms, fps=1989 images/s, loss=0.0478, top1-acc=98.57%, top5-acc=99.98%, remaining_time=0:00:11.221452, arrival_time=2021-04-10 04:10:31.211792, cost_time=0:00:14.353040 2021-04-10 04:10:21,277 INFO : TRAIN, epoch=0142, iter=00120/00196, fetch data time cost=1.43ms, fps=1990 images/s, loss=0.0488, top1-acc=98.54%, top5-acc=99.98%, remaining_time=0:00:09.905460, arrival_time=2021-04-10 04:10:31.182993, cost_time=0:00:15.640164 2021-04-10 04:10:22,567 INFO : TRAIN, epoch=0142, iter=00130/00196, fetch data time cost=2.17ms, fps=1985 images/s, loss=0.0487, top1-acc=98.55%, top5-acc=99.98%, remaining_time=0:00:08.595312, arrival_time=2021-04-10 04:10:31.162759, cost_time=0:00:16.930105 2021-04-10 04:10:23,854 INFO : TRAIN, epoch=0142, iter=00140/00196, fetch data time cost=1.43ms, fps=1990 images/s, loss=0.0489, top1-acc=98.54%, top5-acc=99.97%, remaining_time=0:00:07.286720, arrival_time=2021-04-10 04:10:31.140840, cost_time=0:00:18.216822 2021-04-10 04:10:25,145 INFO : TRAIN, epoch=0142, iter=00150/00196, fetch data time cost=2.48ms, fps=1983 images/s, loss=0.0481, top1-acc=98.57%, top5-acc=99.98%, remaining_time=0:00:05.982484, arrival_time=2021-04-10 04:10:31.127915, cost_time=0:00:19.508125 2021-04-10 04:10:26,431 INFO : TRAIN, epoch=0142, iter=00160/00196, fetch data time cost=1.40ms, fps=1992 images/s, loss=0.0480, top1-acc=98.57%, top5-acc=99.98%, remaining_time=0:00:04.678596, arrival_time=2021-04-10 04:10:31.109776, cost_time=0:00:20.793827 2021-04-10 04:10:27,722 INFO : TRAIN, epoch=0142, iter=00170/00196, fetch data time cost=1.37ms, fps=1983 images/s, loss=0.0483, top1-acc=98.57%, top5-acc=99.98%, remaining_time=0:00:03.377738, arrival_time=2021-04-10 04:10:31.100242, cost_time=0:00:22.085198 2021-04-10 04:10:29,009 INFO : TRAIN, epoch=0142, iter=00180/00196, fetch data time cost=1.39ms, fps=1990 images/s, loss=0.0486, top1-acc=98.55%, top5-acc=99.98%, remaining_time=0:00:02.077504, arrival_time=2021-04-10 04:10:31.086786, cost_time=0:00:23.371986 2021-04-10 04:10:30,295 INFO : TRAIN, epoch=0142, iter=00190/00196, fetch data time cost=1.27ms, fps=1990 images/s, loss=0.0482, top1-acc=98.55%, top5-acc=99.98%, remaining_time=0:00:00.778692, arrival_time=2021-04-10 04:10:31.074609, cost_time=0:00:24.658617 2021-04-10 04:10:30,994 INFO : TRAIN, epoch=0142, iter=00196/00196, fetch data time cost=1.26ms, fps=1948 images/s, loss=0.0482, top1-acc=98.56%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 04:10:30.994473, cost_time=0:00:25.357114 2021-04-10 04:10:31,493 INFO : EVAL, epoch=0142, iter=00010/00040, fetch data time cost=1.35ms, fps=5141 images/s, loss=0.3291, top1-acc=91.37%, top5-acc=99.41%, remaining_time=0:00:01.493880, arrival_time=2021-04-10 04:10:32.987387, cost_time=0:00:00.497965 2021-04-10 04:10:31,913 INFO : EVAL, epoch=0142, iter=00020/00040, fetch data time cost=1.75ms, fps=6098 images/s, loss=0.3678, top1-acc=91.02%, top5-acc=99.45%, remaining_time=0:00:00.918100, arrival_time=2021-04-10 04:10:32.831735, cost_time=0:00:00.918092 2021-04-10 04:10:32,333 INFO : EVAL, epoch=0142, iter=00030/00040, fetch data time cost=1.47ms, fps=6102 images/s, loss=0.3510, top1-acc=91.54%, top5-acc=99.40%, remaining_time=0:00:00.445980, arrival_time=2021-04-10 04:10:32.779477, cost_time=0:00:01.337949 2021-04-10 04:10:32,714 INFO : EVAL, epoch=0142, iter=00040/00040, fetch data time cost=0.08ms, fps=6095 images/s, loss=0.3464, top1-acc=91.52%, top5-acc=99.44%, remaining_time=0:00:00, arrival_time=2021-04-10 04:10:32.714458, cost_time=0:00:01.718933 2021-04-10 04:10:33,473 INFO : Epoch=0142 complete, best val top1-acc=91.99%, top5-acc=99.51% (epoch=141), remaining_time=0:27:15.822720, arrival_time=2021-04-10 04:37:49.296502, cost_time=1:06:44.945336 2021-04-10 04:10:33,474 INFO : Train start, epoch=0143, lr=0.019355 2021-04-10 04:10:34,951 INFO : TRAIN, epoch=0143, iter=00010/00196, fetch data time cost=1.59ms, fps=1733 images/s, loss=0.0484, top1-acc=98.48%, top5-acc=100.00%, remaining_time=0:00:27.469782, arrival_time=2021-04-10 04:11:02.421187, cost_time=0:00:01.476867 2021-04-10 04:10:36,235 INFO : TRAIN, epoch=0143, iter=00020/00196, fetch data time cost=1.37ms, fps=1995 images/s, loss=0.0477, top1-acc=98.59%, top5-acc=99.98%, remaining_time=0:00:24.296272, arrival_time=2021-04-10 04:11:00.531656, cost_time=0:00:02.760934 2021-04-10 04:10:37,522 INFO : TRAIN, epoch=0143, iter=00030/00196, fetch data time cost=1.52ms, fps=1990 images/s, loss=0.0483, top1-acc=98.61%, top5-acc=99.97%, remaining_time=0:00:22.397716, arrival_time=2021-04-10 04:10:59.919949, cost_time=0:00:04.047786 2021-04-10 04:10:38,810 INFO : TRAIN, epoch=0143, iter=00040/00196, fetch data time cost=1.43ms, fps=1988 images/s, loss=0.0495, top1-acc=98.57%, top5-acc=99.97%, remaining_time=0:00:20.809776, arrival_time=2021-04-10 04:10:59.620072, cost_time=0:00:05.335839 2021-04-10 04:10:40,100 INFO : TRAIN, epoch=0143, iter=00050/00196, fetch data time cost=1.43ms, fps=1986 images/s, loss=0.0482, top1-acc=98.58%, top5-acc=99.98%, remaining_time=0:00:19.346752, arrival_time=2021-04-10 04:10:59.446787, cost_time=0:00:06.625578 2021-04-10 04:10:41,390 INFO : TRAIN, epoch=0143, iter=00060/00196, fetch data time cost=1.71ms, fps=1985 images/s, loss=0.0466, top1-acc=98.61%, top5-acc=99.98%, remaining_time=0:00:17.942480, arrival_time=2021-04-10 04:10:59.332785, cost_time=0:00:07.915770 2021-04-10 04:10:42,682 INFO : TRAIN, epoch=0143, iter=00070/00196, fetch data time cost=1.41ms, fps=1982 images/s, loss=0.0463, top1-acc=98.59%, top5-acc=99.98%, remaining_time=0:00:16.574166, arrival_time=2021-04-10 04:10:59.256490, cost_time=0:00:09.207872 2021-04-10 04:10:43,966 INFO : TRAIN, epoch=0143, iter=00080/00196, fetch data time cost=1.43ms, fps=1995 images/s, loss=0.0467, top1-acc=98.61%, top5-acc=99.99%, remaining_time=0:00:15.212704, arrival_time=2021-04-10 04:10:59.178718, cost_time=0:00:10.491559 2021-04-10 04:10:45,250 INFO : TRAIN, epoch=0143, iter=00090/00196, fetch data time cost=1.49ms, fps=1993 images/s, loss=0.0475, top1-acc=98.57%, top5-acc=99.98%, remaining_time=0:00:13.869994, arrival_time=2021-04-10 04:10:59.120856, cost_time=0:00:11.776400 2021-04-10 04:10:46,536 INFO : TRAIN, epoch=0143, iter=00100/00196, fetch data time cost=1.42ms, fps=1992 images/s, loss=0.0475, top1-acc=98.57%, top5-acc=99.98%, remaining_time=0:00:12.539424, arrival_time=2021-04-10 04:10:59.075816, cost_time=0:00:13.061938 2021-04-10 04:10:47,830 INFO : TRAIN, epoch=0143, iter=00110/00196, fetch data time cost=2.32ms, fps=1983 images/s, loss=0.0475, top1-acc=98.58%, top5-acc=99.98%, remaining_time=0:00:11.223344, arrival_time=2021-04-10 04:10:59.053338, cost_time=0:00:14.355469 2021-04-10 04:10:49,117 INFO : TRAIN, epoch=0143, iter=00120/00196, fetch data time cost=1.40ms, fps=1989 images/s, loss=0.0484, top1-acc=98.55%, top5-acc=99.97%, remaining_time=0:00:09.907360, arrival_time=2021-04-10 04:10:59.024963, cost_time=0:00:15.643151 2021-04-10 04:10:50,412 INFO : TRAIN, epoch=0143, iter=00130/00196, fetch data time cost=1.51ms, fps=1978 images/s, loss=0.0482, top1-acc=98.55%, top5-acc=99.97%, remaining_time=0:00:08.599206, arrival_time=2021-04-10 04:10:59.011480, cost_time=0:00:16.937817 2021-04-10 04:10:51,699 INFO : TRAIN, epoch=0143, iter=00140/00196, fetch data time cost=1.52ms, fps=1990 images/s, loss=0.0482, top1-acc=98.54%, top5-acc=99.97%, remaining_time=0:00:07.289912, arrival_time=2021-04-10 04:10:58.989112, cost_time=0:00:18.224750 2021-04-10 04:10:52,983 INFO : TRAIN, epoch=0143, iter=00150/00196, fetch data time cost=1.31ms, fps=1995 images/s, loss=0.0482, top1-acc=98.54%, top5-acc=99.97%, remaining_time=0:00:05.982668, arrival_time=2021-04-10 04:10:58.965805, cost_time=0:00:19.508633 2021-04-10 04:10:54,269 INFO : TRAIN, epoch=0143, iter=00160/00196, fetch data time cost=1.38ms, fps=1990 images/s, loss=0.0492, top1-acc=98.51%, top5-acc=99.97%, remaining_time=0:00:04.678956, arrival_time=2021-04-10 04:10:58.948785, cost_time=0:00:20.795375 2021-04-10 04:10:55,560 INFO : TRAIN, epoch=0143, iter=00170/00196, fetch data time cost=1.33ms, fps=1984 images/s, loss=0.0497, top1-acc=98.49%, top5-acc=99.97%, remaining_time=0:00:03.377894, arrival_time=2021-04-10 04:10:58.938581, cost_time=0:00:22.086194 2021-04-10 04:10:56,852 INFO : TRAIN, epoch=0143, iter=00180/00196, fetch data time cost=1.41ms, fps=1983 images/s, loss=0.0506, top1-acc=98.47%, top5-acc=99.97%, remaining_time=0:00:02.078080, arrival_time=2021-04-10 04:10:58.930923, cost_time=0:00:23.378391 2021-04-10 04:10:58,145 INFO : TRAIN, epoch=0143, iter=00190/00196, fetch data time cost=1.25ms, fps=1981 images/s, loss=0.0508, top1-acc=98.48%, top5-acc=99.97%, remaining_time=0:00:00.779082, arrival_time=2021-04-10 04:10:58.924529, cost_time=0:00:24.670921 2021-04-10 04:10:58,843 INFO : TRAIN, epoch=0143, iter=00196/00196, fetch data time cost=1.65ms, fps=1949 images/s, loss=0.0510, top1-acc=98.47%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 04:10:58.843908, cost_time=0:00:25.369463 2021-04-10 04:10:59,336 INFO : EVAL, epoch=0143, iter=00010/00040, fetch data time cost=2.46ms, fps=5205 images/s, loss=0.3857, top1-acc=89.80%, top5-acc=99.37%, remaining_time=0:00:01.475520, arrival_time=2021-04-10 04:11:00.812250, cost_time=0:00:00.491841 2021-04-10 04:10:59,755 INFO : EVAL, epoch=0143, iter=00020/00040, fetch data time cost=1.39ms, fps=6119 images/s, loss=0.3809, top1-acc=90.12%, top5-acc=99.49%, remaining_time=0:00:00.910540, arrival_time=2021-04-10 04:11:00.665952, cost_time=0:00:00.910535 2021-04-10 04:11:00,180 INFO : EVAL, epoch=0143, iter=00030/00040, fetch data time cost=1.21ms, fps=6030 images/s, loss=0.3868, top1-acc=90.17%, top5-acc=99.39%, remaining_time=0:00:00.445120, arrival_time=2021-04-10 04:11:00.625367, cost_time=0:00:01.335372 2021-04-10 04:11:00,563 INFO : EVAL, epoch=0143, iter=00040/00040, fetch data time cost=0.06ms, fps=6054 images/s, loss=0.3810, top1-acc=90.37%, top5-acc=99.41%, remaining_time=0:00:00, arrival_time=2021-04-10 04:11:00.563763, cost_time=0:00:01.718913 2021-04-10 04:11:01,958 INFO : Epoch=0143 complete, best val top1-acc=91.99%, top5-acc=99.51% (epoch=141), remaining_time=0:26:47.730771, arrival_time=2021-04-10 04:37:49.689100, cost_time=1:07:13.429829 2021-04-10 04:11:01,961 INFO : Train start, epoch=0144, lr=0.018738 2021-04-10 04:11:03,491 INFO : TRAIN, epoch=0144, iter=00010/00196, fetch data time cost=1.49ms, fps=1673 images/s, loss=0.0576, top1-acc=98.20%, top5-acc=100.00%, remaining_time=0:00:28.458186, arrival_time=2021-04-10 04:11:31.949649, cost_time=0:00:01.530013 2021-04-10 04:11:04,780 INFO : TRAIN, epoch=0144, iter=00020/00196, fetch data time cost=1.46ms, fps=1987 images/s, loss=0.0511, top1-acc=98.26%, top5-acc=100.00%, remaining_time=0:00:24.807376, arrival_time=2021-04-10 04:11:29.587758, cost_time=0:00:02.819021 2021-04-10 04:11:06,066 INFO : TRAIN, epoch=0144, iter=00030/00196, fetch data time cost=1.30ms, fps=1992 images/s, loss=0.0521, top1-acc=98.29%, top5-acc=99.99%, remaining_time=0:00:22.712784, arrival_time=2021-04-10 04:11:28.778866, cost_time=0:00:04.104722 2021-04-10 04:11:07,354 INFO : TRAIN, epoch=0144, iter=00040/00196, fetch data time cost=1.48ms, fps=1988 images/s, loss=0.0536, top1-acc=98.32%, top5-acc=99.96%, remaining_time=0:00:21.031140, arrival_time=2021-04-10 04:11:28.385137, cost_time=0:00:05.392604 2021-04-10 04:11:08,647 INFO : TRAIN, epoch=0144, iter=00050/00196, fetch data time cost=1.91ms, fps=1980 images/s, loss=0.0543, top1-acc=98.34%, top5-acc=99.96%, remaining_time=0:00:19.523996, arrival_time=2021-04-10 04:11:28.171655, cost_time=0:00:06.686300 2021-04-10 04:11:09,938 INFO : TRAIN, epoch=0144, iter=00060/00196, fetch data time cost=1.66ms, fps=1984 images/s, loss=0.0552, top1-acc=98.36%, top5-acc=99.97%, remaining_time=0:00:18.080928, arrival_time=2021-04-10 04:11:28.019249, cost_time=0:00:07.976884 2021-04-10 04:11:11,225 INFO : TRAIN, epoch=0144, iter=00070/00196, fetch data time cost=1.44ms, fps=1990 images/s, loss=0.0536, top1-acc=98.40%, top5-acc=99.97%, remaining_time=0:00:16.674462, arrival_time=2021-04-10 04:11:27.899441, cost_time=0:00:09.263616 2021-04-10 04:11:12,509 INFO : TRAIN, epoch=0144, iter=00080/00196, fetch data time cost=1.34ms, fps=1993 images/s, loss=0.0520, top1-acc=98.41%, top5-acc=99.97%, remaining_time=0:00:15.294948, arrival_time=2021-04-10 04:11:27.804579, cost_time=0:00:10.548267 2021-04-10 04:11:13,794 INFO : TRAIN, epoch=0144, iter=00090/00196, fetch data time cost=1.49ms, fps=1993 images/s, loss=0.0512, top1-acc=98.44%, top5-acc=99.97%, remaining_time=0:00:13.936562, arrival_time=2021-04-10 04:11:27.730886, cost_time=0:00:11.832956 2021-04-10 04:11:15,083 INFO : TRAIN, epoch=0144, iter=00100/00196, fetch data time cost=1.31ms, fps=1986 images/s, loss=0.0509, top1-acc=98.44%, top5-acc=99.96%, remaining_time=0:00:12.597216, arrival_time=2021-04-10 04:11:27.680720, cost_time=0:00:13.122138 2021-04-10 04:11:16,369 INFO : TRAIN, epoch=0144, iter=00110/00196, fetch data time cost=1.89ms, fps=1992 images/s, loss=0.0513, top1-acc=98.44%, top5-acc=99.96%, remaining_time=0:00:11.264194, arrival_time=2021-04-10 04:11:27.633333, cost_time=0:00:14.407701 2021-04-10 04:11:17,656 INFO : TRAIN, epoch=0144, iter=00120/00196, fetch data time cost=1.33ms, fps=1990 images/s, loss=0.0504, top1-acc=98.48%, top5-acc=99.97%, remaining_time=0:00:09.939964, arrival_time=2021-04-10 04:11:27.595962, cost_time=0:00:15.694629 2021-04-10 04:11:18,945 INFO : TRAIN, epoch=0144, iter=00130/00196, fetch data time cost=1.54ms, fps=1987 images/s, loss=0.0505, top1-acc=98.45%, top5-acc=99.97%, remaining_time=0:00:08.622504, arrival_time=2021-04-10 04:11:27.567529, cost_time=0:00:16.983661 2021-04-10 04:11:20,236 INFO : TRAIN, epoch=0144, iter=00140/00196, fetch data time cost=1.51ms, fps=1983 images/s, loss=0.0511, top1-acc=98.45%, top5-acc=99.97%, remaining_time=0:00:07.309904, arrival_time=2021-04-10 04:11:27.545990, cost_time=0:00:18.274716 2021-04-10 04:11:21,524 INFO : TRAIN, epoch=0144, iter=00150/00196, fetch data time cost=1.36ms, fps=1987 images/s, loss=0.0520, top1-acc=98.42%, top5-acc=99.96%, remaining_time=0:00:05.999458, arrival_time=2021-04-10 04:11:27.524285, cost_time=0:00:19.563445 2021-04-10 04:11:22,813 INFO : TRAIN, epoch=0144, iter=00160/00196, fetch data time cost=1.33ms, fps=1988 images/s, loss=0.0525, top1-acc=98.41%, top5-acc=99.97%, remaining_time=0:00:04.691628, arrival_time=2021-04-10 04:11:27.504672, cost_time=0:00:20.851681 2021-04-10 04:11:24,098 INFO : TRAIN, epoch=0144, iter=00170/00196, fetch data time cost=1.46ms, fps=1992 images/s, loss=0.0527, top1-acc=98.39%, top5-acc=99.97%, remaining_time=0:00:03.385642, arrival_time=2021-04-10 04:11:27.483905, cost_time=0:00:22.136901 2021-04-10 04:11:25,385 INFO : TRAIN, epoch=0144, iter=00180/00196, fetch data time cost=1.40ms, fps=1990 images/s, loss=0.0529, top1-acc=98.38%, top5-acc=99.97%, remaining_time=0:00:02.082112, arrival_time=2021-04-10 04:11:27.467198, cost_time=0:00:23.423720 2021-04-10 04:11:26,672 INFO : TRAIN, epoch=0144, iter=00190/00196, fetch data time cost=1.79ms, fps=1990 images/s, loss=0.0529, top1-acc=98.38%, top5-acc=99.97%, remaining_time=0:00:00.780330, arrival_time=2021-04-10 04:11:27.452373, cost_time=0:00:24.710542 2021-04-10 04:11:27,373 INFO : TRAIN, epoch=0144, iter=00196/00196, fetch data time cost=1.60ms, fps=1941 images/s, loss=0.0529, top1-acc=98.37%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 04:11:27.373455, cost_time=0:00:25.412108 2021-04-10 04:11:27,896 INFO : EVAL, epoch=0144, iter=00010/00040, fetch data time cost=0.20ms, fps=4904 images/s, loss=0.2839, top1-acc=92.27%, top5-acc=99.41%, remaining_time=0:00:01.566090, arrival_time=2021-04-10 04:11:29.462474, cost_time=0:00:00.522030 2021-04-10 04:11:28,319 INFO : EVAL, epoch=0144, iter=00020/00040, fetch data time cost=1.28ms, fps=6053 images/s, loss=0.3086, top1-acc=92.17%, top5-acc=99.53%, remaining_time=0:00:00.945300, arrival_time=2021-04-10 04:11:29.264958, cost_time=0:00:00.945302 2021-04-10 04:11:28,744 INFO : EVAL, epoch=0144, iter=00030/00040, fetch data time cost=1.38ms, fps=6035 images/s, loss=0.3263, top1-acc=91.98%, top5-acc=99.58%, remaining_time=0:00:00.456600, arrival_time=2021-04-10 04:11:29.200772, cost_time=0:00:01.369797 2021-04-10 04:11:29,127 INFO : EVAL, epoch=0144, iter=00040/00040, fetch data time cost=0.07ms, fps=6058 images/s, loss=0.3339, top1-acc=91.63%, top5-acc=99.56%, remaining_time=0:00:00, arrival_time=2021-04-10 04:11:29.127475, cost_time=0:00:01.753145 2021-04-10 04:11:29,865 INFO : Epoch=0144 complete, best val top1-acc=91.99%, top5-acc=99.51% (epoch=141), remaining_time=0:26:19.408880, arrival_time=2021-04-10 04:37:49.274507, cost_time=1:07:41.337178 2021-04-10 04:11:29,866 INFO : Train start, epoch=0145, lr=0.018129 2021-04-10 04:11:31,310 INFO : TRAIN, epoch=0145, iter=00010/00196, fetch data time cost=2.15ms, fps=1773 images/s, loss=0.0462, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:00:26.857842, arrival_time=2021-04-10 04:11:58.168127, cost_time=0:00:01.443967 2021-04-10 04:11:32,597 INFO : TRAIN, epoch=0145, iter=00020/00196, fetch data time cost=1.46ms, fps=1989 images/s, loss=0.0462, top1-acc=98.65%, top5-acc=100.00%, remaining_time=0:00:24.037200, arrival_time=2021-04-10 04:11:56.635024, cost_time=0:00:02.731505 2021-04-10 04:11:33,889 INFO : TRAIN, epoch=0145, iter=00030/00196, fetch data time cost=2.46ms, fps=1983 images/s, loss=0.0446, top1-acc=98.61%, top5-acc=100.00%, remaining_time=0:00:22.258442, arrival_time=2021-04-10 04:11:56.147405, cost_time=0:00:04.022622 2021-04-10 04:11:35,181 INFO : TRAIN, epoch=0145, iter=00040/00196, fetch data time cost=1.34ms, fps=1981 images/s, loss=0.0405, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:20.730216, arrival_time=2021-04-10 04:11:55.912073, cost_time=0:00:05.315450 2021-04-10 04:11:36,471 INFO : TRAIN, epoch=0145, iter=00050/00196, fetch data time cost=1.42ms, fps=1986 images/s, loss=0.0393, top1-acc=98.80%, top5-acc=100.00%, remaining_time=0:00:19.286600, arrival_time=2021-04-10 04:11:55.757908, cost_time=0:00:06.604987 2021-04-10 04:11:37,763 INFO : TRAIN, epoch=0145, iter=00060/00196, fetch data time cost=1.36ms, fps=1982 images/s, loss=0.0410, top1-acc=98.75%, top5-acc=99.99%, remaining_time=0:00:17.900320, arrival_time=2021-04-10 04:11:55.663941, cost_time=0:00:07.897229 2021-04-10 04:11:39,056 INFO : TRAIN, epoch=0145, iter=00070/00196, fetch data time cost=1.47ms, fps=1981 images/s, loss=0.0409, top1-acc=98.76%, top5-acc=99.99%, remaining_time=0:00:16.542666, arrival_time=2021-04-10 04:11:55.599347, cost_time=0:00:09.190365 2021-04-10 04:11:40,344 INFO : TRAIN, epoch=0145, iter=00080/00196, fetch data time cost=1.42ms, fps=1988 images/s, loss=0.0400, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:15.193680, arrival_time=2021-04-10 04:11:55.538466, cost_time=0:00:10.478387 2021-04-10 04:11:41,635 INFO : TRAIN, epoch=0145, iter=00090/00196, fetch data time cost=1.51ms, fps=1984 images/s, loss=0.0407, top1-acc=98.78%, top5-acc=100.00%, remaining_time=0:00:13.861408, arrival_time=2021-04-10 04:11:55.496840, cost_time=0:00:11.769120 2021-04-10 04:11:42,923 INFO : TRAIN, epoch=0145, iter=00100/00196, fetch data time cost=1.34ms, fps=1989 images/s, loss=0.0398, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:12.534336, arrival_time=2021-04-10 04:11:55.457285, cost_time=0:00:13.056617 2021-04-10 04:11:44,210 INFO : TRAIN, epoch=0145, iter=00110/00196, fetch data time cost=1.47ms, fps=1989 images/s, loss=0.0401, top1-acc=98.79%, top5-acc=99.99%, remaining_time=0:00:11.214314, arrival_time=2021-04-10 04:11:55.424479, cost_time=0:00:14.343850 2021-04-10 04:11:45,497 INFO : TRAIN, epoch=0145, iter=00120/00196, fetch data time cost=1.42ms, fps=1989 images/s, loss=0.0404, top1-acc=98.77%, top5-acc=99.99%, remaining_time=0:00:09.899836, arrival_time=2021-04-10 04:11:55.397494, cost_time=0:00:15.631342 2021-04-10 04:11:46,783 INFO : TRAIN, epoch=0145, iter=00130/00196, fetch data time cost=1.64ms, fps=1991 images/s, loss=0.0404, top1-acc=98.76%, top5-acc=99.99%, remaining_time=0:00:08.588844, arrival_time=2021-04-10 04:11:55.372606, cost_time=0:00:16.917443 2021-04-10 04:11:48,070 INFO : TRAIN, epoch=0145, iter=00140/00196, fetch data time cost=1.54ms, fps=1990 images/s, loss=0.0400, top1-acc=98.77%, top5-acc=99.99%, remaining_time=0:00:07.281680, arrival_time=2021-04-10 04:11:55.352237, cost_time=0:00:18.204166 2021-04-10 04:11:49,355 INFO : TRAIN, epoch=0145, iter=00150/00196, fetch data time cost=1.39ms, fps=1993 images/s, loss=0.0399, top1-acc=98.78%, top5-acc=99.99%, remaining_time=0:00:05.976734, arrival_time=2021-04-10 04:11:55.332438, cost_time=0:00:19.489342 2021-04-10 04:11:50,648 INFO : TRAIN, epoch=0145, iter=00160/00196, fetch data time cost=1.53ms, fps=1982 images/s, loss=0.0409, top1-acc=98.76%, top5-acc=99.99%, remaining_time=0:00:04.675896, arrival_time=2021-04-10 04:11:55.323893, cost_time=0:00:20.781685 2021-04-10 04:11:51,934 INFO : TRAIN, epoch=0145, iter=00170/00196, fetch data time cost=1.35ms, fps=1990 images/s, loss=0.0411, top1-acc=98.76%, top5-acc=99.99%, remaining_time=0:00:03.375138, arrival_time=2021-04-10 04:11:55.309691, cost_time=0:00:22.068238 2021-04-10 04:11:53,218 INFO : TRAIN, epoch=0145, iter=00180/00196, fetch data time cost=1.35ms, fps=1995 images/s, loss=0.0409, top1-acc=98.76%, top5-acc=99.99%, remaining_time=0:00:02.075728, arrival_time=2021-04-10 04:11:55.293957, cost_time=0:00:23.351911 2021-04-10 04:11:54,508 INFO : TRAIN, epoch=0145, iter=00190/00196, fetch data time cost=1.40ms, fps=1985 images/s, loss=0.0410, top1-acc=98.74%, top5-acc=99.99%, remaining_time=0:00:00.778176, arrival_time=2021-04-10 04:11:55.286691, cost_time=0:00:24.642192 2021-04-10 04:11:55,204 INFO : TRAIN, epoch=0145, iter=00196/00196, fetch data time cost=1.26ms, fps=1956 images/s, loss=0.0419, top1-acc=98.72%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 04:11:55.204325, cost_time=0:00:25.338017 2021-04-10 04:11:55,701 INFO : EVAL, epoch=0145, iter=00010/00040, fetch data time cost=0.38ms, fps=5164 images/s, loss=0.3389, top1-acc=92.27%, top5-acc=99.45%, remaining_time=0:00:01.487220, arrival_time=2021-04-10 04:11:57.188333, cost_time=0:00:00.495744 2021-04-10 04:11:56,118 INFO : EVAL, epoch=0145, iter=00020/00040, fetch data time cost=1.32ms, fps=6139 images/s, loss=0.3612, top1-acc=91.62%, top5-acc=99.41%, remaining_time=0:00:00.913260, arrival_time=2021-04-10 04:11:57.031841, cost_time=0:00:00.913252 2021-04-10 04:11:56,536 INFO : EVAL, epoch=0145, iter=00030/00040, fetch data time cost=1.32ms, fps=6133 images/s, loss=0.3684, top1-acc=91.32%, top5-acc=99.44%, remaining_time=0:00:00.443660, arrival_time=2021-04-10 04:11:56.979974, cost_time=0:00:01.330987 2021-04-10 04:11:56,916 INFO : EVAL, epoch=0145, iter=00040/00040, fetch data time cost=0.08ms, fps=6104 images/s, loss=0.3822, top1-acc=91.30%, top5-acc=99.45%, remaining_time=0:00:00, arrival_time=2021-04-10 04:11:56.916675, cost_time=0:00:01.711370 2021-04-10 04:11:57,696 INFO : Epoch=0145 complete, best val top1-acc=91.99%, top5-acc=99.51% (epoch=141), remaining_time=0:25:51.063690, arrival_time=2021-04-10 04:37:48.760038, cost_time=1:08:09.167897 2021-04-10 04:11:57,697 INFO : Train start, epoch=0146, lr=0.017528 2021-04-10 04:11:59,202 INFO : TRAIN, epoch=0146, iter=00010/00196, fetch data time cost=1.42ms, fps=1701 images/s, loss=0.0480, top1-acc=98.44%, top5-acc=99.96%, remaining_time=0:00:27.987420, arrival_time=2021-04-10 04:12:27.189596, cost_time=0:00:01.504695 2021-04-10 04:12:00,487 INFO : TRAIN, epoch=0146, iter=00020/00196, fetch data time cost=1.58ms, fps=1993 images/s, loss=0.0478, top1-acc=98.48%, top5-acc=99.98%, remaining_time=0:00:24.550768, arrival_time=2021-04-10 04:12:25.038040, cost_time=0:00:02.789859 2021-04-10 04:12:01,771 INFO : TRAIN, epoch=0146, iter=00030/00196, fetch data time cost=1.33ms, fps=1994 images/s, loss=0.0487, top1-acc=98.48%, top5-acc=99.99%, remaining_time=0:00:22.544294, arrival_time=2021-04-10 04:12:24.316003, cost_time=0:00:04.074262 2021-04-10 04:12:03,064 INFO : TRAIN, epoch=0146, iter=00040/00196, fetch data time cost=1.50ms, fps=1980 images/s, loss=0.0489, top1-acc=98.52%, top5-acc=99.97%, remaining_time=0:00:20.933328, arrival_time=2021-04-10 04:12:23.998276, cost_time=0:00:05.367538 2021-04-10 04:12:04,354 INFO : TRAIN, epoch=0146, iter=00050/00196, fetch data time cost=1.97ms, fps=1985 images/s, loss=0.0459, top1-acc=98.60%, top5-acc=99.98%, remaining_time=0:00:19.439170, arrival_time=2021-04-10 04:12:23.793935, cost_time=0:00:06.657267 2021-04-10 04:12:05,640 INFO : TRAIN, epoch=0146, iter=00060/00196, fetch data time cost=1.53ms, fps=1992 images/s, loss=0.0440, top1-acc=98.70%, top5-acc=99.97%, remaining_time=0:00:18.004224, arrival_time=2021-04-10 04:12:23.644686, cost_time=0:00:07.943043 2021-04-10 04:12:06,937 INFO : TRAIN, epoch=0146, iter=00070/00196, fetch data time cost=1.61ms, fps=1974 images/s, loss=0.0431, top1-acc=98.68%, top5-acc=99.97%, remaining_time=0:00:16.632000, arrival_time=2021-04-10 04:12:23.569473, cost_time=0:00:09.240022 2021-04-10 04:12:08,226 INFO : TRAIN, epoch=0146, iter=00080/00196, fetch data time cost=1.52ms, fps=1986 images/s, loss=0.0455, top1-acc=98.63%, top5-acc=99.97%, remaining_time=0:00:15.267688, arrival_time=2021-04-10 04:12:23.494522, cost_time=0:00:10.529407 2021-04-10 04:12:09,513 INFO : TRAIN, epoch=0146, iter=00090/00196, fetch data time cost=1.30ms, fps=1990 images/s, loss=0.0453, top1-acc=98.68%, top5-acc=99.97%, remaining_time=0:00:13.916846, arrival_time=2021-04-10 04:12:23.430560, cost_time=0:00:11.816226 2021-04-10 04:12:10,799 INFO : TRAIN, epoch=0146, iter=00100/00196, fetch data time cost=1.35ms, fps=1992 images/s, loss=0.0445, top1-acc=98.70%, top5-acc=99.97%, remaining_time=0:00:12.578112, arrival_time=2021-04-10 04:12:23.377695, cost_time=0:00:13.102165 2021-04-10 04:12:12,085 INFO : TRAIN, epoch=0146, iter=00110/00196, fetch data time cost=1.42ms, fps=1992 images/s, loss=0.0446, top1-acc=98.70%, top5-acc=99.97%, remaining_time=0:00:11.248542, arrival_time=2021-04-10 04:12:23.333668, cost_time=0:00:14.387713 2021-04-10 04:12:13,371 INFO : TRAIN, epoch=0146, iter=00120/00196, fetch data time cost=1.38ms, fps=1991 images/s, loss=0.0448, top1-acc=98.68%, top5-acc=99.97%, remaining_time=0:00:09.926664, arrival_time=2021-04-10 04:12:23.297721, cost_time=0:00:15.673638 2021-04-10 04:12:14,663 INFO : TRAIN, epoch=0146, iter=00130/00196, fetch data time cost=1.47ms, fps=1982 images/s, loss=0.0443, top1-acc=98.70%, top5-acc=99.97%, remaining_time=0:00:08.613396, arrival_time=2021-04-10 04:12:23.276696, cost_time=0:00:16.965810 2021-04-10 04:12:15,948 INFO : TRAIN, epoch=0146, iter=00140/00196, fetch data time cost=1.35ms, fps=1993 images/s, loss=0.0438, top1-acc=98.70%, top5-acc=99.97%, remaining_time=0:00:07.300272, arrival_time=2021-04-10 04:12:23.248416, cost_time=0:00:18.250736 2021-04-10 04:12:17,235 INFO : TRAIN, epoch=0146, iter=00150/00196, fetch data time cost=1.29ms, fps=1990 images/s, loss=0.0440, top1-acc=98.70%, top5-acc=99.97%, remaining_time=0:00:05.991546, arrival_time=2021-04-10 04:12:23.226626, cost_time=0:00:19.537670 2021-04-10 04:12:18,525 INFO : TRAIN, epoch=0146, iter=00160/00196, fetch data time cost=1.69ms, fps=1985 images/s, loss=0.0438, top1-acc=98.70%, top5-acc=99.97%, remaining_time=0:00:04.686264, arrival_time=2021-04-10 04:12:23.211564, cost_time=0:00:20.827832 2021-04-10 04:12:19,818 INFO : TRAIN, epoch=0146, iter=00170/00196, fetch data time cost=1.86ms, fps=1980 images/s, loss=0.0444, top1-acc=98.67%, top5-acc=99.97%, remaining_time=0:00:03.383250, arrival_time=2021-04-10 04:12:23.201859, cost_time=0:00:22.121193 2021-04-10 04:12:21,106 INFO : TRAIN, epoch=0146, iter=00180/00196, fetch data time cost=2.19ms, fps=1989 images/s, loss=0.0445, top1-acc=98.66%, top5-acc=99.97%, remaining_time=0:00:02.080784, arrival_time=2021-04-10 04:12:23.187116, cost_time=0:00:23.408838 2021-04-10 04:12:22,396 INFO : TRAIN, epoch=0146, iter=00190/00196, fetch data time cost=1.42ms, fps=1986 images/s, loss=0.0443, top1-acc=98.67%, top5-acc=99.97%, remaining_time=0:00:00.779958, arrival_time=2021-04-10 04:12:23.175997, cost_time=0:00:24.698610 2021-04-10 04:12:23,096 INFO : TRAIN, epoch=0146, iter=00196/00196, fetch data time cost=1.25ms, fps=1944 images/s, loss=0.0450, top1-acc=98.65%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 04:12:23.095988, cost_time=0:00:25.398579 2021-04-10 04:12:23,631 INFO : EVAL, epoch=0146, iter=00010/00040, fetch data time cost=0.20ms, fps=4791 images/s, loss=0.3370, top1-acc=92.03%, top5-acc=99.41%, remaining_time=0:00:01.602870, arrival_time=2021-04-10 04:12:25.234174, cost_time=0:00:00.534291 2021-04-10 04:12:24,053 INFO : EVAL, epoch=0146, iter=00020/00040, fetch data time cost=1.30ms, fps=6070 images/s, loss=0.3536, top1-acc=91.56%, top5-acc=99.47%, remaining_time=0:00:00.956380, arrival_time=2021-04-10 04:12:25.009769, cost_time=0:00:00.956378 2021-04-10 04:12:24,472 INFO : EVAL, epoch=0146, iter=00030/00040, fetch data time cost=1.33ms, fps=6120 images/s, loss=0.3425, top1-acc=91.68%, top5-acc=99.52%, remaining_time=0:00:00.458340, arrival_time=2021-04-10 04:12:24.930373, cost_time=0:00:01.375017 2021-04-10 04:12:24,852 INFO : EVAL, epoch=0146, iter=00040/00040, fetch data time cost=0.08ms, fps=6104 images/s, loss=0.3439, top1-acc=91.65%, top5-acc=99.50%, remaining_time=0:00:00, arrival_time=2021-04-10 04:12:24.852397, cost_time=0:00:01.755412 2021-04-10 04:12:25,655 INFO : Epoch=0146 complete, best val top1-acc=91.99%, top5-acc=99.51% (epoch=141), remaining_time=0:25:22.772838, arrival_time=2021-04-10 04:37:48.427829, cost_time=1:08:37.126549 2021-04-10 04:12:25,655 INFO : Train start, epoch=0147, lr=0.016934 2021-04-10 04:12:27,117 INFO : TRAIN, epoch=0147, iter=00010/00196, fetch data time cost=0.25ms, fps=1751 images/s, loss=0.0455, top1-acc=98.63%, top5-acc=99.96%, remaining_time=0:00:27.188178, arrival_time=2021-04-10 04:12:54.305584, cost_time=0:00:01.461726 2021-04-10 04:12:28,402 INFO : TRAIN, epoch=0147, iter=00020/00196, fetch data time cost=1.40ms, fps=1993 images/s, loss=0.0517, top1-acc=98.44%, top5-acc=99.94%, remaining_time=0:00:24.172720, arrival_time=2021-04-10 04:12:52.575294, cost_time=0:00:02.746907 2021-04-10 04:12:29,686 INFO : TRAIN, epoch=0147, iter=00030/00196, fetch data time cost=1.38ms, fps=1994 images/s, loss=0.0476, top1-acc=98.53%, top5-acc=99.96%, remaining_time=0:00:22.304424, arrival_time=2021-04-10 04:12:51.991025, cost_time=0:00:04.030931 2021-04-10 04:12:30,976 INFO : TRAIN, epoch=0147, iter=00040/00196, fetch data time cost=2.00ms, fps=1985 images/s, loss=0.0452, top1-acc=98.59%, top5-acc=99.96%, remaining_time=0:00:20.752056, arrival_time=2021-04-10 04:12:51.728771, cost_time=0:00:05.321054 2021-04-10 04:12:32,264 INFO : TRAIN, epoch=0147, iter=00050/00196, fetch data time cost=1.44ms, fps=1989 images/s, loss=0.0433, top1-acc=98.65%, top5-acc=99.96%, remaining_time=0:00:19.296674, arrival_time=2021-04-10 04:12:51.560815, cost_time=0:00:06.608450 2021-04-10 04:12:33,553 INFO : TRAIN, epoch=0147, iter=00060/00196, fetch data time cost=1.34ms, fps=1987 images/s, loss=0.0445, top1-acc=98.62%, top5-acc=99.95%, remaining_time=0:00:17.901272, arrival_time=2021-04-10 04:12:51.454621, cost_time=0:00:07.897617 2021-04-10 04:12:34,839 INFO : TRAIN, epoch=0147, iter=00070/00196, fetch data time cost=1.49ms, fps=1991 images/s, loss=0.0439, top1-acc=98.64%, top5-acc=99.96%, remaining_time=0:00:16.531326, arrival_time=2021-04-10 04:12:51.371087, cost_time=0:00:09.184093 2021-04-10 04:12:36,129 INFO : TRAIN, epoch=0147, iter=00080/00196, fetch data time cost=1.40ms, fps=1986 images/s, loss=0.0442, top1-acc=98.61%, top5-acc=99.96%, remaining_time=0:00:15.186372, arrival_time=2021-04-10 04:12:51.315437, cost_time=0:00:10.473358 2021-04-10 04:12:37,417 INFO : TRAIN, epoch=0147, iter=00090/00196, fetch data time cost=1.37ms, fps=1988 images/s, loss=0.0475, top1-acc=98.54%, top5-acc=99.96%, remaining_time=0:00:13.852398, arrival_time=2021-04-10 04:12:51.269542, cost_time=0:00:11.761480 2021-04-10 04:12:38,709 INFO : TRAIN, epoch=0147, iter=00100/00196, fetch data time cost=1.41ms, fps=1982 images/s, loss=0.0469, top1-acc=98.55%, top5-acc=99.96%, remaining_time=0:00:12.531552, arrival_time=2021-04-10 04:12:51.240944, cost_time=0:00:13.053715 2021-04-10 04:12:39,995 INFO : TRAIN, epoch=0147, iter=00110/00196, fetch data time cost=1.42ms, fps=1991 images/s, loss=0.0469, top1-acc=98.55%, top5-acc=99.95%, remaining_time=0:00:11.211390, arrival_time=2021-04-10 04:12:51.207185, cost_time=0:00:14.340133 2021-04-10 04:12:41,281 INFO : TRAIN, epoch=0147, iter=00120/00196, fetch data time cost=1.61ms, fps=1991 images/s, loss=0.0469, top1-acc=98.54%, top5-acc=99.95%, remaining_time=0:00:09.896492, arrival_time=2021-04-10 04:12:51.178199, cost_time=0:00:15.626039 2021-04-10 04:12:42,575 INFO : TRAIN, epoch=0147, iter=00130/00196, fetch data time cost=1.33ms, fps=1980 images/s, loss=0.0468, top1-acc=98.56%, top5-acc=99.95%, remaining_time=0:00:08.589966, arrival_time=2021-04-10 04:12:51.165236, cost_time=0:00:16.919604 2021-04-10 04:12:43,863 INFO : TRAIN, epoch=0147, iter=00140/00196, fetch data time cost=1.74ms, fps=1988 images/s, loss=0.0463, top1-acc=98.57%, top5-acc=99.96%, remaining_time=0:00:07.283192, arrival_time=2021-04-10 04:12:51.146823, cost_time=0:00:18.207972 2021-04-10 04:12:45,152 INFO : TRAIN, epoch=0147, iter=00150/00196, fetch data time cost=1.50ms, fps=1986 images/s, loss=0.0460, top1-acc=98.58%, top5-acc=99.96%, remaining_time=0:00:05.979126, arrival_time=2021-04-10 04:12:51.131882, cost_time=0:00:19.497088 2021-04-10 04:12:46,443 INFO : TRAIN, epoch=0147, iter=00160/00196, fetch data time cost=1.86ms, fps=1984 images/s, loss=0.0460, top1-acc=98.58%, top5-acc=99.96%, remaining_time=0:00:04.677300, arrival_time=2021-04-10 04:12:51.120991, cost_time=0:00:20.788020 2021-04-10 04:12:47,731 INFO : TRAIN, epoch=0147, iter=00170/00196, fetch data time cost=1.44ms, fps=1989 images/s, loss=0.0459, top1-acc=98.57%, top5-acc=99.96%, remaining_time=0:00:03.376282, arrival_time=2021-04-10 04:12:51.107696, cost_time=0:00:22.075752 2021-04-10 04:12:49,019 INFO : TRAIN, epoch=0147, iter=00180/00196, fetch data time cost=1.42ms, fps=1988 images/s, loss=0.0460, top1-acc=98.56%, top5-acc=99.96%, remaining_time=0:00:02.076768, arrival_time=2021-04-10 04:12:51.096138, cost_time=0:00:23.363639 2021-04-10 04:12:50,306 INFO : TRAIN, epoch=0147, iter=00190/00196, fetch data time cost=1.24ms, fps=1990 images/s, loss=0.0460, top1-acc=98.55%, top5-acc=99.97%, remaining_time=0:00:00.778446, arrival_time=2021-04-10 04:12:51.084831, cost_time=0:00:24.650718 2021-04-10 04:12:51,003 INFO : TRAIN, epoch=0147, iter=00196/00196, fetch data time cost=1.24ms, fps=1953 images/s, loss=0.0460, top1-acc=98.56%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 04:12:51.003221, cost_time=0:00:25.347500 2021-04-10 04:12:51,518 INFO : EVAL, epoch=0147, iter=00010/00040, fetch data time cost=0.17ms, fps=4982 images/s, loss=0.3343, top1-acc=91.76%, top5-acc=99.73%, remaining_time=0:00:01.541430, arrival_time=2021-04-10 04:12:53.060000, cost_time=0:00:00.513814 2021-04-10 04:12:51,938 INFO : EVAL, epoch=0147, iter=00020/00040, fetch data time cost=1.32ms, fps=6109 images/s, loss=0.3341, top1-acc=91.84%, top5-acc=99.63%, remaining_time=0:00:00.933200, arrival_time=2021-04-10 04:12:52.871156, cost_time=0:00:00.933205 2021-04-10 04:12:52,359 INFO : EVAL, epoch=0147, iter=00030/00040, fetch data time cost=1.96ms, fps=6080 images/s, loss=0.3247, top1-acc=91.82%, top5-acc=99.62%, remaining_time=0:00:00.451520, arrival_time=2021-04-10 04:12:52.810841, cost_time=0:00:01.354565 2021-04-10 04:12:52,740 INFO : EVAL, epoch=0147, iter=00040/00040, fetch data time cost=0.06ms, fps=6096 images/s, loss=0.3294, top1-acc=91.81%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-10 04:12:52.740244, cost_time=0:00:01.735514 2021-04-10 04:12:53,498 INFO : Epoch=0147 complete, best val top1-acc=91.99%, top5-acc=99.51% (epoch=141), remaining_time=0:24:54.444816, arrival_time=2021-04-10 04:37:47.942820, cost_time=1:09:04.969556 2021-04-10 04:12:53,498 INFO : Train start, epoch=0148, lr=0.016349 2021-04-10 04:12:54,974 INFO : TRAIN, epoch=0148, iter=00010/00196, fetch data time cost=1.89ms, fps=1735 images/s, loss=0.0410, top1-acc=98.55%, top5-acc=99.88%, remaining_time=0:00:27.438906, arrival_time=2021-04-10 04:13:22.413056, cost_time=0:00:01.475210 2021-04-10 04:12:56,269 INFO : TRAIN, epoch=0148, iter=00020/00196, fetch data time cost=10.64ms, fps=1978 images/s, loss=0.0373, top1-acc=98.75%, top5-acc=99.94%, remaining_time=0:00:24.377584, arrival_time=2021-04-10 04:13:20.646619, cost_time=0:00:02.770175 2021-04-10 04:12:57,559 INFO : TRAIN, epoch=0148, iter=00030/00196, fetch data time cost=1.42ms, fps=1985 images/s, loss=0.0353, top1-acc=98.89%, top5-acc=99.95%, remaining_time=0:00:22.466108, arrival_time=2021-04-10 04:13:20.025123, cost_time=0:00:04.060154 2021-04-10 04:12:58,846 INFO : TRAIN, epoch=0148, iter=00040/00196, fetch data time cost=1.46ms, fps=1989 images/s, loss=0.0334, top1-acc=98.95%, top5-acc=99.96%, remaining_time=0:00:20.856732, arrival_time=2021-04-10 04:13:19.703490, cost_time=0:00:05.347897 2021-04-10 04:13:00,148 INFO : TRAIN, epoch=0148, iter=00050/00196, fetch data time cost=6.85ms, fps=1967 images/s, loss=0.0327, top1-acc=98.95%, top5-acc=99.97%, remaining_time=0:00:19.416540, arrival_time=2021-04-10 04:13:19.564926, cost_time=0:00:06.649520 2021-04-10 04:13:01,436 INFO : TRAIN, epoch=0148, iter=00060/00196, fetch data time cost=1.37ms, fps=1988 images/s, loss=0.0332, top1-acc=98.95%, top5-acc=99.97%, remaining_time=0:00:17.991576, arrival_time=2021-04-10 04:13:19.427933, cost_time=0:00:07.937435 2021-04-10 04:13:02,725 INFO : TRAIN, epoch=0148, iter=00070/00196, fetch data time cost=1.34ms, fps=1987 images/s, loss=0.0335, top1-acc=98.96%, top5-acc=99.98%, remaining_time=0:00:16.607556, arrival_time=2021-04-10 04:13:19.332862, cost_time=0:00:09.226446 2021-04-10 04:13:04,017 INFO : TRAIN, epoch=0148, iter=00080/00196, fetch data time cost=1.84ms, fps=1981 images/s, loss=0.0337, top1-acc=98.95%, top5-acc=99.98%, remaining_time=0:00:15.252608, arrival_time=2021-04-10 04:13:19.270508, cost_time=0:00:10.519033 2021-04-10 04:13:05,308 INFO : TRAIN, epoch=0148, iter=00090/00196, fetch data time cost=1.41ms, fps=1984 images/s, loss=0.0333, top1-acc=98.95%, top5-acc=99.98%, remaining_time=0:00:13.909320, arrival_time=2021-04-10 04:13:19.217955, cost_time=0:00:11.809764 2021-04-10 04:13:06,599 INFO : TRAIN, epoch=0148, iter=00100/00196, fetch data time cost=1.42ms, fps=1984 images/s, loss=0.0331, top1-acc=98.96%, top5-acc=99.98%, remaining_time=0:00:12.576384, arrival_time=2021-04-10 04:13:19.175620, cost_time=0:00:13.100367 2021-04-10 04:13:07,885 INFO : TRAIN, epoch=0148, iter=00110/00196, fetch data time cost=1.56ms, fps=1991 images/s, loss=0.0339, top1-acc=98.95%, top5-acc=99.98%, remaining_time=0:00:11.247854, arrival_time=2021-04-10 04:13:19.133520, cost_time=0:00:14.386809 2021-04-10 04:13:09,183 INFO : TRAIN, epoch=0148, iter=00120/00196, fetch data time cost=1.82ms, fps=1974 images/s, loss=0.0344, top1-acc=98.95%, top5-acc=99.98%, remaining_time=0:00:09.933200, arrival_time=2021-04-10 04:13:19.116177, cost_time=0:00:15.683990 2021-04-10 04:13:10,475 INFO : TRAIN, epoch=0148, iter=00130/00196, fetch data time cost=1.48ms, fps=1982 images/s, loss=0.0346, top1-acc=98.93%, top5-acc=99.98%, remaining_time=0:00:08.618676, arrival_time=2021-04-10 04:13:19.093667, cost_time=0:00:16.976116 2021-04-10 04:13:11,760 INFO : TRAIN, epoch=0148, iter=00140/00196, fetch data time cost=1.61ms, fps=1992 images/s, loss=0.0343, top1-acc=98.94%, top5-acc=99.98%, remaining_time=0:00:07.304640, arrival_time=2021-04-10 04:13:19.065102, cost_time=0:00:18.261603 2021-04-10 04:13:13,051 INFO : TRAIN, epoch=0148, iter=00150/00196, fetch data time cost=1.40ms, fps=1983 images/s, loss=0.0343, top1-acc=98.92%, top5-acc=99.98%, remaining_time=0:00:05.996284, arrival_time=2021-04-10 04:13:19.048235, cost_time=0:00:19.553095 2021-04-10 04:13:14,342 INFO : TRAIN, epoch=0148, iter=00160/00196, fetch data time cost=2.18ms, fps=1984 images/s, loss=0.0352, top1-acc=98.91%, top5-acc=99.98%, remaining_time=0:00:04.689792, arrival_time=2021-04-10 04:13:19.032177, cost_time=0:00:20.843482 2021-04-10 04:13:15,632 INFO : TRAIN, epoch=0148, iter=00170/00196, fetch data time cost=1.41ms, fps=1985 images/s, loss=0.0359, top1-acc=98.87%, top5-acc=99.98%, remaining_time=0:00:03.385174, arrival_time=2021-04-10 04:13:19.017905, cost_time=0:00:22.133797 2021-04-10 04:13:16,919 INFO : TRAIN, epoch=0148, iter=00180/00196, fetch data time cost=1.32ms, fps=1991 images/s, loss=0.0364, top1-acc=98.85%, top5-acc=99.98%, remaining_time=0:00:02.081824, arrival_time=2021-04-10 04:13:19.001159, cost_time=0:00:23.420478 2021-04-10 04:13:18,205 INFO : TRAIN, epoch=0148, iter=00190/00196, fetch data time cost=1.41ms, fps=1991 images/s, loss=0.0375, top1-acc=98.82%, top5-acc=99.98%, remaining_time=0:00:00.780204, arrival_time=2021-04-10 04:13:18.985592, cost_time=0:00:24.706533 2021-04-10 04:13:18,901 INFO : TRAIN, epoch=0148, iter=00196/00196, fetch data time cost=1.29ms, fps=1954 images/s, loss=0.0376, top1-acc=98.83%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 04:13:18.901871, cost_time=0:00:25.403020 2021-04-10 04:13:19,405 INFO : EVAL, epoch=0148, iter=00010/00040, fetch data time cost=0.23ms, fps=5095 images/s, loss=0.3390, top1-acc=91.80%, top5-acc=99.53%, remaining_time=0:00:01.507260, arrival_time=2021-04-10 04:13:20.912593, cost_time=0:00:00.502415 2021-04-10 04:13:19,828 INFO : EVAL, epoch=0148, iter=00020/00040, fetch data time cost=1.28ms, fps=6063 images/s, loss=0.3309, top1-acc=91.84%, top5-acc=99.65%, remaining_time=0:00:00.925120, arrival_time=2021-04-10 04:13:20.753106, cost_time=0:00:00.925114 2021-04-10 04:13:20,246 INFO : EVAL, epoch=0148, iter=00030/00040, fetch data time cost=1.32ms, fps=6122 images/s, loss=0.3398, top1-acc=91.80%, top5-acc=99.60%, remaining_time=0:00:00.447870, arrival_time=2021-04-10 04:13:20.694359, cost_time=0:00:01.343618 2021-04-10 04:13:20,627 INFO : EVAL, epoch=0148, iter=00040/00040, fetch data time cost=0.08ms, fps=6094 images/s, loss=0.3306, top1-acc=91.73%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-10 04:13:20.627518, cost_time=0:00:01.724670 2021-04-10 04:13:21,374 INFO : Epoch=0148 complete, best val top1-acc=91.99%, top5-acc=99.51% (epoch=141), remaining_time=0:24:26.135112, arrival_time=2021-04-10 04:37:47.509608, cost_time=1:09:32.846041 2021-04-10 04:13:21,375 INFO : Train start, epoch=0149, lr=0.015773 2021-04-10 04:13:22,873 INFO : TRAIN, epoch=0149, iter=00010/00196, fetch data time cost=1.61ms, fps=1709 images/s, loss=0.0469, top1-acc=98.12%, top5-acc=100.00%, remaining_time=0:00:27.865776, arrival_time=2021-04-10 04:13:50.739210, cost_time=0:00:01.498160 2021-04-10 04:13:24,160 INFO : TRAIN, epoch=0149, iter=00020/00196, fetch data time cost=1.51ms, fps=1990 images/s, loss=0.0462, top1-acc=98.44%, top5-acc=99.98%, remaining_time=0:00:24.509760, arrival_time=2021-04-10 04:13:48.670145, cost_time=0:00:02.785197 2021-04-10 04:13:25,447 INFO : TRAIN, epoch=0149, iter=00030/00196, fetch data time cost=1.42ms, fps=1990 images/s, loss=0.0455, top1-acc=98.40%, top5-acc=99.99%, remaining_time=0:00:22.532176, arrival_time=2021-04-10 04:13:47.979437, cost_time=0:00:04.072070 2021-04-10 04:13:26,733 INFO : TRAIN, epoch=0149, iter=00040/00196, fetch data time cost=1.34ms, fps=1991 images/s, loss=0.0416, top1-acc=98.55%, top5-acc=99.99%, remaining_time=0:00:20.896044, arrival_time=2021-04-10 04:13:47.629201, cost_time=0:00:05.357969 2021-04-10 04:13:28,021 INFO : TRAIN, epoch=0149, iter=00050/00196, fetch data time cost=1.70ms, fps=1987 images/s, loss=0.0412, top1-acc=98.57%, top5-acc=99.99%, remaining_time=0:00:19.408364, arrival_time=2021-04-10 04:13:47.430250, cost_time=0:00:06.646684 2021-04-10 04:13:29,308 INFO : TRAIN, epoch=0149, iter=00060/00196, fetch data time cost=1.36ms, fps=1990 images/s, loss=0.0398, top1-acc=98.63%, top5-acc=99.99%, remaining_time=0:00:17.982192, arrival_time=2021-04-10 04:13:47.290740, cost_time=0:00:07.933344 2021-04-10 04:13:30,595 INFO : TRAIN, epoch=0149, iter=00070/00196, fetch data time cost=1.52ms, fps=1991 images/s, loss=0.0393, top1-acc=98.66%, top5-acc=99.99%, remaining_time=0:00:16.595334, arrival_time=2021-04-10 04:13:47.190258, cost_time=0:00:09.219601 2021-04-10 04:13:31,881 INFO : TRAIN, epoch=0149, iter=00080/00196, fetch data time cost=1.49ms, fps=1990 images/s, loss=0.0393, top1-acc=98.64%, top5-acc=99.99%, remaining_time=0:00:15.234744, arrival_time=2021-04-10 04:13:47.116623, cost_time=0:00:10.506687 2021-04-10 04:13:33,168 INFO : TRAIN, epoch=0149, iter=00090/00196, fetch data time cost=1.35ms, fps=1990 images/s, loss=0.0389, top1-acc=98.69%, top5-acc=99.99%, remaining_time=0:00:13.889816, arrival_time=2021-04-10 04:13:47.058198, cost_time=0:00:11.793198 2021-04-10 04:13:34,456 INFO : TRAIN, epoch=0149, iter=00100/00196, fetch data time cost=1.44ms, fps=1988 images/s, loss=0.0384, top1-acc=98.71%, top5-acc=99.99%, remaining_time=0:00:12.558144, arrival_time=2021-04-10 04:13:47.014768, cost_time=0:00:13.081428 2021-04-10 04:13:35,742 INFO : TRAIN, epoch=0149, iter=00110/00196, fetch data time cost=1.50ms, fps=1991 images/s, loss=0.0381, top1-acc=98.71%, top5-acc=99.99%, remaining_time=0:00:11.232804, arrival_time=2021-04-10 04:13:46.975558, cost_time=0:00:14.367556 2021-04-10 04:13:37,029 INFO : TRAIN, epoch=0149, iter=00120/00196, fetch data time cost=1.38ms, fps=1991 images/s, loss=0.0380, top1-acc=98.73%, top5-acc=99.99%, remaining_time=0:00:09.914200, arrival_time=2021-04-10 04:13:46.943385, cost_time=0:00:15.653998 2021-04-10 04:13:38,314 INFO : TRAIN, epoch=0149, iter=00130/00196, fetch data time cost=1.32ms, fps=1992 images/s, loss=0.0375, top1-acc=98.76%, top5-acc=99.99%, remaining_time=0:00:08.600064, arrival_time=2021-04-10 04:13:46.914729, cost_time=0:00:16.939472 2021-04-10 04:13:39,599 INFO : TRAIN, epoch=0149, iter=00140/00196, fetch data time cost=1.35ms, fps=1993 images/s, loss=0.0372, top1-acc=98.77%, top5-acc=99.99%, remaining_time=0:00:07.289744, arrival_time=2021-04-10 04:13:46.889363, cost_time=0:00:18.224429 2021-04-10 04:13:40,886 INFO : TRAIN, epoch=0149, iter=00150/00196, fetch data time cost=1.32ms, fps=1990 images/s, loss=0.0371, top1-acc=98.79%, top5-acc=99.99%, remaining_time=0:00:05.983542, arrival_time=2021-04-10 04:13:46.870370, cost_time=0:00:19.511530 2021-04-10 04:13:42,175 INFO : TRAIN, epoch=0149, iter=00160/00196, fetch data time cost=1.39ms, fps=1987 images/s, loss=0.0368, top1-acc=98.80%, top5-acc=99.99%, remaining_time=0:00:04.680144, arrival_time=2021-04-10 04:13:46.855932, cost_time=0:00:20.800597 2021-04-10 04:13:43,464 INFO : TRAIN, epoch=0149, iter=00170/00196, fetch data time cost=1.34ms, fps=1988 images/s, loss=0.0363, top1-acc=98.83%, top5-acc=99.99%, remaining_time=0:00:03.378310, arrival_time=2021-04-10 04:13:46.842498, cost_time=0:00:22.089002 2021-04-10 04:13:44,748 INFO : TRAIN, epoch=0149, iter=00180/00196, fetch data time cost=1.32ms, fps=1994 images/s, loss=0.0362, top1-acc=98.83%, top5-acc=99.99%, remaining_time=0:00:02.077632, arrival_time=2021-04-10 04:13:46.826270, cost_time=0:00:23.373450 2021-04-10 04:13:46,040 INFO : TRAIN, epoch=0149, iter=00190/00196, fetch data time cost=1.19ms, fps=1982 images/s, loss=0.0367, top1-acc=98.83%, top5-acc=99.99%, remaining_time=0:00:00.778908, arrival_time=2021-04-10 04:13:46.819626, cost_time=0:00:24.665497 2021-04-10 04:13:46,735 INFO : TRAIN, epoch=0149, iter=00196/00196, fetch data time cost=1.27ms, fps=1958 images/s, loss=0.0370, top1-acc=98.83%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 04:13:46.735580, cost_time=0:00:25.360416 2021-04-10 04:13:47,227 INFO : EVAL, epoch=0149, iter=00010/00040, fetch data time cost=0.30ms, fps=5209 images/s, loss=0.3740, top1-acc=91.45%, top5-acc=99.53%, remaining_time=0:00:01.474260, arrival_time=2021-04-10 04:13:48.702143, cost_time=0:00:00.491422 2021-04-10 04:13:47,647 INFO : EVAL, epoch=0149, iter=00020/00040, fetch data time cost=1.44ms, fps=6107 images/s, loss=0.3720, top1-acc=91.54%, top5-acc=99.59%, remaining_time=0:00:00.910920, arrival_time=2021-04-10 04:13:48.558297, cost_time=0:00:00.910918 2021-04-10 04:13:48,067 INFO : EVAL, epoch=0149, iter=00030/00040, fetch data time cost=1.24ms, fps=6102 images/s, loss=0.3737, top1-acc=91.46%, top5-acc=99.58%, remaining_time=0:00:00.443580, arrival_time=2021-04-10 04:13:48.510790, cost_time=0:00:01.330749 2021-04-10 04:13:48,447 INFO : EVAL, epoch=0149, iter=00040/00040, fetch data time cost=0.05ms, fps=6111 images/s, loss=0.3657, top1-acc=91.48%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-10 04:13:48.447187, cost_time=0:00:01.710752 2021-04-10 04:13:49,323 INFO : Epoch=0149 complete, best val top1-acc=91.99%, top5-acc=99.51% (epoch=141), remaining_time=0:23:57.856056, arrival_time=2021-04-10 04:37:47.179623, cost_time=1:10:00.795091 2021-04-10 04:13:49,324 INFO : Train start, epoch=0150, lr=0.015204 2021-04-10 04:13:50,759 INFO : TRAIN, epoch=0150, iter=00010/00196, fetch data time cost=1.41ms, fps=1784 images/s, loss=0.0507, top1-acc=98.52%, top5-acc=99.96%, remaining_time=0:00:26.694720, arrival_time=2021-04-10 04:14:17.454499, cost_time=0:00:01.435196 2021-04-10 04:13:52,046 INFO : TRAIN, epoch=0150, iter=00020/00196, fetch data time cost=1.50ms, fps=1990 images/s, loss=0.0510, top1-acc=98.48%, top5-acc=99.98%, remaining_time=0:00:23.953600, arrival_time=2021-04-10 04:14:16.000110, cost_time=0:00:02.721998 2021-04-10 04:13:53,333 INFO : TRAIN, epoch=0150, iter=00030/00196, fetch data time cost=1.26ms, fps=1990 images/s, loss=0.0475, top1-acc=98.57%, top5-acc=99.99%, remaining_time=0:00:22.180920, arrival_time=2021-04-10 04:14:15.514014, cost_time=0:00:04.008589 2021-04-10 04:13:54,618 INFO : TRAIN, epoch=0150, iter=00040/00196, fetch data time cost=1.31ms, fps=1992 images/s, loss=0.0458, top1-acc=98.60%, top5-acc=99.98%, remaining_time=0:00:20.646600, arrival_time=2021-04-10 04:14:15.265086, cost_time=0:00:05.293981 2021-04-10 04:13:55,905 INFO : TRAIN, epoch=0150, iter=00050/00196, fetch data time cost=1.61ms, fps=1989 images/s, loss=0.0438, top1-acc=98.62%, top5-acc=99.98%, remaining_time=0:00:19.217834, arrival_time=2021-04-10 04:14:15.123783, cost_time=0:00:06.581432 2021-04-10 04:13:57,196 INFO : TRAIN, epoch=0150, iter=00060/00196, fetch data time cost=1.44ms, fps=1985 images/s, loss=0.0434, top1-acc=98.64%, top5-acc=99.97%, remaining_time=0:00:17.842384, arrival_time=2021-04-10 04:14:15.038580, cost_time=0:00:07.871622 2021-04-10 04:13:58,479 INFO : TRAIN, epoch=0150, iter=00070/00196, fetch data time cost=1.36ms, fps=1995 images/s, loss=0.0428, top1-acc=98.65%, top5-acc=99.97%, remaining_time=0:00:16.479792, arrival_time=2021-04-10 04:14:14.959739, cost_time=0:00:09.155442 2021-04-10 04:13:59,769 INFO : TRAIN, epoch=0150, iter=00080/00196, fetch data time cost=1.58ms, fps=1986 images/s, loss=0.0419, top1-acc=98.71%, top5-acc=99.98%, remaining_time=0:00:15.145192, arrival_time=2021-04-10 04:14:14.914620, cost_time=0:00:10.444922 2021-04-10 04:14:01,060 INFO : TRAIN, epoch=0150, iter=00090/00196, fetch data time cost=1.33ms, fps=1984 images/s, loss=0.0414, top1-acc=98.74%, top5-acc=99.97%, remaining_time=0:00:13.821870, arrival_time=2021-04-10 04:14:14.881895, cost_time=0:00:11.735517 2021-04-10 04:14:02,345 INFO : TRAIN, epoch=0150, iter=00100/00196, fetch data time cost=1.34ms, fps=1992 images/s, loss=0.0421, top1-acc=98.69%, top5-acc=99.97%, remaining_time=0:00:12.500448, arrival_time=2021-04-10 04:14:14.846307, cost_time=0:00:13.021348 2021-04-10 04:14:03,631 INFO : TRAIN, epoch=0150, iter=00110/00196, fetch data time cost=1.32ms, fps=1992 images/s, loss=0.0415, top1-acc=98.71%, top5-acc=99.98%, remaining_time=0:00:11.185590, arrival_time=2021-04-10 04:14:14.817200, cost_time=0:00:14.307103 2021-04-10 04:14:04,917 INFO : TRAIN, epoch=0150, iter=00120/00196, fetch data time cost=1.37ms, fps=1992 images/s, loss=0.0411, top1-acc=98.72%, top5-acc=99.98%, remaining_time=0:00:09.875364, arrival_time=2021-04-10 04:14:14.792580, cost_time=0:00:15.592637 2021-04-10 04:14:06,200 INFO : TRAIN, epoch=0150, iter=00130/00196, fetch data time cost=1.36ms, fps=1996 images/s, loss=0.0405, top1-acc=98.74%, top5-acc=99.98%, remaining_time=0:00:08.567724, arrival_time=2021-04-10 04:14:14.768057, cost_time=0:00:16.875825 2021-04-10 04:14:07,485 INFO : TRAIN, epoch=0150, iter=00140/00196, fetch data time cost=1.43ms, fps=1993 images/s, loss=0.0400, top1-acc=98.76%, top5-acc=99.97%, remaining_time=0:00:07.264208, arrival_time=2021-04-10 04:14:14.749178, cost_time=0:00:18.160470 2021-04-10 04:14:08,768 INFO : TRAIN, epoch=0150, iter=00150/00196, fetch data time cost=1.30ms, fps=1994 images/s, loss=0.0392, top1-acc=98.79%, top5-acc=99.97%, remaining_time=0:00:05.962934, arrival_time=2021-04-10 04:14:14.731835, cost_time=0:00:19.444364 2021-04-10 04:14:10,060 INFO : TRAIN, epoch=0150, iter=00160/00196, fetch data time cost=1.38ms, fps=1983 images/s, loss=0.0388, top1-acc=98.79%, top5-acc=99.98%, remaining_time=0:00:04.665636, arrival_time=2021-04-10 04:14:14.726291, cost_time=0:00:20.736129 2021-04-10 04:14:11,349 INFO : TRAIN, epoch=0150, iter=00170/00196, fetch data time cost=1.36ms, fps=1987 images/s, loss=0.0384, top1-acc=98.80%, top5-acc=99.98%, remaining_time=0:00:03.368508, arrival_time=2021-04-10 04:14:14.717941, cost_time=0:00:22.024921 2021-04-10 04:14:12,632 INFO : TRAIN, epoch=0150, iter=00180/00196, fetch data time cost=1.77ms, fps=1995 images/s, loss=0.0388, top1-acc=98.79%, top5-acc=99.98%, remaining_time=0:00:02.071856, arrival_time=2021-04-10 04:14:14.704688, cost_time=0:00:23.308330 2021-04-10 04:14:13,923 INFO : TRAIN, epoch=0150, iter=00190/00196, fetch data time cost=1.21ms, fps=1985 images/s, loss=0.0387, top1-acc=98.80%, top5-acc=99.98%, remaining_time=0:00:00.776796, arrival_time=2021-04-10 04:14:14.699836, cost_time=0:00:24.598534 2021-04-10 04:14:14,622 INFO : TRAIN, epoch=0150, iter=00196/00196, fetch data time cost=1.49ms, fps=1947 images/s, loss=0.0385, top1-acc=98.79%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 04:14:14.622001, cost_time=0:00:25.297438 2021-04-10 04:14:15,121 INFO : EVAL, epoch=0150, iter=00010/00040, fetch data time cost=1.25ms, fps=5137 images/s, loss=0.3547, top1-acc=90.98%, top5-acc=99.61%, remaining_time=0:00:01.494990, arrival_time=2021-04-10 04:14:16.616382, cost_time=0:00:00.498334 2021-04-10 04:14:15,541 INFO : EVAL, epoch=0150, iter=00020/00040, fetch data time cost=1.32ms, fps=6096 images/s, loss=0.3715, top1-acc=91.29%, top5-acc=99.45%, remaining_time=0:00:00.918600, arrival_time=2021-04-10 04:14:16.460238, cost_time=0:00:00.918590 2021-04-10 04:14:15,961 INFO : EVAL, epoch=0150, iter=00030/00040, fetch data time cost=1.33ms, fps=6106 images/s, loss=0.3756, top1-acc=91.20%, top5-acc=99.51%, remaining_time=0:00:00.446050, arrival_time=2021-04-10 04:14:16.407330, cost_time=0:00:01.338158 2021-04-10 04:14:16,341 INFO : EVAL, epoch=0150, iter=00040/00040, fetch data time cost=0.06ms, fps=6110 images/s, loss=0.3748, top1-acc=91.30%, top5-acc=99.54%, remaining_time=0:00:00, arrival_time=2021-04-10 04:14:16.341413, cost_time=0:00:01.718382 2021-04-10 04:14:17,106 INFO : Epoch=0150 complete, best val top1-acc=91.99%, top5-acc=99.51% (epoch=141), remaining_time=0:23:29.526050, arrival_time=2021-04-10 04:37:46.632671, cost_time=1:10:28.578160 2021-04-10 04:14:17,107 INFO : Train start, epoch=0151, lr=0.014645 2021-04-10 04:14:18,574 INFO : TRAIN, epoch=0151, iter=00010/00196, fetch data time cost=1.32ms, fps=1744 images/s, loss=0.0382, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:27.296616, arrival_time=2021-04-10 04:14:45.871499, cost_time=0:00:01.467562 2021-04-10 04:14:19,860 INFO : TRAIN, epoch=0151, iter=00020/00196, fetch data time cost=1.42ms, fps=1993 images/s, loss=0.0351, top1-acc=98.77%, top5-acc=100.00%, remaining_time=0:00:24.223760, arrival_time=2021-04-10 04:14:44.083787, cost_time=0:00:02.752707 2021-04-10 04:14:21,143 INFO : TRAIN, epoch=0151, iter=00030/00196, fetch data time cost=1.34ms, fps=1995 images/s, loss=0.0340, top1-acc=98.83%, top5-acc=99.99%, remaining_time=0:00:22.334138, arrival_time=2021-04-10 04:14:43.477734, cost_time=0:00:04.036276 2021-04-10 04:14:22,430 INFO : TRAIN, epoch=0151, iter=00040/00196, fetch data time cost=1.38ms, fps=1990 images/s, loss=0.0362, top1-acc=98.81%, top5-acc=99.98%, remaining_time=0:00:20.759232, arrival_time=2021-04-10 04:14:43.189498, cost_time=0:00:05.322886 2021-04-10 04:14:23,715 INFO : TRAIN, epoch=0151, iter=00050/00196, fetch data time cost=1.35ms, fps=1992 images/s, loss=0.0378, top1-acc=98.79%, top5-acc=99.98%, remaining_time=0:00:19.296966, arrival_time=2021-04-10 04:14:43.012880, cost_time=0:00:06.608574 2021-04-10 04:14:25,001 INFO : TRAIN, epoch=0151, iter=00060/00196, fetch data time cost=1.40ms, fps=1992 images/s, loss=0.0379, top1-acc=98.79%, top5-acc=99.98%, remaining_time=0:00:17.893384, arrival_time=2021-04-10 04:14:42.894860, cost_time=0:00:07.894161 2021-04-10 04:14:26,288 INFO : TRAIN, epoch=0151, iter=00070/00196, fetch data time cost=1.43ms, fps=1990 images/s, loss=0.0385, top1-acc=98.76%, top5-acc=99.98%, remaining_time=0:00:16.525530, arrival_time=2021-04-10 04:14:42.813704, cost_time=0:00:09.180856 2021-04-10 04:14:27,573 INFO : TRAIN, epoch=0151, iter=00080/00196, fetch data time cost=1.47ms, fps=1992 images/s, loss=0.0380, top1-acc=98.80%, top5-acc=99.98%, remaining_time=0:00:15.176164, arrival_time=2021-04-10 04:14:42.749812, cost_time=0:00:10.466328 2021-04-10 04:14:28,862 INFO : TRAIN, epoch=0151, iter=00090/00196, fetch data time cost=1.29ms, fps=1987 images/s, loss=0.0374, top1-acc=98.80%, top5-acc=99.98%, remaining_time=0:00:13.844766, arrival_time=2021-04-10 04:14:42.707102, cost_time=0:00:11.754950 2021-04-10 04:14:30,147 INFO : TRAIN, epoch=0151, iter=00100/00196, fetch data time cost=1.33ms, fps=1992 images/s, loss=0.0371, top1-acc=98.82%, top5-acc=99.98%, remaining_time=0:00:12.518880, arrival_time=2021-04-10 04:14:42.666723, cost_time=0:00:13.040527 2021-04-10 04:14:31,434 INFO : TRAIN, epoch=0151, iter=00110/00196, fetch data time cost=1.34ms, fps=1991 images/s, loss=0.0371, top1-acc=98.83%, top5-acc=99.99%, remaining_time=0:00:11.201156, arrival_time=2021-04-10 04:14:42.635488, cost_time=0:00:14.327016 2021-04-10 04:14:32,719 INFO : TRAIN, epoch=0151, iter=00120/00196, fetch data time cost=1.41ms, fps=1993 images/s, loss=0.0373, top1-acc=98.83%, top5-acc=99.98%, remaining_time=0:00:09.887524, arrival_time=2021-04-10 04:14:42.606706, cost_time=0:00:15.611837 2021-04-10 04:14:34,005 INFO : TRAIN, epoch=0151, iter=00130/00196, fetch data time cost=1.31ms, fps=1991 images/s, loss=0.0373, top1-acc=98.85%, top5-acc=99.98%, remaining_time=0:00:08.579142, arrival_time=2021-04-10 04:14:42.584810, cost_time=0:00:16.898353 2021-04-10 04:14:35,292 INFO : TRAIN, epoch=0151, iter=00140/00196, fetch data time cost=1.33ms, fps=1990 images/s, loss=0.0371, top1-acc=98.84%, top5-acc=99.99%, remaining_time=0:00:07.274064, arrival_time=2021-04-10 04:14:42.566711, cost_time=0:00:18.185136 2021-04-10 04:14:36,578 INFO : TRAIN, epoch=0151, iter=00150/00196, fetch data time cost=1.30ms, fps=1992 images/s, loss=0.0367, top1-acc=98.87%, top5-acc=99.99%, remaining_time=0:00:05.971214, arrival_time=2021-04-10 04:14:42.549875, cost_time=0:00:19.471346 2021-04-10 04:14:37,865 INFO : TRAIN, epoch=0151, iter=00160/00196, fetch data time cost=1.49ms, fps=1990 images/s, loss=0.0366, top1-acc=98.86%, top5-acc=99.99%, remaining_time=0:00:04.670532, arrival_time=2021-04-10 04:14:42.535733, cost_time=0:00:20.757884 2021-04-10 04:14:39,151 INFO : TRAIN, epoch=0151, iter=00170/00196, fetch data time cost=1.39ms, fps=1990 images/s, loss=0.0364, top1-acc=98.89%, top5-acc=99.99%, remaining_time=0:00:03.371524, arrival_time=2021-04-10 04:14:42.523365, cost_time=0:00:22.044530 2021-04-10 04:14:40,437 INFO : TRAIN, epoch=0151, iter=00180/00196, fetch data time cost=1.51ms, fps=1992 images/s, loss=0.0359, top1-acc=98.90%, top5-acc=99.99%, remaining_time=0:00:02.073792, arrival_time=2021-04-10 04:14:42.511378, cost_time=0:00:23.330239 2021-04-10 04:14:41,725 INFO : TRAIN, epoch=0151, iter=00190/00196, fetch data time cost=1.07ms, fps=1988 images/s, loss=0.0359, top1-acc=98.89%, top5-acc=99.99%, remaining_time=0:00:00.777426, arrival_time=2021-04-10 04:14:42.503154, cost_time=0:00:24.618418 2021-04-10 04:14:42,422 INFO : TRAIN, epoch=0151, iter=00196/00196, fetch data time cost=1.24ms, fps=1952 images/s, loss=0.0363, top1-acc=98.88%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 04:14:42.422931, cost_time=0:00:25.315626 2021-04-10 04:14:42,928 INFO : EVAL, epoch=0151, iter=00010/00040, fetch data time cost=0.19ms, fps=5070 images/s, loss=0.3735, top1-acc=91.76%, top5-acc=99.41%, remaining_time=0:00:01.514760, arrival_time=2021-04-10 04:14:44.443570, cost_time=0:00:00.504922 2021-04-10 04:14:43,346 INFO : EVAL, epoch=0151, iter=00020/00040, fetch data time cost=1.30ms, fps=6135 images/s, loss=0.3694, top1-acc=92.01%, top5-acc=99.47%, remaining_time=0:00:00.922560, arrival_time=2021-04-10 04:14:44.269007, cost_time=0:00:00.922558 2021-04-10 04:14:43,765 INFO : EVAL, epoch=0151, iter=00030/00040, fetch data time cost=1.33ms, fps=6120 images/s, loss=0.3748, top1-acc=91.58%, top5-acc=99.48%, remaining_time=0:00:00.447060, arrival_time=2021-04-10 04:14:44.212124, cost_time=0:00:01.341187 2021-04-10 04:14:44,149 INFO : EVAL, epoch=0151, iter=00040/00040, fetch data time cost=0.10ms, fps=6046 images/s, loss=0.3666, top1-acc=91.50%, top5-acc=99.47%, remaining_time=0:00:00, arrival_time=2021-04-10 04:14:44.149092, cost_time=0:00:01.725233 2021-04-10 04:14:45,352 INFO : Epoch=0151 complete, best val top1-acc=91.99%, top5-acc=99.51% (epoch=141), remaining_time=0:23:01.353610, arrival_time=2021-04-10 04:37:46.706412, cost_time=1:10:56.824355 2021-04-10 04:14:45,353 INFO : Train start, epoch=0152, lr=0.014094 2021-04-10 04:14:46,818 INFO : TRAIN, epoch=0152, iter=00010/00196, fetch data time cost=0.26ms, fps=1748 images/s, loss=0.0434, top1-acc=98.59%, top5-acc=99.96%, remaining_time=0:00:27.247884, arrival_time=2021-04-10 04:15:14.066382, cost_time=0:00:01.464936 2021-04-10 04:14:48,103 INFO : TRAIN, epoch=0152, iter=00020/00196, fetch data time cost=1.31ms, fps=1994 images/s, loss=0.0387, top1-acc=98.75%, top5-acc=99.96%, remaining_time=0:00:24.196128, arrival_time=2021-04-10 04:15:12.299168, cost_time=0:00:02.749552 2021-04-10 04:14:49,388 INFO : TRAIN, epoch=0152, iter=00030/00196, fetch data time cost=1.31ms, fps=1992 images/s, loss=0.0362, top1-acc=98.84%, top5-acc=99.97%, remaining_time=0:00:22.325672, arrival_time=2021-04-10 04:15:11.713919, cost_time=0:00:04.034761 2021-04-10 04:14:50,674 INFO : TRAIN, epoch=0152, iter=00040/00196, fetch data time cost=1.73ms, fps=1990 images/s, loss=0.0349, top1-acc=98.87%, top5-acc=99.98%, remaining_time=0:00:20.753148, arrival_time=2021-04-10 04:15:11.427948, cost_time=0:00:05.321309 2021-04-10 04:14:51,965 INFO : TRAIN, epoch=0152, iter=00050/00196, fetch data time cost=1.33ms, fps=1984 images/s, loss=0.0342, top1-acc=98.91%, top5-acc=99.98%, remaining_time=0:00:19.307916, arrival_time=2021-04-10 04:15:11.273765, cost_time=0:00:06.612290 2021-04-10 04:14:53,253 INFO : TRAIN, epoch=0152, iter=00060/00196, fetch data time cost=1.39ms, fps=1988 images/s, loss=0.0346, top1-acc=98.87%, top5-acc=99.99%, remaining_time=0:00:17.907392, arrival_time=2021-04-10 04:15:11.161192, cost_time=0:00:07.900316 2021-04-10 04:14:54,538 INFO : TRAIN, epoch=0152, iter=00070/00196, fetch data time cost=1.38ms, fps=1993 images/s, loss=0.0337, top1-acc=98.88%, top5-acc=99.99%, remaining_time=0:00:16.532964, arrival_time=2021-04-10 04:15:11.071426, cost_time=0:00:09.184977 2021-04-10 04:14:55,828 INFO : TRAIN, epoch=0152, iter=00080/00196, fetch data time cost=1.66ms, fps=1985 images/s, loss=0.0330, top1-acc=98.89%, top5-acc=99.99%, remaining_time=0:00:15.189040, arrival_time=2021-04-10 04:15:11.017711, cost_time=0:00:10.475192 2021-04-10 04:14:57,113 INFO : TRAIN, epoch=0152, iter=00090/00196, fetch data time cost=1.35ms, fps=1992 images/s, loss=0.0335, top1-acc=98.88%, top5-acc=99.99%, remaining_time=0:00:13.851232, arrival_time=2021-04-10 04:15:10.965174, cost_time=0:00:11.760444 2021-04-10 04:14:58,401 INFO : TRAIN, epoch=0152, iter=00100/00196, fetch data time cost=1.38ms, fps=1989 images/s, loss=0.0335, top1-acc=98.88%, top5-acc=99.99%, remaining_time=0:00:12.525888, arrival_time=2021-04-10 04:15:10.927208, cost_time=0:00:13.047828 2021-04-10 04:14:59,692 INFO : TRAIN, epoch=0152, iter=00110/00196, fetch data time cost=1.41ms, fps=1984 images/s, loss=0.0341, top1-acc=98.87%, top5-acc=99.99%, remaining_time=0:00:11.210272, arrival_time=2021-04-10 04:15:10.902518, cost_time=0:00:14.338689 2021-04-10 04:15:00,977 INFO : TRAIN, epoch=0152, iter=00120/00196, fetch data time cost=1.39ms, fps=1992 images/s, loss=0.0339, top1-acc=98.87%, top5-acc=99.99%, remaining_time=0:00:09.895504, arrival_time=2021-04-10 04:15:10.873442, cost_time=0:00:15.624448 2021-04-10 04:15:02,262 INFO : TRAIN, epoch=0152, iter=00130/00196, fetch data time cost=1.63ms, fps=1993 images/s, loss=0.0340, top1-acc=98.87%, top5-acc=99.99%, remaining_time=0:00:08.584620, arrival_time=2021-04-10 04:15:10.847153, cost_time=0:00:16.909052 2021-04-10 04:15:03,550 INFO : TRAIN, epoch=0152, iter=00140/00196, fetch data time cost=1.64ms, fps=1989 images/s, loss=0.0335, top1-acc=98.89%, top5-acc=99.99%, remaining_time=0:00:07.278712, arrival_time=2021-04-10 04:15:10.828914, cost_time=0:00:18.196720 2021-04-10 04:15:04,838 INFO : TRAIN, epoch=0152, iter=00150/00196, fetch data time cost=1.31ms, fps=1987 images/s, loss=0.0332, top1-acc=98.90%, top5-acc=99.99%, remaining_time=0:00:05.975538, arrival_time=2021-04-10 04:15:10.814440, cost_time=0:00:19.485400 2021-04-10 04:15:06,124 INFO : TRAIN, epoch=0152, iter=00160/00196, fetch data time cost=1.34ms, fps=1991 images/s, loss=0.0329, top1-acc=98.90%, top5-acc=99.99%, remaining_time=0:00:04.673556, arrival_time=2021-04-10 04:15:10.798363, cost_time=0:00:20.771318 2021-04-10 04:15:07,411 INFO : TRAIN, epoch=0152, iter=00170/00196, fetch data time cost=1.63ms, fps=1990 images/s, loss=0.0326, top1-acc=98.92%, top5-acc=99.99%, remaining_time=0:00:03.373656, arrival_time=2021-04-10 04:15:10.785586, cost_time=0:00:22.058445 2021-04-10 04:15:08,696 INFO : TRAIN, epoch=0152, iter=00180/00196, fetch data time cost=1.47ms, fps=1993 images/s, loss=0.0327, top1-acc=98.93%, top5-acc=99.99%, remaining_time=0:00:02.074960, arrival_time=2021-04-10 04:15:10.771825, cost_time=0:00:23.343383 2021-04-10 04:15:09,984 INFO : TRAIN, epoch=0152, iter=00190/00196, fetch data time cost=1.19ms, fps=1988 images/s, loss=0.0326, top1-acc=98.93%, top5-acc=99.99%, remaining_time=0:00:00.777828, arrival_time=2021-04-10 04:15:10.762579, cost_time=0:00:24.631212 2021-04-10 04:15:10,680 INFO : TRAIN, epoch=0152, iter=00196/00196, fetch data time cost=1.36ms, fps=1956 images/s, loss=0.0325, top1-acc=98.92%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 04:15:10.680562, cost_time=0:00:25.327080 2021-04-10 04:15:11,171 INFO : EVAL, epoch=0152, iter=00010/00040, fetch data time cost=0.21ms, fps=5222 images/s, loss=0.3261, top1-acc=92.54%, top5-acc=99.73%, remaining_time=0:00:01.470570, arrival_time=2021-04-10 04:15:12.642233, cost_time=0:00:00.490194 2021-04-10 04:15:11,587 INFO : EVAL, epoch=0152, iter=00020/00040, fetch data time cost=1.24ms, fps=6159 images/s, loss=0.3279, top1-acc=92.36%, top5-acc=99.57%, remaining_time=0:00:00.906200, arrival_time=2021-04-10 04:15:12.493854, cost_time=0:00:00.906190 2021-04-10 04:15:12,009 INFO : EVAL, epoch=0152, iter=00030/00040, fetch data time cost=1.40ms, fps=6079 images/s, loss=0.3160, top1-acc=92.46%, top5-acc=99.64%, remaining_time=0:00:00.442540, arrival_time=2021-04-10 04:15:12.451619, cost_time=0:00:01.327610 2021-04-10 04:15:12,389 INFO : EVAL, epoch=0152, iter=00040/00040, fetch data time cost=0.06ms, fps=6099 images/s, loss=0.3280, top1-acc=92.38%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-10 04:15:12.389800, cost_time=0:00:01.708358 2021-04-10 04:15:14,759 INFO : Epoch=0152 complete, best val top1-acc=92.38%, top5-acc=99.60% (epoch=152), remaining_time=0:22:33.546768, arrival_time=2021-04-10 04:37:48.306646, cost_time=1:11:26.231392 2021-04-10 04:15:14,760 INFO : Train start, epoch=0153, lr=0.013552 2021-04-10 04:15:16,316 INFO : TRAIN, epoch=0153, iter=00010/00196, fetch data time cost=1.39ms, fps=1646 images/s, loss=0.0308, top1-acc=98.98%, top5-acc=99.96%, remaining_time=0:00:28.931184, arrival_time=2021-04-10 04:15:45.247721, cost_time=0:00:01.555445 2021-04-10 04:15:17,604 INFO : TRAIN, epoch=0153, iter=00020/00196, fetch data time cost=1.57ms, fps=1988 images/s, loss=0.0322, top1-acc=98.95%, top5-acc=99.96%, remaining_time=0:00:25.021216, arrival_time=2021-04-10 04:15:42.625601, cost_time=0:00:02.843316 2021-04-10 04:15:18,893 INFO : TRAIN, epoch=0153, iter=00030/00196, fetch data time cost=1.36ms, fps=1986 images/s, loss=0.0316, top1-acc=98.96%, top5-acc=99.97%, remaining_time=0:00:22.867496, arrival_time=2021-04-10 04:15:41.761251, cost_time=0:00:04.132684 2021-04-10 04:15:20,178 INFO : TRAIN, epoch=0153, iter=00040/00196, fetch data time cost=1.31ms, fps=1994 images/s, loss=0.0278, top1-acc=99.09%, top5-acc=99.98%, remaining_time=0:00:21.126144, arrival_time=2021-04-10 04:15:41.304160, cost_time=0:00:05.416949 2021-04-10 04:15:21,463 INFO : TRAIN, epoch=0153, iter=00050/00196, fetch data time cost=1.30ms, fps=1992 images/s, loss=0.0294, top1-acc=99.12%, top5-acc=99.98%, remaining_time=0:00:19.571446, arrival_time=2021-04-10 04:15:41.035056, cost_time=0:00:06.702538 2021-04-10 04:15:22,747 INFO : TRAIN, epoch=0153, iter=00060/00196, fetch data time cost=1.39ms, fps=1994 images/s, loss=0.0278, top1-acc=99.17%, top5-acc=99.99%, remaining_time=0:00:18.102960, arrival_time=2021-04-10 04:15:40.850605, cost_time=0:00:07.986574 2021-04-10 04:15:24,032 INFO : TRAIN, epoch=0153, iter=00070/00196, fetch data time cost=1.32ms, fps=1994 images/s, loss=0.0273, top1-acc=99.16%, top5-acc=99.99%, remaining_time=0:00:16.687566, arrival_time=2021-04-10 04:15:40.719574, cost_time=0:00:09.270856 2021-04-10 04:15:25,318 INFO : TRAIN, epoch=0153, iter=00080/00196, fetch data time cost=1.33ms, fps=1991 images/s, loss=0.0263, top1-acc=99.19%, top5-acc=99.99%, remaining_time=0:00:15.307940, arrival_time=2021-04-10 04:15:40.626319, cost_time=0:00:10.557209 2021-04-10 04:15:26,603 INFO : TRAIN, epoch=0153, iter=00090/00196, fetch data time cost=1.39ms, fps=1993 images/s, loss=0.0269, top1-acc=99.20%, top5-acc=99.99%, remaining_time=0:00:13.947480, arrival_time=2021-04-10 04:15:40.550763, cost_time=0:00:11.842204 2021-04-10 04:15:27,891 INFO : TRAIN, epoch=0153, iter=00100/00196, fetch data time cost=1.34ms, fps=1987 images/s, loss=0.0287, top1-acc=99.14%, top5-acc=99.99%, remaining_time=0:00:12.605472, arrival_time=2021-04-10 04:15:40.497264, cost_time=0:00:13.130718 2021-04-10 04:15:29,177 INFO : TRAIN, epoch=0153, iter=00110/00196, fetch data time cost=1.34ms, fps=1992 images/s, loss=0.0281, top1-acc=99.15%, top5-acc=99.99%, remaining_time=0:00:11.270644, arrival_time=2021-04-10 04:15:40.447697, cost_time=0:00:14.415985 2021-04-10 04:15:30,464 INFO : TRAIN, epoch=0153, iter=00120/00196, fetch data time cost=1.39ms, fps=1989 images/s, loss=0.0283, top1-acc=99.16%, top5-acc=99.99%, remaining_time=0:00:09.945284, arrival_time=2021-04-10 04:15:40.409490, cost_time=0:00:15.703138 2021-04-10 04:15:31,750 INFO : TRAIN, epoch=0153, iter=00130/00196, fetch data time cost=1.43ms, fps=1991 images/s, loss=0.0283, top1-acc=99.16%, top5-acc=99.99%, remaining_time=0:00:08.625276, arrival_time=2021-04-10 04:15:40.375571, cost_time=0:00:16.989224 2021-04-10 04:15:33,039 INFO : TRAIN, epoch=0153, iter=00140/00196, fetch data time cost=1.46ms, fps=1986 images/s, loss=0.0277, top1-acc=99.18%, top5-acc=99.99%, remaining_time=0:00:07.311416, arrival_time=2021-04-10 04:15:40.351026, cost_time=0:00:18.278529 2021-04-10 04:15:34,330 INFO : TRAIN, epoch=0153, iter=00150/00196, fetch data time cost=1.44ms, fps=1984 images/s, loss=0.0281, top1-acc=99.15%, top5-acc=99.99%, remaining_time=0:00:06.001160, arrival_time=2021-04-10 04:15:40.331201, cost_time=0:00:19.568970 2021-04-10 04:15:35,614 INFO : TRAIN, epoch=0153, iter=00160/00196, fetch data time cost=1.31ms, fps=1994 images/s, loss=0.0293, top1-acc=99.10%, top5-acc=99.99%, remaining_time=0:00:04.691952, arrival_time=2021-04-10 04:15:40.306185, cost_time=0:00:20.853161 2021-04-10 04:15:36,901 INFO : TRAIN, epoch=0153, iter=00170/00196, fetch data time cost=1.39ms, fps=1990 images/s, loss=0.0294, top1-acc=99.09%, top5-acc=99.99%, remaining_time=0:00:03.386110, arrival_time=2021-04-10 04:15:40.287065, cost_time=0:00:22.139877 2021-04-10 04:15:38,186 INFO : TRAIN, epoch=0153, iter=00180/00196, fetch data time cost=1.34ms, fps=1993 images/s, loss=0.0301, top1-acc=99.07%, top5-acc=99.99%, remaining_time=0:00:02.082224, arrival_time=2021-04-10 04:15:40.268365, cost_time=0:00:23.425069 2021-04-10 04:15:39,470 INFO : TRAIN, epoch=0153, iter=00190/00196, fetch data time cost=1.16ms, fps=1994 images/s, loss=0.0301, top1-acc=99.07%, top5-acc=99.99%, remaining_time=0:00:00.780294, arrival_time=2021-04-10 04:15:40.250572, cost_time=0:00:24.709220 2021-04-10 04:15:40,167 INFO : TRAIN, epoch=0153, iter=00196/00196, fetch data time cost=1.16ms, fps=1951 images/s, loss=0.0300, top1-acc=99.07%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 04:15:40.167864, cost_time=0:00:25.406821 2021-04-10 04:15:40,682 INFO : EVAL, epoch=0153, iter=00010/00040, fetch data time cost=0.19ms, fps=4981 images/s, loss=0.3331, top1-acc=91.72%, top5-acc=99.57%, remaining_time=0:00:01.541820, arrival_time=2021-04-10 04:15:42.224464, cost_time=0:00:00.513938 2021-04-10 04:15:41,100 INFO : EVAL, epoch=0153, iter=00020/00040, fetch data time cost=1.34ms, fps=6137 images/s, loss=0.3384, top1-acc=91.89%, top5-acc=99.49%, remaining_time=0:00:00.931420, arrival_time=2021-04-10 04:15:42.031546, cost_time=0:00:00.931419 2021-04-10 04:15:41,520 INFO : EVAL, epoch=0153, iter=00030/00040, fetch data time cost=1.38ms, fps=6093 images/s, loss=0.3451, top1-acc=91.86%, top5-acc=99.51%, remaining_time=0:00:00.450640, arrival_time=2021-04-10 04:15:41.971267, cost_time=0:00:01.351921 2021-04-10 04:15:41,902 INFO : EVAL, epoch=0153, iter=00040/00040, fetch data time cost=0.07ms, fps=6087 images/s, loss=0.3479, top1-acc=91.78%, top5-acc=99.47%, remaining_time=0:00:00, arrival_time=2021-04-10 04:15:41.902077, cost_time=0:00:01.733394 2021-04-10 04:15:42,679 INFO : Epoch=0153 complete, best val top1-acc=92.38%, top5-acc=99.60% (epoch=152), remaining_time=0:22:05.262102, arrival_time=2021-04-10 04:37:47.941596, cost_time=1:11:54.151043 2021-04-10 04:15:42,680 INFO : Train start, epoch=0154, lr=0.013018 2021-04-10 04:15:44,170 INFO : TRAIN, epoch=0154, iter=00010/00196, fetch data time cost=1.38ms, fps=1718 images/s, loss=0.0256, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:27.715488, arrival_time=2021-04-10 04:16:11.885724, cost_time=0:00:01.490076 2021-04-10 04:15:45,460 INFO : TRAIN, epoch=0154, iter=00020/00196, fetch data time cost=1.59ms, fps=1985 images/s, loss=0.0348, top1-acc=99.00%, top5-acc=99.98%, remaining_time=0:00:24.463472, arrival_time=2021-04-10 04:16:09.923749, cost_time=0:00:02.779935 2021-04-10 04:15:46,750 INFO : TRAIN, epoch=0154, iter=00030/00196, fetch data time cost=1.40ms, fps=1986 images/s, loss=0.0346, top1-acc=99.05%, top5-acc=99.97%, remaining_time=0:00:22.520390, arrival_time=2021-04-10 04:16:09.270496, cost_time=0:00:04.069939 2021-04-10 04:15:48,036 INFO : TRAIN, epoch=0154, iter=00040/00196, fetch data time cost=1.22ms, fps=1991 images/s, loss=0.0341, top1-acc=99.05%, top5-acc=99.97%, remaining_time=0:00:20.887932, arrival_time=2021-04-10 04:16:08.923986, cost_time=0:00:05.355899 2021-04-10 04:15:49,325 INFO : TRAIN, epoch=0154, iter=00050/00196, fetch data time cost=1.35ms, fps=1986 images/s, loss=0.0329, top1-acc=99.06%, top5-acc=99.98%, remaining_time=0:00:19.404422, arrival_time=2021-04-10 04:16:08.729982, cost_time=0:00:06.645350 2021-04-10 04:15:50,613 INFO : TRAIN, epoch=0154, iter=00060/00196, fetch data time cost=1.44ms, fps=1989 images/s, loss=0.0319, top1-acc=99.04%, top5-acc=99.97%, remaining_time=0:00:17.981648, arrival_time=2021-04-10 04:16:08.594913, cost_time=0:00:07.933090 2021-04-10 04:15:51,901 INFO : TRAIN, epoch=0154, iter=00070/00196, fetch data time cost=1.52ms, fps=1988 images/s, loss=0.0332, top1-acc=99.00%, top5-acc=99.98%, remaining_time=0:00:16.598484, arrival_time=2021-04-10 04:16:08.500103, cost_time=0:00:09.221381 2021-04-10 04:15:53,187 INFO : TRAIN, epoch=0154, iter=00080/00196, fetch data time cost=1.42ms, fps=1992 images/s, loss=0.0320, top1-acc=99.04%, top5-acc=99.98%, remaining_time=0:00:15.234860, arrival_time=2021-04-10 04:16:08.421845, cost_time=0:00:10.506821 2021-04-10 04:15:54,474 INFO : TRAIN, epoch=0154, iter=00090/00196, fetch data time cost=1.37ms, fps=1989 images/s, loss=0.0316, top1-acc=99.04%, top5-acc=99.98%, remaining_time=0:00:13.890770, arrival_time=2021-04-10 04:16:08.365000, cost_time=0:00:11.794068 2021-04-10 04:15:55,760 INFO : TRAIN, epoch=0154, iter=00100/00196, fetch data time cost=1.49ms, fps=1990 images/s, loss=0.0315, top1-acc=99.03%, top5-acc=99.98%, remaining_time=0:00:12.557376, arrival_time=2021-04-10 04:16:08.318128, cost_time=0:00:13.080590 2021-04-10 04:15:57,046 INFO : TRAIN, epoch=0154, iter=00110/00196, fetch data time cost=1.36ms, fps=1991 images/s, loss=0.0309, top1-acc=99.03%, top5-acc=99.99%, remaining_time=0:00:11.231944, arrival_time=2021-04-10 04:16:08.278561, cost_time=0:00:14.366443 2021-04-10 04:15:58,337 INFO : TRAIN, epoch=0154, iter=00120/00196, fetch data time cost=1.48ms, fps=1984 images/s, loss=0.0307, top1-acc=99.05%, top5-acc=99.99%, remaining_time=0:00:09.916100, arrival_time=2021-04-10 04:16:08.253245, cost_time=0:00:15.656984 2021-04-10 04:15:59,626 INFO : TRAIN, epoch=0154, iter=00130/00196, fetch data time cost=1.34ms, fps=1986 images/s, loss=0.0307, top1-acc=99.05%, top5-acc=99.99%, remaining_time=0:00:08.603562, arrival_time=2021-04-10 04:16:08.230201, cost_time=0:00:16.946396 2021-04-10 04:16:00,912 INFO : TRAIN, epoch=0154, iter=00140/00196, fetch data time cost=1.36ms, fps=1991 images/s, loss=0.0303, top1-acc=99.05%, top5-acc=99.99%, remaining_time=0:00:07.292992, arrival_time=2021-04-10 04:16:08.205611, cost_time=0:00:18.232443 2021-04-10 04:16:02,198 INFO : TRAIN, epoch=0154, iter=00150/00196, fetch data time cost=1.33ms, fps=1992 images/s, loss=0.0304, top1-acc=99.06%, top5-acc=99.99%, remaining_time=0:00:05.985566, arrival_time=2021-04-10 04:16:08.183844, cost_time=0:00:19.518113 2021-04-10 04:16:03,483 INFO : TRAIN, epoch=0154, iter=00160/00196, fetch data time cost=1.41ms, fps=1992 images/s, loss=0.0307, top1-acc=99.06%, top5-acc=99.99%, remaining_time=0:00:04.680864, arrival_time=2021-04-10 04:16:08.164815, cost_time=0:00:20.803789 2021-04-10 04:16:04,769 INFO : TRAIN, epoch=0154, iter=00170/00196, fetch data time cost=1.36ms, fps=1991 images/s, loss=0.0308, top1-acc=99.06%, top5-acc=99.99%, remaining_time=0:00:03.378414, arrival_time=2021-04-10 04:16:08.148260, cost_time=0:00:22.089672 2021-04-10 04:16:06,056 INFO : TRAIN, epoch=0154, iter=00180/00196, fetch data time cost=1.44ms, fps=1990 images/s, loss=0.0310, top1-acc=99.04%, top5-acc=99.99%, remaining_time=0:00:02.077904, arrival_time=2021-04-10 04:16:08.134557, cost_time=0:00:23.376490 2021-04-10 04:16:07,344 INFO : TRAIN, epoch=0154, iter=00190/00196, fetch data time cost=1.17ms, fps=1988 images/s, loss=0.0309, top1-acc=99.04%, top5-acc=99.99%, remaining_time=0:00:00.778872, arrival_time=2021-04-10 04:16:08.123341, cost_time=0:00:24.664306 2021-04-10 04:16:08,040 INFO : TRAIN, epoch=0154, iter=00196/00196, fetch data time cost=1.39ms, fps=1956 images/s, loss=0.0310, top1-acc=99.04%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 04:16:08.040261, cost_time=0:00:25.360115 2021-04-10 04:16:08,538 INFO : EVAL, epoch=0154, iter=00010/00040, fetch data time cost=2.29ms, fps=5150 images/s, loss=0.3759, top1-acc=91.17%, top5-acc=99.49%, remaining_time=0:00:01.491300, arrival_time=2021-04-10 04:16:10.029550, cost_time=0:00:00.497097 2021-04-10 04:16:08,956 INFO : EVAL, epoch=0154, iter=00020/00040, fetch data time cost=1.52ms, fps=6126 images/s, loss=0.3771, top1-acc=91.58%, top5-acc=99.47%, remaining_time=0:00:00.915320, arrival_time=2021-04-10 04:16:09.871813, cost_time=0:00:00.915315 2021-04-10 04:16:09,377 INFO : EVAL, epoch=0154, iter=00030/00040, fetch data time cost=1.22ms, fps=6093 images/s, loss=0.3629, top1-acc=91.80%, top5-acc=99.53%, remaining_time=0:00:00.445280, arrival_time=2021-04-10 04:16:09.822536, cost_time=0:00:01.335842 2021-04-10 04:16:09,758 INFO : EVAL, epoch=0154, iter=00040/00040, fetch data time cost=0.06ms, fps=6088 images/s, loss=0.3727, top1-acc=91.81%, top5-acc=99.50%, remaining_time=0:00:00, arrival_time=2021-04-10 04:16:09.758875, cost_time=0:00:01.717748 2021-04-10 04:16:10,489 INFO : Epoch=0154 complete, best val top1-acc=92.38%, top5-acc=99.60% (epoch=152), remaining_time=0:21:36.949300, arrival_time=2021-04-10 04:37:47.438502, cost_time=1:12:21.960740 2021-04-10 04:16:10,489 INFO : Train start, epoch=0155, lr=0.012494 2021-04-10 04:16:11,955 INFO : TRAIN, epoch=0155, iter=00010/00196, fetch data time cost=1.37ms, fps=1747 images/s, loss=0.0288, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:27.254766, arrival_time=2021-04-10 04:16:39.209964, cost_time=0:00:01.465307 2021-04-10 04:16:13,242 INFO : TRAIN, epoch=0155, iter=00020/00196, fetch data time cost=1.39ms, fps=1990 images/s, loss=0.0279, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:24.220944, arrival_time=2021-04-10 04:16:37.463233, cost_time=0:00:02.752385 2021-04-10 04:16:14,526 INFO : TRAIN, epoch=0155, iter=00030/00196, fetch data time cost=1.38ms, fps=1994 images/s, loss=0.0268, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:22.335466, arrival_time=2021-04-10 04:16:36.861912, cost_time=0:00:04.036541 2021-04-10 04:16:15,811 INFO : TRAIN, epoch=0155, iter=00040/00196, fetch data time cost=1.85ms, fps=1993 images/s, loss=0.0278, top1-acc=99.16%, top5-acc=100.00%, remaining_time=0:00:20.754396, arrival_time=2021-04-10 04:16:36.566022, cost_time=0:00:05.321643 2021-04-10 04:16:17,095 INFO : TRAIN, epoch=0155, iter=00050/00196, fetch data time cost=1.36ms, fps=1995 images/s, loss=0.0268, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:00:19.287768, arrival_time=2021-04-10 04:16:36.383055, cost_time=0:00:06.605388 2021-04-10 04:16:18,383 INFO : TRAIN, epoch=0155, iter=00060/00196, fetch data time cost=1.33ms, fps=1988 images/s, loss=0.0276, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:17.891616, arrival_time=2021-04-10 04:16:36.274902, cost_time=0:00:07.893382 2021-04-10 04:16:19,671 INFO : TRAIN, epoch=0155, iter=00070/00196, fetch data time cost=1.40ms, fps=1988 images/s, loss=0.0275, top1-acc=99.16%, top5-acc=100.00%, remaining_time=0:00:16.527042, arrival_time=2021-04-10 04:16:36.198647, cost_time=0:00:09.181699 2021-04-10 04:16:20,959 INFO : TRAIN, epoch=0155, iter=00080/00196, fetch data time cost=1.43ms, fps=1988 images/s, loss=0.0279, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:15.180804, arrival_time=2021-04-10 04:16:36.140202, cost_time=0:00:10.469488 2021-04-10 04:16:22,243 INFO : TRAIN, epoch=0155, iter=00090/00196, fetch data time cost=1.34ms, fps=1994 images/s, loss=0.0279, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:13.843176, arrival_time=2021-04-10 04:16:36.086807, cost_time=0:00:11.753658 2021-04-10 04:16:23,527 INFO : TRAIN, epoch=0155, iter=00100/00196, fetch data time cost=1.47ms, fps=1995 images/s, loss=0.0277, top1-acc=99.14%, top5-acc=99.99%, remaining_time=0:00:12.515808, arrival_time=2021-04-10 04:16:36.043060, cost_time=0:00:13.037348 2021-04-10 04:16:24,811 INFO : TRAIN, epoch=0155, iter=00110/00196, fetch data time cost=1.33ms, fps=1994 images/s, loss=0.0285, top1-acc=99.13%, top5-acc=99.99%, remaining_time=0:00:11.196684, arrival_time=2021-04-10 04:16:36.007877, cost_time=0:00:14.321287 2021-04-10 04:16:26,099 INFO : TRAIN, epoch=0155, iter=00120/00196, fetch data time cost=1.47ms, fps=1988 images/s, loss=0.0293, top1-acc=99.13%, top5-acc=99.99%, remaining_time=0:00:09.886080, arrival_time=2021-04-10 04:16:35.985616, cost_time=0:00:15.609636 2021-04-10 04:16:27,387 INFO : TRAIN, epoch=0155, iter=00130/00196, fetch data time cost=1.38ms, fps=1989 images/s, loss=0.0292, top1-acc=99.14%, top5-acc=99.99%, remaining_time=0:00:08.578680, arrival_time=2021-04-10 04:16:35.965989, cost_time=0:00:16.897335 2021-04-10 04:16:28,674 INFO : TRAIN, epoch=0155, iter=00140/00196, fetch data time cost=1.36ms, fps=1989 images/s, loss=0.0297, top1-acc=99.10%, top5-acc=99.99%, remaining_time=0:00:07.273896, arrival_time=2021-04-10 04:16:35.948591, cost_time=0:00:18.184795 2021-04-10 04:16:29,961 INFO : TRAIN, epoch=0155, iter=00150/00196, fetch data time cost=1.30ms, fps=1989 images/s, loss=0.0295, top1-acc=99.10%, top5-acc=99.99%, remaining_time=0:00:05.971398, arrival_time=2021-04-10 04:16:35.933272, cost_time=0:00:19.471967 2021-04-10 04:16:31,247 INFO : TRAIN, epoch=0155, iter=00160/00196, fetch data time cost=1.37ms, fps=1992 images/s, loss=0.0298, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:00:04.670460, arrival_time=2021-04-10 04:16:35.917908, cost_time=0:00:20.757547 2021-04-10 04:16:32,533 INFO : TRAIN, epoch=0155, iter=00170/00196, fetch data time cost=1.31ms, fps=1992 images/s, loss=0.0301, top1-acc=99.07%, top5-acc=100.00%, remaining_time=0:00:03.371316, arrival_time=2021-04-10 04:16:35.904482, cost_time=0:00:22.043257 2021-04-10 04:16:33,818 INFO : TRAIN, epoch=0155, iter=00180/00196, fetch data time cost=1.33ms, fps=1992 images/s, loss=0.0305, top1-acc=99.07%, top5-acc=99.99%, remaining_time=0:00:02.073680, arrival_time=2021-04-10 04:16:35.892496, cost_time=0:00:23.328829 2021-04-10 04:16:35,106 INFO : TRAIN, epoch=0155, iter=00190/00196, fetch data time cost=1.14ms, fps=1989 images/s, loss=0.0303, top1-acc=99.07%, top5-acc=99.99%, remaining_time=0:00:00.777372, arrival_time=2021-04-10 04:16:35.884019, cost_time=0:00:24.616749 2021-04-10 04:16:35,801 INFO : TRAIN, epoch=0155, iter=00196/00196, fetch data time cost=1.17ms, fps=1960 images/s, loss=0.0298, top1-acc=99.08%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 04:16:35.801038, cost_time=0:00:25.311155 2021-04-10 04:16:36,291 INFO : EVAL, epoch=0155, iter=00010/00040, fetch data time cost=1.19ms, fps=5231 images/s, loss=0.3474, top1-acc=91.91%, top5-acc=99.53%, remaining_time=0:00:01.468200, arrival_time=2021-04-10 04:16:37.759511, cost_time=0:00:00.489402 2021-04-10 04:16:36,710 INFO : EVAL, epoch=0155, iter=00020/00040, fetch data time cost=1.34ms, fps=6109 images/s, loss=0.3291, top1-acc=92.38%, top5-acc=99.53%, remaining_time=0:00:00.908840, arrival_time=2021-04-10 04:16:37.619557, cost_time=0:00:00.908840 2021-04-10 04:16:37,126 INFO : EVAL, epoch=0155, iter=00030/00040, fetch data time cost=1.28ms, fps=6158 images/s, loss=0.3270, top1-acc=92.46%, top5-acc=99.52%, remaining_time=0:00:00.441620, arrival_time=2021-04-10 04:16:37.568365, cost_time=0:00:01.324867 2021-04-10 04:16:37,506 INFO : EVAL, epoch=0155, iter=00040/00040, fetch data time cost=0.05ms, fps=6121 images/s, loss=0.3265, top1-acc=92.31%, top5-acc=99.52%, remaining_time=0:00:00, arrival_time=2021-04-10 04:16:37.506044, cost_time=0:00:01.704188 2021-04-10 04:16:38,275 INFO : Epoch=0155 complete, best val top1-acc=92.38%, top5-acc=99.60% (epoch=152), remaining_time=0:21:08.636310, arrival_time=2021-04-10 04:37:46.911992, cost_time=1:12:49.747236 2021-04-10 04:16:38,276 INFO : Train start, epoch=0156, lr=0.011980 2021-04-10 04:16:39,752 INFO : TRAIN, epoch=0156, iter=00010/00196, fetch data time cost=1.32ms, fps=1735 images/s, loss=0.0319, top1-acc=99.06%, top5-acc=99.96%, remaining_time=0:00:27.444672, arrival_time=2021-04-10 04:17:07.196612, cost_time=0:00:01.475523 2021-04-10 04:16:41,037 INFO : TRAIN, epoch=0156, iter=00020/00196, fetch data time cost=1.28ms, fps=1993 images/s, loss=0.0270, top1-acc=99.12%, top5-acc=99.98%, remaining_time=0:00:24.294336, arrival_time=2021-04-10 04:17:05.331393, cost_time=0:00:02.760715 2021-04-10 04:16:42,320 INFO : TRAIN, epoch=0156, iter=00030/00196, fetch data time cost=1.31ms, fps=1995 images/s, loss=0.0307, top1-acc=99.14%, top5-acc=99.99%, remaining_time=0:00:22.378958, arrival_time=2021-04-10 04:17:04.699676, cost_time=0:00:04.044379 2021-04-10 04:16:43,608 INFO : TRAIN, epoch=0156, iter=00040/00196, fetch data time cost=1.39ms, fps=1988 images/s, loss=0.0263, top1-acc=99.28%, top5-acc=99.99%, remaining_time=0:00:20.795424, arrival_time=2021-04-10 04:17:04.403968, cost_time=0:00:05.332175 2021-04-10 04:16:44,899 INFO : TRAIN, epoch=0156, iter=00050/00196, fetch data time cost=1.77ms, fps=1985 images/s, loss=0.0261, top1-acc=99.25%, top5-acc=99.99%, remaining_time=0:00:19.337408, arrival_time=2021-04-10 04:17:04.236457, cost_time=0:00:06.622404 2021-04-10 04:16:46,187 INFO : TRAIN, epoch=0156, iter=00060/00196, fetch data time cost=1.35ms, fps=1989 images/s, loss=0.0261, top1-acc=99.25%, top5-acc=99.99%, remaining_time=0:00:17.931192, arrival_time=2021-04-10 04:17:04.118381, cost_time=0:00:07.910847 2021-04-10 04:16:47,469 INFO : TRAIN, epoch=0156, iter=00070/00196, fetch data time cost=1.27ms, fps=1997 images/s, loss=0.0261, top1-acc=99.24%, top5-acc=99.99%, remaining_time=0:00:16.547832, arrival_time=2021-04-10 04:17:04.017430, cost_time=0:00:09.193265 2021-04-10 04:16:48,753 INFO : TRAIN, epoch=0156, iter=00080/00196, fetch data time cost=1.24ms, fps=1995 images/s, loss=0.0256, top1-acc=99.26%, top5-acc=99.99%, remaining_time=0:00:15.191360, arrival_time=2021-04-10 04:17:03.944465, cost_time=0:00:10.476773 2021-04-10 04:16:50,041 INFO : TRAIN, epoch=0156, iter=00090/00196, fetch data time cost=1.30ms, fps=1988 images/s, loss=0.0253, top1-acc=99.25%, top5-acc=99.99%, remaining_time=0:00:13.856532, arrival_time=2021-04-10 04:17:03.897899, cost_time=0:00:11.765003 2021-04-10 04:16:51,322 INFO : TRAIN, epoch=0156, iter=00100/00196, fetch data time cost=1.28ms, fps=1999 images/s, loss=0.0250, top1-acc=99.25%, top5-acc=99.99%, remaining_time=0:00:12.524256, arrival_time=2021-04-10 04:17:03.846707, cost_time=0:00:13.046120 2021-04-10 04:16:52,616 INFO : TRAIN, epoch=0156, iter=00110/00196, fetch data time cost=1.85ms, fps=1980 images/s, loss=0.0243, top1-acc=99.29%, top5-acc=99.99%, remaining_time=0:00:11.210960, arrival_time=2021-04-10 04:17:03.827073, cost_time=0:00:14.339635 2021-04-10 04:16:53,901 INFO : TRAIN, epoch=0156, iter=00120/00196, fetch data time cost=1.26ms, fps=1993 images/s, loss=0.0238, top1-acc=99.30%, top5-acc=99.99%, remaining_time=0:00:09.895884, arrival_time=2021-04-10 04:17:03.797292, cost_time=0:00:15.625066 2021-04-10 04:16:55,186 INFO : TRAIN, epoch=0156, iter=00130/00196, fetch data time cost=1.29ms, fps=1992 images/s, loss=0.0234, top1-acc=99.32%, top5-acc=99.99%, remaining_time=0:00:08.585214, arrival_time=2021-04-10 04:17:03.771850, cost_time=0:00:16.910294 2021-04-10 04:16:56,470 INFO : TRAIN, epoch=0156, iter=00140/00196, fetch data time cost=1.54ms, fps=1995 images/s, loss=0.0232, top1-acc=99.32%, top5-acc=99.99%, remaining_time=0:00:07.277480, arrival_time=2021-04-10 04:17:03.747569, cost_time=0:00:18.193740 2021-04-10 04:16:57,754 INFO : TRAIN, epoch=0156, iter=00150/00196, fetch data time cost=1.46ms, fps=1994 images/s, loss=0.0231, top1-acc=99.32%, top5-acc=99.99%, remaining_time=0:00:05.973238, arrival_time=2021-04-10 04:17:03.727615, cost_time=0:00:19.477964 2021-04-10 04:16:59,037 INFO : TRAIN, epoch=0156, iter=00160/00196, fetch data time cost=1.43ms, fps=1996 images/s, loss=0.0233, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:04.671252, arrival_time=2021-04-10 04:17:03.708712, cost_time=0:00:20.761119 2021-04-10 04:17:00,325 INFO : TRAIN, epoch=0156, iter=00170/00196, fetch data time cost=1.33ms, fps=1989 images/s, loss=0.0236, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:03.372148, arrival_time=2021-04-10 04:17:03.697144, cost_time=0:00:22.048651 2021-04-10 04:17:01,610 INFO : TRAIN, epoch=0156, iter=00180/00196, fetch data time cost=1.28ms, fps=1992 images/s, loss=0.0240, top1-acc=99.27%, top5-acc=99.99%, remaining_time=0:00:02.074176, arrival_time=2021-04-10 04:17:03.684943, cost_time=0:00:23.334390 2021-04-10 04:17:02,904 INFO : TRAIN, epoch=0156, iter=00190/00196, fetch data time cost=1.15ms, fps=1980 images/s, loss=0.0239, top1-acc=99.27%, top5-acc=99.99%, remaining_time=0:00:00.777720, arrival_time=2021-04-10 04:17:03.681938, cost_time=0:00:24.627809 2021-04-10 04:17:03,600 INFO : TRAIN, epoch=0156, iter=00196/00196, fetch data time cost=1.16ms, fps=1956 images/s, loss=0.0239, top1-acc=99.27%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 04:17:03.600028, cost_time=0:00:25.323707 2021-04-10 04:17:04,085 INFO : EVAL, epoch=0156, iter=00010/00040, fetch data time cost=1.13ms, fps=5283 images/s, loss=0.3423, top1-acc=92.50%, top5-acc=99.57%, remaining_time=0:00:01.453740, arrival_time=2021-04-10 04:17:05.539241, cost_time=0:00:00.484581 2021-04-10 04:17:04,503 INFO : EVAL, epoch=0156, iter=00020/00040, fetch data time cost=1.19ms, fps=6136 images/s, loss=0.3621, top1-acc=92.30%, top5-acc=99.49%, remaining_time=0:00:00.902120, arrival_time=2021-04-10 04:17:05.405229, cost_time=0:00:00.902114 2021-04-10 04:17:04,927 INFO : EVAL, epoch=0156, iter=00030/00040, fetch data time cost=1.40ms, fps=6043 images/s, loss=0.3588, top1-acc=92.14%, top5-acc=99.54%, remaining_time=0:00:00.442080, arrival_time=2021-04-10 04:17:05.369234, cost_time=0:00:01.326227 2021-04-10 04:17:05,306 INFO : EVAL, epoch=0156, iter=00040/00040, fetch data time cost=0.06ms, fps=6119 images/s, loss=0.3504, top1-acc=92.35%, top5-acc=99.51%, remaining_time=0:00:00, arrival_time=2021-04-10 04:17:05.306652, cost_time=0:00:01.705756 2021-04-10 04:17:06,124 INFO : Epoch=0156 complete, best val top1-acc=92.38%, top5-acc=99.60% (epoch=152), remaining_time=0:20:40.347460, arrival_time=2021-04-10 04:37:46.471480, cost_time=1:13:17.595560 2021-04-10 04:17:06,124 INFO : Train start, epoch=0157, lr=0.011474 2021-04-10 04:17:07,603 INFO : TRAIN, epoch=0157, iter=00010/00196, fetch data time cost=1.80ms, fps=1731 images/s, loss=0.0355, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:27.500844, arrival_time=2021-04-10 04:17:35.104092, cost_time=0:00:01.478541 2021-04-10 04:17:08,887 INFO : TRAIN, epoch=0157, iter=00020/00196, fetch data time cost=1.29ms, fps=1993 images/s, loss=0.0288, top1-acc=99.12%, top5-acc=100.00%, remaining_time=0:00:24.315456, arrival_time=2021-04-10 04:17:33.203280, cost_time=0:00:02.763115 2021-04-10 04:17:10,171 INFO : TRAIN, epoch=0157, iter=00030/00196, fetch data time cost=1.34ms, fps=1995 images/s, loss=0.0279, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:22.392404, arrival_time=2021-04-10 04:17:32.563922, cost_time=0:00:04.046812 2021-04-10 04:17:11,455 INFO : TRAIN, epoch=0157, iter=00040/00196, fetch data time cost=1.36ms, fps=1994 images/s, loss=0.0273, top1-acc=99.17%, top5-acc=100.00%, remaining_time=0:00:20.790900, arrival_time=2021-04-10 04:17:32.246597, cost_time=0:00:05.330993 2021-04-10 04:17:12,739 INFO : TRAIN, epoch=0157, iter=00050/00196, fetch data time cost=1.55ms, fps=1994 images/s, loss=0.0274, top1-acc=99.17%, top5-acc=99.99%, remaining_time=0:00:19.316384, arrival_time=2021-04-10 04:17:32.056295, cost_time=0:00:06.615191 2021-04-10 04:17:14,024 INFO : TRAIN, epoch=0157, iter=00060/00196, fetch data time cost=1.60ms, fps=1994 images/s, loss=0.0270, top1-acc=99.18%, top5-acc=99.99%, remaining_time=0:00:17.905624, arrival_time=2021-04-10 04:17:31.929960, cost_time=0:00:07.899566 2021-04-10 04:17:15,308 INFO : TRAIN, epoch=0157, iter=00070/00196, fetch data time cost=1.49ms, fps=1995 images/s, loss=0.0262, top1-acc=99.22%, top5-acc=99.98%, remaining_time=0:00:16.529940, arrival_time=2021-04-10 04:17:31.837916, cost_time=0:00:09.183271 2021-04-10 04:17:16,591 INFO : TRAIN, epoch=0157, iter=00080/00196, fetch data time cost=1.42ms, fps=1995 images/s, loss=0.0261, top1-acc=99.22%, top5-acc=99.99%, remaining_time=0:00:15.176860, arrival_time=2021-04-10 04:17:31.768392, cost_time=0:00:10.466827 2021-04-10 04:17:17,875 INFO : TRAIN, epoch=0157, iter=00090/00196, fetch data time cost=1.36ms, fps=1994 images/s, loss=0.0253, top1-acc=99.23%, top5-acc=99.99%, remaining_time=0:00:13.839996, arrival_time=2021-04-10 04:17:31.715707, cost_time=0:00:11.750974 2021-04-10 04:17:19,159 INFO : TRAIN, epoch=0157, iter=00100/00196, fetch data time cost=1.42ms, fps=1995 images/s, loss=0.0244, top1-acc=99.26%, top5-acc=99.99%, remaining_time=0:00:12.513312, arrival_time=2021-04-10 04:17:31.672669, cost_time=0:00:13.034653 2021-04-10 04:17:20,448 INFO : TRAIN, epoch=0157, iter=00110/00196, fetch data time cost=1.30ms, fps=1986 images/s, loss=0.0243, top1-acc=99.26%, top5-acc=99.99%, remaining_time=0:00:11.198662, arrival_time=2021-04-10 04:17:31.647221, cost_time=0:00:14.323840 2021-04-10 04:17:21,737 INFO : TRAIN, epoch=0157, iter=00120/00196, fetch data time cost=1.40ms, fps=1988 images/s, loss=0.0243, top1-acc=99.26%, top5-acc=99.99%, remaining_time=0:00:09.887676, arrival_time=2021-04-10 04:17:31.624664, cost_time=0:00:15.612161 2021-04-10 04:17:23,020 INFO : TRAIN, epoch=0157, iter=00130/00196, fetch data time cost=1.44ms, fps=1995 images/s, loss=0.0240, top1-acc=99.27%, top5-acc=99.99%, remaining_time=0:00:08.577954, arrival_time=2021-04-10 04:17:31.598590, cost_time=0:00:16.895932 2021-04-10 04:17:24,303 INFO : TRAIN, epoch=0157, iter=00140/00196, fetch data time cost=1.13ms, fps=1996 images/s, loss=0.0240, top1-acc=99.27%, top5-acc=99.99%, remaining_time=0:00:07.271544, arrival_time=2021-04-10 04:17:31.575143, cost_time=0:00:18.178899 2021-04-10 04:17:25,590 INFO : TRAIN, epoch=0157, iter=00150/00196, fetch data time cost=1.31ms, fps=1990 images/s, loss=0.0237, top1-acc=99.27%, top5-acc=99.99%, remaining_time=0:00:05.969466, arrival_time=2021-04-10 04:17:31.559858, cost_time=0:00:19.465670 2021-04-10 04:17:26,879 INFO : TRAIN, epoch=0157, iter=00160/00196, fetch data time cost=1.35ms, fps=1987 images/s, loss=0.0239, top1-acc=99.28%, top5-acc=99.99%, remaining_time=0:00:04.669740, arrival_time=2021-04-10 04:17:31.548935, cost_time=0:00:20.754412 2021-04-10 04:17:28,164 INFO : TRAIN, epoch=0157, iter=00170/00196, fetch data time cost=1.31ms, fps=1993 images/s, loss=0.0242, top1-acc=99.27%, top5-acc=99.99%, remaining_time=0:00:03.370744, arrival_time=2021-04-10 04:17:31.534899, cost_time=0:00:22.039449 2021-04-10 04:17:29,447 INFO : TRAIN, epoch=0157, iter=00180/00196, fetch data time cost=1.37ms, fps=1995 images/s, loss=0.0246, top1-acc=99.25%, top5-acc=99.99%, remaining_time=0:00:02.073168, arrival_time=2021-04-10 04:17:31.520961, cost_time=0:00:23.323088 2021-04-10 04:17:30,731 INFO : TRAIN, epoch=0157, iter=00190/00196, fetch data time cost=1.11ms, fps=1995 images/s, loss=0.0248, top1-acc=99.24%, top5-acc=99.99%, remaining_time=0:00:00.777048, arrival_time=2021-04-10 04:17:31.508177, cost_time=0:00:24.606435 2021-04-10 04:17:31,426 INFO : TRAIN, epoch=0157, iter=00196/00196, fetch data time cost=1.25ms, fps=1958 images/s, loss=0.0245, top1-acc=99.25%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 04:17:31.426132, cost_time=0:00:25.301441 2021-04-10 04:17:31,935 INFO : EVAL, epoch=0157, iter=00010/00040, fetch data time cost=0.18ms, fps=5037 images/s, loss=0.3317, top1-acc=92.27%, top5-acc=99.65%, remaining_time=0:00:01.524630, arrival_time=2021-04-10 04:17:33.459899, cost_time=0:00:00.508211 2021-04-10 04:17:32,362 INFO : EVAL, epoch=0157, iter=00020/00040, fetch data time cost=4.72ms, fps=6001 images/s, loss=0.3479, top1-acc=92.15%, top5-acc=99.63%, remaining_time=0:00:00.935100, arrival_time=2021-04-10 04:17:33.297267, cost_time=0:00:00.935100 2021-04-10 04:17:32,787 INFO : EVAL, epoch=0157, iter=00030/00040, fetch data time cost=1.19ms, fps=6032 images/s, loss=0.3486, top1-acc=92.16%, top5-acc=99.60%, remaining_time=0:00:00.453270, arrival_time=2021-04-10 04:17:33.240202, cost_time=0:00:01.359812 2021-04-10 04:17:33,165 INFO : EVAL, epoch=0157, iter=00040/00040, fetch data time cost=0.06ms, fps=6135 images/s, loss=0.3328, top1-acc=92.42%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-10 04:17:33.165527, cost_time=0:00:01.738484 2021-04-10 04:17:34,651 INFO : Epoch=0157 complete, best val top1-acc=92.42%, top5-acc=99.64% (epoch=157), remaining_time=0:20:12.250238, arrival_time=2021-04-10 04:37:46.901603, cost_time=1:13:46.122894 2021-04-10 04:17:34,651 INFO : Train start, epoch=0158, lr=0.010978 2021-04-10 04:17:36,132 INFO : TRAIN, epoch=0158, iter=00010/00196, fetch data time cost=1.43ms, fps=1729 images/s, loss=0.0184, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:27.533022, arrival_time=2021-04-10 04:18:03.665350, cost_time=0:00:01.480273 2021-04-10 04:17:37,417 INFO : TRAIN, epoch=0158, iter=00020/00196, fetch data time cost=1.30ms, fps=1993 images/s, loss=0.0244, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:24.332528, arrival_time=2021-04-10 04:18:01.749654, cost_time=0:00:02.765066 2021-04-10 04:17:38,699 INFO : TRAIN, epoch=0158, iter=00030/00196, fetch data time cost=1.45ms, fps=1997 images/s, loss=0.0219, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:22.397218, arrival_time=2021-04-10 04:18:01.096954, cost_time=0:00:04.047684 2021-04-10 04:17:39,984 INFO : TRAIN, epoch=0158, iter=00040/00196, fetch data time cost=1.33ms, fps=1993 images/s, loss=0.0240, top1-acc=99.36%, top5-acc=99.99%, remaining_time=0:00:20.795892, arrival_time=2021-04-10 04:18:00.780285, cost_time=0:00:05.332261 2021-04-10 04:17:41,267 INFO : TRAIN, epoch=0158, iter=00050/00196, fetch data time cost=1.44ms, fps=1996 images/s, loss=0.0234, top1-acc=99.36%, top5-acc=99.99%, remaining_time=0:00:19.316822, arrival_time=2021-04-10 04:18:00.584214, cost_time=0:00:06.615340 2021-04-10 04:17:42,550 INFO : TRAIN, epoch=0158, iter=00060/00196, fetch data time cost=1.31ms, fps=1996 images/s, loss=0.0232, top1-acc=99.32%, top5-acc=99.99%, remaining_time=0:00:17.902496, arrival_time=2021-04-10 04:18:00.452727, cost_time=0:00:07.898171 2021-04-10 04:17:43,835 INFO : TRAIN, epoch=0158, iter=00070/00196, fetch data time cost=1.49ms, fps=1992 images/s, loss=0.0230, top1-acc=99.34%, top5-acc=99.99%, remaining_time=0:00:16.530318, arrival_time=2021-04-10 04:18:00.365890, cost_time=0:00:09.183510 2021-04-10 04:17:45,126 INFO : TRAIN, epoch=0158, iter=00080/00196, fetch data time cost=1.29ms, fps=1984 images/s, loss=0.0222, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:15.187184, arrival_time=2021-04-10 04:18:00.313266, cost_time=0:00:10.473894 2021-04-10 04:17:46,409 INFO : TRAIN, epoch=0158, iter=00090/00196, fetch data time cost=1.42ms, fps=1995 images/s, loss=0.0221, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:13.848158, arrival_time=2021-04-10 04:18:00.258072, cost_time=0:00:11.757858 2021-04-10 04:17:47,693 INFO : TRAIN, epoch=0158, iter=00100/00196, fetch data time cost=1.28ms, fps=1994 images/s, loss=0.0216, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:12.520128, arrival_time=2021-04-10 04:18:00.213957, cost_time=0:00:13.041769 2021-04-10 04:17:48,978 INFO : TRAIN, epoch=0158, iter=00110/00196, fetch data time cost=1.44ms, fps=1993 images/s, loss=0.0213, top1-acc=99.40%, top5-acc=100.00%, remaining_time=0:00:11.200812, arrival_time=2021-04-10 04:18:00.179541, cost_time=0:00:14.326674 2021-04-10 04:17:50,260 INFO : TRAIN, epoch=0158, iter=00120/00196, fetch data time cost=1.26ms, fps=1998 images/s, loss=0.0214, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:09.885092, arrival_time=2021-04-10 04:18:00.145201, cost_time=0:00:15.608039 2021-04-10 04:17:51,545 INFO : TRAIN, epoch=0158, iter=00130/00196, fetch data time cost=1.46ms, fps=1992 images/s, loss=0.0216, top1-acc=99.37%, top5-acc=99.99%, remaining_time=0:00:08.576568, arrival_time=2021-04-10 04:18:00.121899, cost_time=0:00:16.893274 2021-04-10 04:17:52,829 INFO : TRAIN, epoch=0158, iter=00140/00196, fetch data time cost=1.28ms, fps=1994 images/s, loss=0.0215, top1-acc=99.37%, top5-acc=99.99%, remaining_time=0:00:07.270872, arrival_time=2021-04-10 04:18:00.100239, cost_time=0:00:18.177246 2021-04-10 04:17:54,113 INFO : TRAIN, epoch=0158, iter=00150/00196, fetch data time cost=1.42ms, fps=1994 images/s, loss=0.0212, top1-acc=99.38%, top5-acc=99.99%, remaining_time=0:00:05.968316, arrival_time=2021-04-10 04:18:00.082264, cost_time=0:00:19.461888 2021-04-10 04:17:55,397 INFO : TRAIN, epoch=0158, iter=00160/00196, fetch data time cost=1.43ms, fps=1995 images/s, loss=0.0211, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:04.667724, arrival_time=2021-04-10 04:18:00.065195, cost_time=0:00:20.745400 2021-04-10 04:17:56,681 INFO : TRAIN, epoch=0158, iter=00170/00196, fetch data time cost=1.72ms, fps=1995 images/s, loss=0.0213, top1-acc=99.38%, top5-acc=99.99%, remaining_time=0:00:03.369158, arrival_time=2021-04-10 04:18:00.050397, cost_time=0:00:22.029179 2021-04-10 04:17:57,968 INFO : TRAIN, epoch=0158, iter=00180/00196, fetch data time cost=1.30ms, fps=1989 images/s, loss=0.0218, top1-acc=99.37%, top5-acc=99.99%, remaining_time=0:00:02.072592, arrival_time=2021-04-10 04:18:00.041408, cost_time=0:00:23.316689 2021-04-10 04:17:59,252 INFO : TRAIN, epoch=0158, iter=00190/00196, fetch data time cost=1.15ms, fps=1995 images/s, loss=0.0218, top1-acc=99.37%, top5-acc=99.99%, remaining_time=0:00:00.776862, arrival_time=2021-04-10 04:18:00.029536, cost_time=0:00:24.600628 2021-04-10 04:17:59,946 INFO : TRAIN, epoch=0158, iter=00196/00196, fetch data time cost=1.23ms, fps=1961 images/s, loss=0.0216, top1-acc=99.37%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 04:17:59.946485, cost_time=0:00:25.294442 2021-04-10 04:18:00,474 INFO : EVAL, epoch=0158, iter=00010/00040, fetch data time cost=0.20ms, fps=4858 images/s, loss=0.3200, top1-acc=92.50%, top5-acc=99.57%, remaining_time=0:00:01.580880, arrival_time=2021-04-10 04:18:02.055183, cost_time=0:00:00.526963 2021-04-10 04:18:00,890 INFO : EVAL, epoch=0158, iter=00020/00040, fetch data time cost=1.24ms, fps=6161 images/s, loss=0.3232, top1-acc=92.44%, top5-acc=99.59%, remaining_time=0:00:00.942820, arrival_time=2021-04-10 04:18:01.832975, cost_time=0:00:00.942815 2021-04-10 04:18:01,306 INFO : EVAL, epoch=0158, iter=00030/00040, fetch data time cost=1.27ms, fps=6160 images/s, loss=0.3248, top1-acc=92.62%, top5-acc=99.60%, remaining_time=0:00:00.452900, arrival_time=2021-04-10 04:18:01.758935, cost_time=0:00:01.358688 2021-04-10 04:18:01,684 INFO : EVAL, epoch=0158, iter=00040/00040, fetch data time cost=0.05ms, fps=6136 images/s, loss=0.3390, top1-acc=92.63%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-10 04:18:01.684448, cost_time=0:00:01.737131 2021-04-10 04:18:03,268 INFO : Epoch=0158 complete, best val top1-acc=92.63%, top5-acc=99.66% (epoch=158), remaining_time=0:19:44.171268, arrival_time=2021-04-10 04:37:47.439327, cost_time=1:14:14.739583 2021-04-10 04:18:03,268 INFO : Train start, epoch=0159, lr=0.010492 2021-04-10 04:18:04,732 INFO : TRAIN, epoch=0159, iter=00010/00196, fetch data time cost=1.87ms, fps=1749 images/s, loss=0.0123, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:27.225564, arrival_time=2021-04-10 04:18:31.958168, cost_time=0:00:01.463739 2021-04-10 04:18:06,017 INFO : TRAIN, epoch=0159, iter=00020/00196, fetch data time cost=1.36ms, fps=1994 images/s, loss=0.0140, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:24.184512, arrival_time=2021-04-10 04:18:30.201558, cost_time=0:00:02.748244 2021-04-10 04:18:07,301 INFO : TRAIN, epoch=0159, iter=00030/00196, fetch data time cost=1.35ms, fps=1993 images/s, loss=0.0164, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:22.316044, arrival_time=2021-04-10 04:18:29.617845, cost_time=0:00:04.033008 2021-04-10 04:18:08,583 INFO : TRAIN, epoch=0159, iter=00040/00196, fetch data time cost=1.34ms, fps=1998 images/s, loss=0.0169, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:20.725848, arrival_time=2021-04-10 04:18:29.308972, cost_time=0:00:05.314325 2021-04-10 04:18:09,869 INFO : TRAIN, epoch=0159, iter=00050/00196, fetch data time cost=1.38ms, fps=1991 images/s, loss=0.0176, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:19.272584, arrival_time=2021-04-10 04:18:29.141574, cost_time=0:00:06.600182 2021-04-10 04:18:11,154 INFO : TRAIN, epoch=0159, iter=00060/00196, fetch data time cost=1.48ms, fps=1993 images/s, loss=0.0168, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:17.873256, arrival_time=2021-04-10 04:18:29.027301, cost_time=0:00:07.885249 2021-04-10 04:18:12,439 INFO : TRAIN, epoch=0159, iter=00070/00196, fetch data time cost=1.38ms, fps=1993 images/s, loss=0.0180, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:16.506630, arrival_time=2021-04-10 04:18:28.945818, cost_time=0:00:09.170329 2021-04-10 04:18:13,725 INFO : TRAIN, epoch=0159, iter=00080/00196, fetch data time cost=1.53ms, fps=1991 images/s, loss=0.0186, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:15.162244, arrival_time=2021-04-10 04:18:28.887778, cost_time=0:00:10.456739 2021-04-10 04:18:15,010 INFO : TRAIN, epoch=0159, iter=00090/00196, fetch data time cost=1.35ms, fps=1993 images/s, loss=0.0195, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:13.829184, arrival_time=2021-04-10 04:18:28.839762, cost_time=0:00:11.741780 2021-04-10 04:18:16,294 INFO : TRAIN, epoch=0159, iter=00100/00196, fetch data time cost=1.55ms, fps=1994 images/s, loss=0.0192, top1-acc=99.45%, top5-acc=99.99%, remaining_time=0:00:12.504672, arrival_time=2021-04-10 04:18:28.799179, cost_time=0:00:13.025698 2021-04-10 04:18:17,580 INFO : TRAIN, epoch=0159, iter=00110/00196, fetch data time cost=1.38ms, fps=1991 images/s, loss=0.0192, top1-acc=99.45%, top5-acc=99.99%, remaining_time=0:00:11.189288, arrival_time=2021-04-10 04:18:28.769917, cost_time=0:00:14.311833 2021-04-10 04:18:18,880 INFO : TRAIN, epoch=0159, iter=00120/00196, fetch data time cost=1.33ms, fps=1970 images/s, loss=0.0190, top1-acc=99.44%, top5-acc=99.99%, remaining_time=0:00:09.887220, arrival_time=2021-04-10 04:18:28.767512, cost_time=0:00:15.611415 2021-04-10 04:18:20,177 INFO : TRAIN, epoch=0159, iter=00130/00196, fetch data time cost=1.52ms, fps=1974 images/s, loss=0.0191, top1-acc=99.44%, top5-acc=99.99%, remaining_time=0:00:08.584620, arrival_time=2021-04-10 04:18:28.762521, cost_time=0:00:16.909099 2021-04-10 04:18:21,460 INFO : TRAIN, epoch=0159, iter=00140/00196, fetch data time cost=1.30ms, fps=1996 images/s, loss=0.0203, top1-acc=99.40%, top5-acc=99.99%, remaining_time=0:00:07.276696, arrival_time=2021-04-10 04:18:28.737310, cost_time=0:00:18.191807 2021-04-10 04:18:22,746 INFO : TRAIN, epoch=0159, iter=00150/00196, fetch data time cost=1.29ms, fps=1992 images/s, loss=0.0206, top1-acc=99.39%, top5-acc=99.99%, remaining_time=0:00:05.973054, arrival_time=2021-04-10 04:18:28.719252, cost_time=0:00:19.477401 2021-04-10 04:18:24,034 INFO : TRAIN, epoch=0159, iter=00160/00196, fetch data time cost=1.19ms, fps=1988 images/s, loss=0.0213, top1-acc=99.37%, top5-acc=99.99%, remaining_time=0:00:04.672224, arrival_time=2021-04-10 04:18:28.706453, cost_time=0:00:20.765378 2021-04-10 04:18:25,316 INFO : TRAIN, epoch=0159, iter=00170/00196, fetch data time cost=1.31ms, fps=1998 images/s, loss=0.0215, top1-acc=99.36%, top5-acc=99.99%, remaining_time=0:00:03.371966, arrival_time=2021-04-10 04:18:28.688182, cost_time=0:00:22.047416 2021-04-10 04:18:26,601 INFO : TRAIN, epoch=0159, iter=00180/00196, fetch data time cost=1.30ms, fps=1993 images/s, loss=0.0215, top1-acc=99.34%, top5-acc=99.99%, remaining_time=0:00:02.073984, arrival_time=2021-04-10 04:18:28.675103, cost_time=0:00:23.332329 2021-04-10 04:18:27,883 INFO : TRAIN, epoch=0159, iter=00190/00196, fetch data time cost=1.05ms, fps=1996 images/s, loss=0.0218, top1-acc=99.34%, top5-acc=99.99%, remaining_time=0:00:00.777318, arrival_time=2021-04-10 04:18:28.661126, cost_time=0:00:24.614999 2021-04-10 04:18:28,579 INFO : TRAIN, epoch=0159, iter=00196/00196, fetch data time cost=1.04ms, fps=1957 images/s, loss=0.0216, top1-acc=99.34%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 04:18:28.579214, cost_time=0:00:25.310426 2021-04-10 04:18:29,081 INFO : EVAL, epoch=0159, iter=00010/00040, fetch data time cost=1.27ms, fps=5107 images/s, loss=0.3929, top1-acc=92.07%, top5-acc=99.37%, remaining_time=0:00:01.503780, arrival_time=2021-04-10 04:18:30.585126, cost_time=0:00:00.501265 2021-04-10 04:18:29,511 INFO : EVAL, epoch=0159, iter=00020/00040, fetch data time cost=1.70ms, fps=5953 images/s, loss=0.3648, top1-acc=92.44%, top5-acc=99.51%, remaining_time=0:00:00.931600, arrival_time=2021-04-10 04:18:30.443350, cost_time=0:00:00.931605 2021-04-10 04:18:29,929 INFO : EVAL, epoch=0159, iter=00030/00040, fetch data time cost=1.43ms, fps=6140 images/s, loss=0.3610, top1-acc=92.59%, top5-acc=99.52%, remaining_time=0:00:00.449680, arrival_time=2021-04-10 04:18:30.378789, cost_time=0:00:01.349034 2021-04-10 04:18:30,308 INFO : EVAL, epoch=0159, iter=00040/00040, fetch data time cost=0.06ms, fps=6115 images/s, loss=0.3503, top1-acc=92.46%, top5-acc=99.54%, remaining_time=0:00:00, arrival_time=2021-04-10 04:18:30.308820, cost_time=0:00:01.728755 2021-04-10 04:18:31,141 INFO : Epoch=0159 complete, best val top1-acc=92.63%, top5-acc=99.66% (epoch=158), remaining_time=0:19:15.893771, arrival_time=2021-04-10 04:37:47.034728, cost_time=1:14:42.612500 2021-04-10 04:18:31,141 INFO : Train start, epoch=0160, lr=0.010016 2021-04-10 04:18:32,597 INFO : TRAIN, epoch=0160, iter=00010/00196, fetch data time cost=0.23ms, fps=1759 images/s, loss=0.0198, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:27.068952, arrival_time=2021-04-10 04:18:59.665917, cost_time=0:00:01.455323 2021-04-10 04:18:33,881 INFO : TRAIN, epoch=0160, iter=00020/00196, fetch data time cost=1.31ms, fps=1993 images/s, loss=0.0201, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:24.112176, arrival_time=2021-04-10 04:18:57.993830, cost_time=0:00:02.740013 2021-04-10 04:18:35,163 INFO : TRAIN, epoch=0160, iter=00030/00196, fetch data time cost=1.25ms, fps=1998 images/s, loss=0.0206, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:22.254624, arrival_time=2021-04-10 04:18:57.418175, cost_time=0:00:04.021914 2021-04-10 04:18:36,452 INFO : TRAIN, epoch=0160, iter=00040/00196, fetch data time cost=1.30ms, fps=1987 images/s, loss=0.0213, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:20.711340, arrival_time=2021-04-10 04:18:57.163659, cost_time=0:00:05.310610 2021-04-10 04:18:37,736 INFO : TRAIN, epoch=0160, iter=00050/00196, fetch data time cost=1.30ms, fps=1994 images/s, loss=0.0219, top1-acc=99.32%, top5-acc=99.99%, remaining_time=0:00:19.257108, arrival_time=2021-04-10 04:18:56.993679, cost_time=0:00:06.594920 2021-04-10 04:18:39,019 INFO : TRAIN, epoch=0160, iter=00060/00196, fetch data time cost=1.30ms, fps=1996 images/s, loss=0.0217, top1-acc=99.34%, top5-acc=99.99%, remaining_time=0:00:17.855848, arrival_time=2021-04-10 04:18:56.875083, cost_time=0:00:07.877597 2021-04-10 04:18:40,305 INFO : TRAIN, epoch=0160, iter=00070/00196, fetch data time cost=1.45ms, fps=1991 images/s, loss=0.0218, top1-acc=99.33%, top5-acc=99.99%, remaining_time=0:00:16.494534, arrival_time=2021-04-10 04:18:56.799800, cost_time=0:00:09.163628 2021-04-10 04:18:41,590 INFO : TRAIN, epoch=0160, iter=00080/00196, fetch data time cost=1.28ms, fps=1993 images/s, loss=0.0223, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:15.150412, arrival_time=2021-04-10 04:18:56.740639, cost_time=0:00:10.448578 2021-04-10 04:18:42,874 INFO : TRAIN, epoch=0160, iter=00090/00196, fetch data time cost=1.28ms, fps=1994 images/s, loss=0.0221, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:13.818902, arrival_time=2021-04-10 04:18:56.693610, cost_time=0:00:11.733002 2021-04-10 04:18:44,162 INFO : TRAIN, epoch=0160, iter=00100/00196, fetch data time cost=1.30ms, fps=1989 images/s, loss=0.0223, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:12.499680, arrival_time=2021-04-10 04:18:56.661791, cost_time=0:00:13.020468 2021-04-10 04:18:45,445 INFO : TRAIN, epoch=0160, iter=00110/00196, fetch data time cost=1.28ms, fps=1995 images/s, loss=0.0224, top1-acc=99.38%, top5-acc=99.99%, remaining_time=0:00:11.183096, arrival_time=2021-04-10 04:18:56.628706, cost_time=0:00:14.303972 2021-04-10 04:18:46,730 INFO : TRAIN, epoch=0160, iter=00120/00196, fetch data time cost=1.47ms, fps=1993 images/s, loss=0.0216, top1-acc=99.40%, top5-acc=99.99%, remaining_time=0:00:09.872704, arrival_time=2021-04-10 04:18:56.602882, cost_time=0:00:15.588536 2021-04-10 04:18:48,017 INFO : TRAIN, epoch=0160, iter=00130/00196, fetch data time cost=1.46ms, fps=1990 images/s, loss=0.0215, top1-acc=99.40%, top5-acc=99.99%, remaining_time=0:00:08.567526, arrival_time=2021-04-10 04:18:56.584597, cost_time=0:00:16.875403 2021-04-10 04:18:49,319 INFO : TRAIN, epoch=0160, iter=00140/00196, fetch data time cost=1.80ms, fps=1966 images/s, loss=0.0210, top1-acc=99.41%, top5-acc=99.99%, remaining_time=0:00:07.271152, arrival_time=2021-04-10 04:18:56.590703, cost_time=0:00:18.177826 2021-04-10 04:18:50,615 INFO : TRAIN, epoch=0160, iter=00150/00196, fetch data time cost=1.30ms, fps=1976 images/s, loss=0.0207, top1-acc=99.41%, top5-acc=99.99%, remaining_time=0:00:05.972042, arrival_time=2021-04-10 04:18:56.587774, cost_time=0:00:19.474093 2021-04-10 04:18:51,901 INFO : TRAIN, epoch=0160, iter=00160/00196, fetch data time cost=1.66ms, fps=1992 images/s, loss=0.0204, top1-acc=99.42%, top5-acc=99.99%, remaining_time=0:00:04.670928, arrival_time=2021-04-10 04:18:56.572293, cost_time=0:00:20.759725 2021-04-10 04:18:53,185 INFO : TRAIN, epoch=0160, iter=00170/00196, fetch data time cost=1.30ms, fps=1994 images/s, loss=0.0201, top1-acc=99.44%, top5-acc=99.99%, remaining_time=0:00:03.371394, arrival_time=2021-04-10 04:18:56.556825, cost_time=0:00:22.043750 2021-04-10 04:18:54,472 INFO : TRAIN, epoch=0160, iter=00180/00196, fetch data time cost=1.44ms, fps=1990 images/s, loss=0.0195, top1-acc=99.45%, top5-acc=99.99%, remaining_time=0:00:02.073840, arrival_time=2021-04-10 04:18:56.546300, cost_time=0:00:23.330754 2021-04-10 04:18:55,757 INFO : TRAIN, epoch=0160, iter=00190/00196, fetch data time cost=1.10ms, fps=1994 images/s, loss=0.0191, top1-acc=99.47%, top5-acc=99.99%, remaining_time=0:00:00.777324, arrival_time=2021-04-10 04:18:56.534292, cost_time=0:00:24.615336 2021-04-10 04:18:56,451 INFO : TRAIN, epoch=0160, iter=00196/00196, fetch data time cost=1.14ms, fps=1960 images/s, loss=0.0189, top1-acc=99.47%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 04:18:56.451212, cost_time=0:00:25.309596 2021-04-10 04:18:56,935 INFO : EVAL, epoch=0160, iter=00010/00040, fetch data time cost=1.07ms, fps=5291 images/s, loss=0.3701, top1-acc=91.68%, top5-acc=99.57%, remaining_time=0:00:01.451640, arrival_time=2021-04-10 04:18:58.387551, cost_time=0:00:00.483878 2021-04-10 04:18:57,352 INFO : EVAL, epoch=0160, iter=00020/00040, fetch data time cost=1.21ms, fps=6152 images/s, loss=0.3326, top1-acc=92.54%, top5-acc=99.63%, remaining_time=0:00:00.900280, arrival_time=2021-04-10 04:18:58.252608, cost_time=0:00:00.900290 2021-04-10 04:18:57,771 INFO : EVAL, epoch=0160, iter=00030/00040, fetch data time cost=1.65ms, fps=6105 images/s, loss=0.3204, top1-acc=93.02%, top5-acc=99.65%, remaining_time=0:00:00.439960, arrival_time=2021-04-10 04:18:58.211896, cost_time=0:00:01.319878 2021-04-10 04:18:58,151 INFO : EVAL, epoch=0160, iter=00040/00040, fetch data time cost=0.06ms, fps=6111 images/s, loss=0.3253, top1-acc=93.08%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-10 04:18:58.151916, cost_time=0:00:01.699885 2021-04-10 04:19:00,193 INFO : Epoch=0160 complete, best val top1-acc=93.08%, top5-acc=99.65% (epoch=160), remaining_time=0:18:47.916200, arrival_time=2021-04-10 04:37:48.109489, cost_time=1:15:11.664805 2021-04-10 04:19:00,193 INFO : Train start, epoch=0161, lr=0.009549 2021-04-10 04:19:01,630 INFO : TRAIN, epoch=0161, iter=00010/00196, fetch data time cost=1.19ms, fps=1782 images/s, loss=0.0162, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:26.723736, arrival_time=2021-04-10 04:19:28.354641, cost_time=0:00:01.436760 2021-04-10 04:19:02,918 INFO : TRAIN, epoch=0161, iter=00020/00196, fetch data time cost=3.01ms, fps=1989 images/s, loss=0.0145, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:23.971904, arrival_time=2021-04-10 04:19:26.890076, cost_time=0:00:02.724073 2021-04-10 04:19:04,212 INFO : TRAIN, epoch=0161, iter=00030/00196, fetch data time cost=1.25ms, fps=1978 images/s, loss=0.0138, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:22.235700, arrival_time=2021-04-10 04:19:26.448273, cost_time=0:00:04.018489 2021-04-10 04:19:05,498 INFO : TRAIN, epoch=0161, iter=00040/00196, fetch data time cost=1.53ms, fps=1992 images/s, loss=0.0150, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:20.686848, arrival_time=2021-04-10 04:19:26.185236, cost_time=0:00:05.304308 2021-04-10 04:19:06,786 INFO : TRAIN, epoch=0161, iter=00050/00196, fetch data time cost=1.37ms, fps=1988 images/s, loss=0.0146, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:19.249224, arrival_time=2021-04-10 04:19:26.035557, cost_time=0:00:06.592180 2021-04-10 04:19:08,069 INFO : TRAIN, epoch=0161, iter=00060/00196, fetch data time cost=1.40ms, fps=1996 images/s, loss=0.0146, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:17.851360, arrival_time=2021-04-10 04:19:25.921054, cost_time=0:00:07.875621 2021-04-10 04:19:09,353 INFO : TRAIN, epoch=0161, iter=00070/00196, fetch data time cost=1.37ms, fps=1995 images/s, loss=0.0145, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:16.486344, arrival_time=2021-04-10 04:19:25.839486, cost_time=0:00:09.159067 2021-04-10 04:19:10,638 INFO : TRAIN, epoch=0161, iter=00080/00196, fetch data time cost=1.52ms, fps=1993 images/s, loss=0.0146, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:15.144148, arrival_time=2021-04-10 04:19:25.782474, cost_time=0:00:10.444247 2021-04-10 04:19:11,922 INFO : TRAIN, epoch=0161, iter=00090/00196, fetch data time cost=1.35ms, fps=1994 images/s, loss=0.0143, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:13.813708, arrival_time=2021-04-10 04:19:25.736565, cost_time=0:00:11.728587 2021-04-10 04:19:13,207 INFO : TRAIN, epoch=0161, iter=00100/00196, fetch data time cost=1.35ms, fps=1994 images/s, loss=0.0137, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:12.492576, arrival_time=2021-04-10 04:19:25.699760, cost_time=0:00:13.013110 2021-04-10 04:19:14,489 INFO : TRAIN, epoch=0161, iter=00110/00196, fetch data time cost=1.35ms, fps=1997 images/s, loss=0.0140, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:11.176474, arrival_time=2021-04-10 04:19:25.666002, cost_time=0:00:14.295451 2021-04-10 04:19:15,773 INFO : TRAIN, epoch=0161, iter=00120/00196, fetch data time cost=1.33ms, fps=1995 images/s, loss=0.0140, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:09.866624, arrival_time=2021-04-10 04:19:25.639634, cost_time=0:00:15.578934 2021-04-10 04:19:17,055 INFO : TRAIN, epoch=0161, iter=00130/00196, fetch data time cost=1.35ms, fps=1996 images/s, loss=0.0138, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:08.560596, arrival_time=2021-04-10 04:19:25.616447, cost_time=0:00:16.861746 2021-04-10 04:19:18,343 INFO : TRAIN, epoch=0161, iter=00140/00196, fetch data time cost=1.34ms, fps=1989 images/s, loss=0.0139, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:07.259616, arrival_time=2021-04-10 04:19:25.602715, cost_time=0:00:18.149025 2021-04-10 04:19:19,626 INFO : TRAIN, epoch=0161, iter=00150/00196, fetch data time cost=1.33ms, fps=1996 images/s, loss=0.0139, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:05.959070, arrival_time=2021-04-10 04:19:25.585099, cost_time=0:00:19.431761 2021-04-10 04:19:20,908 INFO : TRAIN, epoch=0161, iter=00160/00196, fetch data time cost=1.34ms, fps=1997 images/s, loss=0.0141, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:04.660740, arrival_time=2021-04-10 04:19:25.569287, cost_time=0:00:20.714465 2021-04-10 04:19:22,192 INFO : TRAIN, epoch=0161, iter=00170/00196, fetch data time cost=1.34ms, fps=1995 images/s, loss=0.0144, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:03.364400, arrival_time=2021-04-10 04:19:25.556448, cost_time=0:00:21.997974 2021-04-10 04:19:23,477 INFO : TRAIN, epoch=0161, iter=00180/00196, fetch data time cost=1.33ms, fps=1992 images/s, loss=0.0145, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:02.069616, arrival_time=2021-04-10 04:19:25.546911, cost_time=0:00:23.283218 2021-04-10 04:19:24,758 INFO : TRAIN, epoch=0161, iter=00190/00196, fetch data time cost=1.10ms, fps=1999 images/s, loss=0.0147, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:00.775710, arrival_time=2021-04-10 04:19:25.534023, cost_time=0:00:24.564214 2021-04-10 04:19:25,455 INFO : TRAIN, epoch=0161, iter=00196/00196, fetch data time cost=1.12ms, fps=1951 images/s, loss=0.0146, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:19:25.455864, cost_time=0:00:25.261813 2021-04-10 04:19:25,942 INFO : EVAL, epoch=0161, iter=00010/00040, fetch data time cost=1.25ms, fps=5273 images/s, loss=0.3553, top1-acc=92.81%, top5-acc=99.61%, remaining_time=0:00:01.456470, arrival_time=2021-04-10 04:19:27.398657, cost_time=0:00:00.485486 2021-04-10 04:19:26,357 INFO : EVAL, epoch=0161, iter=00020/00040, fetch data time cost=1.16ms, fps=6165 images/s, loss=0.3481, top1-acc=92.75%, top5-acc=99.47%, remaining_time=0:00:00.901060, arrival_time=2021-04-10 04:19:27.258824, cost_time=0:00:00.901067 2021-04-10 04:19:26,773 INFO : EVAL, epoch=0161, iter=00030/00040, fetch data time cost=1.18ms, fps=6162 images/s, loss=0.3448, top1-acc=92.79%, top5-acc=99.47%, remaining_time=0:00:00.438940, arrival_time=2021-04-10 04:19:27.212474, cost_time=0:00:01.316820 2021-04-10 04:19:27,151 INFO : EVAL, epoch=0161, iter=00040/00040, fetch data time cost=0.05ms, fps=6136 images/s, loss=0.3380, top1-acc=92.76%, top5-acc=99.51%, remaining_time=0:00:00, arrival_time=2021-04-10 04:19:27.151914, cost_time=0:00:01.695235 2021-04-10 04:19:27,899 INFO : Epoch=0161 complete, best val top1-acc=93.08%, top5-acc=99.65% (epoch=160), remaining_time=0:18:19.599267, arrival_time=2021-04-10 04:37:47.499087, cost_time=1:15:39.371370 2021-04-10 04:19:27,900 INFO : Train start, epoch=0162, lr=0.009093 2021-04-10 04:19:29,330 INFO : TRAIN, epoch=0162, iter=00010/00196, fetch data time cost=1.55ms, fps=1790 images/s, loss=0.0183, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:26.594652, arrival_time=2021-04-10 04:19:55.925043, cost_time=0:00:01.429820 2021-04-10 04:19:30,613 INFO : TRAIN, epoch=0162, iter=00020/00196, fetch data time cost=1.26ms, fps=1995 images/s, loss=0.0136, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:23.878272, arrival_time=2021-04-10 04:19:54.492192, cost_time=0:00:02.713437 2021-04-10 04:19:31,898 INFO : TRAIN, epoch=0162, iter=00030/00196, fetch data time cost=1.42ms, fps=1994 images/s, loss=0.0127, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:22.120496, arrival_time=2021-04-10 04:19:54.018682, cost_time=0:00:03.997691 2021-04-10 04:19:33,201 INFO : TRAIN, epoch=0162, iter=00040/00196, fetch data time cost=1.83ms, fps=1965 images/s, loss=0.0136, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:20.674056, arrival_time=2021-04-10 04:19:53.875690, cost_time=0:00:05.301058 2021-04-10 04:19:34,496 INFO : TRAIN, epoch=0162, iter=00050/00196, fetch data time cost=2.07ms, fps=1978 images/s, loss=0.0148, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:19.260466, arrival_time=2021-04-10 04:19:53.757088, cost_time=0:00:06.596043 2021-04-10 04:19:35,783 INFO : TRAIN, epoch=0162, iter=00060/00196, fetch data time cost=2.24ms, fps=1990 images/s, loss=0.0155, top1-acc=99.54%, top5-acc=99.99%, remaining_time=0:00:17.868224, arrival_time=2021-04-10 04:19:53.651741, cost_time=0:00:07.883021 2021-04-10 04:19:37,067 INFO : TRAIN, epoch=0162, iter=00070/00196, fetch data time cost=1.31ms, fps=1995 images/s, loss=0.0148, top1-acc=99.57%, top5-acc=99.99%, remaining_time=0:00:16.500330, arrival_time=2021-04-10 04:19:53.567654, cost_time=0:00:09.166825 2021-04-10 04:19:38,354 INFO : TRAIN, epoch=0162, iter=00080/00196, fetch data time cost=1.31ms, fps=1989 images/s, loss=0.0151, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:15.158300, arrival_time=2021-04-10 04:19:53.512801, cost_time=0:00:10.453975 2021-04-10 04:19:39,639 INFO : TRAIN, epoch=0162, iter=00090/00196, fetch data time cost=1.31ms, fps=1994 images/s, loss=0.0158, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:13.825050, arrival_time=2021-04-10 04:19:53.464076, cost_time=0:00:11.738224 2021-04-10 04:19:40,923 INFO : TRAIN, epoch=0162, iter=00100/00196, fetch data time cost=1.28ms, fps=1994 images/s, loss=0.0174, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:12.502368, arrival_time=2021-04-10 04:19:53.426138, cost_time=0:00:13.023275 2021-04-10 04:19:42,208 INFO : TRAIN, epoch=0162, iter=00110/00196, fetch data time cost=1.29ms, fps=1993 images/s, loss=0.0176, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:11.186536, arrival_time=2021-04-10 04:19:53.395418, cost_time=0:00:14.308383 2021-04-10 04:19:43,493 INFO : TRAIN, epoch=0162, iter=00120/00196, fetch data time cost=1.26ms, fps=1994 images/s, loss=0.0177, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:09.875212, arrival_time=2021-04-10 04:19:53.368197, cost_time=0:00:15.592492 2021-04-10 04:19:44,777 INFO : TRAIN, epoch=0162, iter=00130/00196, fetch data time cost=1.30ms, fps=1994 images/s, loss=0.0185, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:08.568120, arrival_time=2021-04-10 04:19:53.345255, cost_time=0:00:16.876635 2021-04-10 04:19:46,063 INFO : TRAIN, epoch=0162, iter=00140/00196, fetch data time cost=1.29ms, fps=1991 images/s, loss=0.0184, top1-acc=99.50%, top5-acc=99.99%, remaining_time=0:00:07.265160, arrival_time=2021-04-10 04:19:53.328571, cost_time=0:00:18.162914 2021-04-10 04:19:47,352 INFO : TRAIN, epoch=0162, iter=00150/00196, fetch data time cost=1.39ms, fps=1986 images/s, loss=0.0187, top1-acc=99.50%, top5-acc=99.99%, remaining_time=0:00:05.965372, arrival_time=2021-04-10 04:19:53.318163, cost_time=0:00:19.452232 2021-04-10 04:19:48,637 INFO : TRAIN, epoch=0162, iter=00160/00196, fetch data time cost=1.27ms, fps=1994 images/s, loss=0.0185, top1-acc=99.50%, top5-acc=99.99%, remaining_time=0:00:04.665708, arrival_time=2021-04-10 04:19:53.302694, cost_time=0:00:20.736491 2021-04-10 04:19:49,920 INFO : TRAIN, epoch=0162, iter=00170/00196, fetch data time cost=1.36ms, fps=1995 images/s, loss=0.0184, top1-acc=99.51%, top5-acc=99.99%, remaining_time=0:00:03.367780, arrival_time=2021-04-10 04:19:53.288453, cost_time=0:00:22.020181 2021-04-10 04:19:51,206 INFO : TRAIN, epoch=0162, iter=00180/00196, fetch data time cost=1.45ms, fps=1991 images/s, loss=0.0185, top1-acc=99.51%, top5-acc=99.99%, remaining_time=0:00:02.071680, arrival_time=2021-04-10 04:19:53.278545, cost_time=0:00:23.306373 2021-04-10 04:19:52,495 INFO : TRAIN, epoch=0162, iter=00190/00196, fetch data time cost=1.81ms, fps=1987 images/s, loss=0.0189, top1-acc=99.49%, top5-acc=99.99%, remaining_time=0:00:00.776688, arrival_time=2021-04-10 04:19:53.272364, cost_time=0:00:24.595123 2021-04-10 04:19:53,192 INFO : TRAIN, epoch=0162, iter=00196/00196, fetch data time cost=1.12ms, fps=1954 images/s, loss=0.0189, top1-acc=99.49%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 04:19:53.192308, cost_time=0:00:25.291827 2021-04-10 04:19:53,680 INFO : EVAL, epoch=0162, iter=00010/00040, fetch data time cost=1.72ms, fps=5251 images/s, loss=0.2877, top1-acc=93.44%, top5-acc=99.80%, remaining_time=0:00:01.462650, arrival_time=2021-04-10 04:19:55.143393, cost_time=0:00:00.487554 2021-04-10 04:19:54,098 INFO : EVAL, epoch=0162, iter=00020/00040, fetch data time cost=1.24ms, fps=6136 images/s, loss=0.3023, top1-acc=93.11%, top5-acc=99.65%, remaining_time=0:00:00.905040, arrival_time=2021-04-10 04:19:55.003353, cost_time=0:00:00.905048 2021-04-10 04:19:54,515 INFO : EVAL, epoch=0162, iter=00030/00040, fetch data time cost=1.19ms, fps=6138 images/s, loss=0.3131, top1-acc=92.84%, top5-acc=99.65%, remaining_time=0:00:00.440860, arrival_time=2021-04-10 04:19:54.956670, cost_time=0:00:01.322591 2021-04-10 04:19:54,895 INFO : EVAL, epoch=0162, iter=00040/00040, fetch data time cost=0.05ms, fps=6120 images/s, loss=0.3232, top1-acc=92.71%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-10 04:19:54.895222, cost_time=0:00:01.702058 2021-04-10 04:19:55,598 INFO : Epoch=0162 complete, best val top1-acc=93.08%, top5-acc=99.65% (epoch=160), remaining_time=0:17:51.287944, arrival_time=2021-04-10 04:37:46.886101, cost_time=1:16:07.069693 2021-04-10 04:19:55,598 INFO : Train start, epoch=0163, lr=0.008646 2021-04-10 04:19:57,036 INFO : TRAIN, epoch=0163, iter=00010/00196, fetch data time cost=1.29ms, fps=1781 images/s, loss=0.0172, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:26.741592, arrival_time=2021-04-10 04:20:23.778168, cost_time=0:00:01.437725 2021-04-10 04:19:58,320 INFO : TRAIN, epoch=0163, iter=00020/00196, fetch data time cost=1.38ms, fps=1994 images/s, loss=0.0134, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:23.951488, arrival_time=2021-04-10 04:20:22.272097, cost_time=0:00:02.721757 2021-04-10 04:19:59,604 INFO : TRAIN, epoch=0163, iter=00030/00196, fetch data time cost=1.45ms, fps=1994 images/s, loss=0.0116, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:22.166312, arrival_time=2021-04-10 04:20:21.771123, cost_time=0:00:04.005975 2021-04-10 04:20:00,891 INFO : TRAIN, epoch=0163, iter=00040/00196, fetch data time cost=1.30ms, fps=1991 images/s, loss=0.0145, top1-acc=99.59%, top5-acc=99.99%, remaining_time=0:00:20.638800, arrival_time=2021-04-10 04:20:21.529730, cost_time=0:00:05.292019 2021-04-10 04:20:02,173 INFO : TRAIN, epoch=0163, iter=00050/00196, fetch data time cost=1.22ms, fps=1996 images/s, loss=0.0141, top1-acc=99.60%, top5-acc=99.99%, remaining_time=0:00:19.198708, arrival_time=2021-04-10 04:20:21.372451, cost_time=0:00:06.574912 2021-04-10 04:20:03,461 INFO : TRAIN, epoch=0163, iter=00060/00196, fetch data time cost=1.37ms, fps=1989 images/s, loss=0.0145, top1-acc=99.59%, top5-acc=99.99%, remaining_time=0:00:17.821304, arrival_time=2021-04-10 04:20:21.282478, cost_time=0:00:07.862325 2021-04-10 04:20:04,755 INFO : TRAIN, epoch=0163, iter=00070/00196, fetch data time cost=1.72ms, fps=1979 images/s, loss=0.0142, top1-acc=99.59%, top5-acc=99.99%, remaining_time=0:00:16.481934, arrival_time=2021-04-10 04:20:21.237384, cost_time=0:00:09.156603 2021-04-10 04:20:06,043 INFO : TRAIN, epoch=0163, iter=00080/00196, fetch data time cost=1.24ms, fps=1988 images/s, loss=0.0137, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:15.144496, arrival_time=2021-04-10 04:20:21.187918, cost_time=0:00:10.444517 2021-04-10 04:20:07,328 INFO : TRAIN, epoch=0163, iter=00090/00196, fetch data time cost=1.35ms, fps=1994 images/s, loss=0.0132, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:13.814344, arrival_time=2021-04-10 04:20:21.142303, cost_time=0:00:11.729120 2021-04-10 04:20:08,612 INFO : TRAIN, epoch=0163, iter=00100/00196, fetch data time cost=1.32ms, fps=1993 images/s, loss=0.0139, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:12.493536, arrival_time=2021-04-10 04:20:21.106479, cost_time=0:00:13.014105 2021-04-10 04:20:09,896 INFO : TRAIN, epoch=0163, iter=00110/00196, fetch data time cost=1.38ms, fps=1996 images/s, loss=0.0133, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:11.177936, arrival_time=2021-04-10 04:20:21.074125, cost_time=0:00:14.297351 2021-04-10 04:20:11,181 INFO : TRAIN, epoch=0163, iter=00120/00196, fetch data time cost=1.37ms, fps=1993 images/s, loss=0.0133, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:09.868828, arrival_time=2021-04-10 04:20:21.050045, cost_time=0:00:15.582368 2021-04-10 04:20:12,466 INFO : TRAIN, epoch=0163, iter=00130/00196, fetch data time cost=1.33ms, fps=1993 images/s, loss=0.0133, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:08.563302, arrival_time=2021-04-10 04:20:21.029335, cost_time=0:00:16.867125 2021-04-10 04:20:13,749 INFO : TRAIN, epoch=0163, iter=00140/00196, fetch data time cost=1.29ms, fps=1996 images/s, loss=0.0129, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:07.260176, arrival_time=2021-04-10 04:20:21.009404, cost_time=0:00:18.150388 2021-04-10 04:20:15,033 INFO : TRAIN, epoch=0163, iter=00150/00196, fetch data time cost=1.38ms, fps=1994 images/s, loss=0.0128, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:05.959852, arrival_time=2021-04-10 04:20:20.993065, cost_time=0:00:19.434370 2021-04-10 04:20:16,317 INFO : TRAIN, epoch=0163, iter=00160/00196, fetch data time cost=1.51ms, fps=1994 images/s, loss=0.0131, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:04.661748, arrival_time=2021-04-10 04:20:20.979451, cost_time=0:00:20.718857 2021-04-10 04:20:17,602 INFO : TRAIN, epoch=0163, iter=00170/00196, fetch data time cost=1.37ms, fps=1994 images/s, loss=0.0130, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:03.365232, arrival_time=2021-04-10 04:20:20.967480, cost_time=0:00:22.003407 2021-04-10 04:20:18,888 INFO : TRAIN, epoch=0163, iter=00180/00196, fetch data time cost=1.96ms, fps=1991 images/s, loss=0.0130, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:02.070160, arrival_time=2021-04-10 04:20:20.958430, cost_time=0:00:23.289368 2021-04-10 04:20:20,174 INFO : TRAIN, epoch=0163, iter=00190/00196, fetch data time cost=1.12ms, fps=1991 images/s, loss=0.0129, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:00.776070, arrival_time=2021-04-10 04:20:20.950383, cost_time=0:00:24.575474 2021-04-10 04:20:20,868 INFO : TRAIN, epoch=0163, iter=00196/00196, fetch data time cost=1.10ms, fps=1960 images/s, loss=0.0131, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:20:20.868622, cost_time=0:00:25.269798 2021-04-10 04:20:21,376 INFO : EVAL, epoch=0163, iter=00010/00040, fetch data time cost=1.29ms, fps=5050 images/s, loss=0.3246, top1-acc=93.12%, top5-acc=99.69%, remaining_time=0:00:01.520670, arrival_time=2021-04-10 04:20:22.897026, cost_time=0:00:00.506890 2021-04-10 04:20:21,792 INFO : EVAL, epoch=0163, iter=00020/00040, fetch data time cost=1.19ms, fps=6152 images/s, loss=0.3374, top1-acc=92.93%, top5-acc=99.61%, remaining_time=0:00:00.923340, arrival_time=2021-04-10 04:20:22.716149, cost_time=0:00:00.923344 2021-04-10 04:20:22,209 INFO : EVAL, epoch=0163, iter=00030/00040, fetch data time cost=1.23ms, fps=6152 images/s, loss=0.3395, top1-acc=92.77%, top5-acc=99.61%, remaining_time=0:00:00.446580, arrival_time=2021-04-10 04:20:22.655786, cost_time=0:00:01.339742 2021-04-10 04:20:22,586 INFO : EVAL, epoch=0163, iter=00040/00040, fetch data time cost=0.05ms, fps=6153 images/s, loss=0.3303, top1-acc=92.91%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-10 04:20:22.586546, cost_time=0:00:01.717097 2021-04-10 04:20:23,363 INFO : Epoch=0163 complete, best val top1-acc=93.08%, top5-acc=99.65% (epoch=160), remaining_time=0:17:22.999401, arrival_time=2021-04-10 04:37:46.363035, cost_time=1:16:34.835189 2021-04-10 04:20:23,364 INFO : Train start, epoch=0164, lr=0.008210 2021-04-10 04:20:24,838 INFO : TRAIN, epoch=0164, iter=00010/00196, fetch data time cost=0.25ms, fps=1737 images/s, loss=0.0162, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:27.418260, arrival_time=2021-04-10 04:20:52.256734, cost_time=0:00:01.474105 2021-04-10 04:20:26,124 INFO : TRAIN, epoch=0164, iter=00020/00196, fetch data time cost=1.37ms, fps=1991 images/s, loss=0.0157, top1-acc=99.59%, top5-acc=99.98%, remaining_time=0:00:24.292752, arrival_time=2021-04-10 04:20:50.417596, cost_time=0:00:02.760541 2021-04-10 04:20:27,409 INFO : TRAIN, epoch=0164, iter=00030/00196, fetch data time cost=1.30ms, fps=1993 images/s, loss=0.0170, top1-acc=99.54%, top5-acc=99.99%, remaining_time=0:00:22.385598, arrival_time=2021-04-10 04:20:49.795478, cost_time=0:00:04.045578 2021-04-10 04:20:28,694 INFO : TRAIN, epoch=0164, iter=00040/00196, fetch data time cost=1.34ms, fps=1994 images/s, loss=0.0156, top1-acc=99.54%, top5-acc=99.99%, remaining_time=0:00:20.787156, arrival_time=2021-04-10 04:20:49.481514, cost_time=0:00:05.330022 2021-04-10 04:20:29,983 INFO : TRAIN, epoch=0164, iter=00050/00196, fetch data time cost=1.98ms, fps=1987 images/s, loss=0.0150, top1-acc=99.57%, top5-acc=99.99%, remaining_time=0:00:19.326750, arrival_time=2021-04-10 04:20:49.310003, cost_time=0:00:06.618760 2021-04-10 04:20:31,268 INFO : TRAIN, epoch=0164, iter=00060/00196, fetch data time cost=1.57ms, fps=1994 images/s, loss=0.0140, top1-acc=99.62%, top5-acc=99.99%, remaining_time=0:00:17.915280, arrival_time=2021-04-10 04:20:49.183354, cost_time=0:00:07.903775 2021-04-10 04:20:32,551 INFO : TRAIN, epoch=0164, iter=00070/00196, fetch data time cost=1.28ms, fps=1995 images/s, loss=0.0142, top1-acc=99.62%, top5-acc=99.99%, remaining_time=0:00:16.537626, arrival_time=2021-04-10 04:20:49.089476, cost_time=0:00:09.187548 2021-04-10 04:20:33,834 INFO : TRAIN, epoch=0164, iter=00080/00196, fetch data time cost=1.46ms, fps=1997 images/s, loss=0.0138, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:15.181616, arrival_time=2021-04-10 04:20:49.015979, cost_time=0:00:10.470059 2021-04-10 04:20:35,116 INFO : TRAIN, epoch=0164, iter=00090/00196, fetch data time cost=1.32ms, fps=1998 images/s, loss=0.0136, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:13.841268, arrival_time=2021-04-10 04:20:48.957568, cost_time=0:00:11.751984 2021-04-10 04:20:36,400 INFO : TRAIN, epoch=0164, iter=00100/00196, fetch data time cost=1.53ms, fps=1995 images/s, loss=0.0139, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:12.514464, arrival_time=2021-04-10 04:20:48.914642, cost_time=0:00:13.035864 2021-04-10 04:20:37,684 INFO : TRAIN, epoch=0164, iter=00110/00196, fetch data time cost=1.20ms, fps=1994 images/s, loss=0.0143, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:11.195652, arrival_time=2021-04-10 04:20:48.880044, cost_time=0:00:14.320033 2021-04-10 04:20:38,992 INFO : TRAIN, epoch=0164, iter=00120/00196, fetch data time cost=1.38ms, fps=1958 images/s, loss=0.0147, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:09.897708, arrival_time=2021-04-10 04:20:48.890025, cost_time=0:00:15.627984 2021-04-10 04:20:40,280 INFO : TRAIN, epoch=0164, iter=00130/00196, fetch data time cost=1.59ms, fps=1989 images/s, loss=0.0147, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:08.587986, arrival_time=2021-04-10 04:20:48.867971, cost_time=0:00:16.915679 2021-04-10 04:20:41,566 INFO : TRAIN, epoch=0164, iter=00140/00196, fetch data time cost=1.29ms, fps=1991 images/s, loss=0.0145, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:07.280728, arrival_time=2021-04-10 04:20:48.846866, cost_time=0:00:18.201839 2021-04-10 04:20:42,855 INFO : TRAIN, epoch=0164, iter=00150/00196, fetch data time cost=1.32ms, fps=1986 images/s, loss=0.0143, top1-acc=99.59%, top5-acc=99.99%, remaining_time=0:00:05.977194, arrival_time=2021-04-10 04:20:48.832500, cost_time=0:00:19.490875 2021-04-10 04:20:44,139 INFO : TRAIN, epoch=0164, iter=00160/00196, fetch data time cost=1.35ms, fps=1994 images/s, loss=0.0146, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:04.674420, arrival_time=2021-04-10 04:20:48.813909, cost_time=0:00:20.775173 2021-04-10 04:20:45,424 INFO : TRAIN, epoch=0164, iter=00170/00196, fetch data time cost=1.36ms, fps=1993 images/s, loss=0.0147, top1-acc=99.58%, top5-acc=99.99%, remaining_time=0:00:03.373890, arrival_time=2021-04-10 04:20:48.798292, cost_time=0:00:22.060103 2021-04-10 04:20:46,708 INFO : TRAIN, epoch=0164, iter=00180/00196, fetch data time cost=1.35ms, fps=1995 images/s, loss=0.0145, top1-acc=99.58%, top5-acc=99.99%, remaining_time=0:00:02.074992, arrival_time=2021-04-10 04:20:48.783022, cost_time=0:00:23.343727 2021-04-10 04:20:47,992 INFO : TRAIN, epoch=0164, iter=00190/00196, fetch data time cost=1.16ms, fps=1994 images/s, loss=0.0147, top1-acc=99.58%, top5-acc=99.99%, remaining_time=0:00:00.777732, arrival_time=2021-04-10 04:20:48.770146, cost_time=0:00:24.628113 2021-04-10 04:20:48,687 INFO : TRAIN, epoch=0164, iter=00196/00196, fetch data time cost=1.21ms, fps=1957 images/s, loss=0.0145, top1-acc=99.58%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 04:20:48.687542, cost_time=0:00:25.323258 2021-04-10 04:20:49,177 INFO : EVAL, epoch=0164, iter=00010/00040, fetch data time cost=2.04ms, fps=5240 images/s, loss=0.3368, top1-acc=93.05%, top5-acc=99.49%, remaining_time=0:00:01.465680, arrival_time=2021-04-10 04:20:50.642680, cost_time=0:00:00.488564 2021-04-10 04:20:49,596 INFO : EVAL, epoch=0164, iter=00020/00040, fetch data time cost=1.39ms, fps=6110 images/s, loss=0.3181, top1-acc=93.36%, top5-acc=99.51%, remaining_time=0:00:00.908040, arrival_time=2021-04-10 04:20:50.504459, cost_time=0:00:00.908036 2021-04-10 04:20:50,014 INFO : EVAL, epoch=0164, iter=00030/00040, fetch data time cost=1.22ms, fps=6134 images/s, loss=0.3199, top1-acc=93.35%, top5-acc=99.52%, remaining_time=0:00:00.441900, arrival_time=2021-04-10 04:20:50.456015, cost_time=0:00:01.325705 2021-04-10 04:20:50,405 INFO : EVAL, epoch=0164, iter=00040/00040, fetch data time cost=0.07ms, fps=5929 images/s, loss=0.3271, top1-acc=93.03%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-10 04:20:50.405830, cost_time=0:00:01.717455 2021-04-10 04:20:51,224 INFO : Epoch=0164 complete, best val top1-acc=93.08%, top5-acc=99.65% (epoch=160), remaining_time=0:16:54.738156, arrival_time=2021-04-10 04:37:45.962673, cost_time=1:17:02.696034 2021-04-10 04:20:51,225 INFO : Train start, epoch=0165, lr=0.007784 2021-04-10 04:20:52,647 INFO : TRAIN, epoch=0165, iter=00010/00196, fetch data time cost=1.26ms, fps=1800 images/s, loss=0.0058, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:26.458128, arrival_time=2021-04-10 04:21:19.105934, cost_time=0:00:01.422480 2021-04-10 04:20:53,932 INFO : TRAIN, epoch=0165, iter=00020/00196, fetch data time cost=1.28ms, fps=1994 images/s, loss=0.0101, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:23.820192, arrival_time=2021-04-10 04:21:17.752352, cost_time=0:00:02.706842 2021-04-10 04:20:55,217 INFO : TRAIN, epoch=0165, iter=00030/00196, fetch data time cost=1.32ms, fps=1992 images/s, loss=0.0092, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:22.090616, arrival_time=2021-04-10 04:21:17.308224, cost_time=0:00:03.992288 2021-04-10 04:20:56,504 INFO : TRAIN, epoch=0165, iter=00040/00196, fetch data time cost=1.30ms, fps=1990 images/s, loss=0.0104, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:20.587944, arrival_time=2021-04-10 04:21:17.092292, cost_time=0:00:05.278954 2021-04-10 04:20:57,788 INFO : TRAIN, epoch=0165, iter=00050/00196, fetch data time cost=1.30ms, fps=1995 images/s, loss=0.0101, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:19.164106, arrival_time=2021-04-10 04:21:16.952467, cost_time=0:00:06.563040 2021-04-10 04:20:59,073 INFO : TRAIN, epoch=0165, iter=00060/00196, fetch data time cost=1.29ms, fps=1992 images/s, loss=0.0104, top1-acc=99.78%, top5-acc=99.99%, remaining_time=0:00:17.789480, arrival_time=2021-04-10 04:21:16.863121, cost_time=0:00:07.848325 2021-04-10 04:21:00,358 INFO : TRAIN, epoch=0165, iter=00070/00196, fetch data time cost=1.30ms, fps=1994 images/s, loss=0.0110, top1-acc=99.75%, top5-acc=99.99%, remaining_time=0:00:16.439094, arrival_time=2021-04-10 04:21:16.797211, cost_time=0:00:09.132798 2021-04-10 04:21:01,642 INFO : TRAIN, epoch=0165, iter=00080/00196, fetch data time cost=1.41ms, fps=1995 images/s, loss=0.0113, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:15.103896, arrival_time=2021-04-10 04:21:16.745894, cost_time=0:00:10.416490 2021-04-10 04:21:02,924 INFO : TRAIN, epoch=0165, iter=00090/00196, fetch data time cost=1.34ms, fps=1997 images/s, loss=0.0110, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:13.778834, arrival_time=2021-04-10 04:21:16.703194, cost_time=0:00:11.699042 2021-04-10 04:21:04,209 INFO : TRAIN, epoch=0165, iter=00100/00196, fetch data time cost=1.28ms, fps=1992 images/s, loss=0.0112, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:12.465216, arrival_time=2021-04-10 04:21:16.675154, cost_time=0:00:12.984612 2021-04-10 04:21:05,495 INFO : TRAIN, epoch=0165, iter=00110/00196, fetch data time cost=1.20ms, fps=1992 images/s, loss=0.0106, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:11.156780, arrival_time=2021-04-10 04:21:16.652367, cost_time=0:00:14.270281 2021-04-10 04:21:06,780 INFO : TRAIN, epoch=0165, iter=00120/00196, fetch data time cost=1.32ms, fps=1993 images/s, loss=0.0107, top1-acc=99.75%, top5-acc=99.99%, remaining_time=0:00:09.851728, arrival_time=2021-04-10 04:21:16.632435, cost_time=0:00:15.555377 2021-04-10 04:21:08,064 INFO : TRAIN, epoch=0165, iter=00130/00196, fetch data time cost=1.30ms, fps=1995 images/s, loss=0.0109, top1-acc=99.73%, top5-acc=99.99%, remaining_time=0:00:08.548914, arrival_time=2021-04-10 04:21:16.613006, cost_time=0:00:16.838777 2021-04-10 04:21:09,349 INFO : TRAIN, epoch=0165, iter=00140/00196, fetch data time cost=1.16ms, fps=1992 images/s, loss=0.0110, top1-acc=99.72%, top5-acc=99.99%, remaining_time=0:00:07.249816, arrival_time=2021-04-10 04:21:16.599729, cost_time=0:00:18.124558 2021-04-10 04:21:10,632 INFO : TRAIN, epoch=0165, iter=00150/00196, fetch data time cost=1.18ms, fps=1996 images/s, loss=0.0109, top1-acc=99.71%, top5-acc=99.99%, remaining_time=0:00:05.951664, arrival_time=2021-04-10 04:21:16.584583, cost_time=0:00:19.407611 2021-04-10 04:21:11,920 INFO : TRAIN, epoch=0165, iter=00160/00196, fetch data time cost=1.34ms, fps=1988 images/s, loss=0.0107, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:04.656492, arrival_time=2021-04-10 04:21:16.577329, cost_time=0:00:20.695514 2021-04-10 04:21:13,204 INFO : TRAIN, epoch=0165, iter=00170/00196, fetch data time cost=1.31ms, fps=1995 images/s, loss=0.0107, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:03.361488, arrival_time=2021-04-10 04:21:16.565722, cost_time=0:00:21.978911 2021-04-10 04:21:14,488 INFO : TRAIN, epoch=0165, iter=00180/00196, fetch data time cost=1.30ms, fps=1994 images/s, loss=0.0108, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:02.067824, arrival_time=2021-04-10 04:21:16.556099, cost_time=0:00:23.262943 2021-04-10 04:21:15,774 INFO : TRAIN, epoch=0165, iter=00190/00196, fetch data time cost=1.10ms, fps=1990 images/s, loss=0.0106, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:00.775248, arrival_time=2021-04-10 04:21:16.550160, cost_time=0:00:24.549599 2021-04-10 04:21:16,470 INFO : TRAIN, epoch=0165, iter=00196/00196, fetch data time cost=1.05ms, fps=1957 images/s, loss=0.0106, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:21:16.470326, cost_time=0:00:25.245028 2021-04-10 04:21:16,979 INFO : EVAL, epoch=0165, iter=00010/00040, fetch data time cost=0.32ms, fps=5035 images/s, loss=0.3501, top1-acc=93.05%, top5-acc=99.53%, remaining_time=0:00:01.525290, arrival_time=2021-04-10 04:21:18.504979, cost_time=0:00:00.508434 2021-04-10 04:21:17,398 INFO : EVAL, epoch=0165, iter=00020/00040, fetch data time cost=1.21ms, fps=6122 images/s, loss=0.3382, top1-acc=93.28%, top5-acc=99.63%, remaining_time=0:00:00.927180, arrival_time=2021-04-10 04:21:18.325552, cost_time=0:00:00.927178 2021-04-10 04:21:17,816 INFO : EVAL, epoch=0165, iter=00030/00040, fetch data time cost=1.15ms, fps=6130 images/s, loss=0.3356, top1-acc=93.40%, top5-acc=99.57%, remaining_time=0:00:00.448360, arrival_time=2021-04-10 04:21:18.264776, cost_time=0:00:01.345092 2021-04-10 04:21:18,196 INFO : EVAL, epoch=0165, iter=00040/00040, fetch data time cost=0.05ms, fps=6107 images/s, loss=0.3328, top1-acc=93.19%, top5-acc=99.56%, remaining_time=0:00:00, arrival_time=2021-04-10 04:21:18.196785, cost_time=0:00:01.725617 2021-04-10 04:21:19,821 INFO : Epoch=0165 complete, best val top1-acc=93.19%, top5-acc=99.56% (epoch=165), remaining_time=0:16:26.637855, arrival_time=2021-04-10 04:37:46.459115, cost_time=1:17:31.292763 2021-04-10 04:21:19,822 INFO : Train start, epoch=0166, lr=0.007368 2021-04-10 04:21:21,283 INFO : TRAIN, epoch=0166, iter=00010/00196, fetch data time cost=1.34ms, fps=1752 images/s, loss=0.0079, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:27.177948, arrival_time=2021-04-10 04:21:48.461367, cost_time=0:00:01.461184 2021-04-10 04:21:22,566 INFO : TRAIN, epoch=0166, iter=00020/00196, fetch data time cost=1.30ms, fps=1996 images/s, loss=0.0109, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:24.145440, arrival_time=2021-04-10 04:21:46.711475, cost_time=0:00:02.743795 2021-04-10 04:21:23,849 INFO : TRAIN, epoch=0166, iter=00030/00196, fetch data time cost=1.28ms, fps=1995 images/s, loss=0.0102, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:22.285666, arrival_time=2021-04-10 04:21:46.135420, cost_time=0:00:04.027517 2021-04-10 04:21:25,135 INFO : TRAIN, epoch=0166, iter=00040/00196, fetch data time cost=1.32ms, fps=1992 images/s, loss=0.0101, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:20.720856, arrival_time=2021-04-10 04:21:45.856198, cost_time=0:00:05.313032 2021-04-10 04:21:26,419 INFO : TRAIN, epoch=0166, iter=00050/00196, fetch data time cost=1.28ms, fps=1995 images/s, loss=0.0102, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:19.262656, arrival_time=2021-04-10 04:21:45.681686, cost_time=0:00:06.596792 2021-04-10 04:21:27,704 INFO : TRAIN, epoch=0166, iter=00060/00196, fetch data time cost=1.29ms, fps=1993 images/s, loss=0.0110, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:17.865504, arrival_time=2021-04-10 04:21:45.569584, cost_time=0:00:07.881843 2021-04-10 04:21:28,987 INFO : TRAIN, epoch=0166, iter=00070/00196, fetch data time cost=1.31ms, fps=1995 images/s, loss=0.0112, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:16.498314, arrival_time=2021-04-10 04:21:45.486248, cost_time=0:00:09.165697 2021-04-10 04:21:30,271 INFO : TRAIN, epoch=0166, iter=00080/00196, fetch data time cost=1.42ms, fps=1996 images/s, loss=0.0112, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:15.150760, arrival_time=2021-04-10 04:21:45.421827, cost_time=0:00:10.448816 2021-04-10 04:21:31,554 INFO : TRAIN, epoch=0166, iter=00090/00196, fetch data time cost=1.25ms, fps=1996 images/s, loss=0.0116, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:13.817736, arrival_time=2021-04-10 04:21:45.372044, cost_time=0:00:11.732008 2021-04-10 04:21:32,839 INFO : TRAIN, epoch=0166, iter=00100/00196, fetch data time cost=1.29ms, fps=1992 images/s, loss=0.0110, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:12.496704, arrival_time=2021-04-10 04:21:45.336385, cost_time=0:00:13.017449 2021-04-10 04:21:34,122 INFO : TRAIN, epoch=0166, iter=00110/00196, fetch data time cost=1.27ms, fps=1996 images/s, loss=0.0110, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:11.180172, arrival_time=2021-04-10 04:21:45.302674, cost_time=0:00:14.300263 2021-04-10 04:21:35,408 INFO : TRAIN, epoch=0166, iter=00120/00196, fetch data time cost=1.29ms, fps=1991 images/s, loss=0.0111, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:09.871260, arrival_time=2021-04-10 04:21:45.279649, cost_time=0:00:15.586150 2021-04-10 04:21:36,691 INFO : TRAIN, epoch=0166, iter=00130/00196, fetch data time cost=1.47ms, fps=1995 images/s, loss=0.0111, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:08.564556, arrival_time=2021-04-10 04:21:45.256444, cost_time=0:00:16.869644 2021-04-10 04:21:37,975 INFO : TRAIN, epoch=0166, iter=00140/00196, fetch data time cost=1.32ms, fps=1995 images/s, loss=0.0115, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:07.261352, arrival_time=2021-04-10 04:21:45.236974, cost_time=0:00:18.153381 2021-04-10 04:21:39,259 INFO : TRAIN, epoch=0166, iter=00150/00196, fetch data time cost=1.23ms, fps=1995 images/s, loss=0.0112, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:05.960634, arrival_time=2021-04-10 04:21:45.219824, cost_time=0:00:19.436898 2021-04-10 04:21:40,541 INFO : TRAIN, epoch=0166, iter=00160/00196, fetch data time cost=1.31ms, fps=1997 images/s, loss=0.0115, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:04.661820, arrival_time=2021-04-10 04:21:45.203194, cost_time=0:00:20.719132 2021-04-10 04:21:41,834 INFO : TRAIN, epoch=0166, iter=00170/00196, fetch data time cost=1.60ms, fps=1981 images/s, loss=0.0113, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:03.366532, arrival_time=2021-04-10 04:21:45.200693, cost_time=0:00:22.011876 2021-04-10 04:21:43,128 INFO : TRAIN, epoch=0166, iter=00180/00196, fetch data time cost=1.60ms, fps=1978 images/s, loss=0.0111, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:02.071696, arrival_time=2021-04-10 04:21:45.200438, cost_time=0:00:23.306497 2021-04-10 04:21:44,415 INFO : TRAIN, epoch=0166, iter=00190/00196, fetch data time cost=1.18ms, fps=1991 images/s, loss=0.0110, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:00.776610, arrival_time=2021-04-10 04:21:45.191637, cost_time=0:00:24.592736 2021-04-10 04:21:45,112 INFO : TRAIN, epoch=0166, iter=00196/00196, fetch data time cost=2.84ms, fps=1952 images/s, loss=0.0117, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:21:45.112374, cost_time=0:00:25.290148 2021-04-10 04:21:45,600 INFO : EVAL, epoch=0166, iter=00010/00040, fetch data time cost=2.16ms, fps=5251 images/s, loss=0.2831, top1-acc=93.79%, top5-acc=99.61%, remaining_time=0:00:01.462560, arrival_time=2021-04-10 04:21:47.063361, cost_time=0:00:00.487525 2021-04-10 04:21:46,018 INFO : EVAL, epoch=0166, iter=00020/00040, fetch data time cost=1.44ms, fps=6131 images/s, loss=0.3048, top1-acc=93.48%, top5-acc=99.65%, remaining_time=0:00:00.905440, arrival_time=2021-04-10 04:21:46.924160, cost_time=0:00:00.905440 2021-04-10 04:21:46,442 INFO : EVAL, epoch=0166, iter=00030/00040, fetch data time cost=1.54ms, fps=6050 images/s, loss=0.3030, top1-acc=93.53%, top5-acc=99.69%, remaining_time=0:00:00.442980, arrival_time=2021-04-10 04:21:46.885231, cost_time=0:00:01.328937 2021-04-10 04:21:46,822 INFO : EVAL, epoch=0166, iter=00040/00040, fetch data time cost=0.05ms, fps=6109 images/s, loss=0.3104, top1-acc=93.25%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-10 04:21:46.822429, cost_time=0:00:01.709182 2021-04-10 04:21:48,394 INFO : Epoch=0166 complete, best val top1-acc=93.25%, top5-acc=99.64% (epoch=166), remaining_time=0:15:58.526742, arrival_time=2021-04-10 04:37:46.921123, cost_time=1:17:59.865924 2021-04-10 04:21:48,394 INFO : Train start, epoch=0167, lr=0.006963 2021-04-10 04:21:49,824 INFO : TRAIN, epoch=0167, iter=00010/00196, fetch data time cost=1.55ms, fps=1791 images/s, loss=0.0102, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:26.578842, arrival_time=2021-04-10 04:22:16.402947, cost_time=0:00:01.428974 2021-04-10 04:21:51,107 INFO : TRAIN, epoch=0167, iter=00020/00196, fetch data time cost=1.23ms, fps=1996 images/s, loss=0.0129, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:23.868240, arrival_time=2021-04-10 04:22:14.975596, cost_time=0:00:02.712297 2021-04-10 04:21:52,392 INFO : TRAIN, epoch=0167, iter=00030/00196, fetch data time cost=1.36ms, fps=1993 images/s, loss=0.0111, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:22.118670, arrival_time=2021-04-10 04:22:14.511074, cost_time=0:00:03.997348 2021-04-10 04:21:53,676 INFO : TRAIN, epoch=0167, iter=00040/00196, fetch data time cost=1.31ms, fps=1994 images/s, loss=0.0130, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:20.598396, arrival_time=2021-04-10 04:22:14.275088, cost_time=0:00:05.281638 2021-04-10 04:21:54,961 INFO : TRAIN, epoch=0167, iter=00050/00196, fetch data time cost=1.29ms, fps=1993 images/s, loss=0.0118, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:19.173888, arrival_time=2021-04-10 04:22:14.135354, cost_time=0:00:06.566408 2021-04-10 04:21:56,247 INFO : TRAIN, epoch=0167, iter=00060/00196, fetch data time cost=1.32ms, fps=1992 images/s, loss=0.0114, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:17.798184, arrival_time=2021-04-10 04:22:14.045425, cost_time=0:00:07.852111 2021-04-10 04:21:57,530 INFO : TRAIN, epoch=0167, iter=00070/00196, fetch data time cost=1.27ms, fps=1996 images/s, loss=0.0115, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:16.443504, arrival_time=2021-04-10 04:22:13.973818, cost_time=0:00:09.135257 2021-04-10 04:21:58,815 INFO : TRAIN, epoch=0167, iter=00080/00196, fetch data time cost=1.32ms, fps=1992 images/s, loss=0.0115, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:15.110160, arrival_time=2021-04-10 04:22:13.926024, cost_time=0:00:10.420803 2021-04-10 04:22:00,101 INFO : TRAIN, epoch=0167, iter=00090/00196, fetch data time cost=1.60ms, fps=1992 images/s, loss=0.0113, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:13.787420, arrival_time=2021-04-10 04:22:13.888795, cost_time=0:00:11.706312 2021-04-10 04:22:01,387 INFO : TRAIN, epoch=0167, iter=00100/00196, fetch data time cost=1.44ms, fps=1991 images/s, loss=0.0109, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:12.472608, arrival_time=2021-04-10 04:22:13.859969, cost_time=0:00:12.992301 2021-04-10 04:22:02,674 INFO : TRAIN, epoch=0167, iter=00110/00196, fetch data time cost=1.98ms, fps=1990 images/s, loss=0.0110, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:11.163488, arrival_time=2021-04-10 04:22:13.837529, cost_time=0:00:14.278914 2021-04-10 04:22:03,962 INFO : TRAIN, epoch=0167, iter=00120/00196, fetch data time cost=1.43ms, fps=1993 images/s, loss=0.0106, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:09.859632, arrival_time=2021-04-10 04:22:13.822527, cost_time=0:00:15.567833 2021-04-10 04:22:05,246 INFO : TRAIN, epoch=0167, iter=00130/00196, fetch data time cost=1.29ms, fps=1995 images/s, loss=0.0105, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:08.555250, arrival_time=2021-04-10 04:22:13.801560, cost_time=0:00:16.851254 2021-04-10 04:22:06,531 INFO : TRAIN, epoch=0167, iter=00140/00196, fetch data time cost=1.44ms, fps=1993 images/s, loss=0.0103, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:07.254408, arrival_time=2021-04-10 04:22:13.785531, cost_time=0:00:18.136065 2021-04-10 04:22:07,814 INFO : TRAIN, epoch=0167, iter=00150/00196, fetch data time cost=1.32ms, fps=1995 images/s, loss=0.0103, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:05.955344, arrival_time=2021-04-10 04:22:13.769969, cost_time=0:00:19.419552 2021-04-10 04:22:09,097 INFO : TRAIN, epoch=0167, iter=00160/00196, fetch data time cost=1.45ms, fps=1995 images/s, loss=0.0103, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:04.658148, arrival_time=2021-04-10 04:22:13.756066, cost_time=0:00:20.702859 2021-04-10 04:22:10,383 INFO : TRAIN, epoch=0167, iter=00170/00196, fetch data time cost=1.28ms, fps=1992 images/s, loss=0.0103, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:03.362918, arrival_time=2021-04-10 04:22:13.746207, cost_time=0:00:21.988228 2021-04-10 04:22:11,665 INFO : TRAIN, epoch=0167, iter=00180/00196, fetch data time cost=1.36ms, fps=1997 images/s, loss=0.0104, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:02.068496, arrival_time=2021-04-10 04:22:13.734092, cost_time=0:00:23.270551 2021-04-10 04:22:12,950 INFO : TRAIN, epoch=0167, iter=00190/00196, fetch data time cost=1.21ms, fps=1994 images/s, loss=0.0103, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:00.775416, arrival_time=2021-04-10 04:22:13.725469, cost_time=0:00:24.554926 2021-04-10 04:22:13,645 INFO : TRAIN, epoch=0167, iter=00196/00196, fetch data time cost=1.36ms, fps=1956 images/s, loss=0.0103, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:22:13.645820, cost_time=0:00:25.250765 2021-04-10 04:22:14,135 INFO : EVAL, epoch=0167, iter=00010/00040, fetch data time cost=0.24ms, fps=5243 images/s, loss=0.3274, top1-acc=93.55%, top5-acc=99.61%, remaining_time=0:00:01.464840, arrival_time=2021-04-10 04:22:15.599900, cost_time=0:00:00.488275 2021-04-10 04:22:14,553 INFO : EVAL, epoch=0167, iter=00020/00040, fetch data time cost=1.17ms, fps=6127 images/s, loss=0.3300, top1-acc=93.18%, top5-acc=99.61%, remaining_time=0:00:00.906360, arrival_time=2021-04-10 04:22:15.459543, cost_time=0:00:00.906362 2021-04-10 04:22:14,971 INFO : EVAL, epoch=0167, iter=00030/00040, fetch data time cost=1.18ms, fps=6122 images/s, loss=0.3344, top1-acc=93.16%, top5-acc=99.60%, remaining_time=0:00:00.441640, arrival_time=2021-04-10 04:22:15.413344, cost_time=0:00:01.324917 2021-04-10 04:22:15,348 INFO : EVAL, epoch=0167, iter=00040/00040, fetch data time cost=0.05ms, fps=6165 images/s, loss=0.3320, top1-acc=93.14%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-10 04:22:15.348303, cost_time=0:00:01.701533 2021-04-10 04:22:16,307 INFO : Epoch=0167 complete, best val top1-acc=93.25%, top5-acc=99.64% (epoch=166), remaining_time=0:15:30.279669, arrival_time=2021-04-10 04:37:46.587104, cost_time=1:18:27.778983 2021-04-10 04:22:16,308 INFO : Train start, epoch=0168, lr=0.006568 2021-04-10 04:22:17,757 INFO : TRAIN, epoch=0168, iter=00010/00196, fetch data time cost=0.35ms, fps=1766 images/s, loss=0.0102, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:26.955120, arrival_time=2021-04-10 04:22:44.712432, cost_time=0:00:01.449198 2021-04-10 04:22:19,042 INFO : TRAIN, epoch=0168, iter=00020/00196, fetch data time cost=1.36ms, fps=1993 images/s, loss=0.0101, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:24.060080, arrival_time=2021-04-10 04:22:43.102303, cost_time=0:00:02.734105 2021-04-10 04:22:20,327 INFO : TRAIN, epoch=0168, iter=00030/00196, fetch data time cost=1.35ms, fps=1992 images/s, loss=0.0109, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:22.242838, arrival_time=2021-04-10 04:22:42.570759, cost_time=0:00:04.019804 2021-04-10 04:22:21,612 INFO : TRAIN, epoch=0168, iter=00040/00196, fetch data time cost=1.35ms, fps=1993 images/s, loss=0.0095, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:20.688096, arrival_time=2021-04-10 04:22:42.300841, cost_time=0:00:05.304627 2021-04-10 04:22:22,897 INFO : TRAIN, epoch=0168, iter=00050/00196, fetch data time cost=1.34ms, fps=1993 images/s, loss=0.0096, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:19.241340, arrival_time=2021-04-10 04:22:42.138931, cost_time=0:00:06.589480 2021-04-10 04:22:24,183 INFO : TRAIN, epoch=0168, iter=00060/00196, fetch data time cost=1.35ms, fps=1992 images/s, loss=0.0092, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:17.849728, arrival_time=2021-04-10 04:22:42.032686, cost_time=0:00:07.874854 2021-04-10 04:22:25,466 INFO : TRAIN, epoch=0168, iter=00070/00196, fetch data time cost=1.42ms, fps=1996 images/s, loss=0.0086, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:16.484328, arrival_time=2021-04-10 04:22:41.950371, cost_time=0:00:09.157928 2021-04-10 04:22:26,749 INFO : TRAIN, epoch=0168, iter=00080/00196, fetch data time cost=1.32ms, fps=1995 images/s, loss=0.0091, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:15.140320, arrival_time=2021-04-10 04:22:41.890043, cost_time=0:00:10.441611 2021-04-10 04:22:28,032 INFO : TRAIN, epoch=0168, iter=00090/00196, fetch data time cost=1.36ms, fps=1996 images/s, loss=0.0089, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:13.809256, arrival_time=2021-04-10 04:22:41.842194, cost_time=0:00:11.724823 2021-04-10 04:22:29,317 INFO : TRAIN, epoch=0168, iter=00100/00196, fetch data time cost=1.38ms, fps=1993 images/s, loss=0.0087, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:12.489312, arrival_time=2021-04-10 04:22:41.807133, cost_time=0:00:13.009702 2021-04-10 04:22:30,603 INFO : TRAIN, epoch=0168, iter=00110/00196, fetch data time cost=1.35ms, fps=1992 images/s, loss=0.0085, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:11.176302, arrival_time=2021-04-10 04:22:41.779710, cost_time=0:00:14.295231 2021-04-10 04:22:31,887 INFO : TRAIN, epoch=0168, iter=00120/00196, fetch data time cost=1.36ms, fps=1994 images/s, loss=0.0085, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:09.866928, arrival_time=2021-04-10 04:22:41.754379, cost_time=0:00:15.579337 2021-04-10 04:22:33,171 INFO : TRAIN, epoch=0168, iter=00130/00196, fetch data time cost=1.39ms, fps=1995 images/s, loss=0.0085, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:08.561190, arrival_time=2021-04-10 04:22:41.732279, cost_time=0:00:16.862977 2021-04-10 04:22:34,455 INFO : TRAIN, epoch=0168, iter=00140/00196, fetch data time cost=1.30ms, fps=1994 images/s, loss=0.0091, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:07.258888, arrival_time=2021-04-10 04:22:41.714178, cost_time=0:00:18.147181 2021-04-10 04:22:35,741 INFO : TRAIN, epoch=0168, iter=00150/00196, fetch data time cost=1.36ms, fps=1992 images/s, loss=0.0097, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:05.959438, arrival_time=2021-04-10 04:22:41.700501, cost_time=0:00:19.432952 2021-04-10 04:22:37,030 INFO : TRAIN, epoch=0168, iter=00160/00196, fetch data time cost=1.32ms, fps=1987 images/s, loss=0.0095, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:04.662468, arrival_time=2021-04-10 04:22:41.692600, cost_time=0:00:20.722009 2021-04-10 04:22:38,313 INFO : TRAIN, epoch=0168, iter=00170/00196, fetch data time cost=1.34ms, fps=1996 images/s, loss=0.0100, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:03.365518, arrival_time=2021-04-10 04:22:41.678904, cost_time=0:00:22.005273 2021-04-10 04:22:39,598 INFO : TRAIN, epoch=0168, iter=00180/00196, fetch data time cost=1.36ms, fps=1993 images/s, loss=0.0100, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:02.070256, arrival_time=2021-04-10 04:22:41.668692, cost_time=0:00:23.290327 2021-04-10 04:22:40,883 INFO : TRAIN, epoch=0168, iter=00190/00196, fetch data time cost=1.08ms, fps=1993 images/s, loss=0.0100, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:00.776064, arrival_time=2021-04-10 04:22:41.659492, cost_time=0:00:24.575327 2021-04-10 04:22:41,578 INFO : TRAIN, epoch=0168, iter=00196/00196, fetch data time cost=1.04ms, fps=1957 images/s, loss=0.0102, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:22:41.578795, cost_time=0:00:25.270709 2021-04-10 04:22:42,071 INFO : EVAL, epoch=0168, iter=00010/00040, fetch data time cost=0.25ms, fps=5206 images/s, loss=0.3374, top1-acc=93.32%, top5-acc=99.57%, remaining_time=0:00:01.475280, arrival_time=2021-04-10 04:22:43.546668, cost_time=0:00:00.491762 2021-04-10 04:22:42,488 INFO : EVAL, epoch=0168, iter=00020/00040, fetch data time cost=1.23ms, fps=6148 images/s, loss=0.3302, top1-acc=93.42%, top5-acc=99.65%, remaining_time=0:00:00.908500, arrival_time=2021-04-10 04:22:43.396617, cost_time=0:00:00.908494 2021-04-10 04:22:42,904 INFO : EVAL, epoch=0168, iter=00030/00040, fetch data time cost=1.39ms, fps=6149 images/s, loss=0.3457, top1-acc=93.12%, top5-acc=99.58%, remaining_time=0:00:00.441710, arrival_time=2021-04-10 04:22:43.346472, cost_time=0:00:01.325141 2021-04-10 04:22:43,285 INFO : EVAL, epoch=0168, iter=00040/00040, fetch data time cost=0.06ms, fps=6105 images/s, loss=0.3428, top1-acc=93.07%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-10 04:22:43.285063, cost_time=0:00:01.705458 2021-04-10 04:22:44,057 INFO : Epoch=0168 complete, best val top1-acc=93.25%, top5-acc=99.64% (epoch=166), remaining_time=0:15:02.005472, arrival_time=2021-04-10 04:37:46.062628, cost_time=1:18:55.528705 2021-04-10 04:22:44,057 INFO : Train start, epoch=0169, lr=0.006185 2021-04-10 04:22:45,496 INFO : TRAIN, epoch=0169, iter=00010/00196, fetch data time cost=1.61ms, fps=1779 images/s, loss=0.0065, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:26.759820, arrival_time=2021-04-10 04:23:12.256386, cost_time=0:00:01.438704 2021-04-10 04:22:46,782 INFO : TRAIN, epoch=0169, iter=00020/00196, fetch data time cost=1.31ms, fps=1992 images/s, loss=0.0077, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:23.972432, arrival_time=2021-04-10 04:23:10.754401, cost_time=0:00:02.724140 2021-04-10 04:22:48,065 INFO : TRAIN, epoch=0169, iter=00030/00196, fetch data time cost=1.24ms, fps=1996 images/s, loss=0.0062, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:22.172620, arrival_time=2021-04-10 04:23:10.237621, cost_time=0:00:04.007111 2021-04-10 04:22:49,350 INFO : TRAIN, epoch=0169, iter=00040/00196, fetch data time cost=1.34ms, fps=1993 images/s, loss=0.0067, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:20.639892, arrival_time=2021-04-10 04:23:09.989988, cost_time=0:00:05.292268 2021-04-10 04:22:50,633 INFO : TRAIN, epoch=0169, iter=00050/00196, fetch data time cost=1.27ms, fps=1995 images/s, loss=0.0064, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:19.201920, arrival_time=2021-04-10 04:23:09.835763, cost_time=0:00:06.576014 2021-04-10 04:22:51,918 INFO : TRAIN, epoch=0169, iter=00060/00196, fetch data time cost=1.37ms, fps=1994 images/s, loss=0.0068, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:17.816408, arrival_time=2021-04-10 04:23:09.734448, cost_time=0:00:07.860201 2021-04-10 04:22:53,202 INFO : TRAIN, epoch=0169, iter=00070/00196, fetch data time cost=1.38ms, fps=1994 images/s, loss=0.0066, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:16.460136, arrival_time=2021-04-10 04:23:09.662576, cost_time=0:00:09.144535 2021-04-10 04:22:54,485 INFO : TRAIN, epoch=0169, iter=00080/00196, fetch data time cost=1.29ms, fps=1997 images/s, loss=0.0072, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:15.119556, arrival_time=2021-04-10 04:23:09.604683, cost_time=0:00:10.427296 2021-04-10 04:22:55,765 INFO : TRAIN, epoch=0169, iter=00090/00196, fetch data time cost=1.39ms, fps=2000 images/s, loss=0.0071, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:13.789116, arrival_time=2021-04-10 04:23:09.554718, cost_time=0:00:11.707775 2021-04-10 04:22:57,047 INFO : TRAIN, epoch=0169, iter=00100/00196, fetch data time cost=1.35ms, fps=1998 images/s, loss=0.0073, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:12.469728, arrival_time=2021-04-10 04:23:09.516812, cost_time=0:00:12.989258 2021-04-10 04:22:58,335 INFO : TRAIN, epoch=0169, iter=00110/00196, fetch data time cost=1.26ms, fps=1987 images/s, loss=0.0077, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:11.162628, arrival_time=2021-04-10 04:23:09.498257, cost_time=0:00:14.277787 2021-04-10 04:22:59,617 INFO : TRAIN, epoch=0169, iter=00120/00196, fetch data time cost=1.32ms, fps=1998 images/s, loss=0.0074, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:09.854160, arrival_time=2021-04-10 04:23:09.471200, cost_time=0:00:15.559209 2021-04-10 04:23:00,901 INFO : TRAIN, epoch=0169, iter=00130/00196, fetch data time cost=1.37ms, fps=1994 images/s, loss=0.0073, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:08.551158, arrival_time=2021-04-10 04:23:09.452313, cost_time=0:00:16.843252 2021-04-10 04:23:02,184 INFO : TRAIN, epoch=0169, iter=00140/00196, fetch data time cost=1.29ms, fps=1996 images/s, loss=0.0073, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:07.250656, arrival_time=2021-04-10 04:23:09.435065, cost_time=0:00:18.126578 2021-04-10 04:23:03,469 INFO : TRAIN, epoch=0169, iter=00150/00196, fetch data time cost=1.42ms, fps=1993 images/s, loss=0.0072, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:05.952768, arrival_time=2021-04-10 04:23:09.421872, cost_time=0:00:19.411273 2021-04-10 04:23:04,751 INFO : TRAIN, epoch=0169, iter=00160/00196, fetch data time cost=1.29ms, fps=1996 images/s, loss=0.0071, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:04.656168, arrival_time=2021-04-10 04:23:09.408109, cost_time=0:00:20.694116 2021-04-10 04:23:06,036 INFO : TRAIN, epoch=0169, iter=00170/00196, fetch data time cost=1.33ms, fps=1993 images/s, loss=0.0070, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:03.361488, arrival_time=2021-04-10 04:23:09.398270, cost_time=0:00:21.978942 2021-04-10 04:23:07,321 INFO : TRAIN, epoch=0169, iter=00180/00196, fetch data time cost=1.30ms, fps=1993 images/s, loss=0.0071, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:02.067888, arrival_time=2021-04-10 04:23:09.389516, cost_time=0:00:23.263801 2021-04-10 04:23:08,605 INFO : TRAIN, epoch=0169, iter=00190/00196, fetch data time cost=1.08ms, fps=1994 images/s, loss=0.0069, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:00.775200, arrival_time=2021-04-10 04:23:09.380997, cost_time=0:00:24.547971 2021-04-10 04:23:09,301 INFO : TRAIN, epoch=0169, iter=00196/00196, fetch data time cost=1.11ms, fps=1956 images/s, loss=0.0072, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:23:09.301389, cost_time=0:00:25.243582 2021-04-10 04:23:09,808 INFO : EVAL, epoch=0169, iter=00010/00040, fetch data time cost=0.26ms, fps=5061 images/s, loss=0.3632, top1-acc=93.05%, top5-acc=99.41%, remaining_time=0:00:01.517430, arrival_time=2021-04-10 04:23:11.325502, cost_time=0:00:00.505806 2021-04-10 04:23:10,225 INFO : EVAL, epoch=0169, iter=00020/00040, fetch data time cost=1.44ms, fps=6136 images/s, loss=0.3515, top1-acc=93.05%, top5-acc=99.57%, remaining_time=0:00:00.923320, arrival_time=2021-04-10 04:23:11.148900, cost_time=0:00:00.923319 2021-04-10 04:23:10,647 INFO : EVAL, epoch=0169, iter=00030/00040, fetch data time cost=1.21ms, fps=6073 images/s, loss=0.3416, top1-acc=93.36%, top5-acc=99.64%, remaining_time=0:00:00.448400, arrival_time=2021-04-10 04:23:11.095926, cost_time=0:00:01.345193 2021-04-10 04:23:11,027 INFO : EVAL, epoch=0169, iter=00040/00040, fetch data time cost=0.05ms, fps=6116 images/s, loss=0.3417, top1-acc=93.28%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-10 04:23:11.027309, cost_time=0:00:01.725063 2021-04-10 04:23:12,649 INFO : Epoch=0169 complete, best val top1-acc=93.28%, top5-acc=99.66% (epoch=169), remaining_time=0:14:33.892108, arrival_time=2021-04-10 04:37:46.542024, cost_time=1:19:24.121434 2021-04-10 04:23:12,650 INFO : Train start, epoch=0170, lr=0.005812 2021-04-10 04:23:14,078 INFO : TRAIN, epoch=0170, iter=00010/00196, fetch data time cost=0.24ms, fps=1793 images/s, loss=0.0090, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:26.561916, arrival_time=2021-04-10 04:23:40.640650, cost_time=0:00:01.428058 2021-04-10 04:23:15,365 INFO : TRAIN, epoch=0170, iter=00020/00196, fetch data time cost=1.31ms, fps=1989 images/s, loss=0.0143, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:23.893936, arrival_time=2021-04-10 04:23:39.259831, cost_time=0:00:02.715214 2021-04-10 04:23:16,648 INFO : TRAIN, epoch=0170, iter=00030/00196, fetch data time cost=1.19ms, fps=1997 images/s, loss=0.0124, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:22.119334, arrival_time=2021-04-10 04:23:38.767483, cost_time=0:00:03.997476 2021-04-10 04:23:17,933 INFO : TRAIN, epoch=0170, iter=00040/00196, fetch data time cost=1.32ms, fps=1993 images/s, loss=0.0123, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:20.602296, arrival_time=2021-04-10 04:23:38.535674, cost_time=0:00:05.282625 2021-04-10 04:23:19,217 INFO : TRAIN, epoch=0170, iter=00050/00196, fetch data time cost=1.18ms, fps=1994 images/s, loss=0.0115, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:19.175932, arrival_time=2021-04-10 04:23:38.393681, cost_time=0:00:06.567080 2021-04-10 04:23:20,513 INFO : TRAIN, epoch=0170, iter=00060/00196, fetch data time cost=1.57ms, fps=1977 images/s, loss=0.0110, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:17.821576, arrival_time=2021-04-10 04:23:38.334731, cost_time=0:00:07.862480 2021-04-10 04:23:21,796 INFO : TRAIN, epoch=0170, iter=00070/00196, fetch data time cost=1.40ms, fps=1996 images/s, loss=0.0112, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:16.462152, arrival_time=2021-04-10 04:23:38.258451, cost_time=0:00:09.145619 2021-04-10 04:23:23,082 INFO : TRAIN, epoch=0170, iter=00080/00196, fetch data time cost=1.43ms, fps=1992 images/s, loss=0.0105, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:15.125240, arrival_time=2021-04-10 04:23:38.207334, cost_time=0:00:10.431223 2021-04-10 04:23:24,366 INFO : TRAIN, epoch=0170, iter=00090/00196, fetch data time cost=1.29ms, fps=1994 images/s, loss=0.0103, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:13.798444, arrival_time=2021-04-10 04:23:38.164748, cost_time=0:00:11.715629 2021-04-10 04:23:25,649 INFO : TRAIN, epoch=0170, iter=00100/00196, fetch data time cost=1.38ms, fps=1996 images/s, loss=0.0099, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:12.478848, arrival_time=2021-04-10 04:23:38.128328, cost_time=0:00:12.998808 2021-04-10 04:23:26,931 INFO : TRAIN, epoch=0170, iter=00110/00196, fetch data time cost=1.29ms, fps=1998 images/s, loss=0.0096, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:11.164864, arrival_time=2021-04-10 04:23:38.096165, cost_time=0:00:14.280622 2021-04-10 04:23:28,214 INFO : TRAIN, epoch=0170, iter=00120/00196, fetch data time cost=1.38ms, fps=1995 images/s, loss=0.0092, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:09.857276, arrival_time=2021-04-10 04:23:38.072114, cost_time=0:00:15.564149 2021-04-10 04:23:29,500 INFO : TRAIN, epoch=0170, iter=00130/00196, fetch data time cost=1.35ms, fps=1993 images/s, loss=0.0091, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:08.554260, arrival_time=2021-04-10 04:23:38.054254, cost_time=0:00:16.849244 2021-04-10 04:23:30,784 INFO : TRAIN, epoch=0170, iter=00140/00196, fetch data time cost=1.39ms, fps=1994 images/s, loss=0.0089, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:07.253400, arrival_time=2021-04-10 04:23:38.037601, cost_time=0:00:18.133525 2021-04-10 04:23:32,065 INFO : TRAIN, epoch=0170, iter=00150/00196, fetch data time cost=1.30ms, fps=1999 images/s, loss=0.0088, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:05.953734, arrival_time=2021-04-10 04:23:38.018833, cost_time=0:00:19.414419 2021-04-10 04:23:33,347 INFO : TRAIN, epoch=0170, iter=00160/00196, fetch data time cost=1.37ms, fps=1997 images/s, loss=0.0085, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:04.656780, arrival_time=2021-04-10 04:23:38.004208, cost_time=0:00:20.696748 2021-04-10 04:23:34,631 INFO : TRAIN, epoch=0170, iter=00170/00196, fetch data time cost=1.32ms, fps=1994 images/s, loss=0.0088, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:03.361800, arrival_time=2021-04-10 04:23:37.993460, cost_time=0:00:21.980973 2021-04-10 04:23:35,914 INFO : TRAIN, epoch=0170, iter=00180/00196, fetch data time cost=1.58ms, fps=1996 images/s, loss=0.0086, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:02.067888, arrival_time=2021-04-10 04:23:37.982350, cost_time=0:00:23.263787 2021-04-10 04:23:37,199 INFO : TRAIN, epoch=0170, iter=00190/00196, fetch data time cost=1.14ms, fps=1994 images/s, loss=0.0085, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:00.775206, arrival_time=2021-04-10 04:23:37.974195, cost_time=0:00:24.548266 2021-04-10 04:23:37,894 INFO : TRAIN, epoch=0170, iter=00196/00196, fetch data time cost=1.18ms, fps=1956 images/s, loss=0.0085, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:23:37.894741, cost_time=0:00:25.244080 2021-04-10 04:23:38,378 INFO : EVAL, epoch=0170, iter=00010/00040, fetch data time cost=1.18ms, fps=5306 images/s, loss=0.3550, top1-acc=93.12%, top5-acc=99.57%, remaining_time=0:00:01.447440, arrival_time=2021-04-10 04:23:39.825557, cost_time=0:00:00.482482 2021-04-10 04:23:38,796 INFO : EVAL, epoch=0170, iter=00020/00040, fetch data time cost=1.18ms, fps=6118 images/s, loss=0.3538, top1-acc=93.30%, top5-acc=99.51%, remaining_time=0:00:00.901240, arrival_time=2021-04-10 04:23:39.698120, cost_time=0:00:00.901240 2021-04-10 04:23:39,213 INFO : EVAL, epoch=0170, iter=00030/00040, fetch data time cost=1.25ms, fps=6150 images/s, loss=0.3328, top1-acc=93.52%, top5-acc=99.57%, remaining_time=0:00:00.439270, arrival_time=2021-04-10 04:23:39.652722, cost_time=0:00:01.317809 2021-04-10 04:23:39,590 INFO : EVAL, epoch=0170, iter=00040/00040, fetch data time cost=0.05ms, fps=6159 images/s, loss=0.3249, top1-acc=93.52%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-10 04:23:39.590404, cost_time=0:00:01.694780 2021-04-10 04:23:41,106 INFO : Epoch=0170 complete, best val top1-acc=93.52%, top5-acc=99.59% (epoch=170), remaining_time=0:14:05.749020, arrival_time=2021-04-10 04:37:46.855332, cost_time=1:19:52.577846 2021-04-10 04:23:41,106 INFO : Train start, epoch=0171, lr=0.005450 2021-04-10 04:23:42,534 INFO : TRAIN, epoch=0171, iter=00010/00196, fetch data time cost=1.34ms, fps=1794 images/s, loss=0.0050, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:26.542014, arrival_time=2021-04-10 04:24:09.075991, cost_time=0:00:01.426987 2021-04-10 04:23:43,817 INFO : TRAIN, epoch=0171, iter=00020/00196, fetch data time cost=1.86ms, fps=1994 images/s, loss=0.0038, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:23.856272, arrival_time=2021-04-10 04:24:07.674200, cost_time=0:00:02.710942 2021-04-10 04:23:45,101 INFO : TRAIN, epoch=0171, iter=00030/00196, fetch data time cost=1.37ms, fps=1995 images/s, loss=0.0047, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:22.104228, arrival_time=2021-04-10 04:24:07.205959, cost_time=0:00:03.994743 2021-04-10 04:23:46,386 INFO : TRAIN, epoch=0171, iter=00040/00196, fetch data time cost=1.37ms, fps=1993 images/s, loss=0.0052, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:20.590128, arrival_time=2021-04-10 04:24:06.976632, cost_time=0:00:05.279503 2021-04-10 04:23:47,669 INFO : TRAIN, epoch=0171, iter=00050/00196, fetch data time cost=1.30ms, fps=1996 images/s, loss=0.0047, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:19.163522, arrival_time=2021-04-10 04:24:06.833395, cost_time=0:00:06.562826 2021-04-10 04:23:48,960 INFO : TRAIN, epoch=0171, iter=00060/00196, fetch data time cost=1.22ms, fps=1985 images/s, loss=0.0049, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:17.800088, arrival_time=2021-04-10 04:24:06.760104, cost_time=0:00:07.852961 2021-04-10 04:23:50,249 INFO : TRAIN, epoch=0171, iter=00070/00196, fetch data time cost=1.61ms, fps=1986 images/s, loss=0.0048, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:16.456482, arrival_time=2021-04-10 04:24:06.705998, cost_time=0:00:09.142512 2021-04-10 04:23:51,534 INFO : TRAIN, epoch=0171, iter=00080/00196, fetch data time cost=1.51ms, fps=1993 images/s, loss=0.0045, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:15.120020, arrival_time=2021-04-10 04:24:06.654590, cost_time=0:00:10.427575 2021-04-10 04:23:52,822 INFO : TRAIN, epoch=0171, iter=00090/00196, fetch data time cost=1.29ms, fps=1988 images/s, loss=0.0046, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:13.798550, arrival_time=2021-04-10 04:24:06.621343, cost_time=0:00:11.715740 2021-04-10 04:23:54,107 INFO : TRAIN, epoch=0171, iter=00100/00196, fetch data time cost=1.45ms, fps=1994 images/s, loss=0.0046, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:12.480192, arrival_time=2021-04-10 04:24:06.587374, cost_time=0:00:13.000200 2021-04-10 04:23:55,390 INFO : TRAIN, epoch=0171, iter=00110/00196, fetch data time cost=1.32ms, fps=1995 images/s, loss=0.0047, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:11.167358, arrival_time=2021-04-10 04:24:06.558192, cost_time=0:00:14.283850 2021-04-10 04:23:56,678 INFO : TRAIN, epoch=0171, iter=00120/00196, fetch data time cost=1.44ms, fps=1989 images/s, loss=0.0047, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:09.861760, arrival_time=2021-04-10 04:24:06.539932, cost_time=0:00:15.571172 2021-04-10 04:23:57,965 INFO : TRAIN, epoch=0171, iter=00130/00196, fetch data time cost=1.28ms, fps=1990 images/s, loss=0.0047, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:08.558616, arrival_time=2021-04-10 04:24:06.523547, cost_time=0:00:16.857872 2021-04-10 04:23:59,249 INFO : TRAIN, epoch=0171, iter=00140/00196, fetch data time cost=1.43ms, fps=1994 images/s, loss=0.0050, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:07.256984, arrival_time=2021-04-10 04:24:06.506409, cost_time=0:00:18.142438 2021-04-10 04:24:00,535 INFO : TRAIN, epoch=0171, iter=00150/00196, fetch data time cost=1.37ms, fps=1991 images/s, loss=0.0050, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:05.958012, arrival_time=2021-04-10 04:24:06.493372, cost_time=0:00:19.428374 2021-04-10 04:24:01,822 INFO : TRAIN, epoch=0171, iter=00160/00196, fetch data time cost=1.45ms, fps=1990 images/s, loss=0.0050, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:04.660920, arrival_time=2021-04-10 04:24:06.483135, cost_time=0:00:20.715229 2021-04-10 04:24:03,105 INFO : TRAIN, epoch=0171, iter=00170/00196, fetch data time cost=1.28ms, fps=1996 images/s, loss=0.0049, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:03.364452, arrival_time=2021-04-10 04:24:06.469771, cost_time=0:00:21.998318 2021-04-10 04:24:04,390 INFO : TRAIN, epoch=0171, iter=00180/00196, fetch data time cost=1.45ms, fps=1992 images/s, loss=0.0049, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:02.069664, arrival_time=2021-04-10 04:24:06.460397, cost_time=0:00:23.283746 2021-04-10 04:24:05,678 INFO : TRAIN, epoch=0171, iter=00190/00196, fetch data time cost=1.09ms, fps=1989 images/s, loss=0.0051, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:00.775932, arrival_time=2021-04-10 04:24:06.454193, cost_time=0:00:24.571214 2021-04-10 04:24:06,374 INFO : TRAIN, epoch=0171, iter=00196/00196, fetch data time cost=1.19ms, fps=1956 images/s, loss=0.0050, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:24:06.374166, cost_time=0:00:25.267193 2021-04-10 04:24:06,863 INFO : EVAL, epoch=0171, iter=00010/00040, fetch data time cost=0.24ms, fps=5243 images/s, loss=0.3257, top1-acc=93.95%, top5-acc=99.61%, remaining_time=0:00:01.464930, arrival_time=2021-04-10 04:24:08.328281, cost_time=0:00:00.488307 2021-04-10 04:24:07,290 INFO : EVAL, epoch=0171, iter=00020/00040, fetch data time cost=1.18ms, fps=6004 images/s, loss=0.3451, top1-acc=93.44%, top5-acc=99.47%, remaining_time=0:00:00.915080, arrival_time=2021-04-10 04:24:08.205197, cost_time=0:00:00.915083 2021-04-10 04:24:07,707 INFO : EVAL, epoch=0171, iter=00030/00040, fetch data time cost=1.22ms, fps=6142 images/s, loss=0.3400, top1-acc=93.45%, top5-acc=99.56%, remaining_time=0:00:00.444070, arrival_time=2021-04-10 04:24:08.151303, cost_time=0:00:01.332207 2021-04-10 04:24:08,085 INFO : EVAL, epoch=0171, iter=00040/00040, fetch data time cost=0.06ms, fps=6132 images/s, loss=0.3473, top1-acc=93.44%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-10 04:24:08.085856, cost_time=0:00:01.710846 2021-04-10 04:24:08,859 INFO : Epoch=0171 complete, best val top1-acc=93.52%, top5-acc=99.59% (epoch=170), remaining_time=0:13:37.482943, arrival_time=2021-04-10 04:37:46.341923, cost_time=1:20:20.330531 2021-04-10 04:24:08,859 INFO : Train start, epoch=0172, lr=0.005099 2021-04-10 04:24:10,336 INFO : TRAIN, epoch=0172, iter=00010/00196, fetch data time cost=1.43ms, fps=1734 images/s, loss=0.0047, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:27.465132, arrival_time=2021-04-10 04:24:37.801619, cost_time=0:00:01.476618 2021-04-10 04:24:11,627 INFO : TRAIN, epoch=0172, iter=00020/00196, fetch data time cost=1.38ms, fps=1984 images/s, loss=0.0080, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:24.355232, arrival_time=2021-04-10 04:24:35.982547, cost_time=0:00:02.767642 2021-04-10 04:24:12,911 INFO : TRAIN, epoch=0172, iter=00030/00196, fetch data time cost=1.49ms, fps=1994 images/s, loss=0.0064, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:22.420126, arrival_time=2021-04-10 04:24:35.331621, cost_time=0:00:04.051831 2021-04-10 04:24:14,196 INFO : TRAIN, epoch=0172, iter=00040/00196, fetch data time cost=1.39ms, fps=1993 images/s, loss=0.0063, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:20.813988, arrival_time=2021-04-10 04:24:35.010568, cost_time=0:00:05.336906 2021-04-10 04:24:15,484 INFO : TRAIN, epoch=0172, iter=00050/00196, fetch data time cost=1.37ms, fps=1988 images/s, loss=0.0062, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:19.345292, arrival_time=2021-04-10 04:24:34.830037, cost_time=0:00:06.625084 2021-04-10 04:24:16,769 INFO : TRAIN, epoch=0172, iter=00060/00196, fetch data time cost=1.37ms, fps=1993 images/s, loss=0.0058, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:17.928608, arrival_time=2021-04-10 04:24:34.698045, cost_time=0:00:07.909707 2021-04-10 04:24:18,054 INFO : TRAIN, epoch=0172, iter=00070/00196, fetch data time cost=1.50ms, fps=1993 images/s, loss=0.0053, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:16.549974, arrival_time=2021-04-10 04:24:34.604088, cost_time=0:00:09.194453 2021-04-10 04:24:19,337 INFO : TRAIN, epoch=0172, iter=00080/00196, fetch data time cost=1.34ms, fps=1996 images/s, loss=0.0053, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:15.192056, arrival_time=2021-04-10 04:24:34.529018, cost_time=0:00:10.477314 2021-04-10 04:24:20,628 INFO : TRAIN, epoch=0172, iter=00090/00196, fetch data time cost=1.28ms, fps=1982 images/s, loss=0.0053, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:13.861302, arrival_time=2021-04-10 04:24:34.490076, cost_time=0:00:11.769035 2021-04-10 04:24:21,927 INFO : TRAIN, epoch=0172, iter=00100/00196, fetch data time cost=1.45ms, fps=1972 images/s, loss=0.0051, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:12.544896, arrival_time=2021-04-10 04:24:34.472212, cost_time=0:00:13.067596 2021-04-10 04:24:23,219 INFO : TRAIN, epoch=0172, iter=00110/00196, fetch data time cost=1.65ms, fps=1982 images/s, loss=0.0050, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:11.226440, arrival_time=2021-04-10 04:24:34.445550, cost_time=0:00:14.359449 2021-04-10 04:24:24,501 INFO : TRAIN, epoch=0172, iter=00120/00196, fetch data time cost=1.60ms, fps=1997 images/s, loss=0.0050, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:09.906600, arrival_time=2021-04-10 04:24:34.408266, cost_time=0:00:15.641991 2021-04-10 04:24:25,788 INFO : TRAIN, epoch=0172, iter=00130/00196, fetch data time cost=1.35ms, fps=1990 images/s, loss=0.0051, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:08.594586, arrival_time=2021-04-10 04:24:34.382971, cost_time=0:00:16.928721 2021-04-10 04:24:27,076 INFO : TRAIN, epoch=0172, iter=00140/00196, fetch data time cost=1.33ms, fps=1988 images/s, loss=0.0051, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:07.286832, arrival_time=2021-04-10 04:24:34.363569, cost_time=0:00:18.217012 2021-04-10 04:24:28,359 INFO : TRAIN, epoch=0172, iter=00150/00196, fetch data time cost=1.41ms, fps=1996 images/s, loss=0.0051, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:05.980000, arrival_time=2021-04-10 04:24:34.339697, cost_time=0:00:19.500037 2021-04-10 04:24:29,645 INFO : TRAIN, epoch=0172, iter=00160/00196, fetch data time cost=1.36ms, fps=1991 images/s, loss=0.0051, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:04.676868, arrival_time=2021-04-10 04:24:34.322635, cost_time=0:00:20.786105 2021-04-10 04:24:30,930 INFO : TRAIN, epoch=0172, iter=00170/00196, fetch data time cost=1.38ms, fps=1993 images/s, loss=0.0051, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:03.375528, arrival_time=2021-04-10 04:24:34.305992, cost_time=0:00:22.070802 2021-04-10 04:24:32,216 INFO : TRAIN, epoch=0172, iter=00180/00196, fetch data time cost=1.33ms, fps=1991 images/s, loss=0.0050, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:02.076160, arrival_time=2021-04-10 04:24:34.292615, cost_time=0:00:23.356789 2021-04-10 04:24:33,500 INFO : TRAIN, epoch=0172, iter=00190/00196, fetch data time cost=1.08ms, fps=1994 images/s, loss=0.0054, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:00.778146, arrival_time=2021-04-10 04:24:34.279051, cost_time=0:00:24.641199 2021-04-10 04:24:34,195 INFO : TRAIN, epoch=0172, iter=00196/00196, fetch data time cost=1.08ms, fps=1960 images/s, loss=0.0055, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:24:34.195128, cost_time=0:00:25.335486 2021-04-10 04:24:34,707 INFO : EVAL, epoch=0172, iter=00010/00040, fetch data time cost=0.19ms, fps=5005 images/s, loss=0.3092, top1-acc=94.06%, top5-acc=99.77%, remaining_time=0:00:01.534350, arrival_time=2021-04-10 04:24:36.241828, cost_time=0:00:00.511454 2021-04-10 04:24:35,128 INFO : EVAL, epoch=0172, iter=00020/00040, fetch data time cost=1.31ms, fps=6079 images/s, loss=0.3290, top1-acc=93.54%, top5-acc=99.59%, remaining_time=0:00:00.932900, arrival_time=2021-04-10 04:24:36.061819, cost_time=0:00:00.932895 2021-04-10 04:24:35,545 INFO : EVAL, epoch=0172, iter=00030/00040, fetch data time cost=1.18ms, fps=6144 images/s, loss=0.3337, top1-acc=93.65%, top5-acc=99.60%, remaining_time=0:00:00.449960, arrival_time=2021-04-10 04:24:35.995872, cost_time=0:00:01.349890 2021-04-10 04:24:35,924 INFO : EVAL, epoch=0172, iter=00040/00040, fetch data time cost=0.06ms, fps=6140 images/s, loss=0.3413, top1-acc=93.46%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-10 04:24:35.924076, cost_time=0:00:01.728072 2021-04-10 04:24:36,670 INFO : Epoch=0172 complete, best val top1-acc=93.52%, top5-acc=99.59% (epoch=170), remaining_time=0:13:09.232416, arrival_time=2021-04-10 04:37:45.902820, cost_time=1:20:48.141949 2021-04-10 04:24:36,670 INFO : Train start, epoch=0173, lr=0.004759 2021-04-10 04:24:38,094 INFO : TRAIN, epoch=0173, iter=00010/00196, fetch data time cost=1.81ms, fps=1799 images/s, loss=0.0046, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:26.469288, arrival_time=2021-04-10 04:25:04.563517, cost_time=0:00:01.423080 2021-04-10 04:24:39,379 INFO : TRAIN, epoch=0173, iter=00020/00196, fetch data time cost=1.35ms, fps=1998 images/s, loss=0.0050, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:23.832160, arrival_time=2021-04-10 04:25:03.211442, cost_time=0:00:02.708205 2021-04-10 04:24:40,663 INFO : TRAIN, epoch=0173, iter=00030/00196, fetch data time cost=1.32ms, fps=1994 images/s, loss=0.0049, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:22.091446, arrival_time=2021-04-10 04:25:02.754954, cost_time=0:00:03.992433 2021-04-10 04:24:41,945 INFO : TRAIN, epoch=0173, iter=00040/00196, fetch data time cost=1.39ms, fps=1997 images/s, loss=0.0045, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:20.570472, arrival_time=2021-04-10 04:25:02.516013, cost_time=0:00:05.274461 2021-04-10 04:24:43,229 INFO : TRAIN, epoch=0173, iter=00050/00196, fetch data time cost=1.28ms, fps=1995 images/s, loss=0.0057, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:19.149068, arrival_time=2021-04-10 04:25:02.378043, cost_time=0:00:06.557889 2021-04-10 04:24:44,515 INFO : TRAIN, epoch=0173, iter=00060/00196, fetch data time cost=1.35ms, fps=1990 images/s, loss=0.0054, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:17.780912, arrival_time=2021-04-10 04:25:02.296567, cost_time=0:00:07.844511 2021-04-10 04:24:45,801 INFO : TRAIN, epoch=0173, iter=00070/00196, fetch data time cost=1.31ms, fps=1992 images/s, loss=0.0058, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:16.434432, arrival_time=2021-04-10 04:25:02.235777, cost_time=0:00:09.130268 2021-04-10 04:24:47,087 INFO : TRAIN, epoch=0173, iter=00080/00196, fetch data time cost=1.51ms, fps=1991 images/s, loss=0.0059, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:15.103664, arrival_time=2021-04-10 04:25:02.191036, cost_time=0:00:10.416293 2021-04-10 04:24:48,371 INFO : TRAIN, epoch=0173, iter=00090/00196, fetch data time cost=1.28ms, fps=1995 images/s, loss=0.0057, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:13.780212, arrival_time=2021-04-10 04:25:02.151428, cost_time=0:00:11.700138 2021-04-10 04:24:49,656 INFO : TRAIN, epoch=0173, iter=00100/00196, fetch data time cost=1.51ms, fps=1992 images/s, loss=0.0054, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:12.466368, arrival_time=2021-04-10 04:25:02.123213, cost_time=0:00:12.985759 2021-04-10 04:24:50,938 INFO : TRAIN, epoch=0173, iter=00110/00196, fetch data time cost=1.15ms, fps=1998 images/s, loss=0.0053, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:11.154802, arrival_time=2021-04-10 04:25:02.093654, cost_time=0:00:14.267789 2021-04-10 04:24:52,237 INFO : TRAIN, epoch=0173, iter=00120/00196, fetch data time cost=1.89ms, fps=1972 images/s, loss=0.0051, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:09.858568, arrival_time=2021-04-10 04:25:02.095917, cost_time=0:00:15.566167 2021-04-10 04:24:53,523 INFO : TRAIN, epoch=0173, iter=00130/00196, fetch data time cost=1.37ms, fps=1992 images/s, loss=0.0052, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:08.555712, arrival_time=2021-04-10 04:25:02.078945, cost_time=0:00:16.852100 2021-04-10 04:24:54,818 INFO : TRAIN, epoch=0173, iter=00140/00196, fetch data time cost=1.58ms, fps=1978 images/s, loss=0.0052, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:07.258720, arrival_time=2021-04-10 04:25:02.076708, cost_time=0:00:18.146833 2021-04-10 04:24:56,104 INFO : TRAIN, epoch=0173, iter=00150/00196, fetch data time cost=1.35ms, fps=1991 images/s, loss=0.0053, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:05.959484, arrival_time=2021-04-10 04:25:02.063822, cost_time=0:00:19.433057 2021-04-10 04:24:57,397 INFO : TRAIN, epoch=0173, iter=00160/00196, fetch data time cost=1.31ms, fps=1980 images/s, loss=0.0052, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:04.663512, arrival_time=2021-04-10 04:25:02.061264, cost_time=0:00:20.726668 2021-04-10 04:24:58,681 INFO : TRAIN, epoch=0173, iter=00170/00196, fetch data time cost=1.37ms, fps=1995 images/s, loss=0.0053, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:03.366324, arrival_time=2021-04-10 04:25:02.047915, cost_time=0:00:22.010514 2021-04-10 04:24:59,965 INFO : TRAIN, epoch=0173, iter=00180/00196, fetch data time cost=1.26ms, fps=1994 images/s, loss=0.0053, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:02.070624, arrival_time=2021-04-10 04:25:02.036369, cost_time=0:00:23.294597 2021-04-10 04:25:01,252 INFO : TRAIN, epoch=0173, iter=00190/00196, fetch data time cost=1.13ms, fps=1990 images/s, loss=0.0053, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:00.776250, arrival_time=2021-04-10 04:25:02.028644, cost_time=0:00:24.581325 2021-04-10 04:25:01,947 INFO : TRAIN, epoch=0173, iter=00196/00196, fetch data time cost=1.11ms, fps=1958 images/s, loss=0.0054, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:25:01.947167, cost_time=0:00:25.276105 2021-04-10 04:25:02,438 INFO : EVAL, epoch=0173, iter=00010/00040, fetch data time cost=1.35ms, fps=5219 images/s, loss=0.3483, top1-acc=93.16%, top5-acc=99.73%, remaining_time=0:00:01.471560, arrival_time=2021-04-10 04:25:03.910118, cost_time=0:00:00.490524 2021-04-10 04:25:02,856 INFO : EVAL, epoch=0173, iter=00020/00040, fetch data time cost=1.21ms, fps=6137 images/s, loss=0.3311, top1-acc=93.57%, top5-acc=99.69%, remaining_time=0:00:00.907980, arrival_time=2021-04-10 04:25:03.763987, cost_time=0:00:00.907972 2021-04-10 04:25:03,272 INFO : EVAL, epoch=0173, iter=00030/00040, fetch data time cost=1.50ms, fps=6158 images/s, loss=0.3366, top1-acc=93.42%, top5-acc=99.67%, remaining_time=0:00:00.441330, arrival_time=2021-04-10 04:25:03.713335, cost_time=0:00:01.323979 2021-04-10 04:25:03,651 INFO : EVAL, epoch=0173, iter=00040/00040, fetch data time cost=0.05ms, fps=6116 images/s, loss=0.3450, top1-acc=93.65%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-10 04:25:03.651673, cost_time=0:00:01.703606 2021-04-10 04:25:05,250 INFO : Epoch=0173 complete, best val top1-acc=93.65%, top5-acc=99.65% (epoch=173), remaining_time=0:12:41.106915, arrival_time=2021-04-10 04:37:46.357458, cost_time=1:21:16.722063 2021-04-10 04:25:05,251 INFO : Train start, epoch=0174, lr=0.004430 2021-04-10 04:25:06,664 INFO : TRAIN, epoch=0174, iter=00010/00196, fetch data time cost=0.24ms, fps=1812 images/s, loss=0.0035, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:26.281056, arrival_time=2021-04-10 04:25:32.945368, cost_time=0:00:01.412964 2021-04-10 04:25:07,949 INFO : TRAIN, epoch=0174, iter=00020/00196, fetch data time cost=1.32ms, fps=1992 images/s, loss=0.0039, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:23.747680, arrival_time=2021-04-10 04:25:31.697561, cost_time=0:00:02.698607 2021-04-10 04:25:09,232 INFO : TRAIN, epoch=0174, iter=00030/00196, fetch data time cost=1.27ms, fps=1996 images/s, loss=0.0050, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:22.030192, arrival_time=2021-04-10 04:25:31.262835, cost_time=0:00:03.981367 2021-04-10 04:25:10,515 INFO : TRAIN, epoch=0174, iter=00040/00196, fetch data time cost=1.30ms, fps=1996 images/s, loss=0.0057, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:20.529600, arrival_time=2021-04-10 04:25:31.044885, cost_time=0:00:05.264010 2021-04-10 04:25:11,800 INFO : TRAIN, epoch=0174, iter=00050/00196, fetch data time cost=1.35ms, fps=1993 images/s, loss=0.0060, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:19.123372, arrival_time=2021-04-10 04:25:30.923769, cost_time=0:00:06.549107 2021-04-10 04:25:13,083 INFO : TRAIN, epoch=0174, iter=00060/00196, fetch data time cost=1.34ms, fps=1995 images/s, loss=0.0060, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:17.753576, arrival_time=2021-04-10 04:25:30.837397, cost_time=0:00:07.832465 2021-04-10 04:25:14,367 INFO : TRAIN, epoch=0174, iter=00070/00196, fetch data time cost=1.31ms, fps=1995 images/s, loss=0.0061, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:16.408980, arrival_time=2021-04-10 04:25:30.776386, cost_time=0:00:09.116131 2021-04-10 04:25:15,650 INFO : TRAIN, epoch=0174, iter=00080/00196, fetch data time cost=1.34ms, fps=1996 images/s, loss=0.0062, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:15.078608, arrival_time=2021-04-10 04:25:30.728924, cost_time=0:00:10.399038 2021-04-10 04:25:16,933 INFO : TRAIN, epoch=0174, iter=00090/00196, fetch data time cost=1.38ms, fps=1996 images/s, loss=0.0063, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:13.758694, arrival_time=2021-04-10 04:25:30.691856, cost_time=0:00:11.681883 2021-04-10 04:25:18,218 INFO : TRAIN, epoch=0174, iter=00100/00196, fetch data time cost=1.32ms, fps=1992 images/s, loss=0.0060, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:12.448896, arrival_time=2021-04-10 04:25:30.667797, cost_time=0:00:12.967614 2021-04-10 04:25:19,500 INFO : TRAIN, epoch=0174, iter=00110/00196, fetch data time cost=1.35ms, fps=1999 images/s, loss=0.0057, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:11.140010, arrival_time=2021-04-10 04:25:30.640105, cost_time=0:00:14.248814 2021-04-10 04:25:20,787 INFO : TRAIN, epoch=0174, iter=00120/00196, fetch data time cost=1.37ms, fps=1989 images/s, loss=0.0055, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:09.839796, arrival_time=2021-04-10 04:25:30.627660, cost_time=0:00:15.536518 2021-04-10 04:25:22,070 INFO : TRAIN, epoch=0174, iter=00130/00196, fetch data time cost=1.60ms, fps=1996 images/s, loss=0.0058, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:08.539080, arrival_time=2021-04-10 04:25:30.609782, cost_time=0:00:16.819434 2021-04-10 04:25:23,357 INFO : TRAIN, epoch=0174, iter=00140/00196, fetch data time cost=1.37ms, fps=1991 images/s, loss=0.0057, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:07.242312, arrival_time=2021-04-10 04:25:30.599326, cost_time=0:00:18.105732 2021-04-10 04:25:24,645 INFO : TRAIN, epoch=0174, iter=00150/00196, fetch data time cost=1.49ms, fps=1987 images/s, loss=0.0058, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:05.947616, arrival_time=2021-04-10 04:25:30.593257, cost_time=0:00:19.394352 2021-04-10 04:25:25,936 INFO : TRAIN, epoch=0174, iter=00160/00196, fetch data time cost=1.51ms, fps=1985 images/s, loss=0.0058, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:04.654044, arrival_time=2021-04-10 04:25:30.590111, cost_time=0:00:20.684691 2021-04-10 04:25:27,230 INFO : TRAIN, epoch=0174, iter=00170/00196, fetch data time cost=1.37ms, fps=1978 images/s, loss=0.0056, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:03.361566, arrival_time=2021-04-10 04:25:30.592335, cost_time=0:00:21.979465 2021-04-10 04:25:28,525 INFO : TRAIN, epoch=0174, iter=00180/00196, fetch data time cost=1.31ms, fps=1978 images/s, loss=0.0055, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:02.068848, arrival_time=2021-04-10 04:25:30.594608, cost_time=0:00:23.274466 2021-04-10 04:25:29,815 INFO : TRAIN, epoch=0174, iter=00190/00196, fetch data time cost=1.26ms, fps=1986 images/s, loss=0.0055, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:00.775698, arrival_time=2021-04-10 04:25:30.590794, cost_time=0:00:24.563809 2021-04-10 04:25:30,511 INFO : TRAIN, epoch=0174, iter=00196/00196, fetch data time cost=1.31ms, fps=1955 images/s, loss=0.0056, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:25:30.511334, cost_time=0:00:25.260004 2021-04-10 04:25:31,021 INFO : EVAL, epoch=0174, iter=00010/00040, fetch data time cost=0.20ms, fps=5024 images/s, loss=0.3374, top1-acc=93.91%, top5-acc=99.53%, remaining_time=0:00:01.528740, arrival_time=2021-04-10 04:25:32.550666, cost_time=0:00:00.509581 2021-04-10 04:25:31,439 INFO : EVAL, epoch=0174, iter=00020/00040, fetch data time cost=1.27ms, fps=6143 images/s, loss=0.3300, top1-acc=93.75%, top5-acc=99.57%, remaining_time=0:00:00.926640, arrival_time=2021-04-10 04:25:32.365621, cost_time=0:00:00.926648 2021-04-10 04:25:31,863 INFO : EVAL, epoch=0174, iter=00030/00040, fetch data time cost=1.38ms, fps=6041 images/s, loss=0.3383, top1-acc=93.54%, top5-acc=99.60%, remaining_time=0:00:00.450230, arrival_time=2021-04-10 04:25:32.313333, cost_time=0:00:01.350690 2021-04-10 04:25:32,242 INFO : EVAL, epoch=0174, iter=00040/00040, fetch data time cost=0.05ms, fps=6116 images/s, loss=0.3200, top1-acc=93.68%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-10 04:25:32.242843, cost_time=0:00:01.730517 2021-04-10 04:25:33,755 INFO : Epoch=0174 complete, best val top1-acc=93.68%, top5-acc=99.61% (epoch=174), remaining_time=0:12:12.964908, arrival_time=2021-04-10 04:37:46.720013, cost_time=1:21:45.226631 2021-04-10 04:25:33,755 INFO : Train start, epoch=0175, lr=0.004112 2021-04-10 04:25:35,216 INFO : TRAIN, epoch=0175, iter=00010/00196, fetch data time cost=1.37ms, fps=1752 images/s, loss=0.0024, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:27.174228, arrival_time=2021-04-10 04:26:02.391098, cost_time=0:00:01.460983 2021-04-10 04:25:36,503 INFO : TRAIN, epoch=0175, iter=00020/00196, fetch data time cost=1.33ms, fps=1991 images/s, loss=0.0035, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:24.177648, arrival_time=2021-04-10 04:26:00.681084, cost_time=0:00:02.747451 2021-04-10 04:25:37,791 INFO : TRAIN, epoch=0175, iter=00030/00196, fetch data time cost=1.37ms, fps=1989 images/s, loss=0.0040, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:22.330486, arrival_time=2021-04-10 04:26:00.121906, cost_time=0:00:04.035622 2021-04-10 04:25:39,076 INFO : TRAIN, epoch=0175, iter=00040/00196, fetch data time cost=1.32ms, fps=1993 images/s, loss=0.0041, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:20.748780, arrival_time=2021-04-10 04:25:59.824787, cost_time=0:00:05.320202 2021-04-10 04:25:40,358 INFO : TRAIN, epoch=0175, iter=00050/00196, fetch data time cost=1.34ms, fps=1997 images/s, loss=0.0048, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:19.278862, arrival_time=2021-04-10 04:25:59.636983, cost_time=0:00:06.602330 2021-04-10 04:25:41,644 INFO : TRAIN, epoch=0175, iter=00060/00196, fetch data time cost=1.32ms, fps=1991 images/s, loss=0.0046, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:17.880192, arrival_time=2021-04-10 04:25:59.524350, cost_time=0:00:07.888295 2021-04-10 04:25:42,930 INFO : TRAIN, epoch=0175, iter=00070/00196, fetch data time cost=1.31ms, fps=1991 images/s, loss=0.0042, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:16.514568, arrival_time=2021-04-10 04:25:59.445089, cost_time=0:00:09.174734 2021-04-10 04:25:44,215 INFO : TRAIN, epoch=0175, iter=00080/00196, fetch data time cost=1.47ms, fps=1992 images/s, loss=0.0045, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:15.167116, arrival_time=2021-04-10 04:25:59.382981, cost_time=0:00:10.460062 2021-04-10 04:25:45,500 INFO : TRAIN, epoch=0175, iter=00090/00196, fetch data time cost=1.38ms, fps=1993 images/s, loss=0.0043, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:13.832894, arrival_time=2021-04-10 04:25:59.333574, cost_time=0:00:11.744886 2021-04-10 04:25:46,785 INFO : TRAIN, epoch=0175, iter=00100/00196, fetch data time cost=1.33ms, fps=1993 images/s, loss=0.0042, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:12.508704, arrival_time=2021-04-10 04:25:59.294405, cost_time=0:00:13.029909 2021-04-10 04:25:48,070 INFO : TRAIN, epoch=0175, iter=00110/00196, fetch data time cost=1.36ms, fps=1993 images/s, loss=0.0043, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:11.191524, arrival_time=2021-04-10 04:25:59.262042, cost_time=0:00:14.314724 2021-04-10 04:25:49,355 INFO : TRAIN, epoch=0175, iter=00120/00196, fetch data time cost=1.29ms, fps=1993 images/s, loss=0.0042, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:09.879696, arrival_time=2021-04-10 04:25:59.235089, cost_time=0:00:15.599533 2021-04-10 04:25:50,639 INFO : TRAIN, epoch=0175, iter=00130/00196, fetch data time cost=1.45ms, fps=1995 images/s, loss=0.0041, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:08.571618, arrival_time=2021-04-10 04:25:59.210845, cost_time=0:00:16.883434 2021-04-10 04:25:51,922 INFO : TRAIN, epoch=0175, iter=00140/00196, fetch data time cost=1.45ms, fps=1995 images/s, loss=0.0040, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:07.266784, arrival_time=2021-04-10 04:25:59.189518, cost_time=0:00:18.166944 2021-04-10 04:25:53,208 INFO : TRAIN, epoch=0175, iter=00150/00196, fetch data time cost=1.25ms, fps=1992 images/s, loss=0.0040, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:05.965418, arrival_time=2021-04-10 04:25:59.173724, cost_time=0:00:19.452522 2021-04-10 04:25:54,494 INFO : TRAIN, epoch=0175, iter=00160/00196, fetch data time cost=1.22ms, fps=1990 images/s, loss=0.0040, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:04.666284, arrival_time=2021-04-10 04:25:59.161110, cost_time=0:00:20.739043 2021-04-10 04:25:55,782 INFO : TRAIN, epoch=0175, iter=00170/00196, fetch data time cost=1.22ms, fps=1989 images/s, loss=0.0041, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:03.368768, arrival_time=2021-04-10 04:25:59.151132, cost_time=0:00:22.026512 2021-04-10 04:25:57,066 INFO : TRAIN, epoch=0175, iter=00180/00196, fetch data time cost=1.20ms, fps=1994 images/s, loss=0.0042, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:02.072064, arrival_time=2021-04-10 04:25:59.138560, cost_time=0:00:23.310670 2021-04-10 04:25:58,355 INFO : TRAIN, epoch=0175, iter=00190/00196, fetch data time cost=1.10ms, fps=1986 images/s, loss=0.0042, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:00.776844, arrival_time=2021-04-10 04:25:59.132683, cost_time=0:00:24.600054 2021-04-10 04:25:59,055 INFO : TRAIN, epoch=0175, iter=00196/00196, fetch data time cost=1.07ms, fps=1944 images/s, loss=0.0042, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:25:59.055809, cost_time=0:00:25.300023 2021-04-10 04:25:59,543 INFO : EVAL, epoch=0175, iter=00010/00040, fetch data time cost=0.19ms, fps=5263 images/s, loss=0.3187, top1-acc=93.79%, top5-acc=99.77%, remaining_time=0:00:01.459230, arrival_time=2021-04-10 04:26:01.002481, cost_time=0:00:00.486407 2021-04-10 04:25:59,959 INFO : EVAL, epoch=0175, iter=00020/00040, fetch data time cost=1.35ms, fps=6161 images/s, loss=0.3329, top1-acc=93.57%, top5-acc=99.71%, remaining_time=0:00:00.902260, arrival_time=2021-04-10 04:26:00.861376, cost_time=0:00:00.902266 2021-04-10 04:26:00,383 INFO : EVAL, epoch=0175, iter=00030/00040, fetch data time cost=0.20ms, fps=6039 images/s, loss=0.3326, top1-acc=93.58%, top5-acc=99.70%, remaining_time=0:00:00.442160, arrival_time=2021-04-10 04:26:00.825506, cost_time=0:00:01.326487 2021-04-10 04:26:00,774 INFO : EVAL, epoch=0175, iter=00040/00040, fetch data time cost=0.07ms, fps=5943 images/s, loss=0.3247, top1-acc=93.56%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-10 04:26:00.774134, cost_time=0:00:01.717235 2021-04-10 04:26:01,666 INFO : Epoch=0175 complete, best val top1-acc=93.68%, top5-acc=99.61% (epoch=174), remaining_time=0:11:44.733950, arrival_time=2021-04-10 04:37:46.400043, cost_time=1:22:13.137593 2021-04-10 04:26:01,667 INFO : Train start, epoch=0176, lr=0.003806 2021-04-10 04:26:03,092 INFO : TRAIN, epoch=0176, iter=00010/00196, fetch data time cost=1.34ms, fps=1797 images/s, loss=0.0070, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:26.501838, arrival_time=2021-04-10 04:26:29.594028, cost_time=0:00:01.424832 2021-04-10 04:26:04,377 INFO : TRAIN, epoch=0176, iter=00020/00196, fetch data time cost=1.27ms, fps=1993 images/s, loss=0.0055, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:23.846944, arrival_time=2021-04-10 04:26:28.224181, cost_time=0:00:02.709876 2021-04-10 04:26:05,664 INFO : TRAIN, epoch=0176, iter=00030/00196, fetch data time cost=1.20ms, fps=1989 images/s, loss=0.0047, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:22.119002, arrival_time=2021-04-10 04:26:27.783774, cost_time=0:00:03.997416 2021-04-10 04:26:06,961 INFO : TRAIN, epoch=0176, iter=00040/00196, fetch data time cost=1.82ms, fps=1977 images/s, loss=0.0041, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:20.641140, arrival_time=2021-04-10 04:26:27.601932, cost_time=0:00:05.292618 2021-04-10 04:26:08,256 INFO : TRAIN, epoch=0176, iter=00050/00196, fetch data time cost=1.47ms, fps=1977 images/s, loss=0.0038, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:19.240464, arrival_time=2021-04-10 04:26:27.497052, cost_time=0:00:06.589194 2021-04-10 04:26:09,548 INFO : TRAIN, epoch=0176, iter=00060/00196, fetch data time cost=1.60ms, fps=1982 images/s, loss=0.0038, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:17.864280, arrival_time=2021-04-10 04:26:27.412964, cost_time=0:00:07.881307 2021-04-10 04:26:10,840 INFO : TRAIN, epoch=0176, iter=00070/00196, fetch data time cost=1.13ms, fps=1982 images/s, loss=0.0039, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:16.511670, arrival_time=2021-04-10 04:26:27.352148, cost_time=0:00:09.173142 2021-04-10 04:26:12,129 INFO : TRAIN, epoch=0176, iter=00080/00196, fetch data time cost=1.18ms, fps=1987 images/s, loss=0.0037, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:15.169552, arrival_time=2021-04-10 04:26:27.298829, cost_time=0:00:10.461747 2021-04-10 04:26:13,420 INFO : TRAIN, epoch=0176, iter=00090/00196, fetch data time cost=1.14ms, fps=1984 images/s, loss=0.0038, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:13.842222, arrival_time=2021-04-10 04:26:27.262430, cost_time=0:00:11.752868 2021-04-10 04:26:14,706 INFO : TRAIN, epoch=0176, iter=00100/00196, fetch data time cost=1.43ms, fps=1991 images/s, loss=0.0038, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:12.517344, arrival_time=2021-04-10 04:26:27.223595, cost_time=0:00:13.038868 2021-04-10 04:26:15,993 INFO : TRAIN, epoch=0176, iter=00110/00196, fetch data time cost=1.26ms, fps=1989 images/s, loss=0.0036, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:11.200468, arrival_time=2021-04-10 04:26:27.194043, cost_time=0:00:14.326234 2021-04-10 04:26:17,286 INFO : TRAIN, epoch=0176, iter=00120/00196, fetch data time cost=1.26ms, fps=1981 images/s, loss=0.0034, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:09.891780, arrival_time=2021-04-10 04:26:27.177784, cost_time=0:00:15.618622 2021-04-10 04:26:18,587 INFO : TRAIN, epoch=0176, iter=00130/00196, fetch data time cost=1.06ms, fps=1978 images/s, loss=0.0035, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:08.590164, arrival_time=2021-04-10 04:26:27.177583, cost_time=0:00:16.920022 2021-04-10 04:26:19,874 INFO : TRAIN, epoch=0176, iter=00140/00196, fetch data time cost=1.14ms, fps=1990 images/s, loss=0.0035, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:07.282800, arrival_time=2021-04-10 04:26:27.157171, cost_time=0:00:18.207037 2021-04-10 04:26:21,164 INFO : TRAIN, epoch=0176, iter=00150/00196, fetch data time cost=1.15ms, fps=1985 images/s, loss=0.0034, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:05.979080, arrival_time=2021-04-10 04:26:27.143400, cost_time=0:00:19.496973 2021-04-10 04:26:22,455 INFO : TRAIN, epoch=0176, iter=00160/00196, fetch data time cost=1.72ms, fps=1984 images/s, loss=0.0035, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:04.677228, arrival_time=2021-04-10 04:26:27.132284, cost_time=0:00:20.787668 2021-04-10 04:26:23,755 INFO : TRAIN, epoch=0176, iter=00170/00196, fetch data time cost=1.41ms, fps=1970 images/s, loss=0.0035, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:03.378154, arrival_time=2021-04-10 04:26:27.133517, cost_time=0:00:22.087933 2021-04-10 04:26:25,044 INFO : TRAIN, epoch=0176, iter=00180/00196, fetch data time cost=1.25ms, fps=1987 images/s, loss=0.0036, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:02.077936, arrival_time=2021-04-10 04:26:27.122077, cost_time=0:00:23.376788 2021-04-10 04:26:26,333 INFO : TRAIN, epoch=0176, iter=00190/00196, fetch data time cost=1.05ms, fps=1986 images/s, loss=0.0036, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00.778932, arrival_time=2021-04-10 04:26:27.112401, cost_time=0:00:24.666130 2021-04-10 04:26:27,032 INFO : TRAIN, epoch=0176, iter=00196/00196, fetch data time cost=1.24ms, fps=1947 images/s, loss=0.0036, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:26:27.032405, cost_time=0:00:25.365059 2021-04-10 04:26:27,536 INFO : EVAL, epoch=0176, iter=00010/00040, fetch data time cost=2.01ms, fps=5090 images/s, loss=0.3407, top1-acc=93.36%, top5-acc=99.57%, remaining_time=0:00:01.508670, arrival_time=2021-04-10 04:26:29.045028, cost_time=0:00:00.502887 2021-04-10 04:26:27,960 INFO : EVAL, epoch=0176, iter=00020/00040, fetch data time cost=1.15ms, fps=6038 images/s, loss=0.3098, top1-acc=93.95%, top5-acc=99.59%, remaining_time=0:00:00.927240, arrival_time=2021-04-10 04:26:28.888004, cost_time=0:00:00.927249 2021-04-10 04:26:28,382 INFO : EVAL, epoch=0176, iter=00030/00040, fetch data time cost=1.45ms, fps=6071 images/s, loss=0.3178, top1-acc=93.79%, top5-acc=99.67%, remaining_time=0:00:00.449820, arrival_time=2021-04-10 04:26:28.832735, cost_time=0:00:01.349445 2021-04-10 04:26:28,766 INFO : EVAL, epoch=0176, iter=00040/00040, fetch data time cost=0.05ms, fps=6050 images/s, loss=0.3626, top1-acc=93.66%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-10 04:26:28.766788, cost_time=0:00:01.733370 2021-04-10 04:26:29,585 INFO : Epoch=0176 complete, best val top1-acc=93.68%, top5-acc=99.61% (epoch=174), remaining_time=0:11:16.507704, arrival_time=2021-04-10 04:37:46.092638, cost_time=1:22:41.056447 2021-04-10 04:26:29,585 INFO : Train start, epoch=0177, lr=0.003511 2021-04-10 04:26:31,033 INFO : TRAIN, epoch=0177, iter=00010/00196, fetch data time cost=0.18ms, fps=1768 images/s, loss=0.0061, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:26.930568, arrival_time=2021-04-10 04:26:57.964496, cost_time=0:00:01.447877 2021-04-10 04:26:32,321 INFO : TRAIN, epoch=0177, iter=00020/00196, fetch data time cost=1.40ms, fps=1989 images/s, loss=0.0041, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:24.070112, arrival_time=2021-04-10 04:26:56.391395, cost_time=0:00:02.735248 2021-04-10 04:26:33,611 INFO : TRAIN, epoch=0177, iter=00030/00196, fetch data time cost=1.17ms, fps=1985 images/s, loss=0.0033, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:22.272884, arrival_time=2021-04-10 04:26:55.884117, cost_time=0:00:04.025206 2021-04-10 04:26:34,901 INFO : TRAIN, epoch=0177, iter=00040/00196, fetch data time cost=1.68ms, fps=1985 images/s, loss=0.0045, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:20.729748, arrival_time=2021-04-10 04:26:55.631115, cost_time=0:00:05.315327 2021-04-10 04:26:36,196 INFO : TRAIN, epoch=0177, iter=00050/00196, fetch data time cost=1.37ms, fps=1978 images/s, loss=0.0046, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:19.300762, arrival_time=2021-04-10 04:26:55.496690, cost_time=0:00:06.609826 2021-04-10 04:26:37,485 INFO : TRAIN, epoch=0177, iter=00060/00196, fetch data time cost=1.25ms, fps=1986 images/s, loss=0.0048, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:17.905216, arrival_time=2021-04-10 04:26:55.390687, cost_time=0:00:07.899363 2021-04-10 04:26:38,772 INFO : TRAIN, epoch=0177, iter=00070/00196, fetch data time cost=1.34ms, fps=1990 images/s, loss=0.0045, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:16.535862, arrival_time=2021-04-10 04:26:55.308496, cost_time=0:00:09.186598 2021-04-10 04:26:40,060 INFO : TRAIN, epoch=0177, iter=00080/00196, fetch data time cost=1.26ms, fps=1988 images/s, loss=0.0044, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:15.188112, arrival_time=2021-04-10 04:26:55.248735, cost_time=0:00:10.474595 2021-04-10 04:26:41,350 INFO : TRAIN, epoch=0177, iter=00090/00196, fetch data time cost=1.33ms, fps=1985 images/s, loss=0.0043, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:13.855790, arrival_time=2021-04-10 04:26:55.206139, cost_time=0:00:11.764306 2021-04-10 04:26:42,642 INFO : TRAIN, epoch=0177, iter=00100/00196, fetch data time cost=1.26ms, fps=1982 images/s, loss=0.0042, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:12.534144, arrival_time=2021-04-10 04:26:55.176623, cost_time=0:00:13.056370 2021-04-10 04:26:43,932 INFO : TRAIN, epoch=0177, iter=00110/00196, fetch data time cost=1.37ms, fps=1985 images/s, loss=0.0042, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:11.216464, arrival_time=2021-04-10 04:26:55.149153, cost_time=0:00:14.346665 2021-04-10 04:26:45,221 INFO : TRAIN, epoch=0177, iter=00120/00196, fetch data time cost=1.27ms, fps=1988 images/s, loss=0.0045, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:09.902192, arrival_time=2021-04-10 04:26:55.123268, cost_time=0:00:15.635037 2021-04-10 04:26:46,507 INFO : TRAIN, epoch=0177, iter=00130/00196, fetch data time cost=1.60ms, fps=1990 images/s, loss=0.0044, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:08.591088, arrival_time=2021-04-10 04:26:55.099007, cost_time=0:00:16.921883 2021-04-10 04:26:47,795 INFO : TRAIN, epoch=0177, iter=00140/00196, fetch data time cost=1.27ms, fps=1989 images/s, loss=0.0043, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:07.283752, arrival_time=2021-04-10 04:26:55.079241, cost_time=0:00:18.209386 2021-04-10 04:26:49,081 INFO : TRAIN, epoch=0177, iter=00150/00196, fetch data time cost=1.23ms, fps=1992 images/s, loss=0.0041, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:05.978528, arrival_time=2021-04-10 04:26:55.059793, cost_time=0:00:19.495232 2021-04-10 04:26:50,370 INFO : TRAIN, epoch=0177, iter=00160/00196, fetch data time cost=1.33ms, fps=1987 images/s, loss=0.0040, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:04.676436, arrival_time=2021-04-10 04:26:55.046624, cost_time=0:00:20.784156 2021-04-10 04:26:51,657 INFO : TRAIN, epoch=0177, iter=00170/00196, fetch data time cost=1.25ms, fps=1989 images/s, loss=0.0039, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:03.375632, arrival_time=2021-04-10 04:26:55.033169, cost_time=0:00:22.071498 2021-04-10 04:26:52,959 INFO : TRAIN, epoch=0177, iter=00180/00196, fetch data time cost=1.88ms, fps=1967 images/s, loss=0.0039, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:02.077648, arrival_time=2021-04-10 04:26:55.037291, cost_time=0:00:23.373518 2021-04-10 04:26:54,247 INFO : TRAIN, epoch=0177, iter=00190/00196, fetch data time cost=1.05ms, fps=1989 images/s, loss=0.0038, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00.778770, arrival_time=2021-04-10 04:26:55.025744, cost_time=0:00:24.660956 2021-04-10 04:26:54,942 INFO : TRAIN, epoch=0177, iter=00196/00196, fetch data time cost=1.05ms, fps=1957 images/s, loss=0.0038, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:26:54.942259, cost_time=0:00:25.356245 2021-04-10 04:26:55,435 INFO : EVAL, epoch=0177, iter=00010/00040, fetch data time cost=1.29ms, fps=5199 images/s, loss=0.2959, top1-acc=93.98%, top5-acc=99.73%, remaining_time=0:00:01.477140, arrival_time=2021-04-10 04:26:56.912674, cost_time=0:00:00.492375 2021-04-10 04:26:55,857 INFO : EVAL, epoch=0177, iter=00020/00040, fetch data time cost=1.56ms, fps=6076 images/s, loss=0.3307, top1-acc=93.59%, top5-acc=99.63%, remaining_time=0:00:00.914020, arrival_time=2021-04-10 04:26:56.771178, cost_time=0:00:00.914015 2021-04-10 04:26:56,282 INFO : EVAL, epoch=0177, iter=00030/00040, fetch data time cost=1.36ms, fps=6028 images/s, loss=0.3390, top1-acc=93.61%, top5-acc=99.66%, remaining_time=0:00:00.446320, arrival_time=2021-04-10 04:26:56.728436, cost_time=0:00:01.338970 2021-04-10 04:26:56,665 INFO : EVAL, epoch=0177, iter=00040/00040, fetch data time cost=0.05ms, fps=6051 images/s, loss=0.3213, top1-acc=93.81%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-10 04:26:56.665809, cost_time=0:00:01.722674 2021-04-10 04:26:58,334 INFO : Epoch=0177 complete, best val top1-acc=93.81%, top5-acc=99.67% (epoch=177), remaining_time=0:10:48.392816, arrival_time=2021-04-10 04:37:46.726868, cost_time=1:23:09.805576 2021-04-10 04:26:58,334 INFO : Train start, epoch=0178, lr=0.003228 2021-04-10 04:26:59,733 INFO : TRAIN, epoch=0178, iter=00010/00196, fetch data time cost=1.22ms, fps=1830 images/s, loss=0.0027, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:26.013402, arrival_time=2021-04-10 04:27:25.746782, cost_time=0:00:01.398569 2021-04-10 04:27:01,025 INFO : TRAIN, epoch=0178, iter=00020/00196, fetch data time cost=1.19ms, fps=1981 images/s, loss=0.0035, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:23.682032, arrival_time=2021-04-10 04:27:24.707921, cost_time=0:00:02.691134 2021-04-10 04:27:02,315 INFO : TRAIN, epoch=0178, iter=00030/00196, fetch data time cost=1.20ms, fps=1985 images/s, loss=0.0034, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:22.028034, arrival_time=2021-04-10 04:27:24.343768, cost_time=0:00:03.980967 2021-04-10 04:27:03,605 INFO : TRAIN, epoch=0178, iter=00040/00196, fetch data time cost=1.81ms, fps=1986 images/s, loss=0.0031, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:20.553780, arrival_time=2021-04-10 04:27:24.158749, cost_time=0:00:05.270212 2021-04-10 04:27:04,895 INFO : TRAIN, epoch=0178, iter=00050/00196, fetch data time cost=1.29ms, fps=1985 images/s, loss=0.0031, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:19.156806, arrival_time=2021-04-10 04:27:24.052179, cost_time=0:00:06.560548 2021-04-10 04:27:06,180 INFO : TRAIN, epoch=0178, iter=00060/00196, fetch data time cost=1.39ms, fps=1993 images/s, loss=0.0029, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:17.782952, arrival_time=2021-04-10 04:27:23.963133, cost_time=0:00:07.845423 2021-04-10 04:27:07,465 INFO : TRAIN, epoch=0178, iter=00070/00196, fetch data time cost=1.23ms, fps=1993 images/s, loss=0.0029, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:16.434936, arrival_time=2021-04-10 04:27:23.900248, cost_time=0:00:09.130554 2021-04-10 04:27:08,751 INFO : TRAIN, epoch=0178, iter=00080/00196, fetch data time cost=1.61ms, fps=1992 images/s, loss=0.0029, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:15.103780, arrival_time=2021-04-10 04:27:23.854904, cost_time=0:00:10.416365 2021-04-10 04:27:10,044 INFO : TRAIN, epoch=0178, iter=00090/00196, fetch data time cost=1.83ms, fps=1980 images/s, loss=0.0027, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:13.791448, arrival_time=2021-04-10 04:27:23.835979, cost_time=0:00:11.709724 2021-04-10 04:27:11,333 INFO : TRAIN, epoch=0178, iter=00100/00196, fetch data time cost=1.26ms, fps=1987 images/s, loss=0.0029, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:12.478656, arrival_time=2021-04-10 04:27:23.812005, cost_time=0:00:12.998605 2021-04-10 04:27:12,619 INFO : TRAIN, epoch=0178, iter=00110/00196, fetch data time cost=1.25ms, fps=1990 images/s, loss=0.0029, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:11.168390, arrival_time=2021-04-10 04:27:23.788339, cost_time=0:00:14.285186 2021-04-10 04:27:13,912 INFO : TRAIN, epoch=0178, iter=00120/00196, fetch data time cost=1.28ms, fps=1981 images/s, loss=0.0028, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:09.865788, arrival_time=2021-04-10 04:27:23.778096, cost_time=0:00:15.577552 2021-04-10 04:27:15,201 INFO : TRAIN, epoch=0178, iter=00130/00196, fetch data time cost=1.30ms, fps=1986 images/s, loss=0.0028, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:08.563170, arrival_time=2021-04-10 04:27:23.765011, cost_time=0:00:16.866899 2021-04-10 04:27:16,490 INFO : TRAIN, epoch=0178, iter=00140/00196, fetch data time cost=1.24ms, fps=1987 images/s, loss=0.0028, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:07.262360, arrival_time=2021-04-10 04:27:23.753065, cost_time=0:00:18.155928 2021-04-10 04:27:17,776 INFO : TRAIN, epoch=0178, iter=00150/00196, fetch data time cost=1.33ms, fps=1991 images/s, loss=0.0030, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:05.962244, arrival_time=2021-04-10 04:27:23.739098, cost_time=0:00:19.442103 2021-04-10 04:27:19,063 INFO : TRAIN, epoch=0178, iter=00160/00196, fetch data time cost=1.42ms, fps=1991 images/s, loss=0.0029, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:04.663872, arrival_time=2021-04-10 04:27:23.727014, cost_time=0:00:20.728398 2021-04-10 04:27:20,353 INFO : TRAIN, epoch=0178, iter=00170/00196, fetch data time cost=1.42ms, fps=1985 images/s, loss=0.0029, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:03.367494, arrival_time=2021-04-10 04:27:23.720571, cost_time=0:00:22.018273 2021-04-10 04:27:21,644 INFO : TRAIN, epoch=0178, iter=00180/00196, fetch data time cost=1.44ms, fps=1983 images/s, loss=0.0030, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:02.071968, arrival_time=2021-04-10 04:27:23.716504, cost_time=0:00:23.309629 2021-04-10 04:27:22,934 INFO : TRAIN, epoch=0178, iter=00190/00196, fetch data time cost=1.18ms, fps=1985 images/s, loss=0.0030, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00.776844, arrival_time=2021-04-10 04:27:23.711682, cost_time=0:00:24.600104 2021-04-10 04:27:23,639 INFO : TRAIN, epoch=0178, iter=00196/00196, fetch data time cost=10.69ms, fps=1931 images/s, loss=0.0030, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:27:23.639448, cost_time=0:00:25.304705 2021-04-10 04:27:24,136 INFO : EVAL, epoch=0178, iter=00010/00040, fetch data time cost=2.33ms, fps=5158 images/s, loss=0.3168, top1-acc=94.10%, top5-acc=99.69%, remaining_time=0:00:01.489050, arrival_time=2021-04-10 04:27:25.625813, cost_time=0:00:00.496350 2021-04-10 04:27:24,556 INFO : EVAL, epoch=0178, iter=00020/00040, fetch data time cost=1.27ms, fps=6102 images/s, loss=0.3426, top1-acc=93.65%, top5-acc=99.73%, remaining_time=0:00:00.916200, arrival_time=2021-04-10 04:27:25.472820, cost_time=0:00:00.916197 2021-04-10 04:27:24,978 INFO : EVAL, epoch=0178, iter=00030/00040, fetch data time cost=1.24ms, fps=6067 images/s, loss=0.3495, top1-acc=93.46%, top5-acc=99.62%, remaining_time=0:00:00.446150, arrival_time=2021-04-10 04:27:25.424998, cost_time=0:00:01.338449 2021-04-10 04:27:25,362 INFO : EVAL, epoch=0178, iter=00040/00040, fetch data time cost=0.06ms, fps=6059 images/s, loss=0.3323, top1-acc=93.59%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-10 04:27:25.362033, cost_time=0:00:01.721638 2021-04-10 04:27:26,106 INFO : Epoch=0178 complete, best val top1-acc=93.81%, top5-acc=99.67% (epoch=177), remaining_time=0:10:20.150146, arrival_time=2021-04-10 04:37:46.257020, cost_time=1:23:37.578414 2021-04-10 04:27:26,107 INFO : Train start, epoch=0179, lr=0.002956 2021-04-10 04:27:27,516 INFO : TRAIN, epoch=0179, iter=00010/00196, fetch data time cost=1.18ms, fps=1817 images/s, loss=0.0034, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:26.206656, arrival_time=2021-04-10 04:27:53.723222, cost_time=0:00:01.408965 2021-04-10 04:27:28,811 INFO : TRAIN, epoch=0179, iter=00020/00196, fetch data time cost=1.55ms, fps=1978 images/s, loss=0.0026, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:23.790272, arrival_time=2021-04-10 04:27:52.601313, cost_time=0:00:02.703441 2021-04-10 04:27:30,104 INFO : TRAIN, epoch=0179, iter=00030/00196, fetch data time cost=1.56ms, fps=1980 images/s, loss=0.0021, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:22.115184, arrival_time=2021-04-10 04:27:52.219515, cost_time=0:00:03.996728 2021-04-10 04:27:31,392 INFO : TRAIN, epoch=0179, iter=00040/00196, fetch data time cost=1.27ms, fps=1988 images/s, loss=0.0020, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:20.610720, arrival_time=2021-04-10 04:27:52.003069, cost_time=0:00:05.284795 2021-04-10 04:27:32,683 INFO : TRAIN, epoch=0179, iter=00050/00196, fetch data time cost=1.73ms, fps=1983 images/s, loss=0.0020, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:19.201920, arrival_time=2021-04-10 04:27:51.885575, cost_time=0:00:06.576024 2021-04-10 04:27:33,978 INFO : TRAIN, epoch=0179, iter=00060/00196, fetch data time cost=1.35ms, fps=1977 images/s, loss=0.0019, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:17.841704, arrival_time=2021-04-10 04:27:51.820579, cost_time=0:00:07.871333 2021-04-10 04:27:35,266 INFO : TRAIN, epoch=0179, iter=00070/00196, fetch data time cost=1.40ms, fps=1989 images/s, loss=0.0023, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:16.486218, arrival_time=2021-04-10 04:27:51.752819, cost_time=0:00:09.158996 2021-04-10 04:27:36,554 INFO : TRAIN, epoch=0179, iter=00080/00196, fetch data time cost=1.73ms, fps=1989 images/s, loss=0.0022, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:15.147396, arrival_time=2021-04-10 04:27:51.701455, cost_time=0:00:10.446513 2021-04-10 04:27:37,842 INFO : TRAIN, epoch=0179, iter=00090/00196, fetch data time cost=1.30ms, fps=1987 images/s, loss=0.0025, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:13.821234, arrival_time=2021-04-10 04:27:51.663827, cost_time=0:00:11.735050 2021-04-10 04:27:39,131 INFO : TRAIN, epoch=0179, iter=00100/00196, fetch data time cost=1.28ms, fps=1986 images/s, loss=0.0025, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:12.503232, arrival_time=2021-04-10 04:27:51.635053, cost_time=0:00:13.024201 2021-04-10 04:27:40,423 INFO : TRAIN, epoch=0179, iter=00110/00196, fetch data time cost=1.22ms, fps=1982 images/s, loss=0.0025, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:11.192728, arrival_time=2021-04-10 04:27:51.616498, cost_time=0:00:14.316236 2021-04-10 04:27:41,711 INFO : TRAIN, epoch=0179, iter=00120/00196, fetch data time cost=1.17ms, fps=1989 images/s, loss=0.0025, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:09.882356, arrival_time=2021-04-10 04:27:51.593654, cost_time=0:00:15.603759 2021-04-10 04:27:43,002 INFO : TRAIN, epoch=0179, iter=00130/00196, fetch data time cost=3.56ms, fps=1984 images/s, loss=0.0027, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:08.577294, arrival_time=2021-04-10 04:27:51.579502, cost_time=0:00:16.894668 2021-04-10 04:27:44,287 INFO : TRAIN, epoch=0179, iter=00140/00196, fetch data time cost=1.19ms, fps=1992 images/s, loss=0.0027, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:07.272104, arrival_time=2021-04-10 04:27:51.559913, cost_time=0:00:18.180206 2021-04-10 04:27:45,577 INFO : TRAIN, epoch=0179, iter=00150/00196, fetch data time cost=1.25ms, fps=1986 images/s, loss=0.0026, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:05.970708, arrival_time=2021-04-10 04:27:51.547940, cost_time=0:00:19.469687 2021-04-10 04:27:46,868 INFO : TRAIN, epoch=0179, iter=00160/00196, fetch data time cost=1.37ms, fps=1983 images/s, loss=0.0026, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:04.671288, arrival_time=2021-04-10 04:27:51.540110, cost_time=0:00:20.761274 2021-04-10 04:27:48,154 INFO : TRAIN, epoch=0179, iter=00170/00196, fetch data time cost=1.16ms, fps=1991 images/s, loss=0.0026, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:03.371940, arrival_time=2021-04-10 04:27:51.526803, cost_time=0:00:22.047326 2021-04-10 04:27:49,443 INFO : TRAIN, epoch=0179, iter=00180/00196, fetch data time cost=1.24ms, fps=1988 images/s, loss=0.0027, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:02.074272, arrival_time=2021-04-10 04:27:51.517453, cost_time=0:00:23.335569 2021-04-10 04:27:50,731 INFO : TRAIN, epoch=0179, iter=00190/00196, fetch data time cost=1.05ms, fps=1988 images/s, loss=0.0028, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00.777606, arrival_time=2021-04-10 04:27:51.509313, cost_time=0:00:24.624183 2021-04-10 04:27:51,427 INFO : TRAIN, epoch=0179, iter=00196/00196, fetch data time cost=0.98ms, fps=1955 images/s, loss=0.0027, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:27:51.427563, cost_time=0:00:25.320043 2021-04-10 04:27:51,927 INFO : EVAL, epoch=0179, iter=00010/00040, fetch data time cost=1.36ms, fps=5130 images/s, loss=0.3425, top1-acc=93.91%, top5-acc=99.49%, remaining_time=0:00:01.496940, arrival_time=2021-04-10 04:27:53.424369, cost_time=0:00:00.498984 2021-04-10 04:27:52,348 INFO : EVAL, epoch=0179, iter=00020/00040, fetch data time cost=1.26ms, fps=6079 images/s, loss=0.3450, top1-acc=93.67%, top5-acc=99.59%, remaining_time=0:00:00.920440, arrival_time=2021-04-10 04:27:53.269326, cost_time=0:00:00.920436 2021-04-10 04:27:52,768 INFO : EVAL, epoch=0179, iter=00030/00040, fetch data time cost=1.35ms, fps=6100 images/s, loss=0.3469, top1-acc=93.66%, top5-acc=99.64%, remaining_time=0:00:00.446820, arrival_time=2021-04-10 04:27:53.215714, cost_time=0:00:01.340461 2021-04-10 04:27:53,153 INFO : EVAL, epoch=0179, iter=00040/00040, fetch data time cost=0.05ms, fps=6034 images/s, loss=0.3251, top1-acc=93.80%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-10 04:27:53.153677, cost_time=0:00:01.725247 2021-04-10 04:27:54,031 INFO : Epoch=0179 complete, best val top1-acc=93.81%, top5-acc=99.67% (epoch=177), remaining_time=0:09:51.930486, arrival_time=2021-04-10 04:37:45.961581, cost_time=1:24:05.502638 2021-04-10 04:27:54,031 INFO : Train start, epoch=0180, lr=0.002696 2021-04-10 04:27:55,472 INFO : TRAIN, epoch=0180, iter=00010/00196, fetch data time cost=1.16ms, fps=1777 images/s, loss=0.0014, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:26.792742, arrival_time=2021-04-10 04:28:22.265007, cost_time=0:00:01.440468 2021-04-10 04:27:56,773 INFO : TRAIN, epoch=0180, iter=00020/00196, fetch data time cost=1.59ms, fps=1968 images/s, loss=0.0022, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:24.127488, arrival_time=2021-04-10 04:28:20.901104, cost_time=0:00:02.741764 2021-04-10 04:27:58,064 INFO : TRAIN, epoch=0180, iter=00030/00196, fetch data time cost=1.29ms, fps=1985 images/s, loss=0.0019, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:22.312226, arrival_time=2021-04-10 04:28:20.376417, cost_time=0:00:04.032326 2021-04-10 04:27:59,352 INFO : TRAIN, epoch=0180, iter=00040/00196, fetch data time cost=1.17ms, fps=1988 images/s, loss=0.0019, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:20.751744, arrival_time=2021-04-10 04:28:20.104572, cost_time=0:00:05.320950 2021-04-10 04:28:00,644 INFO : TRAIN, epoch=0180, iter=00050/00196, fetch data time cost=1.10ms, fps=1989 images/s, loss=0.0020, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:19.297550, arrival_time=2021-04-10 04:28:19.942107, cost_time=0:00:06.608756 2021-04-10 04:28:01,940 INFO : TRAIN, epoch=0180, iter=00060/00196, fetch data time cost=1.41ms, fps=1977 images/s, loss=0.0019, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:17.925616, arrival_time=2021-04-10 04:28:19.865777, cost_time=0:00:07.908344 2021-04-10 04:28:03,228 INFO : TRAIN, epoch=0180, iter=00070/00196, fetch data time cost=1.35ms, fps=1987 images/s, loss=0.0021, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:16.554762, arrival_time=2021-04-10 04:28:19.783655, cost_time=0:00:09.197116 2021-04-10 04:28:04,520 INFO : TRAIN, epoch=0180, iter=00080/00196, fetch data time cost=1.36ms, fps=1982 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:15.208876, arrival_time=2021-04-10 04:28:19.729597, cost_time=0:00:10.488856 2021-04-10 04:28:05,812 INFO : TRAIN, epoch=0180, iter=00090/00196, fetch data time cost=1.27ms, fps=1983 images/s, loss=0.0022, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:13.874552, arrival_time=2021-04-10 04:28:19.686597, cost_time=0:00:11.780264 2021-04-10 04:28:07,100 INFO : TRAIN, epoch=0180, iter=00100/00196, fetch data time cost=1.36ms, fps=1987 images/s, loss=0.0022, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:12.546048, arrival_time=2021-04-10 04:28:19.646607, cost_time=0:00:13.068761 2021-04-10 04:28:08,393 INFO : TRAIN, epoch=0180, iter=00110/00196, fetch data time cost=1.19ms, fps=1981 images/s, loss=0.0021, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:11.228074, arrival_time=2021-04-10 04:28:19.621380, cost_time=0:00:14.361456 2021-04-10 04:28:09,678 INFO : TRAIN, epoch=0180, iter=00120/00196, fetch data time cost=1.53ms, fps=1992 images/s, loss=0.0022, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:09.909716, arrival_time=2021-04-10 04:28:19.588445, cost_time=0:00:15.646965 2021-04-10 04:28:10,966 INFO : TRAIN, epoch=0180, iter=00130/00196, fetch data time cost=1.29ms, fps=1989 images/s, loss=0.0022, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:08.597490, arrival_time=2021-04-10 04:28:19.563778, cost_time=0:00:16.934511 2021-04-10 04:28:12,253 INFO : TRAIN, epoch=0180, iter=00140/00196, fetch data time cost=1.31ms, fps=1989 images/s, loss=0.0023, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:07.288680, arrival_time=2021-04-10 04:28:19.542172, cost_time=0:00:18.221715 2021-04-10 04:28:13,544 INFO : TRAIN, epoch=0180, iter=00150/00196, fetch data time cost=1.39ms, fps=1984 images/s, loss=0.0024, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:05.983864, arrival_time=2021-04-10 04:28:19.528275, cost_time=0:00:19.512567 2021-04-10 04:28:14,833 INFO : TRAIN, epoch=0180, iter=00160/00196, fetch data time cost=1.44ms, fps=1987 images/s, loss=0.0024, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:04.680288, arrival_time=2021-04-10 04:28:19.513339, cost_time=0:00:20.801276 2021-04-10 04:28:16,119 INFO : TRAIN, epoch=0180, iter=00170/00196, fetch data time cost=1.37ms, fps=1991 images/s, loss=0.0023, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:03.378102, arrival_time=2021-04-10 04:28:19.497531, cost_time=0:00:22.087659 2021-04-10 04:28:17,403 INFO : TRAIN, epoch=0180, iter=00180/00196, fetch data time cost=1.27ms, fps=1994 images/s, loss=0.0024, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:02.077472, arrival_time=2021-04-10 04:28:19.480827, cost_time=0:00:23.371561 2021-04-10 04:28:18,692 INFO : TRAIN, epoch=0180, iter=00190/00196, fetch data time cost=1.08ms, fps=1987 images/s, loss=0.0023, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00.778752, arrival_time=2021-04-10 04:28:19.470956, cost_time=0:00:24.660385 2021-04-10 04:28:19,386 INFO : TRAIN, epoch=0180, iter=00196/00196, fetch data time cost=1.02ms, fps=1959 images/s, loss=0.0023, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:28:19.386831, cost_time=0:00:25.355074 2021-04-10 04:28:19,881 INFO : EVAL, epoch=0180, iter=00010/00040, fetch data time cost=1.31ms, fps=5188 images/s, loss=0.3359, top1-acc=93.95%, top5-acc=99.73%, remaining_time=0:00:01.480380, arrival_time=2021-04-10 04:28:21.361562, cost_time=0:00:00.493464 2021-04-10 04:28:20,301 INFO : EVAL, epoch=0180, iter=00020/00040, fetch data time cost=1.14ms, fps=6089 images/s, loss=0.3447, top1-acc=94.04%, top5-acc=99.71%, remaining_time=0:00:00.914180, arrival_time=2021-04-10 04:28:21.216091, cost_time=0:00:00.914173 2021-04-10 04:28:20,723 INFO : EVAL, epoch=0180, iter=00030/00040, fetch data time cost=1.63ms, fps=6075 images/s, loss=0.3315, top1-acc=94.06%, top5-acc=99.69%, remaining_time=0:00:00.445310, arrival_time=2021-04-10 04:28:21.168963, cost_time=0:00:01.335922 2021-04-10 04:28:21,106 INFO : EVAL, epoch=0180, iter=00040/00040, fetch data time cost=0.05ms, fps=6067 images/s, loss=0.3330, top1-acc=93.93%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-10 04:28:21.106399, cost_time=0:00:01.718693 2021-04-10 04:28:22,755 INFO : Epoch=0180 complete, best val top1-acc=93.93%, top5-acc=99.68% (epoch=180), remaining_time=0:09:23.802980, arrival_time=2021-04-10 04:37:46.558241, cost_time=1:24:34.226785 2021-04-10 04:28:22,756 INFO : Train start, epoch=0181, lr=0.002447 2021-04-10 04:28:24,180 INFO : TRAIN, epoch=0181, iter=00010/00196, fetch data time cost=2.55ms, fps=1798 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:26.486958, arrival_time=2021-04-10 04:28:50.667178, cost_time=0:00:01.424027 2021-04-10 04:28:25,470 INFO : TRAIN, epoch=0181, iter=00020/00196, fetch data time cost=1.78ms, fps=1985 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:23.886368, arrival_time=2021-04-10 04:28:49.356874, cost_time=0:00:02.714366 2021-04-10 04:28:26,753 INFO : TRAIN, epoch=0181, iter=00030/00196, fetch data time cost=1.19ms, fps=1996 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:22.119666, arrival_time=2021-04-10 04:28:48.873337, cost_time=0:00:03.997533 2021-04-10 04:28:28,040 INFO : TRAIN, epoch=0181, iter=00040/00196, fetch data time cost=1.30ms, fps=1991 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:20.607444, arrival_time=2021-04-10 04:28:48.647513, cost_time=0:00:05.283943 2021-04-10 04:28:29,330 INFO : TRAIN, epoch=0181, iter=00050/00196, fetch data time cost=1.93ms, fps=1985 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:19.196518, arrival_time=2021-04-10 04:28:48.526871, cost_time=0:00:06.574167 2021-04-10 04:28:30,615 INFO : TRAIN, epoch=0181, iter=00060/00196, fetch data time cost=1.33ms, fps=1992 images/s, loss=0.0021, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:17.815456, arrival_time=2021-04-10 04:28:48.431327, cost_time=0:00:07.859732 2021-04-10 04:28:31,901 INFO : TRAIN, epoch=0181, iter=00070/00196, fetch data time cost=1.29ms, fps=1992 images/s, loss=0.0021, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:16.460892, arrival_time=2021-04-10 04:28:48.361966, cost_time=0:00:09.144944 2021-04-10 04:28:33,186 INFO : TRAIN, epoch=0181, iter=00080/00196, fetch data time cost=1.63ms, fps=1992 images/s, loss=0.0021, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:15.124196, arrival_time=2021-04-10 04:28:48.310811, cost_time=0:00:10.430495 2021-04-10 04:28:34,476 INFO : TRAIN, epoch=0181, iter=00090/00196, fetch data time cost=1.95ms, fps=1985 images/s, loss=0.0021, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:13.804274, arrival_time=2021-04-10 04:28:48.281089, cost_time=0:00:11.720635 2021-04-10 04:28:35,765 INFO : TRAIN, epoch=0181, iter=00100/00196, fetch data time cost=1.68ms, fps=1987 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.488928, arrival_time=2021-04-10 04:28:48.254322, cost_time=0:00:13.009264 2021-04-10 04:28:37,054 INFO : TRAIN, epoch=0181, iter=00110/00196, fetch data time cost=1.65ms, fps=1986 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:11.178968, arrival_time=2021-04-10 04:28:48.233831, cost_time=0:00:14.298731 2021-04-10 04:28:38,342 INFO : TRAIN, epoch=0181, iter=00120/00196, fetch data time cost=1.22ms, fps=1989 images/s, loss=0.0024, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:09.871336, arrival_time=2021-04-10 04:28:48.213819, cost_time=0:00:15.586365 2021-04-10 04:28:39,631 INFO : TRAIN, epoch=0181, iter=00130/00196, fetch data time cost=1.96ms, fps=1986 images/s, loss=0.0023, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:08.567658, arrival_time=2021-04-10 04:28:48.199575, cost_time=0:00:16.875734 2021-04-10 04:28:40,918 INFO : TRAIN, epoch=0181, iter=00140/00196, fetch data time cost=1.36ms, fps=1991 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.264880, arrival_time=2021-04-10 04:28:48.183142, cost_time=0:00:18.162131 2021-04-10 04:28:42,204 INFO : TRAIN, epoch=0181, iter=00150/00196, fetch data time cost=1.21ms, fps=1991 images/s, loss=0.0022, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:05.964084, arrival_time=2021-04-10 04:28:48.168256, cost_time=0:00:19.448029 2021-04-10 04:28:43,491 INFO : TRAIN, epoch=0181, iter=00160/00196, fetch data time cost=1.23ms, fps=1990 images/s, loss=0.0022, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:04.665384, arrival_time=2021-04-10 04:28:48.156508, cost_time=0:00:20.734990 2021-04-10 04:28:44,782 INFO : TRAIN, epoch=0181, iter=00170/00196, fetch data time cost=1.26ms, fps=1983 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.368716, arrival_time=2021-04-10 04:28:48.151249, cost_time=0:00:22.026200 2021-04-10 04:28:46,073 INFO : TRAIN, epoch=0181, iter=00180/00196, fetch data time cost=1.36ms, fps=1985 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.072624, arrival_time=2021-04-10 04:28:48.145767, cost_time=0:00:23.317008 2021-04-10 04:28:47,357 INFO : TRAIN, epoch=0181, iter=00190/00196, fetch data time cost=1.04ms, fps=1994 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00.776880, arrival_time=2021-04-10 04:28:48.134193, cost_time=0:00:24.601170 2021-04-10 04:28:48,051 INFO : TRAIN, epoch=0181, iter=00196/00196, fetch data time cost=1.07ms, fps=1959 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:28:48.051940, cost_time=0:00:25.295830 2021-04-10 04:28:48,574 INFO : EVAL, epoch=0181, iter=00010/00040, fetch data time cost=0.15ms, fps=4907 images/s, loss=0.3064, top1-acc=94.69%, top5-acc=99.73%, remaining_time=0:00:01.565070, arrival_time=2021-04-10 04:28:50.139637, cost_time=0:00:00.521690 2021-04-10 04:28:48,996 INFO : EVAL, epoch=0181, iter=00020/00040, fetch data time cost=1.22ms, fps=6067 images/s, loss=0.3119, top1-acc=94.43%, top5-acc=99.77%, remaining_time=0:00:00.944000, arrival_time=2021-04-10 04:28:49.940864, cost_time=0:00:00.943990 2021-04-10 04:28:49,417 INFO : EVAL, epoch=0181, iter=00030/00040, fetch data time cost=1.21ms, fps=6084 images/s, loss=0.3295, top1-acc=94.04%, top5-acc=99.67%, remaining_time=0:00:00.455020, arrival_time=2021-04-10 04:28:49.872964, cost_time=0:00:01.365068 2021-04-10 04:28:49,803 INFO : EVAL, epoch=0181, iter=00040/00040, fetch data time cost=0.05ms, fps=6016 images/s, loss=0.3233, top1-acc=94.00%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-10 04:28:49.803852, cost_time=0:00:01.750992 2021-04-10 04:28:51,418 INFO : Epoch=0181 complete, best val top1-acc=94.00%, top5-acc=99.68% (epoch=181), remaining_time=0:08:55.662478, arrival_time=2021-04-10 04:37:47.080836, cost_time=1:25:02.889850 2021-04-10 04:28:51,419 INFO : Train start, epoch=0182, lr=0.002210 2021-04-10 04:28:52,827 INFO : TRAIN, epoch=0182, iter=00010/00196, fetch data time cost=0.20ms, fps=1819 images/s, loss=0.0024, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:26.182848, arrival_time=2021-04-10 04:29:19.009944, cost_time=0:00:01.407681 2021-04-10 04:28:54,113 INFO : TRAIN, epoch=0182, iter=00020/00196, fetch data time cost=1.49ms, fps=1991 images/s, loss=0.0019, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:23.707552, arrival_time=2021-04-10 04:29:17.821038, cost_time=0:00:02.694050 2021-04-10 04:28:55,402 INFO : TRAIN, epoch=0182, iter=00030/00196, fetch data time cost=1.37ms, fps=1987 images/s, loss=0.0020, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:22.037164, arrival_time=2021-04-10 04:29:17.439218, cost_time=0:00:03.982620 2021-04-10 04:28:56,690 INFO : TRAIN, epoch=0182, iter=00040/00196, fetch data time cost=1.19ms, fps=1988 images/s, loss=0.0018, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:20.556588, arrival_time=2021-04-10 04:29:17.246919, cost_time=0:00:05.270925 2021-04-10 04:28:57,984 INFO : TRAIN, epoch=0182, iter=00050/00196, fetch data time cost=1.38ms, fps=1979 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:19.169362, arrival_time=2021-04-10 04:29:17.153686, cost_time=0:00:06.564835 2021-04-10 04:28:59,273 INFO : TRAIN, epoch=0182, iter=00060/00196, fetch data time cost=1.28ms, fps=1987 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.801584, arrival_time=2021-04-10 04:29:17.074714, cost_time=0:00:07.853645 2021-04-10 04:29:00,564 INFO : TRAIN, epoch=0182, iter=00070/00196, fetch data time cost=1.38ms, fps=1983 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.460892, arrival_time=2021-04-10 04:29:17.025344, cost_time=0:00:09.144970 2021-04-10 04:29:01,852 INFO : TRAIN, epoch=0182, iter=00080/00196, fetch data time cost=1.32ms, fps=1988 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:15.128372, arrival_time=2021-04-10 04:29:16.981246, cost_time=0:00:10.433392 2021-04-10 04:29:03,138 INFO : TRAIN, epoch=0182, iter=00090/00196, fetch data time cost=1.23ms, fps=1993 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:13.801942, arrival_time=2021-04-10 04:29:16.939970, cost_time=0:00:11.718617 2021-04-10 04:29:04,433 INFO : TRAIN, epoch=0182, iter=00100/00196, fetch data time cost=1.24ms, fps=1977 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.493632, arrival_time=2021-04-10 04:29:16.927300, cost_time=0:00:13.014200 2021-04-10 04:29:05,720 INFO : TRAIN, epoch=0182, iter=00110/00196, fetch data time cost=1.29ms, fps=1990 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:11.181118, arrival_time=2021-04-10 04:29:16.901970, cost_time=0:00:14.301439 2021-04-10 04:29:07,008 INFO : TRAIN, epoch=0182, iter=00120/00196, fetch data time cost=1.37ms, fps=1989 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.873160, arrival_time=2021-04-10 04:29:16.881756, cost_time=0:00:15.589177 2021-04-10 04:29:08,300 INFO : TRAIN, epoch=0182, iter=00130/00196, fetch data time cost=1.54ms, fps=1982 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:08.570562, arrival_time=2021-04-10 04:29:16.871424, cost_time=0:00:16.881387 2021-04-10 04:29:09,589 INFO : TRAIN, epoch=0182, iter=00140/00196, fetch data time cost=1.37ms, fps=1988 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:07.267904, arrival_time=2021-04-10 04:29:16.857054, cost_time=0:00:18.169746 2021-04-10 04:29:10,875 INFO : TRAIN, epoch=0182, iter=00150/00196, fetch data time cost=1.28ms, fps=1991 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:05.966476, arrival_time=2021-04-10 04:29:16.841722, cost_time=0:00:19.455835 2021-04-10 04:29:12,163 INFO : TRAIN, epoch=0182, iter=00160/00196, fetch data time cost=1.35ms, fps=1987 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:04.667472, arrival_time=2021-04-10 04:29:16.831262, cost_time=0:00:20.744368 2021-04-10 04:29:13,457 INFO : TRAIN, epoch=0182, iter=00170/00196, fetch data time cost=1.28ms, fps=1979 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.370562, arrival_time=2021-04-10 04:29:16.828411, cost_time=0:00:22.038372 2021-04-10 04:29:14,742 INFO : TRAIN, epoch=0182, iter=00180/00196, fetch data time cost=1.33ms, fps=1994 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:02.073168, arrival_time=2021-04-10 04:29:16.815665, cost_time=0:00:23.323084 2021-04-10 04:29:16,030 INFO : TRAIN, epoch=0182, iter=00190/00196, fetch data time cost=1.03ms, fps=1988 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00.777186, arrival_time=2021-04-10 04:29:16.807505, cost_time=0:00:24.610929 2021-04-10 04:29:16,725 INFO : TRAIN, epoch=0182, iter=00196/00196, fetch data time cost=1.05ms, fps=1957 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:29:16.725749, cost_time=0:00:25.306367 2021-04-10 04:29:17,217 INFO : EVAL, epoch=0182, iter=00010/00040, fetch data time cost=1.61ms, fps=5221 images/s, loss=0.3550, top1-acc=93.79%, top5-acc=99.65%, remaining_time=0:00:01.471080, arrival_time=2021-04-10 04:29:18.688102, cost_time=0:00:00.490364 2021-04-10 04:29:17,644 INFO : EVAL, epoch=0182, iter=00020/00040, fetch data time cost=1.08ms, fps=5990 images/s, loss=0.3347, top1-acc=94.02%, top5-acc=99.69%, remaining_time=0:00:00.918040, arrival_time=2021-04-10 04:29:18.562787, cost_time=0:00:00.918044 2021-04-10 04:29:18,072 INFO : EVAL, epoch=0182, iter=00030/00040, fetch data time cost=1.27ms, fps=5990 images/s, loss=0.3404, top1-acc=93.93%, top5-acc=99.64%, remaining_time=0:00:00.448620, arrival_time=2021-04-10 04:29:18.521154, cost_time=0:00:01.345846 2021-04-10 04:29:18,456 INFO : EVAL, epoch=0182, iter=00040/00040, fetch data time cost=0.16ms, fps=6044 images/s, loss=0.3299, top1-acc=94.03%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-10 04:29:18.456805, cost_time=0:00:01.730051 2021-04-10 04:29:20,034 INFO : Epoch=0182 complete, best val top1-acc=94.03%, top5-acc=99.67% (epoch=182), remaining_time=0:08:27.511584, arrival_time=2021-04-10 04:37:47.546019, cost_time=1:25:31.505948 2021-04-10 04:29:20,035 INFO : Train start, epoch=0183, lr=0.001985 2021-04-10 04:29:21,469 INFO : TRAIN, epoch=0183, iter=00010/00196, fetch data time cost=1.20ms, fps=1785 images/s, loss=0.0019, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:26.677980, arrival_time=2021-04-10 04:29:48.147492, cost_time=0:00:01.434302 2021-04-10 04:29:22,760 INFO : TRAIN, epoch=0183, iter=00020/00196, fetch data time cost=1.16ms, fps=1984 images/s, loss=0.0020, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:23.982464, arrival_time=2021-04-10 04:29:46.742947, cost_time=0:00:02.725270 2021-04-10 04:29:24,048 INFO : TRAIN, epoch=0183, iter=00030/00196, fetch data time cost=1.25ms, fps=1988 images/s, loss=0.0018, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:22.206152, arrival_time=2021-04-10 04:29:46.254529, cost_time=0:00:04.013168 2021-04-10 04:29:25,337 INFO : TRAIN, epoch=0183, iter=00040/00196, fetch data time cost=1.26ms, fps=1987 images/s, loss=0.0023, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:20.677488, arrival_time=2021-04-10 04:29:46.014707, cost_time=0:00:05.301923 2021-04-10 04:29:26,628 INFO : TRAIN, epoch=0183, iter=00050/00196, fetch data time cost=1.30ms, fps=1984 images/s, loss=0.0022, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:19.250976, arrival_time=2021-04-10 04:29:45.879087, cost_time=0:00:06.592814 2021-04-10 04:29:27,917 INFO : TRAIN, epoch=0183, iter=00060/00196, fetch data time cost=1.66ms, fps=1986 images/s, loss=0.0023, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:17.866728, arrival_time=2021-04-10 04:29:45.784403, cost_time=0:00:07.882406 2021-04-10 04:29:29,210 INFO : TRAIN, epoch=0183, iter=00070/00196, fetch data time cost=1.46ms, fps=1982 images/s, loss=0.0023, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:16.514694, arrival_time=2021-04-10 04:29:45.724789, cost_time=0:00:09.174810 2021-04-10 04:29:30,500 INFO : TRAIN, epoch=0183, iter=00080/00196, fetch data time cost=1.17ms, fps=1985 images/s, loss=0.0023, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:15.174308, arrival_time=2021-04-10 04:29:45.674613, cost_time=0:00:10.465064 2021-04-10 04:29:31,789 INFO : TRAIN, epoch=0183, iter=00090/00196, fetch data time cost=1.18ms, fps=1986 images/s, loss=0.0022, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:13.843918, arrival_time=2021-04-10 04:29:45.633451, cost_time=0:00:11.754237 2021-04-10 04:29:33,077 INFO : TRAIN, epoch=0183, iter=00100/00196, fetch data time cost=1.31ms, fps=1988 images/s, loss=0.0021, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:12.520512, arrival_time=2021-04-10 04:29:45.597936, cost_time=0:00:13.042186 2021-04-10 04:29:34,366 INFO : TRAIN, epoch=0183, iter=00110/00196, fetch data time cost=1.14ms, fps=1987 images/s, loss=0.0021, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:11.204080, arrival_time=2021-04-10 04:29:45.570161, cost_time=0:00:14.330806 2021-04-10 04:29:35,653 INFO : TRAIN, epoch=0183, iter=00120/00196, fetch data time cost=1.31ms, fps=1989 images/s, loss=0.0021, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:09.891704, arrival_time=2021-04-10 04:29:45.545423, cost_time=0:00:15.618491 2021-04-10 04:29:36,942 INFO : TRAIN, epoch=0183, iter=00130/00196, fetch data time cost=1.40ms, fps=1986 images/s, loss=0.0023, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:08.583894, arrival_time=2021-04-10 04:29:45.526800, cost_time=0:00:16.907640 2021-04-10 04:29:38,235 INFO : TRAIN, epoch=0183, iter=00140/00196, fetch data time cost=1.55ms, fps=1982 images/s, loss=0.0023, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:07.280000, arrival_time=2021-04-10 04:29:45.515333, cost_time=0:00:18.200019 2021-04-10 04:29:39,522 INFO : TRAIN, epoch=0183, iter=00150/00196, fetch data time cost=1.30ms, fps=1990 images/s, loss=0.0022, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:05.976090, arrival_time=2021-04-10 04:29:45.498562, cost_time=0:00:19.487242 2021-04-10 04:29:40,808 INFO : TRAIN, epoch=0183, iter=00160/00196, fetch data time cost=1.37ms, fps=1991 images/s, loss=0.0022, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:04.674060, arrival_time=2021-04-10 04:29:45.482825, cost_time=0:00:20.773525 2021-04-10 04:29:42,096 INFO : TRAIN, epoch=0183, iter=00170/00196, fetch data time cost=1.32ms, fps=1989 images/s, loss=0.0022, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:03.373994, arrival_time=2021-04-10 04:29:45.470007, cost_time=0:00:22.060786 2021-04-10 04:29:43,384 INFO : TRAIN, epoch=0183, iter=00180/00196, fetch data time cost=1.29ms, fps=1987 images/s, loss=0.0022, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:02.075488, arrival_time=2021-04-10 04:29:45.460123, cost_time=0:00:23.349297 2021-04-10 04:29:44,669 INFO : TRAIN, epoch=0183, iter=00190/00196, fetch data time cost=1.04ms, fps=1993 images/s, loss=0.0021, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00.777930, arrival_time=2021-04-10 04:29:45.447555, cost_time=0:00:24.634414 2021-04-10 04:29:45,363 INFO : TRAIN, epoch=0183, iter=00196/00196, fetch data time cost=1.04ms, fps=1960 images/s, loss=0.0021, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:29:45.363953, cost_time=0:00:25.328743 2021-04-10 04:29:45,864 INFO : EVAL, epoch=0183, iter=00010/00040, fetch data time cost=0.28ms, fps=5125 images/s, loss=0.3214, top1-acc=94.06%, top5-acc=99.77%, remaining_time=0:00:01.498620, arrival_time=2021-04-10 04:29:47.363057, cost_time=0:00:00.499536 2021-04-10 04:29:46,287 INFO : EVAL, epoch=0183, iter=00020/00040, fetch data time cost=1.08ms, fps=6056 images/s, loss=0.3290, top1-acc=93.93%, top5-acc=99.65%, remaining_time=0:00:00.922620, arrival_time=2021-04-10 04:29:47.210142, cost_time=0:00:00.922626 2021-04-10 04:29:46,704 INFO : EVAL, epoch=0183, iter=00030/00040, fetch data time cost=1.12ms, fps=6139 images/s, loss=0.3317, top1-acc=94.00%, top5-acc=99.69%, remaining_time=0:00:00.446650, arrival_time=2021-04-10 04:29:47.151502, cost_time=0:00:01.339957 2021-04-10 04:29:47,085 INFO : EVAL, epoch=0183, iter=00040/00040, fetch data time cost=0.05ms, fps=6106 images/s, loss=0.3232, top1-acc=94.02%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-10 04:29:47.085133, cost_time=0:00:01.720239 2021-04-10 04:29:47,924 INFO : Epoch=0183 complete, best val top1-acc=94.03%, top5-acc=99.67% (epoch=182), remaining_time=0:07:59.288174, arrival_time=2021-04-10 04:37:47.212873, cost_time=1:25:59.396237 2021-04-10 04:29:47,925 INFO : Train start, epoch=0184, lr=0.001772 2021-04-10 04:29:49,388 INFO : TRAIN, epoch=0184, iter=00010/00196, fetch data time cost=1.21ms, fps=1750 images/s, loss=0.0021, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:27.213474, arrival_time=2021-04-10 04:30:16.602101, cost_time=0:00:01.463089 2021-04-10 04:29:50,678 INFO : TRAIN, epoch=0184, iter=00020/00196, fetch data time cost=1.21ms, fps=1986 images/s, loss=0.0018, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:24.222176, arrival_time=2021-04-10 04:30:14.900200, cost_time=0:00:02.752520 2021-04-10 04:29:51,974 INFO : TRAIN, epoch=0184, iter=00030/00196, fetch data time cost=1.90ms, fps=1975 images/s, loss=0.0016, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:22.405186, arrival_time=2021-04-10 04:30:14.379842, cost_time=0:00:04.049136 2021-04-10 04:29:53,263 INFO : TRAIN, epoch=0184, iter=00040/00196, fetch data time cost=1.38ms, fps=1987 images/s, loss=0.0023, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:20.818668, arrival_time=2021-04-10 04:30:14.082237, cost_time=0:00:05.338106 2021-04-10 04:29:54,556 INFO : TRAIN, epoch=0184, iter=00050/00196, fetch data time cost=1.19ms, fps=1981 images/s, loss=0.0024, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:19.361936, arrival_time=2021-04-10 04:30:13.918228, cost_time=0:00:06.630776 2021-04-10 04:29:55,843 INFO : TRAIN, epoch=0184, iter=00060/00196, fetch data time cost=1.27ms, fps=1989 images/s, loss=0.0026, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:17.947920, arrival_time=2021-04-10 04:30:13.791576, cost_time=0:00:07.918198 2021-04-10 04:29:57,130 INFO : TRAIN, epoch=0184, iter=00070/00196, fetch data time cost=1.29ms, fps=1990 images/s, loss=0.0024, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:16.568874, arrival_time=2021-04-10 04:30:13.699347, cost_time=0:00:09.204956 2021-04-10 04:29:58,420 INFO : TRAIN, epoch=0184, iter=00080/00196, fetch data time cost=1.39ms, fps=1985 images/s, loss=0.0023, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:15.218272, arrival_time=2021-04-10 04:30:13.639112, cost_time=0:00:10.495392 2021-04-10 04:29:59,709 INFO : TRAIN, epoch=0184, iter=00090/00196, fetch data time cost=1.27ms, fps=1988 images/s, loss=0.0024, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:13.878686, arrival_time=2021-04-10 04:30:13.587910, cost_time=0:00:11.783772 2021-04-10 04:30:00,998 INFO : TRAIN, epoch=0184, iter=00100/00196, fetch data time cost=1.74ms, fps=1986 images/s, loss=0.0026, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:12.550080, arrival_time=2021-04-10 04:30:13.548667, cost_time=0:00:13.073043 2021-04-10 04:30:02,287 INFO : TRAIN, epoch=0184, iter=00110/00196, fetch data time cost=1.53ms, fps=1988 images/s, loss=0.0026, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:11.228160, arrival_time=2021-04-10 04:30:13.515201, cost_time=0:00:14.361590 2021-04-10 04:30:03,575 INFO : TRAIN, epoch=0184, iter=00120/00196, fetch data time cost=1.23ms, fps=1988 images/s, loss=0.0025, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:09.911616, arrival_time=2021-04-10 04:30:13.487024, cost_time=0:00:15.649958 2021-04-10 04:30:04,862 INFO : TRAIN, epoch=0184, iter=00130/00196, fetch data time cost=1.26ms, fps=1989 images/s, loss=0.0024, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:08.598810, arrival_time=2021-04-10 04:30:13.461343, cost_time=0:00:16.937080 2021-04-10 04:30:06,155 INFO : TRAIN, epoch=0184, iter=00140/00196, fetch data time cost=1.36ms, fps=1981 images/s, loss=0.0024, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:07.291816, arrival_time=2021-04-10 04:30:13.446979, cost_time=0:00:18.229514 2021-04-10 04:30:07,441 INFO : TRAIN, epoch=0184, iter=00150/00196, fetch data time cost=1.25ms, fps=1991 images/s, loss=0.0023, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:05.984876, arrival_time=2021-04-10 04:30:13.426180, cost_time=0:00:19.515851 2021-04-10 04:30:08,726 INFO : TRAIN, epoch=0184, iter=00160/00196, fetch data time cost=1.20ms, fps=1992 images/s, loss=0.0023, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:04.680252, arrival_time=2021-04-10 04:30:13.406878, cost_time=0:00:20.801175 2021-04-10 04:30:10,014 INFO : TRAIN, epoch=0184, iter=00170/00196, fetch data time cost=1.35ms, fps=1988 images/s, loss=0.0022, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:03.378362, arrival_time=2021-04-10 04:30:13.393037, cost_time=0:00:22.089225 2021-04-10 04:30:11,307 INFO : TRAIN, epoch=0184, iter=00180/00196, fetch data time cost=1.33ms, fps=1980 images/s, loss=0.0022, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:02.078416, arrival_time=2021-04-10 04:30:13.386081, cost_time=0:00:23.382201 2021-04-10 04:30:12,595 INFO : TRAIN, epoch=0184, iter=00190/00196, fetch data time cost=1.37ms, fps=1989 images/s, loss=0.0022, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00.779046, arrival_time=2021-04-10 04:30:13.374277, cost_time=0:00:24.669734 2021-04-10 04:30:13,290 INFO : TRAIN, epoch=0184, iter=00196/00196, fetch data time cost=1.03ms, fps=1958 images/s, loss=0.0022, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:30:13.290226, cost_time=0:00:25.364793 2021-04-10 04:30:13,779 INFO : EVAL, epoch=0184, iter=00010/00040, fetch data time cost=0.19ms, fps=5239 images/s, loss=0.3266, top1-acc=94.06%, top5-acc=99.57%, remaining_time=0:00:01.465770, arrival_time=2021-04-10 04:30:15.245479, cost_time=0:00:00.488589 2021-04-10 04:30:14,199 INFO : EVAL, epoch=0184, iter=00020/00040, fetch data time cost=1.09ms, fps=6103 images/s, loss=0.3443, top1-acc=93.85%, top5-acc=99.63%, remaining_time=0:00:00.908440, arrival_time=2021-04-10 04:30:15.107989, cost_time=0:00:00.908443 2021-04-10 04:30:14,618 INFO : EVAL, epoch=0184, iter=00030/00040, fetch data time cost=1.12ms, fps=6116 images/s, loss=0.3283, top1-acc=94.01%, top5-acc=99.67%, remaining_time=0:00:00.442440, arrival_time=2021-04-10 04:30:15.060888, cost_time=0:00:01.327335 2021-04-10 04:30:15,003 INFO : EVAL, epoch=0184, iter=00040/00040, fetch data time cost=0.05ms, fps=6033 images/s, loss=0.3242, top1-acc=94.02%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-10 04:30:15.003299, cost_time=0:00:01.712206 2021-04-10 04:30:15,751 INFO : Epoch=0184 complete, best val top1-acc=94.03%, top5-acc=99.67% (epoch=182), remaining_time=0:07:31.062880, arrival_time=2021-04-10 04:37:46.814422, cost_time=1:26:27.223083 2021-04-10 04:30:15,752 INFO : Train start, epoch=0185, lr=0.001571 2021-04-10 04:30:17,172 INFO : TRAIN, epoch=0185, iter=00010/00196, fetch data time cost=1.23ms, fps=1803 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:26.405862, arrival_time=2021-04-10 04:30:43.577937, cost_time=0:00:01.419671 2021-04-10 04:30:18,464 INFO : TRAIN, epoch=0185, iter=00020/00196, fetch data time cost=1.59ms, fps=1981 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:23.871232, arrival_time=2021-04-10 04:30:42.336099, cost_time=0:00:02.712638 2021-04-10 04:30:19,750 INFO : TRAIN, epoch=0185, iter=00030/00196, fetch data time cost=1.66ms, fps=1991 images/s, loss=0.0015, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:22.125310, arrival_time=2021-04-10 04:30:41.876079, cost_time=0:00:03.998554 2021-04-10 04:30:21,038 INFO : TRAIN, epoch=0185, iter=00040/00196, fetch data time cost=1.20ms, fps=1989 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:20.615868, arrival_time=2021-04-10 04:30:41.654195, cost_time=0:00:05.286108 2021-04-10 04:30:22,326 INFO : TRAIN, epoch=0185, iter=00050/00196, fetch data time cost=1.29ms, fps=1987 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:19.197686, arrival_time=2021-04-10 04:30:41.524498, cost_time=0:00:06.574573 2021-04-10 04:30:23,615 INFO : TRAIN, epoch=0185, iter=00060/00196, fetch data time cost=1.33ms, fps=1987 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.823344, arrival_time=2021-04-10 04:30:41.438899, cost_time=0:00:07.863266 2021-04-10 04:30:24,903 INFO : TRAIN, epoch=0185, iter=00070/00196, fetch data time cost=1.60ms, fps=1989 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.471602, arrival_time=2021-04-10 04:30:41.374754, cost_time=0:00:09.150924 2021-04-10 04:30:26,191 INFO : TRAIN, epoch=0185, iter=00080/00196, fetch data time cost=1.29ms, fps=1988 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:15.136956, arrival_time=2021-04-10 04:30:41.328414, cost_time=0:00:10.439242 2021-04-10 04:30:27,480 INFO : TRAIN, epoch=0185, iter=00090/00196, fetch data time cost=1.27ms, fps=1986 images/s, loss=0.0016, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:13.813390, arrival_time=2021-04-10 04:30:41.294003, cost_time=0:00:11.728374 2021-04-10 04:30:28,766 INFO : TRAIN, epoch=0185, iter=00100/00196, fetch data time cost=1.22ms, fps=1992 images/s, loss=0.0016, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.493152, arrival_time=2021-04-10 04:30:41.259103, cost_time=0:00:13.013656 2021-04-10 04:30:30,051 INFO : TRAIN, epoch=0185, iter=00110/00196, fetch data time cost=1.44ms, fps=1992 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:11.179312, arrival_time=2021-04-10 04:30:41.230605, cost_time=0:00:14.299068 2021-04-10 04:30:31,339 INFO : TRAIN, epoch=0185, iter=00120/00196, fetch data time cost=1.21ms, fps=1988 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.871868, arrival_time=2021-04-10 04:30:41.211249, cost_time=0:00:15.587145 2021-04-10 04:30:32,623 INFO : TRAIN, epoch=0185, iter=00130/00196, fetch data time cost=1.27ms, fps=1994 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:08.565546, arrival_time=2021-04-10 04:30:41.189271, cost_time=0:00:16.871485 2021-04-10 04:30:33,911 INFO : TRAIN, epoch=0185, iter=00140/00196, fetch data time cost=1.61ms, fps=1989 images/s, loss=0.0021, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:07.263592, arrival_time=2021-04-10 04:30:41.174912, cost_time=0:00:18.159035 2021-04-10 04:30:35,199 INFO : TRAIN, epoch=0185, iter=00150/00196, fetch data time cost=1.26ms, fps=1988 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:05.963854, arrival_time=2021-04-10 04:30:41.163367, cost_time=0:00:19.447286 2021-04-10 04:30:36,485 INFO : TRAIN, epoch=0185, iter=00160/00196, fetch data time cost=1.27ms, fps=1991 images/s, loss=0.0022, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:04.664952, arrival_time=2021-04-10 04:30:41.150314, cost_time=0:00:20.733124 2021-04-10 04:30:37,771 INFO : TRAIN, epoch=0185, iter=00170/00196, fetch data time cost=1.25ms, fps=1990 images/s, loss=0.0022, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:03.367728, arrival_time=2021-04-10 04:30:41.139656, cost_time=0:00:22.019694 2021-04-10 04:30:39,062 INFO : TRAIN, epoch=0185, iter=00180/00196, fetch data time cost=1.58ms, fps=1984 images/s, loss=0.0022, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:02.072032, arrival_time=2021-04-10 04:30:41.134750, cost_time=0:00:23.310417 2021-04-10 04:30:40,349 INFO : TRAIN, epoch=0185, iter=00190/00196, fetch data time cost=1.54ms, fps=1991 images/s, loss=0.0022, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00.776742, arrival_time=2021-04-10 04:30:41.125920, cost_time=0:00:24.596919 2021-04-10 04:30:41,044 INFO : TRAIN, epoch=0185, iter=00196/00196, fetch data time cost=1.02ms, fps=1957 images/s, loss=0.0022, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:30:41.044641, cost_time=0:00:25.292435 2021-04-10 04:30:41,537 INFO : EVAL, epoch=0185, iter=00010/00040, fetch data time cost=1.07ms, fps=5200 images/s, loss=0.3142, top1-acc=94.26%, top5-acc=99.69%, remaining_time=0:00:01.476960, arrival_time=2021-04-10 04:30:43.014815, cost_time=0:00:00.492325 2021-04-10 04:30:41,960 INFO : EVAL, epoch=0185, iter=00020/00040, fetch data time cost=2.01ms, fps=6067 images/s, loss=0.3113, top1-acc=94.26%, top5-acc=99.71%, remaining_time=0:00:00.914620, arrival_time=2021-04-10 04:30:42.874785, cost_time=0:00:00.914613 2021-04-10 04:30:42,378 INFO : EVAL, epoch=0185, iter=00030/00040, fetch data time cost=1.05ms, fps=6118 images/s, loss=0.3217, top1-acc=94.09%, top5-acc=99.65%, remaining_time=0:00:00.444460, arrival_time=2021-04-10 04:30:42.823362, cost_time=0:00:01.333374 2021-04-10 04:30:42,758 INFO : EVAL, epoch=0185, iter=00040/00040, fetch data time cost=0.06ms, fps=6112 images/s, loss=0.3239, top1-acc=93.98%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-10 04:30:42.758816, cost_time=0:00:01.713288 2021-04-10 04:30:43,539 INFO : Epoch=0185 complete, best val top1-acc=94.03%, top5-acc=99.67% (epoch=182), remaining_time=0:07:02.838705, arrival_time=2021-04-10 04:37:46.377947, cost_time=1:26:55.010782 2021-04-10 04:30:43,539 INFO : Train start, epoch=0186, lr=0.001382 2021-04-10 04:30:45,000 INFO : TRAIN, epoch=0186, iter=00010/00196, fetch data time cost=1.47ms, fps=1752 images/s, loss=0.0016, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:27.172368, arrival_time=2021-04-10 04:31:12.173258, cost_time=0:00:01.460877 2021-04-10 04:30:46,290 INFO : TRAIN, epoch=0186, iter=00020/00196, fetch data time cost=1.21ms, fps=1987 images/s, loss=0.0022, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:24.201056, arrival_time=2021-04-10 04:31:10.491108, cost_time=0:00:02.750128 2021-04-10 04:30:47,576 INFO : TRAIN, epoch=0186, iter=00030/00196, fetch data time cost=1.23ms, fps=1991 images/s, loss=0.0019, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:22.332810, arrival_time=2021-04-10 04:31:09.908782, cost_time=0:00:04.036044 2021-04-10 04:30:48,863 INFO : TRAIN, epoch=0186, iter=00040/00196, fetch data time cost=1.27ms, fps=1989 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.762508, arrival_time=2021-04-10 04:31:09.626143, cost_time=0:00:05.323712 2021-04-10 04:30:50,154 INFO : TRAIN, epoch=0186, iter=00050/00196, fetch data time cost=1.30ms, fps=1983 images/s, loss=0.0018, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:19.315508, arrival_time=2021-04-10 04:31:09.470374, cost_time=0:00:06.614882 2021-04-10 04:30:51,446 INFO : TRAIN, epoch=0186, iter=00060/00196, fetch data time cost=1.33ms, fps=1983 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.920584, arrival_time=2021-04-10 04:31:09.366630, cost_time=0:00:07.906113 2021-04-10 04:30:52,735 INFO : TRAIN, epoch=0186, iter=00070/00196, fetch data time cost=1.52ms, fps=1987 images/s, loss=0.0016, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.551108, arrival_time=2021-04-10 04:31:09.286074, cost_time=0:00:09.195046 2021-04-10 04:30:54,020 INFO : TRAIN, epoch=0186, iter=00080/00196, fetch data time cost=1.20ms, fps=1991 images/s, loss=0.0016, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:15.197276, arrival_time=2021-04-10 04:31:09.218071, cost_time=0:00:10.480865 2021-04-10 04:30:55,308 INFO : TRAIN, epoch=0186, iter=00090/00196, fetch data time cost=1.95ms, fps=1989 images/s, loss=0.0015, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:13.860666, arrival_time=2021-04-10 04:31:09.169131, cost_time=0:00:11.768478 2021-04-10 04:30:56,598 INFO : TRAIN, epoch=0186, iter=00100/00196, fetch data time cost=1.28ms, fps=1985 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.536352, arrival_time=2021-04-10 04:31:09.135014, cost_time=0:00:13.058732 2021-04-10 04:30:57,883 INFO : TRAIN, epoch=0186, iter=00110/00196, fetch data time cost=1.32ms, fps=1993 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:11.214056, arrival_time=2021-04-10 04:31:09.097501, cost_time=0:00:14.343516 2021-04-10 04:30:59,169 INFO : TRAIN, epoch=0186, iter=00120/00196, fetch data time cost=1.30ms, fps=1991 images/s, loss=0.0016, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.898620, arrival_time=2021-04-10 04:31:09.067935, cost_time=0:00:15.629388 2021-04-10 04:31:00,459 INFO : TRAIN, epoch=0186, iter=00130/00196, fetch data time cost=1.28ms, fps=1985 images/s, loss=0.0016, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:08.589966, arrival_time=2021-04-10 04:31:09.049569, cost_time=0:00:16.919607 2021-04-10 04:31:01,744 INFO : TRAIN, epoch=0186, iter=00140/00196, fetch data time cost=1.13ms, fps=1993 images/s, loss=0.0016, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.281904, arrival_time=2021-04-10 04:31:09.026574, cost_time=0:00:18.204752 2021-04-10 04:31:03,030 INFO : TRAIN, epoch=0186, iter=00150/00196, fetch data time cost=1.63ms, fps=1991 images/s, loss=0.0016, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.977148, arrival_time=2021-04-10 04:31:09.007785, cost_time=0:00:19.490712 2021-04-10 04:31:04,317 INFO : TRAIN, epoch=0186, iter=00160/00196, fetch data time cost=1.64ms, fps=1990 images/s, loss=0.0016, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:04.674996, arrival_time=2021-04-10 04:31:08.992734, cost_time=0:00:20.777806 2021-04-10 04:31:05,606 INFO : TRAIN, epoch=0186, iter=00170/00196, fetch data time cost=1.96ms, fps=1987 images/s, loss=0.0016, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.374904, arrival_time=2021-04-10 04:31:08.981564, cost_time=0:00:22.066664 2021-04-10 04:31:06,890 INFO : TRAIN, epoch=0186, iter=00180/00196, fetch data time cost=1.16ms, fps=1995 images/s, loss=0.0015, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.075616, arrival_time=2021-04-10 04:31:08.966152, cost_time=0:00:23.350604 2021-04-10 04:31:08,180 INFO : TRAIN, epoch=0186, iter=00190/00196, fetch data time cost=1.09ms, fps=1985 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00.778134, arrival_time=2021-04-10 04:31:08.958873, cost_time=0:00:24.640827 2021-04-10 04:31:08,877 INFO : TRAIN, epoch=0186, iter=00196/00196, fetch data time cost=1.52ms, fps=1953 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:31:08.877343, cost_time=0:00:25.337352 2021-04-10 04:31:09,372 INFO : EVAL, epoch=0186, iter=00010/00040, fetch data time cost=1.91ms, fps=5190 images/s, loss=0.4060, top1-acc=92.97%, top5-acc=99.65%, remaining_time=0:00:01.479750, arrival_time=2021-04-10 04:31:10.851994, cost_time=0:00:00.493249 2021-04-10 04:31:09,791 INFO : EVAL, epoch=0186, iter=00020/00040, fetch data time cost=1.78ms, fps=6109 images/s, loss=0.3651, top1-acc=93.52%, top5-acc=99.73%, remaining_time=0:00:00.912620, arrival_time=2021-04-10 04:31:10.704257, cost_time=0:00:00.912624 2021-04-10 04:31:10,214 INFO : EVAL, epoch=0186, iter=00030/00040, fetch data time cost=1.40ms, fps=6054 images/s, loss=0.3307, top1-acc=94.05%, top5-acc=99.75%, remaining_time=0:00:00.445280, arrival_time=2021-04-10 04:31:10.660126, cost_time=0:00:01.335827 2021-04-10 04:31:10,598 INFO : EVAL, epoch=0186, iter=00040/00040, fetch data time cost=0.05ms, fps=6053 images/s, loss=0.3353, top1-acc=94.06%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-10 04:31:10.598501, cost_time=0:00:01.719460 2021-04-10 04:31:12,087 INFO : Epoch=0186 complete, best val top1-acc=94.06%, top5-acc=99.72% (epoch=186), remaining_time=0:06:34.676478, arrival_time=2021-04-10 04:37:46.763819, cost_time=1:27:23.558868 2021-04-10 04:31:12,087 INFO : Train start, epoch=0187, lr=0.001204 2021-04-10 04:31:13,549 INFO : TRAIN, epoch=0187, iter=00010/00196, fetch data time cost=1.18ms, fps=1752 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:27.174600, arrival_time=2021-04-10 04:31:40.723658, cost_time=0:00:01.460995 2021-04-10 04:31:14,836 INFO : TRAIN, epoch=0187, iter=00020/00196, fetch data time cost=1.10ms, fps=1990 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:24.182576, arrival_time=2021-04-10 04:31:39.018665, cost_time=0:00:02.748020 2021-04-10 04:31:16,125 INFO : TRAIN, epoch=0187, iter=00030/00196, fetch data time cost=1.65ms, fps=1987 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:22.337458, arrival_time=2021-04-10 04:31:38.462443, cost_time=0:00:04.036886 2021-04-10 04:31:17,416 INFO : TRAIN, epoch=0187, iter=00040/00196, fetch data time cost=1.93ms, fps=1983 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:20.781540, arrival_time=2021-04-10 04:31:38.198258, cost_time=0:00:05.328582 2021-04-10 04:31:18,710 INFO : TRAIN, epoch=0187, iter=00050/00196, fetch data time cost=1.50ms, fps=1980 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:19.335802, arrival_time=2021-04-10 04:31:38.045788, cost_time=0:00:06.621838 2021-04-10 04:31:20,004 INFO : TRAIN, epoch=0187, iter=00060/00196, fetch data time cost=1.33ms, fps=1978 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.944384, arrival_time=2021-04-10 04:31:37.949170, cost_time=0:00:07.916625 2021-04-10 04:31:21,292 INFO : TRAIN, epoch=0187, iter=00070/00196, fetch data time cost=1.27ms, fps=1990 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.567236, arrival_time=2021-04-10 04:31:37.859333, cost_time=0:00:09.204004 2021-04-10 04:31:22,579 INFO : TRAIN, epoch=0187, iter=00080/00196, fetch data time cost=1.17ms, fps=1989 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:15.212820, arrival_time=2021-04-10 04:31:37.792562, cost_time=0:00:10.491593 2021-04-10 04:31:23,865 INFO : TRAIN, epoch=0187, iter=00090/00196, fetch data time cost=1.70ms, fps=1992 images/s, loss=0.0012, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:13.871372, arrival_time=2021-04-10 04:31:37.737006, cost_time=0:00:11.777536 2021-04-10 04:31:25,152 INFO : TRAIN, epoch=0187, iter=00100/00196, fetch data time cost=1.25ms, fps=1989 images/s, loss=0.0012, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.542112, arrival_time=2021-04-10 04:31:37.694976, cost_time=0:00:13.064713 2021-04-10 04:31:26,442 INFO : TRAIN, epoch=0187, iter=00110/00196, fetch data time cost=1.34ms, fps=1986 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:11.222398, arrival_time=2021-04-10 04:31:37.664692, cost_time=0:00:14.354225 2021-04-10 04:31:27,728 INFO : TRAIN, epoch=0187, iter=00120/00196, fetch data time cost=1.32ms, fps=1991 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:09.905536, arrival_time=2021-04-10 04:31:37.633880, cost_time=0:00:15.640272 2021-04-10 04:31:29,019 INFO : TRAIN, epoch=0187, iter=00130/00196, fetch data time cost=1.90ms, fps=1983 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:08.596038, arrival_time=2021-04-10 04:31:37.615726, cost_time=0:00:16.931562 2021-04-10 04:31:30,308 INFO : TRAIN, epoch=0187, iter=00140/00196, fetch data time cost=1.66ms, fps=1987 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:07.288232, arrival_time=2021-04-10 04:31:37.596889, cost_time=0:00:18.220583 2021-04-10 04:31:31,594 INFO : TRAIN, epoch=0187, iter=00150/00196, fetch data time cost=1.20ms, fps=1991 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:05.981978, arrival_time=2021-04-10 04:31:37.576531, cost_time=0:00:19.506481 2021-04-10 04:31:32,883 INFO : TRAIN, epoch=0187, iter=00160/00196, fetch data time cost=1.15ms, fps=1987 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:04.678920, arrival_time=2021-04-10 04:31:37.562164, cost_time=0:00:20.795170 2021-04-10 04:31:34,175 INFO : TRAIN, epoch=0187, iter=00170/00196, fetch data time cost=1.39ms, fps=1982 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:03.378024, arrival_time=2021-04-10 04:31:37.553267, cost_time=0:00:22.087154 2021-04-10 04:31:35,465 INFO : TRAIN, epoch=0187, iter=00180/00196, fetch data time cost=1.27ms, fps=1985 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:02.077952, arrival_time=2021-04-10 04:31:37.543081, cost_time=0:00:23.376982 2021-04-10 04:31:36,749 INFO : TRAIN, epoch=0187, iter=00190/00196, fetch data time cost=1.32ms, fps=1994 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00.778788, arrival_time=2021-04-10 04:31:37.528431, cost_time=0:00:24.661581 2021-04-10 04:31:37,445 INFO : TRAIN, epoch=0187, iter=00196/00196, fetch data time cost=0.99ms, fps=1955 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:31:37.445637, cost_time=0:00:25.357577 2021-04-10 04:31:37,950 INFO : EVAL, epoch=0187, iter=00010/00040, fetch data time cost=0.16ms, fps=5077 images/s, loss=0.3436, top1-acc=93.98%, top5-acc=99.69%, remaining_time=0:00:01.512810, arrival_time=2021-04-10 04:31:39.463595, cost_time=0:00:00.504273 2021-04-10 04:31:38,368 INFO : EVAL, epoch=0187, iter=00020/00040, fetch data time cost=1.12ms, fps=6136 images/s, loss=0.3223, top1-acc=94.34%, top5-acc=99.69%, remaining_time=0:00:00.921800, arrival_time=2021-04-10 04:31:39.290120, cost_time=0:00:00.921799 2021-04-10 04:31:38,788 INFO : EVAL, epoch=0187, iter=00030/00040, fetch data time cost=1.12ms, fps=6093 images/s, loss=0.3267, top1-acc=94.13%, top5-acc=99.71%, remaining_time=0:00:00.447430, arrival_time=2021-04-10 04:31:39.236252, cost_time=0:00:01.342296 2021-04-10 04:31:39,171 INFO : EVAL, epoch=0187, iter=00040/00040, fetch data time cost=0.05ms, fps=6076 images/s, loss=0.3250, top1-acc=94.07%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-10 04:31:39.170973, cost_time=0:00:01.724460 2021-04-10 04:31:40,769 INFO : Epoch=0187 complete, best val top1-acc=94.07%, top5-acc=99.71% (epoch=187), remaining_time=0:06:06.519413, arrival_time=2021-04-10 04:37:47.288793, cost_time=1:27:52.240877 2021-04-10 04:31:40,770 INFO : Train start, epoch=0188, lr=0.001039 2021-04-10 04:31:42,176 INFO : TRAIN, epoch=0188, iter=00010/00196, fetch data time cost=1.27ms, fps=1821 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:26.144904, arrival_time=2021-04-10 04:32:08.320963, cost_time=0:00:01.405641 2021-04-10 04:31:43,464 INFO : TRAIN, epoch=0188, iter=00020/00196, fetch data time cost=1.36ms, fps=1988 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:23.704736, arrival_time=2021-04-10 04:32:07.168880, cost_time=0:00:02.693712 2021-04-10 04:31:44,763 INFO : TRAIN, epoch=0188, iter=00030/00196, fetch data time cost=2.42ms, fps=1971 images/s, loss=0.0027, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:22.093272, arrival_time=2021-04-10 04:32:06.856454, cost_time=0:00:03.992749 2021-04-10 04:31:46,062 INFO : TRAIN, epoch=0188, iter=00040/00196, fetch data time cost=6.70ms, fps=1972 images/s, loss=0.0023, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:20.636616, arrival_time=2021-04-10 04:32:06.698540, cost_time=0:00:05.291424 2021-04-10 04:31:47,348 INFO : TRAIN, epoch=0188, iter=00050/00196, fetch data time cost=1.57ms, fps=1990 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:19.208928, arrival_time=2021-04-10 04:32:06.557740, cost_time=0:00:06.578390 2021-04-10 04:31:48,638 INFO : TRAIN, epoch=0188, iter=00060/00196, fetch data time cost=1.27ms, fps=1986 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.833408, arrival_time=2021-04-10 04:32:06.471585, cost_time=0:00:07.867686 2021-04-10 04:31:49,925 INFO : TRAIN, epoch=0188, iter=00070/00196, fetch data time cost=1.17ms, fps=1989 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.479288, arrival_time=2021-04-10 04:32:06.404968, cost_time=0:00:09.155193 2021-04-10 04:31:51,220 INFO : TRAIN, epoch=0188, iter=00080/00196, fetch data time cost=1.96ms, fps=1979 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:15.151920, arrival_time=2021-04-10 04:32:06.372002, cost_time=0:00:10.449595 2021-04-10 04:31:52,508 INFO : TRAIN, epoch=0188, iter=00090/00196, fetch data time cost=1.28ms, fps=1987 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:13.825368, arrival_time=2021-04-10 04:32:06.334270, cost_time=0:00:11.738488 2021-04-10 04:31:53,792 INFO : TRAIN, epoch=0188, iter=00100/00196, fetch data time cost=1.42ms, fps=1995 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.501024, arrival_time=2021-04-10 04:32:06.293392, cost_time=0:00:13.021930 2021-04-10 04:31:55,082 INFO : TRAIN, epoch=0188, iter=00110/00196, fetch data time cost=1.55ms, fps=1985 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:11.189288, arrival_time=2021-04-10 04:32:06.271735, cost_time=0:00:14.311889 2021-04-10 04:31:56,372 INFO : TRAIN, epoch=0188, iter=00120/00196, fetch data time cost=1.62ms, fps=1986 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.881064, arrival_time=2021-04-10 04:32:06.253186, cost_time=0:00:15.601709 2021-04-10 04:31:57,661 INFO : TRAIN, epoch=0188, iter=00130/00196, fetch data time cost=1.30ms, fps=1986 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:08.575578, arrival_time=2021-04-10 04:32:06.237261, cost_time=0:00:16.891259 2021-04-10 04:31:58,949 INFO : TRAIN, epoch=0188, iter=00140/00196, fetch data time cost=1.23ms, fps=1989 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.271600, arrival_time=2021-04-10 04:32:06.221142, cost_time=0:00:18.179052 2021-04-10 04:32:00,237 INFO : TRAIN, epoch=0188, iter=00150/00196, fetch data time cost=1.39ms, fps=1989 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.969788, arrival_time=2021-04-10 04:32:06.206978, cost_time=0:00:19.466767 2021-04-10 04:32:01,523 INFO : TRAIN, epoch=0188, iter=00160/00196, fetch data time cost=1.24ms, fps=1990 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:04.669524, arrival_time=2021-04-10 04:32:06.193365, cost_time=0:00:20.753425 2021-04-10 04:32:02,809 INFO : TRAIN, epoch=0188, iter=00170/00196, fetch data time cost=1.19ms, fps=1991 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.370744, arrival_time=2021-04-10 04:32:06.180622, cost_time=0:00:22.039463 2021-04-10 04:32:04,100 INFO : TRAIN, epoch=0188, iter=00180/00196, fetch data time cost=1.28ms, fps=1985 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.073760, arrival_time=2021-04-10 04:32:06.173963, cost_time=0:00:23.329719 2021-04-10 04:32:05,385 INFO : TRAIN, epoch=0188, iter=00190/00196, fetch data time cost=1.06ms, fps=1992 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00.777330, arrival_time=2021-04-10 04:32:06.163246, cost_time=0:00:24.615517 2021-04-10 04:32:06,080 INFO : TRAIN, epoch=0188, iter=00196/00196, fetch data time cost=1.05ms, fps=1960 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:32:06.080190, cost_time=0:00:25.309794 2021-04-10 04:32:06,570 INFO : EVAL, epoch=0188, iter=00010/00040, fetch data time cost=1.96ms, fps=5234 images/s, loss=0.2964, top1-acc=94.26%, top5-acc=99.88%, remaining_time=0:00:01.467270, arrival_time=2021-04-10 04:32:08.037438, cost_time=0:00:00.489091 2021-04-10 04:32:06,985 INFO : EVAL, epoch=0188, iter=00020/00040, fetch data time cost=1.09ms, fps=6171 images/s, loss=0.3169, top1-acc=94.20%, top5-acc=99.71%, remaining_time=0:00:00.904260, arrival_time=2021-04-10 04:32:07.889607, cost_time=0:00:00.904267 2021-04-10 04:32:07,401 INFO : EVAL, epoch=0188, iter=00030/00040, fetch data time cost=1.26ms, fps=6155 images/s, loss=0.3229, top1-acc=94.06%, top5-acc=99.73%, remaining_time=0:00:00.440170, arrival_time=2021-04-10 04:32:07.841760, cost_time=0:00:01.320501 2021-04-10 04:32:07,783 INFO : EVAL, epoch=0188, iter=00040/00040, fetch data time cost=0.05ms, fps=6080 images/s, loss=0.3272, top1-acc=94.04%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-10 04:32:07.783452, cost_time=0:00:01.702380 2021-04-10 04:32:08,589 INFO : Epoch=0188 complete, best val top1-acc=94.07%, top5-acc=99.71% (epoch=187), remaining_time=0:05:38.301780, arrival_time=2021-04-10 04:37:46.891399, cost_time=1:28:20.061156 2021-04-10 04:32:08,590 INFO : Train start, epoch=0189, lr=0.000886 2021-04-10 04:32:10,047 INFO : TRAIN, epoch=0189, iter=00010/00196, fetch data time cost=1.26ms, fps=1756 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:27.108756, arrival_time=2021-04-10 04:32:37.156595, cost_time=0:00:01.457458 2021-04-10 04:32:11,335 INFO : TRAIN, epoch=0189, iter=00020/00196, fetch data time cost=1.21ms, fps=1989 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.159696, arrival_time=2021-04-10 04:32:35.495422, cost_time=0:00:02.745423 2021-04-10 04:32:12,625 INFO : TRAIN, epoch=0189, iter=00030/00196, fetch data time cost=1.33ms, fps=1986 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:22.325174, arrival_time=2021-04-10 04:32:34.950135, cost_time=0:00:04.034656 2021-04-10 04:32:13,909 INFO : TRAIN, epoch=0189, iter=00040/00196, fetch data time cost=1.27ms, fps=1993 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:20.745348, arrival_time=2021-04-10 04:32:34.654979, cost_time=0:00:05.319325 2021-04-10 04:32:15,199 INFO : TRAIN, epoch=0189, iter=00050/00196, fetch data time cost=1.71ms, fps=1986 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:19.297988, arrival_time=2021-04-10 04:32:34.497257, cost_time=0:00:06.608907 2021-04-10 04:32:16,485 INFO : TRAIN, epoch=0189, iter=00060/00196, fetch data time cost=1.45ms, fps=1991 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:17.895288, arrival_time=2021-04-10 04:32:34.380568, cost_time=0:00:07.894974 2021-04-10 04:32:17,770 INFO : TRAIN, epoch=0189, iter=00070/00196, fetch data time cost=1.21ms, fps=1993 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.524270, arrival_time=2021-04-10 04:32:34.294698, cost_time=0:00:09.180126 2021-04-10 04:32:19,058 INFO : TRAIN, epoch=0189, iter=00080/00196, fetch data time cost=1.32ms, fps=1988 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:15.178716, arrival_time=2021-04-10 04:32:34.237127, cost_time=0:00:10.468096 2021-04-10 04:32:20,346 INFO : TRAIN, epoch=0189, iter=00090/00196, fetch data time cost=1.88ms, fps=1988 images/s, loss=0.0017, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:13.846356, arrival_time=2021-04-10 04:32:34.193022, cost_time=0:00:11.756298 2021-04-10 04:32:21,632 INFO : TRAIN, epoch=0189, iter=00100/00196, fetch data time cost=1.33ms, fps=1992 images/s, loss=0.0017, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:12.520128, arrival_time=2021-04-10 04:32:34.152231, cost_time=0:00:13.041790 2021-04-10 04:32:22,921 INFO : TRAIN, epoch=0189, iter=00110/00196, fetch data time cost=1.23ms, fps=1985 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:11.204682, arrival_time=2021-04-10 04:32:34.126569, cost_time=0:00:14.331581 2021-04-10 04:32:24,208 INFO : TRAIN, epoch=0189, iter=00120/00196, fetch data time cost=1.59ms, fps=1990 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:09.891704, arrival_time=2021-04-10 04:32:34.100425, cost_time=0:00:15.618425 2021-04-10 04:32:25,497 INFO : TRAIN, epoch=0189, iter=00130/00196, fetch data time cost=1.90ms, fps=1987 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:08.583762, arrival_time=2021-04-10 04:32:34.081511, cost_time=0:00:16.907377 2021-04-10 04:32:26,784 INFO : TRAIN, epoch=0189, iter=00140/00196, fetch data time cost=1.28ms, fps=1990 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:07.277648, arrival_time=2021-04-10 04:32:34.062114, cost_time=0:00:18.194155 2021-04-10 04:32:28,073 INFO : TRAIN, epoch=0189, iter=00150/00196, fetch data time cost=1.28ms, fps=1987 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:05.974756, arrival_time=2021-04-10 04:32:34.047958, cost_time=0:00:19.482899 2021-04-10 04:32:29,358 INFO : TRAIN, epoch=0189, iter=00160/00196, fetch data time cost=1.23ms, fps=1992 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:04.672908, arrival_time=2021-04-10 04:32:34.031753, cost_time=0:00:20.768536 2021-04-10 04:32:30,651 INFO : TRAIN, epoch=0189, iter=00170/00196, fetch data time cost=1.85ms, fps=1981 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:03.374020, arrival_time=2021-04-10 04:32:34.025289, cost_time=0:00:22.060912 2021-04-10 04:32:31,936 INFO : TRAIN, epoch=0189, iter=00180/00196, fetch data time cost=1.55ms, fps=1993 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:02.075200, arrival_time=2021-04-10 04:32:34.011515, cost_time=0:00:23.346014 2021-04-10 04:32:33,224 INFO : TRAIN, epoch=0189, iter=00190/00196, fetch data time cost=1.07ms, fps=1988 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00.777918, arrival_time=2021-04-10 04:32:34.002213, cost_time=0:00:24.634010 2021-04-10 04:32:33,921 INFO : TRAIN, epoch=0189, iter=00196/00196, fetch data time cost=0.99ms, fps=1951 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:32:33.921578, cost_time=0:00:25.331293 2021-04-10 04:32:34,413 INFO : EVAL, epoch=0189, iter=00010/00040, fetch data time cost=0.17ms, fps=5210 images/s, loss=0.3564, top1-acc=93.44%, top5-acc=99.57%, remaining_time=0:00:01.474080, arrival_time=2021-04-10 04:32:35.887940, cost_time=0:00:00.491365 2021-04-10 04:32:34,834 INFO : EVAL, epoch=0189, iter=00020/00040, fetch data time cost=1.17ms, fps=6088 images/s, loss=0.3568, top1-acc=93.57%, top5-acc=99.61%, remaining_time=0:00:00.912160, arrival_time=2021-04-10 04:32:35.746809, cost_time=0:00:00.912156 2021-04-10 04:32:35,259 INFO : EVAL, epoch=0189, iter=00030/00040, fetch data time cost=1.29ms, fps=6027 images/s, loss=0.3314, top1-acc=94.01%, top5-acc=99.66%, remaining_time=0:00:00.445750, arrival_time=2021-04-10 04:32:35.705506, cost_time=0:00:01.337249 2021-04-10 04:32:35,643 INFO : EVAL, epoch=0189, iter=00040/00040, fetch data time cost=0.05ms, fps=6054 images/s, loss=0.3331, top1-acc=94.09%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-10 04:32:35.643321, cost_time=0:00:01.720784 2021-04-10 04:32:37,158 INFO : Epoch=0189 complete, best val top1-acc=94.09%, top5-acc=99.69% (epoch=189), remaining_time=0:05:10.131899, arrival_time=2021-04-10 04:37:47.290244, cost_time=1:28:48.629873 2021-04-10 04:32:37,158 INFO : Train start, epoch=0190, lr=0.000745 2021-04-10 04:32:38,586 INFO : TRAIN, epoch=0190, iter=00010/00196, fetch data time cost=1.22ms, fps=1793 images/s, loss=0.0028, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:26.549640, arrival_time=2021-04-10 04:33:05.136112, cost_time=0:00:01.427395 2021-04-10 04:32:39,873 INFO : TRAIN, epoch=0190, iter=00020/00196, fetch data time cost=1.17ms, fps=1989 images/s, loss=0.0021, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:23.887952, arrival_time=2021-04-10 04:33:03.761559, cost_time=0:00:02.714532 2021-04-10 04:32:41,162 INFO : TRAIN, epoch=0190, iter=00030/00196, fetch data time cost=1.39ms, fps=1986 images/s, loss=0.0019, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:22.154028, arrival_time=2021-04-10 04:33:03.316851, cost_time=0:00:04.003743 2021-04-10 04:32:42,455 INFO : TRAIN, epoch=0190, iter=00040/00196, fetch data time cost=1.57ms, fps=1981 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.656584, arrival_time=2021-04-10 04:33:03.112310, cost_time=0:00:05.296575 2021-04-10 04:32:43,740 INFO : TRAIN, epoch=0190, iter=00050/00196, fetch data time cost=1.16ms, fps=1993 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:19.217980, arrival_time=2021-04-10 04:33:02.958567, cost_time=0:00:06.581500 2021-04-10 04:32:45,028 INFO : TRAIN, epoch=0190, iter=00060/00196, fetch data time cost=1.38ms, fps=1988 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.838032, arrival_time=2021-04-10 04:33:02.866841, cost_time=0:00:07.869738 2021-04-10 04:32:46,316 INFO : TRAIN, epoch=0190, iter=00070/00196, fetch data time cost=1.32ms, fps=1989 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.482816, arrival_time=2021-04-10 04:33:02.799046, cost_time=0:00:09.157144 2021-04-10 04:32:47,603 INFO : TRAIN, epoch=0190, iter=00080/00196, fetch data time cost=1.74ms, fps=1990 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:15.144032, arrival_time=2021-04-10 04:33:02.747418, cost_time=0:00:10.444125 2021-04-10 04:32:48,895 INFO : TRAIN, epoch=0190, iter=00090/00196, fetch data time cost=1.38ms, fps=1982 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:13.822718, arrival_time=2021-04-10 04:33:02.718078, cost_time=0:00:11.736281 2021-04-10 04:32:50,186 INFO : TRAIN, epoch=0190, iter=00100/00196, fetch data time cost=1.25ms, fps=1983 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.506400, arrival_time=2021-04-10 04:33:02.692966, cost_time=0:00:13.027480 2021-04-10 04:32:51,473 INFO : TRAIN, epoch=0190, iter=00110/00196, fetch data time cost=1.21ms, fps=1990 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:11.191094, arrival_time=2021-04-10 04:33:02.664398, cost_time=0:00:14.314225 2021-04-10 04:32:52,760 INFO : TRAIN, epoch=0190, iter=00120/00196, fetch data time cost=1.41ms, fps=1990 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.880836, arrival_time=2021-04-10 04:33:02.641205, cost_time=0:00:15.601280 2021-04-10 04:32:54,048 INFO : TRAIN, epoch=0190, iter=00130/00196, fetch data time cost=1.24ms, fps=1989 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:08.574390, arrival_time=2021-04-10 04:33:02.622520, cost_time=0:00:16.888977 2021-04-10 04:32:55,337 INFO : TRAIN, epoch=0190, iter=00140/00196, fetch data time cost=1.72ms, fps=1987 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:07.271208, arrival_time=2021-04-10 04:33:02.608243, cost_time=0:00:18.177959 2021-04-10 04:32:56,621 INFO : TRAIN, epoch=0190, iter=00150/00196, fetch data time cost=1.18ms, fps=1994 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:05.968316, arrival_time=2021-04-10 04:33:02.589287, cost_time=0:00:19.461896 2021-04-10 04:32:57,908 INFO : TRAIN, epoch=0190, iter=00160/00196, fetch data time cost=1.25ms, fps=1988 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:04.668696, arrival_time=2021-04-10 04:33:02.577556, cost_time=0:00:20.749763 2021-04-10 04:32:59,198 INFO : TRAIN, epoch=0190, iter=00170/00196, fetch data time cost=1.27ms, fps=1985 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.370770, arrival_time=2021-04-10 04:33:02.569542, cost_time=0:00:22.039627 2021-04-10 04:33:00,485 INFO : TRAIN, epoch=0190, iter=00180/00196, fetch data time cost=1.26ms, fps=1990 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:02.073472, arrival_time=2021-04-10 04:33:02.559108, cost_time=0:00:23.326565 2021-04-10 04:33:01,771 INFO : TRAIN, epoch=0190, iter=00190/00196, fetch data time cost=1.04ms, fps=1992 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00.777228, arrival_time=2021-04-10 04:33:02.548572, cost_time=0:00:24.612282 2021-04-10 04:33:02,465 INFO : TRAIN, epoch=0190, iter=00196/00196, fetch data time cost=1.06ms, fps=1960 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:33:02.465428, cost_time=0:00:25.306368 2021-04-10 04:33:02,958 INFO : EVAL, epoch=0190, iter=00010/00040, fetch data time cost=0.19ms, fps=5206 images/s, loss=0.3124, top1-acc=94.41%, top5-acc=99.80%, remaining_time=0:00:01.475130, arrival_time=2021-04-10 04:33:04.433159, cost_time=0:00:00.491709 2021-04-10 04:33:03,379 INFO : EVAL, epoch=0190, iter=00020/00040, fetch data time cost=1.21ms, fps=6080 images/s, loss=0.3057, top1-acc=94.32%, top5-acc=99.71%, remaining_time=0:00:00.913120, arrival_time=2021-04-10 04:33:04.292547, cost_time=0:00:00.913110 2021-04-10 04:33:03,802 INFO : EVAL, epoch=0190, iter=00030/00040, fetch data time cost=1.61ms, fps=6061 images/s, loss=0.3144, top1-acc=94.26%, top5-acc=99.73%, remaining_time=0:00:00.445270, arrival_time=2021-04-10 04:33:04.247488, cost_time=0:00:01.335812 2021-04-10 04:33:04,186 INFO : EVAL, epoch=0190, iter=00040/00040, fetch data time cost=0.05ms, fps=6050 images/s, loss=0.3346, top1-acc=94.06%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-10 04:33:04.186170, cost_time=0:00:01.719872 2021-04-10 04:33:05,002 INFO : Epoch=0190 complete, best val top1-acc=94.09%, top5-acc=99.69% (epoch=189), remaining_time=0:04:41.919700, arrival_time=2021-04-10 04:37:46.922394, cost_time=1:29:16.474205 2021-04-10 04:33:05,003 INFO : Train start, epoch=0191, lr=0.000616 2021-04-10 04:33:06,469 INFO : TRAIN, epoch=0191, iter=00010/00196, fetch data time cost=1.14ms, fps=1746 images/s, loss=0.0021, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:27.268902, arrival_time=2021-04-10 04:33:33.738737, cost_time=0:00:01.466073 2021-04-10 04:33:07,754 INFO : TRAIN, epoch=0191, iter=00020/00196, fetch data time cost=1.19ms, fps=1993 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:24.209328, arrival_time=2021-04-10 04:33:31.964130, cost_time=0:00:02.751061 2021-04-10 04:33:09,043 INFO : TRAIN, epoch=0191, iter=00030/00196, fetch data time cost=1.22ms, fps=1987 images/s, loss=0.0018, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:22.352398, arrival_time=2021-04-10 04:33:31.395712, cost_time=0:00:04.039583 2021-04-10 04:33:10,334 INFO : TRAIN, epoch=0191, iter=00040/00196, fetch data time cost=1.29ms, fps=1983 images/s, loss=0.0017, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:20.790588, arrival_time=2021-04-10 04:33:31.125460, cost_time=0:00:05.330930 2021-04-10 04:33:11,629 INFO : TRAIN, epoch=0191, iter=00050/00196, fetch data time cost=1.44ms, fps=1979 images/s, loss=0.0016, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:19.345730, arrival_time=2021-04-10 04:33:30.974740, cost_time=0:00:06.625271 2021-04-10 04:33:12,926 INFO : TRAIN, epoch=0191, iter=00060/00196, fetch data time cost=10.91ms, fps=1974 images/s, loss=0.0015, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.958120, arrival_time=2021-04-10 04:33:30.884562, cost_time=0:00:07.922706 2021-04-10 04:33:14,213 INFO : TRAIN, epoch=0191, iter=00070/00196, fetch data time cost=1.49ms, fps=1989 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.577946, arrival_time=2021-04-10 04:33:30.791620, cost_time=0:00:09.209944 2021-04-10 04:33:15,501 INFO : TRAIN, epoch=0191, iter=00080/00196, fetch data time cost=2.05ms, fps=1989 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:15.221404, arrival_time=2021-04-10 04:33:30.722729, cost_time=0:00:10.497548 2021-04-10 04:33:16,789 INFO : TRAIN, epoch=0191, iter=00090/00196, fetch data time cost=1.44ms, fps=1989 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:13.880700, arrival_time=2021-04-10 04:33:30.669891, cost_time=0:00:11.785461 2021-04-10 04:33:18,079 INFO : TRAIN, epoch=0191, iter=00100/00196, fetch data time cost=1.36ms, fps=1985 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.552288, arrival_time=2021-04-10 04:33:30.631343, cost_time=0:00:13.075329 2021-04-10 04:33:19,368 INFO : TRAIN, epoch=0191, iter=00110/00196, fetch data time cost=1.22ms, fps=1986 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:11.230396, arrival_time=2021-04-10 04:33:30.598594, cost_time=0:00:14.364455 2021-04-10 04:33:20,665 INFO : TRAIN, epoch=0191, iter=00120/00196, fetch data time cost=1.50ms, fps=1974 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.919064, arrival_time=2021-04-10 04:33:30.584705, cost_time=0:00:15.661677 2021-04-10 04:33:21,957 INFO : TRAIN, epoch=0191, iter=00130/00196, fetch data time cost=1.25ms, fps=1982 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:08.607324, arrival_time=2021-04-10 04:33:30.564926, cost_time=0:00:16.953859 2021-04-10 04:33:23,244 INFO : TRAIN, epoch=0191, iter=00140/00196, fetch data time cost=1.41ms, fps=1989 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:07.296464, arrival_time=2021-04-10 04:33:30.541390, cost_time=0:00:18.241183 2021-04-10 04:33:24,533 INFO : TRAIN, epoch=0191, iter=00150/00196, fetch data time cost=1.38ms, fps=1988 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:05.989016, arrival_time=2021-04-10 04:33:30.522101, cost_time=0:00:19.529340 2021-04-10 04:33:25,824 INFO : TRAIN, epoch=0191, iter=00160/00196, fetch data time cost=1.37ms, fps=1983 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:04.684644, arrival_time=2021-04-10 04:33:30.509071, cost_time=0:00:20.820673 2021-04-10 04:33:27,121 INFO : TRAIN, epoch=0191, iter=00170/00196, fetch data time cost=1.43ms, fps=1974 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.382756, arrival_time=2021-04-10 04:33:30.504551, cost_time=0:00:22.117990 2021-04-10 04:33:28,407 INFO : TRAIN, epoch=0191, iter=00180/00196, fetch data time cost=1.21ms, fps=1993 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:02.080288, arrival_time=2021-04-10 04:33:30.487351, cost_time=0:00:23.403313 2021-04-10 04:33:29,694 INFO : TRAIN, epoch=0191, iter=00190/00196, fetch data time cost=1.06ms, fps=1989 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00.779706, arrival_time=2021-04-10 04:33:30.474110, cost_time=0:00:24.690688 2021-04-10 04:33:30,390 INFO : TRAIN, epoch=0191, iter=00196/00196, fetch data time cost=1.07ms, fps=1954 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:33:30.390840, cost_time=0:00:25.387125 2021-04-10 04:33:30,883 INFO : EVAL, epoch=0191, iter=00010/00040, fetch data time cost=1.12ms, fps=5201 images/s, loss=0.3576, top1-acc=93.91%, top5-acc=99.57%, remaining_time=0:00:01.476480, arrival_time=2021-04-10 04:33:32.360427, cost_time=0:00:00.492163 2021-04-10 04:33:31,307 INFO : EVAL, epoch=0191, iter=00020/00040, fetch data time cost=1.33ms, fps=6045 images/s, loss=0.3300, top1-acc=94.22%, top5-acc=99.63%, remaining_time=0:00:00.916020, arrival_time=2021-04-10 04:33:32.223884, cost_time=0:00:00.916016 2021-04-10 04:33:31,730 INFO : EVAL, epoch=0191, iter=00030/00040, fetch data time cost=1.21ms, fps=6062 images/s, loss=0.3325, top1-acc=94.08%, top5-acc=99.62%, remaining_time=0:00:00.446270, arrival_time=2021-04-10 04:33:32.176865, cost_time=0:00:01.338805 2021-04-10 04:33:32,112 INFO : EVAL, epoch=0191, iter=00040/00040, fetch data time cost=0.05ms, fps=6082 images/s, loss=0.3210, top1-acc=94.10%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-10 04:33:32.112359, cost_time=0:00:01.720603 2021-04-10 04:33:33,606 INFO : Epoch=0191 complete, best val top1-acc=94.10%, top5-acc=99.64% (epoch=191), remaining_time=0:04:13.747125, arrival_time=2021-04-10 04:37:47.353477, cost_time=1:29:45.077847 2021-04-10 04:33:33,607 INFO : Train start, epoch=0192, lr=0.000499 2021-04-10 04:33:35,011 INFO : TRAIN, epoch=0192, iter=00010/00196, fetch data time cost=1.12ms, fps=1823 images/s, loss=0.0018, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:26.122398, arrival_time=2021-04-10 04:34:01.134214, cost_time=0:00:01.404426 2021-04-10 04:33:36,304 INFO : TRAIN, epoch=0192, iter=00020/00196, fetch data time cost=1.41ms, fps=1981 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:23.735184, arrival_time=2021-04-10 04:34:00.039766, cost_time=0:00:02.697186 2021-04-10 04:33:37,588 INFO : TRAIN, epoch=0192, iter=00030/00196, fetch data time cost=1.30ms, fps=1994 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:22.030026, arrival_time=2021-04-10 04:33:59.618789, cost_time=0:00:03.981343 2021-04-10 04:33:38,881 INFO : TRAIN, epoch=0192, iter=00040/00196, fetch data time cost=1.72ms, fps=1982 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.566572, arrival_time=2021-04-10 04:33:59.447535, cost_time=0:00:05.273492 2021-04-10 04:33:40,177 INFO : TRAIN, epoch=0192, iter=00050/00196, fetch data time cost=1.24ms, fps=1976 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:19.183670, arrival_time=2021-04-10 04:33:59.360879, cost_time=0:00:06.569739 2021-04-10 04:33:41,465 INFO : TRAIN, epoch=0192, iter=00060/00196, fetch data time cost=1.81ms, fps=1988 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.811104, arrival_time=2021-04-10 04:33:59.276398, cost_time=0:00:07.857849 2021-04-10 04:33:42,755 INFO : TRAIN, epoch=0192, iter=00070/00196, fetch data time cost=1.34ms, fps=1986 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.465680, arrival_time=2021-04-10 04:33:59.220687, cost_time=0:00:09.147600 2021-04-10 04:33:44,047 INFO : TRAIN, epoch=0192, iter=00080/00196, fetch data time cost=1.32ms, fps=1982 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:15.137768, arrival_time=2021-04-10 04:33:59.185109, cost_time=0:00:10.439880 2021-04-10 04:33:45,335 INFO : TRAIN, epoch=0192, iter=00090/00196, fetch data time cost=1.36ms, fps=1989 images/s, loss=0.0016, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:13.812436, arrival_time=2021-04-10 04:33:59.147393, cost_time=0:00:11.727543 2021-04-10 04:33:46,624 INFO : TRAIN, epoch=0192, iter=00100/00196, fetch data time cost=1.68ms, fps=1987 images/s, loss=0.0016, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.495936, arrival_time=2021-04-10 04:33:59.119976, cost_time=0:00:13.016576 2021-04-10 04:33:47,908 INFO : TRAIN, epoch=0192, iter=00110/00196, fetch data time cost=1.27ms, fps=1993 images/s, loss=0.0015, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:11.181204, arrival_time=2021-04-10 04:33:59.090150, cost_time=0:00:14.301552 2021-04-10 04:33:49,195 INFO : TRAIN, epoch=0192, iter=00120/00196, fetch data time cost=1.53ms, fps=1990 images/s, loss=0.0015, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.872704, arrival_time=2021-04-10 04:33:59.068594, cost_time=0:00:15.588477 2021-04-10 04:33:50,488 INFO : TRAIN, epoch=0192, iter=00130/00196, fetch data time cost=1.28ms, fps=1982 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:08.570100, arrival_time=2021-04-10 04:33:59.058129, cost_time=0:00:16.880549 2021-04-10 04:33:51,775 INFO : TRAIN, epoch=0192, iter=00140/00196, fetch data time cost=1.32ms, fps=1989 images/s, loss=0.0015, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.267288, arrival_time=2021-04-10 04:33:59.043014, cost_time=0:00:18.168256 2021-04-10 04:33:53,063 INFO : TRAIN, epoch=0192, iter=00150/00196, fetch data time cost=1.20ms, fps=1988 images/s, loss=0.0015, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.966614, arrival_time=2021-04-10 04:33:59.030283, cost_time=0:00:19.456279 2021-04-10 04:33:54,354 INFO : TRAIN, epoch=0192, iter=00160/00196, fetch data time cost=1.32ms, fps=1984 images/s, loss=0.0015, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:04.668084, arrival_time=2021-04-10 04:33:59.022557, cost_time=0:00:20.747093 2021-04-10 04:33:55,644 INFO : TRAIN, epoch=0192, iter=00170/00196, fetch data time cost=1.31ms, fps=1986 images/s, loss=0.0015, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.370302, arrival_time=2021-04-10 04:33:59.014295, cost_time=0:00:22.036605 2021-04-10 04:33:56,934 INFO : TRAIN, epoch=0192, iter=00180/00196, fetch data time cost=1.28ms, fps=1985 images/s, loss=0.0015, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.073504, arrival_time=2021-04-10 04:33:59.007827, cost_time=0:00:23.326862 2021-04-10 04:33:58,220 INFO : TRAIN, epoch=0192, iter=00190/00196, fetch data time cost=1.09ms, fps=1991 images/s, loss=0.0015, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00.777252, arrival_time=2021-04-10 04:33:58.997726, cost_time=0:00:24.612897 2021-04-10 04:33:58,915 INFO : TRAIN, epoch=0192, iter=00196/00196, fetch data time cost=0.99ms, fps=1958 images/s, loss=0.0016, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:33:58.915601, cost_time=0:00:25.308229 2021-04-10 04:33:59,407 INFO : EVAL, epoch=0192, iter=00010/00040, fetch data time cost=1.12ms, fps=5210 images/s, loss=0.3378, top1-acc=93.71%, top5-acc=99.69%, remaining_time=0:00:01.473960, arrival_time=2021-04-10 04:34:00.881751, cost_time=0:00:00.491316 2021-04-10 04:33:59,827 INFO : EVAL, epoch=0192, iter=00020/00040, fetch data time cost=1.13ms, fps=6107 images/s, loss=0.3320, top1-acc=93.93%, top5-acc=99.67%, remaining_time=0:00:00.910880, arrival_time=2021-04-10 04:34:00.738222, cost_time=0:00:00.910871 2021-04-10 04:34:00,252 INFO : EVAL, epoch=0192, iter=00030/00040, fetch data time cost=1.14ms, fps=6027 images/s, loss=0.3222, top1-acc=94.18%, top5-acc=99.70%, remaining_time=0:00:00.445310, arrival_time=2021-04-10 04:34:00.697736, cost_time=0:00:01.335943 2021-04-10 04:34:00,636 INFO : EVAL, epoch=0192, iter=00040/00040, fetch data time cost=0.05ms, fps=6042 images/s, loss=0.3157, top1-acc=94.11%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-10 04:34:00.636738, cost_time=0:00:01.720281 2021-04-10 04:34:02,167 INFO : Epoch=0192 complete, best val top1-acc=94.11%, top5-acc=99.67% (epoch=192), remaining_time=0:03:45.568280, arrival_time=2021-04-10 04:37:47.735571, cost_time=1:30:13.638795 2021-04-10 04:34:02,168 INFO : Train start, epoch=0193, lr=0.000394 2021-04-10 04:34:03,575 INFO : TRAIN, epoch=0193, iter=00010/00196, fetch data time cost=1.24ms, fps=1819 images/s, loss=0.0033, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:26.175036, arrival_time=2021-04-10 04:34:29.750706, cost_time=0:00:01.407257 2021-04-10 04:34:04,871 INFO : TRAIN, epoch=0193, iter=00020/00196, fetch data time cost=1.96ms, fps=1977 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:23.783232, arrival_time=2021-04-10 04:34:28.654274, cost_time=0:00:02.702646 2021-04-10 04:34:06,162 INFO : TRAIN, epoch=0193, iter=00030/00196, fetch data time cost=1.24ms, fps=1983 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:22.099414, arrival_time=2021-04-10 04:34:28.261632, cost_time=0:00:03.993871 2021-04-10 04:34:07,452 INFO : TRAIN, epoch=0193, iter=00040/00196, fetch data time cost=1.34ms, fps=1985 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:20.607912, arrival_time=2021-04-10 04:34:28.060431, cost_time=0:00:05.284072 2021-04-10 04:34:08,744 INFO : TRAIN, epoch=0193, iter=00050/00196, fetch data time cost=1.19ms, fps=1982 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:19.202942, arrival_time=2021-04-10 04:34:27.947684, cost_time=0:00:06.576345 2021-04-10 04:34:10,030 INFO : TRAIN, epoch=0193, iter=00060/00196, fetch data time cost=1.29ms, fps=1992 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.820080, arrival_time=2021-04-10 04:34:27.850196, cost_time=0:00:07.861777 2021-04-10 04:34:11,319 INFO : TRAIN, epoch=0193, iter=00070/00196, fetch data time cost=1.20ms, fps=1986 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.471476, arrival_time=2021-04-10 04:34:27.790720, cost_time=0:00:09.150840 2021-04-10 04:34:12,606 INFO : TRAIN, epoch=0193, iter=00080/00196, fetch data time cost=1.65ms, fps=1990 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:15.134636, arrival_time=2021-04-10 04:34:27.740670, cost_time=0:00:10.437694 2021-04-10 04:34:13,891 INFO : TRAIN, epoch=0193, iter=00090/00196, fetch data time cost=1.24ms, fps=1993 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:13.806818, arrival_time=2021-04-10 04:34:27.697927, cost_time=0:00:11.722772 2021-04-10 04:34:15,176 INFO : TRAIN, epoch=0193, iter=00100/00196, fetch data time cost=1.37ms, fps=1993 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.487296, arrival_time=2021-04-10 04:34:27.663398, cost_time=0:00:13.007571 2021-04-10 04:34:16,462 INFO : TRAIN, epoch=0193, iter=00110/00196, fetch data time cost=1.17ms, fps=1992 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:11.175184, arrival_time=2021-04-10 04:34:27.637327, cost_time=0:00:14.293813 2021-04-10 04:34:17,748 INFO : TRAIN, epoch=0193, iter=00120/00196, fetch data time cost=1.21ms, fps=1990 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.867688, arrival_time=2021-04-10 04:34:27.616542, cost_time=0:00:15.580524 2021-04-10 04:34:19,032 INFO : TRAIN, epoch=0193, iter=00130/00196, fetch data time cost=1.17ms, fps=1995 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:08.561850, arrival_time=2021-04-10 04:34:27.594430, cost_time=0:00:16.864246 2021-04-10 04:34:20,317 INFO : TRAIN, epoch=0193, iter=00140/00196, fetch data time cost=1.24ms, fps=1993 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:07.259728, arrival_time=2021-04-10 04:34:27.577353, cost_time=0:00:18.149277 2021-04-10 04:34:21,607 INFO : TRAIN, epoch=0193, iter=00150/00196, fetch data time cost=1.25ms, fps=1985 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:05.961370, arrival_time=2021-04-10 04:34:27.568985, cost_time=0:00:19.439211 2021-04-10 04:34:22,889 INFO : TRAIN, epoch=0193, iter=00160/00196, fetch data time cost=1.20ms, fps=1997 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:04.662360, arrival_time=2021-04-10 04:34:27.552288, cost_time=0:00:20.721590 2021-04-10 04:34:24,176 INFO : TRAIN, epoch=0193, iter=00170/00196, fetch data time cost=1.30ms, fps=1990 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.365960, arrival_time=2021-04-10 04:34:27.542452, cost_time=0:00:22.008156 2021-04-10 04:34:25,462 INFO : TRAIN, epoch=0193, iter=00180/00196, fetch data time cost=1.47ms, fps=1991 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:02.070592, arrival_time=2021-04-10 04:34:27.533354, cost_time=0:00:23.294205 2021-04-10 04:34:26,748 INFO : TRAIN, epoch=0193, iter=00190/00196, fetch data time cost=1.23ms, fps=1992 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00.776208, arrival_time=2021-04-10 04:34:27.524532, cost_time=0:00:24.579972 2021-04-10 04:34:27,444 INFO : TRAIN, epoch=0193, iter=00196/00196, fetch data time cost=1.00ms, fps=1954 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:34:27.444838, cost_time=0:00:25.276517 2021-04-10 04:34:27,936 INFO : EVAL, epoch=0193, iter=00010/00040, fetch data time cost=0.17ms, fps=5223 images/s, loss=0.3309, top1-acc=93.71%, top5-acc=99.61%, remaining_time=0:00:01.470450, arrival_time=2021-04-10 04:34:29.406410, cost_time=0:00:00.490154 2021-04-10 04:34:28,355 INFO : EVAL, epoch=0193, iter=00020/00040, fetch data time cost=1.13ms, fps=6108 images/s, loss=0.3434, top1-acc=93.65%, top5-acc=99.67%, remaining_time=0:00:00.909620, arrival_time=2021-04-10 04:34:29.265050, cost_time=0:00:00.909626 2021-04-10 04:34:28,775 INFO : EVAL, epoch=0193, iter=00030/00040, fetch data time cost=1.29ms, fps=6097 images/s, loss=0.3466, top1-acc=93.66%, top5-acc=99.65%, remaining_time=0:00:00.443280, arrival_time=2021-04-10 04:34:29.218935, cost_time=0:00:01.329852 2021-04-10 04:34:29,159 INFO : EVAL, epoch=0193, iter=00040/00040, fetch data time cost=0.05ms, fps=6046 images/s, loss=0.3289, top1-acc=94.06%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-10 04:34:29.159662, cost_time=0:00:01.713879 2021-04-10 04:34:30,001 INFO : Epoch=0193 complete, best val top1-acc=94.11%, top5-acc=99.67% (epoch=192), remaining_time=0:03:17.359113, arrival_time=2021-04-10 04:37:47.360241, cost_time=1:30:41.472657 2021-04-10 04:34:30,001 INFO : Train start, epoch=0194, lr=0.000302 2021-04-10 04:34:31,444 INFO : TRAIN, epoch=0194, iter=00010/00196, fetch data time cost=1.24ms, fps=1774 images/s, loss=0.0023, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:26.833476, arrival_time=2021-04-10 04:34:58.278149, cost_time=0:00:01.442664 2021-04-10 04:34:32,731 INFO : TRAIN, epoch=0194, iter=00020/00196, fetch data time cost=1.37ms, fps=1990 images/s, loss=0.0019, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:24.024176, arrival_time=2021-04-10 04:34:56.756009, cost_time=0:00:02.730021 2021-04-10 04:34:34,017 INFO : TRAIN, epoch=0194, iter=00030/00196, fetch data time cost=1.24ms, fps=1991 images/s, loss=0.0017, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:22.222586, arrival_time=2021-04-10 04:34:56.240526, cost_time=0:00:04.016125 2021-04-10 04:34:35,302 INFO : TRAIN, epoch=0194, iter=00040/00196, fetch data time cost=1.29ms, fps=1993 images/s, loss=0.0016, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.674212, arrival_time=2021-04-10 04:34:55.977111, cost_time=0:00:05.301086 2021-04-10 04:34:36,587 INFO : TRAIN, epoch=0194, iter=00050/00196, fetch data time cost=1.24ms, fps=1993 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:19.231266, arrival_time=2021-04-10 04:34:55.819140, cost_time=0:00:06.586048 2021-04-10 04:34:37,872 INFO : TRAIN, epoch=0194, iter=00060/00196, fetch data time cost=1.25ms, fps=1993 images/s, loss=0.0016, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.840752, arrival_time=2021-04-10 04:34:55.713581, cost_time=0:00:07.870932 2021-04-10 04:34:39,162 INFO : TRAIN, epoch=0194, iter=00070/00196, fetch data time cost=1.25ms, fps=1986 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.489242, arrival_time=2021-04-10 04:34:55.651748, cost_time=0:00:09.160689 2021-04-10 04:34:40,447 INFO : TRAIN, epoch=0194, iter=00080/00196, fetch data time cost=1.20ms, fps=1994 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:15.145540, arrival_time=2021-04-10 04:34:55.592558, cost_time=0:00:10.445193 2021-04-10 04:34:41,731 INFO : TRAIN, epoch=0194, iter=00090/00196, fetch data time cost=1.35ms, fps=1993 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:13.815086, arrival_time=2021-04-10 04:34:55.546693, cost_time=0:00:11.729783 2021-04-10 04:34:43,019 INFO : TRAIN, epoch=0194, iter=00100/00196, fetch data time cost=1.31ms, fps=1988 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.497088, arrival_time=2021-04-10 04:34:55.516791, cost_time=0:00:13.017828 2021-04-10 04:34:44,304 INFO : TRAIN, epoch=0194, iter=00110/00196, fetch data time cost=1.19ms, fps=1993 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:11.182236, arrival_time=2021-04-10 04:34:55.486901, cost_time=0:00:14.302852 2021-04-10 04:34:45,590 INFO : TRAIN, epoch=0194, iter=00120/00196, fetch data time cost=1.26ms, fps=1991 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.873008, arrival_time=2021-04-10 04:34:55.463836, cost_time=0:00:15.589011 2021-04-10 04:34:46,882 INFO : TRAIN, epoch=0194, iter=00130/00196, fetch data time cost=1.32ms, fps=1983 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:08.570034, arrival_time=2021-04-10 04:34:55.452271, cost_time=0:00:16.880407 2021-04-10 04:34:48,168 INFO : TRAIN, epoch=0194, iter=00140/00196, fetch data time cost=1.18ms, fps=1990 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:07.266784, arrival_time=2021-04-10 04:34:55.435596, cost_time=0:00:18.166937 2021-04-10 04:34:49,453 INFO : TRAIN, epoch=0194, iter=00150/00196, fetch data time cost=1.23ms, fps=1994 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:05.965050, arrival_time=2021-04-10 04:34:55.418144, cost_time=0:00:19.451284 2021-04-10 04:34:50,739 INFO : TRAIN, epoch=0194, iter=00160/00196, fetch data time cost=1.27ms, fps=1990 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:04.666068, arrival_time=2021-04-10 04:34:55.405997, cost_time=0:00:20.738118 2021-04-10 04:34:52,025 INFO : TRAIN, epoch=0194, iter=00170/00196, fetch data time cost=1.19ms, fps=1992 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.368352, arrival_time=2021-04-10 04:34:55.394004, cost_time=0:00:22.023838 2021-04-10 04:34:53,313 INFO : TRAIN, epoch=0194, iter=00180/00196, fetch data time cost=1.18ms, fps=1989 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:02.072144, arrival_time=2021-04-10 04:34:55.385581, cost_time=0:00:23.311557 2021-04-10 04:34:54,603 INFO : TRAIN, epoch=0194, iter=00190/00196, fetch data time cost=1.11ms, fps=1986 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00.776886, arrival_time=2021-04-10 04:34:55.380158, cost_time=0:00:24.601469 2021-04-10 04:34:55,297 INFO : TRAIN, epoch=0194, iter=00196/00196, fetch data time cost=1.01ms, fps=1960 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:34:55.297539, cost_time=0:00:25.295747 2021-04-10 04:34:55,791 INFO : EVAL, epoch=0194, iter=00010/00040, fetch data time cost=0.18ms, fps=5195 images/s, loss=0.3444, top1-acc=94.18%, top5-acc=99.73%, remaining_time=0:00:01.478280, arrival_time=2021-04-10 04:34:57.269511, cost_time=0:00:00.492755 2021-04-10 04:34:56,210 INFO : EVAL, epoch=0194, iter=00020/00040, fetch data time cost=1.28ms, fps=6115 images/s, loss=0.3389, top1-acc=94.14%, top5-acc=99.59%, remaining_time=0:00:00.911780, arrival_time=2021-04-10 04:34:57.122034, cost_time=0:00:00.911782 2021-04-10 04:34:56,628 INFO : EVAL, epoch=0194, iter=00030/00040, fetch data time cost=1.12ms, fps=6123 images/s, loss=0.3251, top1-acc=94.35%, top5-acc=99.66%, remaining_time=0:00:00.443400, arrival_time=2021-04-10 04:34:57.072073, cost_time=0:00:01.330195 2021-04-10 04:34:57,010 INFO : EVAL, epoch=0194, iter=00040/00040, fetch data time cost=0.05ms, fps=6076 images/s, loss=0.3531, top1-acc=94.15%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-10 04:34:57.010810, cost_time=0:00:01.712358 2021-04-10 04:34:58,525 INFO : Epoch=0194 complete, best val top1-acc=94.15%, top5-acc=99.68% (epoch=194), remaining_time=0:02:49.175148, arrival_time=2021-04-10 04:37:47.700148, cost_time=1:31:09.996511 2021-04-10 04:34:58,525 INFO : Train start, epoch=0195, lr=0.000222 2021-04-10 04:34:59,937 INFO : TRAIN, epoch=0195, iter=00010/00196, fetch data time cost=1.37ms, fps=1813 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:26.257806, arrival_time=2021-04-10 04:35:26.195335, cost_time=0:00:01.411706 2021-04-10 04:35:01,224 INFO : TRAIN, epoch=0195, iter=00020/00196, fetch data time cost=1.33ms, fps=1990 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:23.748384, arrival_time=2021-04-10 04:35:24.972805, cost_time=0:00:02.698684 2021-04-10 04:35:02,509 INFO : TRAIN, epoch=0195, iter=00030/00196, fetch data time cost=1.36ms, fps=1993 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:22.042808, arrival_time=2021-04-10 04:35:24.552169, cost_time=0:00:03.983625 2021-04-10 04:35:03,795 INFO : TRAIN, epoch=0195, iter=00040/00196, fetch data time cost=1.28ms, fps=1992 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:20.550192, arrival_time=2021-04-10 04:35:24.345219, cost_time=0:00:05.269294 2021-04-10 04:35:05,081 INFO : TRAIN, epoch=0195, iter=00050/00196, fetch data time cost=1.26ms, fps=1991 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:19.142060, arrival_time=2021-04-10 04:35:24.223342, cost_time=0:00:06.555524 2021-04-10 04:35:06,369 INFO : TRAIN, epoch=0195, iter=00060/00196, fetch data time cost=1.33ms, fps=1988 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:17.779144, arrival_time=2021-04-10 04:35:24.148705, cost_time=0:00:07.843745 2021-04-10 04:35:07,653 INFO : TRAIN, epoch=0195, iter=00070/00196, fetch data time cost=1.19ms, fps=1994 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:16.430652, arrival_time=2021-04-10 04:35:24.084527, cost_time=0:00:09.128140 2021-04-10 04:35:08,940 INFO : TRAIN, epoch=0195, iter=00080/00196, fetch data time cost=1.21ms, fps=1991 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:15.101112, arrival_time=2021-04-10 04:35:24.041415, cost_time=0:00:10.414569 2021-04-10 04:35:10,227 INFO : TRAIN, epoch=0195, iter=00090/00196, fetch data time cost=1.36ms, fps=1990 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:13.781908, arrival_time=2021-04-10 04:35:24.009273, cost_time=0:00:11.701617 2021-04-10 04:35:11,512 INFO : TRAIN, epoch=0195, iter=00100/00196, fetch data time cost=1.19ms, fps=1993 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:12.467232, arrival_time=2021-04-10 04:35:23.979754, cost_time=0:00:12.986705 2021-04-10 04:35:12,796 INFO : TRAIN, epoch=0195, iter=00110/00196, fetch data time cost=1.38ms, fps=1995 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:11.157124, arrival_time=2021-04-10 04:35:23.953602, cost_time=0:00:14.270742 2021-04-10 04:35:14,079 INFO : TRAIN, epoch=0195, iter=00120/00196, fetch data time cost=1.23ms, fps=1995 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:09.850892, arrival_time=2021-04-10 04:35:23.930703, cost_time=0:00:15.554062 2021-04-10 04:35:15,365 INFO : TRAIN, epoch=0195, iter=00130/00196, fetch data time cost=1.29ms, fps=1992 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:08.549244, arrival_time=2021-04-10 04:35:23.914366, cost_time=0:00:16.839385 2021-04-10 04:35:16,657 INFO : TRAIN, epoch=0195, iter=00140/00196, fetch data time cost=1.28ms, fps=1982 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:07.252616, arrival_time=2021-04-10 04:35:23.910028, cost_time=0:00:18.131476 2021-04-10 04:35:17,944 INFO : TRAIN, epoch=0195, iter=00150/00196, fetch data time cost=1.69ms, fps=1991 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:05.954976, arrival_time=2021-04-10 04:35:23.899070, cost_time=0:00:19.418354 2021-04-10 04:35:19,228 INFO : TRAIN, epoch=0195, iter=00160/00196, fetch data time cost=1.34ms, fps=1993 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:04.658184, arrival_time=2021-04-10 04:35:23.886895, cost_time=0:00:20.702976 2021-04-10 04:35:20,514 INFO : TRAIN, epoch=0195, iter=00170/00196, fetch data time cost=1.19ms, fps=1992 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:03.362918, arrival_time=2021-04-10 04:35:23.877031, cost_time=0:00:21.988377 2021-04-10 04:35:21,799 INFO : TRAIN, epoch=0195, iter=00180/00196, fetch data time cost=1.30ms, fps=1992 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:02.068784, arrival_time=2021-04-10 04:35:23.868316, cost_time=0:00:23.273782 2021-04-10 04:35:23,088 INFO : TRAIN, epoch=0195, iter=00190/00196, fetch data time cost=1.79ms, fps=1987 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00.775650, arrival_time=2021-04-10 04:35:23.863827, cost_time=0:00:24.562329 2021-04-10 04:35:23,784 INFO : TRAIN, epoch=0195, iter=00196/00196, fetch data time cost=1.00ms, fps=1954 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:35:23.784599, cost_time=0:00:25.258868 2021-04-10 04:35:24,278 INFO : EVAL, epoch=0195, iter=00010/00040, fetch data time cost=2.14ms, fps=5197 images/s, loss=0.3099, top1-acc=94.26%, top5-acc=99.57%, remaining_time=0:00:01.477740, arrival_time=2021-04-10 04:35:25.755819, cost_time=0:00:00.492575 2021-04-10 04:35:24,697 INFO : EVAL, epoch=0195, iter=00020/00040, fetch data time cost=1.14ms, fps=6114 images/s, loss=0.3212, top1-acc=94.26%, top5-acc=99.63%, remaining_time=0:00:00.911560, arrival_time=2021-04-10 04:35:25.608629, cost_time=0:00:00.911561 2021-04-10 04:35:25,116 INFO : EVAL, epoch=0195, iter=00030/00040, fetch data time cost=1.24ms, fps=6105 images/s, loss=0.3252, top1-acc=94.18%, top5-acc=99.66%, remaining_time=0:00:00.443730, arrival_time=2021-04-10 04:35:25.560423, cost_time=0:00:01.331186 2021-04-10 04:35:25,500 INFO : EVAL, epoch=0195, iter=00040/00040, fetch data time cost=0.06ms, fps=6047 images/s, loss=0.3191, top1-acc=94.16%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-10 04:35:25.500660, cost_time=0:00:01.715166 2021-04-10 04:35:27,035 INFO : Epoch=0195 complete, best val top1-acc=94.16%, top5-acc=99.71% (epoch=195), remaining_time=0:02:20.987350, arrival_time=2021-04-10 04:37:48.022542, cost_time=1:31:38.506702 2021-04-10 04:35:27,035 INFO : Train start, epoch=0196, lr=0.000154 2021-04-10 04:35:28,481 INFO : TRAIN, epoch=0196, iter=00010/00196, fetch data time cost=1.43ms, fps=1771 images/s, loss=0.0014, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:26.886114, arrival_time=2021-04-10 04:35:55.367622, cost_time=0:00:01.445490 2021-04-10 04:35:29,768 INFO : TRAIN, epoch=0196, iter=00020/00196, fetch data time cost=1.23ms, fps=1990 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.048288, arrival_time=2021-04-10 04:35:53.817006, cost_time=0:00:02.732764 2021-04-10 04:35:31,054 INFO : TRAIN, epoch=0196, iter=00030/00196, fetch data time cost=1.30ms, fps=1991 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:22.237194, arrival_time=2021-04-10 04:35:53.291911, cost_time=0:00:04.018760 2021-04-10 04:35:32,338 INFO : TRAIN, epoch=0196, iter=00040/00196, fetch data time cost=1.19ms, fps=1995 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:20.679984, arrival_time=2021-04-10 04:35:53.018512, cost_time=0:00:05.302574 2021-04-10 04:35:33,625 INFO : TRAIN, epoch=0196, iter=00050/00196, fetch data time cost=1.84ms, fps=1990 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:19.240756, arrival_time=2021-04-10 04:35:52.866071, cost_time=0:00:06.589303 2021-04-10 04:35:34,908 INFO : TRAIN, epoch=0196, iter=00060/00196, fetch data time cost=1.21ms, fps=1996 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.844288, arrival_time=2021-04-10 04:35:52.752741, cost_time=0:00:07.872501 2021-04-10 04:35:36,191 INFO : TRAIN, epoch=0196, iter=00070/00196, fetch data time cost=1.21ms, fps=1995 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.480674, arrival_time=2021-04-10 04:35:52.672580, cost_time=0:00:09.155953 2021-04-10 04:35:37,474 INFO : TRAIN, epoch=0196, iter=00080/00196, fetch data time cost=1.19ms, fps=1997 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:15.135332, arrival_time=2021-04-10 04:35:52.609445, cost_time=0:00:10.438158 2021-04-10 04:35:38,761 INFO : TRAIN, epoch=0196, iter=00090/00196, fetch data time cost=1.87ms, fps=1990 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:13.809680, arrival_time=2021-04-10 04:35:52.570915, cost_time=0:00:11.725223 2021-04-10 04:35:40,046 INFO : TRAIN, epoch=0196, iter=00100/00196, fetch data time cost=1.20ms, fps=1992 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.490368, arrival_time=2021-04-10 04:35:52.537083, cost_time=0:00:13.010764 2021-04-10 04:35:41,333 INFO : TRAIN, epoch=0196, iter=00110/00196, fetch data time cost=1.23ms, fps=1990 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:11.177850, arrival_time=2021-04-10 04:35:52.511093, cost_time=0:00:14.297283 2021-04-10 04:35:42,622 INFO : TRAIN, epoch=0196, iter=00120/00196, fetch data time cost=1.37ms, fps=1986 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.871412, arrival_time=2021-04-10 04:35:52.493797, cost_time=0:00:15.586429 2021-04-10 04:35:43,907 INFO : TRAIN, epoch=0196, iter=00130/00196, fetch data time cost=1.70ms, fps=1992 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:08.565678, arrival_time=2021-04-10 04:35:52.473415, cost_time=0:00:16.871726 2021-04-10 04:35:45,193 INFO : TRAIN, epoch=0196, iter=00140/00196, fetch data time cost=1.69ms, fps=1992 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:07.263032, arrival_time=2021-04-10 04:35:52.456623, cost_time=0:00:18.157623 2021-04-10 04:35:46,477 INFO : TRAIN, epoch=0196, iter=00150/00196, fetch data time cost=1.28ms, fps=1995 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:05.961922, arrival_time=2021-04-10 04:35:52.438923, cost_time=0:00:19.441037 2021-04-10 04:35:47,762 INFO : TRAIN, epoch=0196, iter=00160/00196, fetch data time cost=1.27ms, fps=1993 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:04.663404, arrival_time=2021-04-10 04:35:52.425571, cost_time=0:00:20.726212 2021-04-10 04:35:49,050 INFO : TRAIN, epoch=0196, iter=00170/00196, fetch data time cost=1.88ms, fps=1987 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.366948, arrival_time=2021-04-10 04:35:52.417670, cost_time=0:00:22.014698 2021-04-10 04:35:50,339 INFO : TRAIN, epoch=0196, iter=00180/00196, fetch data time cost=1.21ms, fps=1988 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:02.071392, arrival_time=2021-04-10 04:35:52.410458, cost_time=0:00:23.303117 2021-04-10 04:35:51,624 INFO : TRAIN, epoch=0196, iter=00190/00196, fetch data time cost=1.07ms, fps=1992 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00.776478, arrival_time=2021-04-10 04:35:52.401157, cost_time=0:00:24.588544 2021-04-10 04:35:52,320 INFO : TRAIN, epoch=0196, iter=00196/00196, fetch data time cost=1.05ms, fps=1956 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:35:52.320676, cost_time=0:00:25.284734 2021-04-10 04:35:52,844 INFO : EVAL, epoch=0196, iter=00010/00040, fetch data time cost=0.25ms, fps=4894 images/s, loss=0.3623, top1-acc=93.52%, top5-acc=99.69%, remaining_time=0:00:01.569360, arrival_time=2021-04-10 04:35:54.414092, cost_time=0:00:00.523124 2021-04-10 04:35:53,265 INFO : EVAL, epoch=0196, iter=00020/00040, fetch data time cost=1.12ms, fps=6085 images/s, loss=0.3492, top1-acc=93.79%, top5-acc=99.67%, remaining_time=0:00:00.944200, arrival_time=2021-04-10 04:35:54.210038, cost_time=0:00:00.944201 2021-04-10 04:35:53,695 INFO : EVAL, epoch=0196, iter=00030/00040, fetch data time cost=1.19ms, fps=5969 images/s, loss=0.3419, top1-acc=93.88%, top5-acc=99.69%, remaining_time=0:00:00.457840, arrival_time=2021-04-10 04:35:54.152958, cost_time=0:00:01.373512 2021-04-10 04:35:54,084 INFO : EVAL, epoch=0196, iter=00040/00040, fetch data time cost=0.05ms, fps=5964 images/s, loss=0.3286, top1-acc=94.09%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-10 04:35:54.084463, cost_time=0:00:01.762886 2021-04-10 04:35:54,824 INFO : Epoch=0196 complete, best val top1-acc=94.16%, top5-acc=99.71% (epoch=195), remaining_time=0:01:52.781544, arrival_time=2021-04-10 04:37:47.605652, cost_time=1:32:06.295644 2021-04-10 04:35:54,824 INFO : Train start, epoch=0197, lr=0.000099 2021-04-10 04:35:56,263 INFO : TRAIN, epoch=0197, iter=00010/00196, fetch data time cost=1.19ms, fps=1780 images/s, loss=0.0014, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:26.754612, arrival_time=2021-04-10 04:36:23.017916, cost_time=0:00:01.438421 2021-04-10 04:35:57,550 INFO : TRAIN, epoch=0197, iter=00020/00196, fetch data time cost=1.29ms, fps=1990 images/s, loss=0.0012, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:23.984752, arrival_time=2021-04-10 04:36:21.535127, cost_time=0:00:02.725541 2021-04-10 04:35:58,842 INFO : TRAIN, epoch=0197, iter=00030/00196, fetch data time cost=1.22ms, fps=1982 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:22.231550, arrival_time=2021-04-10 04:36:21.074112, cost_time=0:00:04.017740 2021-04-10 04:36:00,132 INFO : TRAIN, epoch=0197, iter=00040/00196, fetch data time cost=1.27ms, fps=1986 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:20.698548, arrival_time=2021-04-10 04:36:20.830703, cost_time=0:00:05.307323 2021-04-10 04:36:01,419 INFO : TRAIN, epoch=0197, iter=00050/00196, fetch data time cost=1.92ms, fps=1989 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:19.257254, arrival_time=2021-04-10 04:36:20.677084, cost_time=0:00:06.594954 2021-04-10 04:36:02,705 INFO : TRAIN, epoch=0197, iter=00060/00196, fetch data time cost=1.14ms, fps=1993 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:17.861696, arrival_time=2021-04-10 04:36:20.566668, cost_time=0:00:07.880148 2021-04-10 04:36:03,991 INFO : TRAIN, epoch=0197, iter=00070/00196, fetch data time cost=1.19ms, fps=1991 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.499196, arrival_time=2021-04-10 04:36:20.490232, cost_time=0:00:09.166211 2021-04-10 04:36:05,279 INFO : TRAIN, epoch=0197, iter=00080/00196, fetch data time cost=1.34ms, fps=1988 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:15.158532, arrival_time=2021-04-10 04:36:20.437555, cost_time=0:00:10.454186 2021-04-10 04:36:06,570 INFO : TRAIN, epoch=0197, iter=00090/00196, fetch data time cost=1.20ms, fps=1982 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:13.834166, arrival_time=2021-04-10 04:36:20.405026, cost_time=0:00:11.745969 2021-04-10 04:36:07,862 INFO : TRAIN, epoch=0197, iter=00100/00196, fetch data time cost=1.33ms, fps=1983 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.516096, arrival_time=2021-04-10 04:36:20.378540, cost_time=0:00:13.037618 2021-04-10 04:36:09,148 INFO : TRAIN, epoch=0197, iter=00110/00196, fetch data time cost=1.20ms, fps=1991 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:11.198404, arrival_time=2021-04-10 04:36:20.346745, cost_time=0:00:14.323511 2021-04-10 04:36:10,435 INFO : TRAIN, epoch=0197, iter=00120/00196, fetch data time cost=1.34ms, fps=1989 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.886840, arrival_time=2021-04-10 04:36:20.322466, cost_time=0:00:15.610786 2021-04-10 04:36:11,722 INFO : TRAIN, epoch=0197, iter=00130/00196, fetch data time cost=1.20ms, fps=1990 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:08.578878, arrival_time=2021-04-10 04:36:20.301485, cost_time=0:00:16.897729 2021-04-10 04:36:13,007 INFO : TRAIN, epoch=0197, iter=00140/00196, fetch data time cost=1.19ms, fps=1994 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:07.272888, arrival_time=2021-04-10 04:36:20.279913, cost_time=0:00:18.182199 2021-04-10 04:36:14,294 INFO : TRAIN, epoch=0197, iter=00150/00196, fetch data time cost=1.27ms, fps=1990 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:05.970570, arrival_time=2021-04-10 04:36:20.264572, cost_time=0:00:19.469181 2021-04-10 04:36:15,581 INFO : TRAIN, epoch=0197, iter=00160/00196, fetch data time cost=1.23ms, fps=1989 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:04.670172, arrival_time=2021-04-10 04:36:20.251387, cost_time=0:00:20.756377 2021-04-10 04:36:16,869 INFO : TRAIN, epoch=0197, iter=00170/00196, fetch data time cost=1.69ms, fps=1989 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:03.371446, arrival_time=2021-04-10 04:36:20.240382, cost_time=0:00:22.044051 2021-04-10 04:36:18,154 INFO : TRAIN, epoch=0197, iter=00180/00196, fetch data time cost=1.17ms, fps=1992 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:02.073760, arrival_time=2021-04-10 04:36:20.228475, cost_time=0:00:23.329888 2021-04-10 04:36:19,439 INFO : TRAIN, epoch=0197, iter=00190/00196, fetch data time cost=1.06ms, fps=1994 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00.777294, arrival_time=2021-04-10 04:36:20.216363, cost_time=0:00:24.614265 2021-04-10 04:36:20,133 INFO : TRAIN, epoch=0197, iter=00196/00196, fetch data time cost=0.99ms, fps=1959 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:36:20.133527, cost_time=0:00:25.308686 2021-04-10 04:36:20,636 INFO : EVAL, epoch=0197, iter=00010/00040, fetch data time cost=0.25ms, fps=5097 images/s, loss=0.3458, top1-acc=93.63%, top5-acc=99.65%, remaining_time=0:00:01.506660, arrival_time=2021-04-10 04:36:22.143458, cost_time=0:00:00.502219 2021-04-10 04:36:21,058 INFO : EVAL, epoch=0197, iter=00020/00040, fetch data time cost=1.22ms, fps=6084 images/s, loss=0.3315, top1-acc=93.96%, top5-acc=99.67%, remaining_time=0:00:00.923340, arrival_time=2021-04-10 04:36:21.981312, cost_time=0:00:00.923342 2021-04-10 04:36:21,479 INFO : EVAL, epoch=0197, iter=00030/00040, fetch data time cost=1.17ms, fps=6077 images/s, loss=0.3276, top1-acc=94.04%, top5-acc=99.70%, remaining_time=0:00:00.448360, arrival_time=2021-04-10 04:36:21.928015, cost_time=0:00:01.345083 2021-04-10 04:36:21,862 INFO : EVAL, epoch=0197, iter=00040/00040, fetch data time cost=0.05ms, fps=6061 images/s, loss=0.3179, top1-acc=94.08%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-10 04:36:21.862782, cost_time=0:00:01.728222 2021-04-10 04:36:22,694 INFO : Epoch=0197 complete, best val top1-acc=94.16%, top5-acc=99.71% (epoch=195), remaining_time=0:01:24.581208, arrival_time=2021-04-10 04:37:47.275672, cost_time=1:32:34.165970 2021-04-10 04:36:22,695 INFO : Train start, epoch=0198, lr=0.000056 2021-04-10 04:36:24,126 INFO : TRAIN, epoch=0198, iter=00010/00196, fetch data time cost=1.11ms, fps=1789 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:26.608788, arrival_time=2021-04-10 04:36:50.734895, cost_time=0:00:01.430579 2021-04-10 04:36:25,413 INFO : TRAIN, epoch=0198, iter=00020/00196, fetch data time cost=1.24ms, fps=1990 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:23.915584, arrival_time=2021-04-10 04:36:49.328758, cost_time=0:00:02.717680 2021-04-10 04:36:26,699 INFO : TRAIN, epoch=0198, iter=00030/00196, fetch data time cost=1.19ms, fps=1990 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:22.157182, arrival_time=2021-04-10 04:36:48.856982, cost_time=0:00:04.004302 2021-04-10 04:36:27,987 INFO : TRAIN, epoch=0198, iter=00040/00196, fetch data time cost=1.25ms, fps=1989 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:20.638176, arrival_time=2021-04-10 04:36:48.625538, cost_time=0:00:05.291831 2021-04-10 04:36:29,276 INFO : TRAIN, epoch=0198, iter=00050/00196, fetch data time cost=1.28ms, fps=1986 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:19.216958, arrival_time=2021-04-10 04:36:48.493667, cost_time=0:00:06.581138 2021-04-10 04:36:30,567 INFO : TRAIN, epoch=0198, iter=00060/00196, fetch data time cost=1.14ms, fps=1984 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:17.843200, arrival_time=2021-04-10 04:36:48.410689, cost_time=0:00:07.871998 2021-04-10 04:36:31,850 INFO : TRAIN, epoch=0198, iter=00070/00196, fetch data time cost=1.23ms, fps=1995 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:16.479414, arrival_time=2021-04-10 04:36:48.330136, cost_time=0:00:09.155227 2021-04-10 04:36:33,139 INFO : TRAIN, epoch=0198, iter=00080/00196, fetch data time cost=1.44ms, fps=1987 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:15.143452, arrival_time=2021-04-10 04:36:48.282696, cost_time=0:00:10.443736 2021-04-10 04:36:34,427 INFO : TRAIN, epoch=0198, iter=00090/00196, fetch data time cost=1.47ms, fps=1988 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:13.817842, arrival_time=2021-04-10 04:36:48.245534, cost_time=0:00:11.732125 2021-04-10 04:36:35,711 INFO : TRAIN, epoch=0198, iter=00100/00196, fetch data time cost=1.21ms, fps=1995 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:12.495552, arrival_time=2021-04-10 04:36:48.207249, cost_time=0:00:13.016197 2021-04-10 04:36:36,997 INFO : TRAIN, epoch=0198, iter=00110/00196, fetch data time cost=1.18ms, fps=1991 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:11.181892, arrival_time=2021-04-10 04:36:48.179793, cost_time=0:00:14.302402 2021-04-10 04:36:38,284 INFO : TRAIN, epoch=0198, iter=00120/00196, fetch data time cost=1.35ms, fps=1990 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:09.872932, arrival_time=2021-04-10 04:36:48.157332, cost_time=0:00:15.588898 2021-04-10 04:36:39,573 INFO : TRAIN, epoch=0198, iter=00130/00196, fetch data time cost=1.18ms, fps=1987 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:08.568780, arrival_time=2021-04-10 04:36:48.142219, cost_time=0:00:16.877872 2021-04-10 04:36:40,862 INFO : TRAIN, epoch=0198, iter=00140/00196, fetch data time cost=1.28ms, fps=1987 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:07.266672, arrival_time=2021-04-10 04:36:48.128889, cost_time=0:00:18.166716 2021-04-10 04:36:42,149 INFO : TRAIN, epoch=0198, iter=00150/00196, fetch data time cost=1.58ms, fps=1989 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:05.965924, arrival_time=2021-04-10 04:36:48.115522, cost_time=0:00:19.454093 2021-04-10 04:36:43,436 INFO : TRAIN, epoch=0198, iter=00160/00196, fetch data time cost=1.70ms, fps=1991 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:04.666608, arrival_time=2021-04-10 04:36:48.102580, cost_time=0:00:20.740472 2021-04-10 04:36:44,730 INFO : TRAIN, epoch=0198, iter=00170/00196, fetch data time cost=1.19ms, fps=1991 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:03.370042, arrival_time=2021-04-10 04:36:48.100421, cost_time=0:00:22.034867 2021-04-10 04:36:46,021 INFO : TRAIN, epoch=0198, iter=00180/00196, fetch data time cost=1.27ms, fps=1984 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:02.073408, arrival_time=2021-04-10 04:36:48.094729, cost_time=0:00:23.325755 2021-04-10 04:36:47,307 INFO : TRAIN, epoch=0198, iter=00190/00196, fetch data time cost=1.11ms, fps=1991 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00.777222, arrival_time=2021-04-10 04:36:48.084672, cost_time=0:00:24.611968 2021-04-10 04:36:48,001 INFO : TRAIN, epoch=0198, iter=00196/00196, fetch data time cost=0.99ms, fps=1960 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:36:48.001500, cost_time=0:00:25.306016 2021-04-10 04:36:48,497 INFO : EVAL, epoch=0198, iter=00010/00040, fetch data time cost=0.16ms, fps=5168 images/s, loss=0.3262, top1-acc=94.02%, top5-acc=99.80%, remaining_time=0:00:01.486050, arrival_time=2021-04-10 04:36:49.983773, cost_time=0:00:00.495349 2021-04-10 04:36:48,915 INFO : EVAL, epoch=0198, iter=00020/00040, fetch data time cost=1.30ms, fps=6130 images/s, loss=0.3227, top1-acc=94.00%, top5-acc=99.75%, remaining_time=0:00:00.913320, arrival_time=2021-04-10 04:36:49.829007, cost_time=0:00:00.913311 2021-04-10 04:36:49,334 INFO : EVAL, epoch=0198, iter=00030/00040, fetch data time cost=1.12ms, fps=6119 images/s, loss=0.3373, top1-acc=93.96%, top5-acc=99.75%, remaining_time=0:00:00.443990, arrival_time=2021-04-10 04:36:49.778341, cost_time=0:00:01.331974 2021-04-10 04:36:49,715 INFO : EVAL, epoch=0198, iter=00040/00040, fetch data time cost=0.05ms, fps=6091 images/s, loss=0.3187, top1-acc=94.11%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-10 04:36:49.715572, cost_time=0:00:01.713212 2021-04-10 04:36:50,492 INFO : Epoch=0198 complete, best val top1-acc=94.16%, top5-acc=99.71% (epoch=195), remaining_time=0:00:56.383472, arrival_time=2021-04-10 04:37:46.875565, cost_time=1:33:01.963632 2021-04-10 04:36:50,492 INFO : Train start, epoch=0199, lr=0.000025 2021-04-10 04:36:51,936 INFO : TRAIN, epoch=0199, iter=00010/00196, fetch data time cost=1.29ms, fps=1773 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:26.851146, arrival_time=2021-04-10 04:37:18.787595, cost_time=0:00:01.443608 2021-04-10 04:36:53,229 INFO : TRAIN, epoch=0199, iter=00020/00196, fetch data time cost=1.38ms, fps=1981 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.083136, arrival_time=2021-04-10 04:37:17.312646, cost_time=0:00:02.736727 2021-04-10 04:36:54,515 INFO : TRAIN, epoch=0199, iter=00030/00196, fetch data time cost=1.25ms, fps=1991 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:22.260766, arrival_time=2021-04-10 04:37:16.776576, cost_time=0:00:04.023032 2021-04-10 04:36:55,801 INFO : TRAIN, epoch=0199, iter=00040/00196, fetch data time cost=1.58ms, fps=1991 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:20.704944, arrival_time=2021-04-10 04:37:16.506700, cost_time=0:00:05.308972 2021-04-10 04:36:57,091 INFO : TRAIN, epoch=0199, iter=00050/00196, fetch data time cost=1.99ms, fps=1986 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:19.267182, arrival_time=2021-04-10 04:37:16.358365, cost_time=0:00:06.598342 2021-04-10 04:36:58,376 INFO : TRAIN, epoch=0199, iter=00060/00196, fetch data time cost=1.37ms, fps=1992 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:17.870400, arrival_time=2021-04-10 04:37:16.247191, cost_time=0:00:07.884011 2021-04-10 04:36:59,662 INFO : TRAIN, epoch=0199, iter=00070/00196, fetch data time cost=1.28ms, fps=1992 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:16.504614, arrival_time=2021-04-10 04:37:16.166607, cost_time=0:00:09.169201 2021-04-10 04:37:00,949 INFO : TRAIN, epoch=0199, iter=00080/00196, fetch data time cost=1.23ms, fps=1989 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:15.162128, arrival_time=2021-04-10 04:37:16.111591, cost_time=0:00:10.456678 2021-04-10 04:37:02,239 INFO : TRAIN, epoch=0199, iter=00090/00196, fetch data time cost=1.35ms, fps=1986 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:13.834378, arrival_time=2021-04-10 04:37:16.073519, cost_time=0:00:11.746166 2021-04-10 04:37:03,524 INFO : TRAIN, epoch=0199, iter=00100/00196, fetch data time cost=1.28ms, fps=1993 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:12.510336, arrival_time=2021-04-10 04:37:16.034710, cost_time=0:00:13.031590 2021-04-10 04:37:04,810 INFO : TRAIN, epoch=0199, iter=00110/00196, fetch data time cost=1.80ms, fps=1991 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:11.193932, arrival_time=2021-04-10 04:37:16.004575, cost_time=0:00:14.317875 2021-04-10 04:37:06,095 INFO : TRAIN, epoch=0199, iter=00120/00196, fetch data time cost=1.15ms, fps=1993 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:09.881824, arrival_time=2021-04-10 04:37:15.977444, cost_time=0:00:15.602845 2021-04-10 04:37:07,383 INFO : TRAIN, epoch=0199, iter=00130/00196, fetch data time cost=1.36ms, fps=1988 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:08.575512, arrival_time=2021-04-10 04:37:15.959413, cost_time=0:00:16.891116 2021-04-10 04:37:08,671 INFO : TRAIN, epoch=0199, iter=00140/00196, fetch data time cost=1.19ms, fps=1988 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:07.271600, arrival_time=2021-04-10 04:37:15.943410, cost_time=0:00:18.178967 2021-04-10 04:37:09,956 INFO : TRAIN, epoch=0199, iter=00150/00196, fetch data time cost=1.35ms, fps=1993 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:05.968914, arrival_time=2021-04-10 04:37:15.925488, cost_time=0:00:19.463776 2021-04-10 04:37:11,243 INFO : TRAIN, epoch=0199, iter=00160/00196, fetch data time cost=1.30ms, fps=1989 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:04.668948, arrival_time=2021-04-10 04:37:15.912686, cost_time=0:00:20.750955 2021-04-10 04:37:12,529 INFO : TRAIN, epoch=0199, iter=00170/00196, fetch data time cost=1.34ms, fps=1992 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:03.370328, arrival_time=2021-04-10 04:37:15.899891, cost_time=0:00:22.036768 2021-04-10 04:37:13,816 INFO : TRAIN, epoch=0199, iter=00180/00196, fetch data time cost=1.65ms, fps=1990 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:02.073200, arrival_time=2021-04-10 04:37:15.889561, cost_time=0:00:23.323515 2021-04-10 04:37:15,103 INFO : TRAIN, epoch=0199, iter=00190/00196, fetch data time cost=1.15ms, fps=1989 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00.777192, arrival_time=2021-04-10 04:37:15.881060, cost_time=0:00:24.611092 2021-04-10 04:37:15,799 INFO : TRAIN, epoch=0199, iter=00196/00196, fetch data time cost=1.02ms, fps=1955 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:37:15.799929, cost_time=0:00:25.307159 2021-04-10 04:37:16,301 INFO : EVAL, epoch=0199, iter=00010/00040, fetch data time cost=0.19ms, fps=5109 images/s, loss=0.3231, top1-acc=94.02%, top5-acc=99.77%, remaining_time=0:00:01.503090, arrival_time=2021-04-10 04:37:17.805041, cost_time=0:00:00.501031 2021-04-10 04:37:16,720 INFO : EVAL, epoch=0199, iter=00020/00040, fetch data time cost=1.16ms, fps=6122 images/s, loss=0.3329, top1-acc=94.06%, top5-acc=99.67%, remaining_time=0:00:00.919520, arrival_time=2021-04-10 04:37:17.639947, cost_time=0:00:00.919510 2021-04-10 04:37:17,141 INFO : EVAL, epoch=0199, iter=00030/00040, fetch data time cost=1.12ms, fps=6092 images/s, loss=0.3283, top1-acc=94.05%, top5-acc=99.67%, remaining_time=0:00:00.446690, arrival_time=2021-04-10 04:37:17.587681, cost_time=0:00:01.340062 2021-04-10 04:37:17,523 INFO : EVAL, epoch=0199, iter=00040/00040, fetch data time cost=0.05ms, fps=6072 images/s, loss=0.3170, top1-acc=94.09%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-10 04:37:17.523351, cost_time=0:00:01.722444 2021-04-10 04:37:18,290 INFO : Epoch=0199 complete, best val top1-acc=94.16%, top5-acc=99.71% (epoch=195), remaining_time=0:00:28.189757, arrival_time=2021-04-10 04:37:46.479904, cost_time=1:33:29.761688 2021-04-10 04:37:18,290 INFO : Train start, epoch=0200, lr=0.000006 2021-04-10 04:37:19,712 INFO : TRAIN, epoch=0200, iter=00010/00196, fetch data time cost=1.45ms, fps=1801 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:26.443062, arrival_time=2021-04-10 04:37:46.155633, cost_time=0:00:01.421671 2021-04-10 04:37:20,999 INFO : TRAIN, epoch=0200, iter=00020/00196, fetch data time cost=1.67ms, fps=1989 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:23.840080, arrival_time=2021-04-10 04:37:44.839992, cost_time=0:00:02.709094 2021-04-10 04:37:22,295 INFO : TRAIN, epoch=0200, iter=00030/00196, fetch data time cost=1.32ms, fps=1977 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:22.158178, arrival_time=2021-04-10 04:37:44.453488, cost_time=0:00:04.004485 2021-04-10 04:37:23,580 INFO : TRAIN, epoch=0200, iter=00040/00196, fetch data time cost=1.66ms, fps=1992 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:20.631468, arrival_time=2021-04-10 04:37:44.212384, cost_time=0:00:05.290103 2021-04-10 04:37:24,867 INFO : TRAIN, epoch=0200, iter=00050/00196, fetch data time cost=1.43ms, fps=1990 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:19.204548, arrival_time=2021-04-10 04:37:44.072311, cost_time=0:00:06.576885 2021-04-10 04:37:26,152 INFO : TRAIN, epoch=0200, iter=00060/00196, fetch data time cost=1.21ms, fps=1994 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.819536, arrival_time=2021-04-10 04:37:43.971929, cost_time=0:00:07.861576 2021-04-10 04:37:27,438 INFO : TRAIN, epoch=0200, iter=00070/00196, fetch data time cost=1.24ms, fps=1991 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.466058, arrival_time=2021-04-10 04:37:43.904697, cost_time=0:00:09.147829 2021-04-10 04:37:28,725 INFO : TRAIN, epoch=0200, iter=00080/00196, fetch data time cost=1.29ms, fps=1989 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:15.130808, arrival_time=2021-04-10 04:37:43.856668, cost_time=0:00:10.435048 2021-04-10 04:37:30,017 INFO : TRAIN, epoch=0200, iter=00090/00196, fetch data time cost=1.49ms, fps=1982 images/s, loss=0.0016, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:13.811694, arrival_time=2021-04-10 04:37:43.829513, cost_time=0:00:11.726939 2021-04-10 04:37:31,301 INFO : TRAIN, epoch=0200, iter=00100/00196, fetch data time cost=1.32ms, fps=1995 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.490560, arrival_time=2021-04-10 04:37:43.792379, cost_time=0:00:13.011007 2021-04-10 04:37:32,588 INFO : TRAIN, epoch=0200, iter=00110/00196, fetch data time cost=1.26ms, fps=1990 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:11.178280, arrival_time=2021-04-10 04:37:43.766872, cost_time=0:00:14.297770 2021-04-10 04:37:33,876 INFO : TRAIN, epoch=0200, iter=00120/00196, fetch data time cost=1.34ms, fps=1988 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.870880, arrival_time=2021-04-10 04:37:43.747314, cost_time=0:00:15.585617 2021-04-10 04:37:35,164 INFO : TRAIN, epoch=0200, iter=00130/00196, fetch data time cost=1.31ms, fps=1987 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:08.566800, arrival_time=2021-04-10 04:37:43.731694, cost_time=0:00:16.874064 2021-04-10 04:37:36,456 INFO : TRAIN, epoch=0200, iter=00140/00196, fetch data time cost=1.33ms, fps=1983 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:07.266280, arrival_time=2021-04-10 04:37:43.722880, cost_time=0:00:18.165717 2021-04-10 04:37:37,742 INFO : TRAIN, epoch=0200, iter=00150/00196, fetch data time cost=1.27ms, fps=1992 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:05.965050, arrival_time=2021-04-10 04:37:43.707062, cost_time=0:00:19.451196 2021-04-10 04:37:39,029 INFO : TRAIN, epoch=0200, iter=00160/00196, fetch data time cost=1.21ms, fps=1990 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:04.666104, arrival_time=2021-04-10 04:37:43.695100, cost_time=0:00:20.738181 2021-04-10 04:37:40,312 INFO : TRAIN, epoch=0200, iter=00170/00196, fetch data time cost=1.31ms, fps=1994 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.368092, arrival_time=2021-04-10 04:37:43.681015, cost_time=0:00:22.022094 2021-04-10 04:37:41,601 INFO : TRAIN, epoch=0200, iter=00180/00196, fetch data time cost=1.20ms, fps=1988 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:02.072032, arrival_time=2021-04-10 04:37:43.673302, cost_time=0:00:23.310389 2021-04-10 04:37:42,886 INFO : TRAIN, epoch=0200, iter=00190/00196, fetch data time cost=1.03ms, fps=1992 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00.776712, arrival_time=2021-04-10 04:37:43.663363, cost_time=0:00:24.595853 2021-04-10 04:37:43,582 INFO : TRAIN, epoch=0200, iter=00196/00196, fetch data time cost=1.06ms, fps=1954 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:37:43.582840, cost_time=0:00:25.292043 2021-04-10 04:37:44,083 INFO : EVAL, epoch=0200, iter=00010/00040, fetch data time cost=0.19ms, fps=5125 images/s, loss=0.2892, top1-acc=95.12%, top5-acc=99.80%, remaining_time=0:00:01.498500, arrival_time=2021-04-10 04:37:45.581762, cost_time=0:00:00.499503 2021-04-10 04:37:44,504 INFO : EVAL, epoch=0200, iter=00020/00040, fetch data time cost=1.22ms, fps=6082 images/s, loss=0.3346, top1-acc=94.14%, top5-acc=99.75%, remaining_time=0:00:00.920720, arrival_time=2021-04-10 04:37:45.425201, cost_time=0:00:00.920730 2021-04-10 04:37:44,926 INFO : EVAL, epoch=0200, iter=00030/00040, fetch data time cost=1.37ms, fps=6077 images/s, loss=0.3362, top1-acc=93.97%, top5-acc=99.70%, remaining_time=0:00:00.447430, arrival_time=2021-04-10 04:37:45.373477, cost_time=0:00:01.342288 2021-04-10 04:37:45,307 INFO : EVAL, epoch=0200, iter=00040/00040, fetch data time cost=0.05ms, fps=6081 images/s, loss=0.3237, top1-acc=94.06%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-10 04:37:45.307847, cost_time=0:00:01.724105 2021-04-10 04:37:46,142 INFO : Epoch=0200 complete, best val top1-acc=94.16%, top5-acc=99.71% (epoch=195), remaining_time=0:00:00, arrival_time=2021-04-10 04:37:46.142439, cost_time=1:33:57.613955